Recommender System for Amazon Dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mobile Phone Recommendation System"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is NLP?\n",
    ">- NLP (Natural Language Processing) is a set of techniques for approaching text problems that enables computer programs and functions to understand human speech as it is spoken. \n",
    ">- Wr are using the bag of words approach as it takes common concepts from machine learning like feature engineering and model building and tweaks them only slightly.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### About the data...\n",
    "\n",
    "<b>Context</b>\n",
    "\n",
    "The dataset contains approx. 400,000 reviews of unlocked mobile phones sold on Amazon.com to find out insights with respect to reviews, ratings, price and their relationships.\n",
    "\n",
    "<b>Data</b>\n",
    "\n",
    "Following fields are available in this dataset:\n",
    "\n",
    ">- Product Title\n",
    ">- Brand name\n",
    ">- Price\n",
    ">- Rating\n",
    ">- Review text\n",
    ">- Review Votes\n",
    "\n",
    "\n",
    "Data was extracted in December, 2016 from the unlocked mobile category of Amazon.com."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os,sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "#importing for plotting the graphs \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "\n",
    "# Download NLP Toolkit for \n",
    "import nltk \n",
    "\n",
    "#using Beautiful Soup for filtering Html tags\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "# using crossvalidation for splitting data into training and test data\n",
    "from sklearn import cross_validation\n",
    "from sklearn.cross_validation import train_test_split \n",
    "\n",
    "# Import the stop word list and text data sets, including stop words\n",
    "from nltk.corpus import stopwords\n",
    "#'i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\",\n",
    "from nltk.tokenize import WordPunctTokenizer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Product Name Brand Name   Price  \\\n",
      "0  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "1  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "2  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "3  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "4  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "\n",
      "   Rating                                            Reviews  Review Votes  \n",
      "0       5  I feel so LUCKY to have found this used (phone...           1.0  \n",
      "1       4  nice phone, nice up grade from my pantach revu...           0.0  \n",
      "2       5                                       Very pleased           0.0  \n",
      "3       4  It works good but it goes slow sometimes but i...           0.0  \n",
      "4       4  Great phone to replace my lost phone. The only...           0.0  \n"
     ]
    }
   ],
   "source": [
    "#Reading the dataset using the \"read_csv\" function to read the labeled data\n",
    "\n",
    "amazondata = pd.read_csv(\"D:/MIT/Semester2/Machine Learning/Final Project/Recommender_Systems_Amazon-master/Amazon_Unlocked_Mobile.csv\", \n",
    "                         header=0,error_bad_lines=False)\n",
    "\n",
    "print (amazondata.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4410\n"
     ]
    }
   ],
   "source": [
    "product_name = []\n",
    "for item in amazondata[\"Product Name\"]:\n",
    "    if (item in product_name):\n",
    "        continue\n",
    "    else:\n",
    "        product_name.append(item)\n",
    "\n",
    "print(len(product_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### There are 4410 phone models in this data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "385\n"
     ]
    }
   ],
   "source": [
    "brands = []\n",
    "for item in amazondata[\"Brand Name\"]:\n",
    "    if (item in brands):\n",
    "        continue\n",
    "    else:\n",
    "        brands.append(item)\n",
    "        \n",
    "print(len(brands))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### There are 385 brands in this data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(413840, 6)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#identifying the number of rows and columns present in the data\n",
    "\n",
    "amazondata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Product Name Brand Name   Price  \\\n",
      "0  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "1  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "2  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "3  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "4  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "5  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "6  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "7  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "8  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "9  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "\n",
      "   Rating                                            Reviews  Review Votes  \n",
      "0       5  I feel so LUCKY to have found this used (phone...           1.0  \n",
      "1       4  nice phone, nice up grade from my pantach revu...           0.0  \n",
      "2       5                                       Very pleased           0.0  \n",
      "3       4  It works good but it goes slow sometimes but i...           0.0  \n",
      "4       4  Great phone to replace my lost phone. The only...           0.0  \n",
      "5       1  I already had a phone with problems... I know ...           1.0  \n",
      "6       2  The charging port was loose. I got that solder...           0.0  \n",
      "7       2  Phone looks good but wouldn't stay charged, ha...           0.0  \n",
      "8       5  I originally was using the Samsung S2 Galaxy f...           0.0  \n",
      "9       3  It's battery life is great. It's very responsi...           0.0  \n"
     ]
    }
   ],
   "source": [
    "# Creating a DataFrame by passing the dataset object to be converted to series-like for data-cleaning and\n",
    "# pre-processsing\n",
    "amazondata_df = pd.DataFrame(amazondata)\n",
    "\n",
    "print(amazondata_df.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning and Text Preprocessing/Analysis\n",
    "\n",
    "First, we'll remove the HTML tags. For this purpose, we'll use the Beautiful Soup library. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "amazondata_df = amazondata_df[pd.notnull(amazondata_df['Reviews'])] \n",
    "\n",
    "amazondata_df['Review Votes'].replace(\"\", 0, inplace=True )\n",
    "\n",
    "amazondata_df['Brand Name'] = amazondata_df.ix[~(amazondata_df['Brand Name'] == \"\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if we have any null reviews in our dataframe after the data cleaning\n",
    "amazondata_df['Reviews'].isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#reset_index to drop the existing index and replace with new index\n",
    "\n",
    "amazondata_df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Product Name Brand Name   Price  \\\n",
      "0  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "1  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "2  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "3  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "4  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "5  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "6  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "7  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "8  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "9  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
      "\n",
      "   Rating                                            Reviews  Review Votes  \n",
      "0       5  I feel so LUCKY to have found this used (phone...           1.0  \n",
      "1       4  nice phone, nice up grade from my pantach revu...           0.0  \n",
      "2       5                                       Very pleased           0.0  \n",
      "3       4  It works good but it goes slow sometimes but i...           0.0  \n",
      "4       4  Great phone to replace my lost phone. The only...           0.0  \n",
      "5       1  I already had a phone with problems... I know ...           1.0  \n",
      "6       2  The charging port was loose. I got that solder...           0.0  \n",
      "7       2  Phone looks good but wouldn't stay charged, ha...           0.0  \n",
      "8       5  I originally was using the Samsung S2 Galaxy f...           0.0  \n",
      "9       3  It's battery life is great. It's very responsi...           0.0  \n"
     ]
    }
   ],
   "source": [
    "#displaying the data with new index\n",
    "\n",
    "print (amazondata_df.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Top 10 brands in the data set sorted on the basis of sum of Ratings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">sum</th>\n",
       "      <th colspan=\"2\" halign=\"left\">mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brand Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Samsung</th>\n",
       "      <td>260513</td>\n",
       "      <td>97903</td>\n",
       "      <td>3.962356</td>\n",
       "      <td>1.530069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLU</th>\n",
       "      <td>239853</td>\n",
       "      <td>58430</td>\n",
       "      <td>3.792262</td>\n",
       "      <td>0.952792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple</th>\n",
       "      <td>228346</td>\n",
       "      <td>112280</td>\n",
       "      <td>3.924415</td>\n",
       "      <td>1.998149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LG</th>\n",
       "      <td>86114</td>\n",
       "      <td>23070</td>\n",
       "      <td>3.841460</td>\n",
       "      <td>1.061178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nokia</th>\n",
       "      <td>64187</td>\n",
       "      <td>25964</td>\n",
       "      <td>3.819291</td>\n",
       "      <td>1.600148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BlackBerry</th>\n",
       "      <td>63126</td>\n",
       "      <td>21114</td>\n",
       "      <td>3.741465</td>\n",
       "      <td>1.279326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motorola</th>\n",
       "      <td>51157</td>\n",
       "      <td>23107</td>\n",
       "      <td>3.812849</td>\n",
       "      <td>1.777051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HTC</th>\n",
       "      <td>44094</td>\n",
       "      <td>12803</td>\n",
       "      <td>3.465420</td>\n",
       "      <td>1.035506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNPGD</th>\n",
       "      <td>39176</td>\n",
       "      <td>20151</td>\n",
       "      <td>3.106002</td>\n",
       "      <td>1.638026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtterBox</th>\n",
       "      <td>35022</td>\n",
       "      <td>2276</td>\n",
       "      <td>4.383778</td>\n",
       "      <td>0.288759</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               sum                   mean             \n",
       "            Rating Review Votes    Rating Review Votes\n",
       "Brand Name                                            \n",
       "Samsung     260513        97903  3.962356     1.530069\n",
       "BLU         239853        58430  3.792262     0.952792\n",
       "Apple       228346       112280  3.924415     1.998149\n",
       "LG           86114        23070  3.841460     1.061178\n",
       "Nokia        64187        25964  3.819291     1.600148\n",
       "BlackBerry   63126        21114  3.741465     1.279326\n",
       "Motorola     51157        23107  3.812849     1.777051\n",
       "HTC          44094        12803  3.465420     1.035506\n",
       "CNPGD        39176        20151  3.106002     1.638026\n",
       "OtterBox     35022         2276  4.383778     0.288759"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = pd.pivot_table(amazondata_df,index=['Brand Name'],values=['Rating', 'Review Votes'],\n",
    "               columns=[],aggfunc=[np.sum, np.mean],fill_value=0)\n",
    "info = info.sort_values(by=('sum', 'Rating'), ascending = False)\n",
    "\n",
    "info.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CoRelation between price & rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFXCAYAAABOYlxEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAk9ERORDLPBEREQ+9P8DioTrxgDRvIAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x133ac6cb5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ylabel = amazondata_df[\"Price\"]\n",
    "plt.ylabel(\"Price\")\n",
    "plt.xlabel(\"Rating\")\n",
    "xlabel = amazondata_df[\"Rating\"]\n",
    "plt.scatter(xlabel, ylabel, alpha=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CoRelation between Price and Review Votes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFXCAYAAABOYlxEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEKICSYIXQgghKtD/B/Ko/Bo/b+kvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x133add91390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ylabel2 = amazondata_df[\"Price\"]\n",
    "plt.ylabel(\"Price\")\n",
    "xlabel2 = amazondata_df[\"Review Votes\"]\n",
    "plt.xlabel(\"Review Votes\")\n",
    "plt.scatter(xlabel2, ylabel2, alpha=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Strong co-relation between review votes and price."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CoRelation between Rating and Review Votes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe8AAAFXCAYAAACLEMbVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmORtGIZhGHnm/wHTlQ8FzIfU2wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x133af0cd668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ylabel3 = amazondata_df[\"Rating\"]\n",
    "plt.ylabel(\"Rating\")\n",
    "xlabel3 = amazondata_df[\"Review Votes\"]\n",
    "plt.xlabel(\"Review Votes\")\n",
    "plt.scatter(xlabel3, ylabel3, alpha=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rating          1.000000\n",
       "Price           0.074767\n",
       "Review Votes   -0.050303\n",
       "Name: Rating, dtype: float64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = amazondata_df.corr()\n",
    "corr_matrix[\"Rating\"].sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### It is observed that Rating has a NEGATIVE CORRELATION with Review Votes = -0.050303"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Price           1.000000\n",
       "Rating          0.074767\n",
       "Review Votes    0.021903\n",
       "Name: Price, dtype: float64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = amazondata_df.corr()\n",
    "corr_matrix[\"Price\"].sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### It is observed that Rating has a POSITIVE CORRELATION with Price = 0.073948"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Questions to our dataset...\n",
    "\n",
    ">- #### Can we predict the rating and preference that a user will give to a particular product based on the existing data\n",
    "\n",
    ">- #### Find out how many reviews, ratings, and product name in the dataset are similar to the given keyword."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon_train, amazon_test =  cross_validation.train_test_split(amazondata_df, test_size = .2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "reviews_train = []\n",
    "\n",
    "#coverting all the data within the review column to string datatypes\n",
    "amazon_train['Reviews'] = amazon_train['Reviews'].astype(str)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#reset_index to drop the existing index and replace with new index\n",
    "\n",
    "amazon_train.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#using BeautifulSoup to remove all the html tags that might be present in the review column of the amazon_train dataframe\n",
    "for i in range (0,len(amazon_train)):\n",
    "   reviews_train.append(BeautifulSoup(amazon_train[\"Reviews\"][i],\"lxml\").get_text())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "was mot for me my brother says it is good but does not work with Verizon you need to tell more about the products you sell so everyone knows just what they are buying\n"
     ]
    }
   ],
   "source": [
    "print(reviews_train[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLTK function to find sentiment value and sentiment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "def sentiment_value(paragraph):\n",
    "    analyser = SentimentIntensityAnalyzer()\n",
    "    result = analyser.polarity_scores(paragraph)\n",
    "    score = result['compound']\n",
    "    return round(score,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beautiful phone 😍, no noticeable scratches , no dents. Thought this was too cheap to be good but its amazing !! I would buy it again.\n",
      "Sentiment: \n",
      "0.8\n"
     ]
    }
   ],
   "source": [
    "sample = amazon_train['Reviews'][50]\n",
    "print(sample)\n",
    "print('Sentiment: ')\n",
    "print(sentiment_value(sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "all_sent_values = []\n",
    "all_sentiments = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#for i in range(0,20000):\n",
    "for i in range(0,len(amazon_train['Reviews'])): \n",
    "    all_sent_values.append(sentiment_value(reviews_train[i])) # 8 minutes for calculation\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "539699"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_sent_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Sentiment Analysis on first 20,000 rows\n",
    "temp_data = amazondata_df[0:len(amazon_train['Reviews'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Intervals\n",
    "#### [ -1, -0.5) : 1, V.Negative\n",
    "#### [-0.5, 0) : 2, Negative\n",
    "#### [0] : 3, Neutral\n",
    "#### (0, 0.5) : 4, Positive\n",
    "#### [0.5, 1] : 5, V.Positive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SENTIMENT_VALUE = []\n",
    "SENTIMENT = []\n",
    "for i in range(0,len(amazon_train['Reviews'])):\n",
    "    sent = all_sent_values[i]\n",
    "    if (sent<=1 and sent>=0.5):\n",
    "        SENTIMENT.append('V.Positive')\n",
    "        SENTIMENT_VALUE.append(5)\n",
    "    elif (sent<0.5 and sent>0):\n",
    "        SENTIMENT.append('Positive')\n",
    "        SENTIMENT_VALUE.append(4)\n",
    "    elif (sent==0):\n",
    "        SENTIMENT.append('Neutral')\n",
    "        SENTIMENT_VALUE.append(3)\n",
    "    elif (sent<0 and sent>=-0.5):\n",
    "        SENTIMENT.append('Negative')\n",
    "        SENTIMENT_VALUE.append(2)\n",
    "    else:\n",
    "        SENTIMENT.append('V.Negative')\n",
    "        SENTIMENT_VALUE.append(1)\n",
    "        \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "temp_data['SENTIMENT_VALUE'] = SENTIMENT_VALUE\n",
    "temp_data['SENTIMENT'] = SENTIMENT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Brand Name</th>\n",
       "      <th>Price</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>SENTIMENT_VALUE</th>\n",
       "      <th>SENTIMENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>5</td>\n",
       "      <td>I feel so LUCKY to have found this used (phone...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>4</td>\n",
       "      <td>nice phone, nice up grade from my pantach revu...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>5</td>\n",
       "      <td>Very pleased</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>4</td>\n",
       "      <td>It works good but it goes slow sometimes but i...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>V.Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>4</td>\n",
       "      <td>Great phone to replace my lost phone. The only...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>1</td>\n",
       "      <td>I already had a phone with problems... I know ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>V.Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>2</td>\n",
       "      <td>The charging port was loose. I got that solder...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>2</td>\n",
       "      <td>Phone looks good but wouldn't stay charged, ha...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>V.Negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>5</td>\n",
       "      <td>I originally was using the Samsung S2 Galaxy f...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>\"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>199.99</td>\n",
       "      <td>3</td>\n",
       "      <td>It's battery life is great. It's very responsi...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Product Name Brand Name   Price  \\\n",
       "0  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "1  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "2  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "3  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "4  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "5  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "6  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "7  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "8  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "9  \"CLEAR CLEAN ESN\" Sprint EPIC 4G Galaxy SPH-D7...    Samsung  199.99   \n",
       "\n",
       "   Rating                                            Reviews  Review Votes  \\\n",
       "0       5  I feel so LUCKY to have found this used (phone...           1.0   \n",
       "1       4  nice phone, nice up grade from my pantach revu...           0.0   \n",
       "2       5                                       Very pleased           0.0   \n",
       "3       4  It works good but it goes slow sometimes but i...           0.0   \n",
       "4       4  Great phone to replace my lost phone. The only...           0.0   \n",
       "5       1  I already had a phone with problems... I know ...           1.0   \n",
       "6       2  The charging port was loose. I got that solder...           0.0   \n",
       "7       2  Phone looks good but wouldn't stay charged, ha...           0.0   \n",
       "8       5  I originally was using the Samsung S2 Galaxy f...           0.0   \n",
       "9       3  It's battery life is great. It's very responsi...           0.0   \n",
       "\n",
       "   SENTIMENT_VALUE   SENTIMENT  \n",
       "0                2    Negative  \n",
       "1                4    Positive  \n",
       "2                4    Positive  \n",
       "3                5  V.Positive  \n",
       "4                4    Positive  \n",
       "5                5  V.Positive  \n",
       "6                3     Neutral  \n",
       "7                1  V.Negative  \n",
       "8                3     Neutral  \n",
       "9                4    Positive  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "142479\n"
     ]
    }
   ],
   "source": [
    "#find accuracy\n",
    "counter = 0\n",
    "for i in range(0,len(amazon_train['Reviews'])):\n",
    "    if (abs(temp_data['Rating'][i]-temp_data['SENTIMENT_VALUE'][i])>1):\n",
    "        counter += 1\n",
    "    \n",
    "print(counter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 142479 occurences where Rating and Sentiment differ by more than 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "56.95784570209835\n"
     ]
    }
   ],
   "source": [
    "accuracy = (temp_data.shape[0]-counter)/temp_data.shape[0]\n",
    "\n",
    "percent_accuracy = accuracy*100\n",
    "\n",
    "print(percent_accuracy)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 57% equal values of Rating and Sentiment Values (+/- 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAIjCAYAAAD2hJpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x133ad5ff898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xaxis = []\n",
    "for i in range(0,len(amazon_train['Reviews'])):\n",
    "    xaxis.append(i)\n",
    "\n",
    "ylabel_new_1 = all_sent_values[:len(amazon_train['Reviews'])]\n",
    "\n",
    "xlabel = xaxis\n",
    "plt.figure(figsize=(9,9))\n",
    "plt.xlabel('ReviewIndex')\n",
    "plt.ylabel('SentimentValue(-1 to 1)')\n",
    "plt.plot(xlabel, ylabel_new_1, 'ro',  alpha=0.04)\n",
    "\n",
    "plt.title('Scatter Intensity Plot of Sentiments')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Observation: Sentiment variation is concentrated towards positivity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3318"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product_name = []\n",
    "for item in temp_data[\"Product Name\"]:\n",
    "    if (item in product_name):\n",
    "        continue\n",
    "    else:\n",
    "        product_name.append(item)\n",
    "        \n",
    "len(product_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3318 brands in the set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">sum</th>\n",
       "      <th colspan=\"3\" halign=\"left\">mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>SENTIMENT_VALUE</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>SENTIMENT_VALUE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brand Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BLU</th>\n",
       "      <td>233635</td>\n",
       "      <td>55066</td>\n",
       "      <td>242959</td>\n",
       "      <td>3.813889</td>\n",
       "      <td>0.926912</td>\n",
       "      <td>3.966095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple</th>\n",
       "      <td>227836</td>\n",
       "      <td>111979</td>\n",
       "      <td>230705</td>\n",
       "      <td>3.924553</td>\n",
       "      <td>1.997129</td>\n",
       "      <td>3.973973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Samsung</th>\n",
       "      <td>97892</td>\n",
       "      <td>41486</td>\n",
       "      <td>98228</td>\n",
       "      <td>3.955073</td>\n",
       "      <td>1.726138</td>\n",
       "      <td>3.968648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LG</th>\n",
       "      <td>78720</td>\n",
       "      <td>21259</td>\n",
       "      <td>81333</td>\n",
       "      <td>3.853534</td>\n",
       "      <td>1.074012</td>\n",
       "      <td>3.981447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nokia</th>\n",
       "      <td>64163</td>\n",
       "      <td>25948</td>\n",
       "      <td>66614</td>\n",
       "      <td>3.819681</td>\n",
       "      <td>1.599951</td>\n",
       "      <td>3.965591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BlackBerry</th>\n",
       "      <td>62931</td>\n",
       "      <td>20885</td>\n",
       "      <td>66512</td>\n",
       "      <td>3.745670</td>\n",
       "      <td>1.270918</td>\n",
       "      <td>3.958812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motorola</th>\n",
       "      <td>49888</td>\n",
       "      <td>22520</td>\n",
       "      <td>51760</td>\n",
       "      <td>3.828409</td>\n",
       "      <td>1.781928</td>\n",
       "      <td>3.972067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HTC</th>\n",
       "      <td>43383</td>\n",
       "      <td>12472</td>\n",
       "      <td>49642</td>\n",
       "      <td>3.479548</td>\n",
       "      <td>1.029978</td>\n",
       "      <td>3.981553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNPGD</th>\n",
       "      <td>39176</td>\n",
       "      <td>20151</td>\n",
       "      <td>50132</td>\n",
       "      <td>3.106002</td>\n",
       "      <td>1.638026</td>\n",
       "      <td>3.974629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtterBox</th>\n",
       "      <td>35022</td>\n",
       "      <td>2276</td>\n",
       "      <td>31645</td>\n",
       "      <td>4.383778</td>\n",
       "      <td>0.288759</td>\n",
       "      <td>3.961071</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               sum                                   mean               \\\n",
       "            Rating Review Votes SENTIMENT_VALUE    Rating Review Votes   \n",
       "Brand Name                                                               \n",
       "BLU         233635        55066          242959  3.813889     0.926912   \n",
       "Apple       227836       111979          230705  3.924553     1.997129   \n",
       "Samsung      97892        41486           98228  3.955073     1.726138   \n",
       "LG           78720        21259           81333  3.853534     1.074012   \n",
       "Nokia        64163        25948           66614  3.819681     1.599951   \n",
       "BlackBerry   62931        20885           66512  3.745670     1.270918   \n",
       "Motorola     49888        22520           51760  3.828409     1.781928   \n",
       "HTC          43383        12472           49642  3.479548     1.029978   \n",
       "CNPGD        39176        20151           50132  3.106002     1.638026   \n",
       "OtterBox     35022         2276           31645  4.383778     0.288759   \n",
       "\n",
       "                            \n",
       "           SENTIMENT_VALUE  \n",
       "Brand Name                  \n",
       "BLU               3.966095  \n",
       "Apple             3.973973  \n",
       "Samsung           3.968648  \n",
       "LG                3.981447  \n",
       "Nokia             3.965591  \n",
       "BlackBerry        3.958812  \n",
       "Motorola          3.972067  \n",
       "HTC               3.981553  \n",
       "CNPGD             3.974629  \n",
       "OtterBox          3.961071  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testing2 = pd.pivot_table(temp_data,index=['Brand Name'],values=['Rating', 'Review Votes','SENTIMENT_VALUE'],\n",
    "               columns=[],aggfunc=[np.sum, np.mean],fill_value=0)\n",
    "testing2 = testing2.sort_values(by=('sum', 'Rating'), ascending = False)\n",
    "testing2.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Top 10 Brand names.\n",
    "#### BLU\n",
    "#### Apple\n",
    "#### Samsung\n",
    "#### LG\n",
    "#### Nokia\n",
    "#### BlackBerry\n",
    "#### Motorola\n",
    "#### HTC\n",
    "#### CNPGD\n",
    "#### OtterBox"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rating and Sentiment Value data are accurate with respect to each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">sum</th>\n",
       "      <th colspan=\"3\" halign=\"left\">mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>SENTIMENT_VALUE</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Review Votes</th>\n",
       "      <th>SENTIMENT_VALUE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BLU Studio 5.0 C HD Unlocked Cellphone, Black</th>\n",
       "      <td>5030</td>\n",
       "      <td>772</td>\n",
       "      <td>4724</td>\n",
       "      <td>4.212730</td>\n",
       "      <td>0.688057</td>\n",
       "      <td>3.956449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motorola Moto E (1st Generation) - Black - 4 GB - Global GSM Unlocked Phone</th>\n",
       "      <td>4980</td>\n",
       "      <td>1046</td>\n",
       "      <td>4442</td>\n",
       "      <td>4.418811</td>\n",
       "      <td>0.978485</td>\n",
       "      <td>3.941437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple iPhone 4s 8GB Unlocked Smartphone w/ 8MP Camera, White (Certified Refurbished)</th>\n",
       "      <td>4975</td>\n",
       "      <td>2204</td>\n",
       "      <td>5856</td>\n",
       "      <td>3.428670</td>\n",
       "      <td>1.617021</td>\n",
       "      <td>4.035837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Motorola Moto E (1st Generation) - Black - 4 GB - US GSM Unlocked Phone</th>\n",
       "      <td>4664</td>\n",
       "      <td>937</td>\n",
       "      <td>4216</td>\n",
       "      <td>4.412488</td>\n",
       "      <td>0.966976</td>\n",
       "      <td>3.988647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OtterBox Iphone 5/5S/SE Defender Case w/ Drop and Dust Proctection - Realtree AP Pink</th>\n",
       "      <td>4488</td>\n",
       "      <td>320</td>\n",
       "      <td>4427</td>\n",
       "      <td>3.975199</td>\n",
       "      <td>0.286996</td>\n",
       "      <td>3.921169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Huawei Mate 2 - Factory Unlocked (Black)</th>\n",
       "      <td>4479</td>\n",
       "      <td>2709</td>\n",
       "      <td>4015</td>\n",
       "      <td>4.452286</td>\n",
       "      <td>3.033595</td>\n",
       "      <td>3.991054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple iPhone 5s 32GB (Silver) - AT&amp;T</th>\n",
       "      <td>4460</td>\n",
       "      <td>1557</td>\n",
       "      <td>4397</td>\n",
       "      <td>3.989267</td>\n",
       "      <td>1.468868</td>\n",
       "      <td>3.932916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple iPhone 5s AT&amp;T Cellphone, 16GB, Silver</th>\n",
       "      <td>4267</td>\n",
       "      <td>1315</td>\n",
       "      <td>4380</td>\n",
       "      <td>3.950926</td>\n",
       "      <td>1.312375</td>\n",
       "      <td>4.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLU Energy X Plus Smartphone - With 4000 mAh Super Battery- US GSM Unlocked - Grey</th>\n",
       "      <td>4213</td>\n",
       "      <td>712</td>\n",
       "      <td>4408</td>\n",
       "      <td>3.792079</td>\n",
       "      <td>0.668545</td>\n",
       "      <td>3.967597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apple MF259LL/A - iPhone 4s 8GB / 8MP Camera - Unlocked - Black (Certified Refurbished)</th>\n",
       "      <td>4188</td>\n",
       "      <td>1893</td>\n",
       "      <td>4906</td>\n",
       "      <td>3.374698</td>\n",
       "      <td>1.598818</td>\n",
       "      <td>3.953263</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      sum               \\\n",
       "                                                   Rating Review Votes   \n",
       "Product Name                                                             \n",
       "BLU Studio 5.0 C HD Unlocked Cellphone, Black        5030          772   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...   4980         1046   \n",
       "Apple iPhone 4s 8GB Unlocked Smartphone w/ 8MP ...   4975         2204   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...   4664          937   \n",
       "OtterBox Iphone 5/5S/SE Defender Case w/ Drop a...   4488          320   \n",
       "Huawei Mate 2 - Factory Unlocked (Black)             4479         2709   \n",
       "Apple iPhone 5s 32GB (Silver) - AT&T                 4460         1557   \n",
       "Apple iPhone 5s AT&T Cellphone, 16GB, Silver         4267         1315   \n",
       "BLU Energy X Plus Smartphone - With 4000 mAh Su...   4213          712   \n",
       "Apple MF259LL/A - iPhone 4s 8GB / 8MP Camera - ...   4188         1893   \n",
       "\n",
       "                                                                        mean  \\\n",
       "                                                   SENTIMENT_VALUE    Rating   \n",
       "Product Name                                                                   \n",
       "BLU Studio 5.0 C HD Unlocked Cellphone, Black                 4724  4.212730   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...            4442  4.418811   \n",
       "Apple iPhone 4s 8GB Unlocked Smartphone w/ 8MP ...            5856  3.428670   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...            4216  4.412488   \n",
       "OtterBox Iphone 5/5S/SE Defender Case w/ Drop a...            4427  3.975199   \n",
       "Huawei Mate 2 - Factory Unlocked (Black)                      4015  4.452286   \n",
       "Apple iPhone 5s 32GB (Silver) - AT&T                          4397  3.989267   \n",
       "Apple iPhone 5s AT&T Cellphone, 16GB, Silver                  4380  3.950926   \n",
       "BLU Energy X Plus Smartphone - With 4000 mAh Su...            4408  3.792079   \n",
       "Apple MF259LL/A - iPhone 4s 8GB / 8MP Camera - ...            4906  3.374698   \n",
       "\n",
       "                                                                 \\\n",
       "                                                   Review Votes   \n",
       "Product Name                                                      \n",
       "BLU Studio 5.0 C HD Unlocked Cellphone, Black          0.688057   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...     0.978485   \n",
       "Apple iPhone 4s 8GB Unlocked Smartphone w/ 8MP ...     1.617021   \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...     0.966976   \n",
       "OtterBox Iphone 5/5S/SE Defender Case w/ Drop a...     0.286996   \n",
       "Huawei Mate 2 - Factory Unlocked (Black)               3.033595   \n",
       "Apple iPhone 5s 32GB (Silver) - AT&T                   1.468868   \n",
       "Apple iPhone 5s AT&T Cellphone, 16GB, Silver           1.312375   \n",
       "BLU Energy X Plus Smartphone - With 4000 mAh Su...     0.668545   \n",
       "Apple MF259LL/A - iPhone 4s 8GB / 8MP Camera - ...     1.598818   \n",
       "\n",
       "                                                                    \n",
       "                                                   SENTIMENT_VALUE  \n",
       "Product Name                                                        \n",
       "BLU Studio 5.0 C HD Unlocked Cellphone, Black             3.956449  \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...        3.941437  \n",
       "Apple iPhone 4s 8GB Unlocked Smartphone w/ 8MP ...        4.035837  \n",
       "Motorola Moto E (1st Generation) - Black - 4 GB...        3.988647  \n",
       "OtterBox Iphone 5/5S/SE Defender Case w/ Drop a...        3.921169  \n",
       "Huawei Mate 2 - Factory Unlocked (Black)                  3.991054  \n",
       "Apple iPhone 5s 32GB (Silver) - AT&T                      3.932916  \n",
       "Apple iPhone 5s AT&T Cellphone, 16GB, Silver              4.055556  \n",
       "BLU Energy X Plus Smartphone - With 4000 mAh Su...        3.967597  \n",
       "Apple MF259LL/A - iPhone 4s 8GB / 8MP Camera - ...        3.953263  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top Phone Models\n",
    "\n",
    "testing3 = pd.pivot_table(temp_data,index=['Product Name'],values=['Rating', 'Review Votes','SENTIMENT_VALUE'],\n",
    "               columns=[],aggfunc=[np.sum, np.mean],fill_value=0)\n",
    "testing3 = testing3.sort_values(by=('sum', 'Rating'), ascending = False)\n",
    "testing3.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sum and Mean Plots of Rating with Sentiments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4oAAADZCAYAAABmf848AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/3pCNyl6Him2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13304a3b470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3YAAADZCAYAAABsD6IrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGEhfs/c5NBS/OsMOwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13304b92a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pylab\n",
    "\n",
    "names = testing2.index[:10]\n",
    "y = testing2['sum', 'SENTIMENT_VALUE'][:10]\n",
    "y2 = testing2['sum', 'Rating'][:10]\n",
    "\n",
    "\n",
    "pylab.figure(figsize=(15,7))\n",
    "x = range(10)\n",
    "pylab.subplot(2,1,1)\n",
    "pylab.xticks(x, names)\n",
    "pylab.ylabel('Summed Values')\n",
    "pylab.title('Total Sum Values')\n",
    "pylab.plot(x,y,\"r-\",x,y2,'b-')\n",
    "pylab.legend(['SentimentValue', 'Rating'])\n",
    "\n",
    "y_new = testing2['mean', 'SENTIMENT_VALUE'][:10]\n",
    "y2_new = testing2['mean', 'Rating'][:10]\n",
    "\n",
    "\n",
    "pylab.figure(figsize=(15,7))\n",
    "\n",
    "\n",
    "pylab.subplot(2,1,2)\n",
    "pylab.xticks(x, names)\n",
    "pylab.ylabel('Mean Values')\n",
    "pylab.title('Mean Values')\n",
    "pylab.plot(x,y_new,\"r-\",x,y2_new,'b-')\n",
    "pylab.legend(['SentimentValue', 'Rating'])\n",
    "\n",
    "\n",
    "pylab.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Sentiment Analysis For Top 5 brands\n",
    "\n",
    "blu = []\n",
    "apple = []\n",
    "samsung = []\n",
    "lg = []\n",
    "nokia = []\n",
    "\n",
    "\n",
    "\n",
    "for i in range(0,len(amazon_train['Reviews'])):\n",
    "    score = all_sent_values[i]\n",
    "    brand = temp_data['Brand Name'][i]\n",
    "    if (brand == 'BLU'):\n",
    "        blu.append(score)\n",
    "    elif (brand == 'Apple'):\n",
    "        apple.append(score)\n",
    "    elif (brand == 'Samsung'):\n",
    "        samsung.append(score)\n",
    "    elif (brand == 'LG'):\n",
    "        lg.append(score)\n",
    "    elif (brand == 'Nokia'):\n",
    "        nokia.append(score)\n",
    "    else:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "list_of_brands = [blu,apple,samsung,lg,nokia]\n",
    "name_of_brands = ['BLU', 'Apple', 'Samsung', 'LG', 'Nokia']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_brand(brand, name):\n",
    "    pylab.figure(figsize=(20,3))\n",
    "    x = range(0,800)\n",
    "    \n",
    "    #pylab.xticks(x)\n",
    "    pylab.ylabel('Sentiment')\n",
    "    pylab.title(name)\n",
    "    #pylab.plot(x,brand,\"ro\", alpha = 0.2)\n",
    "    pylab.plot(x, brand[:800], color='#4A148C', linestyle='none', marker='o',ms=9, alpha = 0.4)\n",
    "    \n",
    "    pylab.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJMAAADPCAYAAABBcJAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13305c95a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJMAAADPCAYAAABBcJAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13302bd10b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJMAAADPCAYAAABBcJAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVEObSQRBEARBEARBEARBEIRq/n+Qz2W1WFZEJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13305cc2d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJMAAADPCAYAAABBcJAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvWuMJNdd//2tvk9fpi8zvXPZ2dmd9XrtXTvBdsDB2H4S\nEgI83KUoUfALQOIVKEICIgTvHAkpeRHxBpAVAhIS4lHC/5F4QkKkP1JM/sgxdhKcTWLvbjZrz8zu\n3Hau3dP37ro8L3pO7+nqU1Wnrl09cz5SFE9X1Tm/+zlV210/SdM0DQKBQCAQCAQCgUAgEAgEAgEH\nkXELIBAIBAKBQCAQCAQCgUAgmBzEwySBQCAQCAQCgUAgEAgEAgE34mGSQCAQCAQCgUAgEAgEAoGA\nG/EwSSAQCAQCgUAgEAgEAoFAwI14mCQQCAQCgUAgEAgEAoFAIOBGPEwSCAQCgUAgEAgEAoFAIBBw\nExu3AAKBQCAQCASniY2NDfz6r/86vv/9748cOzo6wt/8zd/gtddeQzweR7vdxosvvog//dM/RTab\nHYO0AoFAIBAIBPYR30wSCAQCgUAgCIB6vY5PfepTKBaL+PrXv46vf/3r+MY3voFIJILPfOYz4xZP\nIBAIBAKBgBvxMEkgEAgEAoEgAP7lX/4Fly5dwqc//WnE43EAQCKRwJ/92Z/h/e9/P1RVHbOEAoFA\nIBAIBHyIn7kJBAKBQCAQBMD3vvc9vPDCCyOfJ5NJ/OEf/uEYJBIIBAKBQCBwhniYJBAIBAKBQBAA\nmqZBkqTB3//2b/+Gf/iHfwAAHB4e4ktf+hIef/zxcYknEAgEAoFAwI34mZtAIBAIBAJBADz99NP4\nzne+M/j7N37jN/DVr34VX/3qVxGPx9Hr9cYonUAgEAgEAgE/4mGSQCAQCAQCQQC89NJLuHv3Lv7+\n7/8e3W4XQP/bSq+99hoqlQqi0eiYJRQIBAKBQCDgQ9I0TRu3EAKBQCAQCASnhY2NDXz0ox9FOp0e\n+vzLX/4yFhYW8Morr+Db3/42JElCu93G5cuX8dJLL+HFF18ck8QCgUAgEAgE9hAPkwQCgUAgEAgE\nAoFAIBAIBNyIn7kJBAKBQCAQCAQCgUAgEAi4EQ+TBAKBQCAQCAQCgUAgEAgE3IiHSQKBQCAQCAQC\ngUAgEAgEAm7EwySBQCAQCAQCgUAgEAgEAgE34mGSQCAQCAQCgUAgEAgEAoGAm9i4BXDL3l5t3CJ4\nRrGYxtFRc9xiCMaA8P3ZRfj+7CJ8f3YRvj+7CN+fXYTvzy7C92eX0+D7cjlneEx8MylExGLRcYsg\nGBPC92cX4fuzi/D92UX4/uwifH92Eb4/uwjfn11Ou+/FwySBQCAQCAQCgUAgEAgEAgE3E/8zt9OK\nIqu4f+cQO6sVtJs9pNJxzK8UcOFqCdFYuJ4BhknWcckybhvwzO9WRq90tBrHzTx++8GJ7OXlaUga\nsHv/mPlZPBpFT1FCm98EvW6JZBSISIAKdDvy2OLptGPHToqsYu3WPm6+vom9zWMAQHlpGk/87Hks\nXS1h670KcxwAofIF0Xnr7iG2V6to1jpI55JYWClg8UpxRK6zEEtGvr32MwuIRCND9YX2q1E8XLw+\nOzG2setf3vN567WbuVjHrz29iOy5VKjtT8vdrHXRqHYACchMJ5HOJUKTX37lvtNxT2Mt8tIWdvMr\nLLqMAzP77axVuNbGccg4v1LA4uWC4X6DtW+x6xO/7nnsrB121uPS8xkvzB1aJE3TtKAn/cEPfoAv\nfOEL+Kd/+qehz1999VX87d/+LWKxGD7+8Y/jk5/8pOVYp+mdSeVyDnt7NSiyihvfuofaYWvknFxp\nCk99eDk0RS9Mso5LFi/mJb73a34ArmT0yrZW47zvhSX86LUNR/P47X8nsquKhvt3DgBIuPBYCZGI\nNPLZdH4K9VrbMzn9QK870aHd6CGVSQx0A4KNp0nHKu/t2EmRVbz1zTXcfGMT7UZv6NzEVBzpXBzl\npemBnwiZfBKQgEalYzlHEBCdq3vNQYwRSKzlZ9MDuSY1luzUfCPfaqqGerWD2fNZLD8+O+TbTD4J\nVVVx+zvbI/GQyiRw/blFPPORS6G0DY1d//KezzqPVa/dzGW0nmVzKUhxKbSxSetF13oAQ/V+3Pnl\nV+47HZfnuvmF/ETdt3hpC7v55TXjXivs1nwj+6kqIElAp2m+NvqNkT1VRcP+dh2zi9mR/QZr32LX\nJ37d89hZO+yux0srRaw8fS6U9Z4Xs3cmRV9++eWXgxMF+NKXvoRXXnkFkiThE5/4xODzXq+HP/iD\nP8A///M/45Of/CQ++9nP4qMf/SjS6bTpeM1m12+RAyOTSaLZ7OLe7QPsrleZ53RbMqLRCAplc7sE\nRZhkHZcsXsxLfO/X/NWDlisZvbKt1Ti794/RPGbbwWoev/3vRPbDnQaOD1uQewoiEQnpXGLks8JM\nGt2u7JmcfqDXnegAYEg3INh4mnSs8t6One7dPsDtN7cGfqGpHjRRO2wjmY4P/ETYWa2iut8a+Zw1\nRxAQnekYI5BYi8YiA7kmNZbs1Hwj3zaOO2hWO1BkbcS3O6tV3PvxIbpteWQ8uaeg11GQLaRCaRsa\nu/7lPZ91Hqteu5nLaD1LJGOoV9uhjU1aL30e0rYZd375lftOx+W5bvFScaLuW7y0hd388ppxrxV2\na76R/aoHTbTrPSRSD39cxFob/cbInoc7DRxu10d8DLD3LXZ94tc9j521w+56rCqAoqihrPe8ZDJJ\nw2OBPyJbXl7GX//1X498/u6772J5eRn5fB6JRAIf+MAH8N3vfjdo8ULBzmrF9Pi2xfEgCZOs45Jl\n3Dbgmd+tjF7paDXO3RsPHM/jtx+cyF49eNi9obrfNPyMJkz5TdDrTusAjOoRVDydduzYaWe1MuIX\nQrveQ6veZcZb9aDJ/Jw1RxAQnY10IbISuc5CLBn5tl3v/6soy7fVgyb2No4Nx6zuNyfCNnb9y3s+\n6zy7tdnP9Wyc0Hqx4o62zTh18Cv3nY57GmuRl7YY995nkvxjZj+yno8c162NfmNkTyKn0b5Cv28x\ng6WLX/c8dtYOu+ux0ZynhcDfmfRLv/RL2NjYGPm8Xq8jl3v4FapMJoN6vW45XrGYPlVvSS+Xc4hH\no4jljHWKSOZfNwuSMMk6Llm8mtepbDzza4ArGb3S0Wocrachm0s5msdv/zuRPRqJIJKKDObP5lIj\nnwEYui5M+U3Q607rADzUjf47iHg6DXhlp3g0OuIXgiRJkCQgFokwY1QCDPMuaF8QnY10IbFG5Jrk\nWOKVy8i3kiQhFo8yfRuNRKApGpKpOHPMiAQkotHQ2oZg17+857POY9VrN3OZrWd0DIcNWi9W3NG2\nGacOfuW+03F5rgPC6XMjvLSF3fzymjCsFXZqvpH9yHqur+36tdFvjOxJ5GT5mMhJ71vs+sSvex47\na4fd9RiYjPXWKaF5AXc2m0Wj0Rj83Wg0hh4uGXF0ZPwvqpMG+T1tT1FG3nFAk8rEQ/Ob6zDJOi5Z\nvJjXzTuTeOYH4EpGr2xrNY4UlwbvD7I7j9/+dyK7oqrodRQAQDwZRb3WHvkMwNB1Ycpvgl53Wgfg\noW6EoOJp0rHKezt26inKiF8ImqZB0wBZVZkxCsAw74L2BdHZSBcSa0SuSY0lOzXfyLeapkGRVURj\nkRHfKqoKKSqh02bbJp6MoqsoobQNjV3/8p7POo9Vr93MZbSeZXOpoRgOG7RerLijbTNOHfzKfafj\n8u7FwuhzI7y0hd388ppxrxV2a76R/ch6rq/t+rXRb4zsSeRk+RgY3bfY9Ylf9zx21g6763E2l5qI\n9dYMswdhoXkT1COPPIL19XVUKhV0u11873vfw9NPPz1uscbC/ErB9PiCxfEgCZOs45Jl3Dbgmd+t\njF7paDXOlafmHM/jtx+cyJ6fefj76Pxs2vAzmjDlN0GvO60DMKpHUPF02rFjp/mVwohfCKlsHFPZ\nBDPe8jNp5uesOYKA6GykC5GVyHUWYsnIt6lsf9PM8m1+Jo3y0rThmPnZ9ETYxq5/ec9nnWe3Nvu5\nno0TWi9W3NG2GacOfuW+03FPYy3y0hbj3vtMkn/M7EfW85HjurXRb4zsSeQ02lfo9y1msHTx657H\nztphdz02mvO0MPaHSV/72tfwla98BfF4HH/+53+O3//938enPvUpfPzjH8fcnPlCfFq5cLWEXGmK\neSxXmsLSScvfMBAmWccly7htwDO/Wxm90tFqnA/8worjefz2gxPZi3MZpDJxpDIJFOcyhp95Kacf\n6HUnOgAY0SPIeDrt2LHThaslLF+bGfiFpjSfw/lHiyPxBgDL12awfG2Ga44gIDrTMUYgsUbLdRZi\nyci3mVwS6ekkSguZEd8uX5vBk8+fZ8ZDKpPA8rWZibCNXf/yns86z25t9nM9Gye0Xvo8pG0zbh38\nyn2n457GWuSlLca995kk/5jZrzSfQ2khO3SMtTaOQ0YiZ3E+y9xvsPYtdn3i1z2PnbXD7npcmA1X\nfHmNpGmaNm4h3DDJXxnTQ38FUpFVbNw5xPZqBZ2WjORUDAsrBSxdLY20pr1/5xBbdw+xvVpFs9ZB\nOpfEwkoBi1eKuKA7n75mZ7WCdrOHVDqO+ZXC4FzW8fLyNCQN2L1/PHINAC5ZjeZPJKNARILaU/Hg\n3jGXDkYosor1W/t45/VN7G/WoEHDuaVpXP/Z87h4fZZpOztyABixdyqTQDwRRe2ohW6731FhdimH\nJ547j4vXzOckdnzm+Ys4PGpYnmdkC5544bENPW+z1kWj2gEkIDOdRCodgxSJQFM19LoK4okIpIgE\nTQW6HdlSRpasrXoPx4ctVPYaqDxootXoYupkUSyU08iVUpjKJrCwUsDC5QLu/+QQN1/fxN5m/8Wy\nM4s5zC5kIUkSuh0ZiWSUKaPiIrb0Nmked6AByOaTA9mWqNzR++Hccv/bAbv3jtGq91CvtKFpGjot\nGe1GF+X5HKbPpXH+ShELlwvYeq9imHt6n6RzCcu4MPKn1bVWuienYohEIlBPbG2V905i1g6KrGLt\n1v5IfJTOpXH0oIn97X5tLS9N4wldPTDKt8UTf9ipr3bQ13wjGbbfqwzypV5pQ5KA9IkP9fFRr7RR\n3W8OalF5KYfrz53H0qOlwThDsakBO2sVbK9V0TzuID2dxMKlAs5fKQ42P3bWAyub8qwzRJ56pQ1F\nVhGLRZEtJDFPyUXPs3ZrH7f+exMP7lXRqHYRjUpIZeOIJ2LI5B/6a5FRQ1jxwIotO/XYCkVWUd9t\n49b3t0zH0+cfy7ePP7uASDSC3XvH6LTkobrcbvZM40Ffa6x8SNZIUDXfKBYWGbXMqc30tcJq7bGz\nfzKr17z7GbO5WMevP7OITLn/Pg2ruLITe07jlLVOqJqG7skalcomEI/39zidpoxGrYN4PIrZ8zkk\nUjEcH7XQayuQInz5ZNf3RjoBGOT+7sYxJPT3XteeXUAkEhnEJCtuedY+3vWJlaeHuw1UT/Y06VwS\nl67P4snnl/DTH1rB4VGDa5/t5d7YiX3pGHSyVrvJLyfrB0/d8XrfYceu155eRPZcyrCOrN3ax9uv\nbWDt5h5aNfZemNhvZ7WCnfVjNKptZKaTOHdhGtF4xPZ+3IkeI3sj3d5hfiUPVVZx+7vbQ3n5hMG6\nU16ehnSi02Cs3PC6rd+HpTIJJFMxSFFpsB/VrwlkXN5aTvSl70/0+y269qzf2sfN/97E3gbZW/bX\nYwC49eb20H3W8//3o5heSHsaY0Fj9jM38TApRNh9b44iq7jxrXuo7jVx/87B0G89U5kELjxWQn42\njac+vDy0KNz41j3UGO2jc6UpvO+FJfzotY2h46qi4f6dAwASLjxWQoS8RfDkGnp8XpnJ+GTsVq2L\nerWDbCEFSTLXwc74ev3IOE7kyBVTgATUDtoDe2uqhqPdBgAJxbkMprKJgY30tjGTbWmliJWnzzFl\nM9LBLnZ8T+xBYorYgOjFihO7Miqyire+uYa3X9/AzmpF9w6eGBYu5/HEzy3hmY9cAgC89c013Hxj\ncyATbfuFy3ksPz47iE1aRjv5YddmbmKfkM2lIMUly9w7/2gRmz85NPSJXhZ6Pit/svTwKw79gMSS\nPj4OH9RRr3SRLSRRms8O5fT15xYHscXSU1U07G/XUZrPDNmdXG+3NrEgNZ/H1iw53dRmP+dkXUef\n49U6w4rxVq07VJMlqe+v848Wsb9VR7veRac5/F4EOh78zgMyntbTRt4nYbZG8czrdP1jnQeAuUa2\nG71B/EMD02ckd2YXs0N+dGozJzqGmXI5h53tqqP805/Du7czsgvPOgENI7WQrq/JdAyJZGwo34zy\nyQ5mOmXySUACGpXO0Of62GPFLb1PcBsvrL3k+u39k85QD2sQ0LfLc7/0CC49VbasfyS3vNob88hO\nM85ccnKfAvhbd+xgtddj7dV498JWOazHj3sGMzsb5aXTYzz7MHJvxhrXqf5e1FMaI99PEmYPk6Iv\nv/zyy8GJ4j3N5mh7xEklk0na0ufe7QPsrldxuNPAsS5w5V7/XyGjsQii0QgK5fTQNSy6Lbn/r9vH\nwzKQ8cmY6Vxi6Bp6fF6Z9WM3jjtoVjuQJAmJVMxUBzvj6/Uj4ziRo7rXQnW/hfbJt2kAoHHcQbvR\ng6qokCQJkYg0sJHeNmayqQqgKCpTNiMd7GLH9/qYon1vFCd2Zbx3+wC339zC9lpl5KV3qqJCkTVI\nkoRsIYXqQQu339wakom2vSJrSKbjg9ikZbSTH3Zt5ib2CYlkDPVq2zL3aodtdNvyiA6sWNPPZ+VP\nlh5+xaEfkFjSx8fxfgvdtgxV0RBPRIdyutdRBrHF0vNwp4HD7fqI3cn1dmsTC1LzeWzNktNNbfZz\nTiObknO8WmdYMa6vyYlUbJA/e/eraNd7gzgg0PHgdx6Q8RLJGLrd4bgyW6N45nW6/rHO0/uQriHE\nR2Qt1PuM5I7ej2ay8zJJdcmITCaJW29tO8o//Tm8ezsju/CsE+16b6QW0vVVQr+7FJ1vRvlkBzOd\ndlarqO63RuJLH3usuKX3CW7jhbWXJHsaugaR+VVZw9Few7L+kdzyam/MIzvNOHPJyX0K4G/dsYPV\nXo+1V+PdC1vlsB4/7hnM7GyUl06P8ezDyL0Za1yn+ntRT2mMfD9JZDJJw2OT+XhMAAAn//IBVA/Y\nHe2q+/3Pt0/Oo68x4u6NB6PjUOOTMWm2Lcak0c9Pxm7X+wW0VR9eIFg62BlfDxnHiRzVg+bg/wnk\nfPoa2kZ2bG8km9F5drHje1ZM0Xqx4oSGR8ad1QqqB80hG9K06l1U95vYXq0MzqXR214fm0RGO/nB\nktEMN7Gvxyr39jaOR48bxJp+Pit/svTwKw79wCg+yL/w9ToyM6dJbLEg47HsTq4HvLEDj61Z57ip\nzX7OGdQ6w4pxVk0G+n5s13sjcUDPGUQe+LkOeDm20Ro5+Fu3FtI+I5+z/EjL4YRJqktmOM0//Tl2\nxrOSw2idYNVCfX0FhvPNKJ/sYKYT2Y+xPifz03/TctF4LaN+T6OvN0e7Da765/XemEd2PePKJSfr\nB+Bv3bGDXbva2Qt7MR8vVnsjo/wzsr+TYzz7MLNxAWf6e1FPvZJlEohZnyIIK+2Tr+rL3dH2yQAg\n9/otnzsteeQaI1qMYkaPT8akoce3Qj8/GVuR++MqyvCvLlk62BlfDxnHkRyaBkhS//9PIOfT19A2\nsmN7I9mMzrOLHd+zYorWixUnNDwytps9yF1lyIY0iqJB7qnotGRomjYik972+tgkMtrJD5aMZriJ\nfT1Wucdqk24Ua/r5rPzJ0sOvOPQDEks0iqxCVfs5qarsnCaxxYKMx7I7uR7wxg48tmbJ6aY2+zmn\n1a/nvVpnWDHOqslA34+aelLDGZB4MJuDhV3/+7kOeDm23of6/BqsifTfunNZfqTlcMIk1SUznOaf\n/hw741nJYbhOnMhB10J9fQWG880on+xgppPcVZi5rI89ZtxSeC2jfk8zsu50FbQ7o3OO1L8Tm3u1\nN+aRXc+4csnJXgnwt+7Ywa5d7eyFvZiPF6NxzexslJdOj3HtwzTjdR1wpr8X9dQrWSYB8c2kCSaV\n7r9JPpaIMo/H4n33JqdiI9cYMZUdPU6PT8akoce3Qj8/GZv8hjQaHS4ILB3sjK+HjONEjlgiOvh/\nAv3bV3INbSM7tjeSzeg8u9jxPSumaL1YcULDI2MqHUcsETX8/XA0KiEWjyA5FRucO3RcZ3t9bBIZ\n7eQHS0Yz3MS+HqvciyfNfaKXhZ7Pyp8sPfyKQz8wig/ye/5IhJ3TJLZYkPFYdifXA97YgcfWrHPc\n1GY/5wxqnWHFOKsmA30/9n8Wwt50kngwm4OFXf/7uQ54ObbRGjn4W7cW0j4jn7P8SMvhhEmqS2Y4\nzT/9OXbGs5LDaJ1g1UJ9fQWG880on+xgphPZj7E+J/PTf9Ny0Xgto35PM7LuJKJc9c/rvTGP7HrG\nlUtO1g/A37pjB7t2tbMX9mI+Xqz2Rkb5Z2R/J8d49mFm4wLO9PeinnolyyQgHiZNMPMrBQBAfob9\n+8v8bP/zhZPz6GuMuPLU3Og41PhkTJoFizFp9POTsVMni8NUdvg3rywd7Iyvh4zjRI78THrw/4QU\ntaiRa2gb2bG9kWxG59nFju9ZMUXrxYoTGh4Z51cKyM+kh2xIM5VNID+bxsJKYXAujd72+tgkMtrJ\nD5aMZriJfT1WuVdemh49bhBr+vms/MnSw6849AOj+CAbkHgyxsxpElssyHgsu5PrAW/swGNr1jlu\narOfcwa1zrBinFWTgb4fU9n4SBzQcwaRB36uA16ObbRGDv7WrYW0z8jnLD/ScjhhkuqSGU7zT3+O\nnfGs5DBaJ1i1UF9fgeF8M8onO5jpRPZjrM/J/PTftFw0Xsuo39Po603xXIar/nm9N+aRXc+4csnJ\n+gH4W3fsYNeudvbCXszHi9XeyCj/jOzv5BjPPsxsXMCZ/l7UU69kmQRO5yOyCYe3veuFqyUcbNWh\nKhrq1fZQFyO5p6Ky10S92kEiFYN2cj65xk6XhOJcBvVqG6Qzhf4a0j6aR379/GRsTdWgqf32i4RU\nJoF8OY1Wo4fNu0dYfWfPssWrlX5EVnJeda+JowcNVPYaONypQ5FVSFFp6F8+UiftOelubsTe6UwC\n1f1+W1wNgCyrKM1noaoacsUUFFnFG/9+d9DmtdXsIZmKDXVAUBUNrXoHm3flgY6s84zszYte5+pB\nE3JXQSwRxcLlIj74K4/g5htbqB22Bn4hXVt6HQUbdw5x+7tbiCdjuPLUHFq1DtoNGbKsIJ6IYno2\njdJcBvnZtKGM+ha67VYPiWQMnYQ89DXveDKG0kIGy9dmBmPt3T8eivNMLoluSwYgobSQQb6c7ut3\n0EQ0HsUj7yuj1ewhfy49dN2QTy3syRtPduxv1JmmeC6N7/7HKo4PWwN7Fk5kN+rmRvKRJQs9H+1P\nnmvp643iZeGy+aJIWt3abcNuNJZZTbxwtcSMj06zB02TkMknR2oLHVssvxTnMlBUzbCLSL6cRqPW\nxff/cx3/3yv/g+ZxBxIk5EopzC3nsfhIcaitrVFra72v9ND+0Z9jtzbT9lQUFdurlaF4K81lBh3+\n6DnpGOi1ZVQPWkhPJ5GfneKSVVW0wfV0btI1zokurBjX1H5Lc00DNE3D/mYNkWgE5aUccsUpxBMR\ndNv9WqOpGhq1DpSehmQmjvs/PsDme0dD60t5eRqZQtKwU4zderx4uYBb39nC1k+OUDtuj9TOhcsF\nrN3cx9bdQ6zf3ofSU4d8w2sPM1mNzlMVDZ22jM27R2g3e3iwXkU0EYUE4Hi/icOd/n4jX04jPzuF\nSCTC9BnJHb0feWxm1QqejttYLAJIEjRVw/FBE4CE/c0aNu8ecbdOJ/Nt3T3E5rsV7N6vQumpyORT\nOLfsbZt7Gqc5zzrHTj7rddfbs9dVEItHB13ZinMZQMNILaTra2IqhngyhvR0crD/bDd7ePeHu9he\nrTBbtlvt5axstHxthtnBSR979NpHr3t6GxJ72G03z9pLdpr9d7PFU1Goior9zX7HzlQmgcwHEnjq\nwxcHey1a7nq1DVUFVFUb5BtrT5qYikOWVfz4e9t494e7kCL9tfXazywgEo1gZ62C7dUq6tU25K6K\neCKKTL7fan1uJQ9JQ/8l1rUuHqxXEU/FBrFCanW3I0NVtYH/3LaYtwOpkdvvHqHXHd5f5oop5l6p\nNJdxVXdoeO/BjK7V52K2NAUJwFbzCD1FHbono/cvx0ctdFvySDc3/V7Yaj5W7nsR22QPGI1FEIlF\nBus/vb5L0QiSyWi/Axu1ZgEPc7Z20B7kSnW/iW5HQWY6ieJ8ZuQ61j6MXrc1YBATqqpx3zPp70Ua\n1Q4gAZnpJNK5hON138t7hklC0qx+lB1y9vZq4xbBM3jbxepbSm7cOcTm3UPsrB+jdtRC/aiNVDqB\nwrk0iroNKGk3u3HnENurFXRaMpJTMSysFLB0UtjImPTxc8v9p8K7946Z19Dy8LS7pcePJyKIRCKQ\newp2N2poVNvITCdx7sL04GGYnRavLPlZsnbbMl798k1svXsEuaciGpUgnczTafWQK04hW0hi/lIB\n568UB0WA2HtrtYp7N/egAYjFopAiQHKq/69185cKmFnMolUbfmmiqmjotmVMz0ydLJIRHB+2UZrN\nDHXy059npINd9DrH4hHkZ/txkp9N430vLGH7vQq2Vyto1XuoHbWwdfcIR7sNqIqGqWwCU9kEKnsN\naBqQK6WQziWh9FTEEhEsXi7iI799faRbklFsqIqGg506DjZr6LRltOs9pKcTuHh9Fk8+v4SL1x5u\n4hVZxfqtfdz8703sbfTzfmYxi5nFLDRFw3tv70HuKgN9SMx02zKyheRQbNE+5dkc8MQTD6yxHvup\nedy9uYtGpdNflHf7C6zcVZErpfAzv7SCSDSC3XvHaNV7aFT77cQz+SSmsglTWej57F4LWMeLWXvU\nt765hptvbI50J7HbNtpOu3NWfBTn0jjaaeJguw4AKC/lcP258yOxxfLxwuUCtt+rDOorXZuOj9rY\nWaviwVqM9ojJAAAgAElEQVQF3baM5nEXiqIiGosiPzuFxUcKWLo6g8OdhmGr4o994gkcHjVMZaD9\n46Y2s+zJircP/sojQ7ZhxUCu1N9Eyl0F85fyzFii16a7P9g1zE26xtnVRW8TEuOyrGLjzgHqlf76\nkZ/pP5jNl9PotvoPrvc3azjYriOZjmHhchHFuYebVf36ksknMbOYtSWXkaw3vnUP1b0mOvUetu9V\nIHcf1s4PfeLxoZtM2j+xeBRXnpqzrFu89Up/HlmLEtQDPrmn4vZ3t9CsdZGfmUIsHoEUkaBpQDzR\nl2d+Jc/0GckdO3WTtxU8WTdWf7SLVqOHXldBsZxGJp8aPAThaZ1O+4O0cyc3cvGTVvdTWW/a3NOU\nyzns7dUc57x+v2Ynn1m2pq/rtRVAAhYuF5Arpga5zaqFU9kEYvEoakctdNsKJAC9roLSQhYzCw9r\nnr6VOO9ezkp/gL2X1cce2WOqqma4n3LSBp3IqsjqyF5SUzVsvtfvzpXNJ5ErpbBwuYiLj84gmooO\n7bWI7LPns7jz1g52VquGe9L0dALtRg+VvebgoR/QfzBer3ZQWsggEomgXe/iaLeBXkcZxHIyHR90\n3SM2J77vtmWcW57G7r1jJFKxoXsHll/8gs5JOpZjicjQvtoo1pceLdmuO6z57baE119L5KvsNrB7\nv4ZoPIInnj2PqXzC8L5l/dY+3v72Btbe2Uer1jXcC5vNx8p9AJ7FNtkD5stpyB0F2UJyZO8NDYOY\n0u8PyHibPznE7kYNqqxiKptAejqJZDqObCE5sq+gaw+574IkDdZ1MifvPZPebqQWARiqR07XfVbN\nuv7MIjLlVGAPZP2gXM4ZHhMPk0JEuZzDd//PKtbe3jM8Z+XJMi5enzU8vnZz39X1bvFyfv1YB1t1\n7G899Pfs+RxmFrKOxvZCVrPrD7bqgIQh+VhjkzGyuRTqtbZtGexiV+e1m/v4n/9YHbJ7vdoePK3P\nFlK4eH2Wyw9+xua4494N1a0mvv/auuHxccru1K6suKGZPZ/DT39shUuvMPqW6Ld2aw+NSgedVm/o\nxYrJqThmFrL9DVdXGalVhGdevIjphWDbxDqpAZO2JvHMqQG+ri9WcrFqfjIdQ6dp/IJOP2OdZTPa\nJqwYDnJ90q+pRDayHmULqf4DpxOIvGYykvkOtuqDXKYhY9qpVzyQh0le4KZGe52XRmMSXxGfBJFr\nduGVXQ+rltDXAcP6kbxn6chbt1hrK8mDSCyCdDYBDdpQPGcLKWjQIEEaxLRen3HWH4IX+2q/5rea\nw6qGLj86g6n88M8Vg9j3eh3bNHZjhq65rP2hVd32om7RY7DkoO3hVcx7WfPHhdnDpMl9RHZKcdtW\ncNxtCf1spe51i1c/bc3bqjJofzltWUqjb3vL6wc/dR133Lth491D0+PjlN1Ne1RWm2mCnbbRYfSt\nvpWvvtNIryOjVe8O2tka1YL7d8197wdOaoCd893O5wVO2q773UKcRy6jltdeymAESzZ9u3K/5bGz\npnrROp3MZ9SWm4zpRZt7vwhTC2veVuJB5JpdnLRBB9i1hL7O6FqWjrx1i7W2kvitH7bQqndH4pl8\nRse0nnHWH4IX+2q/5reawyoOjnYbtsazgldWr2Obxm7M0DWXKZNF3faibtFjsOSg7RHWuh82xDuT\nQobbtoLjbkvoZyt1r1u8+mlrsxaY9NhB+8tpy1IafdtbXj/4qeu4494N+p+B6Rmn7G7ao7LaTBPs\ntI0Oo2/1rXxJi2yCqvZzQ1UtWhVb+N4PnNQAO+e7nc8LnLRd97uFOI9cRi2vvZTBCJZsI+3KfZbH\nzppKZHPTOp3MZ9SWm4zpRZt7vwhTC2veVuJB5JpdnLRBB9i1hL7O6FqWjrx1i7W2kviVZa0ftzqZ\nBp9JD3/Cqmec9Yfgxb7ar/mt5rCsoQy/BbHv9Tq2aezGDF1zmTJZ1G0v6hY9BksO2h5hrfthQ3wz\nKWS4bSs47raEfrZS97rFq5+25m1VGbS/nLYspdG3veX1g5+6jjvu3ZDKhFd2N+1RWW2mCXbaRofR\nt/pWvvr3DUQi/dwg3Y4MWxVb+N4PnNQAO+e7nc8LnLRd97uFOI9cRi2vvZTBCJZs+nblfstjZ031\nonU6mc+oLTcZ04s2934RphbWvK3Eg8g1uzhpgw6wawl9ndG1LB156xZrbSXxG4tJiEalkXgmn9Ex\nrWec9Yfgxb7ar/mt5rCMA4bfgtj3eh3bNHZjhq65TJks6rYXdYsegyUHbY+w1v2wIR4mhQy3bQXH\n3ZbQz1bqXrd49dPWvK0qg/aX05alNPq2t7x+8FPXcce9G5YeMe/uME7Z3bRHZbWZJthpGx1G3+pb\n+ZKHRoR4MoapbGLQztaoFly4EnxnDyc1wM75bufzAidt1/1uIc4jl1HLay9lMIIlm75dud/y2FlT\nvWidTuYzastNxvSizb1fhKmFNW8r8SByzS5O2qAD7FpCX2d0LUtH3rrFWltJ/GZLU5jKJkbimXxG\nx7SecdYfghf7ar/mt5rDKg6K50a7zAWx7/U6tmnsxgxdc5kyWdRtL+oWPQZLDtoeYa37YUM8cgsZ\nbtsKWl1P2g5btbwkbb3ffm0Dazf3+p0FcklcOukssHS1xGwnuXi54KqduJkudlq8WuG0la6ZfDRG\nbWtpWWkZuk0ZsvzwK7xKT0GuNIXlx2cGX182a5fM28aUpyX06jt7Q/7cuzYz0nK925IBSCgtZLj9\n4GfLTCdj61ul8rQqZsHbRtbovJ/64AXcvblr2MFIkVW88e93LX1r1erUSXtfHruy9CovT2PpseJQ\n3BBSmYRhm1unMrBw2t6X1L6br29ib7P/zqPy0nCLcH0r3/5PD9RBN7dMPonSQmbQzc2oVfGl6+VB\nNzc3GPmAtIB2U6P9XpP8aJXrpO26F+uLVcxZyfW+F5bwo9c2xtJWmCUbsQkgIV9O9+PmJF4yhRTi\nySg27x5x10s39tGvqUQ2TdWgqf2b5Xq1jXa9h0g0glgiivR00nTPQeZTFW2kLTdpdW+nXrlpKW5n\nXHqtajd7I+3dCUGvx0Zj6lu2G+Wa0T7Ej7b0LJu2mj3EE1FUd5vMNuikBTppaQ5I2N+sYf5SHq1m\nD0mqEyKdO/r6b2RfXp/s3T8eWVszuSQ0FUPd3Eg8k1imu7mxZLJTf/yKdbf7areQ+Z3cw1jV0JmF\n7FDX5qD2vfR5JIarB0302jJazR5URYOqaoa1w82apb/nJHmWP5ceiWFSC9zULZ57XHoMuhbRMtA2\nILG+dfcQ26tVNGsdpHNJLKwUsHilaPs+7DQiurmFCDvtYs0wa3NtlvR0i8q3vrmGt1/fGGqVC/Q3\nWHOXppGZTqK8NM1sJ3n9Zxfxf/7f27bbifPowtPilWdMJ610eeTjaVtLjtEytI67eOfNDbSbMlKZ\nOFaeLA9a69ItkfWYHTNqY8rTEpoe430vLGHjJ4cjLddnFrOQINnyg9vYNsPO2Pr2r3ZaFZuNQ6PP\nKaPzllaKWH7f7Eg723PL0zjYrnP5lrfVqZP2vlYxbtbKuziXxu3vbA/ipryUw/XnznPnF48MbvzC\nuu6tb67h5hubzIdgdItwfSvf5nEHkgRkiynMXcxj8XIR568UTVukzy/kXa9hLF1JDADSUCwT/e3W\naL/WJC/y3s2cXq4vdmrBxp1D1A/a2H9QZ7Z6D9pWtA76uc8tT0NVVHz3f6+idtRGLB5BrjSFRrWD\nTpO/Xtq1D8+aSvzVbcv40ev9vU0iFRtqGW215yDzkbbTu+sVyD0V2XwK55anueuVnZpjp7MPz1pl\n1oo76PXYbP9J10F9rlntQ7xsS2/kK7mnYu2dPUiSBEUZboPebcmo7DZQO2qjut9ELN5/WClJ/bXh\n/KNFyB1lqDX5ueX+N1Pp1uJWLcJ569b6rf2hPVl5KYfHn11AJBrBzmoFO+vHqB21oMr9f+DIFpKY\nv1TA/Ep+RCa79cfp+mrHP0721V7FR7ct49Uv33R0D2NUQwGgVekya74beHOYxMyb33h3UMdJbFf3\nmqa1w2oOu/ecqqKh25aRLSSxu1FDo9pGZrofn+evFB3XLd57XP0YrXoPjWq/s2omnxyyAdDf41b3\nmkP7auDh3jpXTFneh3mx1xs3Zt3cxMOkEOF360A7bSTpttd6SOtRfUt4Qhjai5oRhlbjehma1S7u\n/+Rg8DfdmtKsHaoXrVLDYI+g0evstFWx29asQL9VcPlizlGbYHLNOFqd2pUxSNy0y2a1XSaEsUW4\nk5buYa/Rk4jdmJukVsFe1Es/a0UY6pAdGez43qu1KuwE6UMnrdLJXgsaHLU0J0xS3hsRhnzzE7/0\nG7fvg/bbaZiPjMnaVwP9vIcGy/uwn/7QysTnvdnDpNP/3SvBADttJI1a5QIPW48atZMMQ3tRM8LQ\nalwvQ0XXMlTfAtnI1l60Sg2DPYLGq7bgbluzmo1v55pxtToNa+y4aZdt1LIWCGeLcCdtqcNeoyeR\nsOaCF3hRL/20Txhs75cMXq1VYSdIHzpplU72Wk5bmp8mwpBvfnJa9Qtar9MwHxnTLO+9uA+bdMQ7\nk84QdtpIGrXKBR62HjVqJxmG9qJmhKHVuF6GnkmrXLN2qF60Sg2DPYJGr7PTVsVuW7OajW/nmnG1\nOg1r7Lhpl23UshYIZ4twJy3dw16jJ5Gw5oIXeFEv/bRPGGzvlwxerVVhJ0gfOmmVPthrGfyYw6ql\n+WkiDPnmJ6dVv6D1Og3zkTGN9oVyT+3XBJf3YZOO+GbSGcJOG0mjVrnAw9ajRu0kw9Be1IwwtBrX\nyxA3aZVr1g7Vi1apYbBH0HjVFtxta1az8e1cM65Wp2GNHTftso1a1gLhbBHupC112Gv0JBLWXPAC\nL+qln/YJg+39ksGrtSrsBOlDJ63SyV7LaUvz00QY8s1PTqt+Qet1GuYjY5rlvRf3YZOOeJh0hrDT\nRtKoVS7wsPWoUTvJMLQXNSMMrcb1MhR0LUP1LZCNbO1Fq9Qw2CNovGoL7rY1q9n4dq4ZV6vTsMaO\nm3bZRi1rgXC2CHfSljrsNXoSCWsueIEX9dJP+4TB9n7J4NVaFXaC9KGTVulkr+W0pflpIgz55ien\nVb+g9ToN85ExzfLei/uwSUc8TDpDXLhaQq40xTymbyO5fG0Gpfks4snhp7HxZAyLjxRw/tGiYbvr\nD/zCCtc844LXDkHKMLuQRSrTf3inb0u9fG2m3xKVgdkxXl3CYI+g0etcnMsY2t+qTSlvThmdV5g1\nbhPM6xf6XFoXvT5e+zOsseNULlL7aPsR7LQIDxKWriQG9LEMTEaNnkTCmgte4EW99NM+YbC9XzJ4\ntVaFnSB9aDRXcS6D4nyWubcley39+grwtTQ/TYQh3/zktOoXtF6nYT4yplnee3EfNumIbm4hQZFV\n1HfbuPX9LbSbPaTSccyvFHDBpPX1/TuH2FmtmJ6vyCrWbu3j5uub2Ns8hqZqg9a5uVLKsIWsvu11\nq9ZFerrfwe3J55ew9GiJ2cocGrB7/xjNWhfN4w4UVUOvLaNV7yKdS2JhpYDFK0WmnPfvHGLr7iG2\nV6to1jpIZRJIpmLQJKDbktFumI9hZV/aXolkFFIkAs2kBTSvjZ3Or2oa9jfqWL+9D6WjIhqPoDiX\nQaE86hsAWL+1j3de38Te/WPUqm3E41GcuzCN+Ut5ROPREV0WLhew9V6FO0Zu/fcmdjeOIUHC7FIO\nTzho4W6msx37seI2noqhMJNGtphCOpcYjAVgZJ7y8jSkk1g0mtusLXinJeP4sIXjgya6bQVSBCgv\nTeOJnz2Pi9dnB+1QScxuvlfB7r0qlJ6KTD6F8lK/s4skSeh25Icy4WFL3ngiAk3T0Kr2cO9uv5Mf\naw7eNri8rU6t4nvRIm6c5JLdWEkko0BEAlQM7Gc395y2vTZqu8zTItyOHgBMa76d/DFrR+ymBbQd\nvKyX4xjfC+zY1Kyzj1tdg8gnfWt3fftuMn+z1kWj2gEkYCqbQLvehQYgS9Ul1lpVXp6GJqt4540t\nrN3c6+9BcklcOtmDkBrJa3u36xFLn8x0EulcYkjW9Zt7aNa6SE8ncenaLJ58YWmkbtC+1691gPU6\nYGZ7t3uTceYVb1t6t37cunuIzXcr2F2voHbUBiD1/fXELK5/cBGRWIRZN4F+W/rNu4fYWT+21dKc\nzN04aGNvp+a43gfhL569Adnj07lM3wOw9mIkd1RNG+zpU5kE4okojo9a6LUVAA/3eul8Eq1adyjX\neGxmdw/D2jPa2dew7l9Y9ypGNd+uT63ONzsOgJljvPcLduOIvreACsRSURRm08gWUiP+9ALDvZDB\n/QAwev9gdK/Ayvv5lTygATtrlZH7gLnlaVw/qePzC/mJf15h1s1NPEwKAYqs4sa37kHraajX2kPH\ncqUpPPXh5ZHF5Ma37qF22BoZiz5fkVW89c013HxjE+3G8IvJUpkErj+3iGc+csmzjb5eJlXRcP/O\nAQAJFx4rIRJ5+IIyvZw3vnUP1b0m7t85QLvRg6ZqONptDN51KEkSinMZSFJf9guPlZCfTY/Yhlc2\nlhxur+Gdn9ilVeuiXu0gW0ghNRVHp90z1I1lIwLrGjsx4pWeZjrbGVcftyQWeh0F8WQMC5fzWH58\nFpGIhEw+CUhAo9IZXM8bd2ayW+XNT/1fy/jRaxuoHbYG85FzE1NxSBLQaT70J5GBzA9gMIemAJ12\nb2QOr3LTSEeWf1RFw/52HbOL2SG7Ednf98LSQG89TuPFKD/aDWP7heXhAY0dPUjcSorErPl+2NlP\n/KojQY0/DsxuLNzoOu58oufX10Z6froWsvYO67f3sb9ZQ6+jDL38lKwBT/zcEneNdLsemelz/tEi\n7v/4AAdbdWQLqaH3sBrVcuL7IPdoVrrpCWNeeeFHsodq1bpD+4riXAZTWXt7SydyZ3OpoZpvp94H\n4S8v9wb0Xuz8o0Vs/uRwYHdAQqGcxtFuHfVKF8l0bPDuULmrIJaIIp6KIleYGtr3k9phZDO3ctrd\nM9rZm7MeKNj1qdX5TvYOfsTVuNchIzloWPcPBLtrrdVa97FPPIHDo4bhWJOA2cOk6Msvv/xycKJ4\nT7PZHbcIrrl3+wC761UkkjF0u8Nvfe+2ZESjERTK6ZHzWdDn37t9gNtvbuGYkURyT0GvoyBbSA2N\n7VYHmsOdBo4PW5B7CiIRCelcwlDO3fXq4HwAaBx30G700Kp30esokKT+A6VEKjYYLxqLjNiGVzaW\nHG6v4Z2f6Nk47qBZ7UCSJExlE1Bk1VA3lo0IrGvsxIhXeprpbGdcfdySWAAAVVGhyBqS6TjSuQR2\nVquo7reGYos37sxkt8qbeqWN5nF3aD5C9aCJdr03FKtEBjJ/9aA1mCMWiw51TvQ6N410ZPnncKeB\nw+36iN2I7Lv3jwd663EaL0b5AcDQfn7ZxQ129CBxW5hJM2u+H3b2E7/qSFDjj4NMJsncv7jVddz5\nRM+vr430/HQtZO0dttcqOHrQv9mnX25K1gBJkrhrpNv1yEyf2mEbR7uNwVqeSMWGjrNqOfF9kHs0\nK930hDGvvPAjvf+i9xWSJCESkWztLZ3Ird/n26n3QfjLy70BvRerHbbRbcsDu6uKinazh+ZxB922\nDAkSeh15kO+tehfthox4IjqylzKzmVs57e4Z7ezNFy8VR2q+XZ9ane9k7+BHXI17HTKSg4Z1/0Cw\nu9ZarXVT6TiSOfMXhIedTCZpeCw8/+RwhtlZrZge39Yd5z1/Z7WC6kHT8LzqfnNkbKewZKLnru6P\nykHLqT+/fdK6utdR0Ov0F95W/WGBJOPxyG/Xvk6v4Z2f6El0pPUC2LqxbGR2jZ0Y4TnPLm7G1cdt\nW9fGvFXvDvStHjRHYos37njn11Pdb+LujQfM+Yi8rFil5w8yN1kY+YfIxLIbgCG9WTiR2Sg/Bn8z\n7BdG7OjBilsaP+zsJ37VkaDGDxNudR13PtHzs2ocPT+phSPnnDyQp9d/GrIG8Mrudj2i5dKzt3Fs\nuJYD5rU8rOsAIWx55YUf9fsvAvGdnb0lL1Zy89b7IPzl5d6Aju29jf5POGm71w9b6HX63zokD5JI\nvpP/NtpLGdnMrZx294x29+ZG1xth9/7Pyd7Bj7ga9zpkJIdeJrN9mJ211mqtu3/30HSsSef096ub\nANrNnunxTmt4M8V7frvZG/p6uB65p46M7RSWTPTcck8dOU7LqT+ffFNDVTUA/a9CKsrDX2SS8Xjk\nt2tfp9fwzk/0JDrSegFs3Vg2MrvGTozwnGcXN+Pq45b+1g7QtxfRV+4qGPpdAfjjjnd+PXJPHRpX\nf64iq0My6WXotGRomhZYbrIw8g+RiWU3AGjVvY8Xo/wY/M2wXxixowcrbmn8sLOf+FVHgho/TLjV\nddz5RM/PqnH0/KQWjpzTVaDI6tD6T0PWAF7Z3a5HtFx6eh0FmqoN5NJjJmeQezSj+c0IW1554Uf9\n/otAfGdnb8mLldy89T4If3m5N6Bjmzw0GvoWtqwB6NtdVXHy39LJ3/3/Zu37jebzQk67e0a7e3Oj\n642we//nZO/gR1yNex0ykmNEJpN9mJ211nKta5jbeNIR30wKAam0+VffklPDz/x4z0+l44gloobn\nxeKRkbGdwpKJnpv+mjqBllN/Pvmdav9rxyefRR8mPRmPR3679nV6De/8RE+iI60XwNaNZSOza+zE\nCM95dnEzrj5u9b9Zjkalgb6xRHQktnjjjnd+PbF4BFPZh/rpz+1/pXk0Vun5g8xNFkb+ITKx7AZg\nSG8WTmQ2yo/B3wz7hRE7erDilsYPO/uJX3UkqPHDhFtdx51P9PysGkfPT2rhyDmJKKKxyND6T0PW\nAF7Z3a5HtFx64smo4VoOmNfysK4DhLDllRd+1O+/CMR3dvaWvFjJzVvvg/CXl3sDOrZJZ2ja7rGY\nNHhvTiQyvN8n/220lzKymVs57e4Z7e7Nja43wu79n5O9gx9xNe51yEgOvUxm+zA7a63lWsfoEHya\nEA+TQsD8SsH0+ILuOO/58ysF5GeMf++Zn02PjO0Ulkz03PnZUTloOfXnp04KYjwZRTzZT+ip7MPf\ntZLxeOS3a1+n1/DOT/QkOtJ6AWzdWDYyu8ZOjPCcZxc34+rjNqVbHKeyiYG++Zn0SGzxxh3v/Hry\ns2lceWqOOR+RlxWr9PxB5iYLI/8QmVh2AzCkNwsnMhvlx+Bvhv3CiB09WHFL44ed/cSvOhLU+GHC\nra7jzid6flaNo+cntXDknJk0Utn40PpPQ9YAXtndrke0XHrKS9OGazlgXsvDug4QwpZXXvhRv/8i\nEN/Z2VvyYiU3b70Pwl9e7g3o2C4v9buL0nbPlqYGD5niydhQvpP/NtpLGdnMrZx294x29+ZG1xth\n9/7Pyd7Bj7ga9zpkJIdeJrN9mJ211mqtu3ClZDrWpBOuf3Y4o1y4WsLBVh1ab/Qr0rnS1KAlqf58\nozfvk/MvXC1h7/4x6tU2s1PI8rWZkbHtoG+X+2C9ingqhtJcBpFIv/tavdpvu5ovp3GwVUf1oAm5\nqyBXmsLy4zNQZHWgj6poA1kzuSS6LXnwtFeS+q1biezFuQzTNryyGdmXbvG5fnsfSk/F9Gx66Dqz\nefVzkxajrWYPyVRsyC6aqkFTMdDLTDeWjcyuoWNEVTQcPWiM2L7blqEoKrZXKzg+bCGeiA7paqWn\nVzbXo49bEguk60ppIYPiXAYAsHxtZqQbQ76cxvZaXwZN6/9umeiVn01j6WrJtHUqPX+r1kWj1kG7\n3oMiq4MODU99+CJuvrGF2mFr4E/ik9J8bqibG5FVrzuZQ9N9O9ZObjptE2xUQ4pzGSiqNiQzLTvp\nFFLdaw7FVCwRxcLlIhYu298QLF4u4NZ3trD97hF6XQWxWAS9roJotN+9prLXxMFWzdUcQaC3KR0X\n+jggcQvGN+N5OrK4qdt+YBRPqqKh05axefcIq+/sOW5J72WdChqjHC09n2Gex7v2mLXFtopDsiZ0\nOzJUVcPm3UMgIgEq0O3IrtpC0/ncbcs4PmghEov0w13WoKFfkxcuF3FueRpbq5WBb2OxCCBJ0FQN\nnWYPiEiIRiOgf+xG1gA7+xfePZPVtbQtNbX/U7toLIJOs4duV4Gmaf0OtJqGRq0DpachmYlj8+4R\ntJOxaHu63aO5bRPvZ976AY8fjdq0l8/nsPXeEZrVLg536v2GJ3Lff/FEFJqmobrfggag25YH+1Mv\n9LWSm7feO4ljuzFiNEe+nMbhbgOV3Sb2t2pDdTg/m2bqQPJFVYH0dALr7+yh1ej2G5RMxTAzn0Gn\n1YPSU9FG7+Rl21FoADL5FOKp6Mi+38pmTvYw3WYPDzb6XdZUVRvsGQvlNHodxTQP7OzNFVnF2s39\nodhMZRLotWUk0nGuvbJXsWRnTCfrq539kNM5eGLbTDfW/YORTKy5ysvTyBSSaFQ6I/cB+ni9dL08\n8d3czJA01g/WfUJVVbz88sv48Y9/jEQigb/8y7/ExYsXB8f/8R//Ef/rf/0vlEp9B372s5/F5cuX\nTcdktdadRBRZRWOvjZtvbaHTkpGcimFhpYAlg4KvyCo27hxie7Vier4iq1i/tY+b/72JvZNiWV7K\n4fpz53Hx2qzjhZLVblFV+i3cu20Z85fymMomcG55Gqqi4rv/exW1ozZi8Qjys2kUqRsB0h54484h\nNu8eYmf9GI1qG1PZBBLJGCD1F/dWvYvMdBLzlwo4f6Voahse2fT2YrWyPNptoLrfRCwexZWn5kzn\nNZqbjNVty5iemUKvqyCeiCASiUDuKdjdqEHtqojEJVPdiM9pG5nZg/j+zW+8O2J7aBi0T4WGgZ5y\nV0WulMIHf+URW/Hh1OZm49Fxq6ka4qko8rNp5IqpobEADHKhVe9hZ60yeAhZO2xB7qqIJSJYvFzE\nR377OqKxiGUbVABYfXsX3/x/bmJ/q94/Vkxi4XIRMwvZweZp+73KYN5Gtd/uN5NPIjkVQyQSgapq\n6O/7fnMAACAASURBVHUVZn4SHdd+uIf1Hx8AsJebXrQQZ9WQhcuFgV6s2tJty3j1yzex9e4R5J46\nFFd2WyrTbXXpGIxEgHq1g2whCVWFqzmCRG9TkuesOABgWvN5a3xYYOl+fNhG4uQhOg1vK2B96123\ndSpozHJ0aaWIlafPMVt+W609PO2h6Rym47DTkrGzVkEiFRusBV61bGblc7cpY3fzGNCA8vI0kqkY\n8rPp/s3pTmOwBh3s1LH6o120mzJSmTguXp8FAOy8d4TKQQvJZAyZfBIXr8/iyeeXbPvdTT7R17bq\nPdSOWth+r//y1XgyilxpCqqq4cFaBa1GDxKAVCY+WC/09qRbhDvdo3nVztuPvPUTMz8CYLZp11QN\n9WoHmekkFEVFKh3H8WELnVYPkWi/01YkKiE/k0bh3Oj+1At9idz1gzb2H9Qd13s7cew0RoxiIpaI\norrXHNRgel+VSMWYss2ez+LOWzvYWa2i11HQaT18EHt80EJuJoVYNIr2yUMlDRrS2SQu/9Q55Iop\ntGr9F3Bn8smRPaQXe5heR0F1v3liBwmKrCI/O4VYPAJNAy49MYtYPGpqO569OQCsfn8X9+4eDsUm\nACSm4sgWkpC7Ctde2SoGnNQ6P/YbdvZDduewE9tWNcNKb7O5MvkkZhaz2L13PHIfQPuRrvmTSrmc\nMzwW6MOk//iP/8Crr76Kz3/+87hx4wa++MUv4pVXXhkc/8xnPoPf+73fw5NPPsk95qQ7h6Zczk2M\nPms397H29p7h8ZUny4PNoJ1zg5bNi+u8GMMv3xvJc7BVx/5WDbPnc5hZyHLLaXcep+M5hUcODeCS\nNSidnPp+XDb3ct6g4jOsTFLNt8s462lYMJM/m0uhfDHnqNa4sYv+WpJrBH3Ouc1nenx6bH2OeymH\n35jZ/2CrDkhg1i2gr8dPf2jFdd77lRuTnHNEdn0s1attNCodZAspZPLJkTi08peX+gZZ873ypZf1\nhjDONZ6WSR8rQL/2QIPne+T99RrWf7w/Mh+Zc2YhG+r8ChNB1ikv5joNez2zh0mB/vPC//zP/+DF\nF18EADz11FN4++23h46/8847+Lu/+zv89m//Nr74xS8GKZrAJnZaSQbdftbpfF7IGbZWu07bvNqV\nMyx688jBK2tYdDJiXPJ5OW9Q8SkIntNYT+3iV63xqtU94G3LZpZcRm239Tk+rtbRTvCz3bQXMriZ\nZ5JzzqhNO2lHT9rM6+MwCH+NA6986WW9IYxzjedp6e7XHpk1Hz3PJMdbkARZpya5JgZFoO9Mqtfr\nyGYfPuGNRqOQZRmxWF+MX/3VX8VLL72EbDaLT3/60/jP//xP/PzP/7zpmMViGrGYcTeMScPsyV+Y\niEejiOWM7R6RHupi59ygZfPiOq/G8MP3RvJEIxFEUhFEpP6/kNuR0848TsdzCo8cGsAla5A6ORln\nXDb3ct6g4jPMnBY99Iy7noYBK/kT0aijWuPGLvprSa7R19I55zaf6fHpsfU57qUcfmNm/2ik/34o\nVt0C+noA7nXxKzcmOeeI7PpYkiQJsXgUkgQkU/GROLTyl9f6BmU/r3zpZb0hjHONp2XSxwqZWwM8\n3yNrGns+Ml42lwp1foWJIOuUV3OdZr8G+jApm82i0Xj4AipVVQcPkjRNw+/+7u8il+sb+0Mf+hBu\n3rxp+TDp6Mj4XxQmjUn6GlxPUUZeGEmTysQHutg5N2jZvLjOizH88r2RPIqqnrzQOop6rc0tp915\nnI7nFB45AHDJGpROTn0/Lpt7OW9Q8RlWJqnm22Wc9TQsmMmfzaXQVRRHtcaNXfTXklwj6HPObT7T\n49Nj63PcSzn8xsz+iqoCALNuAQ/XILe6+JUbk5xzRHZ9LGmaNniZdqfdG4lDwNxfXuobZM33ypde\n1hvCONd4WiZ9rAAYdJjzeo8ci0SZ85E567V2qPMrTARZp7yY6zTs9ULzM7dnnnkG//Vf/wUAuHHj\nBq5evTo4Vq/X8Wu/9mtoNBrQNA1vvvmmrXcnCYLFTivJoNvPOp3PCznD1mrXaZtXu3KGRW8eOXhl\nDYtORoxLPi/nDSo+BcFzGuupXfyqNV61uge8bdnMksuo7bY+x8fVOtoJfrab9kIGN/NMcs4ZtWkn\n7ehJm3l9HAbhr3HglS+9rDeEca7xPC3d/dojs+aj55nkeAuSIOvUJNfEoAj0YdLHPvYxJBIJfOpT\nn8LnPvc5/MVf/AW+9rWv4Stf+QpyuRz++I//GL/zO7+Dl156CVeuXMGHPvShIMUT2ODC1RJypSnm\nMVZbe95zg5bNi+u8HsNLjOQpzmVQnM8atk+1K2dY9OaRg1fWsOhkxLjk83LeoOJTEDynsZ7axUz+\nwqzzWuPGLvpri3OZwbdl3LZsZslFxtePrc9xL+XwGzP7L1+b6becZuClHn7lxiTnHJGdjiUAyOSS\nSE/3/6ePraD8NQ688qWX9YYwzjWelkkfKyQ+/NgjF2ZHY5Oec9LjLUiCrFOTXBODItBubn4w6V8b\no/H6a3CKrOL+nUPsrFbQbvaQSscxv1LABUar0ft3DrF19xDbq1U0ax2kc0ksrBSweKU4cj59nZ0W\npeu39vHO65vY36xBg4ZzS9O4/rPncfE6X4tfXn30srXqPdQrbWhavy1yu9E11I9HJys5nOjq51cg\nnbZP5R2b2KJZ66JeaeNwt4HqgyZaJ3a+RFo5c/rZjl4sPyxy6MVqWSpFJGgq0O3ItsZyi5HveeLd\ni7xyAk9rWie5SvtC6al4cP8YzeMO0tNJLFBtdp20kaXjtHbURvWgiV5bgRQBykvTeMJnm7EI6qvP\ndtcCHr/xzstbT43Wn8XLBWz85NC3GPdCZ0VWsXZrHzdf38Te5jGAhzG1dLXErCFPP38Rh0eNoTF4\napKbdcZsLrpls9XcVrbQ+/zc8jQAYPfeseka5EXraK/8yVN7nbSbBoDqdhPf/sZPRmJl0AHXIJb0\nfvWjnbfTcZ3a3Sz/51bykDRg9/4x95hGbdrPXZhGLB5lxhZg7i8va6IfNd/M9ma68fiFjJlIRiFF\nItAMctOJDF7sQd3YjMTJ5nsV7N2rQu6pyOZTKC9P44nnzmPpUXbtXrhcwNZ7FdsxUSpm8P1vrw9i\ns3bUgtJTEYtHkckP35MA3sbdpMCKO0QkgLEWAc5i26lcbuY67T9zEw+TQoSXwabIKm586x5qh62R\nY7nSFJ768PJgAbjxrXuo7jVx/87B0O9CU5kELjxWQn42PTjfb3m8vt5r/XjkAGBb1kksNHpbqIqG\n9dv7J50PJBTnMpBOXjaayiRw/blFPPORS54Uebfx5NdYTmD53m7+jkt2Fm5k8kMfekw6RvvvQ4gN\n4tTrGOUhiLwPcyzx1OdcMQVIQKPS8VwuL3RWZBVvfXMNN9/YHHmvgllMmfner3WGhzDWFF688qdf\n+pNYWf3BHo72G0PHUpkEHn92HgBw+zvbtmJp3PixP0tMxSFJ/ZdnX3ishAh5c7nFmF7iRyz48Y/G\nfq6ZPGNOas1wIrcbXWnfm42TySd9W/PCDOuegtQFsh8gdWDS7DCJ93h6zB4mRV9++eWXgxPFe5rN\n7rhF8IxMJumZPvduH2B3vco81m3JiEYjKJTTg/MOdxo41hU1uacgEpEQjUUG5/stj9fXe60fjxzV\ng5ZtWb30fVDobXG408D2WgXtRg+qokKSJCRS/Rfsyz0FvY6CbCHlKo6M5qbhiSe/xnICy/d289fq\nvCBxI5Mf+tBj0jEKYChOvY5RHoLI+zDHEk99ru61UN1vIZ1LeC6XFzrfu32A229ujchPdDCKKTPf\n+7XO8BDGmsKLV/70S38SK41qB4qsDh2Tewr2t+rYvV9Dty2PXDuO+sSLH/uz6kET7XoPkYiESEQa\nyv+g4tCPWPC65vu9ZvKMOak1w4ncbnSlfW82zs5q1bc1L8yw7ilIXSD7AWKTSbPDJN7j6clkkobH\nJuORnsA2/W+HGLN9cpycVz1gd8Wr7jeHzvdbHq+v91o/Hjnc6jop6PUkmz9Cqz5cOKv7Tc9099LG\nYfSX3fy1Oi9I3Mjkhz70mPoYBYbj1MsYDQthjiWe+lw9aA7qtNdyeaHzzmrFUH7AWUyNc50JY03h\nxSt/uh3DbGyzWNnbOMbexrHh8bDWJz/2Z+16b1CbWfkfhB0mIRf8XjN5xpwEO7FwIrdXupqN4+ea\nF2ZY9xRDf+tsclrtMInExi2AwB/aTeM2hgDQaclD58nd0VaVACD31KHz/ZbH6+u91o9HDqtfjrq1\nZVjQ20LuKkP/2qoow3aQe6pnuruNJ7/G8gq7+Wt1XpC4kckPfegx9TEKDMeplzEaFsIcS1z1WdMw\n+L2sx3J5oXO72TOUH3AWU+NcZ8JYU3jxyp9uxzAbW+4qSCTZ/47LahlOE9b65Mf+TJHVQd6TfRrP\nmF4yCbng95rJM+Yk2ImFE7m90tVsHLmr+LbmhRnWPcXQ37o6cFrtMImIbyadUlLpuOnx5FRs6LxY\nIso8LxaPDJ3vtzxeX++1fjxyuNV1UtDrGUtEh36/HI0OL4axeMQz3b20cRj9ZTd/rc4LEjcy+aEP\nPaY+RoHhOPUyRsNCmGOJpz7HEtFBnfZaLi90TqXjhvIDzmJqnOtMGGsKL1750+0YZmObxUo8GUU8\n6W0sBYEf+7P+6wf6tZmV/0HYYRJywe81k2fMSbATCydye6Wr2Th+rnlhhnVPMfS3zian1Q6TiHiY\ndEqZXymYHl84OU7Oy8+wf3ean00Pne+3PF5f77V+PHK41XVS0OuZn0kjlX24GExlh3/vnZ9Ne6a7\nlzYOo7/s5q/VeUHiRiY/9KHH1McoMBynXsZoWAhzLPHU5/xMelCnvZbLC53nVwqG8gPOYmqc60wY\nawovXvnT7RhmY5vFSnlpGuWlacPjYa1PfuzPUtn4oDaz8j8IO0xCLvi9ZvKMOQl2YuFEbq90NRvH\nzzUvzLDuKYb+1tnktNphEhGP9SYAJy1XL1wt4WCrbthxgLQ8JeepioZ6tT3STac4lxk63ym88nh9\nvV6/Vq2LRq3Tf7FjtP+v3unpJBYu8xUlXjnc6OoFXrf4Zo3brHXxYL2KeCqG0lwGxbkMjo9a6LZk\nABLS0w9f1pbKJLB8bcZUdzsyu40nv8byCrv5W91r4uhBA9WDJuSuglgiirlLBXQ7Mt7497uBtpZ1\nY08/fEGPScco6eZG4pQnRicRu7EUZB5wrT8W3dzcyOWFzheulrB3/3hEfqKDk5hyus6oioajBw10\nOzJUVcP2asV2zoexHvLCI7vVOuOn/iRWVn+wh057NFasurnZjSW/9gF6jGymKho6bRmbd4+w+s6e\noa1Z+V+azw26uRXnMkPjBhWHk5ALfq+ZPGN6IYPTWOW5zuicxcsFbrnJGFt3D7F+ex9KT0W2NAUJ\nQO2wBbmrIFeawvLjM1BklTl3PBpFT1Es516+NjNY80hNJ3s71hynBX0cFecyg7pA9gMEVlwFVe8E\no4hubiGC9bZ30ipxd706+L2o3FNR2W3i6EETc8vTQy1TCZGIhLnlaUSjEbQbPSiKhlQ6jguPzeDq\nB+YHiUXOi8UjiCej6L+GQUOhnMbFa7O4eG126Hyn8Mrj9fW0ftGYhO31Y7TqXaQycczMZ1E4l0a2\nkEJ1v2VoS7tyOJHVyzf9O40Zu+NKkoTMdBLtRg/HBy3kiinMLU/j0rVZZAspdNsyorEI5i/l8dO/\nuIJrzy5atoTnldltPNF4OZYTWL63k7+zi1nc/cED7G/WIPdUxBJR5EpTqOw2sXHnCOlcApIkeRID\nPLixpx++oMfstHrI5lPIl9OYyiWQyiQQT0S5YtQPgujwYXctCDIPeNafx35mAQsrBV/k8kLnSETC\n/KU88uU0Os0eOk2+umfmeyfrTK+r4sF6FdF4BLPnc4hEnOX8uOuhG6xkB2C5zkRjEd/0J7GytFJE\n5aA5EivXP3gei48UbccSC7/2AUZ66W2WSEbRrHeRnIpBPXkvnZGtWfl/6fosnvi587h4bQbdtjyW\nOPQjF7yu+X6vmTxjupXBaazyXKepmuE5lb0W3vfCEmLxqKnc9DyKrGG6OAVF0bD2o10cbNWRmU6i\nNJ/F7Pkcjg9ahnMnEjE0613LucmaBwA//t42KvtNRKISinOjc/i1jxsH+jhSVQ3lpRwWLhVQms9A\n02AYV0HWOyec9m5ukmb1FseQs7dXG7cInlEu50b0Wbu5j7W39wyvWXmyjIvXZ/0W7VQQZluyfO8U\nv/T0035h9o3fuPU9y3YHW3Xsb/XHnD2fw8xCduj4abbnJOFl3gsmC699f5ZrKC9hsVEQeT9uXcc9\nf1gRNX8Up7HCc50GuI5Dp3ss/dzZXAr1Wpt7bpFD/ITdVqch78vlnOGx8P4TkwDA5LbcDCNnxZaT\n2DL6rPjGD1i2o1uqjqutskAgCA5RQ605SzYat67jnl8wOTiNFZ7rvIhDp3sst3OLHOJH2Gq8cD1M\n+uIXvzjy2V/91V95LoxglEltuRlGzoot/dLT75bJfo192mHZjm6pOq62ygKBIDhEDbXmLNlo3LqO\ne37B5OA0Vniu8yIOne6x3M4tcogfYavxYvoC7i984Qs4ODjAq6++irW1tcHnsizjhz/8If7kT/7E\nb/nOPKl0fORFjDSiNSI/Z8WWfunpp/3Oim/8gGW7WCKKXqe/2RlXW2WBQBAcooZac5ZsNG5dxz2/\nYHJwGiu817mNQzd7LDdzixziR9hqvJh+M+kXf/EX8eyzzyKdTuPZZ58d/O/FF19kfltJ4D2T2nIz\njJwVW05iy+iz4hs/YNmObqk6rrbKAoEgOEQNteYs2Wjcuo57fsHk4DRWeK7zIg6d7rHczi1yiB9h\nq/Fi+qju/e9/P97//vfjF37hF5DLGb94SeAfk9CadFKYVFvabXfpVk8v2qjaZVJ9ExRmMcCyHWmp\nCgTTVtlpe97y8jQkDdi9fxxIK9ewtI4lcrxzsIG9nZpoYTsGwhILXskiaqg1TmzkxjdG15aez5he\n5wXjjgc/5jfbm2y9VwlFLk8iZjEOwPc6yRMrRvuHTCGJRqVjeB0A13HoZo/lZm43OeTFmhKmNdIK\nI1upioZOW8bm3SO8+8NdNKodQAIy00mkc4nQ6jNpcHVz+9d//Vd8/vOfx/HxMQBA0zRIkoRbt275\nLqAVk/52dBqjt70rsoqNO4fYXq2g05KRnIphYaWAJZEAtgmrLc18f+Nb9wwXk6c+vMyU26meVvO9\n74UlbL9X8cV+YfWN31h1eeCJAQAjtju3PA0A2L137Ks9eeXTn6MqGu7fOQAg4cJjpaG2rWax7aec\nQcQZLYe+u0uQcpxlwhALJO+9lOWs1lA72LGRG9+YXbu0UsTK0+d898m448HL+Y3sqSoa9rfrmF3M\njrT+DmM9DVtXJ7M4zeSTgATDhzVe2tYsVoDR/QMt48xi1nSf40Ucssbg2WPR1yWiUXQVxdbcTmT3\nYk0JwxppF72t4okIjg/bSKRigAbcv3Mw+ClcKpMY7DuD0Cdsee8Es25uXA+TPvrRj+KVV17B1atX\nPRXMCybdOTSnIdgEzjDyfdDtLsPeXvM0YpX3YfeJ0/a8PK11T2Ns03LoHyYFKcdZJgyxQPI+DLII\n2Ljxjdm12VwK5Ys54VcbGNmTrCOsNQQIX/6EbZ9vFqcHW3VAAtOuwHjWzHHK4ZagfO+FvU6DzWkd\n6P0mga4ZfusTtrx3gtnDJK7HcHNzc6F8kCQQnHaCbncp2muGj7D7xGl7Xp7Wul4SFjuGRY6zTJh8\nECZZBMO48Y3wq7cY2ZOsI6w1BBB2tsIsTqsHTUO7AmLNDCte2Os02JzWgd5vDj6jYnsS9AkzXK83\nf+KJJ/BHf/RHeP7555FMJgef/9Zv/ZZvggkEguDbXYr2muEj7D7hkY/1BVie1rpeEhY7hkWOs0yY\nfBAmWQTDuPGN8Ku3GNmTrCOsNQQQdrbCLE7lrgJIkuFxsWaGEy/sdRpsTutA7zcHn1E1YxL0CTNc\n30yq1+vIZDK4ceMG3nzzzcH/BAKBv6TScdPjXre7DHo+gTVh9wmPfKxzYonow/82aa3rFWGxY1jk\nOMuEyQdhkkUwjBvfCL96i5E9yTrCWkMAYWcrzOI0loga2hUQa2ZY8cJep8HmtA70fnPwGRXbk6BP\nmOGy3uc+9zkAQLVaRT6f91UggUDwkPmVgunvlr1udxn0fAJrwu4THvlY70zKz6QHv2E3aq0btJxB\nEBY5zjJh8kGYZBEM48Y3wq/eYmRPso6w1hBA2NkKszjNz6QB4y8miTUzpHhhr9Ngc1oHer9JoGvG\nJOgTZri+mXT79m388i//Mn7zN38TDx48wMc+9jG88847fssmEJx5LlwtIVeaYh7zo71v0PMJrAm7\nT3jkY51TnMsglYkjlUmYttYNUs4gCIscZ5kw+SBMsgj+//bePEqO8jr/f6r36WWmZ5/RjGY0IxiQ\nkG22YPgBNhjbxD444EUEcCA2HAcIxIljO2AHO8LWIVbic3zsYB/jLDYQEnYT5+tsBGOzGLBZFBZJ\nCMFomU2z90zv3VX1+6NVreruqu6q7trrfs7hIFVVv+9973PvrbdL3X0raUWbeq+N95CuapHzZ2d/\nBJ0D0Zp7CED5o4R6cTqypRsjW7olz9E907po4S8n+Fy8BmG/KSDed9plPVZGUTe3T3/60/jGN76B\nL37xi3jsscfw7LPP4jvf+Q4efvhhI2ysi91/HV2MGb/2zhY5HNm/jLnJVWTTBYTCfgyMxbGRWglr\nTj1fDwx2lLWvvi4Q9ILxeMBzPAp5Vvf2vma3E7Y6SnNG6XVK8t7qmiixr9nWukbbKb5Wr9oo2JFc\nymJ+Zh3J1SwYBgi3BxGOBagGa4RYw/R6HqlEDmCASHsQobBPl7raTN5bIb9pLyBNK9rIvfa0c0ex\nvJJq2S6j9TI7RuT8OTgex+w7q5rnjx7rtWJXp3oxDsASteng3kXsfW4a81NrYMCgZziGU84ZwuiW\nHtvUJ720l4rT3pF2MGhtb2XWfUnLvBOvIZMsIJXIguN45LNFZJJ5hGNBDI7FseGETl3rmBXzXi31\nurkpepj0iU98Ao8++iguu+wyPPbYYwCA3/u938PPfvYz7axsEruLI8boYGOLHHb/8jDWlzM152Jd\nbTj1ghHbFGmr08jXH9p+CpZXUqSJxVGqjxodnXCTcRpG5WFXZwSPP/QG5bsOiDXkWB5H9i8hmyr9\nIGcoEsDGk7rg8TCa+tmueU/3HWNpVXsz9HJbjOi1XivlvR1wUtzpob2T/APovx6z/OWEvK/3MEmR\nx+LxOPbt2wfm2K/6/+xnP6PfTnIAR/YvSyYUAKwvZzC1f9lgi5xLI18f3LOg6DrSxFyU6kM62huj\n9Jt8Y4HiRCfEGq4cTZUfJAFANpXHytHSJ0O09LNd896udrsVM/RyW4y4bb1WhXSoj9P8o/d6nOYv\nq6DoYdKOHTtw++2346233sKZZ56Ju+++G7fffrvethE6Mze5Wvf8bIPzhHIa+frIgWVF15Em5qJU\nH9LR3hil39Tb9TcuFCfNI9YwsZSuOZ9YPH5MKz/bNe/tardbMUMvt8WI29ZrVUiH+jjNP3qvx2n+\nsgqKurmNjIzgX//1X5FOp8FxHKLRqN52EQaQTRfqns9ligZZ4nwa+vrYv5qTJtZGqT6ko70xSj/x\np2X0nMeNiDUs5tma88UCV/6zZnraNO/tardbMUMvt8WI29ZrVUiH+jjNP3qvx2n+sgqKHia9+OKL\nuPvuu5FIJCqO33PPPboYRRhDKOyv+2Ym2KYoPAgFNPT1sS4DpIm1UaoP6WhvjNIvFPFjfS2r+zxu\nRKyhL+BFIVf5QMnnP/7BbM30tGne29Vut2KGXm6LEbet16qQDvVxmn/0Xo/T/GUVFH3N7dZbb8VF\nF12Em2++ueI/wt4MjMXrnh9scJ5QTiNfbzyhS9F1pIm5KNWHdLQ3Ruk3vLl+O1qKk+YRa9jRHa45\n39Fz/JhWfrZr3tvVbrdihl5uixG3rdeqkA71cZp/9F6P0/xlFRQ9guvv78dll12mty1EHWRbP/LA\n/JG1uscGxuLYMB7HzDurFe3mOZ7HzNsrWF/Nwh/wor0njK7+SLnDjdAWtJ4N1e0a1bR0rHctAMVz\nzRxYxuxkAun1XEWbx+o1N2OLMIbcHEpbSW6c6MLSTFK2g8Cmrb1YXklhw3gce38zg9m3V1DIs/D5\nPMCxH773BbwIhHzgj40nNa/alpqN1q3FOEfeWsaeX09jYXoNANA73I4tvzMIj9dTE6fV42tlXys+\nEr+OZTnMTq5ibTkjmzNS10W72sCg9AN/Xn+ljq3apWR9Ql2YO7iK2ckEkoksinkOXp8HxTyLXLoA\nluUQ6Qihb6Qdp5w9hNGt6lvuNlpDM+flappcnah3vVTeH9y7iD2/nsb8kQSSiRz8fi96hmIo5lkE\nwv6yvgKRjiDYIofnf35AcR0MBL2AhwE4IJ8rll/znvduxIE98zV1gWN55LJFTB9YweQbC6prrdgv\n6fU8UokcwACR9iDCsYCiXJOzWZx7cmPL5WcreSulmbimVMesuOZ29keQTGQrurl19kcAlOrv4Hgc\nB/cs1l27OK7qrVuYk2N5LM0mMfPOCtZXMmCLPN54bgr9Ix3YsLkTp5w5hGhfSDKGtcp7pTpL7QXi\nvWEk5tPI54rgOB6zk6tNx7lUTK6vZJFYSqOQZcF4gO4NMfQMRsEwTM1rm41TqXuPECdK/C6eS2ke\nKdGjGaptOXooAX/IV65PHMtj5WiqRi+xH8Q1rm9jOzZs7qy7j2k0p4DUflHJOlpt+60lUnGVSRcQ\nDPkq1gqoW6/UPI1qjRp/yO2D+0fa4fF7GuZiMxooyUE19+F6iOu4EOOJpTSKeRaxrjaMnNwNtsjJ\nxq+Se4VStG5Zr/a9ktT7kP6xDkTiQaRWcwBQ4SPG68HaUga7nzqMfKaIbCpf8Tq+yGHvb2bLahkF\nPgAAIABJREFUvuneEENXXxhLsykc2reIzHrp+k1be7Dt3OFy3WzGp0r38nJ5p2RPpIRG78WEPbyW\nceMGGJ7n+UYX/dd//Rf+93//F2effTZ8vuPPn9Q+YOI4Djt27MCbb76JQCCAnTt3YnR0tHz+F7/4\nBb7//e/D5/Phk5/8JC6//PKGY9q91Z4YudaBUq0MhVbHAFNucSx1TLh2cTaJng3RiuuyqQICbX5E\n40GsL2dQzHOIdYXw3o9uxuiWnpoNXKN2igAUt1ysN16kIwgwKBfHenMlFtIVLZ+B0huFoRM7sTyX\nKq+5GVsEv3UNRDD91nLNHBtP6kJHT1hxK0m2yGFq/zJmJ1eRyxQRbPNhcCyO4YkuDAx2YG42UV7T\nynwKq/MpzB9ZB8dy6OgN4+TfGYTP75VcQyOfqrm+Ol5aGWd+eh3ZZB450feUeY5HMpFDz1AUIyf3\n1GxKhfG1sq9ag2bagla3GV+ZTyGxmK7JGQA11wk6ev0ejG3rRffgcbtjXW340PZTsLCwrkm70nq1\nguNKzyWzyTxW5lPIZ4vIpotgixwYhkG4PYBA0IfO/gjaogFsPWcDTv/AJlVv8uut4V3nDeO1Z6ZU\nnZeraYB0nah3vVTev/zEQex5fhqZ9ZJPhK9C+YM+9G9qR6yzDcU8i4FNHWiLBtA30o6l2aSi2iSs\nQ1xvxS3pAWB4rBMj7+rB7Dur5brgD3iwtpxFQOZNTKNaK/aLeG4AFfPXyzU5m8W5Bx6SY4OHZH62\nkrcCYs2qP6oeitTGrLjmZpIFpBLZso/aogEMjsUxOB6viDuptQtrBRgMndhZcT+o9um7zhvG1FvL\neO7/HcDhfUtgCywKORYenwcMSrE1ON6BrWcOgfEzDe91zea91Dj1dBbvBQpZFpl0HkMndFXUK/F4\ngPI4r47JQ/tKb6YLORb+oA/x3jBWF1IAGAyOd1TcF5qNU6l7j6DXyWcNwOP1KM5jpXmkVI8PbT8F\nyyuphrrWG0+4v+SzRfSNtGP+8BoCoVL9Fu/9BD8IdV9c4wRfS+1jGs0p1ERhD6NlnBpNvb1GPltE\ne3cbCnm2Ys/WjJ1skcPkK/OYmlwpjy+XM0r8IdhdvQ8W9ljReAhtUflcrEbNnErrZaP7sFK/Hdq7\niBf+422sr2Th83vQ0RMux7pcDqq5VyixodXYFd7jqRlLTmNhHRtP6kKsM4TuDVHMTa7iwP/Nlx+0\npRK5ct4DDDr7I2AYINDmB8/zWJ5NIhoPgWFKMbN8NIn1lRwYBgiG/RBUE2rFlvduAADs+82sKp+q\n3ctX552SPZHaeJJ7LwZA07gRkHt/byd6e2Oy57w7duzY0WiAb3zjG0ilUkgmk5ieni7/98EPflCV\nIY8//jgOHDiAu+66C+Pj4/jud7+LSy65BABQKBRw44034r777sPll1+O22+/HRdddBHC4dqPp4tJ\np/OqbLAykUhQcj2H9y1h/lDl71Utz6WwtpxBscDC42EQjgUkjwnXLs8ma64DSkkV6QhiaHMnujdE\nEesMoWsgWv5X23o2COQzRXi9HiSWMg2vifeGG443N5lAYjFTtr/eXOK1CBQLLNaXs0gnchV+UGuL\n4Lf15Szy2cofZRN87PV5Ksaqh8fDIN4bxvBEFzZt7cHwRBfivWF4PAwikSD2vjyL+UMJMMds5jmA\n53mE24Pwej3w+jzltVSvoZFP1VxfHS+tjHPkzUVkkwUEQscfQqfWckgncmCLPIJhf8Uc4vG1sk+M\nWh9JvU7Qp7M/UpMzUtcJOobCfkQ6goi0ByvmbAv7cXR6rSm7lKxPyJHEUhrZZAH5fBHZVAH5bBHp\ntZIODAMwYEr/Zxh4PAwKORbReEjRvHJzi9cwf2QN6TXpei13Xq6mAdJ1ot71Unm/74UZrC1nkFrL\nVWwcOJYDx/Lo7Iugb2M7xt/Vh23nDiOxlMHC4TXZNUjVQXGNqraLYwGO5zF6rB5s2toDluWRXMmC\nYRjFc4gR+6W6Pornr5drcjaLcy+bLEiOnU0WJPOzlbwVEGtWTfHYQxtxzIpr7ti2XkycMYiJMwYx\ntq23XH+P7F9uuHZhrcK9RXw/qPapz+8F42GwcHgNPM+D53kU81x5Y86xHNgij0h7EIszyYb3umbz\nXmqcejqL9wIMU8r/6nolHk9NnFfH5OzB1XK+cSyHbLoAtsCVfSO+LzQbp1L3HuG6xZkkcumioj1G\n9TzVczVzL24L+xGM+SXPSyE1nnB/iXWG0Bb1oy0aQDgWqKgbYj8IdV9A7GupfUyjOYWaKOxhml2H\ngJp41xo5uxgPA1/Ai5GTu/Ge949U7NmanWd5NoV8vlQ/6uWMEn8IdlfHp7DHEu7lcrlYjZo5BRrV\ny0b3YSV4PAwSSxmwBQ7dg6W9ljjW5XJQzb2iEVrErvAeT81YchoL6/B4GPj8XnQNRBHragPP8ejs\njyCbLGBdtLfh2NI/GgZCPiSW0qVPMWaK5WOptRzWFjNIr+VQyHHwej3l3xUUasXaUhbzR9Zr3g8J\ntsj5VO1evjrvlOyJ1MaT3HsxreNGQO79vZ2IRIKy5xQ9WltYWMA999yDv/7rv674Ty0vvfQSzj//\nfADAqaeeitdff7187u2338bIyAg6OjoQCARwxhln4Le//a3qOZyIVCtDcatjocWx1DHxcanrqq8F\npFsjKmmnqKblYr1rE0vpGpvk5pJq+QwAC1OlN3xy4yixRRhbGKvm/LGx9WorrVYntS0vG61bie8a\njZNNFpBJVhbQbLK0oc0k85JzCONrZZ8SWxu9VunrlOaqmCMHljVrV1pvfkELwf+FHFv6Sl6RPfb3\n0gZB0CuxmFYV243WcGD3UdXn6/lOqk408nV13ot9U404PhvFpHh8I/JYaf2Uqo/i+eXWJWezOPfk\nxpbLz1byVkCsmRRqY1YYs2IMibWLj0ndD6p9qiS2VuZTiu51zaxBbpxmdJYbT02cV8dktU+Soo27\n1H2hGful7j0CC1NrivcYUvOI5xLbJ9BIjyMHluuer6bZ2ir2g9Iap3TOZvY9Vm3LbZRdrd4b5Mar\nHke8x6oet9Wao7ZeNroPK6WZ/a2W9wotY6SZ90pyaxHnr1TNEue9EA/ZZKFcc8XHxHtCYT8ofu3C\n1Jrs+yHBFjXvH5XuCYysG3rsMdyAot9MOvPMM/Hkk0/i/PPPr/iam1qSySSi0Wj5716vF8ViET6f\nD8lkErHY8Y9QRSIRJJPJhmN2dobh83mbtslqSH2MzO/1wherXKPX44EnVHoW6GGAaCwkeUx8rdR1\n1dcKf6+2Q8oGMR4G4IGG1wjj1hvP6yl9HUBsk9xc1WsR4FkewZC/Zm1qbBHGFsaSGiMaC0n6qxmq\n7VCrkxKNlFxfHS+tjMMwpU+7iP3HMKV/SWEYwOfx1MwhjK+VfWLU+kjt65TmqphcqtC0XUrsFOYX\ntOB5lL4uWfoYUml8bynnBF2E3Al4vYpju9Ea+AIvm9Ny5+v5TqpONPJ1dd6LfSN8hVRAHJ+NYlI8\nfnUdbJTH1T5utdaK/SJVH8Xzy61LzmZx7vGA5NjCcSm9ms1bAbFmUqiNWWHMRmsXr1XqflDtUx5o\nGFvFPKvoXtds3kuN04zOclqpifPqmKz2SbkmAZL3hWbsl7r3lOdjecl7j9z6lOaRQCM9cqlCSzFa\njVxtFftB7GMBqRqndM5m9j16jKkFRtnl93rB87V7c/E8jfbiUnZXjyPeY1Xvg1utOWrrZaP7sFKa\n2d9qea/QKkaU7iOq35/IrUX8PkSqZolrrRAPDMOU64H4mHhPWF2jGaZUNwHpmirYIuXTVvfyRtYN\nPfYYAmbUNqNQ9GToySefxEMPPVRxjGEY7N27V9Vk0WgUqdTx74lzHFd+OFV9LpVKVTxckmNlRf4J\not2Q+05lgWVrvrvJcpzou+9eJNezksfE10pdV30tUGpXXW2HlA1iQsda2ze6Rhi33ngsxwFAhU1y\nc1WvRYDxMshlCzVrU2OLMLYwVjXC2FL+Uktvb6zGDrU6KdFIyfXV8dLKOKWveaDCfzzPl38wschx\nNXMI42tlnxi1PlL7OqW5KqZ3MIb1tWxTdimxU5hf0AIofaUFPA/hAMdy8HgYFAssvD5POXfyLKs4\nthv5iPEzsjktd76e76TqRCNfV+e92Ddskau4VhyfjWJSPD4AxXkcjYVqfNxqrRX7Rao+iueXW5ec\nzeLcAyA5tnBcSq9m81ZArJkUamNWGLPR2oU1AZC8H1T7VDyOXGz5Al5kj41T717XbN5LjdOMznJa\nAcrjvDomq33CMKWvEACQvC80Y7/Uvac8n5eRvPfIrU9pHgk00qN3UN3vZzRbW8V+AKCoximds5l9\njx5jaoFRdhVYFj5P7d5cQMleXMru6nHEe6zqfbCS/bWSOQUa1ctG92GlNLO/1fJeoUWMCO/x1Iwl\np7F4HUL+ArU1S1xrhXjgeb5cc8XHxHtCnufLNVl4rffY196kaqpgi5RPW93LG1k39NhjAM7/zSRF\nX3N75plnsG/fvor/1D5IAoDTTz8dTz31FABg9+7dmJiYKJ/bvHkzDh06hNXVVeTzebz44os47bTT\nVM/hRKRaGYpbHQstjqWOiY9LXVd9LSDdGlFJO0U1LRfrXdvRHa6xSW4uqZbPQOmX94HatamxRRhb\nGKvm/LGx9WorrVYntS0vG61bie8ajRM69lsOYkLR0k2vLRqQnEMYXyv7lNja6LVKX6c0V8VsPKFL\ns3al9eYXtBD87w96SxuEY5/s9AdLD/YFvTp6wqpiu9EaTji1X/X5er6TqhONfF2d92LfVCOOz0Yx\nKR7fiDxWWj+l6qN4frl1ydkszj25seXys5W8FRBrJoXamBXGrBhDYu3iY1L3g2qfKomtzr6Iontd\nM2uQG6cZneXGUxPn1TFZ7ZNoV1v5z1L3hWbsl7r3CPQOtyveY0jNI55LbJ9AIz02nqCuE1iztVXs\nB6U1Tumczex7rNqW2yi7Wr03yI1XPY54j1U9bqs1R229bHQfVkoz+1st7xVaxkgz75Xk1iLOX6ma\nJc57IR5CUX+55oqPifeEwn5Q/Nre4XbZ90OCLWrePyrdExhZN/TYY7iBuj/A/cADD2Dbtm248847\n8Zvf/Kbmv7POOkvVZOPj43j66adx11134emnn8aOHTvw7LPPYvfu3Xj3u9+NoaEh3HbbbXj44Yfx\nyU9+Euecc07DMe3+g1Zi5H6gK9YZwsrRNPKZ499hDYX9SK/n4Av40D/aAYZhJI8J1/IAuo+13RWu\nKxY4hCKBimtjXW2YOGOg9hfzJWwonzv2mo7utobXlDtV1BmvdziGjt4wCtnaJ8PVczEMU15L2TeR\nADae3A2AKa+5GVsEvw2OxZFZz9fM0T/agfbusKS/1BKJBOENeirsUKuTEo2UXF8dL62M4/V74Q96\nwYp85w94S+NviGJgU7xiDvH4WtlXcV6lj9S+Tmmuil97xgWb4GvzNmWXEjuF+UORUjtrz7HW2wDA\neDzweBl4vB6Eon4Egj60d7ehLRrACaf146QzBxXHdiMfnXrBKFYXMqrO1/OdVJ1o5OvqvE8f6+LG\noOQT7tjHuP1BH/pGYhjYFK/I8WbqYL087huKYXRbj+o8rldrxX4Rzw2gYv56cStnszj32iIBybHb\nIgHJ/Gwlb8W+ETQT12NhfrUxK4zZaO3CWn0BHzae3F1xP5DyaUd3W8PYGj2pB/H+cMN7XbN5LzVO\nMzrLaaUmzqtjMp8tIrOeB8fy8AdLreYLuSK8Pm8576TudWrsl7r3CHptPWcD4n0RRXuMfKaoOI+U\n6nHGBZuQkfnXfSmara1iPwh1v1GNUzpnM/sePcbUAqPsinWGkF3LY2312CfamtiLS9ldvQ8W9liR\njlI3N7lcbGatautlo/uwGt+p3d9qea/QIkaE93hqxpLTWFiH+H2IVM0S7j9enxft3W1gGCDa2YZY\nZwjFAodIR6mbmz/gBVvkwHFAIOSt6ebWNxLDKecMoW+kHasLaVU+bXUvb2Td0GOPATj/B7gZnhc+\nAFvL/fffjyuuuAJ33nmn5Pmbb765detaxO4fGxNT72NwUq0M+0ZKT4jnD6/VPSa0P65uP+3xeMBx\nvOKWp/XaKUq1Ypa7Rsl4ABTPNX1gGTOTCRw9tAr2WHHsH2nHyb8zCI/PU+MLNbYIfps+sIy5Q2tI\nJbKItAcxsCmOoRM6m24RW424ZajYDrU6qfG/knVrMc7UW8vY89w0FqZKsd07HMPJZw3C422sjRb2\nsUUOR/aXfuQ6my4gEPSC8XjAq4h9Nb5VmqvCawcGOyS1b7YNcb355yZXMXdoDesrGXBFDozHA67I\nIpMqgC1yiHaE0DfSjq3nDGF0S4/qeQ/uXcTe56YxP7UGBgx6hksbEGGsRmtU6zugtk7Uu14qNg7t\nXcSe56Yxf3gNyUQOPr8HfSPt2DDeKZnjzdRBuTw+7dxRyRbhrdZasV8yyQJSidKbl0hHULadt1Kb\nxbknN7Zcfgr14I1fT2Nxeh08ePQNt2Pr2UMY3aos3sSaiWtKMzGrZu3iuFLi00axte13hhDpDVVo\npXXea6Wzknvw7MEEkqtZsAUOPr8XkXgQg6L7pHidmWQB6ysZJBbTyGdLHYm6N0TRvSEKBkzduqzG\nfql7jxAnSvwunktpHinRQ6j5jfSsvm/xPLA0k8TSbLImd+TWI/aD0hqnNqbUoMeYWmCUXV2dEbzy\n7KGW9uJSdlfvUfs2tsPn90qOC7RWc9TWS7NiR+t7hez+hAfmj6whmy4gFPZjYCyOjRI2id/jNfNe\nScn7EKmaxXF86QF+Ml9+3cBYBziWw77fzJZ9070his7+MJZmUji8bwmZ9TzC7QGMbu3BtnOHy3Wz\nGZ+2upc3sm7oscdw+tfc6j5MEvjpT3+Kj3/84xXH7rvvPnz6059u3boWsbs4YpwQbGbAFjns/uVh\nrEu0ciz9q92IqZsUJZD2+mCH2HCC9nbwsxVxgvZqoDg5jlO0J03V00h7KZ9yLI8j+5cAMNh4Ulfl\npzDIz7bBKXlPqK99pL17cYL29R4m1f0B7p/85CdIJpO4//77MT09XT7Osiz+/d//3RIPkwjiyP5l\nyWIOAOvLGUztXy7/yx3hLig2jIH8TCiB4sR5kKbaI+XTlaOp8o/QrhxNoXvweGdk8jNBGA/VPoIo\nUfefMUZHRyWPBwIBfOtb39LFIIJQy9zkat3zsw3OE86FYsMYyM+EEihOnAdpqj1SPk0sHe9cnFis\n7WJMfiYIY6HaRxAl6n4y6cILL8SFF16Ij3zkI9i8ebNRNhGEKrLp+j9kmZP40TbCHVBsGAP5mVAC\nxYnzIE21R8qnxfzxH0yu/mFYgPxMEEZDtY8gStR9mCQwMzODv/iLv0AikYD4J5aeeOIJ3QwjCKWE\nwv7yx7+lCLYpCnPCgVBsGAP5mVACxYnzIE21R8qnvoAXhVzpgZLPX/ulAvIzQRgL1T6CKKEo0nfu\n3Ilbb70VJ554Yk37PoIwm4GxOA6+viB7fnAsbqA1hJWg2DAG8jOhBIoT50Gaao+UTzu6w1icKf2A\na0dPuOY15GeCMBaqfQRRQtHDpM7OTlx44YV62+JahBawbyxNYWFuvW5rSadQ3fa2lTVvnOjC0kxS\ntqOC0ArVaWjpQ6cijg2O5bFyNIXEUhrFPItYVxtGTu4GW+TIXy3i1hwk1EFxYh563S9IU+0QNJo5\nsIxD+xbBFji094TR1R9BZ38EyUQWAIPO/kjF68jP9sTsPZzZ89uBej6i2kcQJbw7duzY0eiiyclJ\nPPXUU2AYBkePHsXMzAxmZmYwNDRkgIn1SafzZpvQEkJryflDCXgYD/K5IooFDqvzaawcTaN/pL2i\nBawTEK9Z+O5/K2v2eBj0j7TD6/UgmyqAZXmEwn5sPKkbE2cM2OKmGIkEVcWy1j50KkJsAMCbL85i\ndTENj5dBZ38UPUMxrC1lTPeXWu2tiBNy0AycoL0aKE6OY6T2et4vSFP1SGkv1ogt8mjvbAPPA2uL\naSRXc+gbaccp/98QRrd0I58tkp9tiqC92Xs4s+e3A418NLCpAwObOhTXPrfd74njOEH7SCQoe07R\nJ5NeffVVAMCePXvKxxiGwT333NOiaYQbW0vqsWavz4PRrT2O85UcboybZvH6PPB4PRgci2NwrPY8\n+Usb3JaDRHNQnBiP3vcL0rR1qjXyeBl0D0bRPRgFAAyd0Fn27/i7+kyxkdAOs/dwZs9vB5T6iGof\n4XYUPUy699579bbDtShpLem0IuXGNWsN+VAd5C+CINwK1T/rQxq5C7P1Nnt+O0A+IghlKPpc7PT0\nND772c/iwx/+MBYWFnDNNddgampKb9tcgRtbS7pxzVpDPlQH+YsgCLdC9c/6kEbuwmy9zZ7fDpCP\nCEIZih4mff3rX8d1112HcDiMnp4eXHLJJbjlllv0ts0VhML+uued2FrSjWvWGvKhOshfBEG4Fap/\n1oc0chdm6232/HaAfEQQylD0MGllZQXnnXcegNJvJV1++eVIJpO6GuYWBhq0jnRia0k3rllryIfq\nIH8RBOFWqP5ZH9LIXZitt9nz2wHyEUEoQ9Fj1VAohLm5OTBM6Zf9X3zxRQQCAV0Ncwv1WktGOoJg\nixye//kBR7XtbLWdptHtTFuZj9oxWwOleZZezyOVyAEMEGkPIhwL1NWLWuuah5N8L7eWDeNxzLyz\nWnG8d6QdDA/MH1nTpR6p9auTdDAao3xH9wvro5VGZuaj0rmbsVH8GrX3aStidk6aPb8VqY7LQNCL\nTLqAYMhX09muno/k4rvr3IgRy3AdtAcxH4bneb7RRa+99hpuu+02HD58GCMjI0gkEvjud7+L97zn\nPUbYWJeFhXWzTWgZtshhav8ykktZLB5NItjmQ99IO5Zmk0it5mquj3W14dQLRmydJMKaZydXkcsU\nEWzzYXAsjuEGyS+06pS7AWrtl1bmU/Pa3t6Y6lhu1oduRcpf4jzjWB5H9i8hmyp9Tz4UCWDjSV3w\neBhJrbWKxWa0dztG1wG96O2NYW42IbkWjuWxOJtEz4ZoeSMrxCjAlGNTQIt6BECVX52igxl0dUbw\n+ENvGHovo/uFNZCr+a1qZGY+Kp27GRvFr1F7n7YaYu3Nzkmz57cScnHJsTzy2SLau9tQyLMNfVQv\nvofHOjF2Wp/rfKsndtmDOGGf39sbkz3n3bFjx456L37yySexYcMGXHvtteB5HouLi7jgggtwySWX\nwOMxX6B0Om+2CS3j8TCI94ZxyplD6N3UjuGJLiSWMlg4vCZ5fT5ThNfrQbw3bLCl2iGseXiiC5u2\n9mB4ogvx3nDN0/9qDu9bwvyhhOQ5PfzSynxqXhuJBFXHcrM+dCtS/hLn2fJcCmuiG1KxwMLjYRCO\nBSS11ioWm9He7RhdB/QiEgli78uzkmtZnktheTZZjkHh2NpypiI2BbSoR4mljCq/OkUHM5h7J4FD\nby5KntPDd3S/sA5yNb9VjczMR6VzN2Oj+DVq79NWQ6y92Tlp9vxWQi4uGQ8DX8CLkZO78Z73jzT0\nUb345liAZTlLx6fdsMsexAn7/EgkKHuu7tOgf/zHf8Sdd96JXC6Ht99+G3//93+Pj33sY8hms9i1\na5fmhhLHUdKS0o0Y7ZdW5iMNrY9Yo8RSuuZ8YvH4sWq9SF/zcJLv5dYixKM4BsUxKj4u0Go9UutX\nJ+lgNFNvL9c9T74j1GJmPiqduxkbW7lPE4QStModuicaC/nbGtT9zaR/+7d/wwMPPIC2tjZ8+9vf\nxgc+8AFs374dPM/jox/9qFE2uhJqSSmN0X5pZT7S0PqINSrm2ZrzxQJX/nO1XqSveTjJ93JrEeJR\nHIPiGBUfF2i1HjX61jvlgHYIX9ORg3xHqMXMfFQ6dzM2tnKfJgglaJU7dE80FvK3Naj7ySSGYdDW\n1gYAeOGFF3D++eeXjxP6Qi0ppTHaL63MRxpaH7FGvoC35rzPf7xEVutF+pqHk3wvtxYhHsUxKI5R\n8XGBVuuRWr86SQejCUXId4S2mJmPSuduxsZW7tMEoQStcofuicZC/rYGdR8meb1erK2tYW5uDnv3\n7sW5554LAJienobPRwLpCbWklMZov7QyH2lofcQadXTXfq+6o+f4sWq9SF/zcJLv5dYixKM4BsUx\nKj4u0Go9UutXJ+lgNMOb63dLIt8RajEzH5XO3YyNrdynCUIJWuUO3RONhfxtDeo+TPqjP/ojXHbZ\nZbj88svxqU99Cn19ffiP//gPfOYzn8F1111nlI2uZONEF2JdbZLn3Nq2EzDeL63MRxpaH7FGnf2R\nik8LhCIBdPaXWrlK6UX6moeTfC+3ls7+CDoHouUYFI6FIv6K2BTQoh6p9auTdDCasVN6yXeEppiZ\nj0rnbsbGVu7TBKEErXKn3jjxHopPraE9iDVg+AY/knD06FGsrKzg5JNPBgD86le/QigUwnvf+15D\nDGyE3VvtsUUOR/YvY25yFX6vFwWWxcBYHBuPJYC4bac/4AHP81iaSWFxtrTu3uF2nHL2EEa39hjW\nSlSwN5suIBT2l+01qv2i0e1MW5lP6Wud0DbSrog1yiQLSCWyAIBIRxBt0UDDNrCtxqJa7fXKQTuO\na8W2xo3WK1Xze0fawQCYP7xWsZbB8Thm31mtWGPfSDsgca1W9UitX7XWQWm8mHEv0nLO3t4Y5mYT\nloxhQl/0vN+bWRel5u4baQd4YP7IWjln5OpdPRubvU/rXSeUjC9cM3NgGYn5DBbn1hGOBTE4FseG\nEzoN2z9bYf9uZbTKHblxTjt3FMsrKR1XYB5mxpZV94JinPAer7c3Jnuu4cMkq2Nncdgih92/PIz1\nY21Oo7EQkuulG2Ssqw2nXjBScTN6+YmD2PP8dM0Pd4YiAWw9ZwNO/8AmXROn2l4x1fYS6nBCoSGa\nQ432euWg3ca1Ko3W+67zhvHaM1OKar4bURovZsSV1nNSzXcvbtHe7Pqv9/xKxgeA3b83Mr2CAAAd\nxElEQVQ8jMRCGkf2L4FngVy2tIcPRQLYeFIXOnrCtvcF0Rin5j3FVmOcoH29h0nuVtdkjuxflkw+\nAFhfzmBq/3LFtYf3Lkl2gMmm8ji8d6niej1QYy9BENqjVw7abVyr0mi9L/3vpKv8oRal8WJGXLkt\nlgmiVczOGb3nVzK+cM3K0VTN/j2bymPlaMoRviDcC8UWQQ+TTGRucrXu+VnR+bnJVSSW0rLXJhbT\nFdfrgRp7CYLQHr1y0G7jWpVG6z2w+2jd807zh1qUxosZceW2WCaIVjE7Z/SeX8n4wjVy+/fEYloT\nWxphthaEc6HYIqglm4lk07WfMhKTyxQrri3mWdlriwWu4no9UGMvQRDao1cO2m1cq9JovZmku/yh\nFqXxYkZcuS2WCaJVzM4ZvedXMr7wSyJy+/digdPElkaYrQXhXCi2CPpkkomEwv6654Ntx5/1hcJ+\n+AJe2Wt9fk/F9Xqgxl6CILRHrxy027hWpdF626Lu8odalMaLGXHltlgmiFYxO2f0nl/J+MI1cvt3\nn9+jiS2NMFsLwrlQbBH0MMlEBsbidc8Pis4PjMXR0R2WvbajJ1xxvR6osZcgCO3RKwftNq5VabTe\nE07tr3veaf5Qi9J4MSOu3BbLBNEqZueM3vMrGV+4Rm7/3tET1sSWRpitBeFcKLYIelxoIhsnurA0\nk5T9Bfzhia6KaxeOrCGZyEp2cxvZ0l1xvVH2ciyPlaMp5HNFcByP2clVQ1uNUqtTwmnUi2k1NUMN\ndhvXqnnfaL3V3dyqzw+Ox3Fwz6LkugAYvmYt/axkLKXxoldcSdkZCHoBDwOuwOHQvkWwBQ7tPWHE\ne8NIzKeRWErD6/ciEPKBP2ab3l2ZzIx9s+cn9EEPXfXMUyvMr3T8pZkkOJZHMpEFL/q2WygSQGd/\npMYWKS16R9rB8MD8kbWm9DFKC6vWB6va5QTMznMp1Oqt9HqKI2kYXvhCrwFks1l8+ctfxtLSEiKR\nCHbt2oWursog27lzJ15++WVEIhEAwA9+8APEYvLt6Ozeao8tcpjav4zZyVUEvF7kWRaDY3EMSwQm\nW+RwaO8i9jw3jYWp0rp7h2PYes4QRrf0GLaRFOzNJAuYO7iKQMiHzv4IPB6mfJ0T2r4aiRPaRhLN\nIdZeaathIQdzmSKCbT7ZmqEGcW5beVyr532j9crV/MHxuOyDpkhHEGCA1Gqu5pxea9bSz2rGUhov\nesRrtZ0cy+PI/lIX1VAkgKETO5FYSGN1PoXVhTTivRHE+8IV9z+lvmmm5psd+2bP7xSsdr/XU1e9\n7itWmV/J+MI10weWsTafwcLcOiLtQQxsimPohM6aa6u1EOoQwGDjSV1N77WN8IUV64NV7LJa3muJ\n2XlebYsavZVe30ocOUH73l75ZzGGPkz68Y9/jGQyiT/5kz/Bz3/+c7zyyiu47bbbKq658sor8f3v\nf7/mIZMcdhdHjN2C7eCeRRx8fUH2/Ni2Xoxu7XHs/FpiN+0J7RBr76SY1gsn+Uip9kszSYABugej\nkuf1WLOWfraLZtV2Ls0ksThzvC73DMXQPRgtHxf+Xo2S9TRT8832o9nzOwWr3e9JV+NopL2UFuI6\nJFVzrKKPVePIKnZZLe+dilq9lV7fShw5Qft6D5MMfVz40ksv4fzzzwcAvO9978Nzzz1XcZ7jOBw6\ndAhf//rXccUVV+Dhhx820jxCJWa3gzR7foLQGorpxjjVR/XWlVhKl1tIS6HHmrX0s100q7azup23\noIFwXE4TvdZjth/Nnp/QB9LVOkhpIa5DUjXHKvpYNY6sahehD2r1Vno9xZE8uv1m0kMPPYS77767\n4lh3d3f5K2uRSATr65VP6dLpNP7gD/4An/3sZ8GyLK655hps27YNJ598suw8nZ1h+HzyXc7sRr0n\nf1bD7/XCF5P3vYfRdz1mz681drKV0BZBe6fFtB44zUdKtPd6PGAARGMhyfN6rFlLP9tFs2o7vR4P\nPKHj/+bmYUoaCMeFv1ejdD1q12y2H82e30lYyU+kq7HU86WUFuI6JFVzrKKPVePISnZZQSeno1Zv\npde3GkdO1l63h0nbt2/H9u3bK47dfPPNSKVSAIBUKoX29vaK821tbbjmmmvQ1tYGADj77LOxb9++\nug+TVlbk/7XWbtjtY3AFlq35MXAxoYhf1/WYPb+W2E17QjvE2jsppvXCST5Sqj3LcQCA5HpW8rwe\na9bSz3bRrNpOluNQyB3/xVx/0IvkerZ8XPh7NUrW00zNN9uPZs/vFKx2vyddjaOR9lJaiOuQVM2x\nij5WjSOr2GW1vHcqavVWen0rceQE7S3zNbfTTz8dv/rVrwAATz31FM4444yK8wcPHsSVV14JlmVR\nKBTw8ssv45RTTjHSREIFZreDNHt+gtAaiunGONVH9dbV0R0ut5CWQo81a+lnu2hWbWd1O29BA+G4\nnCZ6rcdsP5o9P6EPpKt1kNJCXIekao5V9LFqHFnVLkIf1Oqt9HqKI3kMfZh05ZVX4q233sKVV16J\nBx54ADfffDOA0g9zP/HEE9i8eTMuvfRSXH755bj66qtx6aWX4sQTTzTSREIFGye6EOtqkzxnVNtX\nM+cnCK2hmG6MU31Ub10jW7oxsqVb8pxea9bSz3bRrNrOzv4IQhE/gONtvIXjnQPR8t/F6Lkes/1o\n9vyEPpCu1kFKC6EOiWuQgJX0sWocWdUuQh/U6q30eoojeQzt5qYHdv/YmJhWPwbHFjkc2b+MuclV\nZNMFhMJ+DIzFsVHH1oxmt4M0e/5qW5r1v14fgTQjJgh1VGtvpZi2Kmb5qJV8knrtltM2INoXqmkh\nLbUuAIavWUs/S43VN9IO8MD8kTXd6pNazart9Ac88Hg84DgehTxb9sHgeByz76w27Ztma77Z9cHs\n+Z2AFb/yoKeuRu1D7LDfUaK9WItMsoDkahY8zyOXKSKbyiPcHsTgpjiGTujUNO+08J+Z9+aDexex\n59fTWJheAwD0DrfjlLOHyh22zK5bZue9HfJDK9TGodLrm41vs7XXgnpfc6OHSRailWBjixx2//Iw\n1pczNediXW049YIRxxULK9Gq//UoNBQT9sAJNxk30Eo+yb02GguB8TOuzEUj6pOVayDlvXtxk/ZG\n5aCVc12MGu2NXJNd/CcFW+Tw8hMHsef56ZrftAlFAth6zgac/oFNpttvZt7bWV8n4ISab5nfTCL0\n48j+ZckiAQDryxlM7V822CJ3YUX/W9EmgrArreQT5WItRviE/E4Q5mJUDjox141ck539d2T/Mg7v\nXZL8ceRsKo/De5csbb8R2FlfwvrQwySHMDe5Wvf8bIPzRGtY0f9WtIkg7Eor+US5WIsRPiG/E4S5\nGJWDTsx1I9dkZ//NTa4isSTf2TuxmLa0/UZgZ30J60MPkxxCNi3frhAAcpmiQZa4Eyv634o2EYRd\naSWfKBdrMcIn5HeCMBejctCJuW7kmuzsv2y6gGKelT1fLHCWtt8I7KwvYX3oYZJDCIX9dc8H23wG\nWeJOrOh/K9pEEHallXyiXKzFCJ+Q3wnCXIzKQSfmupFrsrP/QmE/fAGv7Hmf32Np+43AzvoS1oce\nJjmEgbF43fODDc4TrWFF/1vRJoKwK63kE+ViLUb4hPxOEOZiVA46MdeNXJOd/TcwFkdHd1j2fEdP\n2NL2G4Gd9SWsDz2KdAgbJ7qwNJOU/aV+obU0oQ9W9L8VbSLsgRVbyNZr/Ts80YWZd1Z1tbeVfHJK\nLsrFxYbxuGr/G+ETvedQmyfi6/1eLwosa3peuQEr1DNx/UouZZDJFipal2tth5a52grN5GAzeplR\nY/WOKyPXZOd71MaJLiwcWUMykZXs5jaypdvS9htBq/paoYZqgVPWYTUYnud5s41oBbu32hPTautA\ntshhav8yZidXkcsUEWzzYXAsjmFKEkNoxf96tY2kmLA+VmsZasUWsvVa/wba/AjH/OgdbofHw1Sc\n06N9crP5JPXaradvQKQ3ZItclIsLjuWxOJtEz4aoav8bUZ/0mkNtnlRfH42FkFzPyl5PaIMV6ll1\n/QqG/MhlS3VMj9bleuRqq/YozcFW9DJyv9OsnWrv90avya77RbbI4dDeRex5bhoLUyX/9g7HsPWc\nIYxu0f5hbTOYvddrVl8r1FAtMHMdZmuvBb29Mdlz9DDJQjgh2IjmIO3di9W0P7hnEQdfX5A9P7at\nF6Nbewy0qGTTS/8zicWZWj8lE1kwYDC6tQfdg9Ga82bYqxSraV8PubhYmklicWYdPUMx2/m/FdTm\nSfX14odJUtcT2mCFelZdv8QPkwCgZyiGMz80ppkdds5VK+ilhGbttFPNJ7TFrtrbJScbYeY67Kq9\nmHoPk6z/KJEgCIIwDCu2kK3X+jebLCCTzCOxKH2eWt5qg1xcCLq4zf9q88SKeeUGrOB3o1uX2zlX\nraCXEuxiJ0G0ilNi3SnrsCL0m0kEQRBEGSu2kK3X+pctcgDDoFjgJM9Ty1ttkIsLQRe3+V9tnlgx\nr9yAFfxudOtyO+eqFfRSgl3sJIhWcUqsO2UdVoQ+mUQQBEGUsWIL2Xqtf70+D7xeBj6/9O2MWt5q\ng1xcCLq4zf9q88SKeeUGrOB3o1uX2zlXraCXEuxiJ0G0ilNi3SnrsCL0MIkgCIIoY8UWsvVa/4ai\nfrRFA+jokT5PLW+1QS4uBF3c5n+1eWLFvHIDVvC70a3L7ZyrVtBLCXaxkyBaxSmx7pR1WBF6mEQQ\nBEGU2TjRhVhXm+Q5s1oEb5zowsiWboQitf+y1DUQw9CJnejsj9Scs3pLYzshFxed/RF0DkRd53+1\neWLFvHIDVvB7vfqlR+tyO+eqFfRSgl3sJIhWcUqsO2UdVoS6uVmI3t4Y5mYTOLJ/GXOTq8imCwiF\n/RgYi2Ojzq052SJnyrxECS1+6Z80tCfNaK+31tUtZP0BDxgPA54D8rliS/M1a3u91r/DJ3Zh9p1V\n27U0tluHD7nWwoPjcdP9b0b9U9tqWXx9wOtFnmUVt2am2t48gt+nDyxj9mAC6bUcwrEgBsfi2HBC\npyF+FNev9cUMstmirq3L6+Xq1FvLeOPX01icXgcPHn3D7dh69hBGtyq3Q8uYrB4rEPSC50vd55Zm\nk03bqDfNtFo3q+ZTDdGGVvYvyfks9r4yY0v/K4l1PWuCVv5qJme1wG57PSnqdXOjh0kWoqszgscf\negPry5mac7GuNpx6wYguwc4WOez+5WHD5yWO02qhIQ3ti1rtjdZay/koTitxwgbDCtgxrpRqb8e1\nWREr+dHMvNfCD3rfEziWx5H9SwAYbDypCx4P0/T4VsMM7a0U+3amWT8Kr+MLPJLrWcWvsxO0T6yP\nE/Z69R4m2UsNhzP5xoJk8gDA+nIGU/uXdZn3yP5lU+YltIM0dA9Ga63lfBSnhB44Oa6cvDYjIT+W\n0MIPet8TVo6mkE0VkE3lsXI01dL4BMW+VjTrRzf4n/aJ7oYeJlmIqbfrJ8js5Kou8841GFeveQnt\nIA3dg9FaazkfxSmhB06OKyevzUjIjyW08IPe94TEUvr4nxfTNefdopVWUOxrQ7N+dIP/aZ/obuhh\nkoXIpgp1z+cyRX3mTZszL6EdpKF7MFprLeejOCX0wMlx5eS1GQn5sYQWftD7nlDMs8f/XOBaGp+g\n2NeKZv3oBv/TPtHd0MMkCyHV6UNMsM2nz7xhc+YltIM0dA9Ga63lfBSnhB44Oa6cvDYjIT+W0MIP\net8TfAHv8T/7a9+muEUrraDY14Zm/egG/9M+0d3QwyQLMby5flvCwbG4LvMONBhXr3kJ7SAN3YPR\nWms5H8UpoQdOjisnr81IyI8ltPCD3veEju7w8T/3hGvOu0UrraDY14Zm/egG/9M+0d3Q4z0LMXZK\nLw7smZf9BfvhifoPm5pl40QXlmaShs9LNI9UK91MuoBgyFfR+QSwhobUllY79MxXKZ16R9oRiQeR\nWs21PJ+da40VY5hsKqFHXFnFt3bOGSuhpR+tEhvNoIUfGo0xOB7HwT2LivwjNVZnfwTJRBYAg87+\nSFM2EsfRq4bYOQ+aoVk/Cq/jC7XN050Sz1rGGN3z7AfD83xtdNsIu7faE9PbG8PcbAJT+5cxO7mK\nXKaIYJsPg2NxDOtcnNkiZ8q8RAk1bSPl2mZyLI98toj27jYU8qxlNHRim08taaZlqB75Wk+nSEcQ\n3RuimD+81vJ8dqw1esVwK+1irZhXZtqkZVwZsQ61Nd9uOWNFtPCjFrFhdptorfwgNcbgeByvPTOl\nyj9SY/WNtAOAJvccK2GW9lrXECvef4ygWT+yRQ6phSz2vDzjqHgWo/U92En3PLNrvhb09sZkz9HD\nJAvhhGAjmkON9gf3LOLg6wuy58e29WJ0a49WprWM3ew1GqvkPekkj16+aUV7K+plRZuawYh1WCXv\nCXVoERtO1t4pNUAvnKI96awep2hPqMcJ2td7mGS/x3sE4XLs1jbTbva6FdJJHiv6hmzSD6esg9Ae\nio36kH/cAelMEIQAPUwiCJtht7aZdrPXrZBO8ljRN2STfjhlHYT2UGzUh/zjDkhngiAE6GESQdgM\nu7XNtJu9boV0kseKviGb9MMp6yC0h2KjPuQfd0A6EwQhQA+TCMJm2K1tpt3sdSukkzxW9A3ZpB9O\nWQehPRQb9SH/uAPSmSAIAXp0TOiO29qH6o3d2mbazV63QjrJY0XfkE364ZR1ENpDsVEfp/uH9rMl\nnK4zQRDK8e7YsWOH0ZM+/vjj+MEPfoCLL7645tyDDz6Ir33ta3jkkUfQ09ODsbGxumOl03m9zDSc\nSCToqPUAx9uHzh9KoFjgAADFAofV+TRWjqbRP9IOj4cx2UrzUaO9x8Ogf6QdXq8H2VQBLMsjFPZj\n40ndmDhjwHIbGrvZazRWyXvSSR69fNOK9lbUy4o2NYMR67BK3hPq0CI2nKy9U2qAFFrsZ52ivZN1\n1gunaE+oxwnaRyJB2XMMz/O8gbZg586deOaZZ7BlyxZ85zvfqTi3sLCAa6+9Fo888ghyuRyuuuoq\nPPLIIwgEArLj2b3VnhgntA6shtqHKsOJ2hPKIO3dC2nvXkh790La2xMt9rOkvXsh7d2LE7Tv7Y3J\nnjP80fHpp58OuQ9DvfrqqzjttNMQCAQQi8UwMjKCffv2GWsgoSnUPpQgCIIgCIKwM7SfJQiCqEW3\n30x66KGHcPfdd1ccu+OOO/DRj34UL7zwguRrkskkYrHjT74ikQiSyWTdeTo7w/D5vK0bbBHqPfmz\nI36vF76YvD4exnlrbhbyg3sh7d0Lae9eSHv3QtrbD632s6S9eyHt3YuTtdftYdL27duxfft2Va+J\nRqNIpVLlv6dSqYqHS1KsrKSbss+KOOFjcNUUWBbZVEH2fCjid9yam8GJ2hPKIO3dC2nvXkh790La\n2xMt9rOkvXsh7d2LE7S31Nfc6vHud78bL730EnK5HNbX1/H2229jYmLCbLOIFqD2oQRBEARBEISd\nof0sQRBELbp9MkkNP/7xjzEyMoKLLroIV199Na666irwPI8vfOELCAblfz2csD7UPpQgCIIgCIKw\nM7SfJQiCqMXwbm5aY/ePjYlxwsfgpGCLHKb2L2N2chW5TBHBNh8Gx+IYnuii9qHHcKr2RGNIe/dC\n2rsX0t69kPb2pdX9LGnvXkh79+IE7et9zc0Sn0winI3X58Ho1p6GLVMJgiAIgiAIworQfpYgCKIS\n+lgIQRAEQRAEQRAEQRAEoRh6mEQQBEEQBEEQBEEQBEEoxva/mUQQBEEQBEEQBEEQBEEYB30yiSAI\ngiAIgiAIgiAIglAMPUwiCIIgCIIgCIIgCIIgFEMPkwiCIAiCIAiCIAiCIAjF0MMkgiAIgiAIgiAI\ngiAIQjH0MIkgCIIgCIIgCIIgCIJQDD1MIgiCIAiCIAiCIAiCIBTjM9sAt8NxHHbs2IE333wTgUAA\nO3fuxOjoqNlmETrwf//3f/j2t7+Ne++9F4cOHcKtt94KhmFw4okn4q/+6q/g8Xjw4IMP4v7774fP\n58ONN96ICy+80GyziRYpFAr46le/iunpaeTzedx444044YQTSH8XwLIsbrvtNkxOToJhGNx+++0I\nBoOkvUtYWlrCJz7xCfzTP/0TfD4f6e4iPv7xjyMajQIAhoeHccMNN5D+LuGuu+7CL37xCxQKBVx5\n5ZU466yzSHsX8Oijj+KnP/0pACCXy2Hv3r34l3/5F9xxxx2kvcMpFAq49dZbMT09DY/Hg29+85vu\nuufzhKn893//N3/LLbfwPM/zr7zyCn/DDTeYbBGhBz/60Y/4Sy65hN++fTvP8zx//fXX888//zzP\n8zz/ta99jf+f//kffn5+nr/kkkv4XC7Hr62tlf9M2JuHH36Y37lzJ8/zPL+yssK///3vJ/1dwuOP\nP87feuutPM/z/PPPP8/fcMMNpL1LyOfz/B//8R/zH/7wh/kDBw6Q7i4im83yl156acUx0t8dPP/8\n8/z111/PsyzLJ5NJ/nvf+x5p70J27NjB33///aS9S3j88cf5z3/+8zzP8/wzzzzD33zzza7Snr7m\nZjIvvfQSzj//fADAqaeeitdff91kiwg9GBkZwd/93d+V//7GG2/grLPOAgC8733vw69//Wu8+uqr\nOO200xAIBBCLxTAyMoJ9+/aZZTKhEb/7u7+LP/3TPwUA8DwPr9dL+ruED37wg/jmN78JAJiZmUF7\neztp7xJ27dqFK664An19fQCo5ruJffv2IZPJ4Nprr8U111yD3bt3k/4u4ZlnnsHExARuuukm3HDD\nDbjgggtIe5fx2muv4cCBA/j93/990t4ljI2NgWVZcByHZDIJn8/nKu3pa24mk0wmyx+FBgCv14ti\nsQifj6RxEhdffDGmpqbKf+d5HgzDAAAikQjW19eRTCYRi8XK10QiESSTScNtJbQlEokAKOX65z//\nefzZn/0Zdu3aRfq7BJ/Ph1tuuQWPP/44vve97+HZZ58l7R3Oo48+iq6uLpx//vn40Y9+BIBqvpsI\nhUK47rrrsH37dhw8eBCf+9znSH+XsLKygpmZGfzwhz/E1NQUbrzxRtLeZdx111246aabAFDddwvh\ncBjT09P4yEc+gpWVFfzwhz/Eb3/7W9doT08sTCYajSKVSpX/znEcPUhyAR7P8Q8FplIptLe318RC\nKpWqKDqEfZmdncVNN92Eq666Ch/72Mfwt3/7t+VzpL/z2bVrF770pS/h8ssvRy6XKx8n7Z3JI488\nAoZh8Nxzz2Hv3r245ZZbsLy8XD5PujubsbExjI6OgmEYjI2NIR6P44033iifJ/2dSzwex/j4OAKB\nAMbHxxEMBjE3N1c+T9o7m7W1NUxOTuLss88GQHt9t/CTn/wE5513Hr74xS9idnYWf/iHf4hCoVA+\n73Tt6WtuJnP66afjqaeeAgDs3r0bExMTJltEGMHWrVvxwgsvAACeeuopnHnmmXj3u9+Nl156Cblc\nDuvr63j77bcpHhzA4uIirr32Wnz5y1/Gpz71KQCkv1t47LHHcNdddwEA2trawDAMtm3bRto7nPvu\nuw///M//jHvvvRdbtmzBrl278L73vY90dwkPP/wwvvWtbwEAjh49imQyiXPPPZf0dwFnnHEGnn76\nafA8j6NHjyKTyeCcc84h7V3Cb3/7W5xzzjnlv9Nezx20t7eXHwp1dHSgWCy6SnuG53nebCPcjNDN\nbf/+/eB5HnfccQc2b95stlmEDkxNTeHP//zP8eCDD2JychJf+9rXUCgUMD4+jp07d8Lr9eLBBx/E\nAw88AJ7ncf311+Piiy8222yiRXbu3In//M//xPj4ePnYX/7lX2Lnzp2kv8NJp9P4yle+gsXFRRSL\nRXzuc5/D5s2bKfddxNVXX40dO3bA4/GQ7i4hn8/jK1/5CmZmZsAwDL70pS+hs7OT9HcJf/M3f4MX\nXngBPM/jC1/4AoaHh0l7l/AP//AP8Pl8+MxnPgMAtNd3CalUCl/96lexsLCAQqGAa665Btu2bXON\n9vQwiSAIgiAIgiAIgiAIglAMfc2NIAiCIAiCIAiCIAiCUAw9TCIIgiAIgiAIgiAIgiAUQw+TCIIg\nCIIgCIIgCIIgCMXQwySCIAiCIAiCIAiCIAhCMfQwiSAIgiAIgiAIgiAIglAMPUwiCIIgCIIgCIIg\nCIIgFEMPkwiCIAiCIAiCIAiCIAjF0MMkgiAIgiAIgiAIgiAIQjH/P+q+4NhEPM3rAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13305cd8080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJMAAADPCAYAAABBcJAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13305cf5cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(0,len(list_of_brands)):\n",
    "    plot_brand(list_of_brands[i],name_of_brands[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observation :\n",
    ">- Sentiment concentration towards positivity decreases as we move from top to lower brands.\n",
    "\n",
    "\n",
    ">- Population towards negativity and neutrality keeps on increasing as we move downwards."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Limitations\n",
    "\n",
    ">- Vocabulary: The vocabulary requires careful design, most specifically in order to manage the size, which impacts the sparsity of the document representations.\n",
    "\n",
    ">- Missing values: We do not have all the values for Price, Reviews and Review Votes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://data.world/promptcloud/amazon-mobile-phone-reviews\n",
    "\n",
    "http://www.rroij.com/open-access/text-mining-concepts-process-and-applications-36-39.pdf\n",
    "\n",
    "http://blog.aylien.com/10-common-nlp-terms-explained-for-the-text/\n",
    "\n",
    "https://machinelearningmastery.com/gentle-introduction-bag-words-model/\n",
    "\n",
    "http://textminingonline.com/dive-into-nltk-part-i-getting-started-with-nltk\n",
    "\n",
    "https://stackoverflow.com/questions/1833252/java-stanford-nlp-part-of-speech-labels\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}