{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入相应的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "color = sns.color_palette()\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "pd.options.mode.chained_assignment = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载数据集和查看前面几行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "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>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>building_id</th>\n",
       "      <th>created</th>\n",
       "      <th>description</th>\n",
       "      <th>display_address</th>\n",
       "      <th>features</th>\n",
       "      <th>interest_level</th>\n",
       "      <th>latitude</th>\n",
       "      <th>listing_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>manager_id</th>\n",
       "      <th>photos</th>\n",
       "      <th>price</th>\n",
       "      <th>street_address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.5</td>\n",
       "      <td>3</td>\n",
       "      <td>53a5b119ba8f7b61d4e010512e0dfc85</td>\n",
       "      <td>2016-06-24 07:54:24</td>\n",
       "      <td>A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...</td>\n",
       "      <td>Metropolitan Avenue</td>\n",
       "      <td>[]</td>\n",
       "      <td>medium</td>\n",
       "      <td>40.7145</td>\n",
       "      <td>7211212</td>\n",
       "      <td>-73.9425</td>\n",
       "      <td>5ba989232d0489da1b5f2c45f6688adc</td>\n",
       "      <td>[https://photos.renthop.com/2/7211212_1ed4542e...</td>\n",
       "      <td>3000</td>\n",
       "      <td>792 Metropolitan Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>c5c8a357cba207596b04d1afd1e4f130</td>\n",
       "      <td>2016-06-12 12:19:27</td>\n",
       "      <td></td>\n",
       "      <td>Columbus Avenue</td>\n",
       "      <td>[Doorman, Elevator, Fitness Center, Cats Allow...</td>\n",
       "      <td>low</td>\n",
       "      <td>40.7947</td>\n",
       "      <td>7150865</td>\n",
       "      <td>-73.9667</td>\n",
       "      <td>7533621a882f71e25173b27e3139d83d</td>\n",
       "      <td>[https://photos.renthop.com/2/7150865_be3306c5...</td>\n",
       "      <td>5465</td>\n",
       "      <td>808 Columbus Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100004</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>c3ba40552e2120b0acfc3cb5730bb2aa</td>\n",
       "      <td>2016-04-17 03:26:41</td>\n",
       "      <td>Top Top West Village location, beautiful Pre-w...</td>\n",
       "      <td>W 13 Street</td>\n",
       "      <td>[Laundry In Building, Dishwasher, Hardwood Flo...</td>\n",
       "      <td>high</td>\n",
       "      <td>40.7388</td>\n",
       "      <td>6887163</td>\n",
       "      <td>-74.0018</td>\n",
       "      <td>d9039c43983f6e564b1482b273bd7b01</td>\n",
       "      <td>[https://photos.renthop.com/2/6887163_de85c427...</td>\n",
       "      <td>2850</td>\n",
       "      <td>241 W 13 Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100007</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>28d9ad350afeaab8027513a3e52ac8d5</td>\n",
       "      <td>2016-04-18 02:22:02</td>\n",
       "      <td>Building Amenities - Garage - Garden - fitness...</td>\n",
       "      <td>East 49th Street</td>\n",
       "      <td>[Hardwood Floors, No Fee]</td>\n",
       "      <td>low</td>\n",
       "      <td>40.7539</td>\n",
       "      <td>6888711</td>\n",
       "      <td>-73.9677</td>\n",
       "      <td>1067e078446a7897d2da493d2f741316</td>\n",
       "      <td>[https://photos.renthop.com/2/6888711_6e660cee...</td>\n",
       "      <td>3275</td>\n",
       "      <td>333 East 49th Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100013</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-04-28 01:32:41</td>\n",
       "      <td>Beautifully renovated 3 bedroom flex 4 bedroom...</td>\n",
       "      <td>West 143rd Street</td>\n",
       "      <td>[Pre-War]</td>\n",
       "      <td>low</td>\n",
       "      <td>40.8241</td>\n",
       "      <td>6934781</td>\n",
       "      <td>-73.9493</td>\n",
       "      <td>98e13ad4b495b9613cef886d79a6291f</td>\n",
       "      <td>[https://photos.renthop.com/2/6934781_1fa4b41a...</td>\n",
       "      <td>3350</td>\n",
       "      <td>500 West 143rd Street</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        bathrooms  bedrooms                       building_id  \\\n",
       "10            1.5         3  53a5b119ba8f7b61d4e010512e0dfc85   \n",
       "10000         1.0         2  c5c8a357cba207596b04d1afd1e4f130   \n",
       "100004        1.0         1  c3ba40552e2120b0acfc3cb5730bb2aa   \n",
       "100007        1.0         1  28d9ad350afeaab8027513a3e52ac8d5   \n",
       "100013        1.0         4                                 0   \n",
       "\n",
       "                    created  \\\n",
       "10      2016-06-24 07:54:24   \n",
       "10000   2016-06-12 12:19:27   \n",
       "100004  2016-04-17 03:26:41   \n",
       "100007  2016-04-18 02:22:02   \n",
       "100013  2016-04-28 01:32:41   \n",
       "\n",
       "                                              description  \\\n",
       "10      A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...   \n",
       "10000                                                       \n",
       "100004  Top Top West Village location, beautiful Pre-w...   \n",
       "100007  Building Amenities - Garage - Garden - fitness...   \n",
       "100013  Beautifully renovated 3 bedroom flex 4 bedroom...   \n",
       "\n",
       "            display_address  \\\n",
       "10      Metropolitan Avenue   \n",
       "10000       Columbus Avenue   \n",
       "100004          W 13 Street   \n",
       "100007     East 49th Street   \n",
       "100013    West 143rd Street   \n",
       "\n",
       "                                                 features interest_level  \\\n",
       "10                                                     []         medium   \n",
       "10000   [Doorman, Elevator, Fitness Center, Cats Allow...            low   \n",
       "100004  [Laundry In Building, Dishwasher, Hardwood Flo...           high   \n",
       "100007                          [Hardwood Floors, No Fee]            low   \n",
       "100013                                          [Pre-War]            low   \n",
       "\n",
       "        latitude  listing_id  longitude                        manager_id  \\\n",
       "10       40.7145     7211212   -73.9425  5ba989232d0489da1b5f2c45f6688adc   \n",
       "10000    40.7947     7150865   -73.9667  7533621a882f71e25173b27e3139d83d   \n",
       "100004   40.7388     6887163   -74.0018  d9039c43983f6e564b1482b273bd7b01   \n",
       "100007   40.7539     6888711   -73.9677  1067e078446a7897d2da493d2f741316   \n",
       "100013   40.8241     6934781   -73.9493  98e13ad4b495b9613cef886d79a6291f   \n",
       "\n",
       "                                                   photos  price  \\\n",
       "10      [https://photos.renthop.com/2/7211212_1ed4542e...   3000   \n",
       "10000   [https://photos.renthop.com/2/7150865_be3306c5...   5465   \n",
       "100004  [https://photos.renthop.com/2/6887163_de85c427...   2850   \n",
       "100007  [https://photos.renthop.com/2/6888711_6e660cee...   3275   \n",
       "100013  [https://photos.renthop.com/2/6934781_1fa4b41a...   3350   \n",
       "\n",
       "                 street_address  \n",
       "10      792 Metropolitan Avenue  \n",
       "10000       808 Columbus Avenue  \n",
       "100004          241 W 13 Street  \n",
       "100007     333 East 49th Street  \n",
       "100013    500 West 143rd Street  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = pd.read_json(\"train.json\")\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个数据集含有数值型特征、类别性特征、日期特征、文本串特征、图片特征。把测试集也加载进来，查看数据集和测试集的数量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集样本数量： 49352\n",
      "测试集样本数量： 74659\n"
     ]
    }
   ],
   "source": [
    "test_df = pd.read_json(\"test.json\")\n",
    "print(\"训练集样本数量：\", train_df.shape[0])\n",
    "print(\"测试集样本数量：\", test_df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 49352 entries, 10 to 99994\n",
      "Data columns (total 15 columns):\n",
      "bathrooms          49352 non-null float64\n",
      "bedrooms           49352 non-null int64\n",
      "building_id        49352 non-null object\n",
      "created            49352 non-null object\n",
      "description        49352 non-null object\n",
      "display_address    49352 non-null object\n",
      "features           49352 non-null object\n",
      "interest_level     49352 non-null object\n",
      "latitude           49352 non-null float64\n",
      "listing_id         49352 non-null int64\n",
      "longitude          49352 non-null float64\n",
      "manager_id         49352 non-null object\n",
      "photos             49352 non-null object\n",
      "price              49352 non-null int64\n",
      "street_address     49352 non-null object\n",
      "dtypes: float64(3), int64(3), object(9)\n",
      "memory usage: 6.0+ MB\n"
     ]
    }
   ],
   "source": [
    "train_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "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>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>latitude</th>\n",
       "      <th>listing_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49352.00000</td>\n",
       "      <td>49352.000000</td>\n",
       "      <td>49352.000000</td>\n",
       "      <td>4.935200e+04</td>\n",
       "      <td>49352.000000</td>\n",
       "      <td>4.935200e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.21218</td>\n",
       "      <td>1.541640</td>\n",
       "      <td>40.741545</td>\n",
       "      <td>7.024055e+06</td>\n",
       "      <td>-73.955716</td>\n",
       "      <td>3.830174e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.50142</td>\n",
       "      <td>1.115018</td>\n",
       "      <td>0.638535</td>\n",
       "      <td>1.262746e+05</td>\n",
       "      <td>1.177912</td>\n",
       "      <td>2.206687e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.811957e+06</td>\n",
       "      <td>-118.271000</td>\n",
       "      <td>4.300000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>40.728300</td>\n",
       "      <td>6.915888e+06</td>\n",
       "      <td>-73.991700</td>\n",
       "      <td>2.500000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>40.751800</td>\n",
       "      <td>7.021070e+06</td>\n",
       "      <td>-73.977900</td>\n",
       "      <td>3.150000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>40.774300</td>\n",
       "      <td>7.128733e+06</td>\n",
       "      <td>-73.954800</td>\n",
       "      <td>4.100000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.00000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>44.883500</td>\n",
       "      <td>7.753784e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.490000e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         bathrooms      bedrooms      latitude    listing_id     longitude  \\\n",
       "count  49352.00000  49352.000000  49352.000000  4.935200e+04  49352.000000   \n",
       "mean       1.21218      1.541640     40.741545  7.024055e+06    -73.955716   \n",
       "std        0.50142      1.115018      0.638535  1.262746e+05      1.177912   \n",
       "min        0.00000      0.000000      0.000000  6.811957e+06   -118.271000   \n",
       "25%        1.00000      1.000000     40.728300  6.915888e+06    -73.991700   \n",
       "50%        1.00000      1.000000     40.751800  7.021070e+06    -73.977900   \n",
       "75%        1.00000      2.000000     40.774300  7.128733e+06    -73.954800   \n",
       "max       10.00000      8.000000     44.883500  7.753784e+06      0.000000   \n",
       "\n",
       "              price  \n",
       "count  4.935200e+04  \n",
       "mean   3.830174e+03  \n",
       "std    2.206687e+04  \n",
       "min    4.300000e+01  \n",
       "25%    2.500000e+03  \n",
       "50%    3.150000e+03  \n",
       "75%    4.100000e+03  \n",
       "max    4.490000e+06  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**查看是否有\"miss values\"**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bathrooms          0\n",
       "bedrooms           0\n",
       "building_id        0\n",
       "created            0\n",
       "description        0\n",
       "display_address    0\n",
       "features           0\n",
       "interest_level     0\n",
       "latitude           0\n",
       "listing_id         0\n",
       "longitude          0\n",
       "manager_id         0\n",
       "photos             0\n",
       "price              0\n",
       "street_address     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析\n",
    "\n",
    "### 查看每个特征的分布\n",
    "\n",
    "注意：离群点(outliers) 和异常点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 目标变量（标签）\n",
    "\n",
    "在深入探究数据特征之前，我们先看一下标签数据：“interest level”（感兴趣程度）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#int_level = train_df['interest_level'].value_counts()\n",
    "plt.figure(figsize=(8,4))\n",
    "#sns.barplot(int_level.index, int_level.values, alpha=0.8, color=color[1])\n",
    "order = ['low', 'medium', 'high']\n",
    "sns.countplot(train_df.interest_level, order=order)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12) #出现的频次\n",
    "plt.xlabel('Interest level', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数值型特征\n",
    "我们从数据集呈现的数值型特征开始：\n",
    "1. bathrooms\n",
    "2. bedrooms\n",
    "3. price\n",
    "4. latitude\n",
    "5. longitude\n",
    "\n",
    "最后两个实际上不是数值型特征，我们现在暂且当做数值型特征。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bathrooms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cnt_btr = train_df['bathrooms'].value_counts()\n",
    "plt.figure(figsize=(8,4))\n",
    "# sns.barplot(cnt_btr.index, cnt_btr.values, alpha=0.8, color=color[0])\n",
    "\n",
    "sns.countplot(train_df.bathrooms);\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看bathroom与标签之间的关系，不同的interest_level下的bathrooms散点图：stripplot散点图有时会重叠，所以打点时有某种随机的jitter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2899f91aeb8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAELCAYAAADURYGZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XmcVNWZ//HPU703dLO27NqICCKbiruocY86GjVGE2OiQ8LMOHGJP8fJNmrMZCb5aXQ0xrjFyJiMWc1o1LhDcEGUVUREDJuIQLND03s/88ctoJtu6KK76t7uut/368Wrq27dW+cpCurbdc8955i7IyIi8ZWIugAREYmWgkBEJOYUBCIiMacgEBGJOQWBiEjMKQhERGJOQSAiEnMKAhGRmFMQiIjEXG7UBaSib9++Xl5eHnUZIiJdyuzZs9e7e1lb+3WJICgvL2fWrFlRlyEi0qWY2YpU9tOpIRGRmFMQiIjEnIJARCTmFAQiIjGnIBARibmMBYGZPWpm68zsvSbbepvZS2a2JPmzV6baFxGR1GTyG8FjwDl7bPsW8Iq7DwdeSd6XvfhbxXaueOQtjvzBS1z/m7lsqaqLuiQRyUIZCwJ3nw5s3GPzhcCU5O0pwOcy1X42uOZXc3jjow1srKzlqXmr+cEz70ddkohkobD7CPq5+6cAyZ8HhNx+l7Fhew2L125rtm3G3zZEVI2IZLNO21lsZpPNbJaZzaqoqIi6nND1Ks5ncK+iZttGDyqNqBoRyWZhB8FaMxsAkPy5bm87uvtD7j7B3SeUlbU5VUbWSSSMey4fT3mfYgAmHNSLW//u8IirEpFsFPZcQ08DXwV+lPz5VMjtdylHHdSbaf/yGapqGyjKz4m6HBHJUpm8fPQJYAYwwsxWmdkkggA408yWAGcm70sbFAIikkkZ+0bg7l/cy0OnZ6pNERHZf522s1hERMKhIBARiTkFgYhIzCkIRERiTkEgIhJzCgIRkZhTEIiIxJyCQEQk5hQEIiIxpyAQEYk5BYGISMwpCEREYk5BICIScwoCEZGYUxCIiMScgkBEJOYUBCIiMacgEBGJOQWBiEjMKQhERGJOQSAiEnMKAhGRmFMQiIjEnIJARCTmFAQiIjGnIBARiTkFgYhIzCkIRERiTkEgIhJzCgIRkZiLJAjM7JtmttDM3jOzJ8ysMIo6REQkgiAws0HAdcAEdx8N5ACXh12HiIgEojo1lAsUmVkuUAysjqgOEZHYCz0I3P0T4E5gJfApsMXdXwy7DhERCURxaqgXcCEwFBgIdDOzL7ey32Qzm2VmsyoqKsIuU0QkNqI4NXQGsMzdK9y9DngSOGHPndz9IXef4O4TysrKQi9SRCQuogiClcBxZlZsZgacDiyKoA4RESGaPoKZwB+AOcCCZA0PhV2HiIgEcqNo1N1vBW6Nom0REWlOI4tFRGJOQSAiEnMKAhGRmFMQiIjEnIJARCTmFAQiIjGnIBARiTkFgYhIzCkIRERiTkEgIhJzCgIRkZiLZK6hONtaXcfzC9aQm2OcM7o/xfl6C0QkWvoUCtGG7TVccN8bfLK5CoD7p/2Np79xosJARCKlU0MhenLOJ7tCAOCjddt5bsGaCCsSEVEQhKq2obHFtvpWtomIhElBEKJLjhxMr+K8XfcH9Cjks2MGRFiRiIj6CELVv0chz10/kSfnfEJejnHxkYPpUZTX9oEiIhmkIAjZgB5F/PNnDom6DBGRXXRqSEQk5hQEIiIxpyAQEYk59RF0Ig2NzpQ3lzNj6QbGDurB108+mMK8nKjLEpEspyDoRP7/8x/w4PSlALz0/lo+XLedn37xiIirEpFsp1NDnciTcz9pdv+5BZ9SXdcQUTUiEhcKgk6krHtBs/u9ivPIz9FbJCKZpU+ZTuQ75x5GcX7QJ5CXY3zvvFEkEhZxVSKS7dRH0ImcNLwvM759OvM/3szIASUcUFIYdUkiEgMKgk6mR1EeJx9aFnUZIhIjOjUkIhJz+x0EZpYws9JMFCMiIuFLKQjM7H/MrNTMugHvA4vN7F/a26iZ9TSzP5jZB2a2yMyOb+9ziYhIx6TaRzDK3bea2RXAc8C/ArOBO9rZ7j3A8+7+eTPLB4rb+Txdwv3TPmLKm8spzMvh+tOHc8aoftzyv+/x6gfrGN6vhJH9S3jx/bV0L8jluIN789qS9TQ0Ol+beDCTThoadfkikuXM3dveyWwhMB74H+A+d/+rmc1393H73WBwWmk+cLCn0jgwYcIEnzVr1v421Sm8uHANkx+fveu+GXx2dP+Ul6j81aRjOWl430yVJyJZzMxmu/uEtvZLtY/gQWA50A2YbmYHAVvbWdvBQAXwSzOba2aPJE85ZaWZyzY2u+8O7yzbtB/Hb0h3SSIizaQUBO5+r7sPcvdzPbAC+Ew728wFjgR+7u5HAJXAt/bcycwmm9ksM5tVUVHRzqaiN25IzxbbRg9Kva997OCWx4uIpFOqncU9zew6M7vLzO41s3uBu9rZ5ipglbvPTN7/A0EwNOPuD7n7BHefUFbWda+r/7uxA/jaSUMpzEtQWpjL9847jDsuHcfE5OmeoX2KOfvwfuTnJuhVnMcZhx1ASUEuxfk5XHPqMM4c1S/iVyAi2S7VzuLngLeABUBjRxp09zVm9rGZjXD3xcDpBFciZSUz43vnj+Lb5x6Gwa4pIx6fdCx1DY3kJecSqm9oJGFGImE0NjoO5Gh6CREJQapBUOjuN6ax3WuBXyevGFoKXJ3G5+6UWvtQz2syoVxuk9uaX0hEwpRqEDxuZl8HngFqdm509417P2Tv3H0e0GZPtoiIZF6qQVBLMGbgu8DOSz6d4AogERHpwlINghuBQ9x9fSaLyVZrt1aztaqO4f1K9rnftuo65q7cTM/CHFZurubwgT0Y2jdrr6wVkU4i1SBYCOzIZCHZ6j+eW8Qjry2l0eHIA3vyy6uPoUdRXov9/rLgU677zVzqGpqPsTt/7ADu+1KLi6pERNIm1QFlDcA8M3tw5+WjyUtIZR8Wrt7CQ9ODEACYs3IzU95c3mK/+oZGvv2nBS1CAOCZdz9l+frtGa5UROIs1W8E/5v8I/vh440tv0StbGVbZW0Dm3fU7fV5Ply3nfK+3dNam4jITikFgbtPSV7qeWhy02J33/snlwBwwiF9KS3MZWt1/a5t547p32K/HkV5HDu0d4vpKCBYsvIULVQjIhmU6sjiU4ElwM+A+4EPzezkDNaVFUoL83hi8nGcO6Y/Jwzrwz2Xj+e0ka2PFH7gy0dx/tgB9CzKpTAvQUFugvI+xfxm8nEU5OaEXLmIxEmqs4/OBr6UHAmMmR0KPOHuR2W4PqBrzz4qIhKVdM8+mrczBADc/UOg5aUvIiLS5aTaWTzLzH4BPJ68fwXBwjQiItLFpRoE/wT8M3AdYMB0gr4CERHp4lK9aqjGzO4DXiKYWkJXDbVh4eot/GXBGjZV1vJRxXaWb9hOQU6C0qJ8xg3pSWVNHas2VXPyoX0ZVtadlRt3UN/YyMqNVfTtlk9xQS7DD+jOoJ7F/PyvH/Hhmm2MHFDKdacP59A2RiiLiOyPVDuLTwWmEKxSZsAQ4KvuPj2Txe3U1TqLn5yziht/Nz9jz//Al4/inNEtL0MVEWkq3Z3FPwHOcvdT3P1k4Gzg7o4UmM1+NvWjjD7//dMy+/wiEi+6aigDGhrb/pbVmZ9fROIl1SCYZWa/MLNTk38eRlcN7dWkiZmdnXvSSUMz+vwiEi+6aigDrjzuIIaVdePP81ZTsb2G5RsqWbO5itycBN0KcjlsQCmVNfVUbK/huKF9GN6vhE827aCqtoHVW6rpWZRHSVEuI/uXMqBHIT99dQkfb6yivG83/uXsEUwo7x31SxSRLNJmZ7GZ5QBT3P3L4ZTUUlfrLBYR6QzS1lns7g1AWXLSORERyTKpnhpaDrxhZk8DlTs3uvtdmShKRETCk2oQrE7+SQAazSQikkVSHVn8/UwXki02VdZy2YMzWLJuOw7kGJQW5VKQm8O26np6dcsnx4y1W6vBgktBcxPG4J5F9CkpYNOOOlZt3MGO2gYSBsX5OVTVNVLf6OQl4BunDef6Mw5tsw4RkVSlFATJaadvAsqbHuPup2WmrK7rtJ9MY1OT1cYaHDbtqAeCxWkqa6taHFPX4CypqGRJRWWz7Q0O22oadu/XCHe/vIRDDujOeWMHZuYFiEjspHpq6PfAA8AjBOsXSyu27KhrFgKZcs8rSxQEIpI2qQZBvbv/PKOVZIHC/FTH53XMwJ5FobQjIvGwz08uM+ttZr2BP5vZNWY2YOe25HZpoiA3h0uPGpTRNhLAPZePz2gbIhIv+xxQZmbLCKadtlYednfP7FwKSV1tQNkHn27l4elLKc7PATMmDu9LTgLeX72NMYN7UFKQx6uL1zKsbzcWr9lG/x6FHHJACWUlBazbVs3qLdW8t2ozuTkJjinvzbL1lcxavpExg3vyzTMPxay1t0NEpLlUB5SlOg11obtXt7UtU7paEIiIdAbpnob6zRS3iYhIF7PPzmIz6w8MAorM7Ah2nyIqBYozXJuIiISgrauGzgauAgYDTaeT2AZ8pyMNJyezmwV84u7nd+S5RESk/fYZBO4+BZhiZpe4+x/T3Pb1wCKCbxdZYe7yjVz0wIyMt3Pq8L48NunYjLcTaw118MJ34N3fQslASOTBuvfADMZ9CS68Dz54Dl6+FSorYPwVcObtkMgJjv/b1OD4rZ/A6M/DOT+CXM3bGKY5a+dw25u3sWLbCgDyLI/SglImj53M5SMv3+exS7cs5fYZt7NowyKOHXAstx5/K32K+oRRdiRSnWLij2Z2HnA4UNhk++3tadTMBgPnAT8EbmzPc3RGYYQAwLQl62loaCAnJyeU9mLprfvh7YeC29Vbdm93YO7jcOAJ8MwN0FATbJ9xH/Qqh2O+DtVb4bdXQu224LFZv4DSgXDyTWG+gliraajh+levZ3Pt5t3bvIaKqgp+OPOHjOw9kvEH7P0y7Jv/ejOLNwWLMk79eCp5iTx+cupPMl53VFLqLDazB4DLgGsJ+gkuBQ7qQLv/BdwMNHbgOWLt2Xc/jbqE7LaijWsh5j6+OwR2HfNG8HPNgt0hkOrzSVot3by0WQjsafbavS+wuK12264QSGX/bJDqVUMnuPtXgE3JCeiOB4a0p0EzOx9Y5+77/Js1s8lmNsvMZlVUVLSnqax29qj+UZeQ3Qa1ccXd6IsgsccX6p3H9BsFuXuM/h7c5hV8kkblPcrpntd9r4+PLRu718dK8ksY2qP5crBjysakrbbOKNUg2DlT2g4zGwjUAe1dOPdE4AIzWw78BjjNzH61507u/pC7T3D3CWVlZe1sKly/+MpRobQzZmApBQWpzg4i7XLCtTD28uDDvmQg9Nr5z91g5AVwzGT43APQvT/k5MMRVwbbAIp6wSWPQI8hwfFjLoUTb4jspcRRUW4Rd55yJ2VFuz87EpagW243rjviOo7uf/Q+j//xxB9zaK9glt+j+x/Nd4/9bkbrjVqqA8r+DfgpcBrws+TmR9z93zrUuNmpwE1tXTXU1QaUbdhWg9NIfW0jRUV55JlRVVdHTiKH7TUNHNCjkO07asnLy6GmtoHuRblsq6qnIC9BQXJbozeycXsNebkJSgvzSZixuaqOIX27Rf3y4qWxYXcHcEM9WAISe/z+1NjYcltrx0skGhqDeTITFrxH+zMyv6GxgZwu/P6lOqAs1V8r7yRYwH4iMAN4DdAkdHvRp6SgxbbiojwAeia/rfYuDfrcS5LbC/N3vxUFeTnJfQtpqqSbrjoJXdMPgZy9/HfZWwjsebxEoiMf5F05BPZHqkEwhWDswL3J+18E/hv4Qkcad/dpwLSOPIeIiHRMqkEwwt3HNbk/1czmZ6IgEREJV6pBMNfMjnP3twDM7FjgjcyV1XU1NDpPzvmYeSs3U5SXYOXGKtZvr+aUEQdw5EG9eGfZJrZW1TL3402cPaofry/ZwLL1lZx4SF9OHF7G/I83sWJjJQNKi6hrcEYMKOWtpRuorqtn/JBe/MMpwygpzIv6ZYpIFmlrGuoFBENo8oARwMrk/YOA9919dBhFdpXO4vkfb+ai+9+gse3+9w750cVjuPyYAzPbiIh0eenqLNYcQPvhpt/Pz3gIAHzvqff4woQhJBJal0BEOq6tuYZWhFVINli/vabtndKgvsGprm+gOF9jCUSk48JZZDcmTht5QCjtlPcpUgiISNooCNLojs+P4+/GDshoG8PKuvHUNyZmtA0RiZeURhZHrat0FouIdCbpXqpSRESylIJARCTmFAQiIjGnS0/SrPxbz2a8jQ9vP4f8/HhMhhWq2kr48zfh/T8FS1Um8iC/CHIKoGYHmENBSTCRnCWgZht4DtRsCI5P5EJBj2BFM2+A3EIoLoPGGhhyPJx3J3TvGlOqd0VV9VXcM+ce5q+bz5iyMQzrMYzXP3mdfsX9GNBtABU7Knh77ds4zhdGfIHLRly2a0ZSgOVblvPSipf4YOMHrK1cy9AeQ7ny8Ct3TUedzdRZnEZhhMBOy390XmhtxUJdNfzk0ObLUqZbIg+unwc9BmeujRg75bensLF6Y8r7H9f/OB4++2EAZqyewTWvXEN9Y32zfQzjzlPu5Kzys9Jaa1jUWZzlpi5eG3UJ2WXR05kNAYDGOpj5YGbbiKkXlr+wXyEA8Naat1hTuQaAxxY+1iIEABzn0fceTUuNnZmCoIuqrdNyz2nlDeG008qHjXTczsVn9lejB/+PGvbx/u/rsWyhIOiizh6d2YFrsXPYhZCX4dXfLAeO/YfMthFT5x58LiX5Jft1zPiy8QzsPhCAKw+7sll/QVNfGfWVDtfX2amPIM3C6Cd479Yz6V6k1crSbscm+OMkWDoVvBFIQG5+cG6/rib4tSm3MPhAB2iohkagYeeS3hYsWl9fBThYLhSUAo0wYCxccB/0OiiKVxYLW2u28uO3f8yC9QsY2Wck5aXlvLPmHXoX9mZwyWA+3f4p8yvm4zgXHXIRXxv7NfISu6d0X7RhEc8ve56FGxayvmo9B5UexNWjr2b8AeMjfFUdk2ofgYJARCRLqbNYRERSoiAQEYk5BYGISMxpZHEabauqY8z3X8x4O09dczzjDuyd8XZip7EBZj4AS6dB/7Fw0g1Qsx1evxs2r4TDL4Jxl7V+bMViePPeYCzCkVfB8DPCrFykQxQEaRRGCABceP8MjSzOhFd/EHzoAyx5EdYuhI1LYf3iYNuHfwnGARxxRfPjqrfAo+dAVXJA06Jn4KpnofzE8GoX6QCdGuqi5qzYv1GUkoJ3f9/8/ofP7w6BnRb8ruVxH72yOwQAcHjvD2kvTyRTFARd1JBexVGXkH1K9xikV9STFv9FSge1ctzA1LaJdFIKgjQ66sAeobRTnAtlpYWhtBUrZ/4gmD0UICcfzvkxnPqvgAXbSgfDyTe1PO7A42DcF3ff7zcGjv5axssVSRcNKEuzWcvX8+WHZ1KdoelJvn/BSL56wrDMPLkEncOr50DZYbunjN60ArasgsFHByON96ZicdBfMGgCJPQ7lkRPI4tFRGJOI4tFRCQlCgIRkZgLPQjMbIiZTTWzRWa20MyuD7sGERHZLYoBZfXA/3P3OWZWAsw2s5fc/f0IakkrLVXZxd0WzlVfnPhdOPPmcNqKibc/eZtJL0/KeDvXjr+WyeMmZ7ydsIX+jcDdP3X3Ocnb24BFQCsXZ8u+/P2DU6MuIbvcd3x4bb3xw/DaiokwQgDgp/N+Sle4wGZ/RdpHYGblwBHAzCjrSIfqmnCXIHx12Y5Q28t667v8F1IJyaaaTVGXkHaRBYGZdQf+CNzg7ltbeXyymc0ys1kVFRXhF7ifCgvCPcs2vp+miUqr0oOjrkC6iF4FvaIuIe0iCQIzyyMIgV+7+5Ot7ePuD7n7BHefUFZWFm6BXcD/fvPsqEvILjfODa+t8VeF11ZM3DXxrlDauXrU1ZhZKG2FKfQBZRb8LU4BNrr7Dakc09UGlD3yyLP86CPoCawn+JkA8oC1Tfbbua0G6A5s38vzDQbWAEOBl9RJnHkzZkBBASxfDt27w44dkJ8PpaXB7R07oF8/qKuDLVugsBCqq6GoKPhTWRlsq6qCmhro3Rvq62H4cBik7rBMqqyspL6+HjOjurqagoICzIy8vDwqKyspKCigpqYGgG7dulFdXQ2Au5Obm4uZUVtbu+t+fX09+fn55OTk0K1btyhfWrt02pHFZnYS8BqwgGDpb4DvuPtzezumqwWBiEhnkGoQhH6i2d1fZ9csXiIiEjWNLBYRiTldepJmc1as5+KfZ+5q2M+N7cd/fanNb3rSEWsWQGFPqN4aLE4z8AhY9leo3gajL4L5v4Otq2Dc5WAG2zfA6ndg8yoo7husYGYGIz4L7/4Olv4V+h0Ox3wNcguifnUiLWj20TQ65gcvsK4ynPEEGlmcAVWb4PGLg2moM8ESMOllGHxUZp5fZA+afTQCYYUAwH2vLAmtrdh4++HMhQCAN8KTX8/c84u0k4IgTRobw/1m9cqitW3vJPtn84rMt7FtTebbENlPCoI0SSTCvRDqsb8/JtT2YmHURZlvY8wlmW9DZD8pCNLo5RsnhtLOZ0eV0aN4H0smSvsMPwMufQyGnQ4Hnxp0/CZywHKa7LRH4Dd7rMk+hb2DJStJPm4GI86D8+7OROUiHaLOYhGRLKXOYhERSYmCQEQk5hQEIiIxp5HFaRbWcpUaUJYBYS1VeduWcNqJmTFTxmS8jZ705LWvvpbxdsKmbwRpFOaaxZJmD3wuvLbCCpwYCSMEADazmWv/cm0obYVJQZAm6zeGu3ydQifN1mgNaEnNtHXToi4h7RQEaVLT0Nj2TiIinZCCIE0GlfUJtT31EaRZz7FRVyBdxISe2Tf7r4IgjfTh3IXdEGIHoDqL027BVxeE1tYvL/xlaG2FRSOLRUSylEYWi4hIShQEIiIxpyAQEYk5BYGISMwpCEREYk5BICIScwoCEZGYUxCIiMScgkBEJOYUBCIiMacgEBGJOQWBiEjMRRIEZnaOmS02s4/M7FtR1CAiIoHQ1yw2sxzgZ8CZwCrgHTN72t3fD7uWdPvvN5dyy9OLMt7ORUcM5O7Ljsh4O7E19T9g5oOQVwyf+TYc+ZVg++zHYNqPob4Khp8Fq+fBlo/h8Ivg3Dth+p0w4z5oqIXi3nD+3bBlFbx+d3D8idfDCdm3zGFXVNtQy3++/Z88u/RZ+hX34+ajb2bi4IlRlxWZ0KehNrPjgdvc/ezk/W8DuPt/7u2YrjINdZjLR879tzPp1S0/tPZiY+Gf4PdXNdlg8E9vgjfAAyft/biR58MHzzTfZjnBcU199c8w9OR0VSvt9PC7D3Pv3Ht33S/KLeLlS1+mNL80wqrSrzNPQz0I+LjJ/VXJbbIfnl2wOuoSstPKmXtscPh4ZvBnXz6Z3XLbniHQ6vNLFOasm9PsflV9FR9s+CCiaqIXRRBYK9tafC0xs8lmNsvMZlVUVIRQVtfy2dEDoi4hOw05uuW2wUfD4GP2fdzA1k7VtfLfq7Xnl9CNLxvf7H5hTiEjeo+IqJroRREEq4AhTe4PBlr8euvuD7n7BHefUFZWFlpxHfGdz4bzD+m8Mf3p070glLZi5/CL4aRvQn4JdCuD8+6C/qNhwNigH6BbWfDY4RdD72GQyIMxX4CLH4Hjrw3uAxT2hEsehjNuC24X9oTTb4GDT43utckuV42+iguHXUheIo/B3Qdzxyl30KOgR9RlRSaKPoJc4EPgdOAT4B3gS+6+cG/HdJU+AhGRziTVPoLQrxpy93oz+wbwApADPLqvEBARkcwKPQgA3P054Lko2hYRkeY0slhEJOYUBCIiMacgEBGJOQWBiEjMKQhERGJOQSAiEnMKAhGRmAt9ZHF7mFkFsCLqOjKoL7A+6iKkXfTedW3Z/v4d5O5tztHTJYIg25nZrFSGgUvno/eua9P7F9CpIRGRmFMQiIjEnIKgc3go6gKk3fTedW16/1AfgYhI7OkbgYhIzCkIQmBm26OuQTLDzKaZ2YTk7efMrGfUNQmYWbmZvdfK9tvN7Iw2jr3NzG7KXHWdTyTrEYhkI3c/N+oaZN/c/Zaoa+iM9I0gRBa4w8zeM7MFZnZZcvv9ZnZB8vafzOzR5O1JZvbvUdacjZK/LX5gZo8k34tfm9kZZvaGmS0xs2PMrJuZPWpm75jZXDO7MHlskZn9xszeNbPfAkVNnne5mfXd87dRM7vJzG5L3p5mZneb2XQzW2RmR5vZk8l29V6nV46ZPWxmC83sxeR795iZfR7AzM5N/jt43czuNbNnmhw7KvleLTWz6yKqPzT6RhCui4HxwDiCEY3vmNl0YDowEXgaGAQMSO5/EvCbCOqMg0OAS4HJJNfNJvj7vgD4DvA+8Kq7/33ydM/bZvYy8A/ADncfa2ZjgTntaLvW3U82s+uBp4CjgI3A38zsbnff0NEXJwAMB77o7l83s98Bl+x8wMwKgQeBk919mZk9scexI4HPACXAYjP7ubvXhVV42PSNIFwnAU+4e4O7rwX+ChwNvAZMNLNRBB9Aa81sAHA88GZk1Wa3Ze6+wN0bgYXAKx5cQrcAKAfOAr5lZvOAaUAhcCBwMvArAHd/F3i3HW0/nfy5AFjo7p+6ew2wFBjS7lcke1rm7vOSt2cTvK87jQSWuvuy5P09g+BZd69x9/XAOqBfRiuNmL4RhMta2+jun5hZL+Acgm8HvYEvANvdfVuI9cVJTZPbjU3uNxL8v2gALnH3xU0PMjOAtq65rqf5L1mFe2m7abtN25b0aPp320CT03js5f/iPo7N6vdF3wjCNR24zMxyzKyM4LfLt5OPzQBuSO7zGnBT8qdE4wXgWkt+8pvZEcnt04ErkttGA2NbOXYtcICZ9TGzAuD8EOqV/fMBcLCZlSfvXxZdKdHL6pTrhP5EcLpnPsFvlTe7+5rkY68BZ7n7R2a2guBbgYIgOj8A/gt4NxkGywk+0H8O/NLM3gXmsTvId3H3OjO7HZgJLCP40JFOxN2rzOwa4HkzW08r72OcaGSxiMSSmXV39+3JoP8ZsMTd7466rijo1JCIxNXXkxcDLAR6EFxFFEv6RiAiEnM0KyqqAAACyElEQVT6RiAiEnMKAhGRmFMQiIjEnIJARCTmFATSZZlZm9NvmNkNZlac4TrGm9k+Zx41s6vM7L40t5v255R4UhBIl+XuJ6Sw2w3AfgWBmeXsZynjAU1BLV2WgkC6rJ0L/pjZqckpg/+QnFb418kpv68DBgJTzWxqct+zzGyGmc0xs9+bWffk9uVmdouZvQ5cambDzOx5M5ttZq+Z2cjkfpcmp66en5xKOh+4nWDqkHmWnFq8jbrLzOyPySmu3zGzE80skayhZ5P9PjKzfq3tn/a/TIk1TTEh2eII4HBgNfAGcKK732tmNwKfcff1ZtYX+B5whrtXmtm/AjcSfJADVLv7SQBm9grwj+6+xMyOBe4HTgNuAc5OThTY091rzewWYIK7fyPFWu8B7nb3183sQOAFdz/MzJ4CLiKYwuJYYLm7rzWz/9lzf+CwDv59ieyiIJBs8ba7rwJIjhYtB17fY5/jgFHAG8m55PIJJvvb6bfJ47sDJwC/T+4HUJD8+QbwWHJ++yfbWesZBAuf7LxfamYlyfZvAX4JXL6znn3sL5IWCgLJFqlMG2zAS+7+xb08R2XyZwLY7O7j99zB3f8x+dv6ecA8M2uxTwoSwPHuXtWsOLMZwCHJmWk/B/x7G/u3o2mRltRHINluG8EqUwBvASea2SEAZlZsZofueYC7bwWWmdmlyf3MzMYlbw9z95nJtW/XEywk07SNVLwI7DqNtDNMkgvj/Am4C1jUZKWyVvcXSRcFgWS7h4C/mNlUd68ArgKeSE4j/RbBSlWtuQKYZGbzCSYluzC5/Q4L1pt+j2BtgvnAVIJTNyl1FgPXARMsWPf4feAfmzz2W+DL7D4t1Nb+Ih2mSedERGJO3whERGJOncUiaWRmVwPX77H5DXf/5yjqEUmFTg2JiMScTg2JiMScgkBEJOYUBCIiMacgEBGJOQWBiEjM/R97+lzR7VlrIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df.interest_level, train_df.bathrooms, jitter=True, order=order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里有一个浴室数量为10的house，我们视为离群点（outlier），去掉这个离群点（outlier），然后重新画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ulimit = np.percentile(train_df.bathrooms.values, 99.5)\n",
    "ulimit = np.ceil(ulimit)\n",
    "train_df.bathrooms.loc[train_df.bathrooms > ulimit] = ulimit\n",
    "\n",
    "#cnt_btr = train_df['bathrooms'].value_counts()\n",
    "plt.figure(figsize=(8,4))\n",
    "# sns.barplot(cnt_btr.index, cnt_btr.values, alpha=0.8, color=color[0])\n",
    "\n",
    "sns.countplot(train_df.bathrooms);\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2899f94e400>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df.interest_level, train_df.bathrooms, jitter=True, order=order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cnt_btr = train_df['bathrooms'].value_counts()\n",
    "plt.figure(figsize=(8,4))\n",
    "# sns.barplot(cnt_btr.index, cnt_btr.values, alpha=0.8, color=color[0])\n",
    "\n",
    "sns.countplot(train_df.bathrooms, hue=\"interest_level\", data = train_df)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有bathroom的房子只有low interest\n",
    "\n",
    "#### Bedrooms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cnt_btr = train_df['bathrooms'].value_counts()\n",
    "plt.figure(figsize=(8,4))\n",
    "# sns.barplot(cnt_btr.index, cnt_btr.values, alpha=0.8, color=color[0])\n",
    "\n",
    "sns.countplot(train_df.bedrooms)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bedrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看bedroom这个特征与标签数据的联系,stipplot是分布散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2899fbf3358>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df.interest_level, train_df.bedrooms, jitter=True, order=order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2899fcd39e8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.countplot(x=\"bedrooms\", hue=\"interest_level\", data = train_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Price "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "#plt.scatter(range(train_df.shape[0]), np.sort(train_df.price.values))\n",
    "plt.scatter(range(train_df.shape[0]), train_df.price.values, color = color[6])\n",
    "plt.xlabel('the number of train data', fontsize=12)\n",
    "plt.ylabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由散点图看出，在这个特征上，有一些离群点，移除掉它们，重新画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ulimit = np.percentile(train_df.price.values, 99.5)\n",
    "#print(ulimit)\n",
    "train_df['price'].loc[train_df['price'] > ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(train_df.price.values, bins=50, kde=True)\n",
    "plt.xlabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个分布向右倾斜的厉害，我们可以使用 `numpy.log` 函数使其变的近似正态分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df['price'].loc[train_df['price'] > ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(np.log(train_df.price.values), bins=50, kde=True)\n",
    "plt.xlabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df.interest_level, train_df.price.values, jitter=True, order=order)\n",
    "plt.title(\"Price VS Interest Level\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "low interest的price看起来分布比较均匀，中度（medium）感兴趣的价格分布更窄，high interest level的 price分布最窄，基本分布在 1500~ 8000 之间\n",
    "\n",
    "**violinplot** 提供不同类别条件下特征更多的分部信息\n",
    "核密度估计（KDE）\n",
    "三个4分位数（quartile）：1/4, 1/2, 3/4\n",
    "1.5倍四分数间距（nterquartile range, IQR）\n",
    "IQR ：第三四分位数和第一分位数的区别（即Q1~Q3的差距），表示变量的分散情况，播放差更稳健的统计量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.violinplot(x=\"interest_level\", y = 'price', data = train_df, order = order)\n",
    "plt.xlabel(\"interest level\", fontsize = 12)\n",
    "plt.ylabel('price', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Longitude & Latitude\n",
    "经度和维度是虽是数值型变量，但其物理含义是房屋的地理位置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llimit = np.percentile(train_df.latitude.values, 1)\n",
    "ulimit = np.percentile(train_df.latitude.values, 99)\n",
    "train_df['latitude'].loc[train_df['latitude'] < llimit] = llimit\n",
    "train_df['latitude'].loc[train_df['latitude'] > ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(train_df.latitude.values, bins=50, kde=True)\n",
    "plt.xlabel('latitude', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大部分地方纬度都在40.60~40.90之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe0AAAF6CAYAAAA01wAAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl8XGd97/HPMxpptI4Wa7ck77FjJ7GTOHYWKEloVlLCTpIWQgtNKdBbunALpaV0u6WXthRKW5pCCtwSCiUEUkhIQhay2o7teN8t2ZYsydr3dWae+8fMOGN5tM5yZkbf9wuhmXPOnPM7GWt+8+zGWouIiIikPpfTAYiIiMjcKGmLiIikCSVtERGRNKGkLSIikiaUtEVERNKEkraIiEiaUNIWERFJE0raIiIiaUJJW0REJE0oaYuIiKQJt9MBRFNeXm6XL1/udBgiIiJJsWvXri5rbcVsx6Vk0l6+fDk7d+50OgwREZGkMMacnstxqh4XERFJE0raIiIiaUJJW0REJE0oaYuIiKQJJW0REZE0oaQtIiKSJpS0RURE0oSStoiISJpQ0hYREUkTStoiIiJpQklbREQkTShpi4iIpAklbRERkTSRkqt8Sfp4ePuZaffdt7UhiZGIiGQ+lbRFRETShJK2iIhImlDSFhERSRNK2iIiImlCSVtERCRNKGmLiIikiVmTtjGm3hjznDHmsDHmoDHmd0Pby4wxTxtjjod+l07z+vtDxxw3xtwf7xsQERFZLOZS0vYBf2CtvRS4Fvi4MWY98GngGWvtGuCZ0PMLGGPKgD8DtgJbgD+bLrmLiIjIzGZN2tbaNmvt7tDjQeAwsBS4G/hW6LBvAe+I8vLbgKettT3W2l7gaeD2eAQuIiKy2MyrTdsYsxy4EtgOVFlr2yCY2IHKKC9ZCjRHPG8JbRMREZF5mnPSNsYUAo8An7TWDsz1ZVG22WnO/4AxZqcxZmdnZ+dcwxIREVk05pS0jTHZBBP2d6y1PwxtPmeMqQntrwE6ory0BaiPeF4HtEa7hrX2QWvtZmvt5oqKirnGLyIismjMumCIMcYA3wAOW2v/IWLXY8D9wBdCv38c5eVPAv8novPZrcBnYopY0sZMi4mAFhQREZmvuZS0bwA+ANxsjNkT+rmTYLK+xRhzHLgl9BxjzGZjzNcBrLU9wF8Cr4V+/iK0TUREROZp1pK2tfYlordNA7w1yvE7gY9EPH8IeGihAYqIiEiQZkQTERFJE0raIiIiaUJJW0REJE0oaYuIiKQJJW0REZE0oaQtIiKSJpS0RURE0oSStoiISJpQ0hYREUkTStoiIiJpQklbREQkTShpi4iIpAklbUmo1r5RJv0Bp8MQEckIs67yJbIQ3UPj/GRfG0fPDbKuuogPXLuM4NLsIiKyUEraElcBa/n54XO8eLyLLJdhQ62Xg60DbGvs5rpV5U6HJyKS1pS0Ja72Nvfx/NFONtWXcPtl1RR53Hz71dM8caCd5eUF1BTnOR2iiEjaUpu2xNWrjd2UF3p4z9V1eHOzMcbw7qvryMvJ4rs7mpnwqX1bRGShlLQlbpp7RmjpHeW6lWW4ItqvCz1u3nt1Pd1D4zx9qN3BCEVE0puStsTNq43deNwurmoovWjf6spCLltazJ7mPgLWOhCdiEj6U9KWuBgcm2R/Sz9XLSvFk50V9ZjLlhYzPOHnVPdwkqMTEckMStoSFztO9eC3lutWLJn2mEuqCnG7DAdbB5IYmYhI5lDSlpj5AgF2NPVwSVUh5UWeaY/zuLNYU1XEodYBrKrIRUTmTUlbYna4bZDBMR/XrZx9HPaGWi/9o5Oc7RtNQmQiIplFSVtidrhtgIKcLNZUFc567KXVXlwGDpxVFbmIyHwpaUtMAtZy7Nwga6qKLhjmNZ28nCxWVRRysLVfVeQiIvOkpC0xae0bZWTCzyVzKGWHra/10j08wbFzQwmMTEQk8yhpS0yOnhvEAGsqi+b8mvU1XgzwxIG2hMUlIpKJlLQlJsfaB1lamkeBZ+7T2BflZtOwJJ8nD55LYGQiIplHSVsWrHd4gpbeUS6pmnspO2xNZSFH2gfoH51MQGQiIplp1qRtjHnIGNNhjDkQse17xpg9oZ9Txpg907z2lDFmf+i4nfEMXJz34okuLCwoaTeUFWAt7Gnui39gIiIZai4l7W8Ct0dusNa+31q7yVq7CXgE+OEMr78pdOzmhYcpqej5ox3k52RRVzr/5TbrSvNwGdh1ujcBkYmIZKZZGyKttS8YY5ZH22eMMcD7gJvjG5akukDA8sKxTlZXFs5pqNdUudlZrK328voZJW0Rkbmae++h6N4MnLPWHp9mvwWeMsZY4N+stQ/GeD1JEYfaBugamuCmtZULPoc3182Oph7+c9vpixL/fVsbYg1RRCTjxNoR7V7guzPsv8FaexVwB/BxY8wvTXegMeYBY8xOY8zOzs7OGMOSRHv+aAcQXHJzoRrK8hn3BTg3MBavsEREMtqCk7Yxxg28C/jedMdYa1tDvzuAR4EtMxz7oLV2s7V2c0VFxULDkiR5+UQ362u8FOVmL/gcDWX5AJzpGYlXWCIiGS2WkvYvA0estS3RdhpjCowxReHHwK3AgWjHSnoZ9/nZfaaXa1dOvwznXJQV5FDgcXOmW0lbRGQu5jLk67vAq8BaY0yLMebDoV33MKVq3BhTa4x5PPS0CnjJGLMX2AH81Fr7s/iFLk7Z29zPuC/AtSvLYjqPMYaGsnyVtEVE5mguvcfvnWb7h6JsawXuDD1uBDbGGJ+koO2N3RgDW1aU8fj+9pjOtawsn8NtAwyN+yicx6xq6eLh7Wdm3K8OdyIyH5oRTeZte1MPa6uKKMnPiflc4XbtZpW2RURmpaQt8zLhC7DzdE/M7dlhS0OTrJxWu7aIyKyUtGVe9p/tY2wy9vbssOwsF7UleZzpGY7L+UREMpmStszLtsYeALasiE9JG4Lt2i29o/gCgbidU0QkEylpy7xsa+xmbVURZQWxt2eHLS3NxxewdA6Ox+2cIiKZSElb5mzSH2DX6V62xqlqPKymOBeA9n7NjCYiMhMlbZmz/Wf7GZnwx60TWlh5oQe3y9CmpC0iMiMlbZmz7efbs+Nb0s5yGaq8ubT1j8b1vCIimUZJW+ZsW2M3qysLKS/0xP3c1cW5tPWPYa2N+7lFRDKFkrbMic8fYOepnrgN9ZqqpjiXkQk/g2O+hJxfRCQTKGnLnBxsHWB4ws/WOA71ilRTnAegdm0RkRkoacucbGvsBoh7z/Gwam+wB7natUVEpqekLXOyvamHlRUFVBblJuT8eTlZlORnq6QtIjIDJW2ZlT9gea2pJ2FV42E13lyN1RYRmYGStszqUOsAg+O+hHVCC6spyaNraJwJn6YzFRGJRklbZrW9KdieHe9JVaaq9uZigXMDKm2LiESjpC2z2tbYzYryAqq8iWnPDtN0piIiM1PSlhn5A5YdTT1sjfMsaNGUFuSQ43bRNqAe5CIi0Shpy4wOtw0wMOZL2FCvSC5jqPHmqge5iMg0lLRlRtubgvONJ7rneFh1cbAHeSCg6UxFRKZS0pYZbW/spqEsn9qSvKRcr6Y4j3FfgJZeVZGLiEzldjoASV2BgGXHqR5WVRTy8PYzSblmdagz2pH2ARqW5CflmiIi6UIlbZnWobYB+kYmWVlekLRrVhYFVxA70TmUtGuKiKQLJW2Z1ssnugBYVVGYtGvmZmfhzXVz4pyStojIVEraMq2XTnSxprIQb152Uq9b6c1VSVtEJAolbYlq3OfntVM93LC6POnXrijycKJjSD3IRUSmUNKWqHaf7mNsMuBI0q4s8jAy4adN05mKiFxASVuievlEF1kuk5RJVaYKL/95/Nxg0q8tIpLKZh3yZYx5CLgL6LDWXhba9nngN4HO0GF/bK19PMprbwe+DGQBX7fWfiFOcUuCvXyyi411xXhzk9ueDRE9yDuGuHFtZdKvn0wzDaW7b2tDEiMRkXQwl5L2N4Hbo2z/krV2U+gnWsLOAv4ZuANYD9xrjFkfS7CSHANjk+xt7nOkahygwOOmrCCHEx3qjCYiEmnWpG2tfQHoWcC5twAnrLWN1toJ4L+AuxdwHkmybSe7CVgcS9oAqysLOa6kLSJygVhmRPuEMeaDwE7gD6y1vVP2LwWaI563AFtjuJ4kySsnu8nNdnFlQ4mjcRxqHeA7205jjLlgu6qNRWSxWmhHtH8FVgGbgDbg76McY6Jsm3YMjzHmAWPMTmPMzs7OzukOkyR46UQXW1YswePOciyGyiIPo5N+hsZ9jsUgIpJqFpS0rbXnrLV+a20A+HeCVeFTtQD1Ec/rgNYZzvmgtXaztXZzRUXFQsKSODg3MMaJjiHetDo5q3pNJ9yDvGNw3NE4RERSyYKStjGmJuLpO4EDUQ57DVhjjFlhjMkB7gEeW8j1JHmeP9oBwJtWO/vFqSLUg1xJW0TkDXMZ8vVd4Eag3BjTAvwZcKMxZhPB6u5TwG+Fjq0lOLTrTmutzxjzCeBJgkO+HrLWHkzIXUjc/PxwB7XFuVxaU+RoHN5cNx63i85BTbAiIhI2a9K21t4bZfM3pjm2Fbgz4vnjwEXDwSQ1jU36eel4F++5uu6izl/JZoyhsshDx4BK2iIiYZoRTc57tbGb0Uk/N1+aGhOaVBbl0qnqcRGR85S05bxnD3eQl53FdSud7YQWVun1MDjuY3TC73QocdE3MkFb/yiDY5MErBZDEZH5i2WctqSRmabLBLh3Sz3PHungTWvKyc12bqhXpDc6o42xbEmBw9HEZtIf4KvPnWAk9AXEAFctK+XdV9U5G5iIpBWVtAWAI+2DnO0b5ZdTpGocMmvY15H2QUYm/Nyyvopf2VjLqopC9jT3Me7LjFoEEUkOlbQFgGePBId63ZRCC3SU5GfjdpmMaNd+/Uwv3lw3b7mkAleok92Jl4Y42THM+lqv0+GJSJpQSVsA+Pnhc1xRV0ylN9fpUM5zGUN5oYeuofRO2kPjPo6dG2RjfQmuUK/85UsK8LhdHGkfcDg6EUknKmkLQ+M+9pzp4+ZLK2dt+0628iIPbX2jTocRk/0tfQQsXFlfen5blsuwpqqIo+cGsdY6PsRORNKDStrCsfZBLLCuOvWqaSsKc+gdmcDnDzgdyoK93txHTXEu1cUX1mKsqy5icMxHa78mkBGRuVHSFg63D+DNdVNbnDpV42EVRR4CFrqHJ5wOZUE6B8dp6R3lyvqLV0y7pKoIA6oiF5E5U9Je5HyBAMc7hlhb7U3JKtrywuCwr3Rt1369uRcDXBElaRd63NSV5nG0fTD5gYlIWlLSXuSauoaZ8AVYV+3sXOPTOZ+007AHeSBg2XOmjzVVhXhzs6Mes67GS0tvcMIVEZHZKGkvckfaB3G7DKsqCp0OJarc7Cy8uW4607CkfaR9kL7RSa5YenEpOyz8ZenYOZW2RWR2StqLmLWWI20DrKooJMeduv8Uygs9aTlWe/eZXgCWl08/m1u1N5fivGyOqIpcROYgdT+pJeE6BsfpHZlkncPLcM6moshD19AENs3m6959upcCj5vS/OhV4xBczeySqiJOdAxpPnIRmZWS9iIW7gCVikO9IpUXehid9DOcZguH7D7TS0NZ/qwd/OpK8hj3BegfUbu2iMxMSXsRO9w+QE1xsHo2lYUXDkmnKvLuoXFOdY/QUJY/67GRC6OIiMxESXuRGhn3caZ7JOVL2QAVadiD/PUzfQBzStqV55N2+tyfiDhDSXuROtYRngUttduzAYrDC4ekUQ/y3Wd6cbsMdaV5sx6b73FTkJOVVjUJIuIMJe1F6nDbIIUeN0vnkFSclo4Lh+w+08v6Wi/ZWXP7E6v05qqkLSKzUtJehPwBy/GOQdZWF51fdSrVlRelz7Avnz/A3uZ+rmoonf3gkIrQ/aVbD3kRSS4l7UXoVPcwY5MBLk2DqvGw8wuHBFJ/4ZAj7YOMTvq5smH6SVWmqiwK9pAfGvclMDIRSXdK2ovQ0fZBslyGVZWpOQtaNOWFwYVDeoZSf+GQ8KQq8y1pgzqjicjMlLQXoSPtA6wsL8DjznI6lDk7P+wrDdq1d5/upaLIM6dOaGGVRcEV1tKlCUBEnKGkvch0DY7TNTTBuprUH+oVKZ0WDtl9po+rGkrmtWqaN9eNx+1SSVtEZqSkvciE125Oh6FekdJl4ZCuoXHO9IzMq2ocgtOZVhR5NMGKiMxISXuROdw+SLU3l9L8HKdDmbdgUkvtpB2eVOWqZfNL2hDsjKbqcRGZiZL2IjI64ed09zBr06yUHVZZFBzLnMrDova39OEycFlt8bxfW1mUy+CYj7HJ9JpjXUSSR0l7ETneMUjApl/VeFil18OEL0Bbf+pWIe8728+ayiLycubfyU89yEVkNm6nA5DkOdI+SH5OFvVzmA87FYV7WB/vGKK2JHVmcnt4+xkguD75a6d6WVtVdH7bfJyfg3xgbE5zlovI4jNrSdsY85AxpsMYcyBi2xeNMUeMMfuMMY8aY6LOImGMOWWM2W+M2WOM2RnPwGV+/AHL0fZB1lalzyxoU4WT2vFzgw5HEl3/6CTD4z6WluQu6PWlBTnBOdZV0haRacylevybwO1Ttj0NXGatvQI4BnxmhtffZK3dZK3dvLAQJR6ae0YYnfSn3VCvSAWhhTVOdAw5HUpUrX2jACwtXVgpOTzHuqrHRWQ6syZta+0LQM+UbU9Za8PzLW4D6hIQm8TRkfYBXAbWpNEsaNFUFOVyPEWTdkvfKC4DNcULK2lDaA7yFB/WJiLOiUdHtN8AnphmnwWeMsbsMsY8EIdryQIdaR9kRXkBudnpMwtaNJVeD8fPDaZkD/LWvlEqi3LnvLJXNJVFHnqHJ5j0p/4c6yKSfDF1RDPGfBbwAd+Z5pAbrLWtxphK4GljzJFQyT3auR4AHgBoaGiIJay0N1Mnpvu2zv+/zZnuEToGx7lmeVksYaWEyiIPO5p8dA6OU+ldeIk23qy1tPSOcml1bM0PFUUeLKTVMqQikjwLLhIYY+4H7gJ+1U5T7LHWtoZ+dwCPAlumO5+19kFr7WZr7eaKioqFhiVRPHPkHJC+Q70iRfYgTyX9o5OMTPhjXp+8rCA46U3vcOovjCIiybegpG2MuR34I+Dt1tqRaY4pMMYUhR8DtwIHoh0rifXskQ4qijwsCc3fnc4qvanZg7ylN9QJLcahaGWhmep6RiZjjklEMs9chnx9F3gVWGuMaTHGfBj4KlBEsMp7jzHma6Fja40xj4deWgW8ZIzZC+wAfmqt/VlC7kKmNTg2ybbG7owoZQMUedx4c90pV9JuDXVCq46hExpAXk4WHrdLJW0RiWrWNm1r7b1RNn9jmmNbgTtDjxuBjTFFJzF76XgXk37LuhjbWlOFMYY1VUUpN+zrbN8oVd7YOqFB8P5K83PoHVHSFpGLaRrTDPfzwx0U52Vn1AxbayoLUyppW2s52zcac9V4WGlBDj0qaYtIFEraGcwfsDx/tIMb11aQ5UrPWdCiWV1ZSPfwBN0p0sO6byTYCS1eU6uW5WfTOzKRksPaRMRZStoZbEdTD93DE9y6vtrpUOJqTVWwfT5VSttnQzOh1cXYczystCCHSb+la0ilbRG5kJJ2BnviQBu52S5uWpdZQ+jCs7qlSme0lt5RsoyhKk7jxsM9yJt7ow7MEJFFTEk7QwUClicOtHPT2kryczJrMbea4tyUmoP8TM8wtSWxd0ILKw2N1W7uUdIWkQspaWeoXWd66Rwc547La5wOJe6MMayuKuJ4h/NjtSd8AVp6R+Pa0a80VNIOj/0WEQlT0s5QP93XRo7bxc3rKp0OJSHWVhVyuM35OcgPtQ3gC1galhTE7Zw5bhcFHrdK2iJyESXtDBQIWH52oJ23XFJBoSezqsbDLq8roWd4wvHS6K7TvQAsi/OQurL8bLVpi8hFlLQz0OvNfbQPjPG2DKwaD9tYVwzAvpZ+R+PYdbqHkvxsvHnZcT1vaUEOzT2qHheRCylpZ6An9reRk+Xi5kszs2ocYF21l5wsF/ta+hyLwVrLrtO9CZm4piw/h7N9o/i0RKeIRFDSzjDWBnuNv3lNOd7c+Jb+UkmO28WlNUXsdTBpn+0b5dzAeNyrxiFY0vYHLG39Y3E/t4ikLyXtDLOtsYezfaMZ2Wt8qivqSjhwdoBAwJnOaOH27Hh2Qgsr1VhtEYlCSTvDfP3FRsoKcrjrisWQtIsZGvfR2OXMeO3dp3vJz8miOk6TqkQKr6vdonZtEYmgpJ1Bjp8b5JkjHXzwumXkZmc5HU7CbawvAWBvszOd0Xad6WVTfUlC5nUvzsvGZVTSFpELKWlnkK+/2ITH7eKD1y13OpSkWFVRSH5OliOd0YbHfRxuG+TqZaUJOX+Wy1BTnKex2iJyASXtDNExMMajr5/lvZvrzletZrosl+GypcXsdWDY197mPvwBy1UJStoA9WV5NGtWNBGJoKSdIb716ikmAwE+8qaVToeSVBvrijnUNsCEL7lDo8Kd0K6qT1zSbijL54xK2iISQUk7AwyP+/jPbWe4bX01y8vj35M5lV1RV8KEL8Cxc8mdh3x7Uw9rKgspzk/csLr60nw6B8cZm/Qn7Boikl6UtNOcP2D57KP76R+d5IG3LK5SNsDGulBntCS2aw+MTbK9qTvh87rXh8Z/t6gzmoiEKGmnMX/A8qkf7OVHe1r51G1ruaohcVW1qaq+LI/S/Gz2JbEH+fNHO5n0W25ZX5XQ69SX5QFoOlMROU9JO00FApY/emQfP9x9lt+/5RI+ftNqp0NyhDGGy+tK2Hc2eUn7qYPtlBfmcGWCvyTVlwZL2hr2JSJhmbkEVIYZGJvkbO8oZ/tGeeVkF829ozT3jNAzPMHvvnUN/+uta5wO0VGb6or55+dPMjg2SVGCp24d9/l5/mgnd11Rk5Dx2ZEqijx43C4N+xKR85S0U9j4pJ9vvNx0fvlJAzQsyae+NJ/bNlRxzfIy3nnlUmeDTAFvWVvBV549wbNHOrh7U2L/e2xr7GFo3MetGxJbNQ7BWoS60jxVj4vIeUraKex/9rVytneU29ZXsby8gJriPD50w3Knw0o5V9aXUuX18NN9bQlP2k8dbCc/J4vrV5Un9DphGvYlIpGUtFPU3uY+dp/p4+Z1lbxlbeYusRkPLpfhjstqeHjHGYbGfRR6FvbP+uHtZ6bdd9/WBgIBy9OHzvGWSyqSNk1sfVk+O0NjwkVE1BEtBfUMT/CjPWdpKMvnJiXsObnz8homfAGePdKRsGvsO9tPx+B4UqrGw+pL8xkc89E/Mpm0a4pI6lJJO8X4A5bv72wG4H2b6+fV2WmmkmKmu3pZKRVFHp7Y38bbN9Ym5BpPHWwny2W4eW0Sk3Z42FfvCMX5xUm7roikJpW0U8yrJ7s50zPC2y6vWTRziMdDlstw+4ZqnjvawciEL+7nDwQsTxxoZ+uKsoTOgjZVXXjYl9q1RYQ5lrSNMQ8BdwEd1trLQtvKgO8By4FTwPustRc1vhlj7gf+JPT0r6y134o97PQ2U4n4x3vOkp1luCI005fM3Z2X1/D/tp3muSOdvC3O64k/treVpq5hfu+WS+J63tmEZ0XTWG0RgbmXtL8J3D5l26eBZ6y1a4BnQs8vEErsfwZsBbYAf2aMWXzTds1RwFoOtw2wprKIHLcqQeZry4oylhTk8PiBtrie1xcI8A9PH2N9jZe7Lo/vl4HZFOdlU5yXrWFfIgLMMWlba18AeqZsvhsIl5q/BbwjyktvA5621vaESuFPc3Hyl5CzvaMMjPnYUOt1OpS0lOUy3HZZNc8e7mB0In6LbOw81cuZnhE+ddtaXAmeUCWa+rI8DfsSESC2Nu0qa20bQOh3tG7OS4HmiOctoW0SxaG2AVwG1lUraS/U2zfWMjrp519/cTIu55vwBXjuaAfXLC/lxrUVcTnnfNWX5qt6XESAxHdEi1YssVEPNOYBY8xOY8zOzs7OBIeVmg62DrCyvJC8nOSMAc5E165cwruuXMpXnz3OrtNTK4fm79XGbgbHfHzqtnUYk/xSNgTbtVt6RwkEov7piMgiEkvSPmeMqQEI/Y42QLYFqI94Xge0RjuZtfZBa+1ma+3migpnSjRO6hgYo2tonEtVNR6zP797A0tL8/jk9/YwOLbw8c3t/WP84lgHl1QVsmVFWRwjnJ/60jwmfAE6h8Ydi0FEUkMsSfsx4P7Q4/uBH0c55kngVmNMaagD2q2hbTLFobYBANbXKGnHqig3my+9bxNne0f5/GOHFnSOo+2D/NsLJ8nJcvG2yxMz7nuu6so07EtEguaUtI0x3wVeBdYaY1qMMR8GvgDcYow5DtwSeo4xZrMx5usA1toe4C+B10I/fxHaJlMcbB2grjSP4rzkjQHOZJuXl/GJm9fwyO4WPv3IPo6fG5zT6wLW8mpjN99+9RRlBTn89o2rqSjyJDbYWWiJThEJm9M4bWvtvdPsemuUY3cCH4l4/hDw0IKiWyT6RiY42xdcGETi53/dvJqe4XG+v7OF/3qtmTevKefNa8opzc+hND+H3OwsJvx+JnyWcwNjfH9nM01dw4xM+FlXXcT7r6nH43a+f0FdaWhWNA37Eln0NI1pCjjeMQTAOlWNx2zqxDXra4r51K0FvHaqh30t/bx4vGva15bkZbOuuohVFYVsrC/B5VDHs6lys7Oo8no07EtElLRTQXPPCHnZWVQ6XA2bqQo8bm5cW8m/feBqhsZ99I1M0jsywdhkgBy3i5wsFyX52Tx/NHVHLdSX5qtNW0SUtFNBS+8odaV5jg0pWiyMMRTlZlOUm31+etB0UV+Wz44mdQcRWew0V6bDxn1+zg2MpV0SkeSqL82jrX+USX/A6VBExEFK2g472zeK5Y3ORiLR1JXlE7DQ2qfOaCKLmZK2w1pCPYLDSzCKRHN+2Jd6kIssakraDmvuHaGsIIdCj7oXyPQalmistogoaTsu3AlNZCbV3lyys4yGfYkscireOWhgdJL+0cnzVZ9zMXUcsiwOWS5DfWk+p7qGnQ5FRBykpO2gllBVZ71K2kmR7l94VlYU0NippC2ymKl63EHNvaO4DNSUKGnL7FZWFNLUPYxfS3SKLFpK2g5q7h2hpjhdJToPAAAgAElEQVSP7Cy9DTK7leUFTPgCGvYlsogpWzgkYC1n1QlN5mFlRSEAJzuHHI5ERJyipO2QzsFxxn0BzYQmc7aivABA7doii5iStkPCndBU0pa5Ki/MoSjXTZN6kIssWkraDmnpHcXjdlFeqJW9ZG6MMaysKKSxS9XjIouVkrZDWvtGqS3JS5k1myU9rCrXsC+RxUxJ2wEBa2kfGKOmONfpUCTNrKwooK1/jJEJn9OhiIgDNLmKA7qGxpn0W2qL1Z6dLpyYmCXaNc/2jQHBzmiXLS1Odkgi4jCVtB3Q1h/84K0pUUlb5qe8MAeARnVGE1mUlLQd0NY3SpbLUFGkTmgyP+WFHgzQpHZtkUVJSdsBbf1jVBV5cLv0n1/mJzvLRXF+tnqQiyxSatOOwUztnPdtbYi63VpLa98o62q8iQor46X7wh+xqij0qAe5yCKlol6SdQyOMzzhp1Y9x2WBygs9NHYOYa0WDhFZbJS0k+xgaz8ANeo5LgtUXpjD8ISfjsFxp0MRkSRT0k6yQ60DABqjLQtWHurAqIVDRBYfJe0kO9g6wJKCHDzZWU6HImmqIjT1rdq1RRYfJe0kO9Q2QE2JqsZl4bx52eRmu7RwiMgipKSdRANjk5zuHlEnNImJyxhWlBeqelxkEVpw0jbGrDXG7In4GTDGfHLKMTcaY/ojjvlc7CGnr8Pn27NV0pbYrK0q5Gj7oNNhiEiSLXictrX2KLAJwBiTBZwFHo1y6IvW2rsWep1McqgtlLQ1fanEaH2tlx/taaVneIKyghynwxGRJIlX9fhbgZPW2tNxOl9GOtg6QHmhB29uttOhSJrbUBtcLCQ8hFBEFod4Je17gO9Os+86Y8xeY8wTxpgNcbpeWjpwtp8NtZoJTWK3PjSjXngIoYgsDjEnbWNMDvB24L+j7N4NLLPWbgT+CfjRDOd5wBiz0xizs7OzM9awUs7ohJ/jHUNsrNNyihK70oIcaotzOaikLbKoxKOkfQew21p7buoOa+2AtXYo9PhxINsYUx7tJNbaB621m621mysqKuIQVmo51NaPP2C5vK7E6VAkQ6yvLT7fT0JEFod4JO17maZq3BhTbYwxocdbQtfrjsM1086+lmDb4xUqaUucrK/10tg5xOiE3+lQRCRJYkraxph84BbghxHbPmqM+Wjo6XuAA8aYvcBXgHvsIl3lYH9LP1VeD1Ve9RyX+NhQ6yVg4XC7Stsii0VMS3Naa0eAJVO2fS3i8VeBr8ZyjUyxt6WPy5eqalziJ9yp8VDrAFc1lDocjYgkg2ZES4LBsUkau4ZVNS5xtbQkj+K8bHVGE1lElLST4GDrANaqPVviyxjD+hovhzRWW2TRUNJOgn0tfQBcoZ7jEmcbar0caR/E5w84HYqIJIGSdhLsa+mnrjRP001K3K2v9TLuC9CoFb9EFgUl7STYf7ZfVeOSEJrOVGRxUdJOsL6RCU53j6jnuCTEqooCctwuTWcqskgoaSfY/rPBEpCmL5VEcGe5WFddpB7kIouEknaChWdC27BUSVsSY0OtNzRCYVHOWySyqChpJ9i+lj5WlBdQnKflOCUxNtWX0D86qc5oIouAknaC7Wvp53KVsiWBrl4WnA1t1+lehyMRkURT0k6glt4R2vrHzn+oiiTCyvJCSvKz2a2kLZLxlLQTaHtjDwBbV5Y5HIlkMpfLcFVDKTuVtEUynpJ2Au1o6qE4L5tLKoucDkUy3NXLSjnRMUTfyITToYhIAilpJ9D2pm6uWV6Gy2WcDkUyXHiVr9fP9DkciYgkkpJ2gpwbGONU9wjXqmpckmBjfTFZLqPOaCIZTkk7QXY0Bduzt6xQ0pbEy89xs77Gq6QtkuHcTgeQqbY3dVPoCX6QisTbw9vPXLSt0ONm5+kefP4A7ix9HxfJRPrLTpAdTT1cvaxUH56SNA1L8pn0W460DzodiogkiDJKAgyP+zh2bkhV45JUy8ryAdh5qsfhSEQkUZS0E+BUd3A6ya1K2pJEJfk5FOdls0s9yEUylpJ2ApzqGsbjdnFFnZbjlORqKMvXzGgiGUxJOwGauoa5qqGUHLf+80pyNZTlc7ZvlLb+UadDEZEEUFaJs7FJP239Y2rPFkcsX1IAvDHkUEQyi5J2nDV2DmGB61YtcToUWYSqi3Mp9LiVtEUylJJ2nB3vGCIny3V+WkmRZMpyGTYvL1XSFslQStpxdrJziBXlBWrPFsdsWVHG8Y4huofGnQ5FROJMmSWO+kYm6BqaYHVlodOhyCIWHmr42in1IhfJNEracXSiYwiAVUra4qDLl5bgcbvY3tTtdCgiEmcxzz1ujDkFDAJ+wGet3TxlvwG+DNwJjAAfstbujvW6qeh4xxBFuW6qijxOhyKL2A92tbC0JI8nD7SzJspa7vdtbXAgKhGJh3gtGHKTtbZrmn13AGtCP1uBfw39zigBaznZOcTaqiKMMVEXdBBJluXlBTx3pIOxST+52VlOhyMicZKM6vG7gW/boG1AiTGmJgnXTaq2/jFGJvxqz5aUsKK8AAucDk2pKyKZIR5J2wJPGWN2GWMeiLJ/KdAc8bwltC2jqD1bUkl9aT5ZxtDUNeJ0KCISR/GoHr/BWttqjKkEnjbGHLHWvhCx30R5jZ26IZTwHwBoaEi/NreTHUNUeT14c7OdDkWEHLeLpaV55xevEZHMEHNJ21rbGvrdATwKbJlySAtQH/G8DmiNcp4HrbWbrbWbKyoqYg0rqSb9AU51D7O6QqVsSR0rygto6R1hwhdwOhQRiZOYkrYxpsAYUxR+DNwKHJhy2GPAB03QtUC/tbYtluummtPdI/gCVu3ZklKWLykgYOFMj6rIRTJFrNXjVcCjwVFduIGHrbU/M8Z8FMBa+zXgcYLDvU4QHPL16zFeM+U0dg7hMsEeuyKpYtmSfAzB9d31hVIkM8SUtK21jcDGKNu/FvHYAh+P5TqprqlrmKUleXjcGlojqSM3O4uaklyautSuLZIpNCNajCZ8AVp6R1mhUrakoBVLCmjuGcHnV7u2SCZQ0o7RmZ4R/NayolzVj5J6lpcX4AtYzvaNOh2KiMSBknaMmrqGMQTbD0VSzfIlwRogVZGLZAYl7Rg1dQ1RW5KnqSIlJRV43FQWeTReWyRDKGnHYNIfoLl3lJVqz5YUtqK8gNPdI/gDF81pJCJpRkk7Bs09wQ9CdUKTVLa8vIBxX4C2frVri6Q7Je0YNJ5vz1bSltQVbtc+pXZtkbSnpB2Dpq5hakpyyctRe7akruK8bMoKcmjq1sxoIulOSXuBxib9NPeMsEKlbEkDK5YUcKprmIBVu7ZIOlPSXqC9zX34ApaVWiRE0sDy8gJGJ/10DI47HYqIxEBJe4F2NPVgeKO9UCSVhTtLary2SHpT0l6g3Wd6qSjyqD1b0kJpfjbFedk0dg45HYqIxEBJewGstexp7qO+VLOgSXowxrCqooDGzmECGq8tkraUtBfgTM8IvSOT1JXlOR2KyJytqihkdNLPobYBp0MRkQVS0l6APc19ACppS1pZFeo0+fKJLocjEZGFUtJegNfP9JGXnUWVN9fpUETmzJuXTUWRh5dPdjsdiogskJL2Auxp7uPypcVkuYzToYjMy6qKQl5r6mHCp/W1RdKRkvY8jfv8HGodYFNDidOhiMzb6orgeO3Xz/Q6HYqILICS9jwdbhtkwh9gU72StqSfFeWFuAyqIhdJU26nA0g3e0Od0DbVl/D80U6HoxGZn7ycLC5fWswrJ7r4/VsucTockZg9vP3MjPvv29qQpEiSQyXtedrT3EdlkYeaYnVCk/R0/epy9jT3MTzuczoUEZknJe152tPcx6b6EoxRJzRJTzesKscXsOxo6nE6FBGZJyXteegbmaCpa1id0CStbV5eSo7bpfHaImlISXse9kS0Z4ukq9zsLK5ZXspzRzucDkVE5klJex72NPdhDFxRp6Qt6e3W9dWc7BzmRIcWEBFJJ0ra87CnuY9LKoso9KjTvaS3WzdUAfDkwXaHIxGR+VDSniNrLXtDndBE0l1NcR4b60t4SklbJK0oac/R6e7gyl7qhCaZ4rYNVext6ae1b9TpUERkjhactI0x9caY54wxh40xB40xvxvlmBuNMf3GmD2hn8/FFq5z1AlNMs1tG6oBVNoWSSOxlLR9wB9Yay8FrgU+boxZH+W4F621m0I/fxHD9Ry1p7mP/JwsLqkqcjoUkbhYVVHImspCfqakLZI2Fpy0rbVt1trdoceDwGFgabwCSzWva2UvyUC3bahmR1MPPcMTTociInMQlzZtY8xy4Epge5Td1xlj9hpjnjDGbIjH9ZJt3OfnsFb2kgx0+2XVBCz8/NA5p0MRkTmIOWkbYwqBR4BPWmsHpuzeDSyz1m4E/gn40QznecAYs9MYs7OzM7UW4jjUOsCEP8CVas+WDLOh1svSkjwN/RJJEzElbWNMNsGE/R1r7Q+n7rfWDlhrh0KPHweyjTHl0c5lrX3QWrvZWru5oqIilrDi7o1OaKUORyISX8YY7rismheOd3JuYMzpcERkFrH0HjfAN4DD1tp/mOaY6tBxGGO2hK6Xdgv57mnuo9qbS7VW9pIM9IHrluEPWL75yimnQxGRWcRS0r4B+ABwc8SQrjuNMR81xnw0dMx7gAPGmL3AV4B7rLU2xpiTbo8mVZEMtmxJAbdtqOY7205ruU6RFLfg+TittS8BM3alttZ+FfjqQq+RCnqGJzjdPcK9WzJrIXWRSL/5Syt54kA739/ZzK/fsMLpcERkGppEexZ7NamKLAJXNZSyeVkp33ipiQ9cuwx3VvwmS3x4+5kZ99+3VV+IReZKSXsWrzf34TJw+dJip0MRiYvpkuja6iJ2nu7lZwfbueuK2iRHJSJzobnHZ7GnuY9Lqooo0MpekuEurfGyfEk+//5CI2nY9URkUVDSnoE/YNlzppcrNamKLAIuY/jNX1rJ3pZ+Ht4xc5W2iDhDxccZHG4bYGDMx9YVS5wORSQp7rmmgScPnuPzjx1kfY2XKxtim5tgcGySpq5h2vtHOTcwjjGQn+MmPyeLmpJcli8piFPkIouDkvYMXj0ZHFJ+3SolbVkcslyGr9yzibv+6SU+9p3d/OR33sSSQs+8zjEy4eOpg+d49PWzvHi8k0Copj0vOwtjYHTCT7jyvTgvm+aeEd5zdR1rtBiPyKyUtGfwamM3K8sLqPJqUhVZPEryc/jar13Nu/71FX7nu6/zrd/YQvYsvckf3n6Glt4RdjT1sK+lnwl/gJL8bN68poLlS/KpLs7Dm+vGGEPAWkYn/JzoGGJvSx/feKmJB19s5P2b6/mDW9dSUTS/Lwkii4mS9jR8/gA7mnp4+yb1opXF57KlxfzVOy7jf/9gH2/9+1/wyV9ew92bll60yt2Z7hF+fvgc33ipibN9o2RnGTbWlXBlQynLluTjMhdP5eAyhgKPm431JWysL+H2y6r5l+dO8M1XTvGTfW184ubVfPhNK2b9oiCyGClpT+NA6wBD4z6uW6mqcVmc3re5nopCD1988ii///29/MvzJ9lYV4LFYi0cONvP8Y4hAKq9ufzKxlqurC8hNztrXtcpK8jhT+5az31bG/g/jx/mC08c4af72vj7923U+vUiUyhpTyPcnn2tkrYsYjetq+Qtl1Tw5MF2vvaLk2xr7MYYMAYayvK5d0sDb720kpdPLHxJgchx4zevq6KyKJcf7TnLHV9+kU/dtpbffPNKrWMvEqKkPY1XG7tZXVmo9jVZ9Fwuwx2X19A7Mhl1fywJO5rLlhazvLyAH+85yxeeOMJTB9v5u/duZGVFYVyvI5KO1GgUxaQ/wM5TPaoaF3FIocfNfVsa+Mf3b+JExxB3fuVF/uPlJgIBTfoiM/MFApzqGuaZI+f4yb5WuobGnQ4prlTSjmJfSx8jE34N9RJxkDGGd1y5lOtWLeHTj+zjz//nEE8ebOeL79lIfVm+0+FJirHW8vPDHbx0opNJv8UQbMa548sv8uX3b+L61eVOhxgXKmlHofZskdRR5c3loQ9dw/999xUcODvA7f/4Ag9vP6OpVuU8ay1PHmznuaMdrK0q4te2NvDZt13Kx29ajTfXza9+Yzt//9RR/BlQU6OSdhTbGntYV11EWUGO06GIJNVsK3I5xRjD+66p5/rVS/ijR/bxx4/u5yf7WvnLd1zGKrV1L2rWWp46dI4XjnexdUUZb99YiwkNNczPcfM/v/MmPvfjg/zTsyfIy8niYzeudjji2ChpTzHu87PzdA/3XKPlAkWcFu1LxB2X1VBe6OHZIx3c/o8v8MAvreQTN60hL2d+Q80kMzxzpINfHOvkmuVl/EpEwg7Lz3HzxfdcwfC4jy89fYyb11WyrtrrULSxU9Ke4rkjnYxNBnjL2gqnQxGRKFzGsHXFEtbXePnZgXb++bmT/Oe2M9y6voqN9SW4jNEa3YvEo6+38OyRDq5uKOXuTbVRJ/OBYE3NX73jMl471cPvfW8vP/74DeS407N1OD2jTqBHdrdQUeThzRnSaUEkUxXlZvPezfV85M0rKPBk8d+7WviX509wIjThi2S2Pc19/NEj+1lRXsA7rlw6bcIOW1Lo4W/edQWH2wb4yjPHkxRl/ClpR+gZnuC5Ix28Y1Mtbk2hKJIWVpYX8rEbV/O+zXWMjPt56OUm3vu1V/jFsU51VstQ5wbGeODbO6ks8nDfloY5T75zy/oq3n1VHf/y/An2NPclOMrEUGaK8Nies/gClndfXed0KCIyDy5j2FRfyu/dcgm/ckUNLb2j3P/QDu7+55f54e4Wxib9TococTI4NskD397J0LiPr9+/mQLP/Fp5/+zt66ksyuXTj+zD5w8kKMrEUdKO8Mjus2yo9aZ1JwWRxSw7y8V1q8r5xadu4gvvupyhMR+///29XPs3z/DXPz1EU9ew0yFKDPpHJ/ngQzs42DrAl++5ckGf1d7cbD7/9vUcaR/kP14+Ff8gE0xJO+TYuUH2n+3n3VeplC2S7nLcLu7Z0sAzf/AWHv7IVm5YVc5/vHyKm/7ueX7t69t5Yn8bk2lYylrM+kYm+MA3tnPgbD///KtXccv6qgWf67YN1bx1XSVf+vkxzvaNxjHKxFPv8ZBHdrXgdhktxSmSQYwxXL+6nOtXl9MxMMb3dzbz3R3N/PZ3duPNdXPN8jKuWV6GNy/7/GvU8zz1nOoa5mPf2c2JjiG+9mtX89ZLF56wIfjv4vNv38AtX/oFn3/sIP/+wc1xijTxlLQJrp396OtnuXFtBeWFWiBEJN1NN0lMWYGH375xFcfaB9nW1M0zRzp47mgH62uLuXZlGSuWFCQ5UpnJ2KSff3n+JF/7xUlyslw8+MGruXFtZVzOXV+Wzyd/+RK+8MQRnjzYzm0bquNy3kRT0gaeONBOx+C4qsZFFgGXMayr8bKuxkv30Djbm3rYdbqXA2f7qSzyELCWd15VR+E8OzhJ/LT3j/H4/jb+45UmmntGuXtTLX9856VUeXPjep0Pv2kFP3r9LJ/54X4uX1pMbUleXM+fCCYVh0Rs3rzZ7ty5MynX6h4a59YvvUBtSR6Pfuz6eQ31StUpH0VkfiZ8Afa19LGtqZvWvjEKPW7ec3UdH7humaZJTQKfP8A/PH2Mxs5hDrcPcLp7BIClJXncflk1f3rX+mlfO9vn8GzNHY2dQ7z9qy+zqrKQ7//WtXjczsysZ4zZZa2dtZ5+0X+V/NxjBxkc8/F3792osdkii1SO28Xm5WVcvayU9bVevvXKKb6z/TTffOUUVy8r5V1XLeWuy2spzs+e/WQyK58/wKG2AbY1dvPqyW5eO9XL0LgPgGpvLr98aSWXLy2hoijxzZUrKwr5u/du5KP/uYu/+J9D/PU7L0/4NWOxqJP24/vb+Om+Nj5121rWVhc5HY6IOMwYw+G2QbasWMKlNV52n+7l9eY+PvvoAT7344Ncu7KMN62u4M1ryrm0xjvnST0SZaZSZip1qPMHLIdaB/iX50/Q1DVMU9cw475g7/3yQg/ra72sLC9gRXkBRbkXfzFKdK3m7ZdV81tvWcm//aKRTfUlvHdzfUKvF4tFm7S7h8b50x8d4Iq6Yn7rl1Y6HY6IpJii3GzesraSX7qkgtb+MfY299E1NM7f/uwIf/uzYOl8VUUhayoLaSjLp6wghyWFOXhzs3G5DFnG4HIF29CzXAaXMYRn2gyn+vDiFm88D/72BywBCwFrCQQsfmsJBGB00s/IhI/h8eDvVxu7mfAF8AUsBP+Hy4DHncXg2CTevGyqvbnUlORSU5yHN9d90YIaiTDu83OodYBdp3vZ1tjN9qYeBseCJenywhyuqCthZUUwSXujJGknfOrWtexv6ed/P7KPcwNjfOzG1bgc/lIWTUxJ2xhzO/BlIAv4urX2C1P2e4BvA1cD3cD7rbWnYrlmPGxr7OYP/3svg2M+vvgeVYuLyPSMMSwtyWNpSR73bW2gY3CMV050c6htgGPnBtl1upef7GvFqaWa3a7glwJjwGAIWMuEL8BzRzsuOrYgJ4uakjxqinOpLc6jtiSPmpLw41xqS/LIzZ57m+6EL0Dn0Dinu4Y53jHE8Y5BDrUOcKB1gIlQSXpFeQF3XVHDtSuX0NY3dsHwulTiznLx9fs385kf7ufvnjrGnuZ+/uH9G1PmS0XYgjuiGWOygGPALUAL8Bpwr7X2UMQxHwOusNZ+1BhzD/BOa+37Zzt3ojqijU74+eKTR3no5SaWLcnn7967kWuWly34fOqIJiIQLBGPTfgZmvAxNhnA2mBJ2WKxoRJz+KP2jY9cG/H/bzwIl5ZNqGTuMgZD8HmO20VOlosctwuP20V2litqFX3AWib9AUYn/AyMTtI3Okn/lJ9xX4DOwfGLXuvNdVOcn01xXjZFnmzcWcEvBVnGMObzMzLhZ2TcT/fwOF1DExe8tijXzbrqIq5sKOXK+hKubCiluviNHt9OfGbOt5nAWss3XznFX//0MFXeXH7t2mW866qlce+5PtVcO6LFkrSvAz5vrb0t9PwzANbav4k45snQMa8aY9xAO1BhZ7lovJK2tZaXT3SzoylYPfN6cx8TvgAfvG4Zn75jHfk5sbUOKGmLSDrz+QMMjPnoG52gfySYzAfGfIxN+hmd8DPm8xMIVdVba3GHvjDkZLko8Ljx5rrx5mZTWpBDpddDkSc51e/zsdC2/ddO9fB/f3aE10714jJww+py1td6aSjLp6Esn3XV3rh2lEtG7/GlQHPE8xZg63THWGt9xph+YAnQFcN15+VTP9jLuYExLltazAevXcbtl1WzOYbStYhIpnBnuSgryKGsIMfpUFLONcvL+O+PXk9T1zA/2NXMzw60s62xm0l/sMz5J2+7lI+8Ofn9oWJJ2tG+Tk0tQc/lmOCBxjwAPBB6OmSMORpDbBdpAv4H+FMoJ4lfGpJM95aeMvneILPvT/eW4n41+uaY7+03/xZ+M5YTXGzZXA6KJWm3AJH94uuA1mmOaQlVjxcDPdFOZq19EHgwhnjmxBizcy5VEOlI95aeMvneILPvT/eWntL53mLpNv0asMYYs8IYkwPcAzw25ZjHgPtDj98DPDtbe7aIiIhEt+CSdqiN+hPAkwSHfD1krT1ojPkLYKe19jHgG8D/M8acIFjCviceQYuIiCxGMXWfttY+Djw+ZdvnIh6PAe+N5RoJkPAqeAfp3tJTJt8bZPb96d7SU9reW0ouGCIiIiIX01RgIiIiaSJtk7Yx5nvGmD2hn1PGmD1T9jcYY4aMMX84zetXGGO2G2OOh86VE9r++8aYQ8aYfcaYZ4wxyyJe44+45tROd+lwb57Q8xOh/csjXvOZ0Pajxpjbkn1vxpgtEdv3GmPeOc3rbzbG7DbGHDDGfCs0KgFjzKciXn8g9F6VhfadMsbsD+1L6JqvCby/G40x/RHn+FzEa24PvW8njDGfTsN7+9XQ39s+Y8wrxpiNEa9JynuXwHszxpivhN6bfcaYqyJec3/ob/S4Meb+aOdNoft7a+j+9hhjXjLGrA5t/1LE648ZY/oiXuPo52Uc7u1DxpjOiHN8JOI1SXvvLmKtTfsf4O+Bz03Z9gjw38AfTvOa7wP3hB5/Dfjt0OObgPzQ498GvhfxmqE0v7ePAV8LPb4nfG/AemAv4AFWACeBrGTeG5APuEOPa4CO8POI410EJ+u5JPT8L4APRznvrxAcqRB+fgood/K9i/X+gBuBn0S5Rlbo/VoJ5ITex/Vpdm/XA6Whx3cA25187+J8b3cCTxCcs+La8L0BZUBj6Hdp6HFpKt5faN8x4NLQ448B34xyzO8Q7JAcfu7o52Ws9wZ8CPhqlOMde++stelb0g4zxhjgfcB3I7a9g+B/yIMzvOZm4AehTd8C3gFgrX3OWjsS2r6N4PhzR8T73oC7Q88J7X9r6Pi7gf+y1o5ba5uAE8CW+N5N1DjP35u1dsRa6wvtziX6JDxLgHFr7bHQ86eBd0c57l4i/ps5IcH3F2kLcMJa22itnQD+i+D7mTDxvjdr7SvW2t7Q9pT6m4vD+3Y38G0btA0oMcbUALcBT1tre0L3/jRwe0JuKsIC74/Qdm/ocTEXz8kBDv/dJfjeIjny3oWlfdIG3gycs9YeBzDGFAB/BPz5DK9ZAvRFvKEtBKdcnerDBL8lh+UaY3YaY7aFkmeixfveLphWFghPKxttStpo/z3i6YJ7AzDGbDXGHAT2Ax+NuIewLiDbGBOeFOE9XDjBD8aYfIJ/QI9EbLbAU8aYXSY4814yJOL+rgtV8z1hjNkQ2pYx713I1L+5ZL938b636d4fJ943WNj9AXwEeNwY0wJ8AJi6ouMygrV0z0ZsdvTzMhRXrPf27lCzxg+MMbO9p0mR0utpG2N+DlRH2fVZa+2PQ4+nfrv7c+BL1tohM/3E9bNOr2qM+TVgM/CWiM0N1tpWY8xK4FljzH5r7ck53MrFAThzb9Ptm/N0s3OxwEGaWaEAAAY1SURBVHvDWrsd2GCMuRT4ljHmCRscNhjeb01wtbgvmeCyr08BU/8IfwV42VobOfPeDaH3rRJ42hhzxFr7Qprd325gWei9vxP4EbCGDHrvjDE3EUzab4rYHLf3zqF7S8rfHCTu/kJ+D7jTWrvdGPMp4B8IJruwe4AfWGv9Educ/ryM9d7+B/iutXbcGPNRgrWUN5OA925eklUPn4gfgl86zgF1EdteJNgOdgroIzipyyemvM4Q/HYcbu+4DngyYv8vA4eByhmu/U3gPel0bwQnwrku4vxdoeM/A3wm4hznj0vWvUU55jlg8yznuRX4/pRtjwL3zfCazzNNX4B0uL+IfacIzp889d/uBe9lutwbcAXBtvlLnHrvEnFvwL8RXLI4vO8owfbVe4F/i9h+wXGpdH9ABXAy4nkDcGjKMa8D189w3qR/Xsbr3kLbs4D+0OOkv3cXxJKsCyXojbod+MUM+6f9IyfYkSuys9bHQo+vDH14rJlyfCngCT0uB46TwA4/Cbq3j3NhR7TwB8sGLuyI1kgCO6JFu7fQdcNfNJYRbFe6qAMSoS9SoVifAW6O2Bee274gYlsBUBTx+BXg9mT/u4z1/giWMsLzKmwBzhD8wuUOvV8reKMj2oY0u7cGgv0orp9yfFLfuwTd29u4sCPajtD2MoLrGJWGfpqAslT8d8kbX/DDHe0+DDwSsX8twS+RJmKb45+Xsd4bUBNx3DuBbU69dxfEnKwLJeiN+ibBdorp9n+eiMRGcPa22tDjlcCO0IfFf0f8A/s5wW9se0I/j4W2X0+wXWRv6PdFvZbT4N5yQ89PhPavjHj9Zwl+WTkK3JHseyPYlnQw9N98N/COae7tiwRrQY4Cn5xyjg8R7FAXuW1l6D3bGzr/Z534dxnr/QGfCL1+L8HOWtdH7LuTYA/Yk4m+vwTd29eB3oi/uZ1OvHcJujcD/HPovdlPREkP+I3Q3+IJ4NdT/N/lO3nj8+95Lvzs+DzwhSnndfzzMtZ7A/4m4m/uOWCdU+9d5I9mRBMREUkTmdB7XEREZFFQ0hYREUkTStoiIiJpQklbRP5/e/cOYlcVxWH8+xNBHEZUNGFINFUwIYVa2WqhaJNKsDD4BDtBxFdhMCKDEIk4TUAUMaAiWPggoF0qC0EjImIfDRMzUQkxGZGoK8U+Fw4zY+4MTJw5zveDA+fufR6L26x79tl3L0kDYdKWJGkgTNrSOpdWueiuy3yPc93KVat1vRpVS5K0etb1MqaS/htVNTnaT3IYOFFV+9YuIklL8UlbkqSBMGlLA5HkyiQzSWa7baYrUEGSO5OcSPJ0krkkJ5M82jv3+iRHkpxN8lWS6SRf9PoryY6uktZe4LluyPxIv793/OEk073Pz3b3nE3y2BJxH0zyY5JTSd5IctXl+6ak/y+TtjQcL9DWr74NuJW2Bnl/CHuKtv76NtoayoeSXNf1HQLOd8c83G2LVNWbwPvAq1U1WVV7xgWV5F7gGeBuWuWxhe/fDwA3d3Hv6OJ7cdx1JS1m0paGYy/wclXNVdVpWqnWB3v9F7r+C1X1GXAO2JlkE3AfsL+q5qvqB1qZwdVyP/BOVX1fVedpa1EDkFZD9nHgqar6rap+B16hFayRtEJORJOGYytwvPf5eNc28mtV9WtUzwOTtPKDVwA/9fr6+6sR17EFcY1sBiaAY70a8KGVOpS0Qj5pS8MxSysxOLK9axvnNPAXcGOv7aZLHL9UFaF5WvIdmertn1xwve29/V+AP2jlQq/ttmv6s9UlLZ9JWxqOD4B9STYnuYH2Xvi9cSdV1d/AR8BLSSaS7AIeusQpp2hlMfu+BR5Isql7h31Hr+9D4JEku5NMAPt79/4HeAt4PckWgCTbktwzLm5Ji5m0peGYBr4GvqPV//2ma1uOJ2iT1H4G3qX9APjzX459G9id5EyST7q2J4E9wBnau/VRO1X1OTADHKXVFz664HrPd+1fJjlLq1m/c5lxS+qxnra0ASU5AExV1ZKzyCWtTz5pSxtAkl1JbklzO+0vYR+vdVySVsbZ49LGcDVtSHwrMAe8Bny6phFJWjGHxyVJGgiHxyVJGgiTtiRJA2HSliRpIEzakiQNhElbkqSBMGlLkjQQFwETRoIBxyNCNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llimit = np.percentile(train_df.longitude.values, 1)\n",
    "ulimit = np.percentile(train_df.longitude.values, 99)\n",
    "train_df['longitude'].loc[train_df['longitude'] < llimit] = llimit\n",
    "train_df['longitude'].loc[train_df['longitude'] > ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.distplot(train_df.longitude.values, bins=50, kde=True)\n",
    "plt.xlabel('longitude', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "地方经度都分布在-73.850~74.025之间，因此这个数据是跟纽约城相关的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib import cm\n",
    "\n",
    "west, south, east, north = -74.025, 40.60, -73.850, 40.86\n",
    "\n",
    "fig = plt.figure(figsize=(18,15))\n",
    "ax = fig.add_subplot(111)\n",
    "m = Basemap(projection='merc', llcrnrlat=south, urcrnrlat=north,\n",
    "            llcrnrlon=west, urcrnrlon=east, lat_ts=south, resolution='i')\n",
    "x, y = m(train_df['longitude'].values, train_df['latitude'].values)\n",
    "m.hexbin(x, y, gridsize=400,\n",
    "         bins='log', cmap=cm.YlOrRd_r);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(27.965277777777786, 0.5, 'Latitude')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 725x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x = \"longitude\" , y = \"latitude\" , fit_reg = False , hue = 'interest_level',\n",
    "           hue_order = ['low', 'medium', 'high'] , size = 9, scatter_kws = {'alpha':0.4,'s':30},\n",
    "           data = train_df[(train_df.longitude > train_df.longitude.quantile(0.005))\n",
    "                           &(train_df.longitude < train_df.longitude.quantile(0.995))\n",
    "                           &(train_df.latitude > train_df.latitude.quantile(0.005))                           \n",
    "                           &(train_df.latitude < train_df.latitude.quantile(0.995))]\n",
    "          )\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述显示去掉了经度和纬度偏大或偏小的数据点。可以看出higt interet的房屋在一小段很集中。\n",
    "\n",
    "还有一种作图，我就不列出来了，需要安装工具包：\n",
    "\n",
    "```python\n",
    "import gpxpy as gpx import gpxpy.gpx\n",
    "\n",
    "gpx = gpxpy.gpx.GPX()\n",
    "\n",
    "for index, row in train.iterrows():\n",
    "\n",
    "#print (row['latitude'], row['longitude'])\n",
    "\n",
    "if row['interest_level'] == 'high': #opting for all nominals results in poor performance of Google Earth    gps_waypoint = gpxpy.gpx.GPXWaypoint(row['latitude'],row['longitude'],elevation=10)    gpx.waypoints.append(gps_waypoint)\n",
    "\n",
    "filename = \"GoogleEarth.gpx\" FILE = open(filename,\"w\") FILE.writelines(gpx.to_xml()) FILE.close()\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 类别型特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### display_address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Display_address that appear less than 2 times: 63.22%\n",
      "Display_address that appear less than 10 times: 89.6%\n",
      "Display_address that appear less than 50 times: 97.73%\n",
      "Display_address that appear less than 100 times: 99.26%\n",
      "Display_address that appear less than 500 times: 100.0%\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df.groupby('display_address')['display_address'].count()\n",
    "\n",
    "for i in [2, 10, 50, 100, 500]:\n",
    "    print('Display_address that appear less than {} times: {}%'.format(i, round((cnt_srs < i).mean() * 100, 2)))\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.hist(cnt_srs.values, bins=100, log=True, alpha=0.9)\n",
    "plt.xlabel('Number of times display_address appeared', fontsize=12)\n",
    "plt.ylabel('log(Count)', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大部分display_address出现次数都少于100次，没有display_address出现次数超过500次的\n",
    "\n",
    "让我们看看前10个display_address:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:424: MatplotlibDeprecationWarning: \n",
      "Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warn_deprecated(\"2.2\", \"Passing one of 'on', 'true', 'off', 'false' as a \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top10_addr = train_df.display_address.value_counts().nlargest(10).index.tolist()\n",
    "\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = sns.countplot(x=\"display_address\", hue=\"interest_level\", data=train_df[train_df.display_address.isin(top10_addr)])\n",
    "\n",
    "plt.xlabel('Display_address')\n",
    "plt.ylabel('Number of advert occurences')\n",
    "plt.tick_params(\n",
    "    axis='x', #变化应用于x轴\n",
    "    which='both', # major ticket和minor tickets都会受到影响\n",
    "    bottom='on', # 打开沿着底端边缘的tickets\n",
    "    top='off', # 关闭沿着顶端边缘的tickets\n",
    "    labelbottom='on') # 打开底端的label\n",
    "\n",
    "plt.xticks(rotation='vertical')\n",
    "\n",
    "### Adding percentitles over bars \n",
    "height = [0 if np.isnan(p.get_height()) else p.get_height() for p in ax.patches]\n",
    "ncol= int(len(height) / 3)\n",
    "total = [height[i] + height[i + ncol] + height[i + 2 * ncol] for i in range(ncol)]\n",
    "for i, p in enumerate(ax.patches):\n",
    "    ax.text(p.get_x() + p.get_width() / 2, height[i] + 5, '{:0.1%}'.format(height[i] /total[i % ncol]), \n",
    "           ha = \"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df[\"created\"] = pd.to_datetime(train_df[\"created\"])\n",
    "train_df[\"date_created\"] = train_df[\"created\"].dt.date\n",
    "train_df[\"year_created\"] = train_df[\"created\"].dt.year\n",
    "train_df[\"month_created\"] = train_df[\"created\"].dt.month\n",
    "train_df['hour_created'] = train_df['created'].dt.hour\n",
    "train_df['weekday_created'] = train_df['created'].dt.weekday\n",
    "train_df['quarter_created'] = train_df['created'].dt.quarter\n",
    "train_df['weekend_created'] = ((train_df['weekday_created'] == 5) & (train_df['weekday_created'] == 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df['date_created'].value_counts().sort_index()\n",
    "\n",
    "plt.figure(figsize=(20,4))\n",
    "ax = sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "ax.xaxis_date()\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df['date_created'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "ax.xaxis_date()\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意**：让我们看看测试集是否与训练集在同一个时间段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_df[\"created\"] = pd.to_datetime(test_df[\"created\"])\n",
    "test_df[\"date_created\"] = test_df[\"created\"].dt.date\n",
    "cnt_srs = test_df['date_created'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "ax.xaxis_date()\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "更细致地来看看是数据在以小时为单位的范围分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtUAAAFrCAYAAAAem3XzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHEhJREFUeJzt3X2wZGddJ/DvjwwgiCQhDAGSaKIEWVARnArxZYU1mgRQExWW6JaMTDRVypvW1iKotdlCWRPWlRVKWFNmMLBIAkFNVnmLAdz1BcwQMCEETARJxgQYNyGooG7gt3+cM+tluJPAPN19Z24+n6que/o5p8/v6dN3pr/36eecru4OAABw4O610R0AAIBDnVANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYNCWje7AgXrwgx/cxx9//EZ3AwCATey9733v33b31rvb7pAN1ccff3x27dq10d0AAGATq6qPfSnbmf4BAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMGjLRneAu7bjkh1L2e/OZ+xcyn4BAO6JjFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBg0N2G6qraWVWfrKoPrGl7UFVdUVU3zD+PnNurql5eVTdW1TVV9fg1j9k+b39DVW1f0/4tVXXt/JiXV1Ut+kkCAMAyfSkj1b+V5PR92l6Y5MruPjHJlfP9JHlykhPn2zlJXpVMITzJuUmekOSkJOfuDeLzNuesedy+tQAA4KB2t6G6u/9Xktv2aT4jyUXz8kVJzlzT/pqevDvJEVX1sCSnJbmiu2/r7tuTXJHk9HndA7v7z7q7k7xmzb4AAOCQcKBzqo/u7luTZP75kLn9mCQ3r9lu99x2V+2712lfV1WdU1W7qmrXnj17DrDrAACwWIs+UXG9+dB9AO3r6u4Luntbd2/bunXrAXYRAAAW60BD9SfmqRuZf35ybt+d5Lg12x2b5Ja7aT92nXYAADhkHGiovjzJ3it4bE9y2Zr2Z85XATk5yR3z9JC3JTm1qo6cT1A8Ncnb5nV/V1Unz1f9eOaafQEAwCFhy91tUFWvT/KkJA+uqt2ZruJxXpI3VNXZSW5K8vR58zcneUqSG5N8JsmzkqS7b6uqX0xy1bzdi7t778mPP5npCiP3S/KW+QYAAIeMuw3V3f3D+1l1yjrbdpJn72c/O5PsXKd9V5JvuLt+AADAwco3KgIAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBoy0Z3gIPLjkt2LGW/O5+xcyn7BQA4GBipBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGDQUqqvqZ6rquqr6QFW9vqq+oqpOqKr3VNUNVXVJVd1n3va+8/0b5/XHr9nPi+b2D1fVaWNPCQAAVuuAQ3VVHZPkeUm2dfc3JDksyVlJzk/ysu4+McntSc6eH3J2ktu7+xFJXjZvl6p69Py4xyQ5Pckrq+qwA+0XAACs2uj0jy1J7ldVW5LcP8mtSb4ryaXz+ouSnDkvnzHfz7z+lKqquf3i7v6n7v5okhuTnDTYLwAAWJkDDtXd/TdJfiXJTZnC9B1J3pvkU91957zZ7iTHzMvHJLl5fuyd8/ZHrW1f5zEAAHDQG5n+cWSmUeYTkjw8yVcmefI6m/beh+xn3f7a16t5TlXtqqpde/bs+fI7DQAASzDyNeXfneSj3b0nSarqd5J8W5IjqmrLPBp9bJJb5u13Jzkuye55usjhSW5b077X2sd8ge6+IMkFSbJt27Z1gzfcFV/DDgAsw8ic6puSnFxV95/nRp+S5INJ3pnkafM225NcNi9fPt/PvP4d3d1z+1nz1UFOSHJikj8f6BcAAKzUAY9Ud/d7qurSJFcnuTPJ+zKNIv9Bkour6pfmtgvnh1yY5LVVdWOmEeqz5v1cV1VvyBTI70zy7O7+3IH2CwAAVm1k+ke6+9wk5+7T/JGsc/WO7v7HJE/fz35ekuQlI30BAICN4hsVAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhkJ1VR1RVZdW1Yeq6vqq+taqelBVXVFVN8w/j5y3rap6eVXdWFXXVNXj1+xn+7z9DVW1ffRJAQDAKo2OVP9akrd296OSPDbJ9UlemOTK7j4xyZXz/SR5cpIT59s5SV6VJFX1oCTnJnlCkpOSnLs3iAMAwKHggEN1VT0wyXcmuTBJuvufu/tTSc5IctG82UVJzpyXz0jymp68O8kRVfWwJKcluaK7b+vu25NckeT0A+0XAACs2shI9dcm2ZPk1VX1vqr6zar6yiRHd/etSTL/fMi8/TFJbl7z+N1z2/7av0hVnVNVu6pq1549ewa6DgAAizMSqrckeXySV3X345L8Q/5lqsd6ap22vov2L27svqC7t3X3tq1bt365/QUAgKUYCdW7k+zu7vfM9y/NFLI/MU/ryPzzk2u2P27N449NcstdtAMAwCHhgEN1d388yc1V9fVz0ylJPpjk8iR7r+CxPcll8/LlSZ45XwXk5CR3zNND3pbk1Ko6cj5B8dS5DQAADglbBh//3CSvq6r7JPlIkmdlCupvqKqzk9yU5Onztm9O8pQkNyb5zLxtuvu2qvrFJFfN2724u28b7BcAAKzMUKju7vcn2bbOqlPW2baTPHs/+9mZZOdIXwAAYKP4RkUAABgkVAMAwKDROdX3ODsu2bG0fe98hhkwAACHIiPVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBg0JaN7gD3bDsu2bGU/e58xs6l7BcAYD1GqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADNqy0R2AzWzHJTuWst+dz9i5lP0CAAfGSDUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMGg7VVXVYVb2vqn5/vn9CVb2nqm6oqkuq6j5z+33n+zfO649fs48Xze0frqrTRvsEAACrtIiR6ucnuX7N/fOTvKy7T0xye5Kz5/azk9ze3Y9I8rJ5u1TVo5OcleQxSU5P8sqqOmwB/QIAgJUYCtVVdWySpyb5zfl+JfmuJJfOm1yU5Mx5+Yz5fub1p8zbn5Hk4u7+p+7+aJIbk5w00i8AAFil0ZHq/5bkBUk+P98/KsmnuvvO+f7uJMfMy8ckuTlJ5vV3zNv///Z1HvMFquqcqtpVVbv27Nkz2HUAAFiMAw7VVfW9ST7Z3e9d27zOpn036+7qMV/Y2H1Bd2/r7m1bt279svoLAADLsmXgsd+e5Pur6ilJviLJAzONXB9RVVvm0ehjk9wyb787yXFJdlfVliSHJ7ltTfteax8DAAAHvQMeqe7uF3X3sd19fKYTDd/R3f8uyTuTPG3ebHuSy+bly+f7mde/o7t7bj9rvjrICUlOTPLnB9ovAABYtZGR6v352SQXV9UvJXlfkgvn9guTvLaqbsw0Qn1WknT3dVX1hiQfTHJnkmd39+eW0C8AAFiKhYTq7n5XknfNyx/JOlfv6O5/TPL0/Tz+JUlesoi+AADAqvlGRQAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMEioBgCAQUI1AAAMEqoBAGCQUA0AAIOEagAAGHTAobqqjquqd1bV9VV1XVU9f25/UFVdUVU3zD+PnNurql5eVTdW1TVV9fg1+9o+b39DVW0ff1oAALA6IyPVdyb59939r5KcnOTZVfXoJC9McmV3n5jkyvl+kjw5yYnz7Zwkr0qmEJ7k3CRPSHJSknP3BnEAADgUHHCo7u5bu/vqefnvklyf5JgkZyS5aN7soiRnzstnJHlNT96d5IiqeliS05Jc0d23dfftSa5IcvqB9gsAAFZtIXOqq+r4JI9L8p4kR3f3rckUvJM8ZN7smCQ3r3nY7rltf+3r1TmnqnZV1a49e/YsousAADBsOFRX1QOSvCnJT3f3p+9q03Xa+i7av7ix+4Lu3tbd27Zu3frldxYAAJZgKFRX1b0zBerXdffvzM2fmKd1ZP75ybl9d5Lj1jz82CS33EU7AAAcEkau/lFJLkxyfXf/6ppVlyfZewWP7UkuW9P+zPkqICcnuWOeHvK2JKdW1ZHzCYqnzm0AAHBI2DLw2G9P8qNJrq2q989tP5fkvCRvqKqzk9yU5OnzujcneUqSG5N8JsmzkqS7b6uqX0xy1bzdi7v7toF+AQDASh1wqO7uP87686GT5JR1tu8kz97PvnYm2XmgfQEAgI3kGxUBAGCQUA0AAIOEagAAGCRUAwDAIKEaAAAGCdUAADBIqAYAgEFCNQAADBKqAQBgkFANAACDhGoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJBQDQAAg4RqAAAYJFQDAMAgoRoAAAYJ1QAAMGjLRncAWJwdl+xYyn53PmPnUvYLAJuFkWoAABgkVAMAwCChGgAABgnVAAAwSKgGAIBBQjUAAAwSqgEAYJDrVAOw6bhmO7BqQjUADBLiAdM/AABgkJFqgHsgI6sAi2WkGgAABhmpBmDpjIwDm52RagAAGCRUAwDAIKEaAAAGCdUAADDIiYoAB4FlnciXOJmPcas+0dSJrRyKjFQDAMAgI9UAcIgxkgsHH6EaOGDe2AFgYvoHAAAMMlINsA4nDsI9g3/rLIqRagAAGGSkGgBgRYyMb15CNQDAJiXEr45QDRwSvDEAHPzuyVeFOmjmVFfV6VX14aq6sapeuNH9AQCAL9VBMVJdVYcl+fUk35Nkd5Krqury7v7g3T3W6BUAwD3TwTQyfrCMVJ+U5Mbu/kh3/3OSi5OcscF9AgCAL0l190b3IVX1tCSnd/ePz/d/NMkTuvs5+2x3TpJz5rtfn+TDB1DuwUn+dqC7B2st9dRT755TbzM/N/XUU2/j6m3m5zZS72u6e+vdbXRQTP9IUuu0fVHa7+4LklwwVKhqV3dvG9nHwVhLPfXUu+fU28zPTT311Nu4epv5ua2i3sEy/WN3kuPW3D82yS0b1BcAAPiyHCyh+qokJ1bVCVV1nyRnJbl8g/sEAABfkoNi+kd331lVz0nytiSHJdnZ3dctqdzQ9JGDuJZ66ql3z6m3mZ+beuqpt3H1NvNzW3q9g+JERQAAOJQdLNM/AADgkCVUAwDAIKEaAAAGHRQnKi5LVT0q0zczHpPpute3JLm8u6/f0I4tyPz8jknynu7++zXtp3f3W5dQ76Qk3d1XVdWjk5ye5EPd/eZF19pP/dd09zNXVOs7Mn3T5we6++1L2P8Tklzf3Z+uqvsleWGSxyf5YJL/3N13LLje85L8bnffvMj97qfW3iv43NLdf1hVP5Lk25Jcn+SC7v6/S6j5dUl+INOlOe9MckOS1y/6OALA/mzaExWr6meT/HCmrzzfPTcfm+nN/uLuPm/F/XlWd796gft7XpJnZwoq35zk+d192bzu6u5+/KJqzfs8N8mTM/0hdkWSJyR5V5LvTvK27n7Jguvte0nFSvJvkrwjSbr7+xdc78+7+6R5+ScyHdvfTXJqkv+56N+XqrouyWPnK99ckOQzSS5Ncsrc/oMLrndHkn9I8ldJXp/kjd29Z5E11tR6Xabfk/sn+VSSByT5nUzPrbp7+4LrPS/J9yX5oyRPSfL+JLdnCtk/1d3vWmQ9Np+qekh3f3Kj+8E9W1UdnuRFSc5Msvfb+z6Z5LIk53X3pzaqb4eiqnpoknOTfD7Jf0zy3CQ/lCk3Pb+7b1140e7elLckf5nk3uu03yfJDRvQn5sWvL9rkzxgXj4+ya75lyRJ3reE/l+b6XKH90/y6SQPnNvvl+SaJdS7Osn/SPKkJE+cf946Lz9xCfXet2b5qiRb5+WvTHLtEupdv/a57rPu/ct4fpmme52a5MIke5K8Ncn2JF+14FrXzD+3JPlEksPm+7Wk35Vr19S4f5J3zctfvYx/C/O+D09yXpIPJfk/8+36ue2IZdTcrLckD03yqiS/nuSoJP9pfk3fkORhS6j3oH1uRyX56yRHJnnQRh+PJR3joza6Dwt8LtuSvHN+fzgu0yDPHfP/24/b6P4NPre3JfnZJA9d0/bQue2KFfflLUvY5wOT/HKS1yb5kX3WvXIJ9d6aKUi/MMk183H86rntsmUct808p/rzSR6+TvvD5nULV1XX7Od2bZKjF1zusJ6nfHT3X2cKnU+uql/N+l/7PurO7v5cd38myV9196fn2p/Nco7ntiTvTfLzSe7oabTxs939R939R0uod6+qOrKqjso0mronSbr7HzJNJ1i0D1TVs+blv6iqbUlSVY9MsvDpEZmm7Xy+u9/e3Wdn+rfxykxTeD6y4Fr3mqeAfFWmkHv43H7fJPdecK299k5lu+9cN9190xLrvSHTaPiTuvuo7j4q0ycptyd545Jqrquq3rLg/T2wqn65ql47T91Zu+6Vi6w1+61M055uzhSWPpvkqUn+d5L/voR6f5vp/5a9t12ZptFdPS8vVFWdvmb58Kq6cH5f+O2qWvT7QqrqvKp68Ly8rao+kuQ9VfWxqnriEupdXVW/ME/BWoVXJnlpkj9I8qdJfqO7D88UnBb++1lVD6iqF1fVdVV1R1Xtqap3V9WPLbpWkuO7+/zu/vjehu7+eHefnykMLlRVPX4/t2/J9An4or06Uz55U5KzqupNVXXfed3JS6h3dHe/oqdPmo+Yj+1N3f2KJF+zhHqbek71Tye5sqpuyPSfdTL9Uj4iyXOWVPPoJKdlemNdqzL941+kj1fVN3f3+5Oku/++qr43yc4k37jgWknyz1V1/zlUf8vexvnjqoWH6u7+fJKXVdUb55+fyHJ/Xw/P9AZbSbqqHtrdH6+qB2Q5f6T8eJJfq6pfyPQm/2dVdXOm39UfX0K9L3gOPc1rvjzJ5fOc7kW6MNMI7mGZ/ih64/zGfnKm6ViL9ptJrqqqdyf5ziTnJ0lVbU1y2xLqJfOb39qG+Y3w/KrasehiVbW/6VyVxb/5vTrTnPQ3JdlRVT+UaVTpn7LEN74kqaqfWnNcX1FVZy+h3gsyTVv7D9197Vz3o919whJqJcl/zjRiliT/NdMnbt+X5AeT/Eamj/oX6and/cJ5+b8keUZP58E8MslvZxqwWKQjkxyR5J1V9fFM08su6e5bFlxnr3t391uSpKrO7+5Lk6S7r6yqX1lCvddlmgp4WpJ/m+nTy4uT/EJVPbK7f26BtT5WVS9IclF3fyJJ5j+8fiz/kmMW6apM0+bWe487Ygn1vq67f2he/r2q+vkk76iqhU7nXGPtwPFr9ll32FIqLmP4+2C5zQf05ExzaJ42Lx+2xHoXJvmO/az77QXXOjZrPiLaZ923L+G53Xc/7Q9O8o0reC2fmukEvlX/Dt0/yQlL3P9XJXlspj9Ujl5inUeu+Lg9PMnD5+Uj5n9/Jy2x3mPmGo9a0fN7e6ZwdvSatqMzfbz4h0uo97lM5xO8c53bZxdc6/373P/5JH+SaZrE1YusNe//L9Ys/9I+6xY+9Wre77GZPlH41fnf4EeW+Lty9ZrlfY/tMqZ6fSjJlnn53cs+nvs8v3+dabT44/Pv5jlLqPdnmaaxPT3Jx5KcObc/McmuJdT7i33uXzX/vFemE/UXWevITIMCH8o0OHdbpmll52cJU5OSfCDJiftZd/MS6l2f5F77tG1Pcl2Sjy2h3oszT5Pdp/0RSS5ddL3u3rwnKgIsS1Udmenj5jOSPGRu/kSm0f/zunvfT6tG630gyQ909w3rrLu5u49bYK3rkzymp0+L9rZtz/RHxAO6e6Efm1bVi5O8tNdcwWhuf0SmY/m0Rdbbp8b3Zfqj4fjufuiSauzOFN4r0wnQX9fzG29VXdPd37Tges/NNBJ+XqZPbo7Iv5wo/LXd/aMLrvdFJ8ZX1WFJvifTKPmz1n/kAdd7bKbpH59P8jNJfjJTMPubJD/R3Qv9VLiq/jTJC7r7j+ffl+d092nzug9399cvuN6jMv3R9+5e8lW9quppmf7Q+vA6687s7t9bcL2XJnl7d//hPu2nJ3lFd5+4yHrzvld7lTShGmBxFn2ln3mfK3vz24g3vrvoy8KP5To17pcp6H5gSa/dufs0vbK798xXJnhpL+EyoVX1pExh85GZps3dnOT3kuzs7oWeI1JVF3f3WYvc54Fa0uv3TZmmmD0y08juju7+y3l62Q9398sXWGulV/Wa97vqS/Pur96Te57Ws8Baz8003Xd1x1OoBlicqrqpuxd+UtFd1Ft68NyIWnO9VR/LTfva3UPqHdKvX00XNfjWns6ROj7TZVZf292/VlXv6+7HLarWXG/Vl+Zdachd9fFMhGqAL1tVXbO/VZnmr993P+uX0ZeVBYll1Fr1sbynvnabpd5mfv2q6oPd/eg19x+QKQh+MMl3dfdCT0regBC/6norPZ7J5r76B8CyrPJKP3cXJBZ6WbZV1pqt9Fiuut6qj+dmr5fN/fqt+qpeX3Bp3nna0KVV9TVZzlWvVl1v1cdTqAY4AL+f6aS99++7oqretYR6qwwSqw65qz6Wm/m1uyfU28yv3zOzz/cizHPgn1lVv7HgWsnqQ+eq6636eArVAF+unr5AZ3/rfmR/6wasMkisNLSs+lhu8tdu09fbzK9fd+++i3V/sshas1WHzpXW24DjaU41AACM2sxfUw4AACshVAMAwCChGgAABgnVAAAw6P8BvxwgGZoX8k0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"hour_created\"] = train_df[\"created\"].dt.hour\n",
    "cnt_srs = train_df['hour_created'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[2])\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据主要分布在一天中的头几个小时，或许是这时候网络流量比较少，数据更新正在进行。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x289a02fd0b8>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAENCAYAAADkNanAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xt4FdX97/H3V0BAQVFAVFCDyk8EEqJyUyCCWMTLEW8UqU9FtMVTUSz+avV3TouUqj/t4bFqe9TSgmIrgqgtHIuieKmiyEVB7q2oKaRSRW7VAirwPX/MStxk9t5J9k6yE/J5Pc88mVmzvjNrX7K/c11j7o6IiEiig3LdABERqXuUHEREJEbJQUREYpQcREQkRslBRERilBxERCRGyUFERGKUHEREJEbJQUREYhrnugGZatOmjefl5eW6GSIi9cY777zzmbu3rUzdepsc8vLyWLp0aa6bISJSb5jZ3ytbV4eVREQkRslBRERilBxERCSm3p5zEJGG4+uvv6akpITdu3fnuin1QrNmzejQoQNNmjTJeBlKDiJS55WUlNCyZUvy8vIws1w3p05zd7Zs2UJJSQkdO3bMeDk6rCQidd7u3btp3bq1EkMlmBmtW7fOei9LyUFE6gUlhsqrjvdKyUFERGJ0ziED+dPyU85bOXJlLbZERKRmaM9BROqts846q8I6999/Pzt37qzRdixfvpy5c+emrfPYY49x4403Vut6a2KZpZQcRKTeeuuttyqsk0ly2Lt3b5XqVyY51DdKDiJSb7Vo0QKA1157jQEDBnDFFVfQuXNnrrrqKtydBx98kI8//piBAwcycOBAAF588UXOPPNMTj/9dIYNG8YXX3wBRP21TZw4kX79+jFr1iw++OADhgwZwhlnnEH//v1Zt24dALNmzaJbt250796doqIivvrqK8aPH8/MmTMpLCxk5syZFbZ78+bNXH755fTs2ZOePXvy5ptvsm/fPvLy8ti+fXtZvZNPPplPPvkkaf2apnMOInJAWLZsGatXr+bYY4+lb9++vPnmm4wdO5b77ruPV199lTZt2vDZZ59x5513Mn/+fA499FDuvfde7rvvPsaPHw9EN48tWLAAgEGDBvHII4/QqVMnFi1axA033MArr7zCxIkTmTdvHu3bt2f79u0cfPDBTJw4kaVLl/LrX/+6Um29+eabGTduHP369WPDhg2cd955rF27lqFDh/LHP/6RUaNGsWjRIvLy8mjXrh3f+c53ktavSUoOInJA6NWrFx06dACgsLCQ4uJi+vXrt1+dt99+mzVr1tC3b18AvvrqK84888yy+cOHDwfgiy++4K233mLYsGFl87788ksA+vbtyzXXXMO3v/1tLrvssozaOn/+fNasWVM2/a9//YvPP/+c4cOHM3HiREaNGsWMGTPK2pOqfk1SchCRA0LTpk3Lxhs1asSePXtiddydb33rWzz55JNJl3HooYcCsG/fPlq1asXy5ctjdR555BEWLVrEn//8ZwoLC5PWqci+fftYuHAhzZs336/8zDPPZP369WzevJk//elP/OQnP0lbvybpnIOIHNBatmxZtpXdp08f3nzzTdavXw/Azp07+dvf/haLOeyww+jYsSOzZs0CoqTy3nvvAfDBBx/Qu3dvJk6cSJs2bdi4ceN+66iMwYMH73cIqjTBmBmXXnopt9xyC6eeeiqtW7dOW78mKTmIyAFt9OjRnH/++QwcOJC2bdvy2GOPMWLECAoKCujTp0/ZiebynnjiCaZMmUL37t3p2rUrs2fPBuDWW28lPz+fbt26UVRURPfu3Rk4cCBr1qyp9AnpBx98kKVLl1JQUECXLl145JFHyuYNHz6cP/zhD2WHlCqqX1PM3dNXMJsKXAR86u7dQtmRwEwgDygGvu3u2yy6Z/sB4AJgJ3CNu78bYkYCPwmLvdPdp4XyM4DHgObAXOBmr6hRQI8ePTxXT4LTTXAitWvt2rWceuqpuW5GvZLsPTOzd9y9R2XiK7Pn8BgwpFzZ7cDL7t4JeDlMA5wPdArDaODh0KAjgTuA3kAv4A4zOyLEPBzqlsaVX5eIiNSyCpODu78ObC1XPBSYFsanAZcklD/ukbeBVmZ2DHAe8JK7b3X3bcBLwJAw7zB3Xxj2Fh5PWJaISL3z6KOPUlhYuN8wZsyYXDeryjK9Wqmdu28CcPdNZnZUKG8PbEyoVxLK0pWXJClPysxGE+1lcPzxx2fY9Oyt/GhDztYtInXbqFGjGDVqVK6bkbXqPiGdrJ9Yz6A8KXef7O493L1H27ZtM2yiiIhUJNPk8Ek4JET4+2koLwGOS6jXAfi4gvIOScpFRCSHMk0Oc4CRYXwkMDuh/GqL9AF2hMNP84DBZnZEOBE9GJgX5n1uZn3ClU5XJyxLRERypMJzDmb2JDAAaGNmJURXHd0DPGVm1wEbgNJ7zOcSXca6nuhS1lEA7r7VzH4OLAn1Jrp76UnuH/DNpazPh0FEJKW82/9crcsrvufCCuu0aNGirJO+hqDC5ODuI1LMGpSkrgNJT8u7+1RgapLypUC3itohIiK1R3dIi4hUgbtz66230q1bN/Lz88vuiL7hhhuYM2cOAJdeeinXXnstAFOmTCnrI6k+UXIQEamCZ599luXLl/Pee+8xf/58br31VjZt2kRRURFvvPEGAP/4xz/KelFdsGAB/fv3z2WTM6LkICJSBQsWLGDEiBE0atSIdu3acfbZZ7NkyRL69+/PG2+8wZo1a+jSpQvt2rVj06ZNLFy4sFKPM61r1GW3iEgVpOr6rX379mzbto0XXniBoqIitm7dylNPPUWLFi1o2bJlLbcye9pzEBGpgqKiImbOnMnevXvZvHkzr7/+Or169QKi5zHcf//9FBUV0b9/fyZNmlQvDymB9hxEpB6qzKWnNeXSSy9l4cKFdO/eHTPjF7/4BUcffTQA/fv358UXX+Tkk0/mhBNOYOvWrfU2OVTYZXddlcsuu5lweJp5O2qvHSINhLrsrrra6LJbREQaGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERidF9DiJS/6S7nDyj5dXuJegDBgxg0qRJ9OjRgwsuuIDp06fTqlWrWm1DRZQcRERyaO7cubluQlI6rCQiUgnFxcV07tyZ733ve3Tr1o2rrrqK+fPn07dvXzp16sTixYv597//zbXXXkvPnj057bTTmD07erDlrl27uPLKKykoKGD48OHs2rWrbLl5eXl89tlnFBcX063bN4+2mTRpEhMmTACiPY1x48ZRVFTEqaeeypIlS7jsssvo1KlTjXUHrj0HEZFKWr9+PbNmzWLy5Mn07NmT6dOns2DBAubMmcPdd99Nly5dOOecc5g6dSrbt2+nV69enHvuufzmN7/hkEMOYcWKFaxYsYLTTz+9yus++OCDef3113nggQcYOnQo77zzDkceeSQnnXQS48aNo3Xr1tX6WpUcREQqqWPHjuTn5wPQtWtXBg0ahJmRn59PcXExJSUlzJkzh0mTJgGwe/duNmzYwOuvv87YsWMBKCgooKCgoMrrvvjiiwHIz8+na9euHHPMMQCceOKJbNy4UclBRCRXmjZtWjZ+0EEHlU0fdNBB7Nmzh0aNGvHMM89wyimnxGLNLO2yGzduzL59+8qmd+/enXTdietNXHd10zkHEZFqct555/GrX/2q7JkPy5YtA6Juvp944gkAVq1axYoVK2Kx7dq149NPP2XLli18+eWXPPfcc7XX8CS05yAi9U8d7f34pz/9KT/84Q8pKCjA3cnLy+O5557jBz/4AaNGjaKgoIDCwsKy5z8katKkCePHj6d379507NiRzp075+AVfENddmdCXXaL1Cp12V116rJbRESqnZKDiIjEKDmIiEiMkoOIiMQoOYiISIwuZa1F+dPyU85bOXJlLbZERCQ9JQcRqXfSbWhlojIbZ8XFxVx00UWsWrVqv/Lx48dTVFTEueeemzJ2woQJtGjRgh/96EdZt7W2KDmIiGRh4sSJuW5CjcjqnIOZjTOz1Wa2ysyeNLNmZtbRzBaZ2ftmNtPMDg51m4bp9WF+XsJy/iuU/9XMzsvuJYmI1Iy9e/fy/e9/n65duzJ48GB27drFNddcw9NPPw1Ez2bo3Lkz/fr1Y+zYsVx00UVlsWvWrGHAgAGceOKJPPjgg7l6CZWWcXIws/bAWKCHu3cDGgFXAvcCv3T3TsA24LoQch2wzd1PBn4Z6mFmXUJcV2AI8JCZNcq0XSIiNeX9999nzJgxrF69mlatWvHMM8+Uzdu9ezfXX389zz//PAsWLGDz5s37xa5bt4558+axePFifvazn/H111/XdvOrJNurlRoDzc2sMXAIsAk4B3g6zJ8GXBLGh4ZpwvxBFnVTOBSY4e5fuvtHwHog3vGIiEiOdezYkcLCQgDOOOMMiouLy+atW7eOE088kY4dOwIwYsSI/WIvvPBCmjZtSps2bTjqqKP45JNPaq3dmcg4Obj7P4BJwAaipLADeAfY7u6l/ceWAO3DeHtgY4jdE+q3TixPErMfMxttZkvNbGn5rCwiUtMSu8pu1KjRfl1lV9RPXbrYuijjE9JmdgTRVn9HYDswCzg/SdXSdyxZZ+aepjxe6D4ZmAxRx3tVbHKDo0tnRWpP586d+fDDDykuLiYvL4+ZM2fmuklZyeZqpXOBj9x9M4CZPQucBbQys8Zh76AD8HGoXwIcB5SEw1CHA1sTykslxoiIxNTFjZvmzZvz0EMPMWTIENq0aZO0W+76JJvksAHoY2aHALuAQcBS4FXgCmAGMBKYHerPCdMLw/xX3N3NbA4w3czuA44FOgGLs2hXnbXyow25boKIZCgvL2+/exyS3bMwcOBA1q1bh7szZswYevSIeseeMGHCfvXK3ytRF2VzzmER0Ynld4GVYVmTgduAW8xsPdE5hSkhZArQOpTfAtwelrMaeApYA7wAjHH3vZm2S0QkV377299SWFhI165d2bFjB9dff32um5SxrG6Cc/c7gDvKFX9IkquN3H03MCzFcu4C7sqmLSIiuTZu3DjGjRuX62ZUC3W8JyL1Qn19amUuVMd7pe4zMpC3e3rKecW11wyRBqNZs2Zs2bKF1q1bE90eJam4O1u2bKFZs2ZZLUfJQUTqvA4dOlBSUhK761iSa9asGR06dMhqGUoOIlLnNWnSpOzOY6kdOucgIiIxSg4iIhKj5CAiIjFKDiIiEqPkICIiMUoOIiISo0tZD2Dq6E9EMqU9BxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERickqOZhZKzN72szWmdlaMzvTzI40s5fM7P3w94hQ18zsQTNbb2YrzOz0hOWMDPXfN7OR2b4oERHJTrZ7Dg8AL7h7Z6A7sBa4HXjZ3TsBL4dpgPOBTmEYDTwMYGZHAncAvYFewB2lCUVERHKjcaaBZnYYUARcA+DuXwFfmdlQYECoNg14DbgNGAo87u4OvB32Oo4JdV9y961huS8BQ4AnM21bXZW3e3rKecW11wwRkQpls+dwIrAZeNTMlpnZ78zsUKCdu28CCH+PCvXbAxsT4ktCWaryGDMbbWZLzWzp5s2bs2i6iIikk01yaAycDjzs7qcB/+abQ0jJWJIyT1MeL3Sf7O493L1H27Ztq9peERGppGySQwlQ4u6LwvTTRMnik3C4iPD304T6xyXEdwA+TlMuIiI5knFycPd/AhvN7JRQNAhYA8wBSq84GgnMDuNzgKvDVUt9gB3hsNM8YLCZHRFORA8OZSIikiMZn5AObgKeMLODgQ+BUUQJ5ykzuw7YAAwLdecCFwDrgZ2hLu6+1cx+DiwJ9SaWnpwWEZHcyCo5uPtyoEeSWYOS1HVgTIrlTAWmZtOWTORPy085b+XIlbXYEhGRukV3SIuISEy2h5XqtZUfbch1E0RE6iTtOYiISIySg4iIxCg5iIhIjJKDiIjEKDmIiEiMkoOIiMQoOYiISEyDvs9Bz1cQEUlOew4iIhKj5CAiIjFKDiIiEtOgzznUF+o9VkRqm/YcREQkRslBRERilBxERCRG5xwOYLqPQ0QypT0HERGJUXIQEZEYHVaqB/Q4UxGpbdpzEBGRGCUHERGJUXIQEZEYnXOQGHXXISLacxARkRglBxERiVFyEBGRGCUHERGJUXIQEZGYrJODmTUys2Vm9lyY7mhmi8zsfTObaWYHh/KmYXp9mJ+XsIz/CuV/NbPzsm2TiIhkpzr2HG4G1iZM3wv80t07AduA60L5dcA2dz8Z+GWoh5l1Aa4EugJDgIfMrFE1tEtERDKUVXIwsw7AhcDvwrQB5wBPhyrTgEvC+NAwTZg/KNQfCsxw9y/d/SNgPdArm3aJiEh2sr0J7n7gx0DLMN0a2O7ue8J0CdA+jLcHNgK4+x4z2xHqtwfeTlhmYsx+zGw0MBrg+OOPz7Lpkoo6+hORjPcczOwi4FN3fyexOElVr2Beupj9C90nu3sPd+/Rtm3bKrVXREQqL5s9h77AxWZ2AdAMOIxoT6KVmTUOew8dgI9D/RLgOKDEzBoDhwNbE8pLJcaIiEgOZLzn4O7/5e4d3D2P6ITyK+5+FfAqcEWoNhKYHcbnhGnC/Ffc3UP5leFqpo5AJ2Bxpu0SEZHs1UTHe7cBM8zsTmAZMCWUTwF+b2brifYYrgRw99Vm9hSwBtgDjHH3vTXQLhERqaRqSQ7u/hrwWhj/kCRXG7n7bmBYivi7gLuqoy0iIpI93SEtIiIxep5DPZC3e3rKecW11wwRaUC05yAiIjFKDiIiEqPkICIiMUoOIiISo+QgIiIxSg4iIhKj5CAiIjFKDiIiEqPkICIiMUoOIiISo+QgIiIxSg4iIhKj5CAiIjFKDiIiEqPkICIiMUoOIiISo+QgIiIxSg4iIhKjx4RKjB5LKiLacxARkRglBxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERiVFyEBGRmIyTg5kdZ2avmtlaM1ttZjeH8iPN7CUzez/8PSKUm5k9aGbrzWyFmZ2esKyRof77ZjYy+5clIiLZyGbPYQ/wn+5+KtAHGGNmXYDbgZfdvRPwcpgGOB/oFIbRwMMQJRPgDqA30Au4ozShiIhIbmScHNx9k7u/G8Y/B9YC7YGhwLRQbRpwSRgfCjzukbeBVmZ2DHAe8JK7b3X3bcBLwJBM2yUiItmrlnMOZpYHnAYsAtq5+yaIEghwVKjWHtiYEFYSylKVJ1vPaDNbamZLN2/eXB1NFxGRJLJODmbWAngG+KG7/ytd1SRlnqY8Xug+2d17uHuPtm3bVr2xIiJSKVklBzNrQpQYnnD3Z0PxJ+FwEeHvp6G8BDguIbwD8HGachERyZFsrlYyYAqw1t3vS5g1Byi94mgkMDuh/Opw1VIfYEc47DQPGGxmR4QT0YNDmYiI5Eg2D/vpC3wXWGlmy0PZ/wLuAZ4ys+uADcCwMG8ucAGwHtgJjAJw961m9nNgSag30d23ZtEuERHJUsbJwd0XkPx8AcCgJPUdGJNiWVOBqZm2RUREqpfukBYRkRglBxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkRglBxERiVFyEBGRGCUHERGJUXIQEZEYJQcREYlRchARkZhsuuwW2U/+tPyU81aOXFmLLRGRbCk5SLVZ+dGGXDdBRKqJDiuJiEiMkoOIiMQoOYiISIzOOYgcQDK9KEAXE0h5Sg5SbfJ2T085r7j2miEi1UDJQaQG1fYWeaZXjOlKMylPyUGkDtJhHsk1JQeRGqQtcqmvlBxE6iAlFck1JQeRSkp1qKcuHeapLxcF6Kqquk/JQaQG1Zcf6/rSTqk9Sg4ilVSbh3rqy491plvyuqqq7lNykNybcHiaeTtqrx1SZfqxPnApOUjDk2EySrU1X5xlcxqiTPeMMo3TuYqqU3KQnKsvh1Akrr58dpnu4TTkpFJnkoOZDQEeABoBv3P3e3LcJDlA1ZcfNKk+mX7mGR82y3DvtC4lozqRHMysEfB/gW8BJcASM5vj7mty2zKp03SuQmpYbR/+qkt7OHUiOQC9gPXu/iGAmc0AhgKVSw76kWiQtAcgB5pMv9Ofr63+Ay3m7tW+0Co3wuwKYIi7fy9Mfxfo7e43lqs3GhgdJk8B/ppikW2AzzJoSiZxtbkuxSlOcQ0nribWdYK7t63UUtw95wMwjOg8Q+n0d4FfZbG8pbUVV5vrUpziFNdw4mq7jeWHuvIkuBLguITpDsDHOWqLiEiDV1eSwxKgk5l1NLODgSuBOTluk4hIg1UnTki7+x4zuxGYR3Qp61R3X53FIifXYlxtrktxilNcw4mr7Tbup06ckBYRkbqlrhxWEhGROkTJQUREYpQcREQkpk6ckM6GmXUmupu6PeBEl8DOcfe1OW1YOWbWC3B3X2JmXYAhwDp3n1vF5Tzu7lfXSCNrWcKVaR+7+3wz+w5wFrAWmOzuX+e0gSINWL0+IW1mtwEjgBlE90pAdI/ElcAMr4HO+0Iyag8scvcvEsqHuPsLKWLuAM4nSsYvAb2B14BzgXnufleKuPKX8xowEHgFwN0vrmSb+xF1UbLK3V9MU683sNbd/2VmzYHbgdOJujG5292T9kViZmOBP7r7xsq0JyHuCaL35BBgO9ACeBYYRPTdHJkm9iTgUqL7Y/YA7wNPpmqjiFRRddxJl6sB+BvQJEn5wcD7WSx3VIrysURddvyJqKuToQnz3k2zvJVEl+geAvwLOCyUNwdWpIl7F/gDMAA4O/zdFMbPThO3OGH8+8By4A7gTeD2NHGrgcZhfDJwP9AvxD6bJm4H0R7bG8ANQNtKvs8rwt/GwCdAozBtFbwvY4mS7E+At4CHgLuIktiAXH8v69IAHFXL62ud69dcTa/jcOAeYB2wJQxrQ1mrDJf5fJp5hwH/Dfwe+E65eQ+liTsaeJio49LWwITwe/MUcExW70GuP4QsP8B1RH2FlC8/AfhrFsvdkKJ8JdAijOcBS4Gbw/SyNMtblmw8TC9PE3cQMC78EBaGsg8r0f7E9S0p/bEGDgVWpolbmzD+bhXauSy0dTAwBdgMvACMBFqmiVtFlMiPAD4HjgzlzRLbkuJzKE0khwCvhfHjK/gcDuh/eODIckNroo2YI0rf2xRxQ8q9R1OAFcB0oF2auHuANmG8B/AhsB74O+k3Xt4lSuwnVfG97gG8SrTBdFz4v9gRvuOnpYlrAUwk2vjZEb6fbwPXpImZB9wGHF3uc7kNeClN3OkphjOATWningnv5yVENwA/AzRN9r9YLu4F4CaivfwVoX3Hh7LZmXyny5adTXCuB6Lj9uuB54m2dCeHN2t94hc+ReyKFMNK4MsUMWuSfOleAO4j/Y/nIuCQMH5QQvnh6T74hHodgFnAr0mRuMrVfy/8ILSmXD8rpP/xnEXYawIeBXqE8f8AlqSJK59ImgAXA08Cm9PEjQs/KH8n2ht4Gfht+AzuSBO3MuEf5wjgnYR5q9LEHdD/8MA+4KNyw9fhb8qNisS2AL8D7iTawBoH/Cnd55Aw/irQM+H7krJ/n9CeScAGYHFYz7GV+F4vJjo8OwLYCFwRygcBC9PEzQauCf9HtwA/BToB04gOlyaLSblxWcG8vUSHfV9NMuxKE7e83PT/JtrTb13BdyVxQ3BDumVWdcg4sK4MRFusfYDLgSvCeKNKxH0CFIZ/gsQhj+gEabKYVwhb8AlljYHHgb1p1tU0RXkbIL8Kr/XCVF/mcvWKiX50Pwp/jw7lLdJ9YYiS1WPAB0QJ7esQ/xege2W+oEnmNa+grceW/jAArcJn2KuCmJuJfjQnE+0FlCa0tsDraeIO6H944EdEiSU/oeyjSnxf3k21/ArWt45vDkO+XW5euj3UxPX1Jzos+M/wfo7O8H1J9x18r9z0kvD3IKKLQpLFvAj8mIQ9J6AdUaKen2Zdq4BOKeZtTBO3loQNx1A2kmhv5++VeW3AnZX9DCozZBxY3weiXed+KeZNT1HegYStznLz+ub6NVXiNR8CdKxEvZZAd6It45SHFRLq/0cOXkvXkEg6VyHmgP+H55u9zPvC51iZw5AlRFvU/0m0MWAJ89Kd+7kpvKfnEB36uh8oAn4G/D5NXCwxEp2TGwI8miZuIdGhy2FEe5uXhPKzSb+n8lbp/zrwP4guAimdl3SjgGiP9F6iBLgN2Bo+z3tJf4juCuCUFPMuSRP3C+DcJOVDSHP+lOhwWYsk5ScDT1fm/yLlsrMJ1qChPg3l/uG3lvuHPyJNXL37hw8/gm8D/6xE3TvKDaXnqI4GHq8gdgAwk+i800pgLtEzVxqniZmR4efXnejQ4PNAZ6LHCm8nSrZnpYkrIDoktR1YQNiYIdrTHJsmrjPRFYUtypVXdMi6M9GhruqKO78m1lfh+51NsAYNB8pAiivU6nMc0dVw3ep6O+tiHJlfmZhp3E21GVep9yabYA0aDpSBSpzoV1zDiSPzKxPrRVxlhnp/h7RIZZnZilSziM49KE5xpRp5uMnV3YvNbADwtJmdEOJSqS9xFVJykIakHXAe0QnGREZ00lJxiiv1TzMrdPflAO7+hZldBEwF8tOsq77EVUjJQRqS54h2wZeXn2FmrylOcQmuJuqWpYy77wGuNrPfpFlXfYmrUL3uW0lERGqGuuwWEZEYJQcREYlRchARkRglBzngmFmema3KdTuyYWaFZnZBBnGvmVmPmmiTNCxKDiKVYGYZX9mXYWwhUOXkIFJdlBzkQNXIzH5rZqvN7EUzax62xt82sxVm9kczOwL239o2szZmVhzGrzGzWWb2/4g6mEvKzH5sZivN7D0zuydhmXeb2V+Am82srZk9Y2ZLwtA31OtlZm+Z2bLw95Tw+NSJwHAzW25mw83sUDObGmKXmdnQEN/czGaE1zSTqMsMkazpPgc5UHUCRrj7983sKaIu3X8M3OTufzGziUSdzP2wguWcCRS4+9ZkM83sfKLnNfR2951mdmTC7FbufnaoNx34pbsvMLPjiTqQO5WoE8Aid99jZucSdcl+uZlzYmU0AAABtElEQVSNJ3qexo0h/m7gFXe/1sxaAYvNbD5wPbDT3QvMrIDoQToiWVNykAPVRwk3Pb0DnET0Y/2XUDaNqGvriryUKjEE5xJ1M70ToFzdmeXqdTEr69HgMDNrSfQMjWlm1glwogclJTMYuNjMfhSmmxE9AKgIeDCse0WariJEqkTJQQ5UXyaM7yV6kFAqe/jmEGuzcvP+XcF6jOhHPZnE2IOAM919137BZr8CXnX3S80sD3gtzXoud/e/losnzfpFMqZzDtJQ7AC2mVn/MP1doifcQdTV8Rlh/IoqLvdF4FozOwSg3GGl8vVuLJ0ws8IwejjwjzB+TUL9z4ke1lNqHnCThWxgZqeF8teBq0JZN6JnF4hkTclBGpKRwP8Jh14KiU76QvQ84x+Y2VtEj26tNHd/gej50EvNbDnRozqTGQv0CCeO1wD/M5T/AvhvM3uT6GlopV4lOgy13MyGAz8nOuS0Ilym+/NQ72GgRXhNPyZ6qI1I1tS3koiIxGjPQUREYnRCWqQSzCwf+H254i/dvXcu2iNS03RYSUREYnRYSUREYpQcREQkRslBRERilBxERCTm/wOQpGitd0W+tQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourDF = train_df.groupby(['hour_created', 'interest_level'])['hour_created'].count().unstack()\n",
    "hourDF[['low', 'medium', 'high']].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x289a04d9a58>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.countplot(x=\"hour_created\", hue=\"interest_level\", data = train_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x289a027de48>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hourDF = train_df.groupby(['month_created', 'interest_level'])['month_created'].count().unstack()\n",
    "hourDF[['low', 'medium', 'high']].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### building_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:424: MatplotlibDeprecationWarning: \n",
      "Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warn_deprecated(\"2.2\", \"Passing one of 'on', 'true', 'off', 'false' as a \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top10_building_id = train_df.building_id.value_counts().nlargest(10).index.tolist()\n",
    "\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = sns.countplot(x=\"building_id\", hue=\"interest_level\", data=train_df[train_df.building_id.isin(top10_building_id)])\n",
    "\n",
    "plt.xlabel('building_id')\n",
    "plt.ylabel('Number of advert occurences')\n",
    "plt.tick_params(\n",
    "    axis='x', #变化应用于x轴\n",
    "    which='both', # major ticket和minor tickets都会受到影响\n",
    "    bottom='on', # 打开沿着底端边缘的tickets\n",
    "    top='off', # 关闭沿着顶端边缘的tickets\n",
    "    labelbottom='on') # 打开底端的label\n",
    "\n",
    "plt.xticks(rotation='vertical')\n",
    "\n",
    "### Adding percentitles over bars \n",
    "height = [0 if np.isnan(p.get_height()) else p.get_height() for p in ax.patches]\n",
    "ncol= int(len(height) / 3)\n",
    "total = [height[i] + height[i + ncol] + height[i + 2 * ncol] for i in range(ncol)]\n",
    "for i, p in enumerate(ax.patches):\n",
    "    ax.text(p.get_x() + p.get_width() / 2, height[i] + 5, '{:0.1%}'.format(height[i] /total[i % ncol]), \n",
    "           ha = \"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### manager_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:424: MatplotlibDeprecationWarning: \n",
      "Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warn_deprecated(\"2.2\", \"Passing one of 'on', 'true', 'off', 'false' as a \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top10_managers = train_df.manager_id.value_counts().nlargest(10).index.tolist()\n",
    "\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = sns.countplot(x=\"manager_id\", hue=\"interest_level\", data=train_df[train_df.manager_id.isin(top10_managers)])\n",
    "\n",
    "plt.xlabel('manager_id')\n",
    "plt.ylabel('Number of advert occurences')\n",
    "plt.tick_params(\n",
    "    axis='x', #变化应用于x轴\n",
    "    which='both', # major ticket和minor tickets都会受到影响\n",
    "    bottom='on', # 打开沿着底端边缘的tickets\n",
    "    top='off', # 关闭沿着顶端边缘的tickets\n",
    "    labelbottom='on') # 打开底端的label\n",
    "\n",
    "plt.xticks(rotation='vertical')\n",
    "\n",
    "### Adding percentitles over bars \n",
    "height = [0 if np.isnan(p.get_height()) else p.get_height() for p in ax.patches]\n",
    "ncol= int(len(height) / 3)\n",
    "total = [height[i] + height[i + ncol] + height[i + 2 * ncol] for i in range(ncol)]\n",
    "for i, p in enumerate(ax.patches):\n",
    "    ax.text(p.get_x() + p.get_width() / 2, height[i] + 5, '{:0.1%}'.format(height[i] /total[i % ncol]), \n",
    "           ha = \"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### listing_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6521: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(train_df.listing_id.values, bins = 50, kde = True)\n",
    "plt.xlabel('listing_id')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df.interest_level, train_df.listing_id, jitter=True, order=order)\n",
    "plt.title(\"Listing_ID VS Interest Level\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = ['low', 'medium', 'high']\n",
    "sns.violinplot(x=\"interest_level\", y = 'listing_id', data = train_df, order = order)\n",
    "plt.xlabel(\"Interest Level\", fontsize = 12)\n",
    "plt.ylabel('Listing_ID', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of Photos\n",
    "\n",
    "图片数据非常大，我们首先来看一下数量特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"num_photos\"] = train_df[\"photos\"].apply(len)\n",
    "cnt_srs = train_df['num_photos'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "plt.xlabel('Number of Photos', fontsize=12)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ulimit = np.percentile(train_df['num_photos'], 99)\n",
    "train_df['num_photos'].loc[train_df['num_photos'] > ulimit] = ulimit\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.violinplot(x=\"num_photos\", y=\"interest_level\", data=train_df, order =['low','medium','high'])\n",
    "plt.xlabel('Number of Photos', fontsize=12)\n",
    "plt.ylabel('Interest Level', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of features\n",
    "看看特征的数量和它的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"num_features\"] = train_df[\"features\"].apply(len)\n",
    "cnt_srs = train_df['num_features'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('Number of features', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ulimit = np.percentile(train_df['num_features'], 99)\n",
    "train_df['num_features'].loc[train_df['num_features'] > ulimit] = ulimit\n",
    "plt.figure(figsize=(12,10))\n",
    "sns.violinplot(y=\"num_features\", x=\"interest_level\", data=train_df, order =['low','medium','high'])\n",
    "plt.xlabel('Interest Level', fontsize=12)\n",
    "plt.ylabel('Number of features', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### description words counts "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df['num_description_words'] = train_df['description'].apply(lambda x: len(x.strip().split(\" \")))\n",
    "train_df['len_description'] = train_df['description'].apply(len)\n",
    "\n",
    "#print(train_df['len_description'].head(10))\n",
    "#print(train_df['num_description_words'].head(10))\n",
    "#print(train_df['description'].iloc[0])\n",
    "#print(len(train_df['description'].iloc[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "order = ['low', 'medium', 'high']\n",
    "\n",
    "sns.stripplot(train_df['interest_level'], train_df['len_description'], jitter = True, order = order)\n",
    "plt.title('Length of description VS Interest_level')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.violinplot(x=\"len_description\", y=\"interest_level\", data = train_df, order = order)\n",
    "plt.xlabel('Length of description')\n",
    "plt.ylabel('Interest Level')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 28800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(400,10))\n",
    "ax = sns.countplot(train_df.len_description)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.xlabel('Length of description')\n",
    "plt.ylabel('Number of occurrences')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "order = ['low', 'medium', 'high']\n",
    "sns.stripplot(train_df['interest_level'], train_df['num_description_words'], jitter = True, order = order)\n",
    "plt.title('Num description words VS Interest_level')\n",
    "#plt.xticks(rotation='vertical')\n",
    "plt.xlabel('Number of words of description')\n",
    "plt.ylabel('Number of occurrences')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.violinplot(x=\"num_description_words\", y=\"interest_level\", data = train_df, order = order)\n",
    "plt.xlabel('Number of words of description')\n",
    "plt.ylabel('Interest Level')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 3600x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50,10))\n",
    "ulimit = np.percentile(train_df.num_description_words.values, 99)\n",
    "llimit = np.percentile(train_df.num_description_words.values, 1)\n",
    "train_df.num_description_words.loc[train_df.num_description_words > ulimit] = ulimit\n",
    "train_df.num_description_words.loc[train_df.num_description_words < llimit] = llimit\n",
    "\n",
    "ax = sns.countplot(train_df.num_description_words)\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.xlabel('Number of words of description')\n",
    "plt.ylabel('Number of occurrences')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 词云(display_address, street_address, features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "\n",
    "text = ''\n",
    "text_da = ''\n",
    "text_street = ''\n",
    "\n",
    "#i = 0;\n",
    "for ind, row in train_df.iterrows():\n",
    "    #if(0 == i % 1000):\n",
    "    #    print(i)\n",
    "    \n",
    "    for feature in row['features']:\n",
    "        text = \" \".join([text, \"_\".join(feature.strip().split(\" \"))])\n",
    "    text_da = \" \".join([text_da, \"_\".join(row['display_address'].strip().split(\" \"))])\n",
    "    text_street = \" \".join([text_street, \"_\".join(row['street_address'].strip().split(\" \"))])\n",
    "    i = i + 1;\n",
    "    \n",
    "text = text.strip()\n",
    "text_da = text_da.strip()\n",
    "text_street = text_street.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArQAAAGCCAYAAAAR9VD3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXd8G0X2wL+jZrnX2HHs9N5DSCEFAqGG0DscBwccHO34cfTOUY5ejt7LcfSaHCUQCKRBKgnpIXGaEydxj7v6/P5YSZZkNdtyC/P1Rx/vzsy+mZ3Zld6+ffNGSClRKBQKhUKhUCi6KrqOboBCoVAoFAqFQtEalEKrUCgUCoVCoejSKIVWoVAoFAqFQtGlUQqtQqFQKBQKhaJLoxRahUKhUCgUCkWXRim0CoVCoVAoFIoujVJoFQpFVAgh9gghpBCioB3rfNddpxRC5LdXve2FEMLgc34/xEjeNUKIhUKICiGE00f+iFi0ub04mM5FoVC0PYaOboBC0RkQQuwEert386WURWHK6oFyINWd9LaU8pII8q8Hnnbv/ltK+Y/WtbhrIIQ4AjgRmAbkA1mAC6gENgFLgI+llOs7rJEHCe7r8kvghI5uS2tp73MRQvQDLnLv/iilXNge9SoUitihFFqFQmMBjT9o04D3w5QdQ6My6ykfCd8y85vVsi6IEGIS8AQwOUSRBCAPOAa4WwixGLhJSrmsnZp4MHImjQrgTuB5YBfgcKft6oA2tZT2Ppd+wL3ubQegFFqFoouhFFqFQmM+0Su0gQpsXyFETynl7mCFhRACONy96+Ig/7EUQlwOvAAY3Uk1wPfAL0AxWh/kAOOB44BMYCrwHjCgvdt7EHGiz/bZUsqVHdaS1nMwnYtCoWgHlEKrUGgs8NmOZHH15P+EZoGMc6e9G6L8SDSlDWCtlLKypY3s7Aghzgde9Ul6AbhXSlkeorwR+Ctwdzs072Cnp/u/BNZ0ZENiwMF0LgqFoh1Qk8IUCkBKuR0odO8OFkJ0D1ZOCKGj0do6F1ju3j4yjPg/hLuBEKI/8JpP0j+klNeGUmYBpJR2KeVLwCg0K66i5cS5/7uklPYObUnrOZjORaFQtANKoVUoGonGSjsKSPcp73EfCGfVjUqhFRrnCSE+F0LsFkJYhBCVQog1Qogn3QpjSIQQx/jMAr/LnTZECPGsEGKzEKLanXdhkGO7CSEeEUJsFELUCSHKhRDLhRA3CiHiw9Xrwx1Aonv7Cynlv6M8DillmZTyqmjLB0MIMdx9rhuEEFVCiAYhxC4hxEdCiFMjHDvAp+9ej2HZvkKI54UQBe72lLhn7V/hnvjUKnzHHJjiTtb7tM/vegg4tsOut1ieixBiqBDiFiHEl0KI7UKIeve57BVCzBFCXCmEMIerE/+HqQeC1OkIOG5xsPQQdYQtK4R40KeeqT7t+lAIscN9LkGjfAghdO4x/FgIsdN97jVCiE1CiBeFEMOjaF+6EOI293VZKoSwue+f7UKIn4UQDwshpgkhRCRZCkWHIqVUH/VRHykBLkN7xSmBF0OU+T93fh2aj+hxPsf0CHFMiTvfCaSHKJMLLPORFexjA24O0/5jfMreBVwCNASRc2HAcVOBsjD1rkV7BbzHvV8QpO5MwOpzzMgYjcm7PjLzQ5QRwINok3nC9d+8MP0/wKfc6xHaFFVZtIlNdWHaM9/db579H1rQP8eEke/7uauzXG+xPBfg0iiP2QoMbkWdjoDjFgdLD3FeYcu6r11PPYcDL4VoQ37AcQPR3DHCtduJ5vITqm0Tafx+ivRJisU9rT7q01Yf5UOrUDQy32d7WogynvQlUkq7EOIXNEXK4M77wLew20LSzb0b1H9WCJECLAI8FrEi4C1gA5rF83jgLDQF+jEhhJBSPhbhXI4ApgN2NDeAX9AUzqFoE7M8dQ8CvgGS3UlrgP+iKa89gAuAccBHhPe5nwaYPDKklOsitC+WPAbc5N52oo3BT2jK1Si0B5VuaP3xoxDiMCmltS0bJLRwZR/QODFuMVoflqDNqP8LWp+9Fuz4ZrAGON29/RDa+LrQlGlfNvq0rcOut1ifC1q0DAmsRHtb8jtwAC0KSW/gXDTFbwAwRwgxRkpZHaTOUcB97rT3gU8C6nRFeQ6t5XZgBrAPeBttTAxoiqfNU8h93y4BMtxJS4HZaBEh9MChaNdYOvBPIYRTSvmgb0VCiCTgCxq/nxYAXwG70c43C83//xi0PlQoOjcdrVGrj/p0pg/al7nHIpEdkCdotGTe45O+wp32ShB5V/vIezpEna/5lJkPpAQpMwOw0Gg5GxGkTKC1qQgYEuF85/uUfw3QB+TrgGcC5Aaz0D7pk/9SDMcjrIUWzbrscufXAFOClMkCVvnIeThImZhZaNEUkK0+Ze4JUiYO+DSgX5ttoQ2QGZXVsCOvtzY4lxFAnzD5OuA2nzbeGaKcn7U5Vu2Lpiz+FlrPmCSHkacHfnOXtQMXhSjXnUYLriNwbIDzfOp8LsI5TAKMsRhb9VGftvooH1qFwh9fP9ojAvJG0BitwDf0Vjg/Wt+0+YGZQpt85gkXdgA4R/pbkACQUs4B/uneNdJokQzH5VLKzaEyhRCH+rRvE3C1lNIZUK8L+Afwa4S68ny2220lMeAWtAcNgBuklD8HFpBSlqFZ+SzupGvcVsq24jQaw4/9IKW8P0ibrMDFaJbwdqMjr7e2QEq5Xkq5M0y+S0r5CJrFGODP7dKwllMDnCulrAlT5kxgtHv7HinlO8EKSSn3oymtLjQl+LqAIr4h8l4lDFLKJVJNzlN0cpRCq1D4M99nO1BB9exb0V7xefAotMGiI3iU4lDxZ0+i8VX9W1LKkjBtex7NJxPgtAiTNLZJKb8Jkw9whs/2s6F+sNxK7VMRZGX6bB+IUDYmCG2ymif4fgnaa/OgSCl3oL3yB8294pg2bNrpPttPhmlTHZq/ZHvSkddbR+JRaAcJIdI6tCXh+URKGclFw6OUW9DGKCRSyk00PoweF5Bd77MdcfKYQtHZUT60CoU/4SIdePZXSCktPumL0F7bCTQF9mMAIcRgtNd+EDr+7ASf7bnhGialrHX77B6L5iM4BM2yGozF4WS5Ge+zPS9C2Uj5HcEhNPqo/iSljDTjfC6aVRQ0n8TP26hdnn514n89BWMe8K82akcwOvJ6azOEEMeh+cuOA3qhPbQEiyIh0N4mtMtDVwtYFC7T/VAx1b1bAhwdRfABz4NqfyGE0efB1Teyw6tCiIHA+1LKbc1ss0LRKVAKrULhg5RyqxCiCO1Hb4QQIlM2xlH1WFsXBBxTIYTYiGblOBK3Qot/bNr5IarM9dneEkUTt6ApGJ5jQykYRVHI6uH+L4Ht4QpKKYuFELVAUogivrFm28sC1pK+C3ZsrPH0a5GUsiFC2fZ0z4COvd5ijtva+gnNs7i3pbtJa4nUj6k03l+90CZ1NYd0NEUYKeU6IcTjwM1oDwD3A/cLIQrRLNoLga+llIWhhCkUnQnlcqBQNMWjsHosrgghhgHZ7vRgrgPB/GjD+s+6SfbZrgtRxpfaEMcGEkmRgkbl1BroOxuCcO3b67MdNn5pDGmrvmstCe7/9WFLaUTT7ljSkddbW/A5jcpsDdryyTejvZY/E83943T8oxa0Ov5vGxKpH1NbKd/kuyOlvAUtosUKn+ReaL63LwI7hRBfCSHUktSKTo9SaBWKpgRzO/D8d9Doj+eLR6EdJoTwhMHxHBPKfxa0H2EPiSHK+OJrIQ03cSQaPMpKnIguyH+49vlOxprc8iY1i47qu0jfmx5FNiFsKY1o2h1LOvJ6iylCiOnAUe7dVUBfKeWFUsonpJTvSik/l1LOklLOooMsyG5i+Tvr+4Dxg5RSNPPTZBKilPIzKeUEIB84H3gO8ITdE8BMYIU7VJhC0WlRCq1C0ZT5PtuBCu0qKWUtTfFVWI9wWzQ8r55D+c+CFm/SQzSxHn3L7A1ZKjo8xwu02KghEULkENrdALQ+8/jmjRZCjGxl26Ihln3nG5fWRHiyIuR7ZOeJyKustbflqyOvt1jj62ZwhwyzxDJaTNpY4rle9FE8DEa6XppDJY0PTDGdyCWlLJJSfiilvE5KOQrNZ/ond3YamkuCQtFpUQqtQhGAlHILjT/8o4QQ6TQqtEEtrVLKvYBnMsWRROc/C7DcZ/vYkKUAIUQijdbPKrQg8q3Bt+7pEcoeHS7TrUy865P0zxa2qTmsplGJPioKxcJ3lvfygDzfSUI9CM/ECPke2Xqahn4LJGy/tgEdeb3Fmhyf7ZATmdzL3oZaKMWD78IJ0Szx6nu9hPTHFkJkEkMXHHfEEc8EvFwhRKRrsTV1/Y7mjuDpm6lhiisUHY5SaBWK4HjcDnTA5TRGKwg3a90zQ3ka0fnPgrYyj2cFoEuEEOGsOdfQaCX9Qkopw5SNBt8JJdcJIYJOEhVC6IDro5D3EI3WozOEENEc46kjSwjxYrTlAdwTrua4d3NojK8aTL5n1SjQXp37zvDGHffT8zp2ohAiqLuAEMIEXBmhab79ekOYNiVEISvWdOT1Fmt8fZTDKY3X0LiiVih837pE44rhu1pZuIfBa4n97+x/fLYfdt+fbYKUsgLwxClWk8gVnRql0CoUwZnvs32j+7+vdSQYHuvtCBrjo4bzn/UEP/f8QGUAHwkhmky+cYcl8izN6SBMfNNokVL+SuN5DgOeD7RyusMEPYF/iK9Q8gqAv/kkPS2EeE4IEVKZEEIYhRBXAmtpGiczGh5Hi9IA8G8hxKQgdWSgrcrlef3/QojA9d+6/ycB9waRYwBeByL5Es6mMXrBcUKIO4PIMqHFze0ZQVZM6cjrrQ3wnch0r7tP/RBCnEZ0YdF2+GyPjaL8tz7bdwohmkzWEkKcDNwRhazm8iGazzBoPsT/dS9jGxQhRLwQ4hIhxDkB6dcLIU4P9SDrLnM+jVEV1rSy3QpFm6KeuBSK4Mz32fZEN1grpQwXv9KjuAoa/ebC+c96uAnNytPf/X+jEOJNtBBJCWiK3jk0vgq9U0q5PpqTiIK/ASvRZrD/Dc06+V80a2Uu8Cc0ZXYJmp9tTgg5AEgp33UrSM+ifb9cC1wshJiLNnGsBE3Jz3HLPZ7GRRmaHf9SSrlYCPEE2sz2FGChEOJ9tPGzoD1c/JXGMfyN0O4Qz6DFqTUCt7gjW3yBFg1gAJoFeBCaQnFemDY5hBCXocWYNQAPuhXEj4FSoC/wFzQfxS/wX4ihPejI6y2WfAo8gnadTkI7jzfQlNN0tMlMM9Gsr98Qpp+llKVCiHXASOBY99uCH2m03LqklHN9yv8shFjirncQsFoI8bK77ky0pYNPQetTOzAqVictpXQJIc5AuydzgQuAE4QQH6EpugfQxrEXWlzeY9CszrcHiBoHPA1UCCG+cx+7F+3+7I52b3oeMiVaXysUnZe2WlNXfdSnq3/Q/Gh911h/Jopj9gQc83SUdeWi+TfKMB8bcEsYGc1aj97nuKlAWZh616LNgPacW0EUMqeg/eCGOx/fzzzg0CBy3vUpkx+iLoFmhXNEqONHID1Cu/+G9oMeSsbLaBOlPPuvh5F1FpoyHErWfDQrqWf/h1Zer4vdchyd+XqL5bmg+fhWhjmHCjTF7EGftKkhZJ2MthhGMDlN2oH2QFAYpu6N7jJhzyWatoU4rgfapK1o7i8H8JeA49+J8tga4IJYjq/6qE9bfJTLgUIRmkB/2ZCuAz4ErvQzP5qKpJT70CYbnQ94wgzZ0PzX1qNZUoZJKR+LRl5zkFIuBoYCj6FN/GlAUxJWolk+J8og4X4iyPxZSjkJ7ZXo48AytHOyuOUXofmx3o92XkdLzQWiJe2XUso70da3fx7NKlaDNhN9N5ol73Qp5XQZwVoupXwFTUn6FNiPZl3bB3wJnCilvJJGF4dI7foUzUL8Iprlzor24LAYTXE+mkb/xHalI6+3WCKl/AVt3F9EWxzEhmahXAc8DIySUn4Xpawv0R7uPkAbL0uE8tuAMWiWy01o13U1mqXzVmC8bMNVt6SUe6WUR6FZ2V9FU6APoCnl1e79D9GutXwp5dsBIi5Huz8fQFOMi9CuUTvadboIuAcYKKV8v63OQ6GIFULKqL6bFQqFQqFQKBSKTomy0CoUCoVCoVAoujRKoVUoFAqFQqFQdGmUQqtQKBQKhUKh6NIohVahUCgUCoVC0aVRCq1CoVAoFAqFokvTWRZWUKEWFAqFQqFQKBSREMESO4tCq1Ao/sA8tul88hOGYNYlcmKPqzDrEwGQ0sUnu7UFis7pFX4VUU/ZSOWa266eCUNxuGyMTDuSMenHxEx2sLqC9YFCoVAoIqNcDhQKRYeTacrjgt73Mjr9aH4s/q83XQgd5/S6Iyol1VM21u06v/c9XNjnfpaXfxVT2cHqCtYHCoVCoYiMstAqFIpOQ/+kQ1hQ8gEAdY4DLCj5gKKGrQBc3v8pAF7bdgPZ5t7UO6roET+Qadnn+5X1lAtV9ufSz6iw7cXirKWwfhMze1zNkJTDQrZJIim17vZaTHfUrWVp2Sxv/pSsM+mVONwv3ZP22rYbSDd1J8mQDoDFWYtEcnr+DVH1QWB94ep6d+fdAOTGD6DWXokQOk7Ju86vDZ76BySNZXP1EgCc0km2uRfTcy4K2l8KhULRFVAWWoVC0SlJNKRxYo+rmqRX2vZxYu6VnN/7Hq9S1pyym6uXcHLe3zm71+2kGbPDKrPltiLe23kvHxc+zJk9bwHgp+L/clbPW72fecX/aZLuSbM4azkt/3p+r17G79XLOC3/H5RZm7WKcFC5wdKK6rdSVL+VyVlncGr+9ZySd12TNnjqH5l2JGf3up2ze93Oeb3vYlvt6pD9pVAoFF0BpdAqFAqFQqFQKLo0yuVAoVB0KoJOX/UhzZiDURcHgE6E/woLVrZ/8iHM2vM0cfoEBqWMD3t8pimPC/vcz9vbb8PusgJgd1m9MgFsLkuTdE+aWZ+EQZhIMKREOCt/fPsgmNxgaRlxuQDE65P9ZAVrw8qKORTV/+4tX20vB5rXtwqFQtGZUN9YCoWi07Cpegn5CUPClhEi+hdLwcrubSjglLzrvH6t0TC525ksLZ/NCbmXY9KZvcot4FUAfdN9Fd7mEtgHweQGryvSo0AjS8tmc+2glwFwSjvrqhZoEprRtwqFQtGZUAqtQqHocMptRXyw634SDKnMyP0bAAW1q/i9eikHbMUAzNn7CmMzjgt6vG/ZOXtfAQhZtsFRwxe7nyTBkIpeGEk35USc/DQoeTw/l36KxVnL9JyL+HT3o4A2YWx6zkUA3nTftNb2QSi5ra2rb9JoPinUwqGZ9Ymkm3KaLUOhUCg6E0LKTrGmQadohKJlXHvvR6zeqE10+fmTGzu4NV2bg6UvGyx2jvnzs0HzDhmWD8Dz953bnk3y8tb2W7ik32PuPclb22/jkn6PdkhbFAqFQtFs1MIKCoWifRACMtMSqappwOF0dXRz/OifNJYv9jyFTuixORsYlzGDdQfmBy07Mu3Idm2bQnGws/HAfh787Tv0QtNJ7j7kBAalZIcsX1hbSa+k0O5BZ8x7nc+P/mvM2+nhkx2r+Wr3BgSQZIzj+Ulnt1ldwRg3+3EAxmTmk2I088+xM0gxmtu83qt/+ZgXJ58DQKmllhc2LWRtxV6/vg6VHkuaM75KoQ3BlLOfBGBAn2785/HoXuldfPM7FOwsBbq2dU3xx8NzvTeXUNe5Oc7I/167EoDaeivVNRbOvvb1FrcvlhyRfV5HN+Ggwvfa+eu5U7jkrNBh0Dw8/NJcvvpxHdD1vytjfe8c7Px7w3yenHA6Bp3mr33f6jlhlcQn1s/j2cPOaq/mNeGD7b/y2dF/RdAxr5L7JmcC8PrU81lcvJ2n1//EvYfMaNM6t1SXAPB7VTGDU3PoZk7in4ecyBnz/L/DQ6V3FF1CoV22+zAm9lzql+aSNlbtncG4vHkd1CqFQhENSQlxJCW0fJKUouvw4VcrOXvGISQlqvFWBKfaZiE3oTHiRoW1HvC3xHm2H137A0tLdnLriv8B8Oj4UwCYt3cL/ylYRn5CGtV2LcrH0pKdvLFFi538tyFTGJfVi6UlOwGapP9l4buMSM+l1FKHTggeHndyyPYadXpWl+9mbGZP73vuM+a9ztC07uyuq+TiARMBOLrHIGYXruP7os04XC4GpnbjxhHT2XhgP89smE+83ohJb+Cx8acC8GvZbl7f8gtSwpl9RnNsXvjJsABTc/rx3MYFIc/31d9/YVdtBVW2BgBWle/m/rEzWV+5j8LaSuwuJ8nGOB4Kc74A84q2cOfo45hduI7Bqc3zrw/WrpuWz+KJCadp5/D1v1k883puXP4FF/Qb16QPfMcW8I5vNHQJhTYYOmHC7qwImV9z4AaS054Kma9QKJqSmaathnXGCWM6uCWKrkhtnZUPvlzJ5edN6eimtDuZaYnqvokCGWDndMrQLkm3jjqGZaU7vYqshxc2LeT9I/+CQeiY9JX2O//U+h/5z7Q/A3DJwnf58KhLeGr9jwBN0tdW7uWZw84k1RQfsb1PTTidR9b+wDP2Bdw++liGpOZQVF/FJ9Mvxe5yccH8twFNoT2110hO7TUSgNN/eJ0bR0zn/tXf8tyks+hmTvKXu/5H3jz8Txh1es7+8c2oFNrA4wPPa27RJj6dfpm3zFk/vsExPQbz7IYFvDT5HPIS06KSfcBWT15iGlXNUCbDtSs3IcU76jnmZCTQIyE1aB/4ji3gHd9o6LQKrcWxG9AssRIn9fZtfvk11lUYdKlhJHQuvz2FoiuQnpYAwF/OjPzaWKHwxWQ0YLM7+PibVZwzcyypyZGVhYOJ9LQEdd9EgQiYz6MPEirOFWGyus3lxKzX1JfceM3a2+B0EK83AlDnsHvTgCbpvRMzolJmAfIS03hu0lkUVJdy4/JZzD7mcnLMyeiFDr1eh83l9JZ9f9uvrKkoIs1kpthSDUCtw9pEmQXYVlPGrSs1y3M4H+FAPL0X7HwPz+nPLStmk2TU3pBMzx0EwBMTTuOFTYsotdTyl4ETmZLTL6T8rdWlrCgr5LJF73PA1sCW6pKwPs6BBGtX9/gUyiy1AEzO6UuZpZYcc3LQPvAdW2gc32jotArtvpr3ASit+xq7s5Jfi473yzfpcxiQeV/I43W6bKTrAEIX3ROJohWI6ONfKiKg+lLRRTn12FF8OmcV9Q023p21gmv+fERHN0nRCUkxmdnfUI3OrZplxGkP0Q6XZoSyuZwU1R/wlrc5nU1kGIUei9OBUaej2FIDQKLBSINTU6Di3QpRokFTrALTm/M165ISnRD0Tc7yWg33NVTjcLlwSBcmnd5b9u2tS5l7wjXYXE6+3L3e3QYTZZY6ssyJfnL7JGXw4NiZXuUzGuYWbWZMZn7I811XuY+Hx53cRIEelJrNQ+NOpt5h45yf3uKrY/9GKL4v2swbUy8gPS6BKlsD721b2SyFNli7hqTm8Mja7wG4ashUHlozlwv6jwvaB75jC3jHNxo6rULbN/1W9/9bWLHnKMbnz2/W8Q77WsqLD0Nv6IPnmSa925zYNrKFlFXWsnB5ASvXFlKwq5TyA3XYHU4SzCZys7WnkeEDczlp+kiG9I/Of8UzMeHJO8/ksDF9cEnJ94s28/VP69m5p5zqOgtpyfH0ydcczCeN7cu5Mw8NK3N/aTUff72KZb/t0PbLahACcrJSOGxMH86ZOZacrBRMRn3Q40+94hXKKms5/+RxXHvRNL88i9XOsRc9h8vV+CQ+65W/0S3D/0Z869OlvP7Rz2SlJzH71eA3oc3u4Mt561iwrIAdu8uorrWQkmSmf+9uTJ80iJlHjUCvjz5gvEceEDOZvn3p249AVH2paCSa8QaiHp9Yj3eoexEIej9Gcy8CFOwq5dsFG1mzaQ9FxVXU1VsRQpAQr31v9O/VDdDCok0d35/kxLafCe1LbnYKR04cxE9Lt/D5d79x/injyEhNaLXcSOMNNPt+7Aq4pOSHnzfz05ItbN5WTGV1PXEmA7ndUpkwujcAZ804hOzM5AiSopfZXHkt4f+GT+OGZV/4RTkAODZvMJcv/oAscxI9ExstllO69+Oviz+gmznJ6+t69dCpXLH4A3onZ3gteDeMmM51Sz5FAjeMnO5NA5qkN4c/L3iHeIMJu8vJZYMnAZBqMnPnr1+xr6GKa4Y2PrhNyu7L35d8SorJ7PUBvXvMCdzx65ck6I1YnA5enqKFK7xt9HHcsPwLEvRG+qVkcd2waU0rB3bUaKv4Xb74AzLNidwz5oSQ51tla+DG5V+QGacpz0adnp6Jaawu30OSMQ6B4KSew8Oeb6mllnT3Q0aqKZ5SSy0L92/jh72b2VN3gPtWz+HcfmMBKGmobZIerF3D03NZV7kPgAEp3fitooiHDj05aB/4ji00z0J7cH0DKBQKhUKhUCj+cHSJhRXWF1/CiJy32qstQNuF7Xrlg8W8O2u5n2UyFELARadP5Irzp0bd3juuPp7pkwZz22OzWLmuMGT50UPzefH+0IHt5y7axCMvz8Vqc4QsY44zcvtVx/Hzyu3MXbwJ8D/v2x6bzaIVBRw6ohfP3usflmXV+t38/b6P/dIeuvkUpk0Y6Jd2++OzWbi8gCMmDODhm09t0oYtO0q4/fHZ7C+tDtnOPvmZPHqrNsMyv3t4F5Ro5PnKjCQPYtOXbY3v9Q5Efc23pI7WLKwQ7XgDUY1PW4x3rO9Fl0vy77d+5PPvfiPar+tBfbN567E/R1e4lXjO96/nTubIiYO46Mb/4JKSs08cy/WXHBX0mGjDdrXF+MSalvxWRGJ/aTW3Pz6bLTtKwpYzGQ3c+NejOWn6iIjygIgyo5X3R6etY9+2lPN+eosPj7rEuy+B8396mw+P+kuHtamN6LoLK7REmbXbllFX/RBS1iFEPInJt2OMm9wGrWseg/vm4HJJTEYDY4fnM2JwHr16pGM06NlfVs2iFQWApvBJCf/5fBlDB3Tn8PEDopJfVlnHvc98zcp1heTlpDF1XH9yuiVjsTrYvbeCX1Zp7gOTx/YNKWPp6h088NwcXFIiBBw5UXutN/nQfqQmmamsbuDXdYXMW/I79z37DXk5wX9Ehg3ozqIVBWzd2fQLdP2WvQCwxPTZAAAgAElEQVQkxpuoa7ABsHHr/iYK7e/btWOH9u/ul76zSItwcc29H1HvPv6ICQOYcmg/0lISqKyqZ/HKbSxeuY2de8q58q4PAHjz0QtDvlLbWVThJy8ameHkhepL334EoupLRdPxCTc2QMTxaYvx9iXwXgSC3o/h7kWAd2ct57NvfwM0N5Xjpg6hT89MkhPNWG0O9pdWsWVHCas2aBNpyyvrOLMDZtvXN9jp2zOTY6YMYe7iTcz6fg0XnDIOoEWvsaMdb6BF49NZKa+s4293fkBZpTaJZuKYPtp1k5mM1eZg07b9fPWj5p9ZXWvh4Ze+w2DQccIRw8LKAyLKjEbewcrswnVB0z1RC7oCU3P6c9PyWd4Yv3V2G+f3D+7OdDCcbyBdQqENRXn9D2QmHBM0r772eVIzP0SIeKRsoLriClI7gUI7beJA7rp2BkdMGEBivKlJ/jknar4pr3ywmHc+XwbArLlrolZoP5uzmvIDdVxx/lT+fNoEdDr/BxmPZdhmD24ttNudPPLyXK8j/P03nMRRhw1qUu6k6SM4c8YYrn/gU3bvqwwqa+gATQmtrrWwv7Sa7t0afWE8Cu0J04Z5f6w3FuzzO76qpoHismo/WQBSwn3PfA1AfYMNnRD88/qZHD15sN/xJx89krmLN3H/s99QWaXFOnzg+Tk8d+85TdrqkekrD4goM5Q8iG1f/pHxWCUDxyfc2ABhx6ctxjuQwHsRCHo/hroXPcz6fi2ghYX6zxN/Dukb6+mnTQX7GNgn+kkcscLzBuLScybxwy+bsdud/Mf9HXbz5cG/p0MRbHxCjQ3QovHprDzw/BzKKmsRAu75+4kcd/hQv/zpkwdz7kmaknLV3R+yt7iKx1/9gcPG9CUtpenMfY88IKLMQHlAUJkHI81R5DqjdRbg2mHRT8TsyoprKLq0D+3Oymas0NLCyeMFO0uZcvaTUX087gZhmyFgxrRhQZVZXy49e5K3zObtxVG3t/xAHaccM4qLz5jY5McTtB9UnU5gjjMGPf6nZVsordC+/E6YNiyoAuZhxKAeXHzGxJD5Qwd0984mDXzNtX6LpryefHTjTbV5W7FfuBbPMUL4W2iXrt7Blh0l3vwZRw5v8mPn4bipQ/0sDavW7+a3jXualPPI9JUXjcxQ8iC2fflHZunqHUHHJxiesYk0Pm0x3oEE3ouh7sdQ96KHqhrNkp/XPS3sRC8htM+wgbkYO2ByocOhzUbvmZvu7a+v5q3jq3nr2BfBZSCQ5ox3S8enM7J+y15WrN0FwKnHjGqieHrISk8iKz2J6y4+EtAm2X4xd01YedHIDJQXTKZC0VnplBZaq2MvcYYe3v3AGLQeHK6qkDISEq+kqvwcpGxAiEQSU26LeTvbEqNBT++8DDYW7Ke6tnnBjS86fUKL6/3l1+3ebV9lMxQzjhzOy+8vDpqXlBBHz9wMCvdWsGVHCUdM0KzMu/dVUlXTQG63FAb2ySYlSfuRrq61sHN3Of16ZQHwu1uRz++e7rfy0E9Lt/jVc8ox4dt5yjGjmLNgo3f/+583M8btxxlMZiR5gTKDyYPY9mV74Xkoi2Y5z/by8W3JeANhx6ctxjsYrbkXPfTvncWGLftYv2UvcxdtCqmQdDS+D6OXnj2JuYs24XBqoZje+mQJd1x9fKhDm9Be4xNLPMaPaAh178xdtMm7feqxoyPKOWxMX4wGPXaHk+VrdjZZdthXXjQyA+UBUS1l3F54FmUIjGXbXBmtOb4taHBWoxN64nSJkQvHAJd0YHHWkmBIpcXWvghIXDhcdoy69ls1sFMqtGv3X8j4/B+9+4ExaKPBGDeFtLgvW92W5qz+8vm3v1F+oK7VdXpIdit60Uwg89C9Wwq52eEWnAiPx2dVr9f5veYPRVZ6EpnpiZRXBj/vYQO6awqtjx+txzo7sK/2WnRwPy002Yq1u9hYsL9RoXVbaALbscHtrgBg0OsY0j98O4cO6O4N6eN0uli3uahJGY/MaOT5ygwlD2Lfl39UWjLeQNjxaYvxDqS196KHy86ezA3/+gyXS3Lfs9/w4Ve/csoxo5g+aZD3YbAz4DthLTc7lZOmj/C6S8xZsIE/nz6BnrnRBZBvj/HpjKzdrJ230aj3TtAMh9GoJzM9kf2l1ewqarpypq88IKLMSPJiiVNqLioLS96g3nkAHTqOz/0HOhFaLVlQ/BoAR+Zc0eJ6FxS/1qrjfdnbsIlfKz4HwCBM5MYPZUz6Sc2Ws7l6Pr9XL+S83k+ELVdi2cay8g8xiDj6JU1gcErzYz07pJXPCu8iP2EkQ1OPIsPUM2i536sXsrXmF0y6eMakn0S2uX+z6qm0FbG2ck7M+joaOqVCOy5vrt++2ZAfNA7t8j3B47YB1By4nuS0f/vst2wp3Oas/vLT0i1RK7Q795Tzy6rtbN1ZSlHxAaprLNQ32Lx+aFa7A7u9aUDpSGSlN12RpDlUuNufkZqA0RDda8us9KTQCu3A7ny7cCNbfVwOPD9WHj8/jwKyYu0uNm7d551hu8VtoQ1UBst8+jgjLRFDhPiTRoOe9BQtrl5ZZa3XDSCYzGjk+coMJQ9i35ftQWdc+rYl4w2EHZ+2GO9AWnsvepg4pg8P3HAy/37rR8or6/h9ezGPv/o9T78xjwmj+zBj2jAOnzAg6musvbj4zMP4ev4GQPMnf/PjJdz7fycCTX2JA2mP8Yk1sVj61jNnwG53cvg5zfu9qqlr+ibPVx7QLJnB5MWS7bWaf3W6KY+j0v+G3WVFJwyUWLaRbe7Pnvr15CeMoNS6g25xfdlZt5IByZP8ZFTYdmN11pJizGG/ZSt9Ew/lgH2fXxpA38RD0QlDExk19jIkLootW8mM602GqdGyX2bdSbm1EIMujm5xfUkxNvVLr3dUkp+gvUEYk34yXxc9TF78MLqZ+3HAto8S6zZ6JowiXq/NH/GkAX7ph6SfwraaZRH7rMFZTXfzYMZlnsFnhXfRK3E08frUoHX51udJb3BWsa12GSZdAt3jB5NmzA1Z1wH7PkamHU+OeQBfFv2LE3JvItmYRbW9hP0W7Q1KXvxwEg3aQ6rVVUdh3W/E6ZPIj/ePklFm3UmCu1yCvvUP+aHolAqtCHhCy0g4Omg5g64ZAaWdkf1b24Pd+yp5/NUf+HV90zA+OiEwmbRzTzCbqJc27I7mKbVGQ+vcoust2oziSH59vsSbQ5cdOkC7YUrKa6iqaSA1Od5rofX4xfr6x24s2A9AXYONomJttZhhAQptg8Xu3Y4zRXcJm+May9X5zGoPlBmtPF+ZweRB7PuyPeiMS9+2ZLwh/Pi0xXgH0tp70ZfpkwYxeWxfvpm/gVlz17CtsAyH08Uvq7bzy6rtZKYn8qdTxwNw5gmHRKUEtjXZmcmc6nb/+HTOan74eTMXnzmRPvmZEdvXHuMTa2Kx9G1r2h7sTV6s5cWSbnHapLPfKr8i29yfHvGaK82qyllMyDyX7/Y9zaX9X+O3yi85tvt1mHUpLCjRLLTn9n4cgOVlH9MrcQzf73+ewclTsTprKaz7zS8NwOqsZVjq0V4ZnuN31a/i9+oFjM84i+/3PcPpPbXVRxucNSwufZtxGWcyv/hVzur1UMTzEQh0woBOGCi1bGd5+ceMSDuOb/c+yUl5t3HAts+bBnjTjbrmT7pzuKxIXOiFMWRdQJN0l3Qi0KEXBkxR1mvWJzM89Vh21K2gd+JYFpW8xag0bXGH7/Y9xcy829ChZ/bu+xiTcQrVtmJEgnbfCyEorFtNQe0ypueEXp0sVnRKhTaQ/hl3B00f2u15v32nQ3N+r6v5F3brL1SWztAypA2jueOXYSwqPsDlt7/vffI9dEQvjp06hMH9csjNTiEpwey3JN+1937E6nae4BAfZ6TOx1IcDQ6HK2TewN7dvD5Z2wvLGDGoB9t3lwEwfJCm7A4b2Kiwbt9dhs3uYNuuUqTUXhsP6uv/ZJxgNnn70GK1Ew0Wa+P5BJuQ55EZrTxfmaEm+MW6L/+oJJi1/o3l+LTFeLc15jgjZxw/hjOOH8PWnSXMXbSZ7xdvorSilvLKOp59ez4APy3ZwlN3nklCB7XTl4tO1yY6fjlvHVabg9c/+oUHbzw5oqLaFccnFsSbjdTWWUlPTeCua2fEVB4QE5mxIs2kzZM5scfN/Fb5FcvKPuTk/DvRCyN76zcyKOVwCmqWkG7KA6B7/CD0wn9snTgYmnoUO+t+pW/SBArrf2uSBlBY/1tIGYNTptEr8RB21q2i2q4ZvvRCT5wuiWRjNvGGVMz60MazjVXzANjXsJn8hJFkxvViSdl7HJJxCj3ih1Fu3cWe+vXst2zxpgHe9L5J45vVb79XL2BD1VwOz74Mky6BgtolQesCmqT3TRpPbvxgii0F9HQrndGgF0asrjq21SzF6qpla83PADQ4qyixbMMlHfRNGs+gZP+Y+aWWHZRbCzmj5wPNOseW0iUU2lDEG/v47esN2nKAKemvUlf9AIkpwRXhjuLl9xd7FbErzp8acVa7Z0JFe5KemkBdg42KA3U4nK6oLD2ekFjBMBr19O+dxeZtxWwrLCMxIQ6n00XP3HSv/5/n1Wx2ZjIl5TUU7CpjW6Gm9PbvlYXJ6H+Z5mQle/uxoqoeu8MZ9nWrze6goqrxtXXg8rq+MqORFygzmDyIfV/+UcnJ0n5Moh0fTxiscOPTFuPdngzsk83APtlc9afDWbSigJfeW+QN+bbu97289N4ibvxr8Ddb7UlmutuF5fgxfPDlSuYv28LWnSURFdquPj4tJSs9ido6Kw0WOxNG90YnWjdhx1ceEBOZsSbRkMGUbhexqORNyqw7STflUdSwgfGZZ7Og5HXGZ5wZ9niBDuEO2ORZKMo3zTc9GAY/BVcrl27KR+JiW80Sjut+fdj6h6Vq99kh6ad400y6BKxO7Xq0uuox6eL90nzTm8vglGn0S5rAkrL36J80MWRdQJP0llJQu4TxGWdRYtnGkJQjGZ7qH4avqGEDFldTV7kEQxoJ+jS21S6jf1LbR/Hp+PdSbURnU2ZBC6APmgXhwlMjP5XtK2leqJtYMMg9QcvhdEVcpQa0V1r7SkJHmwAY5nY72LGnnG27tCfg4QOb+u54LLVbthd7g+MHLqgAMGJwYwQMp9PFJrebQig2FezH5ZLeV2gjBvVoUsYjMxp5vjJDyYO26cs/IiMG92jW+Gwq2B9xfNpivDsCnU4wbeJAXn7wfFKT40lN1n60AiNDdDQXnjYBc5wRKeG1j36J6FpzsIxPc/FEZ7BY7WyO4rybIy9WMmNFQc0vFNT8wpy9T/DD/ueospfQLa4f3c2DsDpryTDlUdywhRzzAGrspSwqeYsKWyEVtkIWlb5NnaN5k9Z8ZUQ63iUdlFgK2NewmaXl72NzNTSrrhGpx7Kh6nt+LH6ZansxeQnD/dJ806vs+/3aVe+M/BuQGdeLBEMaO+t+DVlXsPTmsrz8Y2bvuZ+eCaPINvdnSOo0ttcuY97+F5i3/wW+3fckTmknL34YtfYyvtv3b77b9xR2d38l6NOYlnM5m6t+osy6gzLrjma3oTkctAqtQqFQKBQKheKPQZdwOaixrqWg/C7q7FuQ0t8f8fA+BUGPqat+BJt1Pi6n9kSqN/QkLav1Ybxag2eSULzZ5A0jFYqV6wq9q7u0J5MP6cuPv/wOaH5vgROyApn382a/+JPBGDagO59/B0X7D2B2v2ocFsxCOyCX+Uu3sq2wjD37tQlhwcJdHTd1CLN8An7P/n4to4bkhax/9g9r/fanBwnS7iszkrxAmcHkQdv05R+R46YOAYh6fDpqvDuStJR4r6/5irW7/Jbz7QykpcRz9olj+e8Xy/h55TZSEsPHpjzYxidajj98qPe8/ztrOQ/ffGrM5MVKZqwYkKyt3Nk3aTwSFwahXRP5CSO9kQOuHPg+AEZdPIdnX8Lh2Zf4yZjZ41YAZvS4CcAvtJQnzTc9UMaI1OO820dkX+bdXlL2HjN63EyOeSCrK//Hnvp1fi4MWpvM3nMIJE6fxEl5d+CQNq9Lg28aNLo6pBq7Bz23YPROPITeiYcAMD3nKm96sLqCpQNkmHoyPedKAFzSya661U3qMerMTMw8l4mZ5/qlG0QcJ+fdid1l1fZ1Jm9M3xk9bnLXZQQEGaae3pBdM/PaZx2ALmGhLSi/h7T4KRySO4tD877z+4TC4dhMerdviUs4jYyc5egNHf8ll+eOSVlWWev1EQ2kcG8FhXsr+NcL37Zn07xMnzyYDPcEgq/mrWPh8uAPDKC19dUPf44oc6hbeS0qPuA97xGDgrkcaGk7i8rZs1/zBwym0I4ems/YET0ZO0KLn/fdoo3eJTADmbtok19w8WEDcxk3sldImb7yopEZSh60TV/+ERk9ND/o+ATDMzaRxqctxrut+HbhxoiTo3bvq2T9lr3eJaX7u2M5dyYuOGWcd8LWdwuD97WHWI93V2HUkDymHNoPgIXLC3jmrZ8ihm+02R38uGSLXzSQYPKilekrL5jMWKMXRq8y21nomTCKtQfmsLDkDSqsu+mZMAqd0Ad8IqtPBtF0gqJBmIKmt5ZQMiPV1fS8Ip+bUReHURfXZIEKra6O89HuEhbaBsd2xqR/hiD6OIsCzUdLug4ghAnpan9/1ECOO2IYr36grQR1478+48LTJjCobzZxJgPFZTUsW7OTOe64jVJqUQA2uENctRdxJgM3X3EsdzwxG5eU3PHEbI6apD0MTD6kLynJ8VTXWli3uYhvF27EJSUDenejYFfosGi9e2SQGG+iuKyG6loLcSYDA3o3DfA9pF8OOiHYsqOEBosdc5yRfj2D/zDf7Z6te+mt71JZVc99z3zDj79sYeq4fqSnJFBZXc+iFdtYvFKL+edZaeze604M2c67r53hJw+IKDOcvFB96duPQLP6sqthtzupa7BRW2/1plncUR/2lVSRmBBHYnzkNxbQdHzCjQ1EHp9Yj3db8cBzc3j05e8ZPTSPYQO607NHhmbhFILKqno2bt3H3MWb/JSPC09r/QplsSYlycy5Jx3Km58siepNRKzHu6tw999n8Lc7P2BXUQUff7OKH37ezJRx/enVI4M4kwGL1e6NL7u9sIwNW/djszv432tXBvVN9sgDIsoMlAcdH0qwI/C1EnvwWEYPJnRC3ynO65GNH3PbsHNaLadLKLRGXRZ2ZxkmfU7Ux5jitThpBuNYKkqmYoqbGuGItueCk8exesNuVqzdRWlFLU+/+WOTMp612h+44SQOVDewYcvX7d1MjpgwgNuuPJ4nXv8Bu93pfW3u+e8hMd7E3X+fQeHeyrBKmBAwpH93fl1fSG2dlVFD8oIqMPFmI317ZnqtuMMH5oYMwJ6dqc18f/nB87n10Vns3FPOohUFLFrR1Aqal5PGI7dor9nyu6eFbGd2ZrKfPCCizHDyIHhfBvYjRN+XXYFthWX83/2fUFtvDWoJ8kzyOeua171pcSYDifEm3n/mEu89EEjg+IQbGyDi+LTFeLcVNruDFWt3sWLtrpBlPNFArr1oGtMmDmyvpjWLc086lE++WR1V0P5oxxs6fnxiSXKimVf/dQH/evFbFi4voKKqni/nrQt7jE4I9LrgD4UeeUDUMsPJUyhijYvYuNp1CYW2b/rNbCr5Oz3TrsZsyMfXpJ1gDL4cm83yHQIz8Yl/Ij7xonZqaXiMRj1P3XUm3/y0nm8XbqJgZyn1FhuJ8Sa6d0th4ug+nHvSoYAW8mlfacdZlU+aPoKxw3vy0de/snyN9iNaUl4DQPesZCaN7cc5M8eSnZnMzz5WklAMG9Ddu5hEMHcDb7mBuV6FNprlYvO7p/HOExfx9U/r+XGJFhKots5KcpKZ/r2yOPKwQZw0fUTUqyj5ygNiIjOwL337EWh2X3Z27HZns8OPWW0OrDZHxGDu0Y43ENX4tMV4x5r3/n0JPyzezPote9mz/wAHquux2hzodTqSE+PonZfBoSN7MfMo7bw9D3udkaSEOC44ZRyvuN9URSKa8QY6dHzagqTEOB6++VQ2Fuzn2wUbWL1xDyXlNdQ32DDHGb0r+vXrmcUhw/M58rBBpKWEDsvkeUMVSWa08hSKWJJpSqbaXk+KMaFVckS4+GztSNhGLN45GElwn59Qk8LAgbXhO2zWnzAYh2JOOA8hElvbToVCoVAouHrV1Tw+6nESDdrvyt9X/53nDnkuJrIvWXEJmaZMv7QnRj8RE9nhqHPU8er2V9lVv4u8eG0i3tX9r/aeY7T8XPYzU7KmhC1z2UptEtYb495oWWNjxO81v/Ph7g+pc9ThcE86H5Q0iCv7X9mh7fojccPqV9lUvZu8+EyvX+5rE/4v3CFBX912CQvt1D5NX9FGxkBc/Ezi4mditXzDgbKzSe/2TczbplAoFIo/HkadkXkl8zilxymRC7eA9lBgA5m9dzZ58Xn8Y9A/+HTPpwB8s/8bzs4/O2oZEsn/9v4vokLbWXhl+ytcN+A6+iT2wSW1xYzKbeUd3Ko/Fk8dckVM5HQJhbZlOLA2fIPNMg+DaTRpWZ92dIMUCoVCcZBgFEYc0kGto5YkQ9PVySptlby5802q7FWkG9O5rO9lpBhTWl1vtb2at3e+rdVhr0Qv9FzQ6wL6Jfbzyw+WF4k1B9Zww6AbADiim7Zc/NNbnvYqtJetvMzPouq7/+aONwFNGSyxlvDQpocAuGPoHQDst+znte2v4cLFkOQh6IW/i0i4/vLNA4L25+3rbmdat2ksKV9Cgj6BW4fcGtU5u6QLk06LBOCZ3d8trnHS8k1rbmJ8xng212xGh47L+11Od7PmDreuah2f7flMk4MLl3RxYu6JTM7UwnnVOer4cPeH7KrfhUu6yDRl8o9B//DKbs1YHUwsLF3Puzt/JC8+k3tH/Ik3t8/l0n7HRT4wgE6r0C7aOSBEjsCk70ZmwtH0Sb8Fgy64v1h15dXExZ9KcvrTdJHoZH5IVxXWqpuQzj0IXS7mjDejOs5pW4redFhM2mCvew2QGBP9n55c9k3Ya5/HaV9JQvayoOmAX15bUl8yMWJddfs0X2udcSQ6fS6m1EcRutb/uLQHU85+MuYyf/7kxpjLVCg6G21579hcNo7OPpp5JfM4tUfT2K7vFr7LYRmHMSVrCovLFvNe4Xtc1f+qJuVCcdOam/z2PRbb9wrf4/juxwMwOHkwRQ1FvLTtJR4c8aBffrC8SBywHyDDlAFAmlGbYFdpq4zq2Ev7XurdvmzlZV5F1sP7he8zPXs6U7KmsLJyJd/u9w9NGa6/fPOAoP1ZYi0h2ZDMfcPvwynDhzrz5YJeF/D4748zMXMi07OnA5Adl+3NL7eVMyR5COf2PJefy37mvcL3uHGQdg30T+rP7UNvByBOF0eto5Y719/pVWjfL3yfdFM69w2/D4HA6rL61d2asTqYmLN3BS+P+zv3b3gPgF31kVfWDEanVWjH9gi+CILEhdVRRGHVS2yveJBBWY8GLZeS/mpbNq/Nsdc8jt40HmPiayCtkQ/wPS7zsxi0wIl07gdhBDyLWWiXi844lLj0F6gv8V+bOVR6Z0DotC/n+KxZOOo/wl7zOKbUBzq4VQqFoqsikaQaU3FJFzWOmib5m6s389e+fwVgbPpYPtz9YbPkh3I52FC9gX0W/3COBmEIme+bFwnfuKKBMUZbS0FtgdcvdXTq6Cb54frLNy9YPoCUkomZ2m9PoPU3HBMyJjAsZRiLyhbx6GZNnzih+wkcm3MsoPXDiFRtwuUh6YfwXuF73mNLraXMKprl3dcLPTX2xmthbdVaHhr5kLcv43T+8XZbM1YHFwKH+yGkzmHB4mzZwjCdtvcSTUND5iWZhpNgHMia/eeGLGO1zKG+5nn0ht6kpL9IXc0TJCbfFLJ8Z8Nh/ZGEFHdYL5+g046GL3HUv4eUDejjJmNKbnytYq26Gad9HZYKbcURc8ZbANhqHsdlWwW4ELp0AOLSXw5bv9O6AJ1xNELE4bTMB0BvPqbF5+O0/YK9RvuCNibfht40AUvFRZgz3qFuv7YSVGL3zVgq/oI54233MSuw1zwGODEmXoXerH3BOCzfYq99BtAsrrj9nqLFkHAm9SXPYuKBkG0L126AhrKT0Jsm43IUgNBhTn+dhlLt6V4Y+iJ02UjnfoRIIC79Ba3dYcauofRYdKYxuOyb0cdNw+RzrX764uXNOj+FQqHRHvfO0dlHM694XhNlRAiBdM93jvXka49bgMeKGiw/VF44Uo2pVNgqyDHnUGnXLLMei20gNpfN63MaLR7FTgjRRGEO11++ecHyPWVaqhAmGZKY0X0GEzM0hfiu9Xd5FVrp/vPU69vuFwte5K/9NEV7YNJAHNLBFSsb32hKZMQHg5aO1cHE+b2ncePq19hVX8zNv73BNQNPapGcrvcuXqFQKBQKhUKh8KHTWmijQYZ5OrTUf0R6ty+prrwGAKcj9LKjnRJpA9E0wLwhfgaG+JMBJ/UlU/ysfHGpj+O0LvRaZj04Gr7AnPFfdIb+QHRP1I6GWZhSH0Kgx1ql+Qi1xkJrq7oPc+a7gMRScTHxWXMQ+jzAhc7QRyskbe409zHV92LOeBchzDSUzSTebaG11zyKOfMjdykT9fXNdbEwaP0bpm2R8lz2DcSlPYvO0OjA73Jqr44Ss76irngsid3XU1/SuNZ3uLFzObZhznwPocugvvgwPwttbrfW+/p+uv0YsuJH4XRZ6Zs8A2j+E/CvZU9R7yjBrM9gfLdbwtdlHolRn8T4brdgCuHnHopvd1/MCT3/E1XZcHVJXCzadxtH5D4WVoanHBCxbLQE9ne/lJZZHBStIxb3TiQ8E5Ps0n+Z2GEpw1hVuYqpWVNZfWA1Q5KHxKS+4SnDWVC6AMDru1tlryLVmOqXHywvEmPSxrCwbCFn55/N4jItVvDY9LHe/BRDCkUNReTF5/Fr5a8h5RiFkXpnPQn6xrii/ZP6s/rAaiZnTmZj9TY5qUgAACAASURBVEY/iyuE7y/fPCCm/bm3YS894nsA2sQ1gHRTul+ZtQfWMjZ9LL8d+I0BSY3ze+qcdWSZGlezXFq+1O+8RqaOZG7xXM7IOwOABmcD8frG+L6tGauDiVFpfXnu0Oj9y0PRaRXaOlvwtbslEqtjH7urXiQ9fnLQMhoC6f6CkbIGKZsX6L3DEUbNdzZgjWt7/fs4rYsQujSk60BUoszpb2CvfR7pKvZO8NLHHRmyvHRV4rStxFJ+nnff89/jstBcpKsUodNmjkpnMQA6fU+kswS9cZy7TAk6fX7jMY6dWA9cC4DQ9/CRVYXQNTrte/xjo2+MFSEav1SCtS1SntBl+SmzWppbmRIJCF0q2u3V+Lop3NgJXWbjOTXD/ytakk29ODL3KSQuvt39lxYpWKUNa6JSNJNNvTiyx9Psq1/GmvKXGd/t5ha0ODrC1SXQRaWgRluu2e1qZX8rug5H5xzdZJLTBb0u4M0dbzK3eC6pxlQu7XNpiKObx596/Yl3dr0DwN3r70YimZQ5iZm5M/3yg+VF4pQep/Dq9le5/rfrvXForxlwjTf//F7n8+zWZ0kyJDE8dXiTWLkeZubO5L4N95FmSuP2IZpB5IJeF/Da9tf4vvh7RqaObKI0husv3zwgpv351s63qLBVYNQZSTFoDyeX9210VTHpTGyp3cKX+75Eh44r+jW6FJyTfw5PbNFc0hL0CfRL7EeuuXHhoAt7XcgHuz/gng33AJqP7b3D7vXmt2asDiYe2vgRdwxrdCFt6VK4nVahXb33NIAgCyoITPos0uMPp2/67SGPT0i6iqryC3A6tlJVfiGJKfeGLNsZ0ccdjr3+HYyJl6NZVTXvEHvNkyRkr0RiwdHwv6YHSjvgBBqVIp2hP3FpTyNdlTSUaUsCh4sK4GiYRVzqQ16l12ld7E03Jl7SovMR+mykqwSkROg1xU1nHI6t+n708doNbKt+EEPCBY3HGHoRl/okQp9L48Q0ELpUpMu9PKwwR63Ye7DXv4ve3BgSJFjbIuaJYN464X2lwo5dUHmxReKiyrYDk04Lkl7csJJNldoEh2HpF5MdP4biBi1CRWD6ytInqHPsY2nx/QAclnNPxPpyEyayruI1AEota9hU+V8keJW7nolHUmn9nbUVr6IXZvTCxKScxvu01LKG0oY1DEuPvNKfb10WZwUA6ypep9yywauEf7v7YtLiBmBxVJBpHsbIjMuxOCu85YCwZTdWvkONfTc2Vw2lDWsAmJB9G/mJ06Lqbwjd54Fp3+6+mCSj9nAXb8jE5qxGApNz/hmxLxTtg+8iCsmGZF4+1H9eQpoxzevr2lzeGv9WyLwUYwrXDri2xfnhSDQk+oWVCmRCxgQmZDTOMfBYHgM5ucfJnNzjZL+0XHMu9wxr/N4IPDZcf0XTly1doOHOoXeGzXdIB+f1PC9o3hHdjvCGN/NwPud7txMNiX6T2QJpzVgdzFTYmk6yjIZOq9C2bDGFRoymCaRlNb6Kdtg3trZJ7Yop+VasB27A0fAZYCI+S1OA9OaZWCrORxj6oTMMbnKcIf40GspOQejzMLsjPVgqzgNMgMSY8OeIdTttSzAmXuzd18dpoVI0BfsS7PXv4LL+gnRVYq28Cn3cURgSzvFLB/zyTCn/xFp5JRKJyf1woTOOwmG9zBttwFp5HabURxr7IOVBzUIr4tAZx3pfwxuTb8ZScZFbxhh0hr4Rz8mj9DaUnYbO0BdTamNolGBtiyavuUQau7akxlbIT3v/jzr7Po7N1xS/NeUvMT1Pm7D2Y9HfOS7/NdaUvwTQJH1ct5sos6yLSpENxprylziqx7PohIG5u7UVgnomHsnK0ic5PPdhzPpGS49OGKiwbqK04TeGpV8cSmRIzHptEsv4brfw7e7G42vtRRyT/woGYeabwj8xMuNyr/uEb7lQZXfXzef4fC183nd7NOtQKGU2WH97+iFYnwem2Vw1XuX+q11nc2qf2U3aqOiaPLL5kbD5tw25rZ1acvCj+rpzU9RQzisF37CqsoDLl2sTvW3SwYSMQS2S12kV2uawbPcUJvb8OWwZS/17JKX+q51a1HqELhNzRtPXu3GpD4U9zpTSVOEwZ37erLrNTUKeCb90Y8JFkHARcQGlQqUD6E2HoQ9oh9Clk9i90bc5MXdbwDHjgoYgM5hPxGA+MapzCSU7Utsi5QWzcPumebZ908KNXbBjY0myqRfTezzH93uuwOmygB4cLgsGt5+2w1Xv/m8BaJLecrRrp8q202vdTTI2+knbXbV+yixAnWM/S4rva4EbQHgLeaKxh/e8dBFmQwcrm5twGEuK/4lRl0RewtSwxwfrbwjd54FpJl0yeqEFe4/T/7FnQB9sKCWq/VB93bnJi8/k/pF/5sWtX3F1CyMb+HJQKLQeKktnhMxzOXd3KYW2PbDXBX9FY0y8rJ1bomgvhqVfxOaqDzg06wYMugQc0q3A6szu/9okjsD0lrC79ie6mUcCkGzsyYTs2zHq/NeEN+gSsDgrvFZVgHh9JtNyn2Jpyf0ckfs4ehHsESl0XaFoTlzNYGUrLJs4LOeuJgp4OHz7GwjZ57Ho745m3KMvMjq/u3f/jT+dQWltHQAvLFzG2qL9fH75BaEObzaFlQfolR5bZX/8Yy8ytmcPqi1WLp88jumD+8dUfmdhwadLyR+YS//RvVn0xXK69+7GwLH/z955x0lVnY/7mbZTtje2UbawLL0XESmKWFDRoCLYEmyxxtgSk2jUrz2xJOrPqFgSK2JFUaQIShfpsGzvvffZ2am/P+7O7PSZbewu3IfPfpg5c+57zrn33Pe+95z3vMf3TJc73vnbJyxacTYpU0b1aR19ydXrDDx97Suog4V75vpHljM8NY71r29mxxf7ePHHns0mudSjm64MRoOJ9//vc6oKa5iycDxLbznPa/6W+lbamtuJTYx2+c16DoA+P78ARr2Rt/+2lsZqYQc2mUzKfW/ehlzR9+s4vNEXxiycZgatImAqAEGhz7r81tLk3zZ4ZxKi4XrmkRB4Dicb3kdvbmFq5B3sqhD80KdE3gnA1Ehhpalzendo0RfzU/l9qOQRzIwS3ESmR93L7qpHkUvUhAQIinlyxG3MjH6QfdVPIZeoMVk6WBj3AiBBLY9iYsTNHKx9mdnRnkdZ3JVVod0LQEnbz7QZKzhQ809SQq5we3yFdq8tH+A1b4e5id2Vf0clC0cqUQAQpIhnUoTnWKf25xvweM57c74HC8lR4bxznaNfZHSQ8ALz+NLzWL7m4z4t74Ufd/HKVX272C4pMpw3V12BVm/g+v+tO20N2or8aoLDhe16KwuqUWmUWCwWMvblUFNax4Sz04hK6HrJLDhRIuQtrGbWhVORK2QUZZRRkV+F2Sys6s87WgQIhteJXZlMPGcs+ceLSZ40kvL8KvKOFjFlwXhCIoVyy/OrbMfZpzvL9YTJaEIigYf/d5dD+uV3XsAv3x9yye+pDs5pntpbmlNBzqECEkbHMmaG5+1pt364k5CIIG568hr+efMbjJ0zmpCIICRSCZFx4ZRklQMQFR+BQW9k/eubsFgspM1IYfbSqUgkEo/nwN82WOvv3AZn9n1/mITRsdz+z+sB6NB2IFfIqC2rx2w2k3u4kLRZKUTGhbv0D8DWR9qatBz5KZ2g0EAmnpOGTC6juqSWrAP5TJg7hohY7y+e7+VvZkfNCeR2C6LXzL7X6zHuOK0MWk2QZ2d2peqiU1gTEZHBhdX3E2DJcMF1ZJh6OsPU0x3yWb87pwN+h9K6KnmrS1qUaiKL4l5ySY9QjnVJt5YTrZpCtMp1RyFfZcVp5tr+tzeG7etv/RynmeuSz1NeCTIWd/q60hmaZ0vp790atO7ON3g+585p7sr39/wPBQ4Wl/H23oNgsbB86gSWjB3NHz7fwMvLBVcimVSKyWzmvi+/5/y0FLZk5mI0mUkdFsX9583jH1t28EtBCQ+v32ST+dzlF7KvoIR39wnhpG6bN4uZIxNY/eEXTIiLoba1DalEwjPLfO8RrwlQECAXHo+rPxTcnpxluGvDUOLk3mx0bTqKTpaSOGEEhg4jRRllRMSG8cSKl3l1d9dOik9f+wqX3raY4IggpFIJJVnlvPfIWi79/RIObDrKeSvn8fVrQpSHax5axku/X8Pbx/7Jhje3culti1n3wgYuuHEBL9zyBn/54G4q8qtY98IGAIf02rJ6F7neMBpNtDYKbjqBoWokEvezMPnHijzWwT5NHaRy297WRi2v3/c/rnlwGdUldV4N2pP7srnmoWUAzFk6jfTdWSg1SgJUChatmMvm94WQa4uvPYfAUA1tze2ERQWjChJmotyd2+624elrXwFwaIM7kieN5JW33rWN/o4/KxWAQz+e4NcfjnDxTefy/O9e58mvH7IZ2tb+AfDq7ifRtXXw+NUvseyOC6gsqmHygnFUFdXw7iOfcvFN5/LS79/iL+/fTWCoxm0dADKaS3hvTs8WUNpzWhm0UqcV6vYEKM89hTURETn9KWzZ6DY9Mdiz689QJl5zFnuqHkMqkWMwC1PpqaG/cXseTtdz4I382gZu/qjL39x5tNael7fv5p3rlqOQyVjxzicsGTuaSyaksSkjB4ClE9LYmpnHJePTuHB8KssmCTtHLl/zEfefN48/LVnAvsJSnrv8Qhe5/73hKkAwRNeuvoZjZZX868pLCFX7585hslg4WFRGVKDwAD5WJsQmdZbhrg1DCbPZjMlowtI5CqgIkCNXyMg+mE9bkxazSYhZLpVJCRsWwhV3dw0KHfrxBEtuXMDMCybz66YjwvFKYdYifW8286+czd4NB0kYHcuebw6y7I4ljJ87hqKMMk7syiTrQD7L7hDiitunl+dXu8j1RnFGGf99bB0ANz+10uZ+4Iy3OtinzbpImOV1bm9gqJqw6FAObDnK5Xdd6LYMK0a9CXmAYFrJA+QY9EaUGvduU9HDIxmeGkt0QiRTFo73eG6724awYUL4Mfs2uCM+JYY/vXMH3761BYC1z6/nkU+EkdG5y2Yw/fxJHN+dSf6xYsbOSnHoHwBmk5mTe7OZfeFU5v+mK/rF3g2HaG3SsuvrX2mqbSH3SKGtfe4IDwhCZzKgkim81tcXp5VB21R3HQChkR/Zvrv7LCIi0nvONKNtYoToouMNdy4Hnsirqefh9UJMUasf7JKxo20jrksnpLEjr5D/u/R8PjlwlKNllYSqVVQ1t3qV224woFYIjzWtXtg8ZVREmN/GbEFdA3ev+5bkyHCeumyJ7XjARYa7NgwlJs4by/TFE6ksFEIgbv5gB+0t7dzw6JUc35XpsL1sgMrR0FBpAmhvFfy+O7TCeY5PiQEgfU8WKx64jDUPf8xV911CzuECmwHU1qRFHaxGE6K2pdmnu5PrjeRJI7n737/zmc++PHd1sKZ5aq9EIuFP791BYXoJT616hX/9/LjHskakxZN/rIiYkVEUHCtm3JzRNNY0YzIKIUgbaxxDUkmlUocthD2dg+60wbn+3oiIC+O3j10NwLuPrKUwXXBX0Da3A9De2oEqUOnSP0DYClipUdLa1OYgUx2kYtGKuSy5fr5fdchvrWT5rieJU0cg7Vy/cMa7HIiIiIiIDH5GRYbz5KXnE6QMsKVJJRImxQuLyjZn5JIWE4VMIuG9fYfYfPdq9CYTG45n2vLrTUYXuZqAANoNQrpaYX2o+78YMCkynP9cs8wp1f3x7towlIlPjuGjZ7+ipqweXVuH17zzLp/Fsze+Rv6xYioKqgFImyn4G2fsyyEhNZbsg/mMnpZI0qSR/Puudziw5RjaFh0Tzh5D4oQR/PsuYbGVQ/r44S5yu0NlYQ3fv7ONksxy3vv7pyy/R3jpvuDGhR7rYJ/mTe7af6wnMFTDiDFxHvMBXHzTufzjptfZs/4AZpOZa/96BdXFtbxwy5vkHS2iqqjGIf+YmcmsefhjMvblcNNTK92e275ogzv2fHOA3esPoNIIfbi1UUvypJEUppeyf+MRSrMrqKtoJGniCFob2tz2j/FzU/n+nW28fPsazGYLd750I4tWzOWFm98g69c8OrQd/OG1m2wj+O7oifHqDon9W9gA0qtKWMN2iSO0IiIiIgODuygHO3MLAdialccPJ7O5ZGIaK6ZPQmcw8p+dv6BWKEiOiuAPiwS/53aDsLvj9f/7jA9uvBpNgILHv/uRem07wSoluTV1fHqTEOT+uc07yKutA4TFZ88su4D9RaW8vecAFouFW86eyZzEESxf87Hf0RVWvPMJ625e5ZBmXczmLONIaYXbNgxlDB0G5Ao5Eg8+l84Y9Ubb9Lov9DqD25FDd+lWuSajiUM/nnA5Rh2oZOI53d/61l1ZnurljNFgwqg3ogr0HXUFhHNpb8RZzBZMRpPb82U0mMBicfjN07ntSRvcnUfrOTR0GGyLz5RqwbDd/P4O1MEqzlo6zaEN3vqHXmdAoZQ7+DF3aDsIUAX47E87ak7wYeE2EtSRPDbxOt7N38xNyV593d0K7P/tiURERERERERERET6kdNihNZKbaXwxiaXC875RmOuw+eo2EyPx4qIiIiIiIgMHkxGE0d/znBJV2kCGD+3Z7tJnYm4O4/ezuFP6/aiClRy1iWu0W76g78cfY+nJ/+O/0v/iMcnXs9jJz7kiYnXezvE7QjtkPChbek4Rm7dI7QZsrFYHP2m5id27TQlGqxDg+lrXqdB1+72t4tTUnl9qbMPm4jI4KXDZOS6rz7jZE0NN0+bwQNneQ81JCIi4h8yuYzpiycOdDWGPN09j4tWnGr3GQlGi7Bors2oQ2fyvSDQHUPCoM2t+zth6nmMifoHEknvwjqIDDypkZEUNTZSr2vHYDINdHVERHpFQUMDByuEYOnfZGeIBq2IiIhIN1g1aiEPHF5DkbaKh468w1093DlsSBi07cZ8poZ/gYRTux2bCCS9+mKPjy245wG36Z8uv8b2uVWvZ9Kbr/a4jDOZXSVFhCpVTBoWM9BVGfT0pB976r8ussPDmR4bT0ZtDasmTO52OfaI1/T05GBFOT/kZbO3tITK1lYaO3So5HJiA4MYFxXNeYlCoP6LR49BJR8Sj2WPiH1YpLtMDkvi1Rl39FrOkLhzFNIoDKZaAmTiDXK6ERRweoS8OdXUarXc8PXnoovGIEApk/PF1at8Z/SBeE1PP8pbmnnkp61sLyxw+a1NrydPX09eQz0bcrIA+O+xw6xfcd2prmafUKsV4qGKfVjEXx478SGPT7wOiZNL7P2H1/DSNM9bintiSBi0SeEPkVF9DyPC7kQlH469P7BGcXrutT0YSY2I5LdTpg10NUQQRkFEus9g7sPiNT29yKqr5bfrv6CqTdgMQiaRMCdhBDPi4olUa2jR68mqq2FHcSHNHUJcz2vGTxrIKvcKsf+KdJcWQ7uLMQtg6WGcgCFh0GbW/BELJtKrbnH5zX5RmEj/EhcUzHUTpwx0NUQQHx49ZTD3YfGanh5YjdObvv3KZsxOiYnln+dfRGpEpEt+g8nEt50jtJelpp26ivYxYv8V6S5BchU7ak6wILprwdre2gxU0p7N3A4Jg/acxCy/8jXUdG3FabE0YTY3IZPFYzZVIpXFEx69qb+qKCJyyjCYTOwuKR7oaoj0IeI1PX14etdPgOBuADAtNo4Pr7gajcL9gmaFTMbysZ73uR8KiP1XpCc8NO4q1uRt5KPCbUglUiwWC0lBsfx53NU9kjckDFpP1Gm3Eqk53/Y9PHqj7XNL4wMEhz4PEjlgpKXxbwNQQ5FTRX17O/89eojthQUUNzfSbjQSqdYwLSaWq8ZPtC26cMdlaz/kRE0V4Wo1v6z+PQqZ78WHepOJOe++QaNOx8ToGL5d6T5mXnZ9Hd/nZPFLWSm5DXU06nQopDIiNWrGRw0DYNmYsSxNTfO4QecbB/eTWVtLRp2wZWJ+Qz1Gs7D398a8HI8LnvxZ1FTS3MS7Rw6xq6SQ8pauPcYTgkNYlJjEzVNnEBMY5FMOdC28+uLqVUyPjcdgMrH25HG+yc6koKGBZn0HESo1KeERACwclcht02f5JXswMfnN12jRu98atDu+g/bX1d9rCu6vq33+z65cycz4BE7WVPPB8aPsLS2muq0NCxaGBQYyPTae6ydNZUZcvF/1tL+3gG7fX/ZYgB8L8vg2O5Nj1VVUt7XSYTSiUiiIDQxiTOcI5pyEEVyYkkpskOe+Z5UFeJXnj6y+orqtja+yuuJ9quRyXr5gqUdjtjs46zig29fB2k/87SOAx37iqf9C7/WSN30O+N3n7Ovgj15aOCoRYEjqpaFIsFzN/WnLvebZXHmIC2L9i4c7pA3awoYXHQxae0ymEiwYkSDHYjFiMuWf4tqJnCp+LMjjj5u/p1XvGLuusrWFja0tbMzLYUmysMHGv9w8XFZOnMQj26toaG9nS0EeS0f7Dti9JT+XRp0OgGsmuPd7e/SnrXx4/KhLutFsprTZQGmzMIKzOT+X8zJP8uYllyOXum7e9/yenT7r0xPWph/j7z9vcxs6Lae+jpz6Oj46fpQXl1zMRSmpfsutamujqq2V275bz7GqSqffWm3TsDA0HxxpkVE2g6JBp+tx6Ln+uq55DfWk11Tz5K6fMNkZGQDFTU0UNzWxPiuD+zrDi90z6yyPsjzdW+B6f7m7t+xp0+v5/ffr3Y7k2S+QAsEgWpdxgu9W3tBtWc7yfMnqS77NyXToD5ePGceo0LBey+3L6wD+9xGA+86a57aP9Ff/9aXPgW611crprpdEBqlB22EsRynveivUGvLc5jOamzzK0ATeQmPtbwA9oEATfG8f11JkMLC7pJjff7cek8VCpFrDjZOnMiYyiuAAJaXNTXyTncme0mK25Au+1n/Y9B1vX3qFg4wrxozjmV0/ozUYWJt+3C+D9rMMYV9stVzB5Wnu9xSfEZfAh8ePkhweweKkZCYPi2WYJpAWfQfpNdX899hhABra29lWmM8Hx4+weorrm+j+m293SZv9zhsAnJeYzHOLve557ZZvsjP5y7YtAERrArl52gwmRsdg3bTvaFUl7x45RF27lrs3fst7y5Yzf2SiX7KLGht4/ddfOFFTxdzhI1gwMpHYoGDaDHoKGhr4sVB4uVySPDQXdH521UqH7z0NPed8XXt7Ta28d/QQ2XW1qOQKrp44hbOHjyBcpaa8tYWfiwpYn5WBBXhp325AGIE7e/hIFznu7i3A4/3l7t6y5+ndP9sM0HkjRnHZmDTig4JRyeXUtbeTVVfL3lLh9wPlZVzvxdfZXpYveb5k9SX7y0odvl86pvc+sZ50HNCj6wD+9xEQ+om7PuKp/0LP+7A/+hzoVlut+KOXhqpOEhFwHQ4SERERERERERERGUIMyhHaY5XXM2v4Ntv3g2UXdltGgOoCAlQ9H+UQGdx0mIQtkB/YshGTxcKYiEi+vPpaAp3i2l4zYRJP7/qJtw8fBITprC35uTYXBIDAgAAuSx3LpyePs7ukiLKWZhKCQzyWXdnays5iYUXvxaNTCQ5Qus13WWoaI0NDmR7r6oO2OCmFiztHgi9b+yEdJiPrszLcjtBGawI91kUpk3n93R0t+g4e2b4VgPjgEL5eca2LjHkjRnHluAn8Zt3HVLS28MCWH9jx21v8Cvr+8i97kEmkvHvZcs5NTHL5/ZH5iwAwWXoWmmWw0dNYyp6uW0+uqT1ZdbVEqjWsXX4NoyMiHH67Im0cM+ISePSnrba0D44dcRl96zAZfd5b4Hh/ubu37NmYmw0II8IfXHGVi8/4RSmp3Dtb2HKzvr2dwADPU8n2sgCv8nzJ6ksyO/3crUzp9PnsKf1xHaBv+khf6yV/2mp17+pOW634o5dOF510pjIoR2hnJmx2+K6SD2d+Yq7Ln1Ke4FFGh24jDTWX0NxwJwBtLS/0a53PBHYUF5L06os+/04FX2dl8HVWhs3v6dnFF7hV9AAPnHUOSpkcpUwwxj7PSHfJs2qisMOT2WLhs5MnvJb9RWY65k7F521nKJlU6taYtZIaEUlqRCRTYoWHntV/sL/57OQJ26Kmh+ae4/HBExMYxENzzwGgRtvGl5kn/ZKvN5l4dP4itw8Ne2QST8vgRHrLI/MXuRgqVq6dONlhod/hygqXPP7eW9B1f4H7e8sZhVTmcQGklQi12ibTlyxf8vyV1RdY/eoBNAqFx5ddf+nP6+BPH7H2E3d9pK/pz7aCf3pJJpGIemkIMyhHaCUSx2pFaBa7zSeXBnuUodN+Snj0tzQ33AWAySjGqz2d2FbQtcgvVKliakycx7wquZxRYcLCjOy6Wo46LQgAYSRlbFQ0mbU1fJaRzh86R4qkbpSbVYGmhEcwM97zS5W/xAcJ/djdgo/+YEdxIQByqZQLU7yPbFyYkops6w+YLBa2FeZz7UTfW7sGByi5evxEn/kGAutLmS/83fZ2MKJRKLjUSzxTqUTC6IgIm/FQ1651yWO9v3zdW9B1f3m6t6zMTRjBxrwc9pWV8NjP27h39lwi1Gp/muRVFtBreX1Fm909HKjo/S6I/XEdwP8+AsKCKXd9pK/pr7ZaGcx6ScQz/kY4gEFq0DqTEvGo2/Rx0a95OUqCxWIAwGJpwWLp/xvydGcw7bJ0oqba9rmpQ0fKay/5fawn5bxqwmQe+/lHyluabS4F1jAuVg6Ul1HY2AD4t6uPyWJhX2kJO4oLyaytoaqtlaaODtoNBnRGwW3C6j5xqsisrQVgVGgYarn3qViNQsHI0DAKGhs4aXfOvTEhepjbaA0ip4ZxUdE+z3+I3cih0WmVO3TdX311bwH89ZxFHKqsoKqtlfePHWZt+jGWJI/m8jFjOTcxuVt9xl4W0Gt5fYVaobC9mLYbDb2W1x/XAfqmj/Q1/dVWK6JeGrw8n7GOP49bwYH6bF7L2cDimCnckOh+INMbQ8Kg9YRakejxN03QHTTVXYvJmENT3fUEhjx26ip2mjKYQR9hQAAAIABJREFUdlmq78WIgSfl/Jux43hu9w7ajQY+TT8GuBq06zrdEeRSKVeOm+C1nEOV5fz5x03k1ju6EgTIZAQFBDAsUJjqr9e1O4zs9DcNunYAwlQqv/KHq9QU0GA7zhehfsodCAbTS1l/Ea7q/ShlT+8vb4bP8JAQNq66kX/t38On6SfoMBn5LieL73KyCFeruWrcBG6aMgPAZ8xYe1mAV3mnIv6slRClymbQtun1dJiMvXJ36I/rAH3TR/qa/mqrlcGsl850Wo2Cq8664p38Z+ZdPHdyXY/kDGmD1sovJfOYM2K3Q1p72/soAmaiVF+KXDEOucJ9aCWRoYnZznl/TGQUz53X+wWAwQFKLkkdw+cZ6WzpDNhe395um8bUGgx8lyvsWrckebTX6c3M2hqu/fIzOkxGFDIZ106czNKUMaRFRRGqdFSsd37/DRvzcnpdf3+x7p3t7/qH7u6rPZjHQAbTS1l/oeiDUSjr/dVX95aVcLWaJxYu5t7ZZ/NFRjqfZ6aTXVdLQ3s7aw4d4INjRwB4cO453Dx1hl+yAK/y/JHVVySHhdt2CLMgzIb0ZmFYf12HvugjfU1/tdXK4GuxiBWFRE6lroFIZTBqmbKbT5wuTguD1h0h4a8BFszmGlqbHseoP0REzL6BrpZIH2E1JitbW9EZDUyL9e5z5S8rJ0zm84x021v/F5np3DptJiCsrNYaDJ35vLsbvLhvt82V4PWLL+P8JM/xDQ2nYDrPnnC1msrWFr9HXBs6F7qEDcJRHZH+IUKt7vN7y1n+rdNncuv0maTXVPPh8aN8kZluc8N5audPBCoUrPSy6NJfed2V1Rumxsayq6TI9n17YX6vDNr+vg6DicHQ1uONwrX7ouQXjGYTF8dPY160+8GwZoOWVmMH8erwHpfXZNDyz5PreWrKKlvaZ8V72VZ5nP/Mvs0hr6f0vuD/Zf8AwJK4KYwJdj33xxuLWVu0C6VUwcSwESwf4Xkzlp4Qr4nkr0f/yyMThBjfbUadjyPcc9q+tNRVTaeh5lLaW98lMPiPojF7mjE+apht69jipiZqtG19IndGXLwtaDk4rqC1BvVOCA7hnBGjvMr5tbwMgMSwcK/GLEB5a4vX3/uaidGd5625yWage0JrMFDSJOyKNT4qut/rJjI46I97yxMToofx7HlL+KozTJN1dfubhw70ibzeyOouS5IcF1muO3miV760p/I6DDQD3dYqXROvZ2/i9exN/Gnc5Tw1ZRUzI1KwYOF4YxFbK49RrRM2c2oyaFlXvJfvyg6yqyaTXTWZtpms4rZaNlccJaO51FtxAPxclU5tRzM5LV1RJK4eORelzHVtg7v0Mm0d26tO0GQQ3DWyO+UcaSjkSEMhALktwqK5Sl0j26tOUNfR9bwpaK1mV00Gls5/nqjXtzI1PIlHJl7FofoCcloqbHXOa6kkr6WSndUZGC0mj2V545bkC3l3zn0kBwnG9IvTbvXrOGdOW4M2MuYQ4dEbUAfdRFvLK9RXzx/oKon0IYuTUlhsZyhapyr7glV2o6/ZdbWk11TToGtnd+cuRlePn+g2+oE92s6HWLCX0DNFTY0UNTWSWVvjMY8nFDIZAM2d4be6w+IkYQ90k9lsi+fpiY252bbYjM7+xCJ9S2+uaV/TX/eWNyZED2P+iFHM73xZLOucuu+tvL6Q5S+TY2KZGB3TueseVLS28OyuHT2WNxDXoacoZLJe6qWBbevumkwuHT6TS4fPRCMXFsQpZQoMZhMFrdWoZQE8fOQjAHQmA20GHQFSORpZABqZoOdbjDpeyvyWSGUwVe2edzK1sqc2i3vSlvJj5fFu1zenpYK3crcSKFfy5PHPaTfpWVe0m6K2Gp5J/4Jn0r/AbDHzZck+KtobeD37B4IVap5O/4JWo46ithr+k7MJuUTG3tps9tZ6fxaAEP3CGipPIRWu9d+OfsLB+nzajDqkSNyW5YvnMwSf2QP12fzul5f4oPDHbp8POI0N2uaGe2hrfp6O9o2oA28kPHrLQFdJpA+5ctx4rhw3ntjOkFf/ObifTX74oR6urPA5KvmbseMd4tZuyMlic14uJrMZqUTCCj9Cv1g3ZshrqHeITWlFazDw0NZNPLR1k4M/sL9Y5R+rqqKh3T/XAStXpI23xZ59Yd9uhz3M7alqa+WFzu1RQ5UqrhzrfRGcSO/ozTXta/rj3tpTWuzVN65Nrye9ppr0ztXu3jY38SXLXp4vWX3NE4vO44lF59leej84foSHt22mucOzkVfW0uzW6O4vHdcfJASH9KoPD3RbdSa9g3FqRS6RIZPKyGguo82ow2wxE6MKZURgFCnBsUyPSGZ6RDISJATJlYQHBLKvNpsJoSO8ltds0FLUVsPJplL21GZ1u747qk9y1cizmB2ZyqzIFI40FBAglXO8sZjzYiZxXswkdlRnMEITxa6aDFoMOn6qSqdRryW7uZz9dbksjZ/OWVFjmBmRwswI7zOJP5Qf5onj65gankRi4DASA4UR9XBlICtGnc1F8dOQSqRuy/KF86Kw3Bbfx7jjNPah7f7e6iLeqWht4aMTR/3O72vxjdlicYm92mEyoTUY0Ci8h5OyGpuvXXQpq75ah8Fk4vbvv2HeiFEsGpXEsMBATGYztVot2fW1tniVpc3N7F19m1f5oUoVF49OBYRg39sL822KesHIROKCPMc/tnLJ6DH8vwO/oDUYuPnbr7jvrLNJCgtHazBwsKKMNw8dsIX/SouMIquu1qdMey5IHs1bh36lRd/Bqq/W8fvpsxgeEoLeZKZR105Fayu3THO/EEYll/PCkotY/c2XVLa2cMknH3DztBlMHtbl63esupJ3Dh+0hcR55rwlXgOdn6k492F/+6873F1TwO/r2pcoZXK39xbg8f7ydW9d99VnxAeHsHBUIlOGxTI8JASlTE5Th47s+jo+z0inpLlrVGuVFz91e1mAT3neZPU11s1U/nrOQp7a+RMAn6Yf57ucLBaOSmJsZBTBAUpq27WUNjdxoKKM0mbBmHWOf+zpOiwaJWwO0JPr0F9c0LlbV0/1kre22rcT6Je2jg1JYGvnSOm5MV2DFt+XH0Jr7OCWlMUcqS+wvUhJJRIsToMREiQ8NmkFea1V/PXox6yZc7vH8n6uPslFcdMYExzH6KBY8loqSQn23986UK6yGYKtRh0amZLhmkiONRZyXeICAF7L3si1ifMp09azJG4yS+O7YrqWtdfTbhJ0l87kO8rORfHTuHrkXJd0pdTx3KtlSpeyfNFXi8JO2xFaERERERERERGRM4PTdoTWoP+FtuZnsFjakEjUBAb/BYXy7IGu1pAmp76OR7Zv9Z2xE+cRWp3RyOXrPqKlo4MWfQdter3Lm9i2wnwmvPEKMomEYKWSoIAAJkbH8J+ly9yWMSMunk9+s4K7f9hAZWsLu0uK2G23ytgZCSCV+H6Ps+6I9XVWBtl1tRRYN1Pwc6Tnzplz+LmokBM1VRyqLOeGrz93+F0mkfDo/EUAJIdHsPqbL/2Sa+WumXPYXphPTn0dWXW13L9lo0sebyN5C0Ym8trFl/Hglo3UtWv5x56dbvMFyGQ8de75LB09plv1Ox0xmExc+umHtv4LuPTh7vZfe/y5puD9uvYl7u4twOP95c+9Vd7SzCcnjvEJx7zmWzlhMjd3RhfxJQvwKs8fWf3BzVNnEKnW8OTO7dS3t9Oq19vi5HaH/tJxfc1dM+cA9EovDWRbp0cks6Na2N774SMfEqrQcFHcNBI0EbyXt53qjibbiCbA+JDhvJr9PccbhbUVd465kPL2Bt7P/4kghYpRgVFuy7GyqzqDv09aQaBcGJHcVnUCtVzJ+tL9FLZV80bOZlaOmoe2s0zn9EsSZvB8+lfsq81Ba+xgcvgozFg43ljMyM6yM5rKGBuSwPiQ4fzfic852VSKzqTnz+OvYNGwCTx6bC05LRWUt/fdtutLYie7lKWQejc1+yrKwWlr0GpbXyM0ci0SiRqLpZ3m+tsIFQ3aAcVssZDt59S6yWKhUaejUadD42M3qxlx8fx04018kXGSrQW5nKypoV7XjgSIUGsYHR7BWcMFf6ZLU9NsGxp4Y1b8cABGR0SQW1+P3mQiSqPxGbHAikahYN1V1/DO4YNsyMmisLERiQQi1RpmxSdw09QZTBomLBxp6tAhgW5Ns4QolXy94jreOXKQTXk5FDQ20GEyERwQQHxwCOP8iEhwcUoq02PjeOfIQX4qLKC0uRnrWrf44GAWjExi9ZTpDA85df6Hgxkz/dN/rbi7pkC3r2tf4nxvAR7vL1/31jfXXM+3OZkcrqiguLmRJl0HBrMJlVzO8OAQpsXFc1XnZiUz47xvKW0vC/Aqz5es/uSKtHGcn5TCl5npbC8sILu+jvp2LRIkhKvVRGk0zIxL4NzEJK9y3Ok4oEfXob8IUQoLqXqrl3zpc6Df2vrHsZcCYLKYMZpNtqgCE6ePQCaROSwGHhMSz8szVjvE845Xh/Pg+GUYzCbUsgBMFjO/1uU6lKHq9NF9ftoNtrSp4YlMDU8E4I7UC7kj9ULbb2EEuk0HeGrKKvRmIwGdBuO08CSmhXf1pQ2L/mL7/PSUVehMBgKk8s7FXXL+NWM1BrPJtsDLEwuHjff4279mrHb4rpQpXMryxS3JF3JLclfbehrlQOLsAzJA9HklmupvICT8rS6DtuE2QiM+6OtiREREREREThm7SxdydsI2ACQSGYcqb2B6bPeebTuKZxKi7JpBmxrzTq/rtaNY8PkOVU5FLg0hLfIx5NIz+2XYZDFzqD7fIU3VaSRPCvMe+vFMYkfNCT4s3EaCOpLHJl7Hu/mbuSnZ6+Yabq3kIeFDe6h8KSVNb6Az+o7rZkUTeDtNdStoqDmfprqVaILu9PvYH45lk1khvAFvOZFDellVt+tsz0s/7LLJ6yt8yewwGrn7/W/486cb+fOnGymsFUZ7Pt57hI/3HuG3b/Vsa7ne8sOxbB5a+z2Pf7W1z89JX/Dw8X/0exl/OvZcn8ozW8w8n/lmj469cf8DPJvxHx5L/xfflPt2J3Euq0HfRIO+ibfy13psl3269fie1tcd9tfM+fr5c266cz22Vu3m8fR/80T6KzyR/gr/zHqre5X1A1/1KWwr5YWsNfx2/4O8nP0uOpP3EEmVulN3n53Kss5UFNJQarSbqdFu7rEMjSKZqTHv2P76Ao0iCY0iiSkxa4gL+g15DS/3idyhjEwiZVbkaIe/SWGjRGPWiY3lv/LGzHtssXCLtNU9kjMkXA6Gh95OvXYbpU1r0CiSiQ5cRnTgUhSySI/HKJTzCFN+a/tuNJz0u7zS+iZCNcL2pKUNzagDFFgscLRYCCVR0dTC9FEJxIQKe4RnVwrTkGUNTcwfk4RcJiWvuo6SOmGFrXUUPLOihrFx0RwsLGNGYgLZlbWMiY2ipK6RzIoaZiWPIEzTtS2qu3SrXF8j6yazBYkEnr/mYof0a+dOBeCnTMe3Rndl2acBtnR37S2sbeBkWTWjIsOYMDzG67ldPnMi4+OH8cAn3/H0VRfazqOvOjiXb1+HkvpGmts7iA8P4WRZFfNSE5FJpRwtLrddL4CY0CCqmloxWyykl1WRMiySpOie7/QyGJBKpPx57O97dGy8Ooa/jLsDCxYeOvocy+LP71ZZ4QGhANyWvNIvw7A3de0JfV3e5qqdPD/5z13bB/f95JJPEgOH82DarTx8/B/cN+Ymn/k/LPqaB9N6NoXXXU5lWWcqAbJIdMYyl/QG3T6Km94FYFTobYSpuuc33Kg7SHHz2wDEBS0nWrPEa7o3ItTnUND4msd62afZpx+pWk1wwAT0plpAyrioZ/i1fDlqxUgCZNEYzdYoGBYiVPOp0W7BgpFARSop4ffza/lyggLS0JvqCFFOIinsnm6dA5GBQmLblKHNqPMr6oI7hoRBOyxwGcMCl2GxmGjuOEB9+0+cqL6FAGkkUYFLiQ68GKnE+7acOu1HBIU+7XeZR4rK0eoN5FbVkRoTid5kJLdacJyODg7k3o++Ze2dwnZ1D3zyHdfMmUyoWoVEIqGgpp5/bdrNyjnClM6u7EIumTqWD3cf5uaFs/j7F1v45r7fsnbfUa6ZM5l3dhzgiunj+dvnm/jnyqWAYMg5p1c1tdjkWmV6w2gy06ITRm+ClEo8ubJkVdS4lOVcPsA/Vy5FE6BwaW+LroNnvt3OLQtnUdHU4tWgtRKqUXH59PHszC5g0nAhVImvOjiXD9jq8PbPB5iTMoIn12/jgompNLd3cMGkVHKr623XC2DtnavYm1vExmPZrF4wgye+3sprN15OkNJ7SKodNfv5pf4IRouJkZp4rht5OX869hz/mPwwgMvnkZp4mgytjA4axTUjLuHX+mN8V7GdaGUkbUYhPuMT6a8AkBI0kgZDM1Ik3DX6Bt4r+JzVSVcB8Hb+p9ySfI3HejUamllX8j25rYUeywe4ZsQlXtvXoG9ilCbe9t1d29yV5Ql37bU/HvB6vr4q20yFrpo2o5bMZuHl6/cpq5gd4T0UnK9z4yz39ymraDO281ru+wC0GbWcO2yux3LkEjlZLfmMDRZ8qa2G7Z+OPU9S4HCqdLVcEncusyImk9Gcx/ryLViwcN4wIdzNnIipLulzIqa6PV/dwXoOAYfz+H7hl5xoyubVzvbdM/pGh/IBWx2eSH/FpS966kvu2uCurMFM0qsv9pks53Bb/YnFYiRUJSysatQdtKXnNbzMtNj/AnCkcjUz4tZ6lKE15HOk6mbb96kx75Df+DJTY95BIlFwsGKFzXD1lO4v7upln2af3txxjAnR/0IhDbX9ZjQ3Mz7qefaVXcTZw7cD8Gv5csZH/ZPYoGW27ynh99NuLGF63EfIJGr2ly8TDdohwqpRC3ng8BqKtFU8dOQd7kq9tEdyhoRBa8WCCZNFi8ncitmsRSKLoU67icKGf5Aa9RyS1uc9Hms2lXTLoDVZLJjMZttIqLALiuChkV5WRauuA5PZgkwqITJQw/VnT7Mduze3mMunj2feGOEBsDNbGOEMkMs4UlzOBZNS2Z6Rx6ioMLadzOPas6YwdVQ8edX1HCwQ3rxPlFa6pJfUN9rkWmV6I7+6nn9vFgLj33fhOQR6MNrc1cG5fICDBWXMT0t0aW+QUklkoIZd2UVcd/ZUv8+xQiajRdfBtpN5AD7r4Kl8AKPJxCVTxrInp4gFY5PYl1tsu2bW6wXCyDXAxZPHcFbKSPbkFFPZ2MLoGM+j/QALomezIHo2AA8dfZbrRl7uMW+lroYnJ96PUhrA/Uee5poRl/BZ6fc8NfEBZBIpN/0qGFc5nYbdA2k3EyTvWtgQq4qiQd+EVCIlNMB7zNswRYjL6Khz+eDZoC1vr+KZjNdRSgO4asTFbvN4K8sT7trr6Xh35+uXuiM8N/lPADx8THAj8GRklmmrePLka7bP3urrLHd2xBRey32fW5OF1bVKaQCPp//bY1l/HLOa/xV+yVrjBgB+l3gliYHDqemo49lJD2GymHjkxIvMipjMx8Xr+fv4e5BL5bY2zImY6pI+J2Kq2/PVHazn0NoG63m8MXE5J5qzHYxL+/Kt52FOxFRyWgtd+qKnvuSuDe7KEul7LECoUtB/xU1vI0FY0GO2tCPrHNgxWbReZVhdDuxpM+SRUSv0PbV8pM90f3FXL/s0+3S1fJSDMQsgl4YglShRSB1n0spaPqG54yhyaSgdpqrO44fb5EqGlnlzRjM5LIlXZ9zRazlD4opXt62nTruFhvZdBAWMIzpwGYnhDyCXhgHQ0nGUk9V3MCFkIQBBoc+6yGhp+nO3ypyRmMDc0SMpaxACXq8/dJK2DmEY/M7FZ3GgoBRBtUgIUDiuEFQpFGj1XbuXtOuNAIyMDONwYTmrF8zkxY07+d38GZwsr6JFJ8ht1XUQqBQcxgNVAS7p9nKtMr0xJi6KR5ad5zOfu7Kc0wBb3ZzbK5HAsysuIqeqjvs//o6Pbvc8omjP9ow8Vi+Yyf58YdMDX3XwVL4VmVRiW1FpoeuadV0v6y8QIO/q+v5MGm+q3EF2ayHBcg31etctDe13+xqmjEIpFV4e5J2rR41mIwGdAaijlIJijlMJK37tDQiAeVEz2Vt3GICzIhwNd39wV74n4tUx/HXcnViw8OiJl3mq0yjy1DZ/cdfe7tR3ath4Xsn5Hxq5mpkR3kOlJWhieHT83YBvH2h3cu3LB9CaPI+QDlNG8lDarZRqhdX1/8p5jxem/JWIgDBkEikyiRSjWbg3S9srbaOVsaqu1d3u0rtzvtzXy7EN3q67ffn2dYhTRbv0RU99yVPbhhLpt/9hoKvQa9SKEehbBb9lmUSDySL0XV8zlu7QyEeRFvkkcmmQX+neqNFuthnd7upln9bT+pY0v8dZCZsxW/RUtW3oTPW9ol5k8PFe/mZ21JxALunSMWtm39ttOUPCoC1tepPowGUkh/8VpTze5fdg5WTMFj2aoPs8ylCqLupVHUZEhPHm9l8AqGpqpV3vebu98yek8NDajWR1LnoqrRcMoInDYzlSXEFiVDjpZVWMTxhGWlwUT3z1I7tzCmnr0DOt09czNdY1fXRMpE2uVWZ3KG1o4vP9JwAoqG7g35t3c8O86fxmxgSXspzLB2x1cyf37Z9+JVilJCnK98P43R0HWLvvKPPTEhkbF01CuLAS1lcdPJXvCes183W9/OHb8m28Nv1xDGYjO2sOAMIKVgCD2UhNR50tr7swJTKJDL3ZgEwio17fCIDEgw9IiCIIs8VEVUctF8bO73Zd/QmT4ozFYkFv7vJb8tQ2f3HXXk+4q29eWxF3jb6BMEXfrpJ2J7c758uCBQkS4tWCW42sUwHXdjRgspgwWczIOw3TONUw7ki5DrVM5SDDXXp3zpc7vLXBYHZ8+fVUL3f90ZNcTzKcyxrMnOqdtPqDKM355NQLMxAp4fdzovpewEJKuOuLqS9SIx4mveYBZFI1gYpkksL+4DXdGa2hAICjVbcRIItkTMSjHuvVlUaP6xuuOpvj1X9AIQ1GJR/e7eNFBg8ZzSW8N6f7fcCZIWHQTo//3kcOCXNHHvCaQyr17ddp5ZZFs2yfV8/vCgI9eYQwzSyXSR0U/VurlzscH6JW8ebq32AwCU7OClnXW8fMJMEo2/6XroUTL6xaSofRiNJu1DBYpXRJt5erkMkwmc3syi50qb86QMGMxARevcExmPvw8FD+eOE8ANv/nurgrnxP7R0eHsojy87DYDKhDvD+kLhl0SyH82stqzt1cC4fuha/PXO1EMtubJwwajR5xOUu1+uKGRNsn++/6BwHOfbT11YeHX83k8PS+GfWGgLlaoapBPeE2RFTeDrjdcIUwcSovAfRvmrExTyd8f+IUw0jMsC30T9CE48Js898hxtPsr/uKNW6Ot7O/5TzY+b5PMYeq8uB1qRjaewiW7q7trkrq8EgzGA4p7trr/3xgNf6thjb+Ff2e4Qqgm1v7cNUUT59gX2dG2e5w3xcN2f+fuJlVDKlzXC7vHMRXZBcw+t5H1HX0cDVw4W++LvEK3k5+12UMiUJnQbwyhGXuqSvHHFpt/pHYVspX5T+QEV7NS9nv8sdKdd5zT8lbBxPZ/w/whQh3DX6BofyAVsduoO7NrgrS6TvsQ/RJUFm8ysNU80mTDXbLxkz41yj3IQopzIlxjUiiKd0ZxaM/NVturt6earrrHjXDWasafa/ucvnbx6RwUd4QBA6k8EW0qynnLZxaJ1pbfpbt3xohwIms5n9+a6hzNQKOVNHuY5kiwwd9tQeZKQmnuGauIGuyoDw1+Mv8MykB4GuSAKPHH+Jpyf1bvGNs9y+kAmOi+hERAYLla3fuE23LqYSERkM3Lr/35S11xGnjkDa6Tbiw+Vg6MahFREREREREREREfHEkHA5OFpxNalRz6FReN92tKHG8yrt7kY5GArIpFLmju7+qlORwc3L2e8SqQzn7Kgud5cdNfvd5rVGXvAHdzK6c/ypZFrYeP6d819kEintnRsH9MSf2JdcbzIH+nz1xTUXObMRR2JFhgI9WQDmjiHhcrC7aBJnjzpiC0/iidYmYd9iT1EOgkM9h/USERERERERERE5tTxz8lP+Or4rOtJzJ9fx8PgV3g5x63IwJEZoNYoU9MYqtxEOHPL1Y5QDERERERERERGR/qVe39Kj44bECG2bPpOixn8RF3w9SrnjIhlfbghGYyb69k2YzVUEhT7T+5qKiIiIiIiIiIj0irL2Ot7M/Z5DDbnEqSIA0FuMzI4Yw12pl3k71O0I7ZAwaHcVjcVicR/fcH5irkua0ZCBXrcZs6URQ8d+wiI/QtK5CYOIiIiIiIiIiMjg4PWcDdzZve1uh65B6y/N9TfZPgeGPoFMNoKmuusIjfyoL8SLiAwKnvxuGx//ctTj79sfvJXYEP939fFXbm9ki/SOyuZWzn1hje17xv95dq8SERlo+lNHAf0iW6R39KWOym0tZ3SQVxfToetD6y8hEe8CgptBh/YrzJZ6zOYGzOZ6pNKIAa6diIiIiIiIiIiIN74t+4X70n7T7eNOK4PWilw+FnnwWACMxix0bR8Mah/acX9/2eNvSrmcMI2KcI2aSQmxnJU8ggVjkghSBng8RmTw8VNWPnd8tN72/R9XXcxlk8f2SNYfF8/j2tlTaGjT0aBtp0HbzmPfbO11Ha1ygT6XLXL6Utem5aesfHbmFJJbXUd9WzvNug7UCjkRgRoAkqLCmT4ynvPGpjB6WOQA11jEHe50FNAjPdWfOgroF9kip56/HfsfT0/+Lbfu/7dDeoWu/vQxaHcWjvYrnwQZ5yRmec0jl6chD06zfde1f4FKfWWv6ncq6TAaqWpupaq5lczKGj47eJwQtYrfzZ3Ob8+ejsbHVrMig4OtGY6+3j9m5PbYoA1WKYXtgqO70vpCodvkQp/LFjn9aOvQs2bnr/xv7yF0Btc1Dq0deloYz+aVAAAgAElEQVQ79AAU1zfyc3YBL2/dzZLxo3llpdcFH6eEy//fB2RX1YpT1J2401HQM4O2P3WU7X9RRw15npwkbI89LnQE96d1bWn/QuYXPZI3KA3aGQmbbJ8lSKhr305j+y4SQm4mQDYMg7me8ub/Eh3Yvf3HhwLTRwp+I5oABRagRddBo1ZHaUMT5k5/5+Z2Ha9s28PGE1m8ft3lAAwPDx2oKov4wGyxsD0r3yFtZ04heqMJgAC59/jKIiKDjfLGZm774Cvyauod0mVSKdFBGkLVKlo79FQ0CeF3zHZrNSbEx5zSujpT29oGQHZV7YDWYzDhSUcB6I0mUUeJ9AtSibBZ7eqkJQ7p86Mn9kjeoDRonUNxVVTdxLT4b5BLQ2xpwQGTOFR+yWln1D6+7HwAUp2m5ZrbdewrKOG93Qc5UlIBQE51HSve/ASAdb9fJRq1g5RDReXUt7UDEBcaTEVTC1q9gb35xQAsHJM0kNUTEekWlc2trFyzlpqWNlva2Nhoblswm4Vjkhxmjawjt78WlrLhWCZ784u5fs7UU15ne/bkFQ9o+YMRTzoKYG9+saijRPqV8IBgh+9zItM85PSOtC8qIyIiIiIiIiIiIjJQDAmD1mhuwTmylwVTZ/qZQYhaxQXjU/nk1pU8efkS5DLh0lmd4u9du8E2hS0yuNia2eWbduv8WV3pGbkufmsiIoMVk9mCyWzhwc++dxidvX3hHD6//TounjjGxadfpZCjUsiZn5rI81dexI/330zgAC9o3ZNXLI7SOuFJR4Grb62ISF/x4JG33X7uKUPCoI3QnMvJ6tup026hpeMo9dptnKy+nQjNooGu2oBw1YyJPLfccSvfkxXVfLDv8ADVSMQbP2bkARCoDODK6RNtCxu2Z+WzPSvfwb9QRMQdboMunmLWHTjGugPHOFhUZku7bcFs7l18NjKpfzVUyAbWF1NnMLIvv5h9+aJBa48nHQWIOkrELwaDjhqUPrTOjI74P4oaXya//mn0pmoUsmiiNBcwKqz7gXuHUoQDb1wyKY0fM/LYeKIrysP7ew9z49xpXh8alc2tAHxx8AS7cgspaWiiub2DEJWSkZFhLByTxNUzJhERqO5WfUxmM5tP5rDxRDbp5dUA1Ldp3a5+duZ/q68GYHbScI95Wjv0bDiWyc6cQnKqaqlr0wJCFAilXAgPNDIijEkJMcxNGcmsxOFIJQN/i2VW1lDa0ATAzFEJBMhlzEsZxQ/p2dS1Cm04WlLBtJFeg0ifNlQ2t/LFwRMAPe5/C/75FjUtbYyMCGPTH1e7/H6008d85Zq1trQ3rr/CrR/gVW98THp5FcOChVXuPz90q9syWzv0fHkonR05BeRV11GvFfwNlXI5w4IDmZk4nGVTxtkWdfqLwWTiswMn+CE9m/yaelo6OogI1DBleCzLpwsLIxakJg74ohyzxcJ/9xxySBsXN4w/nDe3T8s5WSHojp+zCjhSWmE713qjCU2AguigQFJjIlk4JomLJ6ahUnh/hH13PIvc6jpyqmvJra6jpL7JxTizDwbvTHeCw9vrKMCmp4ayjgKoa9WeUToKuvRUf+koEPSUvzoKsOkpf3UUQL22vd90FGDTU4NBR8EQMWhlUg3JEX8jOeJvfh/T0vgAwWEvou/YQVvzEyjVl6MJ+kM/1vLUc/M5MxwM2uqWVnbmFHLe2BS3+d/asZ///PwLgIuhWdempa5Ny+Hict7ZdYA/XbiAq2b4t9KwvLGZP6zdQHp5VbfbIJHgc3Rny8lc/v7NFhq1Ore/a/UGtPomShua2JNXxJs79jN5eCyf3raq2/Xpa+yn6xalJXf+n2R7WAD8mJl3RjwsrP3P3UtOd/rfpIRYtmXmUdLQiFZvcJnmPlpa4XLMsdJKl4eFyWwmp1pY6T4xwfPK+2+OZvDcxp9p6DRi7dEbTbToOsirqefTX49xwfhUnvnNBX5NqxfXN3LHh+vJr3WMFFDZ1EJlUwub0nMA4eX1qSsuQCKBgRoo+yW/hOL6Roe0OxfNQSbtm0m+7Vn5vLh5F3k1dR7ztOg6aNF1kF9bz6b0HF7dtpeXV1wCwJQRcW6PefCz7/ukfr4QddTpwVs79gO41VN9qaPAVU/50lHgWU8NhI6y/r8pPafHOiq9qYjbf30VgCJtte0zwBuz7vFfUCdDwqDtCZZO/9r2tjWERX1DS+P9A1yjvmdCfAyJkeEAFNY1APBrYZlbg/bxb3/k01+POaRFBQUyY1Q8oWoVDdp2DhaVUd/WTouug0fXb6GmpY07Fs3xWgedwcjN//vSVn5MSJBtFXNytLA7W35NPR/+coSqztFhmVTCc8svYlxcNMPDQ1HKPXfDffnF/PHTDbZRlWCVkmkj4hjWGTdSJpXSpNWRX1tPXk0dJrOQ79xOxTzQWKfyoOthsWBMElKJxNamHzPyePCC+QNSv1NFX/a/ifExbMvMw2IRQi9NdTJmjpZWuhxzvMw1La+m3uZ3PtFDKKk1O3/lpS27bN+DVUqmj4y3jejqTSZyq+s4WVGFxQKbT+ZQXN/Ix7dcg9pLjOi6Ni2/fe9z24MBhIfVmGFRmCwW8mrqbC+I3x3PwmAyo1IoaO9ceX6q2V9Y6vA9MlDDuWnuX5x7QmBAgIsxqwlQMCYmihHhoWiUATS36zhcUmE7ZxVNLdz6wVcAfHfPb4kODnSR+5eLF7qkPbvxZ4fvd587l2BVz/163ekowKanhrKOAmF0XtRRfaujwFVP+dJRVrnOeNJRAMOCg/pNRwn1E/RUT3XUxoVP+p3XH4aEQdvScYzcukdoM2RjsTi+Nc1P9OCwLlFgMpUglQ5DIgnEeVHZ6cLk4bFAl0F7pKTcJc8Xh9JtN6p1NPThixZx7ZwpDlNeJrOF9/ce4oXNOzFbLLyybQ9j46K9Kt6PfjliKzs5KoLPbr/W5W30vLEpXDdnKle/+TF5NfWYzBZKG5q41I+A3a9t32d7UFw1YyKPXHKuRwO4RdfB3vxifjiRw9UzJvmU3d+UNjSRWVkDCNOz1uDt4Ro1U0fEcahYuFaFdQ3k1dSREn167qDk3P8evmgRQI/7n/0oRWZljatBW9I18rFwTBI/Zxe4fVhYrw3ABDcjHztyCnl5q/CgkEok3H3uXFbPm+F2mjuzsob7131HQW0DmZU1PLFhG88tv9DjOXlu48+2B0WwSsmrqy5jTtIIhzxWg/aPn37H5pM5HmWdCg4XO+qVqSPj/Pab9YfZScM5Ny3ZZpQunZTGjJEJtsWvVswWC+sOHOfJDdswWyy06DoA+O+egzx04QIXuTfOne6S5mzQXjljYq82VnCnowC3emqo6SiAQ8XlZ5SOgi495a+OAscXFF86Crr0lL86Clz11EDrKBD01GDQUTBEFoXl1v2dMPU8psV9zYyETQ5/npDJR9FcfxPqQMHfxGJuPVXVPaUkR0fYRkIBajv9Mq3oDEZe3LzT9v3PFy3kzxct5Pqzprr4b8mkElbPm8FDF3a9iT/13XZMZjMms9lt+fad+A+Lz/a4c5k6QME9551t+77lpH8rZ+3dGO5dfLbX0dxglZILxqfy0oqlRAZp/JLfn9iPfDgbZc7ft9rlPZ1w1/+uP2tqr/qf88PCnro2LWWNzZQ1NgOwfPoEABq1Opcp84yKrmMnJcQwyU6uyWzhyQ3bbNNn9y85hzsWzfHoszk2Npq3b1xuG/H45uhJcqvdT5+XNTbz3fFM2/dnl1/o9kExIT6GCfExvHH9FX02td9TyjvPp5VxscP6vIzXr7ucJ5adzxPLzmdO0ggXYxaEh/bKWZO5/izHWLa7cov6vD7+4k5HedJTQ01H2aedKToK6PYz0qqnrPjSUVY9Bf7rKGDQ6Shg0OgoGCIGbbsxn8TwBwkMGItGkeLw54nA4D8RHr0FuUIYBQyN/PhUVfeUEqJSEmK3IrXRyYfm+xNZNr+a+LAQrp09lWtnew9sfsNZ04kNFQIdlzc2s/lkjse3r4LaBtvncXHRbvO4+72grsFLzi7sF7gNtZ19ttj5prk8LJzcQn48TUPjuOt/vvDV/8I1ahLChE1WnB8W9qOzwSoli8Yk2wyj42WOPt6ZldW2eoVr1IRruhZ5bMvMsy2UiQ8L4Xdnu470ORMfFmLbJtRiga8Op7vNt+FYpu0hNCYmisUefN6tpERHcP64vpve7wmN7Y6+oWEa1QDVRODSyeMcvjsb3KeS01lH2eupM0VH+aOnnHWUVU9Z8aWjrHrKXx1lrZuoo7wzJAxahTQKg6l7iqKl8Y9O308/H1roivNoRWd0dMnYYzdysWT8aGRSic+pQplUwgXjR9u+78wpYmeO+xEQg6nLv0et8OyPA45TcGazfy4gZyV3vRX+6fMf2JqRO2ALY7pDfVu7zf0jOjjQZbvPlOgIRkaEMTIiDIAT5VVUt5x+swju+p8v/Ol/kxIEV5vsqlqHVev2fmlpsVEEyGWkDosChEUX9lgfNO780nbkFDjV2z9VOSuxK1LHr05+p1aO2Bndi/z0ozxndKJf+foLrV7v8H2gY8lajQUrrR16Dzn7H3c6aijoKX90lFVPwZmjo/zRU846CuiWjrLqKX91FLjqKVFHuTIkDNqk8IfIqL6H+vaf0Bpy0RrybH/+YjbV+M40BGnR6WnRdSnzUJXjyIk1hBbA+Dj/pwnt89q/UTqTENa13a7zvu7O5Nv97vxA8sS9i+cR1PnwrGvTcs8n33LxK+/xzq4DvLPrwKBVsNuz8myLPxaNScZddJ5Fack2ZWGxOE7/nS70V/+zTum16w2U1DfZ0o/ZrRweGxvtIMveR62yqcW2It3dymH78sbFep95sMe6WAywTSk6k2M3iue8xbUnkqLC/a5Df6AJcDRgB2pxmhWFG3eEgcKdjrLXU0NZRwFnnI7yV0855+uOjrLqKX91lL08d+WJOkpgSCwKy6z5IxZMpFfd4vKb/aIwk1F4Q2preRpDxx4aai4WfrDoUahcFwycDjQ5TQWGqh0NWmu8VoDoINdVwJ6IsstrL8OZC8aP5j8/C344r/+0jzlJI9wqRosFXv95n+37Yj+nJ1KiI/jk1pX87evNtrfXorpGXuj0eXppyy7OThnJVTMmcf44/0YATwX2/mafHTzOZweP+zzmx8w8Vs2e0p/VOuX0V/9z9lEbFRmG2WJxmLKzPiwmxA/ji0OQUVGNyWxGJpWS4WXkA6CmtWsnrIe/3MTDX3r21/eE873pLj3KTz/K8G7Ghe5rgpQBtgVYgMPnvsRqYB0trWB/QQl5NfWUNTbT3K6jRaenw2hEbzKhN/qOb32qcKejoEtPiTpqcNMXOspZDvStjgJXPXU66aj38jezo+YEckmX+86a2fd2W87gec0VERERERERERER6QFDYoT2nMQs35kQIhsAhIS/RVvzkwSGPNqf1RoUZFRU/3/2zjtcivJq4L/te3vvFbj0Koj0Jigi9ha7URND1Gg0lhhLjPmMxggaozGKRsVeUMAIovTee4fLbdze+/b5/ti7c3f3br3s3gLzex4e9s7MvnPmzLtnzrzvec9x+Ds9xnEqv8VualDjpaqOPfb56TzFp902fhTf7DlEZWMzO/PPcOM7n3FXW3B6dlwMMqCgpo4Pt+zmUNubaXJkOL+afKHPsuQkxvHFr29h/YnTfLhlDzvyi8T4NIsgsOlUAZtOFZAeE8XDMyf6lA4smLQYjGztRK34HXlnaNIbxOnLc4Fg9b+hqUliEu/jZZXMHtqf3Moamu2OHdYWw2b7X2c0caK8isEpiWJsmkzmOuTAPoyns5jdxIm3Gu104iFrhz2hXuLTg01iZDildvkovYUX+YtFEPhs+37e27QTQMxZ3VtwtlGAaKckG9WzCYSNgo52KpA2ynqMo506l2zU0YYiPhh39uuceoVD2xnOB2fWIggOwdsAY7LSHP4O16jF6QO9D2VobdjHyHkyXnFhobx7x7Xc/+lSSusbOVxSzhPfrHB7fE5iHP+65UoiQ/xbJS2TtcecFtbUsWTfEQCW7TsqxgGdqa3n8W9WsPFkPi9dN7vbykpuPJmPvm1KNC4sVFwN647yhiaqmpoxms2sP5HH3OEDu0LMLiFY/S9coyY7Loa8qlpOtqWesaVPsqWOs8V+DUqOR6VQYDSbOVxSweCURE6UWWPEMmKiHerW2whVq8Rp9UuG5LhM2t9ZtCqV+FDT2yVN94TJTdq8rmJoaqJDzJ6rnJmdxWwReOiL71lzzDE+MzEinIn9MslJjCM1OoJIrZZQtQqtSkmjzsBdH3wdMBkCgb2NAkQ7Jdmonk0gbJStHee/3dkosNoYX20U0MFOnUs2KkYdjs5sRKs4uxf3XuHQbszPcbldJlMwOcv16G1zw8sY9OuwmK2GV6HMIDr++6DJ2B2sOnqqQ6m7i5xyxcWHh4o/Vn8WJ9gf6y2GZlByAh/dcyPXv/0pjTq9mHXBaDajkMuJCQ1hcEois4f2Z+7wgQ5pbjpDZmw0D7XltH1wxgQ2nczn3+u3iw/cZfuPMiQlURwp7mrsS0n+ftYkryWEl+47IsY/rT566px6WASz/w1PSyavqlasMCVmLWgbybA5CyqFgkHJ8RwsLudI24yG7QHjrpRkXFio+LC4ZtQQt+WkO0OkViM+LGpb3Men2+Mu1q2rGJmewmfb94t/25KzD/JjMYo7Fm3dIzqztvRFz11xMdddMMxtvKl99aKeis1OSTaqZxMIG2Vrxxl3NgqstkeyUVZON5Vx3aa/khISixyrTjoTQ9srHFrHAgoCelMZZ+rfISXiVrffMZmOEZPwI00NzxMW8Sea6v8UfEG7EJPZwjvrdzhsG5Sc0KEiyYj0FHF68EhpBVePGuJT+/YJnW3TIe4oq2/kjve/olGn5+JB/Xjl+suArkntI5fJmDqgD1P69+GZJT/xbVteva93H+zyh4XJbH1DXX+iPZ3KlP7ZXr83KSdLnJraeDIfo9l81k5/TyGY/W9YWhLL9h+lsKYeo9nM8bYRjZHpHavyDE9P5mBxOYdLyjFbBDGBubuStyPSk8UKeEdLKwP6sMhJjBOn70+WVzPHsy8BQH51nfeDgsiMgX3FF1VbjfuPtuzhJQ+VhnzlW7tcmPdOsoYieaui5ZwXtyfTk2wUWO2UZKPacbZRgE92yrnogSs75c5GQUc7dT7bqM44r67oFYvCHIsp5BATMpmBCa+RV/sPt9+RYR26Fix1yGRqBEv3Jd4OBq+s3CD++Gz8esrYDsdNHZAtfv7pyCnMFsFt3IwNs0VwSLg9sV8mE/tluj3+byvWUd7QRHSolvk3Xk6YRt3leSplMhxqahfapUnpKrbnFbE9r0h8ax6YFE+SDyU148PDGJhkHelq0hvYdrooqHJ2Ja76nzd87X82Q2+2WCipa+REufUBMzI9pePDwi4nZHFdvZg/2d3ox/SBfcTP3x846pPcvmL/0rnOzrHwxLbT/sc7BpIIrYa5wwcxd3h77OeSfUfYeDL/rNu2T2k0vm8m4/u6tzU2zkYfSoXcoQqZc47dYNETbBQg2SgnnG2UL3bK2UYBftkocOHQerBRruzUuWSj3s1dwa92vM7VG1/g6o0v8Ntdb3aqnV7h0LpCpYjB6CG3rDrEOkqoVI2mpmIyckWs22N7EzqjiT9+u5KPt+112D5zcD/mDOs4DXTJ4BxS23K+ltU3smjrHhZt3ePxHB9v2yNO6SVEhDFn2ADmDBvg9vgtbYsLMmKi3Jbd6wrsg/ud05d1BauP5bLaLg5wyoA+Ho52ZLLdKMnqY+dOrkdX/c8bvva/wSmJYjLxPYXF1DRbw29GpCczIt1xtGS43aIL22IYuUzWIZm8jUuH9BcTyhdU1/HP1Zu9yu0r9k7h0dIKh9EyV5Q3NLH8oG8LY4PJgzPG8+CM8Q6xfA998f1ZO7X2C3GqmpqpsktH5Iqqpmbe27Sr0+eLDQ0lNrR9ethd+c9g0N02CpBslBPONsoXO+Vso2x2yhl3Ngrwy0a5slPnko3KayrjvYt+zyXJF/DNpD+RHebaLnujVzi09oUUWoy5NBuOk187nxCV+woW2pDrAQgJu5PYxE2ER73cVeIGHEGwvrW9vW47Mxe8x9K2BVFgnRrISYzj5esuc5n/VSGX8+zcGeLf83/eyPyfN7Jo654Ob3Rmi8CirXvFHK8AT8yeikqh8Di9pFFa9x0preDjbXupbmqhuqnFoTpKZ7nmrY9ZtHVPhxrXzhTXNfDs0p/FvyflZJ31uf3BlnTcPvH4VB+m8mxMtpN3zbHcHl9lyFdc9T/bS9XZ9j+tSikuqrDpPSUqQnzA2NMnPkZctGEbcegTHyMuIHMl91+umik+jBZu3MmjX/0gxrW5wmg2s6+olH+v28a1//7E7XFZcdFcYldl6MnFP7Ijr2PFnoLqOgqq65j3yRIHR6i7SI6KIDkqgmfs7qfOaOK+j7/j0a9+YHtekRh2Y8M2I3Sqoppvdh/i0a9+6NDuSLsHu61gSrObzCq7C4q5/f2vqG7yLa7PFSMzkhmZ0X7Of6/d5pDA3l96i42CjsURJBvV0UYBfj8jbXbKGXc2yman7PFko1zZqZ5go4CA2CiF3Kq7BmMLKrmSJlOrl2+4plfE0O4udozTkskUhKoG0D/uRYftDbXzAIiMeRtw9O7qq28hKu7zoMoZCJ5ftgqwrmDUmUw0tOoprW90mch8xsC+vHKDtXiEp0wE0wf25aGLJ/LGmi3iD/SlFet5d+NOLsxKIypES32rjt0FJQ6jI3dOGO1TepnrRw9j4cadmC0Cf1u+jr8tX+fyuBC1ioTwMEamJ3P9mGGMc1rA5orj5VW8tGI9L61YT3JkOP2T4okPDxNHgpv1BvKra8W4I7BOj/7u4gle2w4kB4vLHBYJhGvUXJCR6vP3R2emEqJW0WowUtnYzIEzpYx0ioe2tV/fqqdRp6dJp6dRb+jQN5btO0JKdCQRGjXhGutoWrhWTYRWQ3JkhMuFNhWNTWK7gM9th2ut/c5T287976UV6wEC0v+GpiZxrKySDW2jhK7iZ6F9pGN7XhGb20pduhudtTG+byZ/uWoWf162CrPFwopDJ1hx6ATx4WFkxFor5GlVSnRGE9VNLRTXNWBuW+mrVnqOL3z68hnsKSyhuqmF+lYdd33wNcPTksQSmPnVtexvqyZktgjcctFIVh4+4TDC011cNXIwepOJv3y/WvzN2XSjVSmJDw8jXKOmxWAU4/DsS2QvuGmuQ3v3TBojjvLaFs3MXPA+lw7pT2p0BAq5nPKGJnbln+F4WwWj28ePYmtuYafSh908dgQAPx+xThkfL69izhsfMDY7ndiwUFr0BqqaWyita2TFw7/02p4rGwWIdqqn2ChwtFPBsFHgaEu82RHAwZb4YqOAgNs/exsFiHaqN9sogIzYqKDZKGi3U2dro6YmWIN0h0RmcuvWvzMmpr/fbUAvcWjtq4F5QrDYYpJcrYzt3rQ3vrKnsMTrMf0T4/jVlLFcOWKw23KFzvx2+jjiI0J55ccNgDUOqrqphZWHT3Y4VqtS8tDFE7l70hjf2p42jh35Z9yWx7XRajBSWFNHYU0d3x84xi/GjuC5Ky72mLpGo1SK6WXKGpoo85Kfsm98LPNvutzn0rqBwjmeakK/TIc4PW+oFArG9clg3fHTAKw6ltvhYXHLwi8BKHFTrtDGa6vcTz2tevRel7q5ZeGXXtvtbNvg2P9s+RoD0f+GpyWxeM8h0WGyH3lzZlia9WHhLX7WnutHDyU7Lpo/L1strlT2ZVo8OdJzGqSkyHA+uvsG7v90mTiyd7C43KGKkI0bxgzj6ctncLKiiprmYq8ydwU3jhlO3/hY/v7jegeZdUYTZ2r9iw0d3zeT5664mL+tWCeO8Na36lxWrlIpFNw/fRzzpo3juaWrOuXQTuxnHWmcN20c/1m/HYC6Fp3o4PpLb7FR4GingmGjwDdb0pNtFCDaqd5so+z/d0VPslE7qo/zdaF11DtMoeVYQ+ditHuFQ+srMrn1Bul1K9Bo54jbDbrVIPOtfFtPQiGXEaHVEBWiJS06iguz0rioTzqjM9N8dmTtuXHMcGYOsk4jfLXrAOtP5FFYU0eDTk+UVktGbBRT+/fhhjHDfM5p99ORk/x52Spxyi49JorkKOsiA61dQmaTRaBJrye/qlZ0aL7ceYCBSfEeSymue+zXrDh0nJ35xeRV1VBa30ir0Si+ZWpVKpIiwhmcksDMwTlcOiRHnILpSlY7ObRT+/sem2Zjck6W+LBYffQUf7hkckBk6ynY+t9Xuw4ABKT/DXeKQxvhZvTDus/xWHerh50Zk5XG9w/eyboTp1l77DR7i9pHaRp1elQKBTGhIWTFxTA8LYlJOVmMzU732m6/hDiWPXgHX+48yE9HTpJbWU2z3khceCij0lO46ULrSv8JbYtN+iXEsSu/Zzi0YNXLl/fdyva8IjaczGNX/hkqG5upbdFhFiyEqFRi3fjs+GguyEh1uxL7lotGclGfDD7fYU0Ntj2viOK6BoxmM1FaLUmR4Uzol8mNY4aTFWeNGxyVmeJTuVZ3PDxzIuP6pPPFzgPsLyqlurkVhVxGVIiWzNhor6NjNlzZKEC0Uz3FRoGjnZJsVEds2TVsdqo32yiwOrTBslGAaKfO1kbJkAUk04FM6BmBMB6FaNDt4kT1U7Qa8x0OVcjDmJjZnhvRNkLb3PgyRuMBZMgBAYVyEGGRTyGXxwVD9vOWbacLueejxQiCNebm1Rsu9/pGabZYeH31Ft7baK0INCg5ge/uv70rxJWQkJCQkJDoYbxxYimbKg8TpWp/SfDi4Loc0usVi8IkJCQkJCQkJCQk3NErQg5O1/6N+NDZJIZfy9GKBxmY8A/O1L9LYvi1DsfJ5NaFGuFRL3WHmOcdb6/fLq50/du1s32K91HI5fx22jje37QTQUBMDC0hISEhISFx/lFtaOSTCU+glkLUF5wAACAASURBVJ+dS9orHNpWYx4jk79GJlMgkykJVw8jJ+7/OFB2M7EhM7w3IBEUjrVVPVEq5A6pd7yhUSqRy+SYBQsaZa/oghISEhISEhJBoKSlmju3vUqEMkTcds6WvpWhQMCADOvFCoIJpTwSo9n/Fa4SgcPUthLTYhFoNZo8pg6zZ+XhE+KirpzErolrHvzca0Fr++gLjwSt7WCzrbyQW1Z9St5tT3WbDAeqS3lw0xJWX3kfKnnPLqdpLyvgIG+DQcfsH96jVt+K3mzySafu9G87D9Dr9OKvrH0+fYnPZ93G+CTvFcKCTXfLEiw71ZttlMS5T6BK3/YKhzZMM5R63Q5iQqYRrh5MYf2/CVFlIe+FmQvOJYanJbM9rwiLYM0/+5erZnoswGA0m1m67ygvrVgnbrtu9NAukLR76fPpS3wy8xYmJWd3tyg9FpPFglkQcF3m4Ozo82l7CFKMJoRhsck8M3omA6ITOtWeTVbAQd5ItZat1z4oOqlni6ntpS9YevGGTW+hShVjEtJ5evRMAAa60Vsw76GEhMS5y8tHvuKPQ24663Z6hUPbJ+ZxNAprAujM6Ac5XH4fRkst/eP+2s2Snd/MmzaOHflFCAJ8t/cwm07lMyUn2yHpvNFsoballfyqWnYXltDQ2l6RZ9bgHK4d1TUO7V+vvqRLziPhPyPiUthy7QNBPcdbU65lbEIGtfoWXtm3nke3fM//Lr/H73a6QtauPI833ppyLVkRMXxyYg83/vQxAMvn3kt6WJTDcT1F3t6OZKckzkcsnhNd+UyvcGjD1cPEz1plJmPSfuxGaSRsjO+bwfwbL+fPy1bTqNNT2djMt3sPe/1emEbN3RPHMG/auE7l0+0MN4wZ5v2gbuR4XSWv7FvH3qpi9GYzQ2ISeWHsbAbHJALtU6GAOB3qPF3d59OXWDjtBv6xbx2FTXUMiknklfHWqkz9o6zVXQwWM09u/YEfi46TEhbJLTmjXMrT59OXWH3lfTy7cyW7Ks4wLDaZxbPvBODi79/hnkFjub3/aPH4Rcd3s+jEbla1TcX7Qq2+lcuXv+92it7+egCHa7Jdj69EqbUkhISREBLGzTkjeXjzUofzeNOtN1l9xZv+nc8DeNSLO52UtjTwl10/c7CmjDp9Ky0mI1qFkpFxqXxxyW0+yxul1jI0JomXxs0ht8GatP2tQ1t4adwcn/RyvM5a+evlvWvZV1VCi8lAQkg4M9Ny+MvYS8XjDteW8eddP1HYaF0kan9NI75awPeX301WeAzz96+n1WTimTEzKWtp5LIf3gNg342PeP0NHa+rFOUAfJLF1W8I4F8HN/Ph8V0ICFyWMZBnx8wiROk4Nu3pN+SOnm6nJCSCQZw6ggZjC5Gqs5t17xUOrUTPZc6wgUzsl8Wy/UfZdKqA3Ipqalqspe/0RhNqpYIwtZrU6Aj6JsQxoW8GMwb2JTJE282S9yyi1FouSe/PX8fORqNQ8tfdq3hq+wqWXHaXX+08v+tn3ph8NZnh0Tyx9Qee27kSQHTY/ntsJzsrz7Bszt0IwP0bvnXb1jM7VvLQ8MkMjE7gdEN7ffBZaf3ZUpbv4NBuqyjgssyBfskaownxOkVvux7A4Zps1+Mv9QYdywuPcXFajveD/ZTVF7zp39fzuLrP9jp5fOsP9ImIZcPV91uP3/kTx+oq/HJmnbkiczAA7x3b4bO889qu7/LMgSyYeCUAuQ3VNBh0Dsd9cGyXeD2AwzWlhUXRaLCWN61sbabRaP1cb9CRGREjtuHtNzRvw7cOcvgii6vf0NL8w3yXf4jPZ91KpFrLQ5uXsuDABjEkwx53v6FzmfG3LyAtyXofk2IjeOSO6fTP7Fx4jzsWfLyWbfvzSYqP4F9/vMF3uRKjMFsErr14BHdddVFAZJl4pzXuecuizsUpB0uu3sTxxjP8YstLpIXEIWtLMXvOLgpzhdnSwpbCET6XxZUIHlEhWu4YfwF3jL+gu0XptSSHRnCz3WjdTf1GcvfaL/1u566BYxgdnwbA7QNG87tNSx32L8k7xO0DRoujTXcMGM3zu3522das9P7iiOWYhPaqMpek9+e+9YuxCAKytiH27eVF/HboRL/l9ed6wPU1+cLtqz8XP89I7cfbU68LiHz+4o/+PeHtPu+pKuaBYRNRtN2fOZmDWJzX+apaAClh1pKhZS2NPn+nxWStCiiXyYlUa1HIZFyY0LFCkaf7nB4eRaNRT0lzAxFqDRqlkqKmOhoMOrLaHGDw/htqMRlEOQCfZHGl20XHd3PPoLFiDPYdA0bz0p61Lh1ad7+hc53F863hPKu3n+Cv7/zIohfvCEi7Fot1avq7NQf46e37CdH6F7G9eMG9NDbreOL1ZcTHhDN3ypCAyHW29FS5uooFF/g+s+eJXuvQSkicS9QbdLx1aAvrS0/TaNBjESwYLGa/27GfFg1VqkWHwsaZ5nqy7Ua1MuwcAk9t2TM6IR2ZDI7UlqNuW9GuVSoZHut76jZfcZbB1TX5gi2Gtry1kad3/Mjf9qxxmGbuKvzRvye83eecqHjWFucyPikLgHUluQyN8a2Mpjtsi9QUfsQJvTrhCgD+uH05X+Xu56rsIdySM4q+kY7ZTTzdZ9sI7ZqSU4xLzMQsCKwvPU1KaARZdrr09ht6dcIVohyAT7K40m1uQzXP7ljJsztWitvcacTf0Jhzjamj+/HXd9pDBCtqGnlx4U/U1LcQH2Mti/zsfbOJjQp1ud9+31P//J66Ruvsn9Fo5uFXFgPw7nM3+yVTRJiW+2+awoJFa0THsaa+hZf/+zOVNU0AKBRyHr1jBkP6WW1aY7OOf366nmP5FVgsFpLjI1nw2LUu26+sbeL/3l3JzHEDuGr68LOSy6YPm4zOOvGkLxs3PfYB11w8gh83HyE8VMu/n74RgGseXsjQnBRio8IoqbBWWY0K1/LcvMsA2HYgn39/tQnBImCxCNx+xYXMmTxE/C7ApRMHs+twIY0teubdOImZ4wb4fL32HKjL4z+nltNq1qNVqLmv3xwuiHFdJtsTkkMrIdEDeGzr/2g2Gvhg+k2khkWypayA21Z/5vE7OrOxwzatwvuIhczu8espxZK7fQqZjBlpOWwpyxfPNzvDv3ADX/HlenzBPoZ23pDxPLltuUeH1pVuA4Wv+veEN728OuEKbvn5U77LO0SYUk2/qDhem3RVp85lo7jZ+tBLc1oQ5okpKX0A2HD1b1lbnMvXpw8w+4f3eHr0TH458ELxOE/Xkx4WRZNRz/byQl4ZPxcBeHzr/7gkvb8YogDef0NTUvqIcgCdkgXAIgi8PukqLvOhz/f0dGvBxGS2sO1gPhNG9hG3zf9oLZdOHMzcKUP4YYN1vcWCj9fyfw/Odbnfft9LD7eHiky88zW/HVl7cjLiKSxrL+qz4OO13DJnDBcMso6inz5TzTNv/o/PXr6rbf86EmPD+fjFO5DJoFXfbh/kdi94W/blsXDxFp68ZxaD+vj/Auksl00fgEudeNKXjeLKeqIjQ1j04h2YzBZxe1l1I288dQM3PfYB3752LwC3PbWI57A6tENzUnjnmV8QolVR36Tj5ic+FB3asmrrLE16UjT3/2IyuWeq+P3fv+20Q/tJ/hoWXHAfWoUKndnIcwcXSQ5tT6bV3MT3xW+ht7SgVYRzY8bjHo+vMZQRqz67Ea8vCv/GzZl/AqDRVMuGii8pbj0BwH39FnTYbtsWaN7NfdRt2y8fvZXMUOsP1mgxMCJ6OhfEdJy688aPpe/RYKwmTBnF3NR5bo97+eitZIQOQisPY27qPLSKMLfHusLTtZwNW8oKeHXCFaS2TevmNzrmWHY1UpTf6H+VtbSwKIe2i5rqOiGtNY72m9MH0CqsJuQuO4egp2O0WFDK26t+B0q3vhAo/XvjD1u+5/FR07ip30iHB25nEYBv20IWpqb29fv7CpmcWen9mZVu7Tcv7Frl4ER6Ii0sivLWRlRyhbjwSiaTUalrZkRcinict9+QvRxAp2QB6BcVx8n6Kq7OPvdTDnaW6//wX1paDYwckMpf7r9c3L7naBHP/mY2AFMvtMax//Oz9W732+8LJCaLBaWi3QbsOFRAfkmNw0i7Utn+MrJ1fx5f/P2X4iLmEE37S09YiDX/+ucrdvPFj3tY9OIdRIV3bo2Is1z2+oCOOvFFXxaLhUvGWV++7NuWySAzOQaZDFITrC+pBmP7jEZJRT0Lv93S9j0FdY0tHdqePXEQAP3S46mub/b/ggOM3PshEhISEhISEhISEj2XHjtC22w46nG/WdB53N/TWFP+CcOjpzE4cjyCDznXVpV9xE2ZT3b6fBW6AgDKdfkkabOJUMYwN3Ue7+Y+6nCcu+1dRbw6jVuzngXAIlhYmPuHTo3QFrYc8WnkNF6dxm1Zz5HbtJfV5Z8wN/U3fp+rM1TqmjnTNmVrwz6XZ3pYJNsqCpiVnsOx2grePbrd4dgRccl8enJv2+cUSpsbWHRit99yXJ09lE9O7GFGWg4qmVxs01+mpfbhr7tXkRhijYNztbimJ1Fv0FHZ2kylromFR7czLaV9lDFQuvWFQOnfGzmRcTy1fQVPbV8BQLhKw4i4ZJ4bc4nbwgiuqNO3sqeqmPeObqei1Rpf+NshE3z+/sK2fjwlpQ+poZG0mIzsqSwmOzLW5zbSw6NYfPogl2W2T2dOSe7DD4VHuTKrffGMt9/QwqPbRTmATskCcO+gi3hmx4+MS8xkRFwKBY211OpbmdaJketzlcXz76FFZ+APry6huKKevultccoyWfvTT3DxHPS2P0CcyK8gM6U9/loQ4PUnriM+2vWMnUUQ3AZKNzRbfZERA1IJ1ar5bPkufnvT5IDI5aAPm6D2+KAvmUyGStUx9MW2oFdmN4Mj2LXxp3/9j+fum83IgWkYjWam3vNPcZ9cbv2ORh0YF/LmrGk8svcddGYDIQoN9/Wb06l2eqxDu6fkSu8H9SJKWk+JU+G2GLoDdes42rANi2AiUZvFzKQ7+KnsQwDymw+y5Iy1A12T/jBryj+l1lCGWTChUYRyddrvPJ7vWOMOLkv+FQfq15GkzfZL1rzmA2ypspbdnBx/A1lh1ofGt2cWcF36o8w/djd/GPQBi8/MZ2zsHDZXfgcIjIqZxeDI8RxvtKb12Vb1PdHqRHRmz1MRNge/Ul+ERhHqVgbnbQBZYUNYXvoudYYKB315o1/4Bayr+AKwOsPO11CqOw3A2vLPUMk1KGUqrk3/vfj9wpYjFDYfZXLC9V7PBfDI5mUdttnn7Hxx3Bye2r6coV/OZ2B0Av8YP5dbVrXH/70wdjZPbltuvfYl/yYrPJo/XXAxv17/jU/nt3HvoLEcr6vgqhUfkBYWxWMjp3H/Rvepu9wRqlQzMDqB5NAIgE5Na/9j3zq+yj0gpk0a+uWrRKg0PD1mpoOjEgge2PgdABEqDVNT+/Lche0J7H3RrStZbe3Z5PXlerzp37mNzuplb1UJv8gZyZOjZhCqVGGwmPn05F4e2rSElVf82me9PbhpCVFqLROTs1h8qTWHakJI+0Pf2zXvqjwDwLtHtlNnaCVCpeGixAzenHyNzzKkh0WxtTyff0xojw2cld6fl/euJamt/4H339CuyjOiHECnZAG4ImswZS2NPLHtB2p0LWSER/P7EVP8auN8IFSr5oUHLueZN3/gpYeuJDYqlIuGZbJh1ynmTh3K+t3WWObRgzPE7zjvt98XKKpqm/jX5xu444qxDuddsuYAv7qu/WWtur6ZuChrX58wIpsvftzDvBsnAdDUoic8VAO0O4RD+6UwtF8KS9ce5J1vNvObGyYFRK4Nu6yZnFzpJJj6amzWkZJgfflbufVYMN8vGB2Tw9sXPnj2DQmC0BP+nfMszH3c4/7/nHrE4e93nP5+++TDQq2+3Ofz/VjynvX/0vc7tOvctvP5FuY+LhjMOsFg1gnv5T4hbl9VtkiwCBbh3VN/ECyCRfi57CPhv6efEowWvbjd/hwGs14wWUzCy0dudSvnS0duERblPScsyntOeOP4PKHJWOdWBudt9rK5uiZXLDz1mPjZ9n1X1/B+7pPC+7lPCo3GGsfv5z4uFLecFDZWfOPT+c5lbv75E2Fdca6wrji3u0WRcCLns5eFfVXFDtu2lxcKI79a0E0SSZwvjLttvsPfJwsqhN+99I2g0xuFytom4eG/LxZuf2qR8NDL3wgPvfyNUF7dIB7rvN9+nz0T7vC/H4+7bb5w9cMLheseeU/48sc9Dvuq65qFJ19bKtz6x4+s/578SPhw6XZxf31jq/CXt1cItz21SLjtqUXCL5/5xEEWZ3mWrDkgLFy85azlsunDnU580Zc7Xdm22++3/7x07QHh5ic+FH71/OfC65+sE256/AOP19yZe2Jjf+1p4bc73xR+uW2+MG/nv4Q9Nae8fcWlL9ljR2jPOVy83uysWUFxywlCFOE0Gj0n3b42/RHWV35Jk6mW8XFX0S/cdYUngAp9IQUtR/gk/3lazU1U6ApI1Gb5LKrRokclt759GiztI0WRqjiaTXX0DR9Js6mOSGUcVfoz4shoTNsiNrNgrXCkkluD5aNU7qc449Vp3JH9FwD+e/opjBa9WxncyXW2uLoGvcUaAB+ujHE4tt5QwXdnXhcX252P1Bt0bC7Lp6ipnskpfTrst41euuPwLx4LiBzezhPIc/U2BkcnsiTvMDmR8agVCk7UV/GPfev8LighIeEv2z5xDF/LyUzgjT9aZ7I0aiWvP+E+B3R8dJjH/TY6U8TAWS57YqNCefn37rOARNqls/JFlqtn+J6uy5Nc3vThi77c6cq23X6//eerpg93SDv28G3TPLbZ2cISIGU56HUkarM40biLARHtq2m3VS3jdwPexiQYOVi/weF4U5tTaCNJm8XVab/DYNHx/ukn+G3OG27PdaxhG7dn/5lQRSSt5iZ21iz3y6FVy7WiY2lzIK0yZLOy7L9MTbiJH0vfZ2zsHGLVKVyZ9gAaeXvuO7nM2q2MFgMKmYIGL866jckJ17G1eilzUn7tUgZ3cnWGow1byQi1rtB0dQ1qeQgATaY6wpXtqYHCVbHcmvUMS868wc2ZfxKd9vOJSUveIkKlYcHEK13mJO0qJ/J8dVZ94bVJV/HCrlVMXPIWJouZxJAI5mQO5MFh/k2DSkj0Bn774lce97/99E1dJIlEdyI5tF3EzKQ7WFb8JtuqlyFDxh3Zf6FP+Ai+Kvw7WkUY0WrHnHX9wkfxacELhCujuTrtIT7Ofx6NPASZTMawKM/xWo3GWkIV1tgX6+hvLaea9nCsYRt1hgoAlpe8w+jYS2ky1YrbbdtmJt3BV0V/F+W2kaLNoaT1FAmaDM60HueqkAeZnXwPi4vmo5JridekMSPxVqYmWI3HZwUvEKtJJUrlW3LxARFj2VS5mFZzk0sZ3MnlD1WGYj4teIEwZTSXp1irk7i6hjlt+5YV/wuVXIvJoueWrGeQARHKWKYl/oKVZe9xRer9nZKjN3Popj90twgSXugXGcdHF/+iu8WQkOgSJIe1dxOoRWEyIZiRvr7TI4SQkJCQkJCQkACoa9XxzMpVNBkMZERH8ddL/c/AY+OaRZ+x5M5bAyLX6H/+mzHpqTTo9Nw37kJm5nieni+sqyMz2rEqoVkQeHDJ97x97dkVXOkmXK5ClkZoezEH6ta53D4ienqXytETkXQjISEhIXE2vLphE7ddMJIJWRnW1F09hD6xMSy8/hpaDEZu+fwrrw7tK+s38ebVVzhsU8hk3e7MNplaWZj7IycaiwFrBqihUVnc0/cSQhT+hxVKDm0vRnLO3CPpRkJCQkLibDheWcX/zZ4FtKcmXHr4KD+dPIXRYmFAfDyPTbXGpd/15WKGJSdR2dyMXCbj5TmXsvpULh/u3kt6ZCQNOuv6j11nrM7bwh27ERC4YfhQLu2fwzWLPmNgfDzVLS2MSEnioUne8z2HqlVolEqXcgE8NnUSL6/bwLbCIp5YvhKAVy6fTVVzC//aso39pWUOo8ZbC4p4f6c1B/dvxo9lbHraWevQEwuOfcec1At5ZOC14rYNFQd5/fgSnhrif8iU5NBKSEhISEhISLjh1Q2b+HTvAfY+fD9XDx3M1UOt5dqv/uhT0aHdX1rGP6+eS7S2veztv7Zs54tbb0IplzP+zXcAmL9xMwAf3ngdKoWCGz75nEv751BYW8fnt9xEiErJFR987NWhNQsCu4qKiQ+1LmZ2lgusDu0fp09lW+EZXrm8vYRufFgof7nkYq5Z9JlDm/M3bubjX1hzvN/11WK+ui24cfhNplbGxg5w2DY1cTj/K9nRqfYkh1ZCQkJCQkJCwglb0YTHpk5ma0ERAJ/u3c/+0jKitFrKm5rEY7Nioh2cWQCj2Yy2bQQ1JdJaBCS3ugaAJ5b/BCDGtqZHRxGish6rVHSs7GVPXk0t93/3Pf3iYvjbZZd4lMsfdEajKEOLwdCpNvzhUH0B83b+q8P2wpbKTrUnP1uBJCQkJCQkJCQkJLqTXjFCe7zqDwyMn99he23rBo5XPYZWmcHghLfQKJO7QTpPWIPIV5f8lfzmzUSp0rks7W+Eq5K8fK9reed4e8Lky9P/QUbYRd0ozfmHpH+Jc4mi5h0sP/O4w7bfDFzfTdKcfzjr/3zQ/Zd5d1BnKPR4TGdsa0Z0FAfLyhme3P7M/mDXHlb9+m4MZjPfHz0mbpe5yMmtlMvRmUyo5HLKGq2jptkx1mI9L142i3B1ex5zf8qH94mN4Z3rHBd0uZMLwGByzGvvjlC1mlaj9VitSuWzPJ1l+bQXAtper3Boa1rWsq/0epoNJwjXDGVg/KtolekU1L3OoIQ3qGvdQkHdawyI/3t3i+pApe44AKcaVwNQrT/FiYYfGR13V3eKJSEhISEhIeGFx6dO5o8rfsIiCKjbwgAmZmXy4JL/EaHVkB4V5fH7D0wcx6++WUJ2TLQYcvCnGVMBeOT75YSoVPSLjeXhyd4XgHnDk1yT+2Rz7zffkRAWxstzLmVDXj4/n8zlTH09z69awy9GWCuCPTZ1Er9b+j8EBDE2uDfRK/LQbszPISv6EeLDZlPbupE63VaGJr7LtsILGZ+5C7OliT0lVzA2fV2H79qPftkjQ46mrfiAVhFJhCqZ1NALSAsdQ4J24NlfEVCps74lfVvwG3HbRfG/5oK42wPSfqCQRgi7F0n/3YO93i9OeRqA/pGX+vTdkw3W+Lc1pS+K286HkTBfkEZou5eeNkLr7hnsK77IX6k7TrOpEp25vu1fA/trPnc4RrKt5xS9Nw+tWpFIZvQDAISqcqhoWgqABWvQskIejkXwL4BZwILOXAeAzlxHnaGQombryrqkkGGMibvrrDu/zTHOiZxJftNm4jX9GRx95Vm1KSEhISEhIdFOgnYgCTgORDk7tBLnPr3CoVUpnCtcNAGWNidWwI2z3gGtIgqV3LoK0WjRY7A0AmARzA7HlbceYvmZxxkSfRWTEh9GLuusmqxyzUx5rpPfl5CQkJCQODeQy5TIfHxeS0j4S69waLXKbArr3hJDDkyWeiqbf0QQTJQ3fYtCFoZW6T0B8MTEB11OKTaZKiht2c/pxrXkN23BFgFxpG4ZdYYi5qa/ehZOrYSEhISEhMT05Cd9DuuRkPCXXpG2q1/ss9TrtrO35FoqmpcxIvkziurfJiHsCvJr55Nb8zxZMX/odPvhykT6R17C7LS/cUP2e0SpM8R9JS172VLxZiAuQ0JCQkJCQkJCIgj0imFHjTKF4cmLHLaNTv0+KOeK0+RwXdZ/WFb4MNX6UwAcrvuOPhFTSAsdE5RzSkhISEhISEhIdJ5e4dB2NWp5OJekPs83Bb/CZNEBsKd6kVeH9vPTt9BgLPF4zNmutDQJenIb1lDQvIUafS4tplrrdosOpVxLiCKaKHUGySFDSQ+7iETtYL/al7UN2jcaSzla/z8Km7bSZKoAwGjRoVVEEqfJoW/EdAZEXuoyFGNR7jUAtJpqkSHn3gErUcjUHY77Ov9uavSnxb/DlPHc3m+xS7k+OHk5BkszocpY7uj3nctjGowl5DdtoqzlANX6XFrNdZgFPUpZCKHKWMD6wpIdPpk+EVNRyPzPs+dK//a6B4Kif5vubdfgSf/eKGreTl7TRspaDtBirhHbjlKlkRZ2IQCDouYSpoz3q13bauaMsIu4PP0f4vbilj0crfueKv0Jmo2VKOQaAEKVcSRqB5EZNoG+EWe3ErqnY7MLnvrn2fRN+5XkvujfpnvAZ/2XtOwF4Hj9CspaD9JiqkYhVxOuTCIrfCKDo64gXJXkVfZFudd4tQ3gaB882QbwzT5YBCOnGtdQ0LQFsK6M15nrEBAIVcSSqB1Mn4ip9ImYKv4O/SHY7Ze07HXQPdAp/Ut0Dvv763xvgYD2n0C374ttBjrYB39ss7dno23mu7PPRl/oFQ5to/4Ap6qfodl4AkFwTBA8JftUUM4Zpc5gQORsjtRZMyqUtOyjWp8LQJymX1DO6Y3ilj2sLX2RZlOVy/1GSwtGSwsNxhKKmrezs+q/pISM4KrMjqXl3KGSh3Cy4Sc2lM8XnXl7WkzVtJiqKWrezqHaxcxJf5kwZYLDMfGa/gAUmXYgYKHOUEicJsfhGIOlmVp9vsO2ZlMVTaYKwpWJTtsrMViaATq0A1ChO8KOyoUUt+xxeU0GoQmDwZrUus5QSG7jGqKrM7k09QViNH08aMMRT/q36R4Imv5tDzFv+ndHrT6P9eWvUN56pMM+230tbT0AwN7qjxkVeytj4n/pt/G0yWkS9Kwp/T/yGjc47DeZ9QDozQ3U6vOo1ueesw6tt74J7f3zbPqmPb7o36Z7wKv+zYKBdWUvc6phdYd91rYaqdaf4mDtN0xOfJg4bcffqD3xmv4ebQN0tA+ebIPteHBtHwCKW3azoexVtwMODZYSGowlnGpcTZwmhxkpT7ltq6vbD7T+JfzH0/1tsFi3QG2q5gAAIABJREFUBav/BKJ9G95sAzjaB19tsy/PRtu1dfbZ6Au9wqE9Vf0c0SGTGBD/CrIufPscEn216NCCtdOBe4d2VurzHXLhQWDSh1TpT7L8zBNYBKO4LVQZR4QqBbCuHjWYG6kzFGG2S2GWEOLfW1CF7ghbK/6NgAWAaHUmIQprZRO9pZFafb64r1p/ipXFz3BN5r+Ry9prT8fZHNq2NGi1+oIOP77y1sNiO47bDxEecbHDtpq2By9AvHZAh++YLIYODoNGEUGkKhWlPASduZ46fQGAeM46QyE/nHmMm/osQi0P86YWj/q31z0QFP3bdG9/De7074rSln38WPwn8cEPoJaHEaXOQCnToLM0UKcvENs2C0Z2V39EraGAWal/9supbTZVI2Dhp+JnKWrebne+cOQypZguz0Zm2Hif2+5tuOqb4Lp/uuqbgE/9055A6l/Awsrip8Xfsg0ZcmI0WWjkkW1pD4swWlpYW/YyY+Pv9ShfnKa/R9sAru2DN9sAru3DyYafWFf2codsNqHKWCJUKQiCQKOxlFazdbarWn+KpYW/Y3bai6SFjvZ4LcFu35X+bboHOqV/Cf9wdX+d7y0Q0P4TyPbt8WQbgA72wRfb7Ouz0eyUWtXfZ6Mv9AqHttV0mlExi5Hh+aEdaOI0fdEoItCbrem9Slv2AzAi5iaXx7vKhQeBcWh3Vf1X7DDR6kwuTnnGZQEIAQuVumMUNG3jVMPPDI66wq/z2JypvhHTGJ/wABFOZXqbTZWsL3tFNLCVumPkNa2nn92DJl7b3+E7tYb8DucpaxsJjFFn02quAUBnbqC89bBDW87fd/XwSw0dRYJ2IGbByMDIy8gKn+iwsA+gxWQ9x9bKtzjVsKrtWqo4XPudT4UufNG/7QEcLP3bRqO86d8eW7jIypJnRWc2XjuA8Qm/JS30AuxT3hksTRyqtU7r7q7+CItg5nTjOnZXZXNh/N0+X4POXM+uqg8oat5OmDKe0XF30idiqvhiZBt5rtAdI7dxNdnhk31uu7dh3zcBj/3TVd8E/C7E4ov+bboHPOr/YO03HZzZvhHTmJj4kENISqu5lt1VH3K4bgk7q97zKJ+9fXBlG6CjffDFNkBH+1ClO8G6sldEZyFe059JSQ8DkBwy3O5IgZKWfWyueIMa/WmMlhZ+LnmO67Pe72ADu7J9Z/270j34p38J33F3f53vLRDQ/hOo9p3xZhvA0T74Ypt9fTbaCk119tnoC70iy4GEhISEhISEhISEO3rFCK1KHo/RXIVa4fubSGCQEa8ZIIYa1BvOdPH52yltOSB+Hpcwz215XhlyErVDSNQOYWz8PX6fR8BCv4gZzEr9M64KVoQpE7g09a98mXeHOPp3unGd4witxpcR2oMAJIQMorVt9LSoeQflrYc7HFtrH3LgJm5obvp8NIoIt9dlWxR2ccrTNBpLxDjSguatPo2A+aJ/27R8sPRvi5X1pn97NpW/BljjVcE6anRFxmsuF46o5eGMjrsLgHBlEmvLXgJgX82nDI6+0o9FYgJ7qhcRo87myozXCVHGOOxVthU3SQ0dRWroKB/b7L1465tg7Z+u+ib4P0Lri/590b1J0LO76iPxb9ti1lmpz3cIQQlRxDA56REUMjUHar/y2K69fXA/QutoH3yxDda2He3DhvL54uhRnCaHqzLfQCUPdXFGGamhF3B15pssLXyAGn0eenMjG8vnc3n6K26vJZjtu9K/K92Df/qX8B3f7q/VTgev/3S+/Y54tg3gu32w4euzMVE7BKDTz0Zf6BUObZ+Yxzla8Tsyou9Hq0zH/kEfqgruAq0QZXuVMp2lPqjn8oRZ0Iuf7WNVAo1CpmJS4sN4qr6mlGvpH3Upe6s/Aayree2JUluLXKjkIRgtrR0Wf1kEMxVt0w8JmoHolNaYnaLmHVTpT2IWDA4rn2vavq+ShxCpdl1Aw5vDYEOGnIFRc0Wnob4t7tUbvUn/NmoN+RQ0bRX/liFnevKTPq2CHhB1Gftrv6RGfxqzYOR4/Q+is+sLMuTMSn3epcHsiawpfdHh/0AS7L7prq2z1X9+40YMlibx7wmJD4ptu+PC+Hs4Wv8/cYGkK6LUaR5tA9DBPnizDdDRPpS2HhCnOQEmJ/3ejbPZjloexuTE37OsyBo2UNS8XUzf6BzOEMj2XYVSudK/t1h2X/Qv4RvBvr/Bbt8dgbbNXfVs9IVe4dAeq/w9AmYOl/+qw75gZTmwYQuWBsRY2u4gVtNXdFx2Vf2X5JAR4qhjIEkPG+tTR7dfGNfqtMjE5ozFaXIoaz1Ig7EYi2ASU0xV60+KcZTx2v4ORtsimKjUHXeIIbKN4sRq+nUqHYozkapU8bOv97R36d9KbsNabPFXAMkhwzrEbnoiI+wiMW3Smebdfjm06WEXEtvJVfrnM53pm64IhP5tM1Ng/S3HqLO8fkclDyEzbBy5jWs9HCXzaBsAl/bBk22AjvYhv3Gj+DlanekUl+ielNBRRKnTqDcUA9YZEOjo0AayfVcOSfD0332sKX3Rr5fG3wxcH0RpPBPs+xvs9t0RaNvcVc9GX+gVMbSTs48zJfuUy3/Bxn7loUKmdpszMdgMjb5W/FxrKOCLvNvYXvkfmozlNBnLA3aeJO1Qn46zX3ntKr0XtD8ALILZYbTJlhpKhpx4TX8StINIaMuJCdbVzDaajOXiaINzKENnsR+hdJVpwRWe9B9IAql/28IaG/6uKg1Xtof41Bv9Gy30d/VtdyOXKZHLlChkKp/+2Y4PNM5909f+6Uwg9F+pOyF+TvSj7/jycPVkG1zZBxuubIM7+1Cuaz82OWSYz/Jbjx/RLlPLAYdp1WC074pg6l/CO8G+v8Fu3x2Bts1d9Wz0hV4xQuuO6pZVxIXOCuo5DJb2URKtj1OHwWBg1Byq9bkcrP0asOZ221fzOftrvgSsb12Do64kK3yS1xROnrClAfOO+ylxG46rmQvEvJq2h1KUOh2lXIsSbdu5k2g0llPWepiRdt9rb8+7oa7W51LcvItqw2kajWXozfUYzM2Y2qZFTIIes8XgpZWOeNK/ve6BHqP/Oqcp6wM1X3Kgrb/4iy0Fna/4fh09g+nJTwL4XGf+ZMNPgP8hCp76Z2f7pisCoX9bzkqASJXrUB/X5072eow32wCO9sGbbbC26WgfGu0eqFHqdJ/lB4hStR/vLrdssNsPpv67C7lMicwH29UT6O39xx2Bts2+PhvP5rnoK73aoc2vnR90h7bJWCl+1iqiPRwZfCYmPkhm2Hi2V/6HqrapOdsITlHzDoqadxCmTGBU7K0Mib4SeSdy9qrkIQGT193iD9uCj0S7kRfr30NpNJY7vLnaL/qI8zBCm9+0mZ1VCzvkpQwk7vRvr3ugx+hfbwlciIzFqaCJN7zFgp1P2PomdMybGiwCoX/7UCC1H+0pfejD3mwDONoHb7YBOtoH+5AN+9AxX1Ar7EPNXL/MBbv9YOq/u5ie/KTPL43dTW/vP+4Ihm325dk4KvZWgE4/G32hRzq0elMJGmV7LFmLMdflcaYgL9IyCwbx5oBnh6qrSA+7kPSw9yhq3sGRuiXioh+bY9tsqmRzxT85UreUWal/JlbT16/2AzmNGqPpg1ymxCKYqNMXAtaSrracsElOMUNJIUPJbVxDq6mWRmMpEaoUagx5bXIp3Mb97Kx6nz3VizqcO0E7kChVKhpFlPgjVsm01BoKOp2r0ZX+7XUP9Bj9C06J3qPVmT5XFZMIDK76Jrjun2fbNwON4P0Ql/iy6NCbbQBH++DJNoBr+2A/Eij4fTXejw92+8HUv4R3env/6Wq8PRs3V/wToNPPRl/okQ7tgbLbGZu+Rvx7d/HsbpGjpGWvw6q9lNCRHo7uWjLCLiIj7CKx1Nyx+h84UrdEfCDUGvJZVvQQ12ct7LbpX4VMRYw6i2p9LvVGa8oz+xX5zkHwSSHt8aMVuqNEqFKoa5tWjFZnuoxfLmze5uAwpIaOYnLSI8Sos93KpXRKFN8Z7PXvrHvoGfrXKqIcShEOirqckbG3dIss5yPOfRO8989A9M1AoZaHiVWD/Fk1b1+Nzh3ebAM42gdPtgFc2weNIgKTyRpqZDA34Q8Gc/s1uMtSEez2g6l/Ce/09v7TXXTns7FHLgq7MO0nh7+1ynSXC8I0St/jijqDfT4/uUxBWujoHrfYJUwZT5gynjFxd3FL3y/aKjpZ3/z05kZ2Vf23W+WzLVCw5fC1jXir5eHEarIdjo3X9BcfShWtRwGoa/ueuwVhB2u/ET9HqTO4PP1Vj84suF9E1Rmcdd+T9B/uFEvnb6yVxNnh3Dd96Z+B7JtnS5gyTvzc0FZ+0xdaTbU+HefONkBH++DJNtj2O2Mfd2pzmn2lzm4RZIQqxeWDN5DtuyLY+pfwTLDvb7Db725c+yXBfTb2SIdW5jTtGhs60+VxSnnw3kzymzZzpnmX+HdOxCzReeypKGUaxsT9khExN4rbipp3dqNE7Ys/DJZmWs21VOmsDy3riIvj4gC5TCkmZa7UHcNgaRLjg+K0rh1a+1Gd/pGX+DTdVm8s9vs6vGHTfU/Sv7W0bTvW/tzzpqrOVZz7pi/9Mxh9s7PY/+bs82V6w5a31RvubAN0tA+ebIOzrDbsZ9ScM354o8xu5XhyyAiHVeXBaN8Vwda/hGeCfX+D3X5Pwd4vCfazsUc6tM70i33W5fbBCW8G5XzV+lOstVu9LJcpGBV3W1DOFQwyw8eLn/UW/6YyAo39yEmTsULMM+ku555tarFan0uDoX1E0V0qGqOlVfys8TGw3pZXMlj0FP33jZiO/Vtxg7GE043dl9fxfMO5b/rSP4PdN/0hLaT9hahSd4J6wxmv1RItgpmC5i0+te/ONoBr++DONoBr+2Dt/1bqDcWUtuzzSa6Sln0Osxl9I6bSN2JqUNt3hSv9e8Mf/Ut4Jtj3N9jt9zQyw8cH/dnYKxxaCQkJCQkJCQkJCXf0aoc2RJUd0PYELByt/x9LCu53CKyfkPCgT1Vagok/eUDtUwOFd/OqdvtpswrdUTE43P0IrTXBtMHSTElr+xurc412G/YVSar1rrNh2HO4bolf03c2eqP+4zQ59ImYQp+IKeK2DeWvUmWXsN0XWs1STF5ncO6b3vpnZ/tmsOgbMd0ujZzAloo32VLxpsdiDwdrv/Y9htaNbQB3I7SubQO4tg9xmn5khI0T/95Y8brXBVMGSzObK14X/04JGdmh8Esw2neFK/17K7Thj/4lPBPs+xvs9rsKX5+NNfq8oD8be7VDe7aYLDpMFh2lrQfYU/0xn5++hQ1l/xCT8AMMib6KYTHXdaOUVj7JvZ61pS+S37TJbae3CEZO1P/okPbHluy/u1DLw8Sg9fymTYA1hMM5B60N+0pZhU3bAAhXJaFRRLo83n6R3omGlRS5WCVusDSzvfJdtle+y+byf+JLUQJnvOnfpvuepv/Jib9ncuLvxXRdenMjSwofYGvlv6nWn+rwgNSbG9CbGyhvPcS+ms/5vuj3fJ13d3eI3utx7pve+mdn+2awUMq1XBB7u/h3YfNWCpu3sqrkLw7ZM8B6DburP2R75Tv4eg3ubIM7++DONniyD1OS/iCuAq/V57Gs8HeUtuxrm961jycXKG09wLLCh8SHrlKuZUryHzxeQzDbd6V/V7qHzulfwjvu7q/zvQ10/wlU+12Br8/GnVXvBf3Z2CPTdm3M9610nwwFk7OPez+wjS0Vb7Kz6j0sghm9pcnjimK5TMmEhAd8cmaNllYqdEcxWJoxmpsxWJqtixZc3Nyjdcsoaz2ERh6GShGGWm79F6lKIUqd4fYcZsHAiYafONHwEyAjQpVMqDJGXPmrNzdRbzzjcE1hynhGx93pVf5gE6/JodFYKi6yi9P0RynXujw2VBlLhCqZRmMZxS172r7vPv/vyNhbONWwCrNgxCKYWH7mcRK1g4lWZyCXKduSsR8W9SJDzqzU59hQ9qpf6W086d+V7qFn6D+0baX05emvsKL4jzQZyzELBrFqmEKmanMGBAyWFpe/Ca0bZ0HCM859E/DYPzvbN4PJyNibKWrZ6RDfd7pxHXmNG4jRZKGRR2KwNFFryMcimJHLFMxMeY5VJc/71L4r2wC4tA/+2gawVh+8JPUFVhb/CaOllWp9LsuKHgYgRBFDpDoFkNFgLHEY2VTI1MxMecbrzFyw23fWv73ugbPWf28n2M9ed/fX+d4CAe0/gWq/K+hJz8Ye6dCOSVspfpYho7p1LXWtm0iLvBe1IhGjpYaShg9JCLvCr3Z15np0Zs/FGOQyJf0jL2FU7K1EqzN9ardGn8f/ih7x6di8po3kNW3ssL1/5CVcnPKM2+9pFBF2lUUEGo2lNHpI5ZKgHcSs1D/3CGckXtu/7Zqtb53uwg1sJIUMpdFYJh7vqTZ5jDqLWal/Zk3pi+IinArdUSp0Rx2OU8vDAJie8hR9wqdwrH45Z/xYZdmb9Q8Qq+nLDVnvsaXiX5xsWCWOzJoFo0OJTVfEBCEB9vmAq74J7vtnZ/tmMJHLlFye9ndWl/4f+XZ2S8DSoeqZWh7OtOQn6Bsxja3KN12OJDoTTNtgIy10NFdl/ot1pS87ZABoNdfS2tpxej5ancn05CfFEIfubN+V/l3pHjqn/95OVzx7Xd1fd/cWAtN/Atl+sOlJz8Ye6dCGqvo5/F1afg8XpC5DKW9XQIR6OHtK5vrt1FqRoZaHomkrH6dVRBOvHUBKyAjSQi90iH3rKdze9xtON66juGU3NYZ8mozlGC0tWNqqQankIYSpEknQDKBvxHQyw8cj6yERJc4V1pK9/BCTtMM41bBa/Nu5Rrsz2eFTuDH7Iw7VLeZM804ajaWYBRNaRQQRqlQyw8YzKGou0B7XmKQd6pfT4En/9roHepz+bWgUkcxIeZox8XdzqmE1JS17qTeeQWeuxyIYUcpCxLR00ZpMkrXDyAgf5zWvr4R77Psm4LF/drZvBhulXMvstP8TZTre8CPlrYdoMdWgkKmJUCWTHT6JwdFXtfcfdZZPDlWwbYN4nKY/12cvJK9xg5hJokJ31DrqJZMRqoglQTuI7PDJ9Iuc4fdvN5jt2+vfXvfAWetfwjec76/zvQUC2n8C3X4w8fXZaMvqEMxno0wQekReSo9CbC0cw9j0NSjlUeI2k6WBnWdmMCFzd9CFk5CQkJCQkJCQ6BG4DBTvkSO0zsSGzuBIxTzSIu+xhhyYqznT8B6xodO7WzQJCQkJCQkJCYlupleM0JotLRTUvUZ1y88YzBWoFAnEh15KVvQjKOShXSWjhISEhISEhIRE9+JyhLZXOLQSEhISEhISZ887x6cFtf3fDJSqEUoEnd4bcuCO6pZVxIXO6m4xzluG/Ok1l9tD1NZ69TGhIfRPimPaoD5cMWow4Rp1V4rX7Uz469vUt+p4/ppZ3HSR59Xbzny35zBPf/MTEVoN25+7P0gSSkhISEhInBv0aoc2v3a+5ND2QFoNRvH/kroG1h/P4+0123n15ssZ2ye9m6XrOrLjY9hfVEpBtf+VeyobrHkUU6MjAi2WhITEecyo2Fu7WwQJiaDQc3I/SEhISEhISEhISHSCHjlC22L0XPPchsniuUiCRNdw7eih/HLKGAAsgkCTzlo6+ERZFUv3HuFAURmVjc3M+2gJyx6+k7SYnlFsINi0j9DW+f3dqqYWAFKizw9dSUj4y4JNm3lr23YAch97tJul6YjRbOaS/37InaNHcc+YMd0tjsi4hN+c1fd76nW5wmi25mkPlLz9Xl3AA+PH8ejk7i1p7iu9Td6zpUc6tLuLZ3e3CBJ+EB2qpX9SXIftY7LTuGX8SP7+w3o+2ryHVoOR9zbs5M9Xz+wGKbue7PhoAAqqOuHQNkohBxLBo9+rC/jVhdaH+1PTg7tI6HxHbzJ36fkGzH+Ne8deyJNTp3TY99K69by3a3dAXgB8va6jlZXojCYuSE05q/P1e3WB+FkGRGq1DE9K4u4xo5net4/X73f1fZDoenqkQ6tVZjA2fa3X43ackQxxb+DRyyazdO8R6lp0bDlZ2N3idBnZ8TEAFNXUYREE5DKXCzNdUtnm0EojtBISvROVQsG6X9/b5ec1CwIWiyVo7ft7XR/t2UtiWNhZO7QAs3KsVUSvGzqEiqZmfjh+nHu//Y5HJ0/igfHjXMoKdMt9kOh6eqRD6+tCL6VcGr3qDagUCoakJrHlVAEVDU0ej7VlTtj89DxiwkI4WV7Nh5t2s+N0EZWNzYSqVWTERjN1YDYAD8yc4LatPQUlfLFtP7vyi6lptk7ha1UqchJjmTNiIDeOHY5aqQjMRbrA5tAaTGbK6htJ9cM59TRCaxEENp3I5+fDp9hfVEpJbQN6k5kIrZq+CbHMGNyP2yaMQqvy/vN2pW/Arc496VtCQkLCHosgsCm/gOuGDglIe9nR1lmv2f2tJZPvuGAUT638idc2bWZiZmZAnGaJ3kuPdGj7xj7t03GDE94MsiQSgUJoSzXsqwNZ0djMjtNFPPXNSnRGk7jdYDJT11JGhFbj/lwCvLLcGubgjMFkZk9BCXsKSvhm1yH+c9c1JEWG+3k1vpEVH4NMZpWnoKrOwaG98vVF5FZYncf0mCh+evweh+/aYmhTXcQbz/vwOzadLOiwva5FJ17bkj1H+OQ3NxEVovVJVnt9A37rXOLcpKallU/372d1bi5FddY1C00GA4nhYUzv04cnp00lXG1Nx+cpXs8W72qb6u736gLeufZqjldW8fXBQ5Q3NZEUHs5lA6yOysMTJxJi90K2IT+fVzdu4mRVNTEhIdwwbChqhWtb0u/VBfz3+mtRKRQs2LSZY5WVKOUKxqWn8861V4vHzf3oYxLDwvjghuscvn/X14upbG5m+S/v9Ftfe0tLueHTzx22udOJsw4ABz046yAYeLoPD0+cCCDK4Hxt3mIzb/3yaw6Vl9NsMPDWtu1ivDMENub5j9OmsuTIURbt3Ss6tP7cB4Az9Q28tH4924vOANBqNJISEcGl/XN4wil0QyGX89a27Q76Ahzu2cT/vMu8i8Zy5+gLALh/6fe0mox8cH17X/viwAHe2LKNLfPu6/A7c/6NAeLvzFleT7K6k9dd/zpdU8s/Nm5kW2ERerOZkcnJPDF1SocXBVv4hy+/s66kRzq0vhKiyu5uESR8wGwR/p+9846Pqtge+Hd7dje990IgEELv0hQFuzTFik9sz97b86fP+ixPRRHbs2Mv2BsKCEoREJBe0yvpPbtJtv3+uNnN1uymkQTv148fsvfemTkzc8+9586cOcORYxUAJLX5lXpj7YEs3vz9T5LDQ7h48iiGxUQik0oorqln09E8JnQQ/uvVdVttxuy5o4dx4aRRJIQFAYLRtzW7gFfWbuHIsQpu+eA7Pr7+YuSyng/44aeQExnoT1ldI3mVNZw0OBEQ3AmsxixAUU0dWWVVDG7zQ9a3GmhqaQUgJsh1hHZ2xmAOlpRz9uhhTB+SxOCoMBQyGfmVtbz5+59sPJpHdnkVb6z/k3vOnumTrPbtDXS6zX1lT9k1jI56y+HY7rKrGRP1drfy3VAwkSDVGOTSQIaGPQyAXNr77hp7y29kVOSrALSaKsitfYX6lr1MjP3K5RhgO96TbC9Z2Cv5AshlUtZl5zAtKYn0CRGA8GLdWljIW9t3oDMYWHr2WV3K+5G16whQqbhpymQitFq2FRXx5p/bAWg1mXjo1FmA4IN5zVffMDYmhufOPguLxcLKffs5WFHuMe8v9x/gcEUll48dwy0nTeFYQwMNbTplZUHGcJ7ZsJEavZ4QtRqA2uZmthQWcncXF9GMiYlh501C3OiaZj2z337X5zYAHNrBvg16E0/90Nq2oMoqg7VuvtQL4MFZpwBw3vsfcNHIkSweO6ZX5A/y82NEVBQ7i0tsx+xlBbzKe+sPP9DY0sqjs4X1HRqFnIPlFdTqm12u/XTPXoLVaof2Ahz6bGxsDJlVwjPeaDazr6wUncFAq8lk+xA7WlllMxSd9cxZxwAHPbOXtyNZPcnrfH8V1gkfq4s+/oTYwAAePu1UtEoFXx04yKWffc4Xl15CRlSkS96+6NnxZEAbtOLGCgOD9zf/RXWT8GA5Y0SaT2le+XULZ4xM49kLz3IwNkfGR3PmSM95FFbX8b/1WwG49uSJ3HHGdIfzUYH+DI0OJz0mkiVvrWR/cRnf7T7EwvEZna2WTySHh1BW1+gQ6WBbdiEAI+KjANhfVMa6Q9k2g7ayUXA3UMhkRAS4jh4vGJ/BgvEZNv8wKxEBWsYkzmPhyx+SVVbFukPZPhu09u0NdKrNO4NUonY5Jpdqu52vRpHC6Kg3qdZvIrtGcKOwGra9QVNrpu3vxtYj+CuHopRFMDTsEbaXtI/CuDs2kAhUqfh6sWvc0lMGpVBcX8/vuXldzrvZaOTnK6+wjTydMiiFvBohZvPqzCzby/bVrdsIUCpZccH5thGls4amcfo7K6jW6d3mvbWwiDVXLSHIz/MMxbz0YTzz+wZWHc3k0tGjAFiTmYXFYmFu+rAu1UkCBLfNigT7MDvi3AbQ3g72bdCbeOqH1ZlZQLtBa62bL/UCGB4ZYfs7XKtx+N3TRAf4s7+szPa7s7JmVlZxwYgMzhna/pybNWiQ22sNZjMrL73Yob0Ahz4bExPDuuwcAHYWF5MSEkKz0cj2omKmJSXaypyZkgy417OOdMxZXk+yepLX+f5a/scWQPC//mDRIlu7nZaaypx3VvDiH3/wxoL5Lnn7omfHkwFt0IobK/Q/jCYzdW1fioePVfDtroP8uOcwAElhwVx2km9f6QF+Kh5fOKfTI6dfbN+HyWxBo1R06O85aVA8GXFRHCgu46c9R3rVoN2WXUihnUG7JVtYGLdkurDK/O5Pf+K3wzn885RJAFQ0CO4G0UH+uFtH5mzI2iOXSZk+JJmssiqO1TX4LGdX27uzyKVaLBZh5Ke44SNZtoF2AAAgAElEQVTiA/+BTOJPaeN3VOjWYMGIVjGE1JA72V12JQHKDFpNlW2ppaSHP9lh/qHq6eTWtrsi1TRvpaDuHQCSgv5JsN8E8uveRG/Iw2Cup67lL4aGPUpD6wEA9IYCzBYDcql/h2VV6NcCkBb6AKWN3+KvHNqpdnAn18GKuxke8RybC2cwLWEjByruBiAu4BIK6oVR7Rj/hURo5lCpW0dh/Xv4yeMwmn3v554kLTycn44c7XL6UwalOBhyAKmhoYBgWFrZV1rGSYmJDtOjMomEqYkJNgPYmVmDUry+ZCO0WqYlJ/HD4cM2g3bV0UwmJcQTHXB81me4awMQ2sG+DY63DMez/J7AZLYgk/q+6NaZs4am8dHuPeiNgqvVVePHkRYe7vZaX/psbGwMr7fNNqzPyWVEVBRGs5mNeXntBm1VFbdO7XhNgicds5e3I1k9yevcv5vyBBe2yfHxDh8BUomE8XGxHu8FX/TseNIvDdoWYwkqeaztt6e4tGIc2v7Bu5t28u6mnR1ekxYdziuXz/NpoRLA9LTkLm2Vuy1HGP0cmRDt1V83JTyEA8VlHD7meeqyu1in8Itq2u/VrdkFKOUyThsurNiNCQ5gb2Ep1Y06Qv01VLQtnOvMIjJ7IgKEEc/WToSp6Wp7dxY/eQItJqG9mww5GMy1qORRRPvPJdp/LiBMoaeG3El9y14yIpahkAZ1ubzsmhcYG70CgN2lVzI+5lMqdKuZELMSgB3HFhGhmU1u7UsAjIp8FT95nNd8DabatvrEYTTX94hcwjPPgkoeBVjwkwvTkTm1LzAm6m0kEgU7j11IhGYOubUvMz7mYyTI2VQ4tdPl+4rJYuHL/QdYnZlFVtsUam1zM81GI0aT7/eX2WJxORbt7zr7YI0EYn91eVMToRrXkf2OXqRRbvJ2x/kZGdzx40+UNTaiVij4o6CAx2cfv7CC7toAhHZwbTHfMblpbwCj2fd+6E75x5vi+nqi/bv+EfLUGaeTERnJm9t3ALBy335OSx3Ef06fQ6TWcQbJlz4bERVFQ0sLNXo9G3LzuGvGdMwWMy9s+oMbJgsDF9V6PSOjhVk6Zz3zpmP28nYkqyd5nfu3Si/MdKzNznYIj+YNX/XseNEvDdq9pYuZGL/O9luMSzsw8VPIyYiL4rwx6SwYP7zDkUVnEsN887V1xhrzdVt2oW0FvzfqPPge9QRWg7a4RjB6CqpqOVbbwISUOFRyQf0mpSTw7a6D/H4klwXjMyi3RTjwbNBWNDTxy76j7Co4Rl5lDbU6PboWAy1GIy1Go8d0nuhqe3cWjSKJxtZDAChl4dTot6CWJ1Dc8An1LXuQS4NoMQlTh2p5UreMWQCzRY+szc3BZBFGvkPV0zlYeS9yaQDhamHKbXj4swDk1r5Cq6mShMArCFW796NsMmRS2yK8+HaXXY3RXEdTayZa5ZBuyeUnj6bVVEWI31RaTVWoZFFt5WVzqPJfAKjlwuiOBQNSiWDQqeS9t7L7vp9/4acjR7lt6kncOnUKILzE1AoFr27dZjMAQJjm9WBHUdboGt3E1zB2EVoNtXpX14IaN8c6y5zBqWgUCn4+mkmQnx9SiYSzhvaMe40vdCaUn6/4K5WUNzW5PVfa2ECgynFxZ2/IcDwpa2zkUHk554/o+iybTCLhinFjWTxmNADfHjrM4+vWc/sPP/HxRYscrvWlvfzkcoZFRHC4ooK82lpOSkzAZDaTXV3N3lLh+TY0PBy/tneAs5550jF38nYkq6/yBrd9HGZERnL95Iler++v9EuDdkLcaofffvJ4Jsb/5nKdGIe2f2C/U5hMKrGN9IX5a5BJuzaFrepiOK3GLjikm9yMWvQUVoNW12qgsaWVrW3uBpMHJdiumTE0mW93HWT94RwWjM+wi0HrfsThrd+388qvW22Gq1wmJSYogITQIDQqhYvPri90tb07i0aeTHatMAIwJPQBDlc+QGrIPRyuup8pcasxW1opa/qhy/lX6FYTpBpr+y2TaDBZBMPH6r/b0LKf9PCnUMrap+n8lYIRkx7+JCazjp2lFzFJ/b37MprWMCZScAFQyEIwmOsorv+oUwatO7m0iqFkVj9NcvD1ZFY/SVzAJQBo5EkMDXscubR9NESCArOlGQkK2wdAb/Dz0aOcnZbGdZMcX3IWYG9pqcOxSH9/squrHY5Z79HN+V2PPz0iKoo/CgppNhptBoDJYrGtSO8OKrmcs4emsSYrm1C1H6elDnI7nTyQGBEdxcbcPOpbWmzGa22z8NG+MS+f8bGxHSXvcdQKuW1hU09jNJv59xrB/ccaUaA7WN9XCzOGc7Syko927+lyXmNjY1idmcXY2Bg0CgUAo2Oi+fnoUdt5K+70zJ2OuZO3J2SdmZwMwI7iYsbExNgGWwYaveswJyIiIiIiIiIiItLL9EszXCJxFCtU496nSdxYoX/gaevbvkCjVNDQ3MK5Y4bx77mn9rU4xIcEIpdJMZrMlNc1si1HGFWaZDdCO3NoCgqZjM2Z+bQaTbbNJ5xj0H65Q4hV+fwvmwBhlPfG06YwLinWYST8f+u3sXzNH71ar66iViTR0HoQAK0iFb2xCI0ikRC/qewrvxWFNAA/eefDg+kMuewp+ydKWRhpof+2HU8NuZP95bcBFlJDhNiXBnMdByruQikLQyJRoJbHU9eyG7BGXJAQqT3HY1ktpgoUshDbb4U0iBZTBVX6jVTq1tJsLOZo1WPEBlxIi6nCdgywHXcnV6Aqg8NV+9AqBlPXspth4U8AMCT0XxyouAuZVI1WMYiU4FtJDr6BPWX/RK1Ixk/WNZeDrLbR1G8OHnI5N394OgDDIyPZnJ/PqqNHiQ0Q7seyxkZW7t/PsQZHN4Iz0obwwV+7eHbjJibFxwmxNdtGjSTdmNa+acpk1mRmseSLL/nH2LFIJPD1gYM0tfZMeKAFGcO5+suv8VPIeeqM07uVV4vRSH1LC4Dt3yqdnqK6egJUSvxVKmS9PMV/zYTxXPPVN1zw0ScsGjkCqUTCZ3v3AUJ81evbfDg7i7Vuna3XmJhYvjl4iBFRUYRrNVQ26Wz3V2fJqxVmnn46cpSiujq+OniQrMoqHjrtVNIj2qMoOMvqTd5LP/ucc4YOJSFYcHGqaGzi+8NHmBDn3Z/eE2NiYnhmw0ausBs5npGczMdtOnGPXcxYZz3zpGPu5O0JWW+fJvjhL/joIy77bCWXjhlNuFZDVZOOHcUlpIWHOdSjv9IvDVpnUu1eUPaIGyuIOBMfGsShknLK6hr7xUYAMqmU+JAg8iprqGhoYkduEX4KOWMS240Qf5WSyakJbDqax/bconaXA6cYtO/bbRSRGBbMG1cucOuXbL8pQn9DLg1gRsJW2+/pCYJxPjTsEZdrOxNbdWbidrfHg/0mEezn+AKXIGVs9HttvyzsPHYp42M+cU3sAXfhwKzHwtQzGBr2qO24P8NcjtnLZo9U4seUOGFji6l2awgCVWMYHfW6w7URmjlEaOb4LLM7fsvJdfjXHqvB8cI5Z/PE+t95cM1amlqFaeO4wEAuGzOKW06awoIPP7aluXfGDFQyGT8cPszbO3YS5a/lolEjAWFV9Y3funfh8MbwyEjeXDifpZs2c+dPqwjx82PRyBEsGjmC67/5rkt52jMxPp4wjYaG1hZOSUnpVl7nvv8BOdWOkRc+3buXT/cKcYgfnHUKV44f160yvDFr0CBemzeXV7dt44XNfyBBcNsAeOi0WUxO6Fo8aee6+Vqvp86Yw0NrfuXhtb9iMJtJDA7qskG7NktYIL4+O4dQjYZxsbH8Z85sF2Ous/2QFBzMa9v+pEon+LMHqlRMS0ri/2Z13a1xbGwMZY2NttBcADOSk1i2WRhsGBPT/g5w1jNPOuZO3p6QNT5I+Fj9dvFiXti82RafOVStZkR0FOeP6Jmd3nobicWTF//xpV8IIdI5rIuurpw+3ud4p77meeucqVw/y3Vvbm88u2oD727ciUImY9191xDmr+kRubrDje9/y2+Hc7htzlReXPMHJw1O5O2rzne45vM/9/LIN79y5fTxbMrMI7OsilV3XUmS3WKtMQ8tB4ToBedPGMHjC90bNFe/8yVbsgSfxYNP3tGhbN1t74FIbu0r6A25SCQKjOYmIjSzbREWnCltdDWYPF0rMnCZ9dY7zEhO4rHjGOFARESky7idDhgQI7QiIr5yyZTRvL95FwaTiYe+XsuLl57bYWzVVqMJC5ZedYK3LgzbnNUW68/O3cDKqempPPrtr/yZW0Rlow6JxHWEVt22sKDVaKLMQ4zZrdkFtoVnIu5JCb7J52tF4/XEZ1thEQW1tVw08ty+FkVERKQbDAiDdmPeYLfHJRIZ05OOHGdpRPoz8SFB3HnmdJ79aQPrD2Wz6JWPuGTKaIbGCP5VfnI59c0t5FXWsCu/hPWHcnj3mgsYFtN7u9gkt233u7dQWLE6OdXVoA0P0DI6IYb9xWWYzRZCtRqXOLpT2rbO/WXfUTZn5fPRlt0sHJ+BWqmgvL6R73cf5pVftxCiUdt2ZhMREXHPuuwcWkxGntu4mdNSB7nd2rMzMTmz776zJ8XrVzKIiAwEBoRBO77Nr0zAQouxlKK614kJcN2SUUTkyunjkQBLf97EkdJKHvnm1w6v7+0ojEltI7StRhNalZIRcVFur5udMZjdBccA9zFob5sjOO5vzSqgTt/ME9+v54nv19sWnQGMT47jwbmnsmD5B71RFRGRE4b7fvmFZoORqUmJPO1hMdjqq5YcX6H6qQwiIgOBAWHQahSpTr8Ho1UOY8+xCwnXntVHUon0Z5ZMH8/sjMF8vGUPW7LybRsb6A0GNEolSWHBjEmK5YwRQ2yjt72F1eUAYEJynMfYvLOHD+a5VRsB9zForfl8cfNlvLZuK5uz8qls0KFWKEiJDeGc0cO4dMpoZFIpYf4aqhp1vVAbEZETg+033uD1GutWvH1Jf5BBRGQgMGAXhVkwsSV/DFOT9vWGPCIiIiIiIiIiIv2PgbsoTGfIdvhtsRgpb/oWtWJQH0kkIiIiIiIiIiLSXxgQBu3O4jMcfkskMjSKNIaEPdFHEomIiIiIiIiIiPQXBqzLgYiIiIiIiIiIyN8Oty4HngN0ioiIiIiIiIiIiAwABoTLgYiIiMjfmcP1e3g95ymX47cPeZwk7ZAup+9MHic6+U2ZLMsUtll/YcynfSyNSG/SkT4BXvVB1Cfv9IU+9VuDtqn1MABHKu+h2ZBHmGYOg8Me41DFLdQ17yBANYK08P/iJ0/sdVl2lcxlbKzjFpi7j13AmJgverysbYVTAJhst9/98WBb4TQmJ2zutfwtFhP7yhYzKvqTbuWzKX8Y/soRmC3NAET6LyA+8GqfygdcZGhqPUxh3avUNe/ssP7O7dNT9RkomC1mdtZsZFftVkr0eTQa65FLlISphJBnqdp0JofNIk6d3LeCDgCeOnQn5S0lhCoj+Pfwl3xKE66K4uSIs2kyNtBkauBQ/e5Oldnd9CLd547dFzv8VkiV+MsDSdIMZlSwsO30mOApSHo9MvaJRX/QJ0DUqX5AvzVoc2qEr58A5QgGhz1CWePXHCi/Dj95IiOjV3Cs4VOyqh5mRNS7vS6LTKp1OaaSuQ+OL+IeiUTWI8afQhrMmJgvbAbt9qJZPhm0Eomw65azDFrlMIZFLGdb4bROydFT9RkI1LRW8lbus5To8x2Omyx6SvTCNrsl+gLyddnckfafXpOjydjAz6UrmRV5HqHK3o0d3FsU6nIobykBoLq1gtymo6Ro07ymC1dFMz/uH7bfzsZRb6cX6TmUUhVSiYxWczM1rZXUtFayu1YYwPhV/S1Xp9xNiDK8j6UcGPQXfepKHiI9T781aBtbDgAwNO45lLIINIohbCkYx7CEF1HKwlHLU9hefMpxkUUpi8Bk1lFU/zoAScF3oJS3G7QVTT9S2vAJJoueYL+TSA65G4BdJfMBCFafhM6QjQQJwyNf77IcnsoBxxFE+793Fp9FgGo0TYYjhKpnkhR8hy1Npe4XCmpfJkA5Avt1ebtK5nuU+Ujl3QwNfw6AwxW3MixiuVe5m1oPUVj3mssoqL1sgIt8HdFiFLaR9VdmeG0Da/mA15FYK5U6YXc6d+3TUX0At+1dWPc/Glr2YDTXoTNkkhxyL9H+i3yqa1/SaKxneebD1BqqkEnkzIo8lwkhMwhTRtJoaqBYnwfAtqr1TAyd2auyHGnYy6bK1UwImTFgDdq/aoT7JVgRRq2hil01m316AYucOFydcjdpASOxYKGqpZw9tVv5tVyYASzW57Es80HuTHuKIEWIl5xERH0SsaffGrRGcy0ACqmwS4pcGtj2O6TtdxAm8/HZCclPnojJokNvEEajLBaDTR6AcM0ZRGjPwYKJ7UUn2wzNxtaDAAyLeL5HYuZ6Kqcj9IYcRka/h0Iayp9FMxwMxryapYyK/hCpRElZ4Ve2442tBz3K7K8cTrOxAJCgVgz2SW6tMt3tKKi9bICLfO4wmGvZfex8ZBINAINCH/S5fMDnkdi8mqUAbtuno/oAbtv7WMPHTIrfAMCfRScPCGMWYGXhW9QaqpBLFVw/6H5S/YfbzgVLQwlWCH2XETiu12U50rC318voLSxtH0S7arcAcG7sJXyY/zK7arcwP+4KpBJxfe7fDQkSwlVRnBY1j5HBEwF4Oesx6g21fFrwP65Lvb+PJezfWLCI+iTiQL81aK00GQ4hQeby24LpuMngp0hCZ8hErUgGoKZ5M0pZpO38scZPqdVvQi4NxmCqsx1XyoRpo57aAMJTOa6YbX8pZGF2sjoqudFcaztn/VCwyu1J5gjteVQ0fQ9IiOjmtsOOsrnK5zaNNJgxMV9iMjcBsPvYQsbH/eLmSrObY75j/aBy1z4eZZOFOaSxr0+kdj4Hyq5BJvUfMMZsaXMRe+v+BODMqAscjNnjidki9OXRhv19Un5PkN0ofNzWGaoJVoQxPmQ6P5eupLKljMzG/QwNGNXHEoog6Tvf1UhVLAAL45bwXt4yDjfsoVCXQ4JG3DzIE9mNB0V96s/0gT71e4PWOm3v6ffxQC1PpLDudVJC7gEgu/oxEoJusp3Pr1nGlIQtmCzNVDT9YJeyZzvUczkAZiwWE0ZzLQZTtU8yyKVBtJoqkEr8MLQZcN7SKGURmC2ttJoq0Ci6u5KzO+0jjHiZLE12xzy1QeeRS4MAPLSPJzzXp75lB8MiljkZ8P2bHdXCiLJK6seMiDO7lEejsZ6dNZs4VL+LEn0BTaZG5BLhsROsCCPVP51TIs+xvdDt+ap4BYW6HJtbg8HcCmBbOWuPt1W05c0lbKhcRVbjQWpaKzFZTATIAwlUhJLqP4wRQRMAGKQd1qV6emNnTbtrytiQk4R/g6eypuxrdtZs7vcvYJPFyJ/VvwOwu3YLxfp8mk061DIt8eoUJoTOYFzINIcFTY8cuJE6g6CHT4x8C43M33ZueebD5DYdIU6dzN1Dn7YdbzW3AHD/visJkAfzSMarDnLUGapZW/YNh+p3U2uoRiX1AyBRm8opEed4bccD9X+xvvx7AIp0eQAkaAYxO2o+AfLADlIeH0YHTyZIEUqdoZqdNZtcDFprP+xuG5n0pR+caTE3s778e/bWbqeqtczW5s5MCZsFwEUJ17mc86RPgINO9ZY+QbtODUR9Ase+9LUfrTrlqz6BoFO+6BNg0ylf9Qnadao/6FO/NWhnJGf1tQg2/OSJ1Lf8hVaZDoCuNRM/eYLtfIT2LPaWXY5GnoJW2T3/HYO5BnA03MfGfuO1nCj/RewpXYRWMdTnEeHk4LvYX3YVAarRqOXJPsuoVaQhlah8vr6k4UPq9Fsxmms5VHEzoepTiPK/wOf09lhdDqzuJknBd9rOeWoDa/mAiwyeZEsOvgvAbft0rT4W9pctQSGLQIIUf2WGTy4jfUlu01EAhgSMQCn1vb/tWZ75MBUtxwBhijVIEUJrm2Fa3lJCeUsJO2s2cfPgh11e3iX6AmQSOYkawbXFOsoZp07GT6bxWYYD9TtZkbsMo8WAVCIjQB6EBAn1xhpqDdUU6LIo1AnuIjcNfqhL9ewIk8XI3tpttt/jQ6YDMC5kGmvKvmZf3Z8Yzdcglyp6vOyeoNZQzVs5z9g+LADUMi3BijCaTI0cbtjD4YY9bKlax5XJd6CVBwCQrB3CnrZ6F+lySQsYCYDJYqJQL7T3seZCDOZWFFIlgK0Ms8VMslPoowJdNq9nP4nO1NR2L4XaVpgfrt/D4fo9nBNzMbOj3A96bKj4ma+LV9h+K6UqAuRB5OsyeT37SU6PXtitduoJJEhI9U/nr5rN5LXpn5Wu9oM9elMTyzMfprS5iAB5EOmBYwDIaTxMg1GY9Rvsn0GCJoVhAWPcytiRPlnltOpUb+gTOOrUQNQnwKEvfe1Hq075qk8g6JQv+gTYdMoXfQJHneoP+tRvDdrO0Nshp1TyGKYmtofkmJK4w+H84LDH3abrikzTk454POepHIDkkDuBO12O28vgLE+49kzCta4jb97kbjWVE6Ke0eE19sQGLCY2YLHXcnxpr+lJhz2e89QGnsrv6Jy1Xdy1T1fq02IsZWL8OkCCxWJgZ8nZ/d6grWgVFt7FqrseGm921HwKddmMD5lOgiYVmaTdfahEn8+7eS9Q2VLKqtLP+eegfzmkvdnpZWhdRbwo/upOxXn8tvgDjBYD08LncF7spaikakAwmkqa8zlQt5MU7dCuVtErh+p3ozMJMwmRfrG20GbRfvHEqhMp0RdwoP4vRreFbupPGC0G3sz5LyX6fNt9cEH8NSRrhyBBggULuU1H+KLwbbIbD/JO7lJuGvwQUomUJE27QVuob38BF+vzMJoNpPqnk914iCJ9rq39rR8WAEma9j5uNul4J3cpOlMTMyLO5JyYi1BJ1e2+yTV/8HHBq/x07DNStENJ9U93qEd5SwnflXwAwPTw0wGYG7sYhVSJ0WJgXdn3rCr9vDeasNNEqeIAYdW+Fed+uCD+GgCf+sGe1aVfUdpcRIJmEDemPmj7MGw26Xk1+3EKdTnEq5OZG+v+eQkd6xNwXHVqoOoT4NCX3voRcNApX/UJ2nXKmz4BNp3yRZ8AB53qD/p0Qhi0IsePfaWXo1GmER3QHqKkuN5z6LS4wCs7XYan/LqSV38h0n8B+8qWIJWoMJv1JAbd3NcieUVvFIwwrcx1pMdXJoWezKTQk92ei1UncXbMRbyf9yJ5TZldLsMbdQZh5GhM8BTbyxeEF0S8OoV4dUqvlQ2O7gbjgh0XEo4LmU6J/mP+qtncL1/A26p+o0Sfj0bmzw2pwgJMf7upRAkSBmmHccPgB3n60J3kNB1mZ80mJobOJEnbvmi0yM5QzW/r6ymhp5LdeIh8XZZ7g9Yu/ZaqddQZqhmkHcbCuCUO5YMwOpfTdJjNlWvYULHK5QX8R+VaTBYT0X7xLIy/0iGtXKLg9OiF5DYd4XDDnq43Vg+hbjMyrR9B4NoP/k7TuR31gz376rYDMCvyPIdZDj+ZmlMjz+O9vBfZX7+TeXGXe5SvI30CjqtODVR9Atz2pad+BBx0yld9AjuD1gd9ssrgiz4BDjrVH/RJXAoo0ilGRn9AaqijD2Nc4JUe/+8KPZlXfyEp+FZGRr1HRuQbjIz+gEj/eX0tklcstlBlvefcH6mKAYSp0N5icNtitpWFb3O4YY9dvXqfFnMzB+p32n6PD3F6AQdPRYKEgw27aDbpj5tcvmL11ZwQOh1/eaCLIWUlQB5km/q1voAT1IOQSWTIJDIHQzVPl4lSqmJU8CRkEhkFTe3uZQW6bAp02UglMhLU7S4o++uEWbGMoPEeZbWOQOXqjrqcy2pzVxkdPBlJ23/OjGzzo+5rzG0LWu1nM5z7wRPu+sGeWkMVAGFKV1/+0LZj1ms80df6ZK9TA1WfoOO+dO5HZ53yVZ+AXtMnZ51ypi/0STRoRUREREREREREBjSiy4GIiIhb/GRqmowNNHcz3nN24yH21v1JkS6XOkM1zWZh5MRgbrVFLuhNLoi/mjdznuFYcwGvZz9FiDKcscFTmRA6gxi/BO8ZdIN9tdsd6vjEodvdXmc0G9hb96dH94y+4lhzIQAJ6lSv1yZohGusC10UUiWx6iRAmPbUmZrQyLTkN2USo05EKVUR7ZdAgS4bgBaz3raAME6d7LCwpbS5CIDvSz7i+5KPOpSjyVjvcqyqtQzAbTQNK2GqaK91PB7ojI0AaGTtO1R2px/s8ZcHUmeosS0As6fBWOtSrjs60iegV3VqX63gMmHVqYGqT+C9L931o1WnfNEnaNep3tIn8KxTfaFPokErIiLillBlBE3GBiqaj3UpfYtZz3t5L9pCwgQpQolRJxAgF0KiKaV+6E1Ntt1+eosQZTh3D32av2o3s7lyDXlNR1lX/h3ryr8j1X8458Vc0qlFZp1hZ63rtK8n/qrZ3O9ewHqT8DHjJ1N7ubL9Gnv3kaS2CBWFuhyKdLnEqhOpai1neOBYABI1qWyp+pVGYz2lzUW26Wvn/rB+BAUpQm2hujqDNTSVsoO0qi5G8uhpSpqFDXwi/eJsx7rbD1aGB45jS9WvbKj4iWEBo5C1hdAzWUxsqFgFQEag52lo6FifgF7VqRNFn8B7X3rqxyTNYJ/0CbDpVG/pE3jWqb7QJ9GgFRERcUu8OoVCXQ7ZTYe6lP67ko85VL8bf3kgVyTfxmD/DJdr8pqO9rpBC8KClQkhM5gQMoPKllJ21Gxia9WvZDceZHnWw1ydIsSYtr4YeoJGYz1HG/YjQcLDGa8AwgvE3XUP7b+OzMb9NBrrO/SRPN6oZRphlN4Hf8Tmtpe12m6Ez/oi3VS5mpLmfMxtG+JYjydqBrOl6lcKdTm2ldPQbghbUUpVNJt0zI29jHEhvu3255pej8FDzFUQVqD3Na3mFptvov0Wrt3tBytnRS/iUP0ujjbs5+nDdzHYPwMJEhDNnEwAACAASURBVLIaD1DRUkqEKpqz21a8d4QnfQIcdKo39Amw6ZQv+gT0G52y9iPgtS899WOSdohP+gTt0Qh6Q5+sdfCkU32hT6IPrYiIiFusCwZqWitto6ydYU+tEPv39Ojz3RqzgNupz94mXBXNmdEX8ODw5YwLmYbZYvZp6q2z7K7ditliIkk7hCBFqNuXLwgv2xTtUMwWs20rz/6CdbV6gT7by5XYpjqtbgYAyZohJLctLinRF9hWeFsXnCRphWnVQn0Ox/Tt07HOMTOj/eLb8sjvUj1ClREAlLd4nm2obq3sUt49yR9Va2k26ZAgYUJIe4SC7vaDlQBFMLel/Qd/eSBVLeVsr/6d7TUbkEpkzI6az51pT3ba+LPXJ2ed6kms+mSvU+5w1qf+pFP20R+89aV9PzrrFHjXJ3ud6g198qZTfaFPokErIiLilvSA0bbV0F8WvdNp47PF1AyA1m5HG2e2t+1G5gtyiRAovcnU2Ck5OspvWvgcAKpay6lqLe+RfK381bYyeXTQJK/Xjgye2Jam90erO4NtpXX1JhqN9bYRL2cajHU22ceFTLUdD1dFE66KRisPoLylhGJ9Pv7yQMJVUQBEqeJRSlWU6PMpaylGI/NHI/Mnoi36hRXriuntNRtsI1edwboyf0/tNixt/zlzoG6ny7HjxdGG/Rxt2M9Pxz4DYHzodFsbgWs/eMJTP9jzY8knNBrrWZJyB8+N/ohnR33Av4Yt5ZyYizu1YYkzconCRad6kr/sojZ40yl7fepPOmXtR+i4L5370VmnfNEne53qDX1y1iln+kKfTgiDtjc3VRAR+bsilchYlHANEiRUtZbz/JH72Va9nnpDLSaLkVpDNQfrd3GwfpfDDkxWrIH4t1ato8XcbDtuNYw+K3zDFj7GF6LafAo3Vvzs4MNlshg7TPdu7vPsqd2GzskQrmmtZG3ZtwDEq5OJbwvQ3hNUt1bYYuuO8iEe5sgg4QWc13TUIaB+XzM+ZDop2qHoTI28mvUfXs36j8MOVkIg+KO8lvUEOlMTiZrBTAyZ6ZJPkmYwlS2llOjzHaY/pRIpCZpUjjUXUtFyjERtKola18UyU8PmEKIMp95Qy2vZT5DXdNRmmFqw2KajPyt8wxaX056TwmYjlcg41lzAN8Xv8U3xe7aFRUaLgdVlX9litB4vTBYj+U2ZrCx6m9dznuL1nKcwmFuJ9Ivl/LirHK517oe8pqNd6geAPXXbhJ3W5CGYLaZOy92RPjnrVE9hr0/gXafs9ak/6ZS1H5370oqnfnTuS1/0yV6nnHGnT/Y65Ys+OetUX+sTgMRiOX4x5DqgQyEaWvaSVfUgTYajWJxeXv1pi1wRkRORHdUb+azoDYzmjn2iXhjzqcPvQ/W7eTPnv1iw4CfTEKmKRW9qtHu5SFiSfDsf5r9Ci1nvkt6ZnTWb+DD/ZUBY7RukCKHF1EyjsZ7nx3ziMZ11hzEQ4juqZH40m/S20RG1TMsNqQ8AuGy/21XWln3Dj8c+JUEziDvTnvQpzbNH7qVEX+Cy3WSdoYYNFT+hN+loNunQm3S2gOWJmsGEKMPwk2psi0iGB44jLWCET+nd5eGcvsnYwDu5S8lpat+lTy3TopX702RstC1aSdIM5upB99gW/dmzuuwrVh37HAkSzoq5kDlRC2znvi/5iPXlP2DBwpnRwhbSZ0S7biV9rLmAN7Kftm0dKsRpFeJf2n/U3JD6gG0XJXvWl//AdyUf2n4rpSq08gDqDNVYLBYuSvwnnxW8gQWL13uxK1jvQ6VUhQSJw0eelfTAMSxOuhmNm1mNnugHgE8KXuPP6t9djmvlAUSqYjkl8hxGdTAC6k2frHLdkPpAr+gT4JNOWfUJcNApb/oEdKgP7tIDHnXSnT4BDn3ZG/oE2HTKF32Cdp3yRZ/AUaeOsz65DY4+IBaFZVU9RLB6GmnhzyCR9M/9mUVETlQmhM4gxX8oGypWcbhhD3Wt1Zgx4y8PtG2MMNzNyuj0wDHckfYEv5R+QZE+j2J9Hv7yANvLck70QmL8EkjSptoWe3TE+JDpSCUyfi//kZLmAmpaq/CXBzIscHSH6S5NvJF9ddsp0edTb6yl0ViPUqoiVp1IWsAoTo44m2AP/nhdxTpd2JFh4MzIoEmU6Av4q2azg0Fbb6hhXfn3btMU6LIo0Dl+1CulKocXaEfp3eXhnF4rD+CmwQ/Z6rSjZgNF+jyqWytRyzQMDRjJuJDpTGjrH3dY/f4sWBy24ATBAPAU3cCeGL9E7h32LBsqVrGvboctxBcIK+9j/BIYEzyFQdphbtPPijyXCFW07WVfpM9FZ2xikDad06MXMsQ/g19Kv6Sml33/Ws0tSJCgkWkJVIQwyD/dtkGAJ9nBsR921Gxoq0Pn+iG/KROjxYhUIkWKDLlUeJ+aLSaajA3kGo+Qm3uEC+KvYlrbFsHOdKRPQK/oVHf0yZreqlPe9Mn+X+gdfQIc+rK39Ak865SzPgE2nfJFn8BRp/pKn+wZECO0fxSM4qTEXUhw37ndJeWlpShkMgeT/8iNQny79/bsYuWh/RyoKGfjFdcCEB/YP1ZM9hYpLy1l4xXX9nk9i+rrmfHem+TectdxKc9oNjP7w3dZecHFRGg6jsXYGVJeWopWqUQukRITEMDDM2cxJc73WI32cgEOsjnfnx31mbv27K06i4iI9B+sO1R9kP8S8eoULkm8gSi/OIcdnlrMelYdW8nvFT8RrorigfQX+0pcERFvDNwRWoU0HIOpEqUsyvvFXWTd4qvcGgNXjB7LFaPHkvLS0l4r2xtv/rWDBcOGE67pusO+iHfkUim//ePqXsn750uuID4wkPf37uaB9Wv5dbHvW/l2JFd378/erLNIOxeMfxiAEeOTada3MvGUdM6/2r2PY3VFPR+//CtH9worlJd/fetxk9PKBeMfJn1sEv4Bftz86AK0gd7jn4r0X3469jkAZouZ+XH/sK1yt0clVTM9/Ax+r/iJmtaOt78VEemPDAiDNiXkHg6V30JC8I34yeOxN841Cu87pwx03t+3i7MGp3m/8ARD4vYbbGAzLSGRpza7+q8dD07E9uwt7P0Eu4Kzz1h8ihDi5pE3rsRisXDL/OUeDdrQiEBufnQBty5Y3i0ZukN8SgSPv3UVf206yornf+amRxZ4TyTSb7Gf9nXnn2ulsrUUgEBFcI+W39P6JCLijhMiyoGIiIiIiIiIiMjflwExQnu44nYsmDhQdo3Lub6OclCp03Hvrz+TWV1FiJ+aJ2bNYWSk4Bpx+kcrAFgxdyGxAYGUNNRzxXdfsuYyYbp5S1Ehj29cT01zMwqplDsmT2XBsOG2vG9a9T0FdXUU1ddz2TefI5fKbFPVpY0N3L32Z7KqhRWKaWHhPD/nLAe3hLRXl/H0qafz/NbNBPn58ePFl/dInTuS2+p/C4KvsbPfZtqry3h05qm8vXsnja2t3D99JvPS0m15Z1VXc+svP6AzGJg/NN2lbPs6AQ71OufTD3j97HnEBwZS3FDPEru29oY3X1RvcvuC0WxmdU4WMxOTHY7b+yw7t1d3fLitbQm4bc/u1HlzYQHPbd1kmys5UlWJUibj/GEZPDjjlE60Sv+kJ3c4cqa6vJ7kocI+5+u+/Ys/Vu/HaDSTnBbFkrvO8pgu+2AxHyxbjUqtRKGSc/czF7FnSxZfviMsELrwulkAjJiQwq0LlpOcFk1tdSNpIxNYfOscXn/ie6574DwAXn30G258eL7HsqyMm57Gh8vXALBni/CstS9vxIQUFxlGTEjh/654k8Ej4qipFFZ0SyUS7nj6Qm5dsJyYxDBCwgNorNdhscD4GWkObQCw5K6z3NZBpGvEqAWf/UJdDr+UfcmF8dc6bL1qtpg51LCblYVvAXRp96iO6E19EhGxMiAM2unJR3q9jFM/fMftojBvPLphHXPT0pk/NJ3f8/O499dfWHXJPwA4M1VYXbg2N4d/jBrD2twczkxtdx0YEhrGO+ctJNrfnx3HivnnD986GLSvnCW8fFJeWspH8y90MDge/n0dU+IS+HD+IgBe3r6VRzes46Uzz7VdYzCZyKmpZtOSa6lv8bzlY2fxJndHGEwm8upqWbv4Sn7MPMLjG39zMAwf27iec4cM5cYJk3llxza36a11AhzqdUF6BqtzMrlqzHjW5mTb2t8XvPmiepPbG2d+8h5ms4UwjZqP5l/YY3J1hLUtAbft2Z063/vrL/zv7Lm2j7d95WVc9+O3J4QxC3DtoPt6NL+iXCFU2cPXvotKreCSG08D4NR54zh13jgAbpn/YocG7auPfcuDL11OSESA7diK53/m6fevA+D/lrwBwNLPbqKkoIpnP74BlVrBjee9wOJb5xCTGEZ1RT1SqZTgcM/Tzp5Y8fzPAA7lLf3sJhcZln52E0f2FnL/8ssICHL0+2+o0/HcMzdy7RnP8t5v93PrguXc89zFDm0AgkHrrg4iXWNerPDR/3rOU+yq+YP9dTuIUEXjJ9XQbNZT1VJmCyOWHjiWM6LO79Hye1qfRETcMSAMWk9U6dYSppndI3l5WhTmjU2F+WwrLuK/fwgjFFJJuxfH2W1+r09u3sA/Ro1hXV4295w0w3a+pKGeZ7dsotlkxGKxUNPsfZ9uK1uLC7lvanteZw1O4+3drjtzzGsblQtUqTpXsQ7ojtwAC9uM31FR0ZQ1OQbn3lVawiMzhZGmOYMG89yWTS7p59mNNNrXa35aOrf88iNXjRnPmtxs7p/m3kexq3Qktzesi8Le2b2T21b/yNeLLu1R2dxh35bguT07wlOd9UYDKnn740Mll2OymLsp8YmL1Yf20TevxGK2cO9l/+PZT27gx4+3cHhPAQFBGqrKOt6JTdfY7GDMArQ0G1CphdBLel2r7Xh0fKjtuFwuRIc55dzRbPx5HwDTTncfV9IdVt/rlmYhDrFzee5kiE0KczFmAQKCNChVcoJC2iNqeGoDd3UQ6Rqp/sIz8+6hT/N7+U9kNR6koqUUo9mAUupHsDKMBM0gxgZPFUdTRQYsA9qgzatZ2mMGbVexWASXguERkS7nhoULL7GypkYqdTqKG+rJsLvu5p9/4F/TZnL24DSyqquZ89G7PpcrQeIQ68xT9DW1vOfj9nqT2z4Gns7Q6pwcrUIJ4BAyxh0yD6uYPNUpRK0mSKWioK6OY40NDm3dE/gqd0ecnJTCs26MSmubuWuvnsJTe3aEpzr/55TZXPLVZ6S33eN6g5FnZ5/ZfSH/BlgsFptx+PW7G3lrzb0YWo389v2uDtOpNSpqKhsJsRtdVWuUtOjbDE2/dr2QSl37OjBEi8loprSwinMumeKTrJtX7yd9bJKtLMClPHcySDpxr3lqA3d1EOkekapYFiW4uu6JiJwI9EuDtsVYgkoea/utM2S7vc5o7tze8r3B9MQkPti3hydPnYPZbCantoYhoWEO18xOSWX5n1uYley4a0p9Swux/sKIyxeHPAeW1ygUFNbXOYwgT0tIZFXWUW6eKLyYVmUf7VRs0+7QkdyRWi37y8sASAgM4ofMzrmLjI6K4ZecLG4YP4n1ebmdlm3hsOG8+OcfnJbcMzvU9DTrcnNc7g9rm3WlvTrC2pZAl9vTEy9v38qKuefbXA5EOsbe5UDX2MzcywUfxTEnDeaJmz9AG6gmKl4IRL9jwxG2rDlAWZHgH//qo99w5kWTueGheSy7fyV+GiUtzQYeeX0JS+46iydu/QCLhQ7dFawkDYnCbPK+3WlRbgUPXfsOwaH+3NDma2vN37m8zsrgjLs26C9MP/85Nn15d4fHTCYzV93zPu8uvQJpJwz5mYuWsmFl12Js7z4ghHR7+b3fqWvQYzSaGD08nkfuONdLyp6nM/X49LsdrPptP9n5laQmhQNwzqkjufBc141ZOmLVbwc465SMTsva23RFrunnP0dsVBBms4V5p4/m8oWO2/qaTMLM1/G+x7pDX5XbLw3avaWLmRi/zvZ7Z/EZvV6mOx9as8XCpV9/bvPTvPL7LwEI8dPw3OwzSQwK4pGZp/Lgb2s56Z3XkUokXDVmvIvBctbgISz64lM+WrDI4fi9U2dww6rv8FcquWzEaIL9/NzKdv34SVz/07dEarW2RU4PzzyVu9as4sN9rwMwODSU53pwhMy5PaDdr7gjuf9v+sk8skHou6VbN7Nk9DgUMt+nCx+aOYtbf/6Bzw/u58rRYzuVFuCUpBQe2bCOZaef43Mad/0c4idMl1r7ubuc+cl7ACQGBrmMZFrbzLm9vN1/8YGBbuW2ymxtS8ClPT3V2XoPeatzUlAw8z//yLYIUSaR4q9UcsvEKZyX5nlnmb8rX+x81O3xmx9b6HJswsyhTJg5lFsedz336JuOixxHThrEyEmuH2/2sWvt/66rbmTcdO8hAN3Jay3HuTx3MniKnWs97vxvR9d6u66vkcmkvPf8kuNa5mMv/gTAk/fNY1hqNGazhdKKei+p+p6L507g4rkTmH7+c11qM3PbVOSKlVv6nUFrtli6LNfnr15LQ2Mz9z/zLeGh/g55yGSCG+PxvscGIv1ypzCLxYhE0m5rby86hYnxv7kk+rPoZCbF901MT5H+y4KVH/PVoku74Rgg4o0Jb73Gm+fOZ2x0jO1YSUM9Z3/yAbv/eVMfSibiiafv+JiI6CCuvs/3j72/O95GaP/YmcPKH3eyc1+B2xGpnfsKeO+LrSgUMg5nlyKTSrl47gQunTeRUy9exqJzxvHX/gIamoQPy39eOp1Tpw71Ktfcq18DYPmjF5IcH+Zy/oLr32DW1KHs2l+IVCrh37eeDUBCbAgA1bU6nn19NRVVjchkEm676lSGD4lxOQe4nC8sqeHx5T9hMpsZm5HAV6t2s+5T3xZRu2tDe86/7g3mzEhn5758GppaHNrjqVd+obRCmJXdua+AkcPiAHjtiUu81snKJbe8zbw5o/llw0H8NSpeeuwil3IBl7I7yvupV34BoLSizq1cnWmL/UdKWPb2Ot56ZjHQfn9Z6+x8j/24bj/frt6D0WhCp28lfUgMD9/ert/O95i1Ttfc+yFvPbMYnb6VuVe/xtdvCIs6A/z9uPa+D3nzv4vZtiuX1z/aiNliwWy2cNn8SZxx8nBbuYDHsj2Va8VbX1n7CXDpqzYGzk5h9sYsQKjmNLfXyaUBbo+L/H1ZnZPFpNh4h7v9jI9WdJjml8uWdLm83sy7P2PBglruqKfbiouICRB1sr/yrxd6fyHiicgF17/h8dzU8YOYOn4QMxe5jxTy9Ku/8OoTlxAR6k9ldSPX3vchl86bCECrwUhCbAg3XD6TnAJh44O7Hv/CJ4P29qtPBeC2Rz5nzvR0Fpw5hrjo9s0QSivqGTs8npv+cTI//3aAZW//CsDSf18AwIvvrOOi8yYwZng8uYWVPLT0Bz5YtsTlHOByftk761h45hjOPCWD9VuO8ul3O7zK6ytllfXExwRz/eIZ5BRUOrTH/Te1z9TOXLTUxWDsqE5WSsrqCA5U8+5z/8Boal/Eal8u4FJ2R3l7k6szpCZFUFhSbfttvb+seTvz8nu/8fkr1xDgL8yS1jU4LtB2vsesdYqNEmbgtu7KZfrEVLbuEtzR5sxIJzJceIZnpMXyyn8uQe2noK5Bz+Lb3rUZtC+/9xuAx7I9lWvFW19Z+wlw6auO6JcGrTOpof92ezw94uXjLIlIf2b6ijcJ02hYMddxqrY3jcoT1WD1xn9PO4M71qzC0OaPaQGSg4J56Yzj78MnItKbfPG/fzr8nn7+cz6nbWk1oGyL0CCXu+5jNGeGEH1gUKLgT1pV2+RTvlbjYPzIRH5ct59bHv6MS+ZOZNE5QvgziQQmjU0R5J04mGVvr3NIv31PHnlFVbYIFgo72ZzPOZ8/cKSER9t8dadN6Pm1CvZt4mt7QMd1smI2mzltmuASJZc5nreW665sX/LuCUwmc6ciely+cDI3PPAJ0yakMmdGOoOTI1yucdee1o+fP3bmcO0l03nn8z9s10aGCQZtSVktb38mHJfLpdTW6xzKBTosu6N+9Nae9v0Ern3liQFh0HpCrUjuaxFE+hHW2LQivc/slFRmp5z4206LiHSHO64+jWvu+5C0QZHo9K3866Z2/3mpVIJK2b1XcFCAmkvnTWT2tGH8444VNoPWYgGL2QIyIaqG8wStBXj+3xcQZhc+zZdzQt7t+Ukkkh7dUrs7beJNbhDkVShcDUZv5fqSd09wNLfM5hbiC5fOm8j800ezeUc2y99dT3xMMPdef7rtvKd6DUoMp7CkBovFQlx0MEajMAJaXFprM3b/vfR7Hrj5LEalx2EwmDj1khccygU8lt3d9vTUT944Iba+3VbYs7uaiIiIiIiIdJdPvtvB0/9awBP3zOOFhxYxeUxyj+SbV1RFXlGV7XdBSTXhoY6bZVinkTftyGbk0DhGDo2znZs4Kolv1+yx/a62G0FzPud8PiMtls3bhchDO/bmewwZ2ZuolHIamxw3C+qoTt3F17zdyeUrldWNvPL+71zUiYgPpRX1aNRK5sxI5/G7zuP3bZk+pRucHMH7X25l5iRh86HpE1OZPjGVdz7/g5QEYbagobGZ6EghstLqjYcc+rm0or7LZUPv9dUJYdCKiIiIiIiIiIj8fRnQLgciIiIiA40H9/+L0uZSj+dvH3IXI4J838lLpO9Y9vY6cgsrMZst3P7oSuKig7nnuvYteoMD1Vx3/0fERQchk8lQKmRceO54nxZ+dcTTrwor68urGlAq5IQEaWyRDAD8VAr2HCxixRdbkEmlPHTb2Q7pb7/6NJ57Yw1X3LkCi0Xwd7T6RdqfA1zO33b1qfxn+U+s/PEvJo9JJiLU922UP/1+B6vWHwDgijuFUIbnnjbS5irhK4sXTOaaez8gLMSfV/5zsdc6dRdf83Ynly9ccP0bSKUSFp0znll294b1/gLc3mOPvvAD9Y3NqFQK5DIp99m5G3REYmwouw4Uct+NwoK2mZOFkdqlb67lxstPBuCGy0/mzse+IECrYnhaDElx7TGiH31BCAfZlbKh9/qqX4bt6izbCqcxOWFzT8kiIiIi0muIBu3fh/OuepW3n7nctnK8pdXIhTe+ybdv3dCr5Z584fP8/vmdvVqGiEgfMnDCdokcf67ZscTtcalEilYmOG5r5f6Eq8IZGjCM9IDhJGtTjqOEIiK9jyc98JW3Jqzwes21g66nprWaBmMjjcYGmoyN/Fy6qlvlinSNIn0hta21JGuT8Zf3fMg5uUzqsLjlUFYpwYEar+lufugzj+dedozH6Za+GKjqSGbwTW4Rke4gGrQiHWK2mGkwNgDQYGygtPkY++v2AZDqP5jzYuaJo0kiIp0gSZNMkibZ4Zho0PYNb+W8TpG+qNdGxe/65xzue+prFHIZJrOZQH8/Hr3Te2i7gWj8DUSZRU4sRINWxAV/eQAqqRKAVnMrTSYh/pzZ4rgHfHZjFssyl3JyxCwuTVyMTNL5MBsiIv0VmUSGRNxv7oSlzlBHkb6oV8uwrh4/3rjbtUxE5ERHNGhFXLg44RKmhE11OV7dWs3RhiPsqPmTPbW7sbS5Pv9esZ6y5lLuSLtbNGpFThiuTL7arR6InBgcqj/Q1yKIiIj0IGLYLhGfCVWGMiXsJG4efBsPDX+UKL9o27nDDYf4tPDjPpRORERExHcO1h/saxFERER6kBPCoBUjHBx/EjSJPJD+EAmaRNux9eW/clAc9RAREenHGMwGDGYDhxrEZ5WIyInEgHA5+KvkbCK0c4nQnoufPL6vxRFpQyPTcP2gG3n04EO0mlsB+PHY9wwPzPCa1mgx8mf1NvbW7iZPlwdAg6EBsBCoCCRFO4hxIRMYHzKhS36MzvkLedMj+VtXwmcEjuSOtHZftcMNhwD4veI3CnR51LTWoJAqCFIEk6IdxKig0YwPmdBhnuNDJnJD6k0U64t4P38FRbpCYtVxXJxwKan+g23Xl+hL+LzoE7IaM1FIFIwKHs0F8RcR4MNK7YqWCnbX/kVm41EKdYU0GOtpNRvwk6oIVAQBwgfL2OCxjAuZgFzi22PCWof0wOHclXYvAJUtFWyo/J29tXuobq2m1dyCVi7ErUzUJDI+ZCInhU0VXVV6gX11e9lV+xeZDUepM9TZ2j5SFcnwwAymh88EIETpeavNRw/+m0JdIQCnRc4G4JLExT7L8H7+CgA2VPwGQLw6gUcyHvd4fUVLBUCH92dn783dtbso0hdSrC+iUFdIeUsZICx4tbIsc6nXfHyJYAHCswdw8/zp2WcP4PL86ejZA3h8/oiInAgMCIM2Puh6qnXrKKp7E41iUJtxezYKWVhfi/a3J8ovmqlh0/mtYh0ARxoOU6QXXoDx6gS3aQ7WH+CD/BW2l5czFS0VVLRU8Gf1NhI0iVyVfI3DSLA3ejt/K3WGWkBYOPdW7uv8VbPT5ZpWcytNxiZK9MUU6Qq8vlCK9IU0GZtYlrmUmtYaAHKbcliWuZRHMv4DCC/iZ448RWNb9IlmmtlcuYkCXT4Ppj/i0TjMacrmq6IvbIa3MzqTDl3bAsDS5mNsr95GtF8MN6beTKw6zm0ad5Q2HwNga9UffJD/Hi1mx60gre22r66WfXV7+bV8DbcOvp0QZahLXiKdp0RfzIq8d8hpynY5V2eopc5QS2bjUX489j0AZ8Wcw9zY+W6Nq6lh0/lM9wkAf1b/CcBFCZcg9eEDxGgxsqN6u2N+4e63Kfd2b0L7/el8bwId3p8vZ73oVdaewvrsAdw+f3r62QOenz/Ozx4QDVqRE5sBYdBGaucSqZ2LxWKivmUH1frf2F9+DUppGOHas4nQnoVUou5rMf+2nBI5y2bQAhxq801zZ9BurfqDd/LedoiYENQ2KhiuisBisVDRUkGDsR6AQl0B/z3yJDcPvo1hAeleZfGUf7gqAqDb+dtTZ6jFbDHzWvbL7Kvb63BOI9Mgk8hsIc8ARraNknREeXMZ2BYsjAAAIABJREFUq0p/pNnUTJImiXxdPgB6k5515WsBKGsupdHYQKImiUZjI9WtVW11KWRHzXYmh05xm7fBbHAxGDQyLRGqCPxkfrawbNA+elXafIwXMp/jsYwnUct807Ga1hp21uzg7dw3bQsHo/2iCVQEoTM2UawvBrCdK9QV8Er2S/zfsAd9MpRE3HOk4TAgGHB6k952XC1TE+UXjVKqpNHYSGnzMcwWs20k8fuSbynRl3B96o0uRu2UsJNYWfQ5ZovJpjP76/fbRvw6Yn/dXnSm9j3apRIpk0NPcnutu3sT3N+fzvcm0OH9OSvyNLfH15f/avt7dPAYQpXdGyBx9+yB9udPTz97ALfPn64+e0REBjonhA+tiIiIiIiIiIjI35cBMUJrxYIJk0WHydyI2axDIouiSvcLeTXPMCT8aUL/n73zDo+qWBv4b1s22fRKQkghEELvIL1IEwWk2BWvKF696r22q17L9V57++xeK3ZRUUQUpVmQGnqHAKEE0knvbTf7/XGymy1nW7KBRObHw/Nkzzkz887Mu7PvmXnnHb8J51vEC5JYvy7oVP7m2ZijFUcBmNJpmtVzp6tP80nGR+YZjHhdAtfGX09yQA+r54wYOVpxhK/PLCarJotaQy1vH3+L//R5knAnsyhtnb8tlfpKfsxZzoGy/YRoQpjR+XIAhoQOIVAdBEjLfqeqTrK9eBsDQwa5zNOIkd/P/soTfZ4hUhvJxxmL2Fy4CZDCowHUGmpZkLiQ0RFjaGhs4MnD/yG3NgeAfaV7Hc7QpgT2JEGXiMGoZ1TEGAYED7SKVAFSbE6AbzK/YlvxVkCacf397K9cFjPT7bZ598T/MGJkSOhQroq71qpdS+qLAfgk42MOlUuHdGRUnWJXyU6GhXnn7PULjeL6Yt4+8SaAeXY2QZfAlXHXkBLY02rmtdpQze9nf+XHnB8AKb70rpIdrMj5gVmdZ1vlG6gOon9wf/aW7jFfSy3a4tYMrUl/TPQO6mNejbHFUjcBp/ppq5uAU/28Pn6+7HXLGdqJkZNadbCC7dgD8uOPs7EHcHv8qdRXAtiNP60Zexxx0zNf8cmj19r93RLmP7mYzx+/vsXpW5rvhLv+R79uMebPb947l8KyKhat2Mqhk3ltIpM7TPz7/+jXrTOBOi3/umESgTptm5d5/1s/8PJd0m+VZRsA5nY4F23TFrrQIWZoz1b9QFrBXWzNHE5W2fv4+/RmQMwSeke9S++o9+gd9R7phY+cbzEvWBQoSPBPMH8+W5fH2Tr7s+o/P/2JeZkzThfHgykP2xmbpvx6BvbioZ6PEusnbQKsNlTxxelPncrR1vnbYsTIT7k/0tmvM4/3fpIJkROZEDnR/IMC4KP0ISWwJ/MT/uL2UcH9ggcQ2eQiMTK82eew1lBLraGWLn5dGB0xBgCNUsPQsGHmZ3JcBIq/P+UB/tvnaaZ2usTOWABpeTRYE8zCpNtI8m8OCL+/bJ9bspswYmRY2HBu73an3Y90qE8YoT5h3NH9LsIs/GZ3luywzUbgJovPfEaVvooqvfRSmRzQg4d7/Zuegb3s3Ah0Kh0zYmZxU+ICbkpcYL6+MvcnSi18M02MCh9j9Xlf6R4rlwY5ag217Cvda5OPvP+sCZNuutJPW90Ez/XT29iOPY7GH2djjyfjj7Hpn+3442zsuZCPKk+MCePNe+ea/wNEBPvzrxvk3VHOFQnRYbxxzxxmju7D28s2tXl5J7ILAUjPkvy7HbVBe2ibltAhZmizyt4j0n8WSaGPoFV3trsfqO1Po7H+PEgmMGE5kJpmDyxJrzxGRtUp8+fr42/EV+XrNE8/lR/Xxd/AS0efB6Rd25nVmcTp7H1z2zp/RyhQcFvSHQRpglw/7CaW5cf4xtjd7xXU2+pzJ20n89/FTTNWjtCp/N2SQYGCMRHjzBuL8mvz3UpnQq1Qc23cDU53cWuVWkaGjzZvTjrdFO2ivbDo1PssOvW++8+7uQve2+TU5LC/tNmgU6DgpsSbXUYAMBmqa/NWk1WThd6oZ1PhBmbEzLJ6bkDIQALUgeZNiPWN9ewq2cmYiLEO895dutMc+QSk79rAkMFO5WmpboLn+ulN5MYewOn4Izf2AO1i/HGHlalp/LH7OHqDgW6xEdw5bwx3vLwUgF4JnSgqq0KpVPD4gmls2HuCr37dQ0x4EBU10gbRf3+wiqdunQ7A9PvfZ9XLf+Wx91dy+di+fLFW2tx20/ThDOoRy460M1bXAAb1iJXNt7XsSJM2z7mSYVCPWO54eam5roC5vu98v5msgjIa9AYC/LQ8vmCqy3JH9Eng/R+2mGWwLQvg01U7OJNfQkVVHXuPZ/PIjZNJy8j3qKz1e05w/zUTWbU1jeQukR63jVw/mPrSsh+vmDiAz1bvBKORmWP6MnFwdzbslb6v3u4zSzqEQTu480oXTygYGb/znMgikEen0pn/Ns0SWbKnZLf572jfaLoHJLuVb0pgT6K0ncyhdnaWbJcd8Ns6f0f0Ce5rnmnxFsGaEPPfphBXltjOXPlZtH19o/cGiSjfKPPflpt73KFPcF+3fmS7WLRdc2g1gSfsLNlu3mAH0D0gWXZ20xF9gvuZj4A9XH7IzqBVKVRcFHYRvzVtSgRILdrs1KDdVmTtbjAkdCg+TcdpewNL3QTP9dObeGvsgfYx/tiSkVvM319dZv4b4NKRvbh0pLSR7YYnv+DOeWM4dEpalXv+9hkE+Tcb8x/8uJVF/7oalUrJ1HvfBSA6LBBjk8pGhgZgNEJ0eBBvL9vMOw9cCcAdLy/lo4evsbsG8NHD18jm604dAPMsrS1vL5Ni2ruS4aOHr+HQqTy7ugJs3HeS/7vrcjpHtOwlQ64sgN93pfPpY9cB8Jenv2TCoO68/0OqR2WVVtXSOSKI8qraVssFUj+Y+tK2H9+6by5qtYqbnvmKiYO788GP0pjgbp+1hA5h0AraPwYL3zGNUmN3/3hluvlvdwd8E8mByeZBP73ymOwzbZ2/I3oG9nb9kIfoLHZry82y2caatQzTZVr29AaW+VrG7HQH2yVhR/ha1NU2vNf5RqVQtSgG8rnmWJPPuomu/kkepbfc3Z9fa+8qBDAqYqyVQXus4ijF9UWykQHKG8pJq7A+hWukC3cDT7ENTeepfnoTb4090D7GH1tMy/Ug+dACLF23j4MncwkK8ONsibQiFxclvYjbGngNBgNaH2kciw6Txq6osECKy6WXkIt6xVNcXkVUaAC19Xp8m56tqW0AkL3mKF936uCM2npp/HRHhrioELu6Ajy5cDqLVmylqLyK66YM5qLeCXbPyKJQOCwLYGTfRB5ftJoAPx/GDezmcVknc4rYeyyLv7+6jLKqWk5kF9ItNsI92ZzIZepLy348lVvEfz9aA0CXSMlvvsEg2Qju9llL6BAG7b7cK0mOeB6dxr0fScG5x3KGxF9m6bCoKbQU2M8wuqKTtvl5R7Fl2zp/R0Ro3R8Q3EXuhcCT++6QVZPJ4fJDZFVnUVRfSKW+khpDNfWN0kDV0FhvtWTsKSYfYFe0Z4NxQeItjAgfdb7FcEl+nfVy+9r81azNX92ivOTchUDaYGaaTc+qycKIka1FqVwaM8Pu2R0l28wGpun70SMwxSM5nOlna3XT23hr7IH2Mf64w5e/7GbZswuo1xtYvVUKt+bou6xWKamr16NWK83Gb3KXCF5dsh6Am2dcxMtf/8EVEwfg56uxMyrlrjnKt7X4+UpjqzsyOKpv9y4RPL5gKtV1Ddz87Fd8/cSNLsv9fXc6/Zs2rTmq7+GMfP6zYCrhwc2/r56UtW73cd64dy4hAX6UV9Xy7bp9Hhm0juQy9aVlP8Z1CuXRG6fg79e8KqNWSVu2vN1nlnQIg7ay/gh+msTzLYbACSUWvpsBMqdVWRq87sYzlXu+ysEPblvn7whfpXM/3ZagcLFXU0nLY7XuLd3D99nfke1i81hrceW/LPAenuqsMww2MVQtGdW0EfGbzK8BKdqBnEG7tSjV/PeIMOmFwJ0XF5NuAm2un97EW2MPtI/xxx2G9YrjwbdXEKjTEhshH7nCxC0zRnD3698T3ymUTk2zcr0SOnE4Q3oRS+oczsGTufz7pqncNXcMD72zAqMR7pwn6ZvcNUf5esKWgxn8sfs4OUVlvLj4d2aP68ddc6X83ZVBjrte+Q5/Py0KYOpw5y9yp/OKufv17wkL1PHA9Rc7Lau8qpbHPlhFaKAfGrWK2Ihg9p/IcbuswtJKQgIkfQvy96WwtNKqDQBzOxSWVcm2jZxcpr607Md7rx7Po++vxE+rJjEmjNsuH8UtM6ToO63pM1d0CINWp+lGvT5fdkOY4PzT0NjAmaYDAEAKV2OL5Q+a0Wi0u99a2jr/c0lbzVouz17GT7k/Wl3r7BdLoq4rUb5R+Kv8zS4AWqWW3Nocs4HhKa0xugWeYbvcHu0b4/Q425Yysmm2emnWtzQaDeTW5nC6OoMEXaL5mbN1+ZyqOmmRxj1XAzndBHn9bK1ueps/09gjh2WYLtPfD8+fbPecoxBMEwd3Z+Lg7lbXtD5qlj3bHGHjxxcWAjA4pQuDU6x9guWuOcrXnTqYGNU3kVF9E3nkRvu6uCODo/q+dd88t2QCWPfmnbJly9VXqVTwzj+vAMBohIXPf82HTf617vCQTdQC02e5NugRFyl7XU4uy7409WO/pBheu9s6BKCpr9zts5bQIQzaHhHPc6L4SWICb0Crtt71LdwQzj9HKtKsfDfllhf91f7U10vLhK5C/thiOo7VlI8cbZ1/R+dA2X4rgyElsCfXx99IZz/HL4kHy7y3iUfQdgSoA6zCbY2JGMcl0dO9Xo4pkknfoH7sL5NCcqUWbbEyaC03gyX5d6OTbydcYaub4Fo/25NuemvsMeUlaDkrU+WPTjZtYOvIjOyTyL8/WIVapaSqtp55E+RjQf+Z28AVHcKg3ZM7G6NRT1H1r3b3xiYePw8SCSz5JX+N+W+lQmUXVgogUhtldkvIl4lR6wzLkDwRPvK+mW2df0fn1/y15r87+UZzb49/ugzr1J78FAWOCddGWBm0BXVn27S80RFjzAbt9uKtXNXlGpQKyU1mR8l283OjItybnbXVTcClfrYn3fTW2AN/3vHnXPFnNtpunSV/YI4tf+Y2cEWHMGjHJBw53yIIHLC3dA+Hyw+ZP48IG0GIRdgpEz0CUsy7sdMr0u3uO8Ny56+jXcRtnX9HJ6O6OU7miLCRLo1ZwGr3taD90jOwFycqm1/sD5cfxIixzVxXpLi0AVTqKylvKOdIRRq9g/pwti6fnJpsQIrOMdzNU99sddOU3hntSTe9NfbAn3f8EQjOBR3ipDBB+ySz+gwfWgSeVypUTI+5TPZZy9Osztblc7TCvZeUoxVHrGachoQOPS/5d3TqDM0hsXRqnZMnmxEnd3UMhoYOtzJeC+oK2FXSdnG5JWO1ebZoZ9OsrGU81v4hA9w+KMFWN93RT2/opmVcXNORzy1BbuxxZ/yxHXvgzzv+CATnAmHQCgQCgUAgEAg6NMKgFXhMo7GRDQXree7I01abIK6Ou5YYX/lNHF384ugX3N/8efGZz11uoKgx1PDlmS/Mn3sEpjg8j7yt8+/oBGmaQ+tkVWe6fH7d2d+sjvMUtF/idHEMCrU+VvazjE84bRF5xB0q9OVuPzs6ojlsz56S3Rgxsrd0j/naKA8OUrDVTVf66S3dDPUJM/99rPKokyedIzf2uBp/5MaeP/P4Y2LIihcoq7dul4t+eskreacse5KJq1+3+n8uSFn2JCnLnmTymjeZuPp13ju66ZyU6y61Bj2T1rxBjaHB6vofeencvOkLen//lGw6V/fPJe7K0C59aDdmuBfWQYGKMYktH4gE7mHagHG6OoNjFUfZWLiewrpCq2fGR05kUpR9+BNLbkj4C08cepxqQxU5Ndm8cORZro2/3hwVwbRsasTI8cp0vjzzuTkepVapZX7CX1qcv1VonRbm35HpFdSbzYUbAdhStJmhYcPoE9TP6pkaQw0rc38CYHXeShQorI5UFbRfro+fz6kmI6+kvphqQxXPH3maiZGTGBk+mi66LlbfgSp9FXm1uYDkx3mw7ADZNdm8OvANt8pL0CUS69eF7JosKvQVHC4/xIkqyY83QB1Iv2D5Hdhy2Oom4FQ/vaWbvQJ7mU9G21K4ie4ByYyJGGvne9zYFJtXqXAcis527AFkx58LceyxRKtUs/jkDu7oOa5N8l93yd1tkq87/Drt75Q31HJn6hKifAOZk+D+d6AtWZV1iEFhcazMPMS8xIHm6xOik5kQnezQWHR1vz3SLg3aIbHNu+YVKCiqWUdpzSZig27BRxVFQ2MxOeWfEOlvH9Rb0Hq+zvyK77O/w2A0UG2odrqjWKVQcXXctVzswpgFCPcJ547ud/Fm+uvUNdaSVZPJS0efN4cDitRGolAoKKg7S3lD82yRRqlhYdJtDmd/3cnfdHJVa/LvyFwSPZ1tRanojXoMRgOvHnuZrv5JRPtGo1KoKKov4kTlcXNfK1Dw16Tb+ez0Jx6HIvqz8HHGh3yS8ZFHad4dskj2el2jdHb6qapTVOurqW2socYg/a/WW4du2lD4B8cr082+pL5KP/xU0v9IbaTsaVTBmhDuTr4PgDfSX6W4voiGxgbzqWFqhRp/dQBgpNZQK3vMcIA6wKO6jgofzbdZSwD4MWe5OR7u8LCL7I6mdYatbgJO9dNbujm50zQ2FW5Eb9RjxMinGR+xLGspUb5RKFBQ11hLWUMZFQ0VAHww9GOHedmOPYDd+HOhjj2WaFVq6hsNlNbXEOJjfwhFXk05j+5eQWFtJVG+gTw39HIitN4JZVZYV8Xju38iv7YCtULJowOm0T801u4eYHffXYI0vtzXdxJP71ttNmjl6gSY65V69hTvHN2Ij1LNwZIcVEolC7qPYGGPUXx3ei9fn9wFgN5ooEpfT//QzvzfMNfH+Jr4MfMALw+by307vrMyaFtDXo2kw3J9NW/dIr6buJAqfT2jV77Mhun3EqTx5Yp10ti4dOJCp32RUVnEAzuWY2gaTy6KTEStdG88aZcGrW1s2dz8mxnU+UfUyiDztUCffuzOuUwYtW1Apb4CV+fVqBQqRoSPZHr0ZUT7xrh4upmegb14qOfDfJyxiMympUXTUqfckme0bwwLEm+hW4B7s/aO8ne0nOpp/h2VGN/O3NbtDhadfN/CuDppFQQfmk8uWpC4kMGhQ9hUuJFD5QfPubztAWenZnlKdtOs3f8dfcHls7tLdrGbXbL3RoSPZGHX22TvmY6m/U/vJ/k6czHbireajUy9UU+ZRWgvOWL97IOmO2NE+Ci+y15Ko9FgFWXBE3cDkNdNcKyf3tLNaN9obk26nQ9PvW9+kavQl1NR6b7rhSWWYw/gcvy5UMYeS2oNDdyQNIwvTmznrl7j7e4/tW81M7r0ZU7CAJad3scz+1bz6nD3DyqwdTOwnLF9Zt9qFiSPYFhEAunlBdy7fSk/Tf6b3T3A7r4npARFkVHZfByyXJ0Ac70e3b2Cr8YvoJNfIGdrK7hi3SIW9pAOMXl+/1p+u+QfgGQsA5TWu/8Sd7Qsn3CtP2FaHdF+QaSV5dEr2LPjmeV4qqkOcn0V5y9FOdqQd5yLo3uwPu84M+P6EuPX7FrkrC+e3reG67sNY3a85MazJvswH6Wn4g7t0qC1Rd9YATbLS0YMTdcFbYUCBb4qX3QqaaYoUBNEvC6BHgE96BXUh2CN8yMPHRGvS+Dx3k+yq2Qnu0p2mH+0yhvKUaAgSBNEon8Sg0IGMTR0uDnGZWvyN82KeCP/jsqgkME82fcZfsv/hcPlBymoK8Rg1OOv9idCG0n/4AGMiZCWAk192y2g+wVr0HZU/NX+3NL1r8zqPIftxVs5WnGEvNo8KvUV6I0GfJVaQnxCzC+i3QOS6RvU3+khG3IEa4LpG9SX/WX7zNdifDu3yA/UUjcBp/rpTd0cEjqUBF0C6wp+J638MAV1Z6lrrMNX6Yu/2p9o3xjZkw8dYRp7ALvx50Iee0w0Go1E+AZgMBoprpNWJixdPLYXZPD8EGkGc3LnFJ4/sFY2H0c4cznYfPYkJyoKzaVpLGb9bO/Z3vcEvbERtUW/uqpTnaEBH5VUltpmZeO2lDFcu15aGZgQnczMuH70DHZ9WImJr07tYla85LpzeVx/lpzcxX8HyUci8oTtBRkAsvWK95d80//IO8Y9fS7mrbT1zIzrS7SueULSWV/sLc7kleHNM9ATonu4LVeHMGjDdBM5fPZ2YoNullwODEVklS8iTDfBZdpNhbupM9QzqdMIdpUcIswnmK7+ns1EOOJI+UlW5W1E32hgYtRwhob1bXWelU3Lj1X6Gjr5hrc6P8t8HeX58anvWTT0E6+Us6lwN9uK9gPgp9IyPWasbHsrUDA0dBhDQ4fZ3fOUCn0V7x5fwgM9bzZfW5m7gc2Fe3i23z1Wz/6cu57NhXu4LcnzN28Tjtrqs4wfABgbOcRjHXPW/q76pm9wP/Mz9z3zHfet+Y5Dx3Lp06N55vyVR6XZgHCfcK6Kc/+4xFmdZzOr82zXD7ohpxyvv3CARc96ns4Tbn7oCz564Qa3nnVVh8ZGI4++/CPPPXC5RzIk+UurTplvDWVAz1hq6hoYNTiJa2c6DtPU2Ci9xFuWV1RSxf998CuHj+c5rJOpvpHaSKZ3msGmLxp58YEHPJLXXf6RfK/X8mpL3XRGhDaSK7tc3ep8TJgMNG+Nb5Z4a5w+31zfbRhfnJTCvdkajm3lt280Gvlw9PVE+tq71ji75ylppXl0DbD+nXVWp38PnM683xfRJySGKn0dzw6eZb63sMcork2Sxojfc4/x7P41JAaE8eQg5yvTNXppA9gvOUdYn9ccG7m+0cCD/aagU3vnpD25eiU3zVAbgXj/UBoaDZypKiHev/k4bqd9gfVLjlLhfkTtDmHQdg97ktOlr3Ky+BnqDWfRqCKJ0E0lIcT1YJpfW8j24oOMjRxCQV2JOWB3QV0J6RXSLuBeQUmE+gRxqiqLrv5dOFx+gt5B3cioyibRX96HprCuhM9O/8i/e9+On8qX+kZJgfJqCzlZmUW/kGQCm44xLKorpREjJyrPEKeLJtZPesPKqTnL8cozdPaLontAPBX6Kn7OWQ9AI0aSAxIYGtYHBQpOV+VI9akrYkhob0rrK1AoFIT5SLMVWTX5hPsE46fypVpfw/6yY/ir/egd1J1qQw0/56w35wmY891TksbwMOvNF7Z1KKorNctkWwe59p7cSQqO3i0gjhePfMjdyfMJ14bIts3p6hwyq6WNGVqlD4n+sURqQ+3axhlbC/dRXF/Gqapsujb112Ux49lRbD97I3fdVi6THgB2umDSG5POAGRW55FXW0BjO9hAZTJcb33kS/PfAu+hVCo8NmYtie8cxov/moPRCDc/9LlTg1aplIZxy/LCQ/35562TufmhLxwl86q8AkFbEKH1NxsttRa770dFJfFrzlHmJgzgl5wjXBSR6LUyR3dKYsmpXWZXh8LaSiKaDCrbe7b33eVsbQUvHPiFv6Y0u924qtNH6am8O+oaegRF2eWXU11GZ530Gz8zri9jOiUxfe3bLg3aFVkHALir13iu7TrEfH3Jqd38lHWQqxIHO0rqFqOikgBk69UzuBPvHt3E5M7SZu+LY1J4K209c+KbN8k564uBYV34Pfcolze5HGw5e9LtX9YOYdCqlDqSwh4lKezRFqUfFT6QtXlbzI7FZ2uL+Pz0CqZ0kvxU3kxfzD9TbmJFzh/M6zKFN9MX87/Bj7EqdyN/6y4/Y7Cz5BCTO43ETyX5tfgoNZyqymZZ1i9M6jSC1499wT9TbgJgb+kRNhXuZnbsJN4+/jWP9r4No9HI+ye/ZV6XKRTUFdM9IJ46Qz1VBsmHLFgTgJ9Kay7vxaMfMT16DAFqaSDYW3oEH6WGsZGSsv6ev5XxUcPopI3g2bQPuDRmHGdri+kbrDDna5snQIBGxyenlvNMP2mpRq4Oe0ulIOG2ddA11d0RAWodF0dJM+PJgYl2+ZY3VLL49E9c3vliAD46tYwn+t5Flb7Grm2csavkMAu6zmFz4W6zQesucvU16QFgpQvzukwx641JZ4obyvn89I9Mjx7L7pLDAIyPbH/B0fcfyWbxDzswApdN7MP44cnc89RSUpI6UVRahVKh4JE7pnHPU0sB7K6v2ZDG+u3p6A2NJMVFcPt1Yzh26iyLlki70rVaDVqNisfumi5blifIlQXWM62mv29+6Au6xUdQUl5Nr27R3HLVKDbtPAHANz/vJiYqiMoqaQOUXH3f+OQP/nHTBHPZr3z4G/fdMklWruKyaj76Zovd7KicDK4oLKmkW3yEw3qZygKczsYCbNp5wlxXwFxfOXltZQW45apRfLF8O5m5pVRU1XLgSDYP/HUK44ZfOL6dgnPP9UnS7LWlf+RjAy7h4V0/8unxrUT4BvDM4JleK++xAdP5756fmfnruxiRDMTbUsbY3QPs7rvDxNWvo1IoubH7RVwS23z8u6s6hfrouOqPD4nThaJRqvBRqvhL9xFM79Kb+3YsM4c581NpUCmUPDXY9b6hDXmST7ut//HchAHcu/07rkoczNP7VnO8ogCD0ciCTdILcrx/KE80uSTY3re899iASwBk65UUGM62ggyeHiR9ntK5J0/uXckDfZs3jjvri0f7T+PBncv57IQ0gz+2Uzc6+QW6rDN0EIO2tfQJ7s73Wb/SK0ha9ttefJAqfTWpRdJ55OX6Sk5WZaFRqDlSforREYPYXnyAzn72b0wmag11BNnsCt5etJ/LYsbRMyiJzOo8DpWfMN8bEzGYASEp7Cs9QmFdCXG6aEI0gewpSeOyztJbSoQ2lNimMsN9Qugb3GwIhGgCmdF5gsu6Hqk4yZDQ3oyKaN7NaMrXNk+A5IAENMpmNfCkDvE615vB1Eo5lBNFAAAgAElEQVQVVQa9bL4xvhH4q/yI1EpLEcGaAALUOowY7drGEZX6arJq8kivPM2ukkPckODZACgnl0kPACtdsNQbk86crs7h4qiLGBTai10lh1yUdv5476tNvPrYPNRqFX995EvGD0/mcHouT947g6CA5heTw+lSKCfb69PG9WLaOOmM8Jsf+oLbrxvDqx/9ztP3S+0dHuLvtCxPkCvLEdn5pbz95NX4ajX85Z+fcctVo/joW+kH8p2nrkGlUjJz4TvmutnWKzY6mKKSKvNsaGiw4x3VYcE62dlRORkccSanmAee+x5frZq/zHN8NrupLFMbOOOjb1PNdQXM9ZWT11ZWkAza9dvS+eC56wG49eHFwpgVtAnbZjS7voRppb0Ze2b9y3wt0jeARaOva1HeR+c+7vR+hNaft0Zc5fG91pbrqk4HSnJYNeVOYvykF9Jag57Ja95gepfefD1+QYtkclQXjVJlvmcySh3h7L7JVUCuXiqF0sqX2VelZsfMB62ecdbeSYERLJ240OraPb0nOpXVRIcwaCvq9nO86DGqGo5hNOqt7o1NPO4glTUToobzXdZaro2/DD+VlrGRQ5gYZX3W+PHKM6SVn2BOl8l8cmo5s2PlZ2oAugfEs6lwt5Xh6Kf2Nc+wVutrzLOhpUgzuCZM56zf0+NGTlfn8OKRj3ihvxRyxzJeoSWWRidIhqIprAVAWYMUl0Cr9KFKJpSNu3Eb5epg2httWwd32F50gDldJnGgLN0u385+URgxsr1YWh65s/t1Zlnl2kaOrUX7mBA1nK7+XUjQxXK6KocEf/c3t8jVN8YvkrQmQ95SF/JqC+30Jq+2kJqmozvrGhvsC2gnZGQV8fRb0s7U2E7SLtQuMaFWxp3pGmB3/fu1+ziUnktQgC8FRdJmzKrqOitD1llZniBXli1Go6R/naOC8dVKemky6PR6KTqB1kf6zkRFBJrrZluvyaN7si71mPnzhIs8M74dyeCI+M5hvPTwHBqNRu76zze8/aS176apXp6g1xvMdYXm+noi60UDE3nqzVX467SMHtrNUXKB4Lwwf8OnTu9/Pq7jxvFVK5X4WPgRHyjJJsyNUGXO2qQjt0dr6BAG7fGixwnxG02PiBdRKDSuE8gwLKwvi0+vAKRNO68f+5xjTT60dY31/K3bNSQHJHC04hSd/aI4XnmGbgFxDvPrG5zMtqL9PJ+2iECNP+MjhzIpagRvH/+KPSWHqTHU0StI8jPJrSmwS59fW8R3WWvRqf3Ms7KA2cf1k4zvOVJ+ihsTZ9mlBegVmMTr6V9wqkoKzn22TgoT0jOoK2vzNvPW8S8xGo3cmnQFviotyQEJ5jwBbkycRWFdCatyN5Jdnc8Xp1dwWcw42TrIye+MZVnSTuVVuRsZHNqLrv5diNKG2+VrMBo4UZlpNswzq/O4qetsyhuqZNtGjh3FB7i7x41m94fNRXvwVWlZm7fZXK+ZnSdS22R02l6Xq6/RaORohdROlrqQHJhg1huTzowIH8DLRz8hoyqb/NpCh3Keb+JiQnno9qn4+7VsM8CSn3bx9Rs309Bg4JeNaQD4+fpQXCZtYgwL1rVpWQCGRklPGhoM5J5tilqhsN8uoFZLPw519XrUKiUFRY6D0AUH+mFobCQ7vwyA2VM9D4YuJ4NLjFBbJ70AydXLE9RqlbmugNP6OpI17UQ+j9wxTfYFRSA43/yZDbT/DryUv6V+jUapwtDYSLCPn1uhyv7MbdJSLqyYIQKBQCAQCASCPx2KlixxtQFOhdhypj8j4/egoGVx4RxR1xRM20epsTvuEMBgbGRf04YoS3xVWno3+eMajI0YjAar5fj6xgarz44wGA00NBrwVdnPZBmMBozYx6WzxIjRPLtp+1x9YwMapdqqXqY85Z63xd06eIplvkvOrGJoWB+6NW36+jl3PdG+EQwJ7WPVNnL94NvkzmHqB2/K5Yq6xno7ndEbDS7b9Fxy6yNf8sGzzf5Nh47l8sl3W/H11ZDQOYyFV4+SDWdl8re0vf7SB79SWl5NgM6XU1mFvP/MdRw9mc+iJdLGJV9fDXX1el58aLZsWY6Y9pe37MKLyZUF8OE3W0g7kUdYsD/HTxeYN4XZbqhav10KU7N01R7iokNJO5HHxy/Odxi+a/fBTNJPnwXg6suG2N03sXVvBhu3p7NuazqTR0s7eGdN6s+z76yxk8FhfW96i/4psVTV1DPz4r5Mn9BHtl6msgBzebMm9aewtMpKhlmT+pN9ttRcV8BcX1t55WQFqa9vfeRL/LQaQoN1aNRKYqKC3drcJhAIBOcB2aWmDmHQ7si6mAExX+Gjcj+gsDcwGBs5WJZud12r1NCzyZ1A0HIOlR1nfcFOAtTS6VS1hnpuTLzczsCX6wdtk/Ep+kHQWn7fcpSkpogDiV28F/u5I3H7Y1/x7tPXAmA0wh2Pf807T7kfE1YgEAjOIR3XoC2sWkV2+cfEhdyBr7oLlnWxPSZXIBAI3OU/r/1MVHggd84fZ3V9zYY0u2dNkRfcQS69p3mcSz5emsqZnBLUKiXVtfWMG5bcbmUVCAQXPB3XoN2UkYIR+XPV3Y1yIBAIBAKBQCDo8HRcg1YgEAgEAoFAIMCBQdshwnYJBO7QoDdw4xOLqWswsPiJG/DTen9Tm0AguLCobgqvNv72NwHY8bHjuNgdFTF2eoZtewEu22zYgldkr69/9+/oWtHe1XUNbuvmn72fO4RBuzFD/tQahULFmISj51gagTdx9CWXw9WXNa+onONZUizYrLOlJMdFup13dW09u45mMbpfV/OpUQLvU6838OPGgwCs332c9MxCyqtqCdRpiQwNYFCPWKaP7EXvrtHnWVJ7LhQdMX0nV792G+FOTk4T/Hlozdh5rnD0W6FQgFajJjRQR2JMGKP6JzJrXL9WGYmusG0vwGWbPTR/EqUVNZRWSgcfLfl1T5vJ54iO0M+toUMYtENi11h8MlKnzyOr7D1iAlt2RJ6gfRIXFdIqQyE6PIjuXaTd6vGdQj1Ku2HPCf79/qpWvy0LHJOeWcA/3/yRnIIy8zU/rYaIEH9Kyqs5evosR0+fJSO3mDfvdx1Y/FwjdETwZ6U1Y+f5oGdCFGpVc5jE2voG8ooqSD2YQerBDL5cu5v3/nUVMeFBbVJ+S9rrioutD205HwZtR+tnT+kQBq1tJAOdpjv+Pj3Zl3sVEf7Tz5NUAm/zwSNXt2pGSKNW8dVTN7Yo7bbDZ1pcrsA1p/NK+Otz31BZU0dKgnT6291XjWNIrziUTadXZZ0tZeWWNMYObJ+h2ISOCP6stGbsPB+8du8cu98KoxH2pmfzxKLVZBeU8frXG3j+zhltUn5Hay8THVVud+kQBq0cGlUoDQbPjmQVCOQwNDayQxgrbYbRCP9+byWVNXUMTunCG/fNBUDrYz38dIkK4a+zR54PEV0idEQgaN8oFDCoRyz3XzeR+15fzo408X290OgQBm11wwmrz0ajnrNVP+CnaZ8zOYJzh6GxkRG3vGZ33Z1l4ac/XsuxMwWcyC6ivkEPNG/8sMXWf3fYglcY1juet+6fx+I1u1ix6RDZTUvpWo2K/t0789fZIx36gtbW61n6+14Aft1xjNO5JdQ16IkI9mdIzy5cN22IU/+mjNxilvyyh11HM8krqqBBbyAk0I/wYH/6dYthVL+uDmc6XaUFnKb3lK0HM0jLyEfro+bJv063M2TdxdRmnraXo75yp59aoyO2MgMeyw0wZkASr94zm5PZRby/PJU9x7KorK4jPMSfkX0Tefgvk5033Dnm2JkCft58mB1pZ8z+hQ16A6GBOvp0i2b+JUPp372zXTpLH0m576+rzS+t6WeAbYdO89nKHRw+lU+DwUBiTBizx/dj1ti+Lus8bMErVv0EuOyrG/77BUdPn+WVe2YzdoDj79qGPSe4/40fSI6L5Msn57uUxV1aM3a2dvxrS8KDdQDIRXAy6Zgr/QJ7HXPWXkCbuyG1VD/bop+1Gsndw1U/F5VV8enKHaQeyCC3qByAunq97LN3XjGGmy4b7lQeVyhblVogEAgEAoFAIDjPdIgZ2l3Z06w+KxQqdJoeJIc/c54kErQXlAolD95wMaWVNZRV1nrsaN8jPpIe8ZH8sEHaeT9jdG9UKvfe8zJyinnyozX8vPkwSbHh9O8uzW4ezyxk8/5T7Dh8ho//fR094q1n4HILy/nHK8vIyC0GwN/Ph/hOoeh8fcgpKOOnzYdZlXqEf904idnj+9mVu3HvSf71vxXU6w3EhAfRu2s0RqORgpJKjmcWcvT0WQpKKmVnWN1JCzhM3xJMs5OTh/WgU1igx+lzC6U3e1ObedpeIN9Xtv0E2PWV6VpLdMSyn/39pOOcPZUbpFmOgydzufOl7/D1UdOtSwRVNfWcyC6koLTSpRznEr2hkX+8soyisip0vj7ER0sbTwJ1Wk5mF/HHruNs2HOCt/45j2G94r1evjv9LNfHS9ft44XPfgMgITqU6PAg8osreOGz39hzNAuQNjDWNIXwksOynwCXfTV7XD9e+Pw3ftp0yOkM7cot0qlzl43u7VljuKC1Y2dLx7+2ZndTfw1K6eLVfFvbXi1l6bp9AE7105lutkU/H8+UIiU46+fMs6UsfOZrisurGZTShfGDmvdCHTiRa+6naRf1ZGjvOIb2jPNILjk6hEErTgMTOEKhgCsnDTR/9uTL+tiCqea/TcbKA/Mnub10VFBayS/bjvLavXMY3b+r+XpNXQMPvPkj2w6d5uOftvHcHc0bE+r1Bu57fTkZucXcNnsUAPOnD7Vaht968DQPv/0Tz336K926RJjdAEy8+vV66vUG/rvwErsfucqaOnYcPkNiTJiszO6kBRymbwkHTuQCcFGfBI/TmtoLMLeZp+0F8n1l20+AVV9By3XEtp/nTx8K4LHcANkFZTzy9s/8be4orpo0yBwJpKqmnqKyKqdynGvUKiUPzb8YtVrFqH6JqJTNhn+93sDTH61lVWoaH63Y1iYGrTv9bNvHmfklvPLlHygVCv576yVMH9l85O+W/ad48H8rAMdLpSYs+wlw2VeXjOzJa0vWs3HvScoqawEIDvC1eqaypo6N+06iVCqs5PIGrRk7oWXjX1vRoDeQX1zB+j0nePu7zUSHB/LP6yZ6tYzWtldLMOkm4FQ/nelmW/SzyXh21s9vfrOR4vJqFs4awW1zRtnl+8EPqby/PBW9oZHZ4xy/0HtChzBoBRcGl9zzntP77TGg+VWTB1oN5iDN5Nx6+Ui2HTrN3vRsq3s/bTrE8axCLh3Vm4WXj5DNc0TfBG6fO4r/W7yOz1ft5MW7ZlrdL2ya6RllUy5AgJ+WiUOSHcrbmrQtxVRmXKcQj9Oa2gtw2Gau2suEbV8566fW4o1+NlFeVcvIvolcM2Ww1XV/Px/zzG97wpEO+ahV3DZnFKtS00jLyG+z8j3t5+/W7adBb+CSkb3sjMZR/bty9eRBAHy2cofTch31E8j3VYCflklDe7Byy2FWpUqzsNdMGWT1zK87jlHfoGdU/66EBemcln8+8HT88xaOfit6xEdyx7wxzJ3QD51v+/tueIpJNwGn+ulKN1uL3HcKcNrPO5s25c2bOMDuHsCc8f3NfubeokP40JbX7mRn9hQ2ZiSzMaO7+f+WM/INJeiYxEWFkBAd6vB/e2TCYPkf74QYSd7i8mqr66bl92kXpTjNd1APablsn8xAYVqaeeitH82zn+7SmrQtpaq2HgCd1vMfGFN7gfM2c9ZeJuT6yrKfbPuqNXijny2ZO7G/dwQ7z5hcTqpq6tusDFf9bMvOI5kATHJgiI8b2I1xA7vJ3rPF036aPU7a0LNi00FWbDpod3+Vyd1glHfdDbyFp+Oft+iZEEXfpBjz/26xEfj6qDmeWcgfu9M5lvnniIBk0k1wrp9tTUv62WBoBMBHo7K7B1IIMZAOrPEWHWKG9mTJs0TophEVMIe0s3eREvkSWWXvExUw53yLJvAirY1Dez5wNOvoo5G+Wo2N1jtt089IA+3dr37vVv6lFTV21x66cRJn36hkz7Fsbn76KxJjwpg8vAfTR/Qy+yw6ojVpW4pO60NlTZ1T/0NHmNoL3GszufYyIddXjvqptXijny2Ji/J8dvt80dho5Ledx9iw9yQnmmbXSyqqqa5tcLls7w087WdTJAbTj7MtsZHB7pftYT8NSulCfHQox5r05diZArMvYl5RBXuOZeHv58OEwW1vtLQET8c/byEXh7ZBb2DN1iM8//lv3Pb8N7zz4JUM9rIf7bnGpJvgHf1sKS3p5wHJsaQezGDN1iNWLg8m1mw7AsDAHrFek7NDGLQ1DacYEP0tCoUKhUJNgE9fuoc/zf68awjz866fjEDgCb4ehmqpqK4DYFiv+BaHr+oUFshn/7me33ems/T3few+msmiH7ay6IetXNQngTuvGEOvxE4tTgs4TN8SwoN1VNbUkVNYRp8kz8L4mNoLWtdm4HlftQZv9LMl/jptq/M4F5RW1vCPl5eRlpGPTqthaG/JT/aiPgkEB/iiVil5fcmGNpXB0342vWj5OVhB0Pm6n19L+unysX1589uNgDRTe3+T7+fqrWkYjTBlWIrZcGhvnMvvlCs0ahUzxvShpKKGN77ZwPvLU3n3oSvPt1itwnISwBv62VJa0s9/v2os+0/k8H+L17HzSKY5tJcCOHwqn3W70gny9+XeayZ4Tc72+S2xQYEKI/Uo8AOkOLRqZRANhuLzLJlA4Bn+fj6UV9Vy33UTzEcQtgSlQsHkYT2YPKwH+cUVrN12lOUbDrDt0Gl2pmXyyt2Xy/rJupMWcJreU3p1jeZ0Xgm7jmQyZbjzJXhbTO0FtLrNziXe6ueOxmtfryctI5++STG8cf9cAm0MvMqauhYbtLUtmOF3Bz+thqqaemrr5fOvazC0SbkmZozpwzvLNgOwKjWNf1w1Do1aZY5ucKmXoxv82RnW9BKV7qHbQVvpV2sw6SZw3vSzpSTHRfL5f65n4bNLzNFNABQKBZ3CApk7sT83XTa8RZFvHNEhfGj9tX0oq90OQIBPL86Uvc3Zqh9QKtqfk7xA4AyTcePNTTGdwgKZP30o3z57EwsvH4GhsZE3vtnY4rSepHeH8U0+Xmu2HjUbp+5iaQy25UYib9MW/dwR2Lj3JCAFSbc1ZqE5BJscpogAgPkQC0vyihynbQ2dI6Ql2zN5JbL384rK26xsgLAgHWMGJjFmYBJllbWkHsggPbOAUzlFdI4MZmCy95ZkLwQqmsYYvd7e0DPp2LnUr9Zg0k1wrp/tlTVbj1JcXs0zt19G6qJ7SF10D1s+uJvvX7iZh+ZP8qoxCx3EoO0a+gABPlJYh/iQuyisWsnJ4mdJCvvXeZZM8GfBtKRXWe2ZweUpUy/qCcC3v+01G4/eQqlQcG3TDuusglIXTztO25L0zpgwpDsxEUFU1tTx30WradAbzDt3XWFqL2hus/OFJzpi288XCqYl0ogQeV94k8ErR0iAn/nvzDx7/du8/1QrpZPHFD5s3a502fub951i8762KdvE7HH9zKGLft1xjN+aNhVeOqoXCoWzlAJbthzIAKBbnP3KiEnHzqV+tQbL0HbO9LO9suTXPcRFhTB5eI9zUl6HMGgDfPqiUUlxMX3V8QyJXc2IuG2E66a6SCkQuEe32HCgOdZoW3H5uL70SuxEWkY+j76zkkffWSm7Q7SorIofNhw0H3RgyaIft5o3kViiNzTy5ZpdAKTER8mW705aZ+lbglql5Ilbp6NWKdm49yS3PreEW59bQuqBDCvD1miUYs3+tOmQ+ZqpvSzbzNP28hae6IhtPzuKonAu5D6XdO0sjdPr95ywu7d5/yk+aor3K4cp4gNIMSotN5DtS8/hi9W75JK1mrkT+6NWKVmZmmbeqGJiz7FsPl+9k89X72yTsk2M7JfIyH6JRIUGsjMtk62HTgPtN7pBe6Reb+DrX3bz5VpJT+ZNsI+CZNKxc6lfrcGkm670s73SaDRSWFbFvvQc9IZG9Ia2fbnvED60AoEjVqemkV9SSVVNPZU1zRuIXv3qD0IC/KT4j74+srssLZk/fSiPvPMz7y9P5dcdx+gUKi2F1NQ1UFRWxbIXbvaKvGqVklfvmc2Db63gt53SLMz6PcdJjoskJMCP0soaisqqKSitwGiE5++cQUqCtXH53vdbeO/7LQT5+9IpLJDwYB3VtQ1k5BZTXlVLoE7LP6+X3yzpTlrAYfqWMqhHLK/dO4dH3/2ZQyfzAOnkLx+1irBgHY2N0k54k4E7Y0wfq/YCzG3maXt5C1sdAegUGiirI7b9vH6PdDjM+ZC7pdz67BIrNwA5lj63wOrzXy4dzqPv/sxb325ky/5TRIYEAJCRV8zR02eZNbYvB0/mcjK7yC6vBTOGs3GvZAinHsxg1gOL6BYbQVlVDemZBcwc05dN+056PRRUQnQo9147gZe++J3H3l3Joh+2Eh0eSEFJFSeyC5kzQQrFtWnvyTY7mU3ZNA07a2wfFv24lcKySvp370yXNoxu4c7YCbg1fp5r7nn1e9Sq5nBQFdW15BZVmF0Jrpw0UPZkNZOOOdMvkA9D5ay9AKe/N47SmtI7SmvSTcCpfjrTTXd/I03t5k1unnkRr329noXPfm13LyxIR0JMGPOnD3V6Up4ndIgZWoFAIBAIBAKBwBEddobW0FjNljP9xbG4FzjvLU+1itVnYvn6A1afXb15ThmeglKpYPHqXaRnFpCZL+UZHOBL187h3hMYCA/254OHrzbP8q1OTSPtdD7pmQX4+mgIC9YxflB3RvVLlD0e9KH5k9i07yQns4s4nVfCiaxCfH3UxEaFMGtsH66dOpioUHlne3fSAg7Tt4aL+iTww4sL+X79fgA27TvFqZwiCkur8NGoiQj2JzEmjME9rWNHmuJNmtrM0/byFrY6ApCZX+pQRyz7eXXTSVDnQ+6WkinzvXLF1ItSCPDz4cMV2zh2psC8KS4+OpSHbpzEvAkDeO6zX2VnaFMSonjv4asAeP/7VPafyGFfejaxUcH846rxXDdtMHe99B3F5WdaVzEZrpo0kLioED5ftZNDp/LILSqna0wYjy6YwuVjJd/WO88ubbMZWhOzxvblwxVbMRqRnWH0Ju6OneD9mbvWcsTGRUepVBAS4EffvgnMm9DfYYQWk4450y9AVsda016O0sqlt017VdNnZ/rpTDfPVz//tOkQP248SESIP11jwq3CFxoMjRSVV7EvPZs9R7N49KYpzB7f+uNvFUZj2wQ+9hCPhRAGrUAgEAj+TBSUVjLjvg9Qq5Ssfv122UgRAkF756u1u3nlqz+4evIg7r12PCqlvDPAjrQz3PHiUuKiQjx165P1heqwM7QCgeDCZuCb/2NQTIz588dXzAXA0PSSfucPK3h39izz/TOlpcSHnJ8Tt8pqpcgIj679lYq6OoJ9tbwxc4bH+bRFHQa9+T+GxMZSXlfLX4cPY3K39nkq1YXAL9uP0mg0Mm5QN2HMCjosX/2yG4C/zR3t0JgFKYqDRq0ir7jCK+UKg1YgEDhl2IJXWpx2x8f3eVESa7qFhZmNWEtUTRtsLI1ZgBc3bOKtWZ4bkd7g5U1S4PxZvXoyNbm750tSTbRFHZLCwlg0dzbVDQ1c8/USYdCeBxqbXsK+Wye545g2osnRmu8jtO130hntdRwReJ+ismpUSiUajcrpc9kFZTToDUSHe8fFrd0atFX1aU7vG4yexws9kDeXftHLWiqSW+zPnUX/mB+9lp8RA0cL7qRn5Lsepz2QdyX9or9t+tt13eXKqtWfwVft2r/PMv8DeZKRYfrsbh3cbbv8yiUUVq1o+qRArQwgJfIdl+k8YX+uZAw5kqeqPo2ssrcoq91CiN84uoU/h8rJQR/utqM38HZZz995fozAllBYXc0bW1IB2Jebxw/zrwfg+fUbSM08wwOrVgPw0vRLuPzzxaRERlBUXU3/aOlYxrtHjWRndjYfbN+JESNX9O3L1OTuvLJpM2dKy2hoNBCo1fL8NClkoKPrthzMl3xJn5w8CWheL5Mry1IugP7R0dw9aqRsHWzTA0xN7s6N3y6lb6dOFFRVoVQoeOGSaS7bTqfRoFVJPwly6XdmZwPYyStoHUYjfLBc0tkzeSX06xbD8N6Ov78d6ftoSUeVW+A5KQmRHDiey+LVO7npsotkYyln5Bbz+PurALhkRC+vlNtuDdrdOTPPtwjtAgWqFhmzEp4diSdX1umSF0iJ/F8Ly3ecb2vIr1hM/5gfzLm3wAW71fj79CIl8n8cyJtLj4jXXT7vjXZ0F2+XNWnouQmK7SkniotZsLT5Je3jK+YSodOZjcbLP19svvev8eNIPZPJS9MvMV87U1rK19dcjZ9GzWWffg5IBu3LGzfzyRVz0ahUzFv8FVOTu/P7iZO8O/tyugQHWcng6LotSnmXL9myLOUCuOzTz7l71EjZOtimB8mg3ZebxxszZxDi6+uyHUFy09iZlUWEv/RSJpf+5Y3SLLOtvIKWcdNTXxLgpyW7oMy8aUen1fDYAufx1ScN7UHfz6UxZ3BUZ/P1z6ZdydnqSt7Ym8reglx+uvxGr8p7uryUhKCWu7vYjiP9zHWIJVir5elRUwnykdwsDEYjf/ttOe9PnuM0zxk/fOb1erZlvhcK914zgbteWsrb323mhw0HSY6PJMBP6tvq2noycovNG0NH9+/KwlkjvFJuuzVoz+Vmr4Kq5RRXr8Fo1KPz6UF8yANWs4Wmv02zdjqfnjQYCgnwGUBcyN0U1/xKbvnHaNVd0DdKx9Adyp9vPt2sobEAUNA9/EVOlTxN19DHADhZ/B+Swp5wKFeDoZDMsteprNtnJYtt+Z7gqA5yZWWUPEdZ7VaOFz1gTt89/CWPypPLN7v8XWobMtA3llFet4tuYU8DoG+s4HjRg+gby4jyn0eYg4MzFAofKuokH51A7RBM89BWKXsAAAqgSURBVF37cy/H36c3tfozxAQtIMxvMuV1O8kpex+T0RsVcAVhumlW103X5PrRExy1rW07dg9/yaJ8rGQw6Y2lzlj2OWDOV64OcmX9WXHkcuAuXYKDzUaj2sLP63hxEQ+sXgNAfIh09OTLl03nra1bKaiqYsGQwYxJSHB63RZHr1xyZVnKZSubO+kBEkJD3DZmTxYXc8fyH0kKD+O5qVMdpj9eLP0AyZUn8JyyylpOZBWiUCgY0VfSm7uuGEtSrOuoKt2DpQMsPpt2pdX1KF0AT4+awowfPvO6vM/vXM87F1/utfy6NdXh02lXsCE7g5d2buCpUVMAyW3IlTEraL/06xbDl0/dyBerd7IzLVM6RKdBmmDz1WroFBbApaN6M2V4D8Z4KQYttGOD9lwS6T+bSH8pePu+3FnEhzwg+1ytXgrl0Td6CUqFH3tzLyUu5G6ySt+gb/Q3KFCzI2s4AJX1+0iJfBMAtbL5rdZXHU+94SwKVPio7I/ms0SjiiAp7CmzoWSSwbZ8T3BUB7myEkMfprw21S2jqLrhBIfP3mT+21kdiqrX0D/6ewD2580xG67Hix4kKewJlAo/DuVf79Cg7RHxGhklzwKgb3yVxNBH8ffpRZ0+i34xyzAaGziYdxVhfpM5U/p/9I76FKVCI5WXO5cw3TSr66Zrcv3oCY7aVq4dTeUDVjKY9MZSZyz7HDDnK1cHT/rsQqPeYL1ioXRwpmhiSCjPTp1CgI+P+VpKRATPT5tKdUMDVyz+ipU33ej0ui09IiQjZd3Jk0xMah7A5cpyJJdcHeTSAygczAjLkRQWxntzrA0VufSJIaEAsuUJPOd7Lx3W4ood+Vm8t387IL1YXdWjH9MSkvnb7z/w5oSZqJVK9I2N/P2PFUyN787q0+noGxtJCZV+nx4cOo5ntv9Bas4Z7t+wEoCXx13KlpzTvH9wBwB39B/B8Ggp3N71q5bQLyKaghrJXeWlsdNdyjguNpFXd28CoLCmitf2bLGaZf6/XRs5U1Fq1v9AHy0vjZ1ORX0d/9ywkrL6Oq5I7su0hGTu/uMnXp8wg+Ffvc32a+8A4B9//MTELl2t6vbg0HFW+ZryBGTzNbWjZRua6gp4VN8LgdjIYB6aP+mclikMWiCvYjGV9XtRK4OpN+TZ3Tc2za9o1XEAZsNC2dR8jcYGlArfpmekXde+6kQro8REhP9MiqqkQSFMd4ndfVdo1XF25TtGYfe3ozq0Fp2mG72jPgGafWgdEeI7jvTC+1ErAwnza1Z4y7oZGh3vetSqu5AS+TYA1Q3ppBfey4CYn/BRR6NAhUKhotEonSlf03DcaobZV5Ngd910Ta4fPcGTtnUkl5zeWLaLZb5ydbjQ2XAqg7XHpdWdrPIy/vvb71zdvx+9IiMZm5jAzd99T6S/zqlP6SMTx3PPTyvRadQkhYVxz+hR3LT0OwJ8tCgUMKNXivlZR9dteWDsWAAeXrOWj3buRqlQ8OmV82TLcoZtHWzTAy7zaCmPTBwv5e+BvIK24XhZMQA3rvnWfM12ttbESzs38vkl0j2NUsXsFV8wLSGZWUm9WJVxjJlJPVl7Op2ZXXtyadcU5nSXTum7bLn0wv3g0HE8OnwCqblneHncpeZ8X9y1ka+mXw3A9au/YdkMyV99b0Eu/7v4ckK07q0Q2BLh5283y/zrmRMsmjKHLgHWqwLFtdU8NWoKfmoN165awrSEZGIDgjAC0f6B5pWR2IAg5nTvY1W3B4eO8yhfUztatqGprkCL6yvwHsKgBXLKP2Rw7O80GuspqJKWxY1N/qeNxnrq9FmA41kPhUJDo7EWhUJDvT6v6Vl5NMpQjBio058hWnO9x7J6MvNiNBowGK2P8PMkPUj19zZV9QfoHv4CGlWk1XX3ZWvEdMidnyYJRZMa1+lzMRr1GNGjVEgzSL7qRLqFPYtKGWCVg9x1uX70BGfy27ajqXzAWgYP8nVUt7bos/bId9dfa3dtXNdExnVNBODpKZOt7j0yYbzVZ9OGMdu/B8XEsGjubKtnP7linqwMjq7bEqaTXkhsZ0LlyrKUxfazbR3k0svl4Qy5dpRLbwqRJlee4NziyOVAjuOlReaZVYCEQOmFeVpCMvdvWMnMpJ78kXWK58ZM4/O0PewtyCVE60tetfNDJGr1DfippZWv6obmMScxKLRFxp3CycrEaxMu4/U9WyioqQLglj5DGRubSFxgiFmGinrpWNdo/0AKa6oY0zmBwqbno3UBsnWzzNeUJyCbr2U7mtqwpXUVtA0XlEFruSwOmGcUQ/xGc7TgDtTKIHybZtnC/KaSdvZmNKoI8zVHxAXfSdrZW/BVJ+Kj7uz0WQCdJhmMepfPldasp6jmF2r12Zws/g+dAq5xmcaSLsF/43D+fBSo6RJ8l8dl+fv0IsRvLGlnpaUxjSqC7uEveiSDXL76xlKOFd6DRhWBAo3L9rXlYP515ogCjcZ6OgffCoBaGcSJ4oep0+fQJeTvACSGPsqxwrvNz/tpuhEXco/VddM1T/pRinLwP2oaTnGs8G66hT/n9HlTO5ra0FQ+YCWDJ8jVQa4swbll+WH7CC2ze3tnF69A4CmJwaE8P0ZaDQzQWLu2DIiMYXXGMXqFRaJSKPjw4E7+uPJW6g0Glp+w1uN6g/Vvlk7jQ41eWgnzbTL+wLlh6ojVGcesNrjZ0jM0kpfGTqeqyXCeu2Ixa+YukHXP6RUWyVPb1vH3gSN5cuvvANzQayAPbVxtVzfLfE15grzbj6kdLduwJXUVtB2OdxsIBAKBQCAQCAQdgA579G1HprD6Z3SaHtJM7QXIgbwr6Be9tOmTkQN50vntppi5LcXbMYAFAoGgPeIobNcfWadYezqdlaeOMrNbL65L6U+tXs8be6U4tzq1hm4hYdw3eAwA1foGrv75K76+9Br8NT48unktRbXVBPn4cqxUiqqyfOYNADy9bR3ppUVE6fx5aex0tuZl8u7+bRiNcHv/4YyMkWLnuhvyyhS2a0inWCJ8dTwxcjL+Gh/ZOjy7/Q/JV70pbe/wTtw1YIRVWaa/aw16pn//CeuuWMjoJe8B8Mu8m3lm2zqrui2feQPzV39jzteUp20dTH/vOZvDG3tTrdpQhPc6b8hOjQuD9hxzrPButKoYEkL/Zb5WULVc9llT5AV3kMvDk/TnksyyN6htOIVCocHQWGmOZiAnryf1aiuDtiO1rUAgEAgEf3KEQSsQCAQCgUAg6NDIGrTCh1YgEAgEAoFA0KERBq1AIBAIBAKBoEPTXsJ2idgXAoFAIBAIBIIWIWZoBQKBQCAQCAQdGmHQCgQCgUAgEAg6NMKgFQgEAoFAIBB0aIRBKxAIBAKBQCDo0AiDViAQCAQCgUDQoREGrUAgEAgEAoGgQyMMWoFAIBAIBAJBh0YYtAKBQCAQCASCDo0waAUCgUAgEAgEHRph0AoEAoFAIBAIOjTCoBUIBAKBQCAQdGiEQSsQCAQCgUAg6NAIg1YgEAgEAoFA0KERBq1AIBAIBAKBoEMjDFqBQCAQCAQCQYdGGLQCgUAgEAgEgg6NMGgFAoFAIBAIBB0aYdAKBAKBQCAQCDo0/99uHZAAAAAACPr/uh2BrlBoAQBYE1oAANaEFgCANaEFAGBNaAEAWAuioHcPDiiIaAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "wordcloud = WordCloud(background_color='white', width=600, height=300, max_font_size=50, max_words=40)\n",
    "wordcloud.generate(text)\n",
    "wordcloud.recolor(random_state=0)\n",
    "plt.imshow(wordcloud)\n",
    "plt.title('WordCloud for fatures', fontsize=30)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "允许养猫和允许养狗，其实可以合并成允许养宠物！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "wordcloud = WordCloud(background_color='white', width=600, height=300, max_font_size=50, max_words=40)\n",
    "wordcloud.generate(text_da)\n",
    "wordcloud.recolor(random_state=0)\n",
    "plt.imshow(wordcloud)\n",
    "plt.title(\"WordCloud for Display Address\", fontsize=30)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "都是纽约比较繁华的街道！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# wordcloud for street address\n",
    "plt.figure()\n",
    "wordcloud = WordCloud(background_color='white', width=600, height=300, max_font_size=50, max_words=40)\n",
    "wordcloud.generate(text_street)\n",
    "wordcloud.recolor(random_state=0)\n",
    "plt.imshow(wordcloud)\n",
    "plt.title(\"Wordcloud for street address\", fontsize=30)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bathrooms', 'bedrooms', 'price']\n"
     ]
    }
   ],
   "source": [
    "contFeaturelist = []\n",
    "contFeaturelist.append('bathrooms')\n",
    "contFeaturelist.append('bedrooms')\n",
    "contFeaturelist.append('price')\n",
    "\n",
    "print(contFeaturelist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlationMatrix = train_df[contFeaturelist].corr().abs()\n",
    "plt.subplots()\n",
    "sns.heatmap(correlationMatrix, annot=True)\n",
    "\n",
    "#Mask unimportant features\n",
    "sns.heatmap(correlationMatrix, mask=correlationMatrix < 1, cbar = False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 案例分析\n",
    "\n",
    "### Rent Listing Inqueries 数据集的特征工程\n",
    "\n",
    "#### 导入相应的包\n",
    "\n",
    "import必要的工具包，用于文件的读取和特征编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "from scipy import sparse\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from nltk.metrics import distance as distance\n",
    "\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "from MeanEncoder import MeanEncoder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "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>10</th>\n",
       "      <th>10000</th>\n",
       "      <th>100004</th>\n",
       "      <th>100007</th>\n",
       "      <th>100013</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bathrooms</th>\n",
       "      <td>1.5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bedrooms</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>building_id</th>\n",
       "      <td>53a5b119ba8f7b61d4e010512e0dfc85</td>\n",
       "      <td>c5c8a357cba207596b04d1afd1e4f130</td>\n",
       "      <td>c3ba40552e2120b0acfc3cb5730bb2aa</td>\n",
       "      <td>28d9ad350afeaab8027513a3e52ac8d5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>created</th>\n",
       "      <td>2016-06-24 07:54:24</td>\n",
       "      <td>2016-06-12 12:19:27</td>\n",
       "      <td>2016-04-17 03:26:41</td>\n",
       "      <td>2016-04-18 02:22:02</td>\n",
       "      <td>2016-04-28 01:32:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>description</th>\n",
       "      <td>A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...</td>\n",
       "      <td></td>\n",
       "      <td>Top Top West Village location, beautiful Pre-w...</td>\n",
       "      <td>Building Amenities - Garage - Garden - fitness...</td>\n",
       "      <td>Beautifully renovated 3 bedroom flex 4 bedroom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>display_address</th>\n",
       "      <td>Metropolitan Avenue</td>\n",
       "      <td>Columbus Avenue</td>\n",
       "      <td>W 13 Street</td>\n",
       "      <td>East 49th Street</td>\n",
       "      <td>West 143rd Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>features</th>\n",
       "      <td>[]</td>\n",
       "      <td>[Doorman, Elevator, Fitness Center, Cats Allow...</td>\n",
       "      <td>[Laundry In Building, Dishwasher, Hardwood Flo...</td>\n",
       "      <td>[Hardwood Floors, No Fee]</td>\n",
       "      <td>[Pre-War]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interest_level</th>\n",
       "      <td>medium</td>\n",
       "      <td>low</td>\n",
       "      <td>high</td>\n",
       "      <td>low</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitude</th>\n",
       "      <td>40.7145</td>\n",
       "      <td>40.7947</td>\n",
       "      <td>40.7388</td>\n",
       "      <td>40.7539</td>\n",
       "      <td>40.8241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>listing_id</th>\n",
       "      <td>7211212</td>\n",
       "      <td>7150865</td>\n",
       "      <td>6887163</td>\n",
       "      <td>6888711</td>\n",
       "      <td>6934781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitude</th>\n",
       "      <td>-73.9425</td>\n",
       "      <td>-73.9667</td>\n",
       "      <td>-74.0018</td>\n",
       "      <td>-73.9677</td>\n",
       "      <td>-73.9493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>manager_id</th>\n",
       "      <td>5ba989232d0489da1b5f2c45f6688adc</td>\n",
       "      <td>7533621a882f71e25173b27e3139d83d</td>\n",
       "      <td>d9039c43983f6e564b1482b273bd7b01</td>\n",
       "      <td>1067e078446a7897d2da493d2f741316</td>\n",
       "      <td>98e13ad4b495b9613cef886d79a6291f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>photos</th>\n",
       "      <td>[https://photos.renthop.com/2/7211212_1ed4542e...</td>\n",
       "      <td>[https://photos.renthop.com/2/7150865_be3306c5...</td>\n",
       "      <td>[https://photos.renthop.com/2/6887163_de85c427...</td>\n",
       "      <td>[https://photos.renthop.com/2/6888711_6e660cee...</td>\n",
       "      <td>[https://photos.renthop.com/2/6934781_1fa4b41a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>3000</td>\n",
       "      <td>5465</td>\n",
       "      <td>2850</td>\n",
       "      <td>3275</td>\n",
       "      <td>3350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street_address</th>\n",
       "      <td>792 Metropolitan Avenue</td>\n",
       "      <td>808 Columbus Avenue</td>\n",
       "      <td>241 W 13 Street</td>\n",
       "      <td>333 East 49th Street</td>\n",
       "      <td>500 West 143rd Street</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                            10      \\\n",
       "bathrooms                                                      1.5   \n",
       "bedrooms                                                         3   \n",
       "building_id                       53a5b119ba8f7b61d4e010512e0dfc85   \n",
       "created                                        2016-06-24 07:54:24   \n",
       "description      A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...   \n",
       "display_address                                Metropolitan Avenue   \n",
       "features                                                        []   \n",
       "interest_level                                              medium   \n",
       "latitude                                                   40.7145   \n",
       "listing_id                                                 7211212   \n",
       "longitude                                                 -73.9425   \n",
       "manager_id                        5ba989232d0489da1b5f2c45f6688adc   \n",
       "photos           [https://photos.renthop.com/2/7211212_1ed4542e...   \n",
       "price                                                         3000   \n",
       "street_address                             792 Metropolitan Avenue   \n",
       "\n",
       "                                                            10000   \\\n",
       "bathrooms                                                        1   \n",
       "bedrooms                                                         2   \n",
       "building_id                       c5c8a357cba207596b04d1afd1e4f130   \n",
       "created                                        2016-06-12 12:19:27   \n",
       "description                                                          \n",
       "display_address                                    Columbus Avenue   \n",
       "features         [Doorman, Elevator, Fitness Center, Cats Allow...   \n",
       "interest_level                                                 low   \n",
       "latitude                                                   40.7947   \n",
       "listing_id                                                 7150865   \n",
       "longitude                                                 -73.9667   \n",
       "manager_id                        7533621a882f71e25173b27e3139d83d   \n",
       "photos           [https://photos.renthop.com/2/7150865_be3306c5...   \n",
       "price                                                         5465   \n",
       "street_address                                 808 Columbus Avenue   \n",
       "\n",
       "                                                            100004  \\\n",
       "bathrooms                                                        1   \n",
       "bedrooms                                                         1   \n",
       "building_id                       c3ba40552e2120b0acfc3cb5730bb2aa   \n",
       "created                                        2016-04-17 03:26:41   \n",
       "description      Top Top West Village location, beautiful Pre-w...   \n",
       "display_address                                        W 13 Street   \n",
       "features         [Laundry In Building, Dishwasher, Hardwood Flo...   \n",
       "interest_level                                                high   \n",
       "latitude                                                   40.7388   \n",
       "listing_id                                                 6887163   \n",
       "longitude                                                 -74.0018   \n",
       "manager_id                        d9039c43983f6e564b1482b273bd7b01   \n",
       "photos           [https://photos.renthop.com/2/6887163_de85c427...   \n",
       "price                                                         2850   \n",
       "street_address                                     241 W 13 Street   \n",
       "\n",
       "                                                            100007  \\\n",
       "bathrooms                                                        1   \n",
       "bedrooms                                                         1   \n",
       "building_id                       28d9ad350afeaab8027513a3e52ac8d5   \n",
       "created                                        2016-04-18 02:22:02   \n",
       "description      Building Amenities - Garage - Garden - fitness...   \n",
       "display_address                                   East 49th Street   \n",
       "features                                 [Hardwood Floors, No Fee]   \n",
       "interest_level                                                 low   \n",
       "latitude                                                   40.7539   \n",
       "listing_id                                                 6888711   \n",
       "longitude                                                 -73.9677   \n",
       "manager_id                        1067e078446a7897d2da493d2f741316   \n",
       "photos           [https://photos.renthop.com/2/6888711_6e660cee...   \n",
       "price                                                         3275   \n",
       "street_address                                333 East 49th Street   \n",
       "\n",
       "                                                            100013  \n",
       "bathrooms                                                        1  \n",
       "bedrooms                                                         4  \n",
       "building_id                                                      0  \n",
       "created                                        2016-04-28 01:32:41  \n",
       "description      Beautifully renovated 3 bedroom flex 4 bedroom...  \n",
       "display_address                                  West 143rd Street  \n",
       "features                                                 [Pre-War]  \n",
       "interest_level                                                 low  \n",
       "latitude                                                   40.8241  \n",
       "listing_id                                                 6934781  \n",
       "longitude                                                 -73.9493  \n",
       "manager_id                        98e13ad4b495b9613cef886d79a6291f  \n",
       "photos           [https://photos.renthop.com/2/6934781_1fa4b41a...  \n",
       "price                                                         3350  \n",
       "street_address                               500 West 143rd Street  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpath = './'\n",
    "train = pd.read_json(dpath + 'train.json')\n",
    "test = pd.read_json(dpath + 'test.json')\n",
    "train.head().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 标签interest_level\n",
    "\n",
    "**从类别型的标签interest_level编码为数字**\n",
    "\n",
    "从前面的分析和常识来看，listing_id对确定interest_level没有用，去掉特征编码对训练集和测试集都要做，所以干脆将二者连起来一起处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_map = {'low' : 2 , 'medium' : 1 , 'high' : 0}\n",
    "train['interest_level'] = train['interest_level'].apply(lambda x: y_map[x])\n",
    " \n",
    "#y_train = train.interest_level.values\n",
    "y_train = train.interest_level\n",
    "train = train.drop(['listing_id' , 'interest_level'] , axis = 1)\n",
    " \n",
    "listing_id = test.listing_id.values\n",
    "test = test.drop('listing_id' , axis = 1)\n",
    " \n",
    "ntrain = train.shape[0]\n",
    "# concat函数是在pandas底下的方法，可以将数据根据不同的轴作简单的融合\n",
    "train_test = pd.concat((train , test) , axis = 0).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10        1\n",
      "10000     2\n",
      "100004    0\n",
      "100007    2\n",
      "100013    2\n",
      "Name: interest_level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(y_train.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### price,bathrooms,bedrooms\n",
    "\n",
    "数值型特征，+ / - / * / / ,特征的单调变换对XGBoost不必要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "125420.51099969965\n"
     ]
    }
   ],
   "source": [
    "# remove some noise\n",
    "ulimit = np.percentile(train_test.price.values , 99.99)\n",
    "print(ulimit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test['price'].loc[train_test['price'] > ulimit] = ulimit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.0\n",
      "1990       10.0\n",
      "17047       6.5\n",
      "42573       7.0\n",
      "69023     112.0\n",
      "72329      20.0\n",
      "97123       7.5\n",
      "113071     20.0\n",
      "121848      6.5\n",
      "123666      6.5\n",
      "Name: bathrooms, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# remove some noise\n",
    "ulimit = np.percentile(train_test.bathrooms.values , 99.99)\n",
    "print(ulimit)\n",
    "outliers = train_test[\"bathrooms\"].loc[train_test[\"bathrooms\"] > ulimit]\n",
    "print(outliers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pandas.loc 选取指定列进行操作\n",
    "#df.loc[行标签,列标签]df.loc['a':'b']#选取ab两行数据df.loc[:,'one']#选取one列的数据\n",
    "#下面的代码是分别将bathrooms列中，值为112，10，20的值分别置换成1.5,1,2\n",
    "train_test.loc[train_test[\"bathrooms\"] == 112 , \"bathrooms\"] = 1.5\n",
    "train_test.loc[train_test[\"bathrooms\"] == 10 , \"bathrooms\"] = 1\n",
    "train_test.loc[train_test[\"bathrooms\"] == 20 , \"bathrooms\"] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.0\n",
      "17047     6.5\n",
      "42573     7.0\n",
      "97123     7.5\n",
      "121848    6.5\n",
      "123666    6.5\n",
      "Name: bathrooms, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "ulimit = np.percentile(train_test.bathrooms.values , 99.99)\n",
    "print(ulimit)\n",
    "outliers = train_test[\"bathrooms\"].loc[train_test[\"bathrooms\"] > ulimit]\n",
    "print(outliers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**构造新特征**\n",
    "1. price_bathrooms:单位bathroom的价格\n",
    "2. price_bedrooms:单位bedroom的价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test['price_bathrooms'] = (train_test[\"price\"]) / (train_test[\"bathrooms\"] + 1.0)\n",
    "train_test['price_bedrooms'] = (train_test[\"price\"] / (train_test[\"bedrooms\"]) + 1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**构造新特征**\n",
    "1. room_diff: bathroom房间数 - bedrooms房间数\n",
    "2. room_num: bathroom房间数 - bedroom房间数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test[\"room_diff\"] = train_test[\"bathrooms\"] - train_test[\"bedrooms\"]\n",
    "train_test[\"room_num\"] = train_test[\"bedrooms\"] + train_test[\"bathrooms\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "sns.countplot(train_test.bathrooms);\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 创建日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test['Date'] = pd.to_datetime(train_test['created'])\n",
    "train_test['Year'] = train_test['Date'].dt.year\n",
    "train_test['Month'] = train_test['Date'].dt.month\n",
    "train_test['Day'] = train_test['Date'].dt.day\n",
    "train_test['Wday'] = train_test['Date'].dt.dayofweek\n",
    "train_test['Yday'] = train_test['Date'].dt.dayofyear\n",
    "train_test['hour'] = train_test['Date'].dt.hour\n",
    " \n",
    "train_test = train_test.drop(['Date', 'created'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# count of words present in description colum\n",
    "train_test[\"num_description_words\"] = train_test[\"description\"].apply(lambda x: len(x.split(\" \")))\n",
    "train_test = train_test.drop(['description'] , axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### manager_id\n",
    "\n",
    "将manager分为几个等级 top 1%， 2%， 5， 10， 15， 20， 25， 30， 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getTopXLimit(X, counted_feature_data):\n",
    "    '''\n",
    "    X: the top number\n",
    "    counted_feature_data: counted single feature data\n",
    "    functionality: return the top Xth limit of relevant feature\n",
    "    '''\n",
    "    top_limit = np.percentile(counted_feature_data.values, 100 - X)\n",
    "    return top_limit\n",
    "\n",
    "def getTopX(X, counted_feature_data):\n",
    "    '''\n",
    "    X: top number\n",
    "    feature_data : counted feature data\n",
    "    '''\n",
    "    return counted_feature_data[counted_feature_data.values >= getTopXLimit(X, counted_feature_data)]\n",
    "\n",
    "def storeTopX(X : int, source : dict, feature_name : str, to_data : dict, to_feature : str, isReturn: bool = False):\n",
    "    '''\n",
    "     X: top number\n",
    "     source: source of data\n",
    "     feature_name: name of feature\n",
    "     to_data: <class 'dict'>,\n",
    "     to_feature: name of stored feature\n",
    "     return: to_data['top_X_' + to_feature]\n",
    "    '''\n",
    "    feature_counts = source[feature_name].value_counts();\n",
    "    to_data[('top_{}_' + to_feature).format(X)] = source[feature_name].apply(lambda x: 1 if x in feature_counts.index.values[feature_counts.values >= getTopXLimit(X, feature_counts)] else 0)\n",
    "    if isReturn:\n",
    "        return to_data[('top_{}_' + to_feature).format(X)]\n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "e6472c7237327dd3903b3d6f6a94515a    6387\n",
      "6e5c10246156ae5bdcd9b487ca99d96a    1683\n",
      "8f5a9c893f6d602f4953fcc0b8e6e9b4    1011\n",
      "cb87dadbca78fad02b388dc9e8f25a5b     971\n",
      "62b685cc0d876c3a1a51d63a0d6a8082     956\n",
      "9df32cb8dda19d3222d66e69e258616b     862\n",
      "2aa9bfa5f67ed9997ea341dee8a3a271     853\n",
      "b7de4cb395920136663132057fa89d84     849\n",
      "ad3d8ddc52c7e0859b5c6c7f7949c3bd     732\n",
      "c9c33695ee2a2f818e9f1d8f7d1c4b39     731\n",
      "1fb46c4a72bcf764ac35fc23f394760d     719\n",
      "5599e962719af3ccc2976855c2d5893c     713\n",
      "d2bce61e0e0079ebdc8c281e415e045b     677\n",
      "aa9e353a6b43b125cbc89cb751090a9e     643\n",
      "62826f3ae01f2ddc93b9cd28c659ab2b     585\n",
      "dbbb6b990661b1e507a387f019bcb1a0     552\n",
      "b209e2c4384a64cc307c26759ee0c651     538\n",
      "612a00076aefe8c98d1df4835640c74b     523\n",
      "8262449f40e9117f7a9ea49b4a333993     522\n",
      "d1737922fe92ccb0dc37ba85589e6415     521\n",
      "fc81b75568d3655a922523cb0d77ea5b     505\n",
      "8b53ccf4338806ab1be3dd0267711649     482\n",
      "1067e078446a7897d2da493d2f741316     470\n",
      "eb5a6c4c2eb6f3e2a085c477afd5a815     441\n",
      "d399821d8583b8421a55370c6eb15f6f     430\n",
      "381040570cc863b743a9fce1a6ae9724     426\n",
      "501b52559fd21b32808030a0f4fb1a26     425\n",
      "699c325b818541f314b691b76f3238d7     404\n",
      "c71cf1f472cf9b4b4517ea23fb6f2c91     391\n",
      "781c05e464ce94eaa436401d07f2a6cc     383\n",
      "02e17b21a1814fb10336b2ee8ceb3e79     382\n",
      "30a7951cfc21240e8c46b2d079d292e5     378\n",
      "9f39caedae295bf81e67463e6fd0af40     362\n",
      "85860e99ade732afc385111568f8e602     362\n",
      "537e06890f6a86dbb70c187db5be4d55     361\n",
      "9d32b720e26a351b951c8f78f72f2fec     357\n",
      "a9171b0aec2df7c31f96da798343d7ea     353\n",
      "4bdc3d8c1aaa90d997ce2cb77680679b     351\n",
      "2a4e0d2668fde3afa267d312b3a2a9d8     346\n",
      "4f9b376a972b863bbfbdcdc8d717fa4e     344\n",
      "2b6d9435a0e6c4019e5ffcb53389c3dd     336\n",
      "efd6fb6d537509ab0fc98661e76d19b2     327\n",
      "2ec6c71d78dd9df9046ce6899ec42de8     320\n",
      "d9039c43983f6e564b1482b273bd7b01     314\n",
      "Name: manager_id, dtype: int64\n",
      "Stored top 1 of manager id relevant to the number of rental inqueries\n",
      "Stored top 2 of manager id relevant to the number of rental inqueries\n",
      "Stored top 5 of manager id relevant to the number of rental inqueries\n",
      "Stored top 10 of manager id relevant to the number of rental inqueries\n",
      "Stored top 15 of manager id relevant to the number of rental inqueries\n",
      "Stored top 20 of manager id relevant to the number of rental inqueries\n",
      "Stored top 30 of manager id relevant to the number of rental inqueries\n",
      "Stored top 50 of manager id relevant to the number of rental inqueries\n",
      "0    0\n",
      "1    0\n",
      "2    1\n",
      "3    1\n",
      "4    0\n",
      "Name: top_1_manager_id, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(getTopX(1, train_test['manager_id'].value_counts()))\n",
    "\n",
    "tops = [1, 2, 5, 10, 15, 20, 30, 50]\n",
    "for i in tops:\n",
    "    storeTopX(i,train_test, 'manager_id', train_test, 'manager_id', False)\n",
    "    print(\"Stored top {} of manager id relevant to the number of rental inqueries\".format(i))\n",
    "    \n",
    "print(train_test['top_1_manager_id'].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### building_id\n",
    "\n",
    "类似manager_id处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0                                   20664\n",
      "96274288c84ddd7d5c5d8e425ee75027      705\n",
      "11e1dec9d14b1a9e528386a2504b3afc      546\n",
      "bb8658a3e432fb62a440615333376345      522\n",
      "80a120d6bc3aba97f40fee8c2204524b      510\n",
      "ce6d18bf3238e668b2bf23f4110b7b67      459\n",
      "f68bf347f99df026f4faad43cc604048      457\n",
      "c94301249b8c09429d329864d58e5b82      410\n",
      "ea9045106c4e1fe52853b6af941f1c69      397\n",
      "128d4af0683efc5e1eded8dc8044d5e3      385\n",
      "57ef86c28a8ae482dc3a3c3af28e8e48      373\n",
      "8e3b8c607c3edcf3de131c24f0390179      367\n",
      "9c18bf871b97492b96d8ddb800591f1b      362\n",
      "cb14c4f807f23ecee1f7469b5159d2de      356\n",
      "d0234abbc01a982d54e8d446acc03405      349\n",
      "dd7b281c0dbafc8b53575ab78cca75d4      319\n",
      "aed67db466854ec2aa5d249a032bc401      318\n",
      "5565db9b7cba3603834c4aa6f2950960      314\n",
      "18f6eb16d2f3e9885cb4a5d0a40791c6      313\n",
      "093f64f52a6e43ba5e8f12bec8200554      308\n",
      "1be9c496f7bdff4a552e3d4e91f915f8      308\n",
      "7967a1280bf3f7644500fc79d2696b0e      306\n",
      "ec12b4db154a9c75983f5e32edd93843      303\n",
      "a01c99eb2cfdde327e1691e17d6696ba      295\n",
      "6ce872b483cfcbb32ea805604d44ef5f      293\n",
      "300d27d8ba2adbcbc8c6f2bcbc1c6f9d      291\n",
      "80911ce8a425daf4989ea8a4bccc41a7      286\n",
      "93cd24891f8423d45ac587ab1fdb1225      283\n",
      "c40e3e74475a91aae1928541be8df678      283\n",
      "a433bb20f3f94e3f3e6700286e351638      276\n",
      "                                    ...  \n",
      "8dbdafdf2f5f3ac31ecd0c41c6858669      137\n",
      "20623ec2c6e1962d917680bfd1535d8a      137\n",
      "96835a48bbe776c37aec3dc0f3df8887      136\n",
      "62772db889c5fd564f47eb5d46e64e4e      132\n",
      "c3ba40552e2120b0acfc3cb5730bb2aa      131\n",
      "f45ba6d22add6d2c30bb2256dd715901      131\n",
      "0d01cabe55fa5192cdbcabd5c585c1ea      130\n",
      "e3f53dfe045875f250622856c0923deb      130\n",
      "ea11299b288bdb7e740fc2dccfc3b140      130\n",
      "297160caf8a88c10718b492d4672c6b4      129\n",
      "a07d25f014240f198ace788470c972ce      129\n",
      "83ec3cf6c56a458b9f0cc455fee2d000      129\n",
      "205f95d4a78f1f3befda48b89edc9669      128\n",
      "2a21319016fe50100e0b8ebb5a4f9cf0      128\n",
      "d6c345de3f342d611ea0dd21eabe68e2      128\n",
      "a1bd0631f4febfb498e34b7cf68bcfb1      128\n",
      "6e01d34a60782126c24526cf72878117      127\n",
      "665f4f6eb9a097fb213f99950b835b9a      126\n",
      "c0ae658e2ffa1d5bfbc2c2625b6d766d      126\n",
      "2094beb4097c7f56670afba5b01b31a4      125\n",
      "d19f4e0bc32610797a7ff5f1737be546      124\n",
      "8994778bc2a2ca65aa25030c2c0ec9de      124\n",
      "35784800ca930a77ea64d2e67f001b33      123\n",
      "af79d0d2ed3d31362185fed210e97cb3      123\n",
      "67da189c736c7a3869ba9c98425ea254      122\n",
      "67c9b420da4a365bc26a6cd0ef4a5320      119\n",
      "57efa26ca6f2a3a6120e0f2e3972c39b      119\n",
      "14ad2afd9e6a05d708e2982bfd88993b      119\n",
      "bd93993052370b66755cb4af017950fc      118\n",
      "d89f514c3ed0abaae52cba7017ac0701      118\n",
      "Name: building_id, Length: 117, dtype: int64\n",
      "Stored top 1 of building id relevant to the number of rental inqueries\n",
      "Stored top 2 of building id relevant to the number of rental inqueries\n",
      "Stored top 5 of building id relevant to the number of rental inqueries\n",
      "Stored top 10 of building id relevant to the number of rental inqueries\n",
      "Stored top 15 of building id relevant to the number of rental inqueries\n",
      "Stored top 20 of building id relevant to the number of rental inqueries\n",
      "Stored top 30 of building id relevant to the number of rental inqueries\n",
      "Stored top 50 of building id relevant to the number of rental inqueries\n",
      "   bathrooms  bedrooms                       building_id      display_address  \\\n",
      "0        1.5         3  53a5b119ba8f7b61d4e010512e0dfc85  Metropolitan Avenue   \n",
      "1        1.0         2  c5c8a357cba207596b04d1afd1e4f130      Columbus Avenue   \n",
      "2        1.0         1  c3ba40552e2120b0acfc3cb5730bb2aa          W 13 Street   \n",
      "3        1.0         1  28d9ad350afeaab8027513a3e52ac8d5     East 49th Street   \n",
      "4        1.0         4                                 0    West 143rd Street   \n",
      "5        2.0         4  38a913e46c94a7f46ddf19b756a9640c     West 18th Street   \n",
      "6        1.0         2  3ba49a93260ca5df92fde024cb4ca61f    West 107th Street   \n",
      "7        2.0         1  0372927bcb6a0949613ef5bf893bbac7     West 21st Street   \n",
      "8        1.0         1  a7efbeb58190aa267b4a9121cd0c88c0     Hamilton Terrace   \n",
      "9        2.0         4                                 0           522 E 11th   \n",
      "\n",
      "                                            features  latitude  longitude  \\\n",
      "0                                                 []   40.7145   -73.9425   \n",
      "1  [Doorman, Elevator, Fitness Center, Cats Allow...   40.7947   -73.9667   \n",
      "2  [Laundry In Building, Dishwasher, Hardwood Flo...   40.7388   -74.0018   \n",
      "3                          [Hardwood Floors, No Fee]   40.7539   -73.9677   \n",
      "4                                          [Pre-War]   40.8241   -73.9493   \n",
      "5                                                 []   40.7429   -74.0028   \n",
      "6  [prewar, elevator, Dogs Allowed, Cats Allowed,...   40.8012   -73.9660   \n",
      "7  [Doorman, Elevator, Pre-War, Terrace, Laundry ...   40.7427   -73.9957   \n",
      "8  [Cats Allowed, Dogs Allowed, Elevator, Laundry...   40.8234   -73.9457   \n",
      "9                      [Dishwasher, Hardwood Floors]   40.7278   -73.9808   \n",
      "\n",
      "                         manager_id  \\\n",
      "0  5ba989232d0489da1b5f2c45f6688adc   \n",
      "1  7533621a882f71e25173b27e3139d83d   \n",
      "2  d9039c43983f6e564b1482b273bd7b01   \n",
      "3  1067e078446a7897d2da493d2f741316   \n",
      "4  98e13ad4b495b9613cef886d79a6291f   \n",
      "5  b209e2c4384a64cc307c26759ee0c651   \n",
      "6  01287194f20de51872e81f660def4784   \n",
      "7  e6472c7237327dd3903b3d6f6a94515a   \n",
      "8  c1a6598437b7db560cde66e5a297a53f   \n",
      "9  23a01ea7717b38875f5b070282d1b9d2   \n",
      "\n",
      "                                              photos   price  \\\n",
      "0  [https://photos.renthop.com/2/7211212_1ed4542e...  3000.0   \n",
      "1  [https://photos.renthop.com/2/7150865_be3306c5...  5465.0   \n",
      "2  [https://photos.renthop.com/2/6887163_de85c427...  2850.0   \n",
      "3  [https://photos.renthop.com/2/6888711_6e660cee...  3275.0   \n",
      "4  [https://photos.renthop.com/2/6934781_1fa4b41a...  3350.0   \n",
      "5  [https://photos.renthop.com/2/6894514_9abb8592...  7995.0   \n",
      "6  [https://photos.renthop.com/2/6930771_7e3622b6...  3600.0   \n",
      "7  [https://photos.renthop.com/2/6867392_b18283f6...  5645.0   \n",
      "8  [https://photos.renthop.com/2/6898799_3759be4c...  1725.0   \n",
      "9  [https://photos.renthop.com/2/6814332_e19a8552...  5800.0   \n",
      "\n",
      "          ...         top_30_manager_id  top_50_manager_id  top_1_building_id  \\\n",
      "0         ...                         1                  1                  0   \n",
      "1         ...                         1                  1                  0   \n",
      "2         ...                         1                  1                  1   \n",
      "3         ...                         1                  1                  1   \n",
      "4         ...                         1                  1                  1   \n",
      "5         ...                         1                  1                  0   \n",
      "6         ...                         1                  1                  0   \n",
      "7         ...                         1                  1                  0   \n",
      "8         ...                         1                  1                  0   \n",
      "9         ...                         1                  1                  1   \n",
      "\n",
      "   top_2_building_id  top_5_building_id  top_10_building_id  \\\n",
      "0                  0                  0                   0   \n",
      "1                  0                  1                   1   \n",
      "2                  1                  1                   1   \n",
      "3                  1                  1                   1   \n",
      "4                  1                  1                   1   \n",
      "5                  0                  0                   1   \n",
      "6                  0                  1                   1   \n",
      "7                  1                  1                   1   \n",
      "8                  0                  1                   1   \n",
      "9                  1                  1                   1   \n",
      "\n",
      "   top_15_building_id  top_20_building_id  top_30_building_id  \\\n",
      "0                   0                   0                   1   \n",
      "1                   1                   1                   1   \n",
      "2                   1                   1                   1   \n",
      "3                   1                   1                   1   \n",
      "4                   1                   1                   1   \n",
      "5                   1                   1                   1   \n",
      "6                   1                   1                   1   \n",
      "7                   1                   1                   1   \n",
      "8                   1                   1                   1   \n",
      "9                   1                   1                   1   \n",
      "\n",
      "   top_50_building_id  \n",
      "0                   1  \n",
      "1                   1  \n",
      "2                   1  \n",
      "3                   1  \n",
      "4                   1  \n",
      "5                   1  \n",
      "6                   1  \n",
      "7                   1  \n",
      "8                   1  \n",
      "9                   1  \n",
      "\n",
      "[10 rows x 38 columns]\n"
     ]
    }
   ],
   "source": [
    "print(getTopX(1, train_test['building_id'].value_counts()))\n",
    "\n",
    "tops = [1, 2, 5, 10, 15, 20, 30, 50]\n",
    "for i in tops:\n",
    "    storeTopX(i,train_test, 'building_id', train_test, 'building_id', False)\n",
    "    print(\"Stored top {} of building id relevant to the number of rental inqueries\".format(i))\n",
    "    \n",
    "print(train_test.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### photos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     5\n",
      "1    11\n",
      "2     8\n",
      "3     3\n",
      "4     3\n",
      "5     5\n",
      "6    10\n",
      "7     5\n",
      "8     5\n",
      "9     9\n",
      "Name: photos_count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "train_test['photos_count'] = train_test['photos'].apply(lambda x: len(x))\n",
    "train_test.drop(['photos'] , axis = 1 , inplace = True)\n",
    "\n",
    "print(train_test['photos_count'].head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### latitude,longtitude\n",
    "\n",
    "聚类降维编码(#用训练数据训练，对训练数据和测试数据都做变换)到中心的距离(论坛上讨论到曼哈顿中心的距离更好)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clustering\n",
    "ntrain = train.shape[0]\n",
    "train_location = train_test.loc[:ntrain - 1, ['latitude', 'longitude']]\n",
    "test_location = train_test.loc[ntrain:, ['latitude', 'longitude']]\n",
    " \n",
    "kmeans_cluster = KMeans(n_clusters=20)\n",
    "res = kmeans_cluster.fit(train_location)\n",
    "res = kmeans_cluster.predict( pd.concat((train_location, test_location), axis=0).reset_index(drop=True))\n",
    " \n",
    "train_test['cenroid'] = res\n",
    " \n",
    "# L1 distance\n",
    "center = [ train_location['latitude'].mean(), train_location['longitude'].mean()]\n",
    "train_test['distance'] = abs(train_test['latitude'] - center[0]) + abs(train_test['longitude'] - center[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    0.040260\n",
      "1    0.064140\n",
      "2    0.048829\n",
      "3    0.024340\n",
      "4    0.088971\n",
      "Name: distance, dtype: float64\n",
      "0    15\n",
      "1    13\n",
      "2    19\n",
      "3     4\n",
      "4    11\n",
      "Name: cenroid, dtype: int32\n"
     ]
    }
   ],
   "source": [
    "print(train_test['distance'].head())\n",
    "print(train_test['cenroid'].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### display_address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    metropolitan avenue\n",
      "1        columbus avenue\n",
      "2            w 13 street\n",
      "3       east 49th street\n",
      "4      west 143rd street\n",
      "Name: display_address, dtype: object\n"
     ]
    }
   ],
   "source": [
    "train_test['display_address'] = train_test['display_address'].apply(lambda x: x.lower().strip())\n",
    "print(train_test['display_address'].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### street_address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    792 metropolitan avenue\n",
      "1        808 columbus avenue\n",
      "2            241 w 13 street\n",
      "3       333 east 49th street\n",
      "4      500 west 143rd street\n",
      "Name: street_address, dtype: object\n"
     ]
    }
   ],
   "source": [
    "train_test['street_address'] = train_test['street_address'].apply(lambda x: x.lower().strip())\n",
    "print(train_test['street_address'].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 类别型特征\n",
    "\n",
    "LableEncode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        building_id                        manager_id  \\\n",
      "0  53a5b119ba8f7b61d4e010512e0dfc85  5ba989232d0489da1b5f2c45f6688adc   \n",
      "1  c5c8a357cba207596b04d1afd1e4f130  7533621a882f71e25173b27e3139d83d   \n",
      "2  c3ba40552e2120b0acfc3cb5730bb2aa  d9039c43983f6e564b1482b273bd7b01   \n",
      "3  28d9ad350afeaab8027513a3e52ac8d5  1067e078446a7897d2da493d2f741316   \n",
      "4                                 0  98e13ad4b495b9613cef886d79a6291f   \n",
      "5  38a913e46c94a7f46ddf19b756a9640c  b209e2c4384a64cc307c26759ee0c651   \n",
      "\n",
      "       display_address           street_address  \n",
      "0  metropolitan avenue  792 metropolitan avenue  \n",
      "1      columbus avenue      808 columbus avenue  \n",
      "2          w 13 street          241 w 13 street  \n",
      "3     east 49th street     333 east 49th street  \n",
      "4    west 143rd street    500 west 143rd street  \n",
      "5     west 18th street     350 west 18th street  \n"
     ]
    }
   ],
   "source": [
    "#categoricals = [x for x in train_test.columns if train_test[x].dtype == 'object']\n",
    "categoricals = ['building_id', 'manager_id', 'display_address', 'street_address']\n",
    "print(train_test.loc[:5, categoricals])\n",
    "\n",
    "for feat in categoricals:\n",
    "    lbl = LabelEncoder()\n",
    "    lbl.fit(list(train_test[feat].values))\n",
    "    train_test[feat] = lbl.transform(list(train_test[feat].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "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>building_id</th>\n",
       "      <th>manager_id</th>\n",
       "      <th>display_address</th>\n",
       "      <th>street_address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3797</td>\n",
       "      <td>1568</td>\n",
       "      <td>10955</td>\n",
       "      <td>21630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8986</td>\n",
       "      <td>1988</td>\n",
       "      <td>7967</td>\n",
       "      <td>21801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8889</td>\n",
       "      <td>3733</td>\n",
       "      <td>12368</td>\n",
       "      <td>8941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1848</td>\n",
       "      <td>282</td>\n",
       "      <td>9596</td>\n",
       "      <td>13018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2618</td>\n",
       "      <td>13640</td>\n",
       "      <td>17671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2544</td>\n",
       "      <td>3081</td>\n",
       "      <td>13763</td>\n",
       "      <td>13968</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   building_id  manager_id  display_address  street_address\n",
       "0         3797        1568            10955           21630\n",
       "1         8986        1988             7967           21801\n",
       "2         8889        3733            12368            8941\n",
       "3         1848         282             9596           13018\n",
       "4            0        2618            13640           17671\n",
       "5         2544        3081            13763           13968"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test.loc[:5, categoricals]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "定义**高基数类别型特征编码函数** （manager_id, building_id, display_address,street_address ） 对这些特征进行**均值编码**（该特征值在每个类别的概率，即原来的一维特征变成了C-1维特征，C为标签类别数目）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "from MeanEncoder import MeanEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ruito\\Desktop\\jupter\\kaggle\\Two Sigma Connect Rental Listing Inquiries\\MeanEncoder.py:53: FutureWarning: using a dict on a Series for aggregation\n",
      "is deprecated and will be removed in a future version\n",
      "  col_avg_y = X_train.groupby(by=variable, axis=0)['pred_temp'].agg({'mean': 'mean', 'beta': 'size'})\n",
      "C:\\Users\\ruito\\Desktop\\jupter\\kaggle\\Two Sigma Connect Rental Listing Inquiries\\MeanEncoder.py:38: RuntimeWarning: overflow encountered in exp\n",
      "  self.prior_weight_func = lambda x: 1 / (1 + np.exp((x - 2) / 1))\n"
     ]
    }
   ],
   "source": [
    "me = MeanEncoder(categoricals)\n",
    " \n",
    "#trian\n",
    "#import pdb\n",
    "#pdb.set_trace()\n",
    "train_new = train_test.iloc[:ntrain, :]\n",
    "train_new_cat = me.fit_transform(train_new, y_train)\n",
    "#test\n",
    "test_new = train_test.iloc[ntrain:, :]\n",
    "test_new_cat = me.transform(test_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  0\n",
      "bathrooms                       1.5\n",
      "bedrooms                          3\n",
      "building_id                    3797\n",
      "display_address               10955\n",
      "features                         []\n",
      "latitude                    40.7145\n",
      "longitude                  -73.9425\n",
      "manager_id                     1568\n",
      "price                          3000\n",
      "street_address                21630\n",
      "price_bathrooms                1200\n",
      "price_bedrooms                 1001\n",
      "room_diff                      -1.5\n",
      "room_num                        4.5\n",
      "Year                           2016\n",
      "Month                             6\n",
      "Day                              24\n",
      "Wday                              4\n",
      "Yday                            176\n",
      "hour                              7\n",
      "num_description_words            95\n",
      "top_1_manager_id                  0\n",
      "top_2_manager_id                  1\n",
      "top_5_manager_id                  1\n",
      "top_10_manager_id                 1\n",
      "top_15_manager_id                 1\n",
      "top_20_manager_id                 1\n",
      "top_30_manager_id                 1\n",
      "top_50_manager_id                 1\n",
      "top_1_building_id                 0\n",
      "top_2_building_id                 0\n",
      "top_5_building_id                 0\n",
      "top_10_building_id                0\n",
      "top_15_building_id                0\n",
      "top_20_building_id                0\n",
      "top_30_building_id                1\n",
      "top_50_building_id                1\n",
      "photos_count                      5\n",
      "cenroid                          15\n",
      "distance                  0.0402603\n",
      "building_id_pred_0        0.0770683\n",
      "building_id_pred_1         0.222439\n",
      "building_id_pred_2         0.700492\n",
      "manager_id_pred_0         0.0833333\n",
      "manager_id_pred_1          0.208333\n",
      "manager_id_pred_2          0.708333\n",
      "display_address_pred_0  1.74199e-07\n",
      "display_address_pred_1  5.02785e-07\n",
      "display_address_pred_2     0.999999\n",
      "street_address_pred_0     0.0770683\n",
      "street_address_pred_1      0.222439\n",
      "street_address_pred_2      0.700492\n"
     ]
    }
   ],
   "source": [
    "print(train_new_cat.head(1).T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### features\n",
    "描述特征文字长度 特征中单词的词频，相当于以数据集features中出现的词语为字典的one-hot编码（虽然是词频，但在这个任务中每个单词）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                        []\n",
       "1         [Doorman, Elevator, Fitness Center, Cats Allow...\n",
       "2         [Laundry In Building, Dishwasher, Hardwood Flo...\n",
       "3                                 [Hardwood Floors, No Fee]\n",
       "4                                                 [Pre-War]\n",
       "5                                                        []\n",
       "6         [prewar, elevator, Dogs Allowed, Cats Allowed,...\n",
       "7         [Doorman, Elevator, Pre-War, Terrace, Laundry ...\n",
       "8         [Cats Allowed, Dogs Allowed, Elevator, Laundry...\n",
       "9                             [Dishwasher, Hardwood Floors]\n",
       "10                                                       []\n",
       "11        [prewar, dishwasher, HIGHRISE, ROOFDECK, EAT I...\n",
       "12         [Doorman, Elevator, Laundry in Building, No Fee]\n",
       "13        [Swimming Pool, Doorman, Fitness Center, No Fe...\n",
       "14        [Elevator, Multi-Level, Laundry in Building, D...\n",
       "15        [Doorman, Elevator, Fitness Center, Laundry in...\n",
       "16                                        [Hardwood Floors]\n",
       "17        [prewar, LOWRISE, EAT IN KITCHEN, SIMPLEX, HAR...\n",
       "18                     [No Fee, Cats Allowed, Dogs Allowed]\n",
       "19                             [Cats Allowed, Dogs Allowed]\n",
       "20         [Doorman, Elevator, Dishwasher, Hardwood Floors]\n",
       "21        [Elevator, Central A/C, Walk in Closet(s), Par...\n",
       "22                             [Cats Allowed, Dogs Allowed]\n",
       "23        [Doorman, Fitness Center, Pool, Elevator, Publ...\n",
       "24        [Balcony, Doorman, Elevator, Fitness Center, T...\n",
       "25        [Roof Deck, Dining Room, Balcony, Doorman, Ele...\n",
       "26                    [Dishwasher, Hardwood Floors, No Fee]\n",
       "27        [Roof Deck, Doorman, Elevator, Laundry in Buil...\n",
       "28                                                       []\n",
       "29        [Doorman, Elevator, Fitness Center, Pre-War, L...\n",
       "                                ...                        \n",
       "123981    [Swimming Pool, Roof Deck, Doorman, Elevator, ...\n",
       "123982    [Dining Room, Doorman, Elevator, Laundry in Bu...\n",
       "123983                                                   []\n",
       "123984      [Elevator, Pre-War, Dogs Allowed, Cats Allowed]\n",
       "123985    [Swimming Pool, Dining Room, Doorman, Elevator...\n",
       "123986    [Doorman, Elevator, Fitness Center, Common gar...\n",
       "123987    [Fireplace, Dining Room, Elevator, Garden/Pati...\n",
       "123988        [Swimming Pool, Roof Deck, Doorman, Elevator]\n",
       "123989                            [Hardwood Floors, No Fee]\n",
       "123990    [Cats Allowed, Dogs Allowed, Laundry In Building]\n",
       "123991    [Dining Room, Balcony, Doorman, Elevator, Laun...\n",
       "123992         [Fitness Center, Cats Allowed, Dogs Allowed]\n",
       "123993    [Dining Room, Doorman, Elevator, Laundry in Bu...\n",
       "123994       [Elevator, No Fee, Cats Allowed, Dogs Allowed]\n",
       "123995    [Dishwasher, Hardwood Floors, Dogs Allowed, Ca...\n",
       "123996    [Swimming Pool, Doorman, Elevator, Fitness Cen...\n",
       "123997                        [Dishwasher, Hardwood Floors]\n",
       "123998    [Doorman, Prewar, Elevator, Hardwood Floors, H...\n",
       "123999                                [Laundry in Building]\n",
       "124000    [Roof Deck, Elevator, Fitness Center, Laundry ...\n",
       "124001                      [Loft, Hardwood Floors, No Fee]\n",
       "124002    [Doorman, Elevator, Laundry in Building, Dishw...\n",
       "124003    [Dining Room, Doorman, Elevator, Fitness Cente...\n",
       "124004                                            [Pre-War]\n",
       "124005                                   [Doorman, Pre-War]\n",
       "124006                [Pre-War, Dogs Allowed, Cats Allowed]\n",
       "124007                                                   []\n",
       "124008    [Doorman, Elevator, Pre-War, Laundry in Buildi...\n",
       "124009            [Cats Allowed, Dogs Allowed, Reduced Fee]\n",
       "124010               [Elevator, Dogs Allowed, Cats Allowed]\n",
       "Name: features, Length: 124011, dtype: object"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test['features']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test['features_count'] = train_test['features'].apply(lambda x: len(x))\n",
    "train_test['features2'] = train_test['features']\n",
    "train_test['features2'] = train_test['features2'].apply(lambda x: ' '.join(x))\n",
    " \n",
    "c_vect = CountVectorizer(stop_words='english', max_features=300, ngram_range=(1, 1))\n",
    "c_vect_sparse = c_vect.fit_transform(train_test['features2'])\n",
    "c_vect_sparse_cols = c_vect.get_feature_names()\n",
    " \n",
    "train_test.drop(['features', 'features2'], axis=1, inplace=True)\n",
    " \n",
    "#hstack作为特征处理的最后一部，先将其他所有特征都转换成数值型特征才能处理\n",
    "train_test_sparse = sparse.hstack([train_test, c_vect_sparse]).tocsr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          0\n",
       "1          5\n",
       "2          4\n",
       "3          2\n",
       "4          1\n",
       "5          0\n",
       "6          8\n",
       "7          8\n",
       "8          4\n",
       "9          2\n",
       "10         0\n",
       "11         7\n",
       "12         4\n",
       "13         6\n",
       "14         5\n",
       "15         5\n",
       "16         1\n",
       "17         5\n",
       "18         3\n",
       "19         2\n",
       "20         4\n",
       "21         9\n",
       "22         2\n",
       "23        10\n",
       "24        12\n",
       "25        12\n",
       "26         3\n",
       "27         8\n",
       "28         0\n",
       "29         8\n",
       "          ..\n",
       "123981    15\n",
       "123982     7\n",
       "123983     0\n",
       "123984     4\n",
       "123985    10\n",
       "123986    10\n",
       "123987    10\n",
       "123988     4\n",
       "123989     2\n",
       "123990     3\n",
       "123991     9\n",
       "123992     3\n",
       "123993     7\n",
       "123994     4\n",
       "123995     4\n",
       "123996     5\n",
       "123997     2\n",
       "123998     6\n",
       "123999     1\n",
       "124000     9\n",
       "124001     3\n",
       "124002     6\n",
       "124003    10\n",
       "124004     1\n",
       "124005     2\n",
       "124006     3\n",
       "124007     0\n",
       "124008     6\n",
       "124009     3\n",
       "124010     3\n",
       "Name: features_count, Length: 124011, dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test['features_count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<124011x340 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 5216054 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test_sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1br',\n",
       " '24',\n",
       " '2br',\n",
       " '3br',\n",
       " '4br',\n",
       " 'ac',\n",
       " 'accepted',\n",
       " 'access',\n",
       " 'actual',\n",
       " 'air',\n",
       " 'allowed',\n",
       " 'appliances',\n",
       " 'approval',\n",
       " 'approved',\n",
       " 'apt',\n",
       " 'area',\n",
       " 'areas',\n",
       " 'art',\n",
       " 'assigned',\n",
       " 'atm',\n",
       " 'attended',\n",
       " 'available',\n",
       " 'ave',\n",
       " 'baby',\n",
       " 'backyard',\n",
       " 'balconies',\n",
       " 'balcony',\n",
       " 'bar',\n",
       " 'basement',\n",
       " 'basketball',\n",
       " 'bath',\n",
       " 'bathroom',\n",
       " 'baths',\n",
       " 'bed',\n",
       " 'bedford',\n",
       " 'bedroom',\n",
       " 'bedrooms',\n",
       " 'bike',\n",
       " 'billiards',\n",
       " 'bldg',\n",
       " 'blk',\n",
       " 'blks',\n",
       " 'brand',\n",
       " 'breakfast',\n",
       " 'brick',\n",
       " 'bright',\n",
       " 'brownstone',\n",
       " 'brunch',\n",
       " 'building',\n",
       " 'built',\n",
       " 'business',\n",
       " 'cable',\n",
       " 'case',\n",
       " 'cats',\n",
       " 'ceiling',\n",
       " 'ceilings',\n",
       " 'center',\n",
       " 'central',\n",
       " 'chef',\n",
       " 'chefs',\n",
       " 'children',\n",
       " 'childrens',\n",
       " 'city',\n",
       " 'clean',\n",
       " 'cleaning',\n",
       " 'close',\n",
       " 'closet',\n",
       " 'closets',\n",
       " 'club',\n",
       " 'common',\n",
       " 'community',\n",
       " 'complimentary',\n",
       " 'concierge',\n",
       " 'conditioning',\n",
       " 'condo',\n",
       " 'construction',\n",
       " 'cook',\n",
       " 'countertops',\n",
       " 'court',\n",
       " 'courtyard',\n",
       " 'deal',\n",
       " 'deck',\n",
       " 'deco',\n",
       " 'decorative',\n",
       " 'details',\n",
       " 'dining',\n",
       " 'dishwasher',\n",
       " 'dogs',\n",
       " 'doorman',\n",
       " 'dry',\n",
       " 'dryer',\n",
       " 'duplex',\n",
       " 'east',\n",
       " 'eat',\n",
       " 'elev',\n",
       " 'elevator',\n",
       " 'entertainment',\n",
       " 'equipped',\n",
       " 'exclusive',\n",
       " 'expansive',\n",
       " 'exposed',\n",
       " 'exposure',\n",
       " 'extra',\n",
       " 'facilities',\n",
       " 'fee',\n",
       " 'finishes',\n",
       " 'fireplace',\n",
       " 'fireplaces',\n",
       " 'fitness',\n",
       " 'flex',\n",
       " 'floor',\n",
       " 'floors',\n",
       " 'free',\n",
       " 'french',\n",
       " 'friendly',\n",
       " 'ft',\n",
       " 'fully',\n",
       " 'furnished',\n",
       " 'galore',\n",
       " 'game',\n",
       " 'garage',\n",
       " 'garden',\n",
       " 'gourmet',\n",
       " 'granite',\n",
       " 'great',\n",
       " 'green',\n",
       " 'guarantors',\n",
       " 'gut',\n",
       " 'gym',\n",
       " 'hardwood',\n",
       " 'health',\n",
       " 'heart',\n",
       " 'heat',\n",
       " 'hi',\n",
       " 'high',\n",
       " 'highrise',\n",
       " 'home',\n",
       " 'hot',\n",
       " 'hour',\n",
       " 'housekeeping',\n",
       " 'huge',\n",
       " 'included',\n",
       " 'including',\n",
       " 'indoor',\n",
       " 'intercom',\n",
       " 'internet',\n",
       " 'king',\n",
       " 'kitchen',\n",
       " 'large',\n",
       " 'laundry',\n",
       " 'level',\n",
       " 'light',\n",
       " 'live',\n",
       " 'living',\n",
       " 'lndry',\n",
       " 'lobby',\n",
       " 'location',\n",
       " 'loft',\n",
       " 'lot',\n",
       " 'lounge',\n",
       " 'low',\n",
       " 'lowrise',\n",
       " 'luxury',\n",
       " 'magnificent',\n",
       " 'mail',\n",
       " 'mansion',\n",
       " 'marble',\n",
       " 'massive',\n",
       " 'media',\n",
       " 'microwave',\n",
       " 'midrise',\n",
       " 'midtown',\n",
       " 'modern',\n",
       " 'month',\n",
       " 'mr',\n",
       " 'multi',\n",
       " 'natural',\n",
       " 'near',\n",
       " 'new',\n",
       " 'newly',\n",
       " 'nursery',\n",
       " 'ok',\n",
       " 'open',\n",
       " 'ornate',\n",
       " 'outdoor',\n",
       " 'oversized',\n",
       " 'package',\n",
       " 'park',\n",
       " 'parking',\n",
       " 'party',\n",
       " 'patio',\n",
       " 'penthouse',\n",
       " 'perfect',\n",
       " 'pet',\n",
       " 'pets',\n",
       " 'photos',\n",
       " 'playroom',\n",
       " 'pool',\n",
       " 'post',\n",
       " 'pre',\n",
       " 'prewar',\n",
       " 'private',\n",
       " 'publicoutdoor',\n",
       " 'queen',\n",
       " 'ramp',\n",
       " 'real',\n",
       " 'recreation',\n",
       " 'reduced',\n",
       " 'renovated',\n",
       " 'renovation',\n",
       " 'renovations',\n",
       " 'rent',\n",
       " 'resident',\n",
       " 'residents',\n",
       " 'rise',\n",
       " 'river',\n",
       " 'roof',\n",
       " 'roofdeck',\n",
       " 'rooftop',\n",
       " 'room',\n",
       " 'rooms',\n",
       " 'roomy',\n",
       " 'satellite',\n",
       " 'sauna',\n",
       " 'scenic',\n",
       " 'screening',\n",
       " 'security',\n",
       " 'separate',\n",
       " 'service',\n",
       " 'services',\n",
       " 'share',\n",
       " 'shared',\n",
       " 'shares',\n",
       " 'short',\n",
       " 'simplex',\n",
       " 'site',\n",
       " 'size',\n",
       " 'sized',\n",
       " 'skylight',\n",
       " 'southern',\n",
       " 'spa',\n",
       " 'space',\n",
       " 'spacious',\n",
       " 'speed',\n",
       " 'sprawling',\n",
       " 'sq',\n",
       " 'ss',\n",
       " 'stainless',\n",
       " 'state',\n",
       " 'steal',\n",
       " 'steel',\n",
       " 'steps',\n",
       " 'stop',\n",
       " 'storage',\n",
       " 'studio',\n",
       " 'stunning',\n",
       " 'style',\n",
       " 'sublet',\n",
       " 'subway',\n",
       " 'sun',\n",
       " 'sunday',\n",
       " 'sundeck',\n",
       " 'sunfilled',\n",
       " 'sunlight',\n",
       " 'super',\n",
       " 'superintendent',\n",
       " 'swimming',\n",
       " 'table',\n",
       " 'tenant',\n",
       " 'term',\n",
       " 'terrace',\n",
       " 'terraces',\n",
       " 'time',\n",
       " 'tons',\n",
       " 'train',\n",
       " 'true',\n",
       " 'tv',\n",
       " 'unique',\n",
       " 'unit',\n",
       " 'utilities',\n",
       " 'valet',\n",
       " 'venetian',\n",
       " 'video',\n",
       " 'view',\n",
       " 'views',\n",
       " 'village',\n",
       " 'virtual',\n",
       " 'walk',\n",
       " 'wall',\n",
       " 'walls',\n",
       " 'war',\n",
       " 'washer',\n",
       " 'water',\n",
       " 'wheelchair',\n",
       " 'wifi',\n",
       " 'windows',\n",
       " 'wood',\n",
       " 'work',\n",
       " 'yard',\n",
       " 'yoga']"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_vect_sparse_cols"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 特征处理结果存为文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "#存为csv格式方便用excel查看\n",
    "train_test_new = pd.DataFrame(train_test_sparse.toarray())\n",
    "X_train = train_test_new.iloc[:ntrain, :]\n",
    "X_test = train_test_new.iloc[ntrain:, :]\n",
    " \n",
    "train_new = pd.concat((X_train, y_train), axis=1).reset_index(drop=True)\n",
    "train_new.to_csv(dpath + 'RentListingInquries_FE_train.csv', index=False)\n",
    "X_test.to_csv(dpath + 'RentListingInquries_FE_test.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import mmwrite\n",
    " \n",
    "X_train_sparse = train_test_sparse[:ntrain, :]\n",
    "X_test_sparse = train_test_sparse[ntrain:, :]\n",
    " \n",
    "train_sparse = sparse.hstack([X_train_sparse, sparse.csr_matrix(y_train).T]).tocsr()\n",
    " \n",
    "mmwrite(dpath + 'RentListingInquries_FE_train.txt',train_sparse)\n",
    "mmwrite(dpath + 'RentListingInquries_FE_test.txt',X_test_sparse)\n",
    " \n",
    "#存为libsvm稀疏格式，直接调用XGBoost的话用稀疏格式更高效\n",
    "#from sklearn.datasets import dump_svmlight_file\n",
    "#dump_svmlight_file(, y_train, dpath + 'RentListingInquries_FE_train.txt',X_train_sparse) \n",
    "#dump_svmlight_file(X_test_sparse,  dpath + 'RentListingInquries_FE_test.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test_new = pd.DataFrame(train_test_sparse.toarray())\n",
    "X_train = train_test_new.iloc[:ntrain, :]\n",
    "X_test = train_test_new.iloc[ntrain:, :]\n",
    " \n",
    "train_new = pd.concat((X_train, y_train), axis=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "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"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "273px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}