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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "pI2r_SRyLs2H"
+   },
+   "source": [
+    "# Amazon Fine Food Reviews Analysis\n",
+    "\n",
+    "\n",
+    "Data Source: https://www.kaggle.com/snap/amazon-fine-food-reviews <br>\n",
+    "\n",
+    "EDA: https://nycdatascience.com/blog/student-works/amazon-fine-foods-visualization/\n",
+    "\n",
+    "\n",
+    "The Amazon Fine Food Reviews dataset consists of reviews of fine foods from Amazon.<br>\n",
+    "\n",
+    "Number of reviews: 568,454<br>\n",
+    "Number of users: 256,059<br>\n",
+    "Number of products: 74,258<br>\n",
+    "Timespan: Oct 1999 - Oct 2012<br>\n",
+    "Number of Attributes/Columns in data: 10 \n",
+    "\n",
+    "Attribute Information:\n",
+    "\n",
+    "1. Id\n",
+    "2. ProductId - unique identifier for the product\n",
+    "3. UserId - unqiue identifier for the user\n",
+    "4. ProfileName\n",
+    "5. HelpfulnessNumerator - number of users who found the review helpful\n",
+    "6. HelpfulnessDenominator - number of users who indicated whether they found the review helpful or not\n",
+    "7. Score - rating between 1 and 5\n",
+    "8. Time - timestamp for the review\n",
+    "9. Summary - brief summary of the review\n",
+    "10. Text - text of the review\n",
+    "\n",
+    "\n",
+    "#### Objective:\n",
+    "Given a review, determine whether the review is positive (rating of 4 or 5) or negative (rating of 1 or 2).\n",
+    "\n",
+    "<br>\n",
+    "[Q] How to determine if a review is positive or negative?<br>\n",
+    "<br> \n",
+    "[Ans] We could use Score/Rating. A rating of 4 or 5 can be cosnidered as a positive review. A rating of 1 or 2 can be considered as negative one. A review of rating 3 is considered nuetral and such reviews are ignored from our analysis. This is an approximate and proxy way of determining the polarity (positivity/negativity) of a review.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "_qeGSFEELs2L"
+   },
+   "source": [
+    "# [1]. Reading Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "B54glUYgLs2N"
+   },
+   "source": [
+    "## [1.1] Loading the data\n",
+    "\n",
+    "The dataset is available in two forms\n",
+    "1. .csv file\n",
+    "2. SQLite Database\n",
+    "\n",
+    "In order to load the data, We have used the SQLITE dataset as it is easier to query the data and visualise the data efficiently.\n",
+    "<br> \n",
+    "\n",
+    "Here as we only want to get the global sentiment of the recommendations (positive or negative), we will purposefully ignore all Scores equal to 3. If the score is above 3, then the recommendation wil be set to \"positive\". Otherwise, it will be set to \"negative\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "TKX2L4tCLs2Q"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\gensim\\utils.py:1212: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
+      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "\n",
+    "import sqlite3\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import nltk\n",
+    "import string\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.feature_extraction.text import TfidfTransformer\n",
+    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+    "\n",
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "from sklearn.metrics import confusion_matrix\n",
+    "from sklearn import metrics\n",
+    "from sklearn.metrics import roc_curve, auc\n",
+    "from nltk.stem.porter import PorterStemmer\n",
+    "\n",
+    "import re\n",
+    "# Tutorial about Python regular expressions: https://pymotw.com/2/re/\n",
+    "import string\n",
+    "from nltk.corpus import stopwords\n",
+    "from nltk.stem import PorterStemmer\n",
+    "from nltk.stem.wordnet import WordNetLemmatizer\n",
+    "\n",
+    "from gensim.models import Word2Vec\n",
+    "from gensim.models import KeyedVectors\n",
+    "import pickle\n",
+    "\n",
+    "from tqdm import tqdm\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "BjI7UhwyLs2z"
+   },
+   "source": [
+    "#  [2] Exploratory Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We already done EDA and prepossing of data and stored it in final.sqlite. This we will use it directly so now we don't need to do EDA and preprocessing. In Preprocessing section, we are going to use our saved final.sqlite directly."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "WNlQvs_7Ls3K"
+   },
+   "source": [
+    "#  [3] Preprocessing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#loading preprocessed data which was stored in final dataset\n",
+    "con = sqlite3.connect('final.sqlite') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(364171, 12)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cleaned_data = pd.read_sql_query(\"select * from Reviews\", con)\n",
+    "cleaned_data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>Id</th>\n",
+       "      <th>ProductId</th>\n",
+       "      <th>UserId</th>\n",
+       "      <th>ProfileName</th>\n",
+       "      <th>HelpfulnessNumerator</th>\n",
+       "      <th>HelpfulnessDenominator</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Time</th>\n",
+       "      <th>Summary</th>\n",
+       "      <th>Text</th>\n",
+       "      <th>CleanedText</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>138706</td>\n",
+       "      <td>150524</td>\n",
+       "      <td>0006641040</td>\n",
+       "      <td>ACITT7DI6IDDL</td>\n",
+       "      <td>shari zychinski</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>939340800</td>\n",
+       "      <td>EVERY book is educational</td>\n",
+       "      <td>this witty little book makes my son laugh at l...</td>\n",
+       "      <td>b'witti littl book make son laugh loud recit c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>138688</td>\n",
+       "      <td>150506</td>\n",
+       "      <td>0006641040</td>\n",
+       "      <td>A2IW4PEEKO2R0U</td>\n",
+       "      <td>Tracy</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1194739200</td>\n",
+       "      <td>Love the book, miss the hard cover version</td>\n",
+       "      <td>I grew up reading these Sendak books, and watc...</td>\n",
+       "      <td>b'grew read sendak book watch realli rosi movi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>138689</td>\n",
+       "      <td>150507</td>\n",
+       "      <td>0006641040</td>\n",
+       "      <td>A1S4A3IQ2MU7V4</td>\n",
+       "      <td>sally sue \"sally sue\"</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1191456000</td>\n",
+       "      <td>chicken soup with rice months</td>\n",
+       "      <td>This is a fun way for children to learn their ...</td>\n",
+       "      <td>b'fun way children learn month year learn poem...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    index      Id   ProductId          UserId            ProfileName  \\\n",
+       "0  138706  150524  0006641040   ACITT7DI6IDDL        shari zychinski   \n",
+       "1  138688  150506  0006641040  A2IW4PEEKO2R0U                  Tracy   \n",
+       "2  138689  150507  0006641040  A1S4A3IQ2MU7V4  sally sue \"sally sue\"   \n",
+       "\n",
+       "   HelpfulnessNumerator  HelpfulnessDenominator  Score        Time  \\\n",
+       "0                     0                       0      1   939340800   \n",
+       "1                     1                       1      1  1194739200   \n",
+       "2                     1                       1      1  1191456000   \n",
+       "\n",
+       "                                      Summary  \\\n",
+       "0                   EVERY book is educational   \n",
+       "1  Love the book, miss the hard cover version   \n",
+       "2               chicken soup with rice months   \n",
+       "\n",
+       "                                                Text  \\\n",
+       "0  this witty little book makes my son laugh at l...   \n",
+       "1  I grew up reading these Sendak books, and watc...   \n",
+       "2  This is a fun way for children to learn their ...   \n",
+       "\n",
+       "                                         CleanedText  \n",
+       "0  b'witti littl book make son laugh loud recit c...  \n",
+       "1  b'grew read sendak book watch realli rosi movi...  \n",
+       "2  b'fun way children learn month year learn poem...  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cleaned_data.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1    307061\n",
+       "0     57110\n",
+       "Name: Score, dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cleaned_data['Score'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(100000, 12)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# To randomly sample 100k points from both class\n",
+    "random_sample_data = cleaned_data.sample(n=100000) \n",
+    "random_sample_data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>Id</th>\n",
+       "      <th>ProductId</th>\n",
+       "      <th>UserId</th>\n",
+       "      <th>ProfileName</th>\n",
+       "      <th>HelpfulnessNumerator</th>\n",
+       "      <th>HelpfulnessDenominator</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Time</th>\n",
+       "      <th>Summary</th>\n",
+       "      <th>Text</th>\n",
+       "      <th>CleanedText</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>138706</td>\n",
+       "      <td>150524</td>\n",
+       "      <td>0006641040</td>\n",
+       "      <td>ACITT7DI6IDDL</td>\n",
+       "      <td>shari zychinski</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>939340800</td>\n",
+       "      <td>EVERY book is educational</td>\n",
+       "      <td>this witty little book makes my son laugh at l...</td>\n",
+       "      <td>b'witti littl book make son laugh loud recit c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>423</th>\n",
+       "      <td>417838</td>\n",
+       "      <td>451855</td>\n",
+       "      <td>B00004CXX9</td>\n",
+       "      <td>AJH6LUC1UT1ON</td>\n",
+       "      <td>The Phantom of the Opera</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>946857600</td>\n",
+       "      <td>FANTASTIC!</td>\n",
+       "      <td>Beetlejuice is an excellent and funny movie. K...</td>\n",
+       "      <td>b'beetlejuic excel funni movi keaton hilari wa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>1146</td>\n",
+       "      <td>1245</td>\n",
+       "      <td>B00002Z754</td>\n",
+       "      <td>A29Z5PI9BW2PU3</td>\n",
+       "      <td>Robbie</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>961718400</td>\n",
+       "      <td>Great Product</td>\n",
+       "      <td>This was a really good idea and the final prod...</td>\n",
+       "      <td>b'realli good idea final product outstand use ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      index      Id   ProductId          UserId               ProfileName  \\\n",
+       "0    138706  150524  0006641040   ACITT7DI6IDDL           shari zychinski   \n",
+       "423  417838  451855  B00004CXX9   AJH6LUC1UT1ON  The Phantom of the Opera   \n",
+       "241    1146    1245  B00002Z754  A29Z5PI9BW2PU3                    Robbie   \n",
+       "\n",
+       "     HelpfulnessNumerator  HelpfulnessDenominator  Score       Time  \\\n",
+       "0                       0                       0      1  939340800   \n",
+       "423                     0                       0      1  946857600   \n",
+       "241                     7                       7      1  961718400   \n",
+       "\n",
+       "                       Summary  \\\n",
+       "0    EVERY book is educational   \n",
+       "423                 FANTASTIC!   \n",
+       "241              Great Product   \n",
+       "\n",
+       "                                                  Text  \\\n",
+       "0    this witty little book makes my son laugh at l...   \n",
+       "423  Beetlejuice is an excellent and funny movie. K...   \n",
+       "241  This was a really good idea and the final prod...   \n",
+       "\n",
+       "                                           CleanedText  \n",
+       "0    b'witti littl book make son laugh loud recit c...  \n",
+       "423  b'beetlejuic excel funni movi keaton hilari wa...  \n",
+       "241  b'realli good idea final product outstand use ...  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Sort data based on time\n",
+    "final_sorted_time=random_sample_data.sort_values('Time',ascending=True,axis=0)\n",
+    "final_sorted_time.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(49000,)\n",
+      "(21000,)\n",
+      "(30000,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#data splitting\n",
+    "y_train=final_sorted_time['Score'][0:49000]\n",
+    "y_cv=final_sorted_time['Score'][49000:70000]\n",
+    "y_test=final_sorted_time['Score'][70000:100000]\n",
+    "print(y_train.shape)\n",
+    "print(y_cv.shape)\n",
+    "print(y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(49000,)\n",
+      "(21000,)\n",
+      "(30000,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "train_data=final_sorted_time['CleanedText'][0:49000]\n",
+    "cv_data=final_sorted_time['CleanedText'][49000:70000]\n",
+    "test_data=final_sorted_time['CleanedText'][70000:100000]\n",
+    "print(train_data.shape)\n",
+    "print(cv_data.shape)\n",
+    "print(y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "-FO3JMH0Ls3p"
+   },
+   "source": [
+    "# [4] Featurization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "cINi_W06Ls3q"
+   },
+   "source": [
+    "## [4.1] BAG OF WORDS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "count_vector = CountVectorizer()\n",
+    "bow_train = count_vector.fit_transform(train_data)\n",
+    "bow_cv  = count_vector.transform(cv_data)\n",
+    "bow_test= count_vector.transform(test_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(49000, 26933)\n",
+      "(21000, 26933)\n",
+      "(30000, 26933)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(bow_train.shape)\n",
+    "print(bow_cv.shape)\n",
+    "print(bow_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "qD7Bjt85Ls3w"
+   },
+   "source": [
+    "## [4.2] TF-IDF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tfidf_vec = TfidfVectorizer(ngram_range=(1,2), min_df=10)\n",
+    "tf_train = tfidf_vec.fit_transform(train_data)\n",
+    "tf_cv  = tfidf_vec.transform(cv_data)\n",
+    "tf_test = tfidf_vec.transform(test_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "QGccvBKTLs3y"
+   },
+   "source": [
+    "## [4.3] Word2Vec"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Train your own Word2Vec model using your own text corpus\n",
+    "list_of_sent_train = []\n",
+    "for i in train_data:\n",
+    "    sent = []\n",
+    "    for word in i.split():\n",
+    "        sent.append(word.decode('utf-8'))\n",
+    "    list_of_sent_train.append(sent)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "list_of_sent_cv = []\n",
+    "for i in cv_data:\n",
+    "    sent = []\n",
+    "    for word in i.split():\n",
+    "        sent.append(word.decode('utf-8'))\n",
+    "    list_of_sent_cv.append(sent)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "list_of_sent_test = []\n",
+    "for i in test_data:\n",
+    "    sent = []\n",
+    "    for word in i.split():\n",
+    "        sent.append(word.decode('utf-8'))\n",
+    "    list_of_sent_test.append(sent)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "49000\n",
+      "21000\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "30000"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(len(list_of_sent_train))\n",
+    "print(len(list_of_sent_cv))\n",
+    "len(list_of_sent_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from gensim.models import Word2Vec\n",
+    "w2v_model = Word2Vec(list_of_sent_train,min_count = 5,size = 50,workers = 4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "number of words that occured minimum 5 times  9335\n",
+      "sample words  ['littl', 'book', 'make', 'son', 'laugh', 'loud', 'car', 'drive', 'along', 'alway', 'sing', 'refrain', 'hes', 'learn', 'india', 'love', 'new', 'word', 'introduc', 'silli', 'classic', 'will', 'bet', 'still', 'abl', 'memori', 'colleg', 'beetlejuic', 'excel', 'funni', 'movi', 'keaton', 'hilari', 'wacki', 'great', 'special', 'effect', 'help', 'film', 'think', 'one', 'best', 'ever', 'made', 'sure', 'youll', 'agre', 'good', 'time', 'watch']\n"
+     ]
+    }
+   ],
+   "source": [
+    "w2v_words = list(w2v_model.wv.vocab)\n",
+    "print(\"number of words that occured minimum 5 times \",len(w2v_words))\n",
+    "print(\"sample words \", w2v_words[0:50])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "-NM5E-glLs34"
+   },
+   "source": [
+    "## [4.3.1] Converting text into vectors using Avg W2V, TFIDF-W2V"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "TZ7mLBDgLs35"
+   },
+   "source": [
+    "#### [4.3.1.1] Avg W2v"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "49000\n"
+     ]
+    }
+   ],
+   "source": [
+    "sent_vectors_train = []\n",
+    "for sent in list_of_sent_train:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    cnt_word = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            sent_vec += vec\n",
+    "            cnt_word += 1\n",
+    "        except:\n",
+    "            pass\n",
+    "    if cnt_word!=0:\n",
+    "        sent_vec /= cnt_word\n",
+    "    \n",
+    "    sent_vectors_train.append(sent_vec)\n",
+    "print(len(sent_vectors_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "21000\n"
+     ]
+    }
+   ],
+   "source": [
+    "sent_vectors_cv = []\n",
+    "for sent in list_of_sent_cv:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    cnt_word = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            sent_vec += vec\n",
+    "            cnt_word += 1\n",
+    "        except:\n",
+    "            pass\n",
+    "    if cnt_word!=0:\n",
+    "        sent_vec /= cnt_word\n",
+    "    sent_vectors_cv.append(sent_vec)\n",
+    "print(len(sent_vectors_cv))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30000\n"
+     ]
+    }
+   ],
+   "source": [
+    "sent_vectors_test = []\n",
+    "for sent in list_of_sent_test:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    cnt_word = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            sent_vec += vec\n",
+    "            cnt_word += 1\n",
+    "        except:\n",
+    "            pass\n",
+    "    if cnt_word!=0:\n",
+    "        sent_vec /= cnt_word\n",
+    "    sent_vectors_test.append(sent_vec)\n",
+    "print(len(sent_vectors_test))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "tzS18bQ3Ls37"
+   },
+   "source": [
+    "#### [4.3.1.2] TFIDF weighted W2v"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tfidf_vector = TfidfVectorizer()\n",
+    "tfidf_train = tfidf_vector.fit_transform(train_data)\n",
+    "tf_idf_feat = tfidf_vector.get_feature_names()\n",
+    "tfidf_sent_vec_train = []\n",
+    "row = 0\n",
+    "for sent in list_of_sent_train:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    weight_sum = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            tfidf = tf_train[row,tf_idf_feat.index(word)]\n",
+    "            sent_vec += (vec*tfidf)\n",
+    "            weight_sum += tfidf\n",
+    "        except:\n",
+    "            pass\n",
+    "    if weight_sum !=0:\n",
+    "        sent_vec/= weight_sum\n",
+    "    \n",
+    "    tfidf_sent_vec_train.append(sent_vec)\n",
+    "    row += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tfidf_sent_vec_cv = []\n",
+    "row = 0\n",
+    "for sent in list_of_sent_cv:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    weight_sum = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            tfidf = tf_cv[row,tf_idf_feat.index(word)]\n",
+    "            sent_vec += (vec*tfidf)\n",
+    "            weight_sum += tfidf\n",
+    "        except:\n",
+    "            pass\n",
+    "    if weight_sum !=0:\n",
+    "        sent_vec/= weight_sum\n",
+    "    tfidf_sent_vec_cv.append(sent_vec)\n",
+    "    row += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tf_idf_feat = tfidf_vec.get_feature_names()\n",
+    "tfidf_sent_vec_test = []\n",
+    "row = 0\n",
+    "for sent in list_of_sent_test:\n",
+    "    sent_vec = np.zeros(50)\n",
+    "    weight_sum = 0\n",
+    "    for word in sent:\n",
+    "        try:\n",
+    "            vec = w2v_model.wv[word]\n",
+    "            tfidf = tf_test[row,tf_idf_feat.index(word)]\n",
+    "            sent_vec += (vec*tfidf)\n",
+    "            weight_sum += tfidf\n",
+    "        except:\n",
+    "            pass\n",
+    "    if weight_sum !=0:\n",
+    "        sent_vec/= weight_sum\n",
+    "    tfidf_sent_vec_test.append(sent_vec)\n",
+    "    row += 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "pBXdyiIZLs3_"
+   },
+   "source": [
+    "# [5] Assignment 9: Random Forests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "1FvHXStuLs3_"
+   },
+   "source": [
+    "<ol>\n",
+    "    <li><strong>Apply Random Forests & GBDT on these feature sets</strong>\n",
+    "        <ul>\n",
+    "            <li><font color='red'>SET 1:</font>Review text, preprocessed one converted into vectors using (BOW)</li>\n",
+    "            <li><font color='red'>SET 2:</font>Review text, preprocessed one converted into vectors using (TFIDF)</li>\n",
+    "            <li><font color='red'>SET 3:</font>Review text, preprocessed one converted into vectors using (AVG W2v)</li>\n",
+    "            <li><font color='red'>SET 4:</font>Review text, preprocessed one converted into vectors using (TFIDF W2v)</li>\n",
+    "        </ul>\n",
+    "    </li>\n",
+    "    <br>\n",
+    "    <li><strong>The hyper paramter tuning (Consider two hyperparameters: n_estimators & max_depth)</strong>\n",
+    "        <ul>\n",
+    "    <li>Find the best hyper parameter which will give the maximum <a href='https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/receiver-operating-characteristic-curve-roc-curve-and-auc-1/'>AUC</a> value</li>\n",
+    "    <li>Find the best hyper paramter using k-fold cross validation or simple cross validation data</li>\n",
+    "    <li>Use gridsearch cv or randomsearch cv or you can also write your own for loops to do this task of hyperparameter tuning</li>          \n",
+    "        </ul>\n",
+    "    </li>\n",
+    "    <br>\n",
+    "    <li><strong>Feature importance</strong>\n",
+    "        <ul>\n",
+    "    <li>Get top 20 important features and represent them in a word cloud. Do this for BOW & TFIDF.</li>\n",
+    "        </ul>\n",
+    "    </li>\n",
+    "    <br>\n",
+    "    <li><strong>Feature engineering</strong>\n",
+    "        <ul>\n",
+    "    <li>To increase the performance of your model, you can also experiment with with feature engineering like :</li>\n",
+    "            <ul>\n",
+    "            <li>Taking length of reviews as another feature.</li>\n",
+    "            <li>Considering some features from review summary as well.</li>\n",
+    "        </ul>\n",
+    "        </ul>\n",
+    "    </li>\n",
+    "    <br>\n",
+    "    <li><strong>Representation of results</strong>\n",
+    "        <ul>\n",
+    "    <li>You need to plot the performance of model both on train data and cross validation data for each hyper parameter, like shown in the figure\n",
+    "    <img src='3d_plot.JPG' width=500px> with X-axis as <strong>n_estimators</strong>, Y-axis as <strong>max_depth</strong>, and Z-axis as <strong>AUC Score</strong> , we have given the notebook which explains how to plot this 3d plot, you can find it in the same drive <i>3d_scatter_plot.ipynb</i></li>\n",
+    "            <p style=\"text-align:center;font-size:30px;color:red;\"><strong>(or)</strong></p> <br>\n",
+    "    <li>You need to plot the performance of model both on train data and cross validation data for each hyper parameter, like shown in the figure\n",
+    "    <img src='heat_map.JPG' width=300px> <a href='https://seaborn.pydata.org/generated/seaborn.heatmap.html'>seaborn heat maps</a> with rows as <strong>n_estimators</strong>, columns as <strong>max_depth</strong>, and values inside the cell representing <strong>AUC Score</strong> </li>\n",
+    "    <li>You choose either of the plotting techniques out of 3d plot or heat map</li>\n",
+    "    <li>Once after you found the best hyper parameter, you need to train your model with it, and find the AUC on test data and plot the ROC curve on both train and test.\n",
+    "    <img src='train_test_auc.JPG' width=300px></li>\n",
+    "    <li>Along with plotting ROC curve, you need to print the <a href='https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/confusion-matrix-tpr-fpr-fnr-tnr-1/'>confusion matrix</a> with predicted and original labels of test data points. Please visualize your confusion matrices using <a href='https://seaborn.pydata.org/generated/seaborn.heatmap.html'>seaborn heatmaps.\n",
+    "    <img src='confusion_matrix.png' width=300px></li>\n",
+    "        </ul>\n",
+    "    </li>\n",
+    "    <br>\n",
+    "    <li><strong>Conclusion</strong>\n",
+    "        <ul>\n",
+    "    <li>You need to summarize the results at the end of the notebook, summarize it in the table format. To print out a table please refer to this prettytable library<a href='http://zetcode.com/python/prettytable/'>  link</a> \n",
+    "        <img src='summary.JPG' width=400px>\n",
+    "    </li>\n",
+    "        </ul>\n",
+    "</ol>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "jKx2wAlDLs4A"
+   },
+   "source": [
+    "<h4><font color='red'>Note: Data Leakage</font></h4>\n",
+    "\n",
+    "1. There will be an issue of data-leakage if you vectorize the entire data and then split it into train/cv/test.\n",
+    "2. To avoid the issue of data-leakag, make sure to split your data first and then vectorize it. \n",
+    "3. While vectorizing your data, apply the method fit_transform() on you train data, and apply the method transform() on cv/test data.\n",
+    "4. For more details please go through this <a href='https://soundcloud.com/applied-ai-course/leakage-bow-and-tfidf'>link.</a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "aPYIWlGxLs4A"
+   },
+   "source": [
+    "## [5.1] Applying RF"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "wiXbhUV9Ls4B"
+   },
+   "source": [
+    "### [5.1.1] Applying Random Forests on BOW,<font color='red'> SET 1</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "JyV_d14ALs4B"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+      "            max_depth=60, max_features='auto', max_leaf_nodes=None,\n",
+      "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+      "            min_samples_leaf=1, min_samples_split=2,\n",
+      "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=1,\n",
+      "            oob_score=False, random_state=None, verbose=0,\n",
+      "            warm_start=False)\n",
+      "The optimal value of depth is :  60\n",
+      "The optimal value of min split is :  500\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.model_selection import GridSearchCV\n",
+    "from sklearn.metrics import confusion_matrix, auc, roc_auc_score, roc_curve\n",
+    "\n",
+    "train_auc = []\n",
+    "cv_auc = []\n",
+    "train_auc_std = []\n",
+    "cv_auc_std = []\n",
+    "\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [10,20,30,40,50,60]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "RFC = RandomForestClassifier()\n",
+    "model = GridSearchCV(RFC, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model.fit(bow_train, y_train)\n",
+    "\n",
+    "train_auc = model.cv_results_['mean_train_score']\n",
+    "train_auc_std = model.cv_results_['std_train_score']\n",
+    "cv_auc = model.cv_results_['mean_test_score'] \n",
+    "cv_auc_std= model.cv_results_['std_test_score']\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model.best_estimator_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The optimal value of max depth of base model is :  60\n",
+      "The optimal value of no. of base model  is :  500\n"
+     ]
+    }
+   ],
+   "source": [
+    "optimal_depth = model.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of no. of base model  is : \",optimal_estimator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model.cv_results_['mean_test_score']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "arr_depth=model.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model.cv_results_['param_n_estimators']  \n",
+    "#arr_rate=model.cv_results_['param_learning_rate'] \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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ASJAHGyu0rybcIDC/GNJfHuta82ue7LebDPbVlK759bA6+2odjR/911ysBEAqcp4X9teU3OKRa+P1GPrs3k3W8Y/bLiXsvQAgEToG7MaPhsqbN36U5mdp39bw+TRkSm93BBJeGwC4IbgY0teeO6lf++uf65UPr2omGB5xMBNc1E8/vKIvPfOevvbcSQUXQy5XCgCJdXV8VnML4XNdWX6WinP9t3z8gYZya/1B74jmFhYTWh8AIP5ibcL4HYWbJI5KumcV73OPpGOR5//2Sp9smuaCpK9KelXSx5KeN03zI8Mw/tgwjKckyTCMuw3DuCjp85L+yjCMjyJP/4KkByX9lmEYbZFfzZG/+3eSvmkYRqekcknfW8VnAwAkSCJSP9quS/yAO+50NN209tH4ASBadONHYpv0nm62Gz9e/fCqZoNc3AKQPjoDsSV+SFJLU5W1fqudxg8Amcc0TX3z+Ta9dnZAM8FFha4L9giZ4QaQ184O6JvPt5H8ASCj9Q5PWeva8rxlH7+lNM963GwwFLV5DgCQHpZt/DAMwy/pP0YOXzNN889W+iaR57wuyZD0R6tJ/TBN8yemae4wTbPeNM3/I/Jnf2Sa5guR9QemaW4xTTPfNM1y0zR3R/78703T9Jum2ez41Rb5u27TNO8xTbPBNM3Pm6Y5t9K6AACJdX3qx3fXkPoxNbeg9qvjkiTDkPZsKY5LjVi5/bX2jdzTl8Y0v8BuKwBh4Whu+wKT83yRCHdsLlZdRTjydmp+UW98PJjQ9wOAeOocmLDWDVWFt3zsIUfjx7HzAYWuvyMKAGmu7cKoXj87qNngrX++nA2G9PrZQZ26OJakygAg+XqH7DEvdcuMeVlywDHu5QTjXgAg7cTSgPGkpMrI+j/e6oHL+PeR3zdI+swaXgcAsI5cn/rxw/cv6OrY7Kpe68ylMWvHT2NVgQpzbh1xiMSpKMi2dhHML4T00WUuuAEI6x6a0thMUFI4jnZbDDuT1sIwjKjUjyOMewGQJibnFnQ58r3Y5zGW3cm5e1ORKgqyJEkjU/M6fYnvXwAyy7Pv9MQ8mmBuYVHPvtOd4IoAwD19UYkfsTV+HHSMezneNRz3mgAAiRVL48cTkd8/NE3zF6t9o8hzz0QOn1zt6wAA1p/rUz/+8ljnql7HOeZl39bE7iDH8pzjG37JuBcAEc7xT/u2lsgwjIS/51N77caPY+0BjU0HE/6eALBWXYP2mJe6inz5vbe+xOPxGHpohyP1o52EIwCZ5c1zg58Y73IzIVMkvQHIaD1DduPHtorYNlTcv91u/Dh1YVSTcwtxrwsAkDixNH7cLcmU9Eoc3u8Vhce93B2H1wIArBPxSv042W/fTGyONJLAPc7xDcwNBbCkNYljXpZsryywxn/NL4b00w+vJOV9AWAtOhyNH43VBTE959DOSmt9tD0Q95oAwE2zwdjSPqzHx5gOAgDpqG/YHvWyLcbEj/KCbN22sUiStBAy9X4PqR8AkE5iafzYEvm9Kw7vt/QaNXF4LQDAOrLW1A/TNKOaC/bR+OG6/Y5/AxI/ACxxNukl81ztTP040nY5ae8LAKvVMThhrRsqY2v8eKChUp5IkNLpi6ManpxLRGkA4Iocv3dlj/et7PEAkC5CIVN9I47EjxgbPyTpYL1j3EsnjR8AkE5iafwojvwejzP8yHWvCQBATAzD0NcfabSOV5r6cWVsVoMT4Qvb+VleNVYVxr1GrExTdaHyssIX2q6Oz+ry6IzLFQFw28RsUO0D4RuZHkPauyW5jR9LU2Xe6xleVbIUACRT54Cd+NFQHdt32+I8v+6MpCmZpvR2B6kfADLHwzurrOa25XgM6ZHbqpZ/IACkoYGJWc0GQ5Kk0jy/ivP8MT/3YEOFtT7eORT32gAAiRNL48dSW2A8mjWKIr9P3/JRAADcwEM7KtW8dXWpH20X7LSPPVtK5I31ahASxuf1WP+ektTaT+oHsN6dujAmMzKXfeeGIuVn+5L23lVFOToQ2dlkmtKLp0j9AJDaOgOOUS9VsSV+SFJLk32j8+g5Gj8AZI4vP1Cn7BhTPLJ9Xn35ge0JrggA3NE75BjzUhF72ock3VNXJl/kuum5qxMaIiEOANJGLI0fSy192+LwfkuvQZsgAGDFDMPQNx5dXeqHc3RAM2NeUsb+mlJrzbgXAM4GsP21yT9XP713s7U+cupS0t8fAGI1G1xU/0j4gr7HkOpWcEG/panSWr/dEdBiyIx7fQDghuatJXp0V5Vy/Le+5J3j9+jRXVXau4VQagCZqXd4dWNeJCk/2xe1UevdLsa9AEC6iKXx46wkQ9JjcXi/xySZkdcEAGDFVpv64Uz8cP7wAnctRY1LUmv/6C0eCWA9iGr8cDSGJcunb9+gLG/4R6QPL42rc3BymWcAgDu6ApNWQlJNWZ5y/LHtcJekXRuLVFWYLUkanQ5GfU8GgHRmGIa+9YVmPbar+qbNHx5DemxXtb71hWYZBkmgADLTWho/JOmAY9zLiS72cQNAuoil8eONyO/3GIZxz2rfyDCMeyXde91rAgCwIqtJ/QguhnT64ph1vI/Gj5Sxz5G+8tGlMc0vsuMUWK9CIVMnHQ1gbjR+FOf69fBOewTCC4x7AZCinI1pDVWFK3quYRhRqR9vtQ/GrS4AcJvf69GffXGf/vCJnTf8+5Ap/YfP7JLfG8tlcQBIT71DjsaPirwVP/9gZAyqJB3vJPEDANJFLN9w/19JS0O8vmsYRuyDYyMiz/mryOG8pB+t9DUAAFiy0tSP9qsTmlsISZI2l+Sqqign4TUiNiV5WaqvDO88WAiZ6h0PuVwRALd0D01pbCYoSSrLz1Jt+covTsXD082brPWRtksyTRrSAKQeZ+NHY/WKL9PoUJPd5Ha0PRCXmgAgVRiGIUN2mscDm336lGP3+stnrrhRFgAkTd/wtLWuXUXix76aUuVGEuX6R6Z1YWR6mWcAAFLBso0fpmlelvSswuNe9kr6qWEYW2J9A8Mwtkp6RdIehce8fC/ymgAArMonUj8+uHXqx0nH6IDmGtI+Uo1zV3/ntUUXKwHgpugxLyWuRW8f2lmlwmyfpPDFslOOxCgASBUdA47Ej8qVN34cbKyQzxM+z565NKbAxNwyzwCA9NIdsM+TG/INPblno3X88mkuTQPIXKGQGTXqpW4VjR9ZPo/uriuzjhn3AgDpIdZMu/8gqT2yPiDpQ8MwvmUYxn7DMD7xGoZheCJ/939LOiPp/shfnZf079daNAAAUakfCyF9962umz72pGNuOWNeUotpmqqMzJiXpOfPB3Xbf3pFv/eDVrVdGGWnPbCOOJv09rkw5mVJjt+rT9++wTo+0nbJtVoA4GY6A2tL/CjK8evOWvtc+9Z5Uj8AZJZux5iDDfkePb57g9Xw1to/qkujM26VBgAJNTgxp9lgOFG3JM+v4jz/ql6HcS8AkH5iavwwTXNc0mclXVQ4+aNQ0tclfSBp3DCMjwzDOB759ZGk8cjffU1SUeQ5FyV9NvJaAACsyfWpH//wfv9NUz/a+h2NHyR+pIzgYkhfe+6kvveznqg/nwku6qcfXtGXnnlPX3vupIKLjH8B1oPWPvtcvd/Fxg9J+lzzZmv94qkrWgzRhAYgdcwvhKLmttevIvFDklqixr0MrrkuAEgl3YHoxo/S/CwddI57IfUDQIbqcXxP3LaKtI8lznPmia5hNmcBQBqINfFDpml2Ston6ScKN3Is/cqTtFPSfZFfOyN/tvT3ijxnX+Q1AACIi1hSPybnTWunj89jaPem4qTWiBszTVPffL5Nr50d0NzCJxs7Qma4AeS1swP65vNt/HAJZLjx2aDOD05IkrweQ3u3unuuvr++XBUF4TSiock5Ym0BpJS+4SktRBrSNpfkKj8ynmqlDu2stNbvnA9ogWZbABliNrioy2PhRA+PIVXlhS9RH3aMe3np9BVXagOAROsbdjZ+5K36dXZtLFJJJC1kaHJO5x2jBgEAqSnmxg9JMk1zxDTNw5IOSnpe0lK+k3HdL0X+7nlJB03TPGyaJllQAIC4iiX1o3ts0Vrv2lSkHL83afXh5toujOr1s4NW9OTNzAZDev3soE5dHEtSZQDccOrCqJb6u3ZuKFRe1upuYsaL12Pos3vtGwNH2tgRCiB1dAzaF90bqlaX9iFJTdWF2licI0kan12IGo8IAOmsZ2jK+m65tSxP/siIl1/ZvUF+b3h9+uKY+oen3SoRABKmx9n4UbH6xA+Px9D9253jXtgQAQCpbkWNH0tM03zXNM0vmqZZKWmXpMckfTHy6zFJu03TrIw85t34lQsAQLSHdlRq7y1SP7rH7MaCpXQQuO/Zd3o0t7C4/AMlzS0s6tl3uhNcEQA3pdKYlyVPO8a9vPLhVc0GYztnAUCidToaPxrX0PhhGIZamuzUj2OMewGQIZxjXrY7bnoW5/r1YKN93nvpDM29ADJP35Dd1LaWUS+SdCBq3AuNHwCQ6lbV+OFkmuY50zTfME3z+civN0zT/DgexQEAsJzlUj+6Ru3Gj301NH6kijfPDSoU4/SWkCm98TE3IoBM1tp/zVqnyrl675ZiKxZ3cm5BR89xHgKQGuKV+CFJLU1V1vroucCaXgsAUkV3wD5Pbq+MPk8edqS6vXSKcS8AMk9vnBI/JOlgvZ348fPuEUYDAkCKW3PjBwAAbmu5SeqHaZpRo16at6bGLnJoxTvnZ2NMBwGQfkIhUycdjR+pkvhhGIaecqR+/LjtkovVAICtY2DCWjdWr63x42BDhTX24OyVcQ2Mzy7zDABIfd1DjsSPyuibno/eVq0sX/iS+Nkr41FNIgCQ7kzTVN+wM/Ejb02vV1eRb40GnJhb0OlLjGIGgFRG4wcAIO3dLPWjZ2hKU8Hwn5Xk+df8ww7iJ8fvXdnjfSt7PID00T00qfHZBUlSWX6WalPoXP3U3k3W+ui5gMZmgi5WAwDSYsiMuqHZUFm4ptcryPbp7m1l1vFb7aR+AEh/UYkfFdENcoU5fh1yjLl6+TSpHwAyx+DEnGYim61K8vwqycta0+sZhqED9Y5xL52MewGAVEbjBwAgI1yf+vEvn3lXn/7Tt62/93sNnbo4JtOMcb4IEurhnVXyGLE91mNIj9xWtfwDAaSl1r5Ra72/pkSGEePJIQkaqgp0++YiSdL8YkivfnjV5YoArHcXRqY1vxCO2K4qzFZxnn/Nr3nIOe6lnbFWANKbaZq3TPyQpCf32M29L9H4ASCD9DjOf7XlaxvzsuRggz3u5XjncFxeEwCQGDR+AAAygmEY+urD9dZx3/C0got2k8fQxLy+9Mx7+tpzJxVkHqXrvvxAnbJjTPHI9nn15Qe2J7giAG5pdYx52ZciY16cPucY93LkFONeALirY9Dexd5QtbYxL0taHDvff9YxxHdlAGltaHJeE5E0ufwsr6oKsz/xmEd2VinHH74s3j4wETVCCwDSWd+w3fgRr+Tjgw124scv+6+teHwzACB5aPwAAGQE0zT1wsnLutlGcVPSTHBRr50d0DefbyP5w2XNW0v06C77YtvN+L2GHt1Vpb1bipNUGYBkczZ+7E/Bxo/DezZZ/2050TWsgfFZdwsCsK51Oho/GuPU+NFQVaDNJbmSwrPbf9l3bZlnAEDqihrzUllwwzS5/GyfHtlZbR2/SOoHgAzRMzRtrbfFKfGjuihH9ZH0pPmFkH7Ry3dFAEhVNH4AADJC24VRvf7xoJbr55gNhvT62UGdujiWnMJwQ4Zh6FtfaNZju6qV6/fedOyL3+vR//k/7kmp0Q8A4md8NmjtXvd6DO3dmnpNXhuKc3RfXTjaw0QjNgAAIABJREFU1jSlF09ddrkiAOtZx6C9K72hujAur2kYRlTqB+NeAKSz5ca8LDm8Z6O1fun0ZTaHAMgIUYkfFfFJ/JCiUz+Odw3F7XUBAPFF4wcAICM8+06P5hZiixqcW1jUs+90J7giLMfv9ejPvrhPP/zKfXri9o3K9XtlSMr1e+Tzhhs9pucXmbkMZLC2/lGrYW/nhkLlZfncLegmnm6258C/QOMHABc5Ez8aKuOT+CFJh5qqrPVb7YG4vS4AJFtU4kfFzc+TLU1VysvyRp4zpXNXGfcCIP31DDlHvcQn8UOSDtTbjR8nOmn8AIBUReMHACAjvHluUKEYN+iETOmNj9nJmAoMw1Dz1hJ9+9f36+M/eVzffzxfH//JE/rGI43WY/78zU5mzQMZ6mT/qLVOxTEvS564faOyvOEfnU5fHIu6oQAAyWKaZvSol+r4NX4caCi3znPnrk7o8uhM3F4bAJKpOxBb4kdulleP3maPe3npNM29ANKbaZrqG47/qBdJun97uZXWe+bSmMZmgnF7bQBA/ND4AQDICLPB2NI+rMfHmA4Cd/zmgW0qyfNLkvpHpvXPrZdcrghAIrT227OB99eWuFjJrRXn+aPGIBxp48YAgOS7PDar6fnwd9jSPL/K87Pi9tp5WT7du73MOn7rPKkfANKTc9RLXcWtb3pGj3u5wrgXAGltcGJOM5Hro8W5fpXG8bticZ5ft28Oj2YNmdJ73cNxe20AQPzQ+AEAyAg5fu/KHu9b2eORXIU5fv32A9ut4z8/2kHqB5BhQiFTJ52NHymc+CFJTzdvttYvnGIOPIDk6xiwxxA0VBXIMIy4vn6LY9zL0XOk4wFIP8HFkPpH7N3ut0r8kKQHd1SqMDs8arBveFofXhpPaH0AkEi9UWNe8uL++ox7AYDUR+MHACAjPLyzyoocXI7HkB65rWr5B8JVztSPCyMz+v9aL7pcEYB46h6a1PjsgiSpPD9LNWXxvzAVT4/cVqWCyI2BnqEpnbk05nJFANYb55iXhqrCuL++M9noeOeQ5hdougWQXvpHprUYmQG7sThHeVm+Wz4+x+/VY7sc417OkOoGIH1FjXlZJvFoNQ42lFvr410kfgBAKqLxAwCQEb78QJ2yY0zxyPZ59WVHmgRSU0G2Lzr1481ObkAAGaS1b9Ra76spjfvO9XjL8Xv16d0brGPGvQBINmfjR2NVQdxff3tFvtWENzW/qF/0jsT9PQAgkboD9m735dI+lhzea497eZlxLwDSWM+wfQ6sLY9/48ddtWXK8oZvKXYOTmpgfDbu7wEAWBsaPwAAGaF5a4ke3VWlHP+t/9OW4/fo0V1V2rulOEmVYS1+88A2lUZSPy5eI/UDyCStzjEvtSUuVhK7p5s3WesXT122dpQCQDJ0RCV+xL/xwzCMqNSPo+2MewGQXroD9nlye0Vs58lPNVSqONf+mbPtwugyzwCA1NTnaPyoq4h/omZuljfqZ/cTXYx7AYBUQ+MHACAjGIahb32hWY/tqlau3/uJsS8eQ8qNxLh+6wvNKb+zHGEF2T799oOkfgCZKKrxo6bUxUpid6C+XBUFWZKkwYk5vddNvC2A5DBNUx0DE9ZxY3X8Gz8k6VCTPQ7xWHsgIe8BAImymsSPLJ9Hn97tGPdy+krc6wKAZOgZske9JCLxQ5IO1ldY6+Od/DwMAKmGxg8AQMbwez36sy/u0w+/cp+euH2jcv1eGQo3fHzmjo167iv36c+/tF9+L//5Sye/ef82leWHb7ReGp3Rj35J6geQ7sZng9bOda/H0J40SWHyeT06vMdO/TjSdsnFagCsJ4HJOY3PLkgKN8ZuKMpJyPvct71c2b7wd+WOwUldvDa9zDMAIHV0DzkSPypjb5B70vH97idnrihEqhuANGOaZlTix7YENX4caLAbP050DjEeCwBSDHe+AAAZxTAMNW8t0bd/fb8+/pPH9f3H8/Xxnzyuv/i1/dq7NT1GCSBafrZPX3Gkfnz7KKkfQLpr6x/V0vWh2zYWKi/L525BK+Ac9/LTD69qNrjoYjUA1ovOgegxL4lKr8vN8uq+7eXWMakfANJJz5Aj8aMi9pueB+rLrRGjV8Zmo5LpACAdBCbmND0f/tm0KMdnndPibe+WYhVkh39+vzw2q95hmoQBIJXQ+AEAAFLeb9xXG5X68U+/vOByRQDWIh3HvCxp3lqimrLwvOSJ2QUdax90uSIA68FSSpIUbvxIpENNldaacxyAdDE2E9TQ5Lyk8PiWTSW5MT/X7/Xo8ds3WseMewGQbpwNGNsq8hPWJOzzenRvXZl1fLxzKCHvAwBYHRo/AABAysvP9ulfO1M/3iT1A0hnrf2j1jrdGj8Mw4hK/TjSdtnFagCsF52Oxo/GBDd+tDRVWevjncMkGwFIC90B+zxZV54vr2dlNz0/u8du/Hj5zBUtMu4FQBrpHUr8mJclUeNeumj8AIBUQuMHAABIC79xf63KI6kfl8dm9fwvSP0A0lEoZOpkGid+SNHjXt44N6jx2aCL1QBYDzoGJ6x1Y3ViGz+2VeSrLjIiYSa4qA96RxL6fgAQD90Bx5iXypXf9Lx3e7kqCsI/bwYm5jj3AUgrvcPOxo+8hL7XwQZ7LOC7XcMK0SgHACmDxg8AAJAW8rJ8+tcPOVI/jnZqboEdqEC66QpMamJ2QZJUUZClrWWxx3CnioaqQu3eVCRJml8I6dUPr7pcEYBM50z8aKgsTPj7tTjGvRw9F0j4+wHAWnUP2efJ1TR+eD2Gnoga90KqG4D0EdX4UZHYxI+m6kKrUe7adFBnr4wn9P0AALGj8QMAAKSNf3VfrfXD5ZWxWT3/i4suVwRgpVodaR/7akoTNns40Rj3AiBZrk3Na2hyXpKU4/doc2niG+ac416OnR9M+PsBwFpFJX5UrC4Z6bBj3MtPz1zVwiLjRQGkh96haWtdm+BRL4Zh6P56xr0AQCqi8QMAAKSNvCyf/s1D9dbxd0j9ANJOa9+otU7HMS9LPrt3k5Z6Vk50DWlwfNbdggBkrM6AvYu9vrJAXk/iG+burStTjj98yag7MKX+4ellngEA7lrrqBdJuntbmaqLsiVJw1Pzeq+bcS8AUp9pmlGJH3UJTvyQpIP19riX453DCX8/AEBsaPwAAABp5dfvrVVFQfhi3JWxWf3jBxdcrgjASjgTP/bXlLhYydpsLM7VvXVlkqSQKb10+orLFQHIVB0DjjEvVavbxb5SOX6vDjh2cpL6ASCVhUKmeobXnvjh8Rj6zB2MewGQXgKTc5qeD2+KKszxqTTPn/D3PNhgf098v2dE8wskJAFAKqDxAwAApJXcLK/+zUPbrePvHO3SbJDUDyAdjM0E1TEYvoHp9RjasyV9Gz8k6enmzdb6yCluDABIjI7BCWvdmKTGD0k61FRprY+eo/EDQOq6NDpj3XQsz89S8RpuejrHvbzy0VUFGfcCIMX1OZLZ6irykzJOdWtZnraWhccPzgQX1XZhdJlnAACSgcYPAACQdpypH1fHSf0A0oXzYtBtGwuVm+V1sZq1e+L2DfJ7wxfVTl0YVc/Q1DLPAICV6xx0Jn4UJu19W5qqrPWJrmEabQGkrO6htY95WbJva6k2FedIkkangzreObSm1wOARHP+HFpbnvgxL0sOOtLhOFcCQGqg8QMAAKSd3Cyvfqel3jr+zrFObkYAaaC1zznmpdTFSuKjJC9LD+2wb4y+0EbqB4D4czZ+NFYnL/Fja1me6iM3UOcWQnqvm/ntAFJTd8A+T652zMsSj8fQk3uc414Y5wcgtfU5Rl3Vlecl7X0POMa9nOii8QMAUgGNHwAAIC39+r01qiwMp34MjM/puff7Xa4IwHJa+zOr8UOSPrdvk7U+cuqSTNN0sRoAmWZiNqgrY7OSJL/XUG1Z8i7mS9IhR+rHsfZAUt8bAGLVHYhf4ockHd5jf7979aOrmltgkwGA1NU7ZI96SWbix4H6cmt9sn9UU3MLSXtvAMCN0fgBAADSUo7fq995yJn60UXqB5DCQiEzatRLpjR+PLKzWvmRkTXdgSl9dHnc5YoAZJIux83Muop8+bzJvYzTEtX4MZjU9waAWHUPORI/KteejLRnS7G2luVKkiZmF/SzDnayA0hdvY7Ej20VyWsSrijI1s4N4TGECyFT7/eOJO29AQA3RuMHAABIW792b42qIqkfgxNz+iGpH0DK6gxMamI2vAOooiDLupie7nKzvPr07g3W8Y9PXnKxGgCZpmNgwlo3VhUm/f3vritVXqS5rXd4OmqGPACkingnfhiGoSfvsFM/GPcCIFWZpqlex/ezbUlM/JCkA/WOcS+dNMkBgNto/AAAAGkrx+/V77aQ+gGkg9Y+e8zLvppSGYbhYjXx9VSzfWPgxdOXtRhi3AuA+OgctHex11etfRf7SmX7vFEX9I+eI/UDQGqZnl+wRmJ5PYa2lsZnt/vhPRut9WtnB/g5E0BKGpqc19R8+PxUmO1TWX5WUt//YIM97uV453BS3xsA8Ek0fgAAgLT2xXtqVF0UTv0ITMzpBz8n9QNIRa39duNHpox5WfKphgqVRy6wDYzP6ec9XPACEB/Oxo9GFxo/JOnQzkprfex8wJUaAOBmnElENWV5yvLF53L37k1FqqsI75yfnFvQsXbOfwBST/SYl/ykb7C4p65MXk/4Pc9eGdfI1HxS3x8AEI3GDwAAkNbCqR8N1vF33yL1A0hFrf2j1np/TYmLlcSfz+uJ2hX6QttlF6sBkEk6nI0f1e40frQ0VVnr97qHNTPP9ywAqSNqzEtF/EYchMe92N/vXj7DuBcAqcc55qW2PD6JRytRmOPX3i3F1vG7XWyCAAA30fgBAADS3r+8e6s2FOVICqd+/P17fS5XBMBpbCZo7Vr3eQzt2ZJZjR+S9FTzZmv9kzNXNLfAjVEAazMbXNSFa9OSJI8ha+d5sm0uydWOSNPJ/EJI73Yzvx1A6ohq/KiM73ny8F678eONjwdofAOQcpyJH259VzzYYI8FPN7F90QAcBONHwAAIO3l+L363UP11vF33+rmohyQQtou2Gkft20sUm6W18VqEmN/TYm2luVKksZniQMHsHZdgUmZZnhdW56vbJ97585DjtSPo+c4vwFIHd1DdjLS9sr4JiM1VReqITJma3p+UW+eG4zr6wPAWvUOT1vr2nJ3Gj8O1NuNHyc6afwAADfR+AEAADKCM/VjaHJOP/g5qR9Aqmjtu2atM23MyxLDMPT0Xjv1g3EvANaq0zHmZenGo1seaqq01kfbB2UudaQAgMsSNepFCn+/c47ze+k03+8ApJa+qMSP5I96kaT9tSXK8YdvNfYOT+vS6IwrdQAAaPwAAAAZItvn1e9FpX50aXp+wcWKACxp7Xc0ftSWulhJYj3dvMlav/7xgCZmgy5WAyDddQykTuPHXbVlKsj2SZIuXptRl+NGKwC4xTRNdQcSl/ghKarx481zg5qc42dMAKnBNE31Drmf+JHt8+rubWXW8XFSPwDANTR+AACAjPGFu7dqU/FS6se8/v49Uj8At4VCZtSol/01mdv40VhdqNs2FkmS5hZCevWjAZcrApDOOgYnrHWjy40fWT6PDjaUW8fH2hl3AMB9gYk5TUVGfBZm+1RRkBX392ioKtTODYWSwt/v3viY73cAUsPw1LzVjFaY7VN5fvzPgbFi3AsApAYaPwAAQMbI9nn1u4carOO/equb1A/AZZ2BSU3Mhv9/WFGQrS2luS5XlFjO1I8jbZdcrARAunOOemmsKnSxkrBDTVXW+lh7wMVKACDMmT60vTJfhmEk5H2ix71cSch7AMBK9Q7Z58DairyEnQNj4WwQPt41zFhAAHAJjR8AACCjfP6uLVbqx/DUvP7bu6R+AG5q7XOMeakpcfViVDI8tddu/DjeOaTAxJyL1QBIV/MLIfUO29Hd9VXuRHc7tTgaP97vGdEU4w4AuKx7KLFjXpYc3mN/v3urPaBxxvkBSAHO74pujXlZsntTsYpywmMBAxNzUQ3MAIDkofEDAABklGyfV7/3sCP1421SPwA3tfY7Gj9qM3fMy5JNJbm6py483zhkSi+fvuxyRQDSUe/wlBZD4Z2Sm0tylZflc7kiaUNxjjXuYH4xpBNdwy5XBGC963YmflQk7qbntop83b45PM5vfjGk1xjnByAFOBM/6lxu/PB6DN1fb6d+8D0RANxB4wcAAMg4n79zqzaXhMdJjEzN6+9I/QBc09o/aq3312R+44cUPe7lx200fgBYuagxL9WJ28W+Uod22qkfR9sHXawEAKTuQHISPyTpyTvs73cvn2HcCwD39Q47Rr2U57lYSdjBhgprfbxzyMVKAGD9ovEDAABknCyfR793yE79eObtbuLIAReMTQetm5c+j6E9W4pdrig5PnP7Rvk84ZE2bRdG1ee4IAcAsegYcDR+VKVO40fLjkprfezcIPPbAbiq27HbfXtlYne7H96z0Vq/0xHQ2DTjXgC4y9n4UZfA1KNYHai3Gz/e6x620usAAMlD4wcAAMhIv3rnFlI/AJedvGCPedm1qUg5fq+L1SRPaX6WWprsm6MvkPoBYIU6BiesdUMKNX7sry1VYWR+++WxWXUwvx2AS+YWFnVhZNo6TvRNz61ledq7tUSSFFw09epHVxP6fgBwK6Zpqm/IPgfWujzqRZLqK/NVXZQtSRqfXdCHl8ZcrggA1h8aPwAAQEbK8nn01YedqR9dmiT1A0iq9TjmZclTzZut9Y/bLrErHsCKOEe9NFQVulhJNL/Xowcb7ca2o+cY9wLAHRdGprW0mXxzSW5SGow/60j9ePE0jb0A3DM8Na+JyDWugmyfKgqyXK5IMgxDBx2pH8e7GPcCAMlG4wcAAMhYv3rnFm0pDad+XJsO6m9P9LpbELDOnOy3Ez/21ZS4WEnyPXpblfKywjcgugJT+ujyuMsVAUgXC4uhqPEFqZT4IUkPORKNjrUHXKwEwHrWFUjemJcln7nDbvw40TWskan5pLwvAFzPOU60tjxPhmG4WI3tQIPd+HGic9jFSgBgfaLxAwAAZCy/16Pfd6R+/PU73aR+AEkSCplqW8eJH3lZPv3Krmrr+IVT7AoFEJsL12Y0vxCSJFUVZqs41+9yRdFadtiNHx/0jmhiNuhiNQDWq25n40eCx7ws2VSSqztrw99pF0OmXvmQcS8A3NHjGPOyLUnnwFgcbCi31h/0jmg2uOhiNQCw/tD4AQAAMtq/2L9FW8vCqR+jpH4ASdMxOGlFz1YWZlvpO+vJ0/vscS8vtF1WKMS4FwDL6xiYsNaN1amV9iFJVUU52r2pSJK0EDJ1vJMYbwDJ1x2wR2Jtr0zeufKwY9zLS4x7AeASZ+LHtvI8FyuJtrE412rGm1sIqdWRAgoASDwaPwAAQEbzez36/UON1vEzb3ezMxVIAucFnv01JSkTPZtMn2qoUFl+eNby1fFZvd874nJFANJBp+NmZmNVoYuV3NyhpiprzbgXAG5wjsRK1qgXKTzuZelr7XvdwwpMzCXtvQFgSe+wI/GjPHUSPyTpgCP1g3EvAJBcNH4AAICM9z/s36yasvAOiLEZUj+AZGjtczZ+rK8xL0v8Xo+edMyCP9J2ycVqAKSLzgG78aO+KvUSPyTp0E573Mux9oBMk0QjAMnlVuJHdVGO7t5WJkkKmdIrH15J2nsDwJJeR/NbKo16kaSD9RXW+ngXyXAAkEw0fgAAgIzn93r01YcbrOO/fqdH46R+AAnlTPzYt04bPyTp6eZN1vonZ65qboEZxwBurWPQmfiRmo0fzVtLVZzrlxRONDp3dWKZZwBA/Fybmte16fDPczl+jzYW5ST1/T/rGPfy4mkaPwAkl2ma6nWMeqlNoVEvknR/fbmVjHT64hipuwCQRDR+AACAdeFf7Nts/TA8NhPU3x7vdbcgIIONTs+rKxC+EOXzGNqzpdjlitxzZ22ptpTmSgqfe94+z44nADcXCpnqCqR+44fXY+jBHXbqx9H2QRerAbDeOMe8bCvPl8eT3JGCj9++UUtv+UHviAbGZ5P6/gDWt5GpeU3MLkiS8rO8qizIdrmiaCV5Wdq9qUiStBgy9fNuRp4CQLLQ+AEAANYFn9ej33+40Tr+63e6Sf0AEuTkhVFrvWtTkXL8XhercZdhGHpqr536wbgXALdyeWxG0/PhZKCy/CyVp9iFfKcWR+PHsXMBFysBsN44x7zUJ3HMy5LKwmzdX18uSTJN6WVSPwAkUe/wtLWuLc+XYSS3+S0WjHsBAHfQ+AEAANaNzzVv0rZI6sf47IK+/7NedwsCMtTJPnvMy/51POZlydPNm6316x8PaHJuwcVqAKQy55iXBhduZq7EQ01248cv+69pbIaGWgDJ4Uz82F6Z70oNT95hN/a+dPqyKzUAWJ96HefAugp3zoHLOdBgN36c6Bx2sRIAWF9o/AAAAOvG9akf3/tZNzcpgARo7bcTP/bVlLhYSWpo2lConRsKJUmzwZD++0dXXa4IQKrqcjZ+VKd240dFQbY1ymsxZOpnHezmBJAczsQPtxo/Hr99g7yReS+t/aO6NDrjSh0A1p++YbvxY2mkcaq5e1up/N7wObJ9YEKBiTmXKwKA9YHGDwAAsK483bzJ2hExPrug7x/vcbkiILMshky1OUa9kPgR5kz9ONLGrlAAN9YxYN/MbKxK7cYPSWppqrLWx9oHXawEwHrSHXAkflS4c64sy8/SQceO9p8w7gVAkvQ4Rr1sS9HEj7wsn/Y5rgWcYNwLACQFjR8AAGBdCad+NFjH3/tZD6kfQBx1DE5Yo0wqC7O1pTTX5YpSw2f3brTWP+sc0tAkO54AfFLH4IS1bkiDxo9DjnEvx84HFAqZLlYDYD1YDJnqc9z0rHMp8UOSDu+xv98x7gVAsjgTP7aVp2bjhyQdrGfcCwAkG40fAABg3Xlq7yZtj+yKmJhd0H/9GakfQLy09jnTPkpkGIaL1aSOLaV5untbeMfTYsjUy+wKBXAd0zTVOehM/Ch0sZrY7NlSotI8vyQpMDGns1fGXa4IQKa7dG1G84shSeGRU0U5ftdq+fSuDdYog1MXx9TvaEgBgEQwTVM9Q47Gj4rUHPUiSQcbyq31cRI/ACApaPwAAADrjs/r0e8/Yqd+/Nef9WhsmtQPIB5O9l+z1ox5ifZU1LiXSy5WAiAVBSbmND4bTkwqzPapuijb5YqW5/UYemiHI/WDcS8AEqxryG6Q2+5i2ockFef59UCjfQ58+QyNvQAS69p0UBOR74v5WV5VFqTu98W9W0uUn+WVJF28NkNzHAAkAY0fAABgXXpq72brQuHE3IK+97NulysCMkOrs/GjlsYPpyfv2CifJ7wrtLV/lAtfAKJ0ONI+6qsK0iYxqaWpylofbQ+4WAmA9aA7YO90r3e58UNi3AuA5Op1jHmpLc9P6e+Lfq9H99SVWcekfgBA4tH4AQAA1iWvx9DXH2m0jr9/vFej0/MuVgSkv9HpeXVFLsb7PIbu2FzsckWppSw/Sw86dsa/yM0BAA4dAxPWurGqwMVKVubBHZVauudwsv8a36cAJFR3wJH4UeH+ufKxXdXK8oUvsX90eTxqBAMAxFtvmox5WXKwocJaH++k8QMAEo3GDwAAsG4d3rPJ2iUWTv3ocbkiIL2dvDBqrXdvKlKO3+tiNanp6eZN1vrHJy/JNE0XqwGQSjodNzMbq92/mRmrsvwsNW8tkSSFTOntDi7qA0gcZ+KH26NeJKkwx68WR2PvS6do7AWQOL2O1MjacvfPgcs5UG83frzbNaxQiJ9/ASCRaPwAAADrltdj6GukfgBxc7LPHvOyr4YxLzfy6G3Vyo00xHQMTurjKxPLPAPAetExYDd+NKRR4ockteywx70cax90sRIAma57yJH4UZka58onHeNeXj5zxcVKAGQ6Z+JHXRo0fuzcUKiy/CxJ0vDUvNoH+PkXABKJxg8AALCuHd6zybq5Mjm3oGffIfUDWK3WfjvxY38tjR83kp/t06/srraOj5y65GI1AFJJ56Aj8aOq0MVKVu7QTnu3+1vtAXZzAkiIybkFDYzPSQqPFdxamutyRWGP3latHH/4Mvu5qxPqHOTGJoDE6Bu2Gz9qy1N/1IvHY+j++nLrmHEvAJBYNH4AAIB17ZOpHz26NkXqB7BSiyFTbY5RL/trSlysJrU5x7282HaZG6QANDI1r+HI948cv0ebS1LjZmasbt9UrIoCezfnmUtjLlcEIBM5d7rXlOfJ502NS9v52T49vNNOPnrxFKkfAOLPNE31OBM/KlI/8UOSDjrGvZzoGnaxEgDIfKnx7RgAAMBFT96xUY2R1I+p+UU9+7NulysC0k/H4IQm5xYkSVWF2Wl30zKZHmisVGmeX5J0eWxWH/SOuFwRALc50z4aqgrk8RguVrNyHo+hB3fYqR/H2gMuVgMgU3UFHGNeKlJjzMuSw3vsxt6XTl+WadLYCyC+RqeDGp8N/8ydl+VVZWG2yxXF5mCDnfjx8+5hBRdDLlYDAJmNxg8AALDuXZ/68TfHezVC6gewIq19zrSPUhlGet20TCa/16PP3GHPgj9y6rKL1QBIBR2OsQANlal1MzNWLU32bvej7YMuVgIgU3UH7J3u9ZWptdP9UFOV8rK8kqSuwJTOXWXcC4D46oka85KfNj9z15TlWRtDpuYXdfri6DLPAACsFo0fAAAACqd+7Ki2Uz/++h1SP4CVaO2/Zq331zLmZTmf27fZWv/kzBXNL7DrCVjPnIkfjdWFLlayeg82VmgpqOTUxVGaaAHEXbdjxMH2FGv8yM3y6pHbqq3jl08z7gVAfPU5Gj+2lee5WMnKGIYRlfpxvJNxLwCQKDR+AAAAKBxR/vVHdljHf3uC1A9gJaIaP2pKXawkPdxZU2rtehqdDuqdDsYiAOvZ9aNe0lFJXpZ1/jdN6e3znNcAxFe3c9RLCqZ4x3qDAAAgAElEQVQjHd5jJ7ox7gVAvPUMTVvrbRWp1fy2nIMNFdb6eOeQi5UAQGaj8QMAACDiids3qCmyy3Z6flHPvE3qBxCL0el5K3rb7zV0++ZilytKfR6Poc/utWfB/7iNcS/AetYxkP6NH5LU0lRprY8x7gVAHJmmqR5n4kcK3vR8aEelCrJ9kqTe4Wl9dHnc5YoAZJJ0TfyQpPvr7cSPk/2jmplfdLEaAMhcNH4AAABEeDyGvv5oo3X8d+/2anhyzr2CgDRxst+e0btrU7Fy/F4Xq0kfTzfbjR+vnb2qqbkFF6sB4JaJ2aCujs9KCjfP1Zal14V8p5amKmv91vmAFkPsdgcQH1fHZzUduVFYnOtXWX6WyxV9Uo7fq8d22eNeXjxNYy+A+OkddiR+lKde89utVBXmWOOV5xdD+qB3xOWKACAz0fgBAADg8PjuDdq5wZH68Q6pH8Byose8lLhYSXq5bWORlTI0GwzptbMDLlcEwA3OMS/bKwrk86bvpZrdm4pUWZgtSbo2HdSpi6PLPAMAYtMTsHe611XkyzAMF6u5Oee4l5dPX2HcC4C46XWkHqXbqBdJOlDvGPfSxbgXAEiE9L2aAAAAkAAej6GvP+JI/TjRpyFSP4Bbim78KHWxkvTzlCP140jbJRcrAeCWjsHMGPMiSYZhqGWHc9xLwMVqAGSSLueYl8rUveH5QGOlinLC414uXpvRqYtjLlcEIBOMTs9rbCYoScr1e1UVabRNJwcb7MaPE53DLlYCAJmLxg8AAIDrfNqR+jETXNQzb5P6AdzMYshUm2PUy/5aGj9W4qm9duPH2x1DjJcC1qHODGr8kKRDO+1xL8faB12sBEAm6Q7Y58r6ytQ9V2b5PPr07g3W8UunGPcCYO16HM1vteV5KZt6dCv3bi+TJ1L2h5fHNDo9725BAJCBaPwAAAC4jsdj6BuP7rCO/+7dXlI/gJs4PzChqci89eqibG0qznG5ovSytSxPd0WaZRZDpn5y5orLFQFINmfjR2N16t7MjNXBhgp5I1f1T18cU2CC71AA1q7bMeple4qPOHjSOe7lzBWFQox7AbA2fcPT1npbeWqfA2+mKMevPVvCo2FNU3qvm9QPAIg3Gj8AAABu4Fd2Veu2jUWSpNlgSH/1VpfLFQGp6foxL+m488htT0eNe2FXKLDedAxOWOvGqkIXK4mP4ly/7nSkP719nnEvANaue8huktuewokfUrgBrjTPL0m6MjarkxeuLfMMALg1Z+LHthRvfruVgw3l1vo4414AIO5o/AAAALiBcOpHo3X8397rY8cqcAOtffaYl301JS5Wkr4+c8dGa3f8L/qu6cLI9DLPAJApZuYXdfHajCTJY0jbKvJcrig+WpoqrfVRxr0AWKPZoH2uNIzwmINU5vd69Pjt9riXF0+R6AZgbfqGHY0fKX4OvJWD9RXW+njXkIuVAEBmovEDAADgJn5lV7V2kfoB3NLJ6xI/sHLlBdl6oNG+APbiaVI/gPWiKzApMzIBYFt5vrJ9XncLipNDTVXW+p2OIS0shlysBkC66x+Zts6VW0pzleNP/XPl4T12ottPzlzRIuNeAKxBj3PUSxonfuyvLVW2L3xbsjswpatjsy5XBACZhcYPAACAmzCM6NSPv/95nwYn+KEUWHJtal7dkchZv9fQ7ZuLXa4ofX2uebO1PnKSxg9gvegctEcXNFSl9uiCldi5oVAbinIkSWMzQbVdGF3mGQBwc90B+1xZV5Ee58p768pUnp8lSRqcmNMHvSMuVwQgnUUnfqRv40eO36u7ttkbRo53kvoBAPFE4wcAAMAtPLarWrs3OVM/ul2uCEgdznnluzYVp8Xuy1T12K5q5fjDP561D0zo3NVxlysCkAwdgxPWOpMaPwzDiBr3cqw94GI1ANJdV8C+4bk9TXa6+7wePXGHPe7l5dOMewGwOqPT8xqdDkqScvweVRdlu1zR2hxg3AsAJAyNHwAAALcQTv3YYR3//Xt9Ghwn9QOQpNY+ewf3/poSFytJf/nZPj22y745cKSN1A9gPXAmfjRWZ07jhyS1OMa9HG0fdLESAOmu29H4UV+ZHo0fUvS4l59+eIWxVwBWpdc55qU8X4ZhuFjN2h1ssBs/TnQOyzQZhQUA8ULjBwAAwDIeva1Kd0RGWMwthPSXb3W5XBGQGlr77cSP/TWlt3gkYvH0XvvmwAttlxViFjyQ8TqcjR9VhS5WEn8HG8rl84RvTHx0eZzGWQCr1j1knyu3V6ZPk9zd28pUVRjemT80Oa+f9zDuBcDK9Q5lxpiXJXdsLlZhjk+SdHV81hofCwBYOxo/AAAAlhFO/Wi0jv/h5/3cvMC6txgydeqCI/GjlsaPtXpwR6WKc8MXwC6Nzui2P3pFv/XKlG77T6/o937QqrYLo+yGAjLI3MKi+hw7OLen0S72WBTm+HX3tjLr+Nh5xr0AWDnTNKMSP9LpXOn1GPrMHRut45dOk+gGYOV6h+1zYG1FnouVxIfXY+i+7eXW8YlOxr0AQLzQ+AEAABCDh3dWac8WO/XjO8dI/cD6dn5gQlPzi5Kk6qJsbSrOcbmi9GcYUklelnU8txCOA58JLuqnH17Rl555T1977qSCxIQDGaF3aFqLkWSfLaW5ysvyuVxR/LU0VVrrY4x7AbAKI1PzGpsJSpJy/V5tKEqv75yH99iNHz/98Crf4wCsWN91o14ywcF6u/HjeOewi5UAQGah8QMAACAGn0j9eL9fV8dI/cD6df2Yl3SfM+w20zT1zefbdGX0xueVkBluAHnt7IC++XwbyR9ABuiMGvOSPqMLVuLQzipr/U7HEDc8AaxYj2MEQF1Fftp959xfU6qNkQbp0emgTnRxgxPAyvRk2KgXSTrYUGGt3+0etpqhAQBrQ+MHAABAjA41VWlvJPVjfiGk775F6gfWr9Y+x5iXGsa8rFXbhVG9fnZQ88vcFJ0NhvT62UGdujiWpMoAJErH4IS1bsjQxo/GqgJtLsmVJE3MLqi179oyzwCAaOk65mWJx2PoSee4l1OMewGwMn2OUS/bMmDUixT+7ltVmC1JGpsJ6uzlcZcrAoDMQOMHAABAjMKpHzusY1I/sJ6ddCZ+1Ja4WElmePadHs0tLMb02LmFRT37TneCKwKQaB1RiR+FLlaSOIZh6CHnuJfzARerAZCOuobsc+X2yvRskju8d5O1fvWjq5pfIP0IQGzGpoO6Nh0ed5Xj96i6ML3GXd2MYRg64Bz30jXkYjUAkDlo/AAAAFiBlqZK7d0avsk9vxDSXx7rdLkiIPmuTc2rOxI36/ca2r2p2OWK0t+b5wYVa7ptyJTe+HgwsQUBSLguR+NHQ3V63syMxaEme9zL0XOcuwCsjDPxoz4NEz8kae+WYm0pDacfjc8u6J0OmuAAxKbXkfZRW5Yvjye9xl3dygHHuJfjnTR+AEA80PgBAACwAuHUj0br+IfvX9CVsRkXKwKS7+QFO+1j96Zi5fi9LlaTGWaDsaV9WI+PMR0EQGpaWAxF3czM1FEvknSgvlxZ3vDlp3NXJ/jeBGBFugOOxI+K9DxXGoahJ/fY415ePn3FxWoApJPeDBzzsuSgo/Hjg96RmBMwAQA3R+MHAADACrXsqFTzUurHYkjfOdrlckVAcrX2jVrr/TWlLlaSOVbaPJPjo9kGSGf9I9OaXwxH/VcXZasox+9yRYmTn+3TPXVl1vFb7ex0BxCbhcWQ+kemreO6NE38kKTP7rHHvfz3swMrbvoFsD71DtnnwG3l6XsOvJHNJbnaVh5uZpkNhnSyf3SZZwAAlkPjBwAAwAoZhqE/eGyHdfyPH1zQ5VF2r2L9aO23Ez/215a4WEnmeHhnlWJN7fUY0iO3VS3/QAApq9Mx5qWxqtDFSpKjpanSWh9tZ9wLgNhcuDaj4GJ4Fl51UbYKsn0uV7R6uzcVWTc4J+cW9NZ5muAALC868SOzGj+k6HEvJxj3AgBrRuMHAADAKjzYWKF9NY7Uj2OdLlcEJMdiyNSpCyR+xNuXH6hTdowpHtk+r778wPYEVwQgkTocjR+ZPOZlSUuT3ax2vHNY8wshF6sBkC56huxzZV2a3/C8ftzLS4x7ARADZ+NHbXlmjXqRpIP1duPH8a5hFysBgMxA4wcAAMAqGIahP3g0OvXjEqkfWAfar05oaj4cTb2hKEebSnJdrigzNG8t0aO7qpTjv/WPaDl+jx7dVaW9W4qTVBmAROhcZ40f9ZX52loW/u/F5NyCftE34nJFANJBd8C+4bm9Mv3PlYcd417e+HhAM/OMewFwa71D9nkw3RvgbuT++nJrferCqCbnFlysBgDSH40fAAAAq/RAY4XurA2nHQQXTX3nKKkfyHyMeUkMwzD0rS8067Fd1cr1e2849iXH59Fju6r1rS80yzBinAsDICVFj3pJ/5uZyzEMQy077NSPY+2MOACwvC5n40cG3PDcuaFQ9ZXhzzE9v8joKwC3NDYd1LXpoCQp2+dRdWGOyxXFX1l+lnZtLJIkLYRMvd9D6gcArAWNHwAAAKtkGIa+8Wijdfz8Ly7o4rVpFysCEi+q8YMxL3Hl93r0Z1/cpx9+5T49cftG5fqjR7/86l1b9Odf2i+/lx/jgHQWCpnRjR/VhS5WkzyHdlZa62Pc7AQQg+6Afa6sz4DED8MwolI/Xjp92cVqAKS6vhG7+W1beb48N9odkAEONtipH8c7afwAgLXgiiEAAMAafKqhQnc5Uj++fbTL5YqAxDrZP2qt99H4EXeGYah5a4m+/ev79fGfPK6v7Mm2/u79nhGZpulidQDi4dLojGaC4Xj/svwsleVnuVxRcty/vUJZvvBlqPMDk4zIA7Cs7iHnqJf0T/yQpMN7NlrrN88NaoqxBgBuosdxDqwtz3OxksQ60FBhrY93DrlYCQCkPxo/AAAA1iCc+rHDOv4nUj+QwUam5q2LT1lej27fXORyRZlvf5XXSv44PzCpc1cnXK4IwFo50z4a1sGYlyW5WV7dt93e0UnqB4BbmZgNKjAxJyn8vXNLaWbc9GysLlRTJOlpNhjS6x8PuFwRgFTVN2xfW9qWAeOubuaebWXyRdJMzl2d0NDknMsVAUD6ovEDAABgjQ42lOvubeHkg4WQqW8f7XS5IiAxTjrGvOzeXKRsn/cWj0Y85PgMPbar2jr+cdslF6sBEA9RY17WUeOHJB1qsse9HD0XcLESAKmuOxC9092bQSMOnKkfL5++4mIlAFJZ71D0qJdMlZ/t076aEuv43S7GvQDAatH4AQAAsEaGYegPolI/LurCCKkfyDytjsaP/Yx5SZrP7bNnwb/YdlmhEONegHTWMWgn96ynxA9JammqstYnuoY0t7DoYjUAUplzxEFdhu10f9LR+HHsfEATs0EXqwGQqnqHnY0fmZF6dDMH6u1xLye6GPcCAKtF4wcAAEAc3F9frnu2lUki9QOZq7Vv1FrT+JE8DzRWqjTPL0m6PDarD3pHXK4IwFp0RCV+FLpYSfLVVeRbNy6m5xf1Qc+1ZZ4BYL3qDtjnyu2VmdUkt72yQLs2hkcmzi+E9NpZxr0A+KTedTLqRZIONtiNH8c7SfwAgNVKm8YPwzAeNwyj3TCMTsMw/vAGf/+gYRithmEsGIbxq9f93SuGYYwahvHSdX/+N4Zh9BiG0Rb51ZzozwEAADKTYRj6xmON1vGPfknqBzLLwmJIpy46Gj9qS27xaMST3+uJ2hn647bLLlYDYC1M04we9VKdWTczY+FM/TjaPuhiJQBSWZcj8WN7Zebd8Dy81/5u9xLjXgBcZ2wmqJGpeUlSts+jDUU5LleUWM1bS5TrD4+S7R+Z5noaAKxSWjR+GIbhlfRtSU9I2iXpS4Zh7LruYf2SfkvSP9zgJf4vSb9xk5f/X0zTbI78aotTyQAAYB06UF+he+vs1I+/eJPUD2SO9oEJTc+HI/k3FOVoY3GuyxWtL59r3mytf3LmiuYXQi5WA2C1BifmNDG7IEkqzPGpqjDb5YqSr6Wp0lofo/EDwE10B+zGj/pMbPy4wx7l905HQGPTjHsBYOtzjHmpLc+Tx2O4WE3iZfk8uidyPU1i3AsArFZaNH5IukdSp2ma3aZpzkt6TtLTzgeYptlrmuZpSZ+4Amqa5huSJq7/cwAAgHj7xqM7rPWPWi+qf5hdCsgMrf2kfbhpf02pNpeEm23GZoJ663zA5YoArEbHgJ320VBVIMPI7Iv4N3Lf9nLl+MOXo7oCU+zoBPAJoZCpniHHqJeKzEtHqinP094txZKk4KKpV89edbkiAKnEOealtjzzmt9u5GBDubVm3AsArI5hmqbbNSwrMrrlcdM0vxw5/g1J95qm+dUbPPZvJL1kmuaPrvvzFkn/1jTNw9c99n5Jc5LekPSHpmnO3eA1vyLpK5JUXV1953PPPRefD4YVmZycVEFB5v2gx+dKL5n6uaTM/Wx8rvSSKZ/rv7w/o3Mj4V7U8hxDE/Om5kOmsjyG9lZ69USdX3XFnoy42ZMp/2bX43N90jOn53TicniX+hebsvR4nT+epa1Jpv57SdGf7Ufn5/VSd3g36D0bvPrd5vSN+83UfzM+V/pJ9md7rS+oH3wcju1+YLNP/9MdiUn8SPV/s2/9clanA+EUqd/YlaVHamL7b0qqf67VytTPJWXuZ+NzJdbwTEj/81szkqQCv/QXj6ztpmeqfK7r/bQnqH9sD/834fYKr/7tXSv7bpeqnyseMvWz8bnSi5uf60jnvP65M/yz3+Pb/Prizqy4vn4q/pv1jS/qfzsxK0kqyjL0/xzKXfF1s1T8XPHA50o/mfrZMvVzpYNDhw790jTNu5Z7nC8ZxcTBjc7u8ehY+V8lXZWUJekZSf9O0h9/4o1M85nI3+uuu+4yW1pa4vDWWKljx44pE/+353Oll0z9XFLmfjY+V3rJlM/l2xLQv3r2fUnS8OzSVxZD8yHpl4OL+nBEenRXlb71hWb5vekSwHZjmfJvdj0+1yf97x8clRRu/Pj8w3fpztrS+BW2Rpn67yVFf7aNOyf00p++LUk6NWTqrvs/pYLsdPmRLlqm/pvxudJPsj/ba/98RuFJtdKDexvV8uD2hLxPqv+b9Wf36vSRjyRJl0Ilamm5O6bnpfrnWq1M/VxS5n42PldivdMRkN4K/zzVtKlULS0H1vR6qfK5rtfYPKN//C9vSpI+Hglpz90HVJYf+83dVP1c8ZCpn43PlV7c/FwvDLZJuiRJemBfk1rurY3r66fiv1koZOpP217TtemgxudNbbrtLjVtKFzRa6Ti54oHPlf6ydTPlqmfK5Oky52Gi5K2Oo63SLq81hc1TfOKGTYn6fsKj5QBAABYNdM09Y8fXNDNxq+GTGkmuKjXzg7om8+3KR3S14DhyTkrajbL69Htm4tcrmh9atpQqJ2RC19zCyG9+iGR4EC66RiMHvWyXrXsqLLWJ7qGNBtcdLEaAKmmZ2jKWtdVZO6Ig80ludpfEx6huBgy9epHfLcDENbrPA+uk1EvHo+h++ud416GXKwGANJTujR+fCCp0TCMOsMwsiR9UdILa31RwzA2Rn43JH1O0odrfU0AALC+tV0Y1etnBxVapp9jNhjS62cHderiWHIKA9bgZP+otd69uUjZPq+L1axvn9u32VofObXmXngASdZF44ckqaY8T9srwzcxZoMh/bxnxOWKAKSS7oB9w3PpXJGpDu/ZZK1fOs13OwBhfZGNF5JUm8ENcNc7UF9hrU900fgBACuVFo0fpmkuSPqqpFclfSzpedM0PzIM448Nw3hKkgzDuNswjIuSPi/prwzD+Gjp+YZhvCPpnyQ9YhjGRcMwPh35qx8YhnFG0hlJFZL+c/I+FQAA/z97dx4f1X3f+/99ZkbSSKAFrSAkhIQwOwgZ28QYg20cgzccJ/WSNG3aOLm/2yVt3Pa299emTev29rZN3Ky3beI0aXOT2G7iGMcLjhfs4B1biMUsltACSGhHC1pnOfePEeccYUASSDqzvJ5/nRlJ5DPRw1/NnO/n+3kjHj2yu17DwYmdWh0OhvTI7rpprgi4fFXHT1vXlQuiJ+IlEd2xxt4ceK2mXe19wy5WA2AyOs8Mq7N/RJKUmuTV/KxUlyty1w1L7Kkfu460uVgJgGhzrN1ukivLje8muVtXzZMxOi3yzWOdvLcDoN6hgPWeMdnn0bwMv8sVzZwN5Xbjx9t1XQqGwi5WAwCxJyYaPyTJNM1nTdO8wjTNRaZp/t3oc39pmuZTo9d7TNMsMk1zlmmaOaZprnD87EbTNPNM00wd/Z7nR5+/0TTNVaZprjRN89dN0zxz/v91AACAiXn5yPjTPs4Km9JLh9noQPRzTvyg8cNd87NSdXVptqTIGsLJUCB21DqmfSzKnyXPhXLhEsTmJXnW9asftLtYCYBo45z4sSjOJ37MzfTrqhL7vd3Og6dcrgiA2xo7HNM+stMS6j3jwpw0FWZGGl36hoPa38SUXACYjJhp/AAAAIgFk82oH5rgdBDALcFQWPtOOho/SrJcrAaStL3Cnvqxo5rGDyBW1DgaPxbnp7tYSXS4ujRbqUmR6LD6jn7VO7LsASSuoUBIzT2DkiSPEYmGine3r5lnXT+9n8YPINE1dNrviUpy4rv57VyGYehax9SPN2qJewGAyaDxAwAAYAr5RzcwJirFx9sxRLejrX0aGIk0KM3L9GteZmJHE0SD21bNU5I3cuqr+kS3GtgsBWKCc+JHeX58RxdMRIrPqw3lOdbjV44yBQ1ApBHMHJ2gWJydphTf5D5fxaJtK+fp7IH+dxq61No75G5BAFzl/HxXmhv/zW/ncr4/fL2208VKACD2sNMAAAAwhW5cmq/JTOEMhkx991d1GgmSW4roVEXMS9TJSkvWpivyrcdP7WPqBxALaPz4sM1L7LXslaPEvQDQmOk/ZbmJcdI9Lz1F68siG52mKT17gKkfQCJr6HREvSTYxA9JunaRPfHjveOnJz1ZFwASGY0fAAAAU+iBjaWTOpUWDJv6u2cP66P//KpeONQq8+zxNiBK7G08bV2vXUDMS7Rwxr08Wd3E2gHEgJq2Put6MY0fkqTNS/Ks6zfrOjU4wo19INHVtdtNcqW5ibNW3raauBcAEc6ol9IEaYBzKsjwW03SI8Gw3m04Pc5PAADOovEDAABgClUUZ2nL8nz5ky7+NivZa2hWst0g0tA5oM/957v69e+9rSMtvdNdJjBhVcftmyyVJUz8iBZblhVYa0hde78ONrFuANGsdyig1t5hSVKy16MF2Yk3tvt8iuakWU0wI8Gw3qpjnDeQ6OraHRM/8hJnw3Pbynnyjo6OfK/xtJq7B12uCIBbGh2NHyU5ifmeccMiR9zLsQ4XKwGA2ELjBwAAwBQyDEMP31Ohm5cXKDXJ+6HYF48hpSZ5dcvKuXrnz7foS7cvV4bfZ3399dpO3fr13frznx9Q55nhGa4eGKvzzLA1ZjbZ69GKwgyXK8JZqcle3bJirvV4R3WTi9UAGI8z5qUsb5Z8Xm7HnHXDUjvuZdfRNhcrARANjnUkZuNH9qxkXevY6CTuBUhMfUMBdZwZkSQl+zwqzEx1uSJ3XFtux728UUvjBwBMFHcaAAAApliS16Nv3LdWP/n8em1bOU+pSV4ZijR83Lpqnh79/Hp98/5KzUrx6bPXleqVP7lBn15fYjWJhE3pR28f1+avvKJHdtdpJBh29fUgce093m1dr5yfMakYI0y/7WvnW9dP7WtWKEzcCxCtalvtxo9FxLyMsfkKO+7llaPtRFcBCcw0zTFRL4vyEmu9vGO1HeX3C+JegITUOHrwQpIWZKfJc+5pogSxvizHukd2oKlHPYMBdwsCgBhB4wcAAMA0MAxDFcVZ+vanKnX4oa36/tZZOvzQVn3rk5VaU5w15nuzZyXrobtW6rk/uF4bF9unGvqGgvrbZw7rlq/9Si8eamUjBDNuTMzLAmJeos2GRTnKnZ0sSWrrG9bbRCQAUavWsZG5mMaPMdYtzLaiq453DajOcdofQGLpODOivqGgJGlWslf56SkuVzSzPrqiQL7Rnc59J7p1omtgnJ8AEG/qHe+DFuYkztSjc2WmJmnV/ExJkcNRxAECwMTQ+AEAABAllsxN13/+9tX63m+uU2mu/QG/vqNfD/znu/r0997R0ZY+FytEohnT+FFC40e08Xk9ut1xMvRJ4l6AqFXTav/9Xpyf7mIl0SfZ59EGxzjvXUeIewESlXPaR1nebBlGYp10z0pLHnMQ4GmmfgAJp7HT2fiR5mIl7iPuBQAmj8YPAACAKGIYhm5aVqDn//B6/cVty5Tu91lfe622Q9u+/iv9xZMH1NU/4mKVSATBUFj7TvRYj5n4EZ22V9iNH88daNFQIORiNQAupKbN3swsZ+LHh9ywNN+6fvWDdhcrAeAm50n3srzEPOnubOp95kCzi5UAcEODI+qlJDcx18GzNiyyGz9eP8bEDwCYCBo/AAAAolCyz6MHNpbp1T+5Qb++foGVbRo2pf/71nFt+qddemR3nUaCYXcLRdw60tKnwdEmgsJMv+Zm+l2uCOdTUZylktGTYH3DQb1ylJPyQLQZGAmqqXtQkuT1GFqYm9inN89n85I86/rtui71DwddrAaAW5xRT6UJuuF584oCJXsjt+wPNvWqgfgrIKE4/5svTeCoF0lat3COkn2R9bC27Yxae4dcrggAoh+NHwAAAFEse1ay/vauVXruD67XdY4xl31DQf3tM4e19Wu/0kuHW2WapotVIh7tdcS8rCXmJWoZhqHtaxxxL3s5GQpEm7r2fp39M12Sk6YUn9fdgqLQvMxULZ0bicAZCYX1Jqc6gYR0btRLIsrwJ2mToxnu6f28twMSyZiJHwke9eJP8upKx+TRN44R9wIA46HxAwAAIAYsmZuuH372aj3yG+vGnH6r6+jXZ//jXf3Gv7+jD1r7XKwQ8abqeLd1TQRiNWMAACAASURBVMxLdLuzYr51/fLRNvUMBlysBsC5atrsv8/lCbqRORGbl9hxL7uYXgQkpLp2R9RLgk78kKTbV8+zrp/ef8rFSgDMpL6hgDrODEuSkr0eFWalulyR+zaU51jXr9fSGAwA46HxAwAAIEYYhqEtywv0/B9er7+4bZnS/T7ra7trOrTt67v1pScPqqt/xMUqES+qHBM/KhdkuVgJxlOeP1sr52dIkkaCYT1/sMXligA41bTaJ9gXF9D4cSHOuJdXjrYzzQxIMIFQWMe77JPuZXmJ2/hx07ICpYzGGxxp6VNtGw3+QCJodEz7KM5Olfds5m8Cu9Yx+faN2g7eHwLAOGj8AAAAiDHJPo8e2FimV/54sz51zQKdvRcQCpv64VuN2vxPu/S91+oVCIXdLRQxq+PMsHXTKdnn0YrCTJcrwnjuckz9eLK6ycVKAJyrts3R+JGf7mIl0e3KkjlKT4k0tTZ1D475/w1A/DveNaBgOLKhNy/Tr7Rk3zg/Eb9mp/h041J7ChJTP4DE0NBpTz0qTeCpR06r52da7w+be4bGROEAAD6Mxg8AAIAYlTM7RX/3sVV65gsbde0ie/xl71BQDz19SLd87Vd6+UgrJyIwaXsdMS+r5mcq2cfHhmh3x5pCGaNNYG/Wdaq1d8jdggBYnA0M5flM/LiQJK9HG6+wT3US9wIkljExLwk87eOs21cXWtdP7z/FZzogATgnfpTksA5Kks/r0TVl2dbj12s7XKwGAKIfd3ABAABi3LJ5GfrRA9foO5++UiU5adbzde39+u0fvKvf+Pd3VNPKeGBMHDEvsacgw6+PlEUawExT+sW+ZpcrAiBJw8GQdXrTMKRFeTR+XMzmK+wT7q8cbXexEgAzrb7DbpLjpLt0w9I8pSZ5JUUaCI/yeQ6Ie/UddgPcQtZBy7WLHHEvx2j8AICLofEDAAAgDhiGoY+umKtffvF6/fmty6xRmJK0u6ZDW7++W3+146BO94+4WCViRVWjs/FjjouVYDKccS87qmn8AKJBQ8eARpMLVDQnVanJXncLinKbluRZ13sautQ3FHCxGgAzaczEj1ya5NKSfbppmSPuZR9xL0C8a3REvSx0HOpJdBvK7caPN491KhxmAhIAXAiNHwAAAHEkxefV564v064/2axPXrNAntHoh1DY1H+82ahN/7RL//5avQKhsLuFImoFQ2HtP9ljPV5L40fMuGXlXCV7Ix/xDjT16Fj7mXF+AsB0q2mzT2gvzk93sZLYUJDh1/J5GZKkQMjU67WdLlcEYKYQ9fJhzriXZw4Q9wLEu/oOO+plIVEvlisKZit3dook6fRAQIdO9bpcEQBELxo/AAAA4lDu7BT9r4+t0jNf2GjFP0hS71BQf/P0Id3ytV9p15E2FytEtDrS0qfBQEiSVJjp19xMv8sVYaIyU5N041L7ZOiOvU0uVgNAkmpa7Qas8nxOsE/EDUvtqR+vfsB7FSBR1DmiXojFiti8JE+zRidF1Xf06/1mNjuBeHVmOKiOM8OSpCSvocKsVJcrih6GYejaRfZ9LeJeAODCaPwAAACIY8vmZejHn7tG//bpK1XiGBVa196v3/rBHv3mv7+jGvKi4VB13I55WVvCtI9Yc9da+2Tojn3NnAwFXFbbTuPHZG1eYjew7TrSzjoGJICewYA6zkQiKZN9HjY8R/mTvLp5eYH1+On9xL0A8aqhw556VJydJu/Z8a2QJG0otxs/mAgHABdG4wcAAECcMwxDt6yYq19+8Xr9z21LNTvFZ33t1Q/atfXru/Xlp97X6f4RF6tEtKhqtBs/Kol5iTmbl+Qr3R/5b7yxc0DVJ7pdrghIbLWOiR+LafyYkLXFWcoYXcdaeod0lAZVIO7VOZrkSnNmseHp4Ix7eXo/Tb1AvGrstGNeSol5+ZBrF+Va1+/Ud2kkSHwxAJwPjR8AAAAJIsXn1X/btEi7/niz7r+6WMbo/dRQ2NQP3mjQ5q+8ou+/Xq9AiA/QiazquN0oULkgy8VKcCn8SV5tWznXeryjutnFaoDEFgyFx0YX0PgxIT6vR9dfYce97DrS7mI1AGZCXbt90r0sjw1Pp41X5FpNvSdPD2r/yR6XKwIwHRo67XWwhMaPDynOTtOC7MgU28FAiAMOAHABNH4AAAAkmLz0FP393av19O9fp/Vl2dbzPYMB/fUvDmnr136lXUfbXKwQbuk4M6zjXZGTRsk+j1YUZrpcES7F9or51vXT+5sVpJkLcEVj14ACocjJ7LkZfmX4k1yuKHY4415e4T0JEPfqHREHpblseDql+Ly6ZYXd1Pv0fpp6gXjUMGYdTLvIdyausXEvHS5WAgDRi8YPAACABLWiMFM/+dx6/euvX2mdnJCkY+39+q3v79Fnvv+OatsYr55I9jqmfayan6lkHx8XYtH6shzlp6dIkjrOjOj1Y2QgA26obXPEvBQw7WMyNjkmfrzbeFq9QwEXqwEw3ZzTkcryWC/Pddvqedb1M/tPKRwm7gWIN86oFyZ+nJ8z7uWNYzR+AMD5cCcXAAAggRmGoa0r5+qFB6/Xn21bqtkpPutrrxxt1y1f260vP/W+ugdGJEmmaWrv8dP6nR+9p2Vf2qnP7OzXsi/t1O/+qErVJ7rJnI5xVcdPW9fEvMQur8fQnWvsPPgd1U0uVgMkLmfjxyI2MiclLz1Fq+ZHpk6FwqZeq+HmPhDPiHq5uOvKc5WVFpka1dwzpL0nTo/zEwBiTX0nk4/Gc+0ie+LH3uPd6h8OulgNAEQnGj8AAACgFJ9X/9+mRdr1x5t131XFMozI86GwqR+80aDNX3lF//5avX7/J3v1ye++rZ0HWzQYCEmK5Ks+d/CU7v/OW/rCo3sVIFYiZlU1Ohs/5rhYCS6XM+7l+YMtGhwJuVgNkJhqWu2pWUz8mLwblthTP4h7AeJXOGyOiXpZlMt6ea4kr0dbx8S9nHKxGgBTrX84qPa+YUlSktfQvEy/yxVFp5zZKVo6N12SFAybeqehy+WKACD60PgBAAAAS156iv73x1fr6d+/TteUZlvPdw8E9DdPH9Iz+09pMBDSudOFw2akAeSFQ6168PFqJn/EoGAorP0ne6zHlSU0fsSylfMzrBOz/SMhvXi41eWKgMRT2+6IeslPd7GS2LR5ab51/crRdt5bAHGqqXtQw8FI43jOrGRljk62wFi3r7anuT17gLgXIJ40OKZ9FGenyedl2+5CNpQ74l5qmQgHAOfiLwgAAAA+ZEVhph79/Hr9669Xqjg71Xp+vNuLQ4GwXjzUpn2OBgLEhiMtfdYUl/lZqSrI4JRRLDMMQ9vX2FM/dlQ3u1gNkHjCYXNM1MvifE6wT9aaoizNGd0Abusb1qFTvS5XBGA61HUQ8zIR68uylTMrWZLU2jusPZx0B+JGY+eAdb0wh3XwYjaU23Evr9d2ulgJAEQnGj8AAABwXoZhaOvKeXrhi5u0pGDiJ5WHgyE9srtuGivDdKg6bse8rF2Q5WIlmCrbK+yToa9+0KbugREXqwESS1P3oIYC9gn2OaObdZg4r8fQ9Vc4417aXawGwHSpd0xHKiPm5YJ8Xo+2riTuBYhHzrgrGj8u7urSHPk8kWziQ6d61dXPZ1wAcKLxAwAAABflT/LqeNfA+N84KmxKLx1um8aKMB2qGu3Gj8oFxLzEg4W5s1RRHGniCYRMPXugxeWKgMThnPZRzrSPS7Z5id34sesI7y2AeOSc+FHKxI+Lcsa9PHfwlMJEYAFxodER9bIwN83FSqLf7BSf1hTbB1XePMbUDwBwovEDAAAA4xoajQCZ8PcHJ/f9cF/V8W7rurKExo944Zz68WR1k4uVAImlpq3Pul5cQOPHpdroyHF/t/G0PrOzX8u+tFO/+6MqVZ/olsmmJxDz6todUS+5NH5czFUL5yhrNAKr48yIfvv5AdZEIA40dNgHbUqY+DGuDYsccS/HOlysBACiD40fAAAAGJc/yTu57/dN7vvhro4zw9ZUlxSfR8vnZbhcEabK7asLNToJV+/Ud6mpe9DdgoAEUdPqmPiRR+PHpQiEwvrrpw/JMMY+PxgI6bmDp3T/d97SFx7dq0Ao7E6BAKZEnTPqhfXyggKhsL74eLXODAXHPM+aCMS+BsfEj1IaP8Z1raMx+I1aGj8AwInGDwAAAIzrxqX51ubxRL1wqHV6isGUc8a8rJqfqWQfHxPiRV56ijY4boz9Yl+zi9UAiaPWsZG5uCDdxUpik2maevDxar1wqFXnO8AeNiObnS8catWDj1dzyh2IUQMjQTX3DEmSvB5DC7KJODgf55oYDH94vWNNBGLXwEhQbX3DkiSfx1Bhlt/liqLf2gVZ8idF7lk0dA5wuAEAHLijCwAAgHE9sLFUKZOY4jEYCOlz//muHviPPTrRNTD+D8BVxLzEt7sq5lvXT+4l7gWYbqZpqtYx8WNxPifYJ6v6RLdePNSmocDFT64PBcJ68VCb9p3smaHKAEyl+g77lPuC7DSajy+ANRGIX86YlwXZafJ5WQfHk+Lz6qqF2dbj15n6AQAW/ooAAABgXBXFWdqyPN86VXEhSV5DSV57NMiLh9u05eFX9a2XazQcDE13mbhEVcftiR+VC7JcrATT4ZaVc5UyupFypKVPR1v6XK4IiG+tvcPqG46M4k/3+5SXnuJyRbHnkd31E37fMBwM6ZHdddNcEYDpUNduN36U5RJvcCGsiUD8anTEvJTkMPVoojYQ9wIA50XjBwAAAMZlGIYevqdCNy8vUGqS90OxLx5DSk3yauvKuXr9T2/U/VcXW18bDob1lV9+oG1f263XavhAHm0CobD2n3RM/FjAxI94MzvFpy3LC6zHO6qZ+gFMp5o2u7lqcf5sGcYks9Kgl4+06TxpBucVNqWXDrdNb0EApoVz4kdZHo0fF8KaCMSvekfjx0Ia4CZswyK78eP1Y51EXAHAKBo/AAAAMCFJXo++cd9a/eTz67Vt5TylJnllKNLwceuqeXr08+v1zfsrlZ/h19/fvVpP/M61Wj4vw/r5uo5+/fr33tbv/2SvWnuH3HshGOPIqT5rbPT8rFTlZ5ApHI+ccS87qpsVnujuAYBJq21zxryku1hJ7BoKTG5K2BBTxYCYVNdur5elucRiXQhrIhC/Gh1RLwtzaPyYqOWFGcpMTZIktfcNj3n/DQCJjMYPAAAATJhhGKooztK3P1Wpww9t1fe3ztLhh7bqW5+s1JrisREhlQvm6Knf26C/umO50lN81vO/2Nesm776qr73Wr2CoYvnVGP6jYl5KWHaR7zadEWedWOsqXtwzO8dwNSqcdx4Ls9nI/NS+JO8k/t+3+S+H0B0qGPix4SwJgLxi4kfl8brMfSRshzr8evEvQCAJBo/AAAAMI18Xo9+a0OpXvqjTdpeUWg9f2Y4qIeePqTbv/ma3mvscrFCjGn8WJB1ke9ELEv2eXTrqnnW4yeJewGmTW2ro/GjgMaPS3Hj0vwPxcpdiMeQblqWP70FAZhypmmqrp3Gj4lgTQTiV6Oz8SMnzcVKYs+Gckfjx7FOFysBgOhB4wcAAACmXX6GX1+/b61+/MA1Y27qHmnp08f/5U396U/3q6t/xMUKE9fYxg8mfsSzuxzNV8/sP6UAE3eAaVHb7ox6ofHjUjywsVQpEzyxnuLz6oGNZdNcEYCp1t43rDPDQUlSeopPebNTXK4oerEmAvFpYCSo1t5hSZLPY2h+VqrLFcWWa8tzreu36jqZKAsAovEDAAAAM+ja8lzt/IPr9Se3LJE/yX4r+ti7J3TjV1/RT945rnDYdLHCxNLeN6wTXYOSpBSfR8vmZbhcEabTVQuzVZjplySdHghod027yxUB8afzzLDVyJiW7FVhJjfwL0VFcZa2LM8f817hfPxJHm1Znq81RZkzVBmAqXLsnGkfhjHBkRYJiDURiE+NnQPWdXF2mnxetusmoyx3luZmRD7f9g0FdbC51+WKAMB9/CUBAADAjEr2efS7N5TrhS9u0s3LC6znuwcC+p9PHNDd//KGDjb1uFhh4nBO+1hdlKlkHx8P4pnHY+gOx9SPJ/c2u1gNEJ9q2uxpH4vyZssz0dn8GMMwDD18T4VuXl6g1CTveSMODEk3LyvQw/dUsGEMxKC6Dnu9LMtjOtLFTGRNlKT1ZTmsiUAMaeiwG+BKiHmZNMMwdK0z7qW2w8VqACA6cGcXAAAArijOTtN3f2OdHvmNdSqaY5+Irj7RrTu/9Zq+/NT76h0KuFhh/HM2fqwl5iUhbF8z37p+4VCr+kdHrAOYGrVtxLxMlSSvR9+4b61+8vn12rZynlKTvHJuZZqSHthYpiROxwIxqd458SN31kW+E9KF10Svo8lj2bwM1kQghjQ4Jn4szGEdvBQbFtlxL28co/EDAHgnCAAAAFdtWV6gF764Sb93Q7mSvJEbl2FT+sEbDbrpq69qR3WTTJP4l+mwt7Hbuq5ckOViJZgpy+al64qCyGb0YCCkFw61ulwREF+cjR/lBTR+XC7DMFRRnKVvf6pShx/aqu9vnaWPVxZZX3/s3RMuVgfgctQ5TrqX5rHhORHnWxP/7dNXWl9/cm+TQsRmAjGjsdNeBxcy8eOSXLvIOfGjU5/Z2a9lX9qp3/1RlapPdHMvCUDCofEDAAAArktN9uqPb1minX94va4rt09stPcN6w8erdYnv/u2atv6XKww/gRCYe1vcjZ+MPEjERiGoe0V9tSPHdVNLlYDxJ8ax9+qcqILpsV9Vxdb109VN2tghMlFQCyqa3dEveSyXl6qTUvylD0rWZJ0qmdIb9V1ulwRgImqdzTALWTy0aQFQmH9r+cO69xwq8FASM8dPKX7v/OWvvDoXgVCYVfqAwA30PgBAACAqLEob7Z++Nmr9c371yo/PcV6/s26Tm37+m79484jbPBMkcOnejUUiNwAmZ+VqvwMv8sVYabcuabQuv5VTYc6zwy7WA0QX8ZEvRSku1hJ/FpXMkdlo9MBzgwH9cz+Uy5XBGCyRoJhnTg9aD0uZcPzkiV5PWPe2/2s6qSL1QCYjEaiXi6ZaZp68PFqvXCoVeeb6RE27QmXDz5ezeQPAAmDxg8AAABEFcMwdMeaQr30R5v02xtK5fVEzm8EQqb+zyvHdPPDv9Iv32/hg/tlqmo8bV1XljDtI5EUZ6dp3ejvPBQ29cwBNk2BqdAzGFBrb6SRKtnnUfGcVJcrik+GYei+q+ypH4/tIe4FiDXHu/qtSJL5WalKTfa6XFFsc0Zg7TzYov5hGuWBaDc4ElJL75AkyecxVMT7xkmpPtGtFw+1WYdZLmQoENaLh9q072TPDFUGAO6i8QMAAABRKd2fpL+8Y7l+8XvX6UpHY0JT96A+/8P39MB/vKsTXQMX+RdwMVXHnTEvWS5WAjdsr7BPhu6obnaxEiB+OKd9lOXOks/LLZfpcndlkXyjjaHvNp4mDg6IMcfa7XiDsxN8cOlWzs/Q4vxIXM7ASEg7D7a4XBGA8TR22etg0ZxU3jdO0iO76zUcDE3oe4eDIT2yu26aKwKA6MBfEwAAAES15YUZ+q//9hH948dXa05akvX8S0fatOXhV/Wtl2sm/IEftr0nHBM/FjDxI9HctrrQ2jR9r/E0TVTAFHA2H5SPbsBheuTOTtHNywusx0z9AGJLnbPxg5iXy2YYhu52TP14Yi9xL0C0a+iw18GFrIOT9vKRNoUnOAQ2bEovHW6b3oIAIErQ+AEAAICo5/EYuueqYr38R5t1/9X2ePfhYFhf+eUH2va13dpd0+5ihbGlvW9YJ7oiueopPo+WzctwuSLMtOxZybr+ijzr8VP7mPoBXC7nxI/F+ekuVpIY7nXEvfysqkkjwYuP+gYQPeo7HBOS8miUmwofWztfRqSnV28c61Rz96C7BQG4qIZOu/F+YQ6NH5M1FJjc4Z8hDgsBSBA0fgAAACBmzJmVrL+/e7We+J1rtaLQblao6+jXp7/3jn7vx1VqHc3JxYVVHbenfawuylSyj48FicgZ9/Lk3iaZ5gSPTAE4rxpH4wcTP6bfxsV5Ksz0S5K6+kf04uFWlysCMFHOiR+lnHSfEnMz/bquPFeSZJrSk9VNLlcE4GLGTPzISXOxktjkT/JO7vt9k/t+AIhV3OEFAABAzKlcMEc7fneDvnzHcqWn+Kznn95/Sjd99VU9srtOwRAnfy/E2fhBzEviunl5gVJHb5jVtJ3RoVO9LlcExLaaVsfEjwIaP6ab12PoE+vsqR+PEvcCxIw6x4ZnWR6NH1Pl7sr51vUTVTT1AtGsodNeB0togJu0G5fmazS5dFweQ7ppWf70FgQAUYLGDwAAAMQkn9ejz2wo1Ut/tEl3OSYXnBkO6m+fOazbv/ma3m3ocrHC6LW3sdu6XkvjR8JKS/bpoysKrMdPVRP3AlyqgZGgmkbH6ns9BiO7Z8ivXVlkRRvsrmnXydMDF/8BAK7rHhhRV/+IJMmf5FFhZqrLFcWPW1bMVVpypKm3tu2MDjT1uFwRgAtp6LDfs5TyvnHSHthYqpQJTvFI8Xn1wMayaa4IAKIDjR8AAACIafkZfn3tvrX68eeu0SLHicEjLX36xL++qf/x033WzWVIgVBY+5vsxo/KkiwXq4Hb7qqwT4Y+ta9Z4TAnQ4FLcaxt7LhuIrRmRnF22phog/9696TLFQEYz7F253o5S56JHtnGuNKSfdq2cp71+Ikq4l6AaDQ4ElLLaESt12No/hwa4CarojhLW5bny5908ffc/iSPtizP15qizBmqDADcxZ0IAAAAxIVrF+XquT+4Xv9j65IxH/4ff/ekbvzqK/rx28fZ1JZ0+FSvhgKRGJyiOanKT/e7XBHcdN3iXGXPSpYkneoZ0jtMyQEuSU1bn3Vdnk/My0y676oF1vVP3zupEH/rgahW127HYi3KY72cah+vHNvUOxIk/hKINo1ddgNc0ZxUJXnZppsswzD08D0VVnzp+XoIk70e3by8QA/fUyHDoMkQQGLgLwoAAADiRrLPo9/ZXK4XH9ykjy63Iyy6BwL6/39+QHf/yxs6mOAjj6saT1vXlcS8JLwkr0e3rbJPhu6o5mQocClq2+yNzMX56S5Wkni2LM+3Gtiaugf1Wm2HyxUBuJi6DnvDsyyPeIOptr4sR4WZkcburv4RvfpBu8sVATiXM+aFeMBLl+T16Bv3rdVPPr9e21bOU2rS2OiXDeW5+ub9lTTWAEgorHgAAACIO0Vz0vSd31in7/3mOhU5xqZWn+jWnd96TV9+6n31DgVcrNA9VccdMS8LiHmBdNfaQuv6mf2nNBwMuVgNEJtqnI0fBZxgn0kpPq/uXmufcH9sz3EXqwEwnnpH1EtpLhueU83jMXSXY018oooILCDaNHaOjQjEpTMMQxXFWfr2pyp1+KGt+quP2BNN32vsYuoRgIRD4wcAAADi1k3LCvTCFzfp928sV/LoKY+wKf3gjQbd+JVX9eTeJpmmKdM0tff4af3Oj97Tsi/t1Gd29mvZl3bqd39UpeoT3TLN+BkbX3XcMfGjhIkfiEx+Odsg1TsU1KtHORkKTJZz4gfRBTPv3quKresXDrWq48ywi9UAuJi6Dnu9LGO9nBZ3O+JeXjrcpu6BERerAXCuBmfjBw1wU2phhmfMZ9vXmQQHIMHQ+AEAAIC4lprs1R99dIl2/uFGXVeeaz3fcWZYf/hYte79zpv67R/s0Se/+7Z2HmzRYCAy7WAwENJzB0/p/u+8pS88uleBUOyfFOkeDuvk6UFJkj/Jo2XzMlyuCNHAMAxtr7CnfuyobnaxGiD2DAVC1slNw6Dxww2LC9J15WgzYyBk6udVxFYB0SgUNtXQaUccEPUyPcrz07WmKFOSNBIK6+n9p1yuCIATUS/TxzCMMVGmzxxg/QOQWGj8AAAAQEIoy5utH372an3rk2tVkJFiPf9O/WntOtquwUBI4XMGe4TNSAPIC4da9eDj1TE/+eNYt928snp+Flm3sNxVYZ8MffFwq/oSNAoJuBQNnf3W34/iOWlKTfZe/AcwLZxTPx7dczzm/2YD8ajp9KA1dj93dooy/EkuVxS/7q4ssq6JewGiCxM/ptetjsaPX77fQtwLgITCnV4AAAAkDMMwdPvqQr344CZ99rpSeYyJ/dxQIKwXD7Vp38me6S1wmtU6Gj/WlmS5WAmizeKCdGsCzHAwrOffb3W5IiB21LTasQXl+Uz7cMttq+ZpdopPknSsvV/vNZ4e5ycAzLRjY2Je2OycTnesKZRv9MNO1fFu1bWfGecnAMyEoUBIp3qGJElej2HFkmDqrC7KHBv3coy4FwCJg8YPAAAAJJx0f5K+dPtybXBEv4xnKBjSt3fVxvQJ4mPdIeu6csEcFytBNLprTNwLMQnARNW02Ztpi2n8cM2sFJ/uWGOvY4/uOeFiNQDOp67dPuW+iMaPaZU9K1k3LM23Hv98L+/tgGjQ6Ii7KpqTyhTOaWAYxpipH88SdwUggfBXBQAAAAnr3YaJnwY2TemFQ61a8hc7teF/v6y7/8/r+u//9z19+an39S+vHNMTVSf1em2Hatv61DsUiIoGEdM0tff4af3Oj97T0i89pw9O2xM/UryeqKgR0ePOikIZo1NwXq/tUFvfkLsFATHiWBsTP6LFfY64l2f2n1IvsVVAVKl3TvzIZb2cbh+vtKP8nqhqUvjcXEsAM84Z81KSQwPcdBkT93KoVYEQcS8AEoPP7QIAAAAAtwwFQuN/0zlGQmE1dQ+qqXvwot+XmuRVQUaK8jP8mpvhV0FGigoy/MrP8KsgPXJdkOFXarL3Usu/qEAorAcfr9aLh9o0HAzp3Pu8//1HVdqyPF8P31PBKSNIkuZlpurqhdl6u75LYVN6et8p/fZ1pW6XBUS9mrY+63pxQbqLlWB1UaaWzk3XkZY+DQZC+sW+Zn3qmhK3ywIwyjnxozSXDc/pdsPSfGWmJqlnMKCm7kG909Cl9WU5uY29UgAAIABJREFUbpcFJLSGDsc6mJPmYiXxbU1RpuZnpaqpe1A9gwG9XtuhzUvyx/9BAIhxNH4AAAAgYfmTvBq8hOaPiRgMhNTQOaAGxyjX88nw+6wmkPzR5hCrMSQz8nze7BQl+ybenGGaph58vFovHGrVUOD8J1sGAyG9cKhVDz5erW/ct1bG2VEPSGh3rZ2vt+u7JEk79jXT+AGMIxgKq76D6IJoYRiG7r2qWH/9i0OSpMf2nKDxA4gizsaPMtbLaZfi8+rONYX64VuNkqQnqk7S+AG4zHl/gIkf0ycS9zJX391dL0l69sApGj8AJAQaPwAAAJCwblyar+cOnvrQNIzz8RiRcaH/+InVausdVmvvkFr7htXWOxS57h1WS++Q2nqH1NI7dMGGi3P1DgXVO3RGNY6ogPPJmZUcmRaSkaKC9LNNIaPXo8/nzE6R12Oo+kS3XjzUNm4NQ4GwXjzUpn0ne1RRnDWhehHftq2cq7/ccVCBkKl9J7pV39HPiVzgIhq7BhQIRf6IzMv0K92f5HJF+Nja+fr7545oJBjW/pM9OtTcq+WFGW6XBSS8/uGgWnojMXI+j6HibE66z4S7K+dbjR/PHmjRX9+5ctomDgIYn3Pix8Jc1sHpdOuqeVbjxy8PtervQmGmnQKIezR+AAAAIGE9sLFULx9pm9DUjxSfVw9sLFNask8Lc31aeJHNcNM01TccHG0KGbYaQ1qtJpHI47a+IWvDcDyd/SPq7B/R4VMX/h6PIeWlp2goEJrwJJPhYEiP7K7Ttz5ZOaHvR3zLSkvW5iX5euFQqyRpR3WT/nDLFS5XBUSvmla7aa88f7aLleCsrLRkbV0xV0/ta5YkPf7uCX35zhUuVwXAOR1pQU4am28zpKI4S2W5s1TX0a8zw0H98lCLtlfMd7ssIGE1djoaP5j4Ma0qirNUmOlXc8+QugcCeuNYpzZdked2WQAwrWj8AAAAQMKqKM7SluX5F41EkSR/kkdbludrTVHmhP5dwzCU4U9Shj9J5fnpF/y+cNhU92DgQw0hzsaQ1t4htfcNT2gqSdiUWnuHJ1Sj82deOtw2qZ9BfLurYr7V+PFUdbP+4KbFRAEBF1Db1mdd0/gRPe67qthq/Hii6qT+bNtS+ZM44Q646Vi73ShXlst6OVMMw9DdlfP1lV9+IEl6oqqJxg/AJUOBkJp7IpOPPIZUNIeJH9PJMAxtWzVP33ttNO5l/ykaPwDEPRo/AAAAkLAMw9DD91Towcer9eKhNg0HQ2MaLDxGZNLHluX5evieiinf/PZ4DGXPSlb2rGQtm3fhMfShsKnOM5EombONIdY0kT77ua7+kUuqYyg4sekgSAw3LcvX7BSfzgwHVdfRrwNNPVpdRBQQcD61jpiuxRdp9MPMWl+WowXZaTreNaDeoaCef58T7oDb6trtU+6L8jjlPpPuWms3fuyuaVdb75DyM/wuVwUknuNdA9Z10Zw0JfuYfDTdbnU0fjx/qEV/G1rJxCkAcY3GDwAAACS0JK9H37hvrfad7NF3f1Wnl4+0aSgQkj/Jq5uW5etzG8u0ptjdTW+vx1B+hn/cG7TDwZDa+4Z101df1XDwwhNMzuX3cQoaNn+SV7esmKufVZ2UJO2obqbxA7iAGmfjRwEn2KOFx2Po3quK9U/PH5UkPfrOCRo/AJc5o17KaPyYUUVz0rS+LFtv1XUpbEbe233u+jK3ywISToNjHSzJYdrHTFhbnKV5mX6dGo17efNYp65n6geAOEZrGwAAABKeYRiqKM7Stz9VqcMPbdX3t87S4Ye26lufrHS96WMyUnxeFc1J05ZlBfJMcDiJx4hMeACctlcUWte/2Nes0ESyhoAEEwqbYyZ+lOfR+BFNPnFlkfW38M26zjGbLQBmXl2HvV6WEvUy4+6uLLKuzzb3AphZDZ32e5HSXBrgZoLHY2jbynnW42cPnHKxGgCYfjR+AAAAAHHmgY2lSpngFI8Un1cPbOTEH8a6dlGOcmenSJLa+ob15rFOlysCok/T6UFrulLu7GTNmZXsckVwKsjw68aldmPj4++ecLEaILGZpqn6diZ+uGnbyrnyJ0W2Ao609OlQc6/LFQGJp6HTjnopyWEdnCm3rZ5rXT//fosCoYlPRwWAWEPjBwAAABBnKoqztGV5vnVz90L8SR5tWZ6vNUWZM1QZYoXP69Eda+yTUTuqm1ysBohOte191nV5PqfXo9G9Vy2wrv/rvZMKcqMfcEVr77D6R0KSpAy/Tzk0ys24dH+Sbllhb34+wdQPYMY5p4+V5hL1MlPWFs/R3NHY3NMDAb1Vx6EGAPGLxg8AAAAgzhiGoYfvqdDNywuUmuT9UOyLx5BSk7y6eXmBHr6nQoYxwVwYJJTtFfOt650HWzQUCLlYDRB9alodMS80fkSlG5bkKT89Mr2ovW9Yu462u1wRkJjq2u31sixvNu89XeKMe3myuplmOGCGNTLxwxUej6Ftq+zGN+JeAMQzGj8AAACAOJTk9egb963VTz6/XttWzlNqkleGIg0ft66ap0c/v17fvL9SSV4+EuD81hRlamFO5CRa33BQu460uVwREF1q2uyNzMX56S5WggvxeT36xJX2Rudje467WA2QuI51EPMSDTYsyrGa4TrODGt3TYfLFQGJYygQUnPPoKTIQYziOUz8mEm3rbKnWT7/fiuNbwDiFnd5AQAAgDhlGIYqirP07U9V6vBDW/X9rbN0+KGt+tYnK7WmOMvt8hDlDMPQnY6pH08S9wKMUTum8YOJH9HqnnXF1vXLR9rU0jPkYjVAYnJO/FiUx3rpFp/Xo7vW2u/tfkbcCzBjTnQNyDQj1/PnpCrZx9bcTKpcYMe9dPWP6K26LpcrAoDpwV8XAAAAAMB53VVRaF3vOtKunoGAi9UA0cM0zTGNH+UFbGRGq4W5s7S+LFuSFDbZ6ATcUO+c+JHLxA833V1pN3788lCregZ5bwfMBOc6uJCYlxnn8RjautKOe3mGuBcAcYrGDwAAAADAeZXlzdbqokxJ0kgorJ3vc4MMkKSW3iGdGQ5KkjL8PuXNTnG5IlzMfVctsK4f23NC4bDpYjVA4qlrtzc8S4l6cdXSuRlaPi9DkjQSDOs5Nj+BGdHYOWBd0/jhjttWO+NeWoh7ARCXaPwAAAAAAFzQnWvsqR9P7m12sRIgeoyJeSlIl2EYLlaD8WxdOVcZfp8k6XjXgN6q73S5IiBxDAdDOnk6suFpGGx4RgPn1I8nqojyA2ZCfafdAFeSk+ZiJYnrygVzVJARadbu6h/R2/XEvQCIPzR+AAAAAAAu6M41hTq7p/1WfadaeobcLQiIAjWtjsaPfGJeop0/yauPrbU3Oh/bc8LFaoDE0tg5oLNDduZnpcqf5HW3IGh7xXx5PZE3d+80dOm4YxIBgOnR6Gj8KCXyyhUej6FtK+2pH8S9AIhHNH4AAAAAAC4oP8OvaxflSJJMU/rFPqZ+ADWOiR/lNH7EhHsdcS/PHWxR98CIi9UAiaOu3V4vy/JYL6NBXnqKNl2RZz3++V6mfgDTraHDbrAqYfKRa25d5Yh7OUjcC4D4Q+MHAAAAAOCitlfYJ+WfrGZzADhG40fMWV6YodVFmZKkkWBYT7LRCcyIY+32KfcyTrlHjTFxL3tPyjRNF6sB4ttQIKTmnkFJkseQirNTXa4oca0rmaP89EjcS2f/iN4h7gVAnKHxAwAAAABwUVtXzlWyL/Lx8f3mXtW29blcEeAe0zT1geO/gcUF6S5Wg8m496pi6/rRPSfY6ARmQJ2j8WNRHo0f0WLLsgKl+32SInE8VcdPu1wREL9Onh7Q2bcchVmpSvEReeWWSNzLXOsxcS8A4g2NHwAAAACAi8rwJ+mmpfnW4x3VxL0gcXX2j6h7ICBJSkv2qjDT73JFmKg71xQqNSmy2XKkpU/7T/a4XBEQ/+o7iHqJRv4kr25fbUce/KyKKUjAdKl3xLyUMvnIdWPiXt5vUShMIzCA+EHjBwAAAABgXM64lx3VzZyUR8KqaR0b82IYhovVYDLS/Um6zbHR+eieEy5WAySGug574gcbntHl7soi6/rpfc0aCoRcrAaIX42d9jpYkpPmYiWQpHULs5U3GvfScWZEb9d3ulwRAEwdGj8AAAAAAOPavCTPGgl+vGtAe090u1wR4I7a9rGNH4gt9zniXp6qblL/cNDFaoD41uWYkJSa5NXcDCYkRZN1JXNUnJ0qSeodCurlI20uVwTEp3pHA9zCHBrg3OY9J+7lWeJeAMQRGj8AAAAAAOPyJ3l160r7pPyOvYwER2Kqbe2zrmn8iD1XlszRorzIpkv/SIhsd2Aa1Tka5UpzZ8njYUJSNDEMQ3evtad+PFF10sVqgPjV2GlHvdD4ER2ccS87D7YS9wIgbtD4AQAAAACYkO1rC63rp/efUjAUdrEawB01bfZG5uL8dBcrwaUwDEP3OqZ+PEbcCzBt6trtU+5leWx2RqO7K+0ov1eOtqvjzLCL1QDxaczEj1yiXqLBVQuzlTv7bNzLsN6p73K5IgCYGjR+AAAAAAAm5JrSHBVkRG6QdfaP6LXaDpcrAmZe7ZjGDyZ+xKK7K4vkG5088F7jadU4prgAmDrHOuz1siyP9TIaleTM0rqSOZKkYNjUU9XNLlcExJfhYEjNPYOSJMOQirNp/IgGxL0AiFc0fgAAAAAAJsTrMXTnGnvqB5sDSDQ9AwG19UVOQyf7PNy8j1G5s1N08/IC6zFTP4DpUe+Y+LGIiR9R6+5KR9zLXuJegKl0omtA5miKSGFmqlJ8XncLgsUZ9/LcwRbiXgDEBRo/AAAAAAATtr3CHgn+/PstGhwJuVgNMLNq2+3JEGW5s+QdnRqB2OOMe3lib5NGgkRXAVOtzhFvUJbLxI9odduqeUr2RbYJDjb16mgLU5CAqdLQMWBdl+bSABdNri4dG/eyp4G4FwCxj8YPAAAAAMCErSjMsE7t9o+E9MLhVpcrAmbOmJiXgnQXK8Hl2rg4T4WZfklSV/+IXmQtA6ZUMBRWY6fd+LEwlwlJ0SozLUk3L7OnIDH1A5g6DY51sCSHdTCaeD2Gtq601z7iXgDEAxo/AAAAAAATZhiG7nJM/XiqusnFaoCZVdPqaPzI5/R6LPN6DP3aOnvqx6PEvQBT6uTpQQVCkbH5+ekpSvcnuVwRLubuSvu93ZN7m4g8AKaIs/GDiR/Rh7gXAPGGxg8AAAAAwKTcWVFoXb9ytF2n+0dcrAaYOTWOiR/lNH7EvF9bVyRjNK1nd027Tp4euPgPAJiwug57vSzLY7Mz2l1/RZ5yZiVLklp7h/XGsQ6XKwLiQ2On/d6iJIe1MNpcU5qj3NmRta+9b1jvEvcCIMbR+AEAAAAAmJSSnFlauyBLkhQMm3r2IGNxkRjGRL3Q+BHziuakaePiPEmSaUr/9S7xBsBUqWu3T7mX5bFeRrskr0fbHRPdnqhiohswFeo7nBM/iHqJNl6PoVtWzLUeE/cCINbR+AEAAAAAmLTta+ypHzv2NrtYCTAz+oeDauoelCT5PAanNuPEfVfZcS//9e4JRnwDU+SYs/GDeIOY4Ix72XmwRWeGgy5WA8S+4WBIzaPvHQ0j0nCK6HPbOXEvYd4LAohhNH4AAAAAACbt9jWF8noiGQnvNHQRkYC4d6zdnvZRkpOmZB+3VOLBlmUFyh6NN2juGdLumnaXKwLiQ70j6mUREz9iworCDC0pSJckDQZC2nmwxeWKgNh2omtQZ3sICjNT5U/yulsQzuvq0mwr6qqtb1jvNp52uSIAuHTcpQAAAAAATFru7BRdV55rPf7FPsbiIr7VtDpjXtJdrARTKdnn0ccdp9wf23PCxWqA+OGMeill4kdMMAxjzNSPJ6qIvwIuR2OnvQ4uJOYlavm8Ht2ykrgXAPGBxg8AAAAAwCXZXuGIe6kmCx7xrdYx8WNxAafX48m9jriXFw61quPMsIvVALGvbyigtr7If0dJXkNFc1JdrggTddfa+Rod6KY36zqtiDMAk1ffYTd+EBEY3cbGvZwi7gVAzKLxAwAAAABwST66Yq78SZGPlUda+nSkpdflioDp45z4UZ5P40c8Kc9P15UlcyRJwbDJKXfgMp272enzcgs6VhRk+LVhdKKbaUpP7qWxF7hUjZ12FGYpjR9R7ZrSbCv6r7V3WO8dJ+4FQGziXTcAAAAA4JLMTvFpy7IC6/GO6mYXqwGmV21bn3VN40f8cU79eHTPCZkmJz2BS+WMeSkj5iXmfLyyyLp+ouok6yFwiRo6nU1wRL1EM5/Xo1tW2HEvz+wn7gVAbKLxAwAAAABwye6qsLPgn6puZiwu4tJQIKTjXZFTm4YhLcqj8SPe3LZqnman+CRFNq3fbeSkJ3Cp6hzRWGWslzHnoysKNCvZK0k61t6v/Sd7XK4IiE3Oxo9SmuCiHnEvAOIBjR8AAAAAgEt2/RV5ykpLkiQ1dQ8yFhdxqb6jX2fv/S7ITpM/yetuQZhys1J8umNNofX4sT0nXKwGiG3HHFEvZXlsdsaatGSftjk2QH9G/BUwaSPBsJpOD0qKNA0XZzPxI9qtLxsb91LF51oAMYjGDwAAAADAJUv2eXSrY3OALHjEo5o2+/R6OafX49Z9jriXZ/afUu9QwMVqgNhV74h6WUTjR0y6u9Ix0W1fs0aCYRerAWLPidMDVtNwYWYqTcMxIBL3YseYPnOAuBcAsYfGDwAAAADAZXHGvTxz4BSbA4g7tc7GjwIaP+LV6qJMLZ2bLkkaDIT0i33NLlcExJ5w2FR9hzPegDUzFq0vzVFhpl+S1D0Q0K6jbS5XBMSWRkfMS0kO0z5ihfNAw3MHWoh7ARBzaPwAAAAAAFyWdSVzND8rVVJkc2B3TbvLFQFTq7atz7penJ/uYiWYToZhjJn6QdwLMHktvUMaDIQkSVlpSdbYfMQWj8fQxxxTP54g7gWYlPqOAet6YS6Tj2LFR8pyNGc0xrSld0h7TxD3AiC20PgBAAAAALgsHo+hO9YUWo+frOaUPOJLTatj4kc+p9fj2V1r5yvZF7ldtv9kj95v7nG5IiC21DliXsrY7IxpH1tbZF2/fKRNp/tHXKwGiC3OiR8LmfgRMyJxL3Otx8/sb3GxGgCYPBo/AAAAAACX7a61duPHC4da1D8cdLEaYOoEQuExsQU0fsS3rLRkbVtp3/B/nKkfwKTUddiNcmV5rJexrDx/ttYUZ0mSAiFTT++nsReYKOd7x4U5NMHFkjFxLwdPEfcCIKbQ+AEAAAAAuGxL52ZoSUEkAmMoENYvD3E6CvGhsXNAwdEbvoWZfs1O8blcEabbvY64l5/vbdLQaGwFgPGNmfiRx2ZnrPu4I+7lZ1VNLlYCxJbGTqJeYtVHFuUoazTu5VTPkPae6Ha5IgCYOBo/AAAAAABTYrtj6seTezkVivhQ29ZnXS9i2kdCWF+ao5LRsey9Q0HtPEgjGzBRx9odEz9yWTNj3R2rC5XkNSRJ1Se6x/x+AZzfSDCsk6ftxo8F2US9xJIkr0e3LLenvz174JSL1QDA5ND4AQAAAACYEneusRs/XqvtUMeZYRerAaZGTau9ybU4P93FSjBTPB5D96yzp348uue4i9UAscUZb7CIiR8xb86sZN24NN96/HOmfgDjOnl6QGfTQQoz/fIned0tCJN262pH3MsB4l4AxA4aPwAAAAAAU6JoTpquWjhHkhQKm3pmP6ejEPtqHaebFxdwej1RfOLKInkih9z1Vl3XmM1sAOc3FAipqXtQkuQxpAU5nHKPB3dXFlnXP9/bxAYoMI6GTvs9Q0kODXCx6FpH3Etzz5CqTxL3AiA20PgBAAAAAJgy2yvsLPgd1ZwKRewbO/GDxo9EUZDhH3PK/fF3T7hYDRAbGjr7ZY72BBTNSVOKj1Pu8eCGJfnWBmhT96Deru9yuSIgujV02DEvC3Np/IhFSV6PPrq8wHr8LAcaAMQIGj8AAAAAAFPm1lXz5Bs9Jl91vFvHOwfG+QkgeoXCpo45Jn6U0/iRUO69aoF1/dP3TioYCrtYDRD96trtU+5lxLzEjWSfZ0yc3xNVJ12sBoh+zokfC5l8FLNuXeWIeznYItNk2hGA6EfjBwAAAABgymTPStamK/Ksx0z9QCxrOj2o4WBksz93doqy0pJdrggz6YYlecpPT5EktfcNa9fRdpcrAqJbnaNRriyXRrl44ox7efbAKQ2OhFysBohuDZ1M/IgHG8pzlZlqTzuqPkHcC4DoFzONH4ZhbDUM46hhGLWGYfzZeb5+vWEYVYZhBA3D+MQ5X9tpGEa3YRhPn/N8qWEYbxuGUWMYxmOGYXAHBwAAAAAu0/a1dtzLk9VNnI5CzKpp67OuiXlJPD6vR5+40t7sfGzPcRerAaIfEz/i15qiTOt32j8S0i8PtbhcERC9GsdM/GAtjFUfins5QNwLgOgXE40fhmF4JX1b0jZJyyXdbxjG8nO+7bikz0j68Xn+iX+S9OnzPP8Pkv7ZNM3Fkk5L+uxU1QwAAAAAiWrLsnylJXslScfa+/V+c6/LFQGXpqaNmJdEd8+6Yuv65SNtaukZcrEaILrVddD4Ea8Mw9DHHVM/flbFRDfgfAKhsE6eHrQelxD1EtNuXW3HvTx7gLgXANEvJho/JF0tqdY0zTrTNEckPSppu/MbTNNsME1zv6QPBa6apvmSpD7nc4ZhGJJulPTT0af+Q9Jd01A7AAAAACSUtGSfblkx13r81L5mF6sBLl2to/FjcQGNH4loYe4sfaQsR5IUNqWfVZ10uSIgOpmmOSbqZVEea2a8ucsx0e21mna19tIIB5zr5OlBhcKR5oB5mX75k7wuV4TLsWFRrjL8PkmRuJd9J3tcrggALs6IhQ610eiWraZpPjD6+NOSrjFN8/fO870/kPS0aZo/Pef5zZL+2DTN20cf50p6yzTN8tHHxZKeM01z5Xn+zc9L+rwkFRQUXPnoo49O4avDRJ05c0azZ8ffh0ZeV2yJ19clxe9r43XFlnh9XVL8vjZeV2zhdcWeWH5t+9uDevi9YUnSnBRDX92cKo9hSIrt13UxvK7YM95r+5s3B1XXEzlf8qdX+bUsJzZu3sfr78yt1/Vmc1D/tj+ynuWlGvqH6+31bCrE6+9Lit/Xxuv6sN5hU1/YNSBJ8nulf9mSJmMK/zu5HPy+ps4/vDOow12Rv4v3LEnSraXTk5zO7yy28Lps+9qD+ufRz0DLsj3606tTp6O0y8bvbOIeOTCs15qCkqStC5N039LpWfcuht9X7InX1xavrysW3HDDDe+ZprluvO/zzUQxU+B8nxIut2Nlwv+maZrfkfQdSVq3bp25efPmy/yfxqV45ZVXFI//3/O6Yku8vi4pfl8bryu2xOvrkuL3tfG6YguvK/bE8mu7LhTWfxx5SZ39Izo9bMq/YJWuXZQrKbZf18XwumLPxV6baZpqffl56/HHP7pB+en+Gars8sTr78yt17U+ENKjNS+pZzCg9kFT/uJVurY8d8r+/Xj9fUnx+9p4XR/2Tn2XtOtNSVL53AzdcMPGKazs8vD7mjrts0/oT366X5JU3Z2if9h0/bQ0+PA7iy28Llv96/XSe4ckSRXl87V58+ppqOzy8TubOHNum177wR5J0oFun/5l06YZb2zk9xV74vW1xevriiexEvVyUlKx43GRpMudFdwhKcswjLPNL1PxbwIAAAAAJPm8Ht3uyER+qpqPW4gtp3qG1D8SkiRlpiYpb3aKyxXBLf4krz7miDh4dM8JF6sBopMz5qUsl5Og8WrbqnnyJ0W2FD5oPaP3m3tdrgiILg0d/db1wpxZLlaCqbKhfGzcy37iXgBEsVhp/NgjabFhGKWGYSRLuk/SU5fzD5qRjJtdkj4x+tRvStpxWVUCAAAAACx3Vtgbpc8eOKXhYMjFaoDJqW2zNzEX58+OmsgCuOPeq+zzSDsPtuh0/4iL1QDRp86x2VmWx2ZnvJqd4tPWFXOtx09UNblYDRB9GjoHrOsSGj/iQrLPo5uX2+veswdOuVgNAFxcTDR+mKYZlPR7kp6XdFjS46Zpvm8Yxt8YhnGnJBmGcZVhGCcl/ZqkfzMM4/2zP28Yxm5J/yXpJsMwThqGccvol/5U0oOGYdRKypH0vZl7VQAAAAAQ3yoXZKk4O5Jr3TsU1CtH212uCJi4GkfjR3k+p9cT3bJ5GVpTlClJGgmF9WQ1m52A05iJH3msmf+PvfsOb+o+2wd+Hw1L3sZDXhhPwDYGjNkzZoaRVdoQSJo2A0iatOlbOt62b9K+v6Y7LW+a0RHIaBaEJDSLkbAhIWxsbIzBRt5L3lu2pHN+f8hIMtMGy0eW7s915erR8ZH9uJd9kPW9v8/jzpZnDLcdf5JdAZNFlLEaItdSXO/Q8SPUR8ZKaCAtG2cPfmzLqYJ1XzkRkesZEsEPAJAkabskSaMkSUqUJOl3Ped+JUnSJz3HxyVJGi5Jkq8kSSGSJI1xeO5sSZLCJEny7rnm857zekmSpkiSlCRJ0r2SJHXJ890RERERERG5H0EQcPd4e9ePj7lQSkNIoaHVdszgBwHACoeuH5uPlfFNfyIHvTp+hHKXuzubmRSK8ADr+LO6tm4cKmCwlwgATBYR5Y2dtsexwbwXuotZSWHw7xn3Ut7YiZwKjnshItc0ZIIfRERERERENPTcMyHKdrz7nAEtRpOM1RD1Xa9RL+H+MlZCruKu8VHwVisBAOdrWpHNGe9EAKyLnaUO4w3iGfxwa0qFgHsm2IO9H3LcCxEAayDAIlpDoREBWnh7KWWuiAaKddxLuO3xNo57ISIXxeAHEREREREROU2Szh9jogIAAN1mEZ/nVstcEdGNSZKECzUOwQ92/CAA/lo1lo2LtD1+73iZjNUQuY6yhg6YHRY7fTUqmSsiZ1s+wT7uZVdeDZo7Gewl4pgX97ZsrP014HaOeyEiF8XgBxERERERETnVXePtb5K4PFxoAAAgAElEQVT994dn8NDOdqQ8sxNPvnMKWWVNfNOMXE5dW7dtEcvXS4nIQK3MFZGrWOkw7uWTrAq0d5llrIbINehrHca8hLHbhycYHeGPtGh7sHc7d78TocRh5FVcCO+F7mbWyFD49wQbyxo6kVvRInNFRERXYvCDiIiIiIiInMZkEXGipNH2uGdDMDpNFuzIrcKqV47gqc2nYbKIMlVIdCXHMS9JOj8IgiBjNeRKJsYOQ2LPwnZ7t4WtvokA6Ovs90wGPzyHY9ePrafKZayEyDUUO4y8iuPIK7ejUSk57oWIXB6DH0REREREROQUkiRh3ZYsHCqou+rHRckaANmVV4N1W7KGXOcPSZJwurQRT7xzEinP7GQnEzdSaGi1HSfp/GWshFyNIAhYOXmE7THHvRBd1vEjlKOxPMVd6VFQKqzByOPFjShxGHNB5Il6jXoJ4agXd7SU416IyMUx+EFEREREREROkVXWhN15BhhN1+/mYTSJ2J1nQHZ58yBVdutMFhFPbT6N+zccxc7canSaLADYycRdFFzW8YPI0TcyoqFWWhc7T5Y0oqCm9QbPIHJvHPXimUL9NMgcFWZ7/J/TFTJWQyS/YsdRL+z44ZZmj7KPeylt6MDZSo57ISLXopK7ACIiIiIiInJPGw8Vocts6dO1nSYLntp0GotSw+HjpYS3l6rnf5Xw6fnPW62yH3sp4dNzjUalGNRRHJc6mezKq7lqqOXyTiYvrJzAUSFDjOOol5EMftBlQv00WJgaju051QCsXT+eviNV5qqI5KN3WOxMDOM905MszxiOPfkGAMDWUxX44fyRfM1DHslkEVHe2Gl7HBvM4Ic70qiUWJAabgu6bcupQlp0oMxVERHZMfhBRERERERETrE33wCxH91vSxs6sPHLon5/HYUAeKvtYRHHwMiVYRFrYMRbfWWAxPZxtcrh+UooFL0XMG6mk0l6TFC/vy+Sj2PHj5HhXMSkK903eYQt+LH1dAV+ung0NCqlzFURDb4Wowl1bV0AAC+VAlFB3jJXRINpfooO/loVWo1mlDZ04ERJIybHBctdFtGgq2jshLnnD5+IAC28vfiawF0tHRtpC35sz6nCz24fzcAbEbkMBj+IiIiIiIjIKYymvnX7uFWiBLR3W9De7Zyvp1UreoVFDK1G22iXG+kyW7DxkB4v3Z/hlNpo4DV1dKO21b6IOXwYZ7TTlWYlhSI6yBsVTZ1oaO/G7jwDlo2LvPETidyM45iXuBAfKBVc/PIkWrUSd4yLwqZjpQCArafKGfwgj1Rcb78XxobwtaM7mz0yFH4aFdq6zCipt457YdcPInIVDH4QERERERGRU2jVyj4HJABArRTwk0Wj0dFtQafJgo5us/W422L730vnO7st6DBZz3ebr99541YZTSKMpu6beq4oAXvOGQa4InImxzEviWF+XMSkq1IqBNw7aTie310AANh8vJTBD/JI+lr7PTMhlB2SPNE3M6JtwY/PzlTh13eOgVbNbgfkWYrrHENwHPPizrRqJRak6PBRViUAa9cPBj+IyFUw+EFEREREREROMS9Zhx25VX0a96IQgNvHROCx2xL7/XXMFhGdJntAxBocMduPbeftgZHO7iuDJdbzl4VNBqBridE8OJ1PaGA4Bj9G6riISdd276QY/G1PASQJ+LKwDmUNHYgJ5i5f8iyOHT8SwrjY6Ykmxg7DiGAflDZ0oNVoxu5zNbhjXJTcZRENquL6DttxXCjvhe5u6djIXsGPn3LcCxG5CAY/iIiIiIiIyClWz47H3nxDn8ITGpUSq2cn3NTXUSkV8Fcq4K9V39Tzr0cUJRjNvQMkd730Jbr60WVEpRBgtohQKRUDXh8NvAKH4EcSgx90HdFB3pg9MgwHL9RCkoD3T5Zj3cJRcpdFNKj0dQ4dP8J4z/REgiBgeUa0rQPS1lMVDH6Qx3Ec9RLHUS9ub86oMNu4l+L6DuRVtWBMFLt+EJH8+K4TEREREREROUV6TBAWpOqgVV//T0+tWoEFqTqMH+56b5YpFAJ8vFQI9dMgJtgHoyP8sSAlHP2Z/mGySFj0fwex7UwVxL60PyFZFbDjB/XDyskxtuP3T5TBwt9x8jDs+EEAsHzCcNvxgQu1qG3tkrEaosFXwo4fHkWrVmJ+is72eHtOlYzVEBHZMfhBRERERERETiEIAtavSMfC1HB4q5VXhCUUAuCtVmJhajjWr0gfMu1xV8+Oh0bVv9n1+rp2PPnuKdz98lc93QG4OOyqLjoGP8IZ/KDrW5ASjmBfLwBAVbMRhwpqZa6IaPCIooSiOofgBxc7PdaIEB9MjhsGALCIEj7JrpS5IqLBY7aIKGuwBz9i2fHDIywdG2k73p5Tzb/viMglMPhBRERERERETqNWKvDCygnYtHYalqRFwluthABr4GPp2EhsXjsNL67KgHoIjUHpcycTlQLJEf7w09hDIjkVzfjOa8dw/4ajOF3a6OxSqZ/ausyoaOoEYB3RExvCRUy6Pi+VAt/MiLY9fu94mYzVEA2uyuZO2+izYF8vBPl4yVwRyWl5hr3rx9ZT5TJWQjS4Kpo6Ye7p+BUeoIGPl0rmimgw3DYqDL5e1r/ziuraca6qVeaKiIgY/CAiIiIiIiInEwQB6TFBePmBDJx7djFeX+yLc88uxkv3Z2B8TJDc5fVbnzuZjAnHpz+YhS//ex4euy0BGpX9T/Cv9fX4xt8P47G3TqCghm8SugrHbh9xob5DKpBE8rnPYdzLrrwa1LVxxAF5hl5jXtjtw+MtGxcJr57XOmcrW5Bf3SJzRUSDo7jesdsH74WewjruJdz2mONeiMgV8B0MIiIiIiIion7qTyeTIB8v/GJJCg78dC7unzoCSoekyOdna3D78wfxk/ezUd7Yce0vSIOi0HHMi45jXqhvknT+mBRrHXFgFiXudCePoa+13zMTwrjY6ekCtGosSrUvgv7nVIWM1RANnmKHkVfxDH54lN7jXqo47oWIZMfgBxEREREREdFN6G8nk4hALX7/jbHY9aM5uGOc/U1CUQI+OFmOeX85gN98mod6dguQTQGDH3STHLt+bD5exjf+ySPoHRY7E8J4zyTgmw7jXv5zugIWkfdCcn/F9fZ7YWyoj4yV0GDLHG0f96Kva0d+NTs5EpG8GPwgIiIiIiIiGkQJYX546f4MfPaDWZgzKsx2vtsi4rWvijDnz/vw/O4LaOsyy1ilZyo02N+sTWTwg/ph2bhI+GlUAKzjL06UNMpcEZHzcdQLXW72yFCE+nkBAAytXfiqsE7mioicjx0/PJdWrcQ8jnshIhfC4AcRERERERGRDNKiA/HmI1Owac00TBhh7xDS3m3B87sLMOfP+/Dql0UwmiwyVulZenf88JexEhpqfLxUuCs9yvZ487EyGashGhy9R70wLEeASqnA3enRtsccfUWeoKTePq4xlsEPj7NsbITteBvHvRCRzBj8ICIiIiIiIpLR9MQQbP3eDLzy4MRe40Ua2rvx7Gd5mP/XA3j/RBnbpTuZ0WRBWYP1jXuFACSE8Y176p+VDuNetuVUosVokrEaIufq7LagstkIAFAqBIwI5ngDslqeYQ9+7DxbzQ5m5NbMFhGlDY7BD94LPU3maB18Lo17qW3H+RqOeyEi+TD4QURERERERCQzQRCwaEwEdv7XHPzl3vGIDvK2fayiqRM//eAMFj9/EDtzq7mLzEn0te24lK2JCfaBVq2UtyAacsZGByIlMgAAYDSJ+CSrUuaKiJynyGG0Qcwwb3ip+DYzWaVGBiA5wto1y2gSOfqA3FplkxHmnheQOn8NfHvGvpHn0KqVmJessz3efob3PCKSD1+RExEREREREbkIpULAtyYOx96f3IZf35mKEF8v28cKDG14/O2TuOfvh3H4Yp2MVbqnAoN9d55j5xWivhIEoVfXj/eOc9wLuS99Hce80NUJgtCr6wfHvZA7K6q3h+DiOObFYy0bG2k75rgXIpITgx9ERERERERELkajUuLhmfE48LO5+NGCUfBz2D2YXdaE+zccxYOvHkVOebOMVbqXiwb7ImaSzl/GSmgouyc92tb5IKeiGbkV/B0l96SvtS92JoRysZN6uzs9GgrBenxE34Dyxo7rP4FoiCpxDH6EcsyLp8ocrYN3T7fAi7XtuFDTdoNnEBE5B4MfRERERERERC7KT6PCDxeMxMGfzcXqWfG9WukfKqjDnS99iSffOYWLtXxz8VYV9Ap+cPc63ZxAHzWWpEXYHm85wa4f5J70tez4QdcWHqDFrJFhtscfna6QsRoi53EcexXLjh8ey9tLiXkp9nEv2zjiiohkwuAHERERERERkYsL9vXC03ekYt9PMrFi0nDbLlrA+sbiov87iF9sPYOq5k75ihziHIMfHPVCt+I+h3EvH52ugNFkkbEaIufQOyx2JoRxsZOu9M1e414qOPqA3FJJvb2bTTy7H3k0x3Ev2xn8ICKZMPhBRERERERENEREB3njz98ajy9+NKdXVwGLKGHTsTJkPrcff9h+Do3t3TJWOfSYLCKKHRYxExn8oFswLT4EsSHWdu8tRjN25lbLXBHRwJIkCUW1DH7Q9S1KjYCvl3X0gb6uHVllTTJXRDTwiusdO35w1Isnm+sw7qXQ0IYLNa0yV0REnojBDyIiIiIiIqIhJknnj398eyI+enImZiaF2M53mUX866Aec/68Dy/tLUB7l1nGKoeOkvp2mEXrTuToIG/4aVQyV0RDmUIhYMUke9ePzcdLZayGaODVtnWhteffF3+NCmF+GpkrIlfk7aXEUocd8FtPcdwLuRezRURZg73jRxxHvXg0by8l5iU7jHs5w64fRDT4GPwgIiIiIiIiGqLSY4LwzuppePvRqRg3PNB2vrXLjL98cQG3Pbcfb35djG6zKF+RQ0BBjX3MC7t90ED41sThUPbMZDqib0CRQ0cZoqFO79DtIz7MF4IgXOdq8mTLM4bbjj89U4kuM0dfkfuoajbCZLEGh8P8NfBlcNjjLeW4FyKSGYMfREREREREREPcrJGh+PjJmfjHAxm9Wu7XtXXhVx+fxfz1+/Gf0+Ww9HS1oN4KDfbgx0gGP2gAhAdoMXe0fdfnlhNlMlZDNLAcgx8JodzhTtc2NT4Y0UHeAICmDhP25dfKXBHRwHEMdcaz2wcBmJscBq3auuxaYGhDAce9ENEgY/CDiIiIiIiIyA0IgoAlYyPxxX/NwZ++ORaRgVrbx8oaOvGj97Kx7IVD2HOuBpLEAIijAgY/yAlWTraPe/ngZDlMFnbeIfegr7XfMxPCeM+ka1MoBCzPiLY93nqqXMZqiAZWSb09+BEb4iNjJeQqfLxUvce9sOsHEQ0yBj+IiIiIiIiI3IhKqcB9k0dg308y8fSyFAzzUds+ll/dikf/fQL3/vNrHCtqkLFK1+IY/Ehi8IMGSOboMOj8NQCA2tYu7Ms3yFyR80mShNOljXjinZNIeWYnHtrZjpRnduLJd04hq6yJoTM3oXfY5e7YZYroar4xwR782HfegIb2bhmrIRo4RXUdtuM4dj+iHhz3QkRyYvCDiIiIiIiIyA1p1Uqsnp2AAz+bi6fmJcHHS2n72ImSRqz419d4+PVjyKtskbFK+VlECRdrGfyggadSKnDvpOG2x+8dd+9xLyaLiKc2n8b9G45iZ241Ok0WAECnyYIduVVY9coRPLX5NDufuIFeHT9Cec+k60sI88OEEUEAAJNFwmdnKmWuiGhgOHb8iOOoF+oxL1lnG/dyoaYNhQaOeyGiwcPgBxEREREREZEbC9CqsW7RaBz46Vw8NCMOaqVg+9i+87VY+sIh/HDzadub1562Y7+8sQPdZutCdJi/BkE+XjJXRO5kxST7uJd95w2objbKWI3zSJKEdVuysCuvBp0mC8TLbhOiZA2A7MqrwbotWW53H/Ek3WYRZY2dtsfx3OVOfbA8wx6C+/BUhYyVEA2cIo56oavw8VJh7miHcS9nqmWshog8DYMfRERERERERB4gzF+D/71rDPb+OBPLM6Ih2PMf+DirEvP/egC/3HoGj7110qN27BfUOHT7COPOdRpYsSG+mJEYAsAafvjgpHt2/cgqa8LuPAOMpuvfG4wmEbvzDMgubx6kymiglTZ0wNKT7IkO8oa3Qzcpomu5c1ykLXiaXdaEQocRa0RDkUWUUNbAUS90dRz3QkRyYfCDiIiIiIiIyIPEBPtg/Yp07PzhHCxMDbedN4sS3j1Whi88bMd+gcPi08hwBj9o4N032d71470TZRAv/+VyAxsPFaHLbOnTtV1mCzYe0ju5InIWxzEv7PZBfRXk44X5yfbXHFtPlctYDdGtq2zqhMli/fc81E8DP41K5orIlcxL1kGjsi6/nq9pZdiNiAYNgx9EREREREREHmh0hD82fGcSPvzeDEyJD+7z89xtx77jG7EjdQx+0MC7fUwEAr3VAICyhk58ra+XuaKBZbaI2H2u5oqw2LWIErDnnMG5RZHT6Ovsow0Swhj8oL5bnhFtO/7P6Qq3DMGR5yh2GPMSH8oxL9Sbr6b3uBd2/SCiwcLgBxEREREREZEHmxg7DO+tnYbJccP6/Bx32rFfaGi1HSfp/GWshNyVVq3ENybYFzzfOz60x72IooS8yhZsPKTHo28cR/pvdqHL3L/xT8Y+dgch1+PY8SOBHT+oHzJH6zDMxxqCq2o24oibheDIsxQ7hOBiQ3gvpCstHcdxL0Q0+Nh/ioiIiIiIiMjDCYKA3IqWPl/vLjv2JUnq1fEjiR0/yEnumxyDNw4XAwB25lajsb0bw3y95C2qjyRJQnF9B74qrMPXF+vxtb4eDe3dt/Q5tSrlAFVHg01f69jxg/dM6jsvlQJ3jY/Cv78uAQB8eKoCM5JCZa6K6OYU13fYjjn2iq5mfs+4ly6ziPzqVlysbUMi/90kIidjxw8iIiIiIiIigtHUvx34nSYLfr/9HE6VNg7Zdu0NRgnt3dbvO8hHjVC/obEQT0NPSmQAxg8PBAB0W0R8lFUhc0XXV9XciQ9PlmPdlizM+ONezP3Lfjz9US625VRdNfShVfX9LUaFAMxP0d34QnJJHPVCt2J5xnDb8Y7cKnR0m2WshujmldQ7dvzgqBe6kq9GhczRYbbH28+w6wcROR87fhARERERERERtGolOvsZ/njloB6vHNQjMlCLxWkRWDo2EhNHDINCITipyoFV2WYfTzFS5wdBGBp109B03+QRyC7PAQBsPlaGh2bEuczPXH1bF47oG/DVRWtXjyKHxf2rCfb1wvTEEMxIDMHMxFA0tHfjgY1H+3QPUSkVWD07YaBKp0HU1NFtC/5o1QpEBXrLXBENNeOGByIxzBcXa9vR0W3B52er8Y0Jw2/8RCIX4/jvZBxHvdA1LB0bic/P1gAAtuVU4QfzR8pcERG5OwY/iIiIiIiIiAjzknXYkVuFm2neUdVsxOtfFeP1r4oR5q/B4jERWJIWgSnxwVApXbfZaGW7/ZvlmBdytjvHR+LZz/LQabLgfE0rssubkR4TJEstrUYTjhU14PDFenxVWIf86tbrXu+vUWFqQjCmJ4ZiZlIIRun8ewW8YkN8sCBVh115NTCaxOt8JsBkEdHQ1jUg3wcNLv1lC51DJeRHrkMQBCzPGI7nPj8PANh6qoLBDxpyLKKEsoZO22N2/KBrmZ8SDi+VAt094170tW0ck0ZETsXgBxERERERERFh9ex47M039GnHvrdagZ/cPhrnq1vxRV4NmjpMto/VtnbhrSMleOtICYJ9vXD7mHAsTovEjMQQqF0sBOLY8SNJ5y9jJeQJ/LVq3DEuEu+fLAcAvHe8dNCCH0aTBSdLGnH4Yh0OX6zHmfJmWK6T8tKoFJgcF2zr6jE2OvC6IS5BELB+RTrWbcnC7jwDusyWXiEyQQAgARIASQIef/sU/v5ABhakhg/cN0lOp6/lmBe6dfdMiMZfvjgPSQK+LKxDdbMREYFaucsi6rPKpk50W6yvIUP9vOCvVctcEbkqP40KmaPC8EWetevH9pwqfH8eu34QkfMw+EFERERERERESI8J6tOOfa1agQWp4XhkZjwEQcDvLCKO6huwPbcKX5ytRl1bt+3ahvZubDpWhk3HyhDorcbC1HAsSYvArJGh0KiUg/FtXdflo16InG3llBhb8OOTrEo8vSzVKV/HZBFxprwJhwvrcfhiPU6WNqLbfO3fa5VCQHpMEGYkhmB6YigmjAiCVt2/31G1UoEXVk5AdnkzNhzUY2++AUaTBVq1EvNTdLhrfBR+81keyhutC2bfe+ckXro/A7ePibjVb5cGib62zXacEMp7Jt2c6CBvTE8IweGL9ZAk4KOsCjx+W6LcZRH1WUl9h+2YY17oRpaNi7QFP7blVDP4QUROxeAHEREREREREd1wx75CADQqJRak6rB+RToEwdriX61UYNbIUMwaGYpn707D8eIG7Mytxo7cKtS02Mc5NHea8MHJcnxwshz+GhXmp+iwOC0SmaPD+r3APBAkSUJlu2PHDy5ikvNljBiGJJ0fCg1taO+2YNuZKugG4POKooS8qhZ8fbEehy/W4VhRA9q7r929RxCA1MgAzEwKxfTEEEyOC4af5tbfJhQEa4Dk5QcyAAD79+9HZmam7eNjogOx6pUjKG3ogMki4cl3TuHFVROwZGzkLX9tcj52/KCBsjxjOA5frAcAfHiyHI/NSbC9riBydUX19nthLIMfdAOO417OVbWgqK4d8aH8uSEi52Dwg4iIiIiIiIgA3HjH/prZCRh/ndEUSoWAaQkhmJYQgl/dkYrTZY3YnlONnbnVqGiyz0Jv7TLjo6xKfJRVCR8vJeYm67AkLQJzR+vgOwCLz31R29aF9p4JNb5eSkSyzTwNAkEQcN+k4fjd9nwAwM+3noEoAd57dmJesg5r5iRg/PDAGy6ASpIEfV07DhdaR7d8ra/vNXLpahLDfDEjMRQzk0IwNT4Ew3y9Buz76qvoIG+899g0rHrlCIrrO2AWJXx/02n8TZJwx7ioQa+H+kdf59DxI4xhObp5S9Ii8MxHueg0WVBgaMPZyhakRQfKXRZRn5TU2YMf8aE+MlZCQ4GfRoXbRoVhl8O4lyfnJslcFRG5KwY/iIiIiIiIiMjmRjv2+0qhEDAxNhgTY4Px9LIUnClvxvbcKuzMre7VIrujp+vBtjNV0KgUyBwdhiVpkZiXokOAE2emFxrsC5hJ4f7caUyDwmQRcaKk0fb4UledTpMFO3KrsDffYOuqo1Yqej23oqnTFvQ4fLGuV0edq4kO8saMxBDMSArBjMRQhAe4RrgpMtAb7z02HateOQJ9XTssooSnNp2GRZRwd3q03OXRNVhECcUO9252/KBb4atRYUlaBLaergAAfHiqnMEPGjKK2fGD+mnZ2Ehb8GPbGQY/iMh5GPwgIiIiIiIiIqcSBAHjY4IwPiYIP1+cjLyqFuzMrca2nKpeowO6zCI+P1uDz8/WwEupwOyRoVicFoGFqeEI8hnY7gS9gh/cuU6DQJIkrNuShQMXaq/6cVGyBkB25dVg3ZYs/OqOVBzRN+DwRWvYwzEwdTWhfl6YnhiKGYkhmJkYiphgb5cNNIUHaLF57TTcv/EoCg1tECXgR+9lwSJKWJ4xXO7y6CoqmzrRbbaOxwr10zg1mEeeYXnGcFvw45OsSvxyacoVgTciV+QYguPIDuqL+Sk627iXvKoWFNe1I44/O0TkBAx+EBEREREREdGgEQQBY6ICMSYqEOsWjkKBoQ3bc6ydQPKrW23XdVtE7Mk3YE++ASqFgOmJIVg6NhKLUsMR4qe55ToKauzBj5HhDH6Q82WVNWF3ngFGk3jd64wmEZ9lV+HT7KrrXuevVWFaQoi1q0diKEaF+7ls0ONqdAFabFozDd/eeBTna1ohSsCP38+GWZSwYlKM3OXRZS7WOox54WIVDYDpiSGICNCiusWI+vZuHLxQi/kp4XKXRXRdFlFCqUPwIzaEo17oxvy1aswZGYbd53q6fnDcCxE5CYMfRERERERERCQLQRAwKtwfo8L98V8LRuFibRt25lZjR24VcitabNeZRQmHCupwqKAO//OfHEyND8HSsRG4fUwEdDc5vsKx48dIHYMf5HwbDxWhy2zp07XSVc5p1QpMjgvGjJ6uHmnRgVAqhk7Q42rC/DV4d81UPLDxKPKrWyFJwM8+OAOLKGHVlBFyl0cOHLszccwLDQSlQsA9E6LxzwMXAVjHvTD4Qa6uqrkT3ZZL3Y+84M/uR9RHy8ZF2IIf2xn8ICInYfCDiIiIiIiIiFxCYpgfnpybhCfnJqG0vgM7z1Zhe041ssqabNeIEvC1vh5f6+vxq0/OYlLsMCxJi8TitAhEBXlf9/NLkoSssiZsOKTH1/p62/m3j5QgxE+D8cMDh1THBBpa9uYbIF4t0XEdk+OG2YIe6SOCoFEpnVOcjEL8NNi0Zhoe2HgUeVXWwNcvtubAIkr49rRYmaujS/R1Dh0/GPygAbI8wx782J1nQHOHCYE+XEgn11XSq9sH74XUd/NTwuGlVKDbIuJsZQtK6tv5M0REA47BDyIiIiIiIiJyOSNCfLB2TiLWzklEZVOnrRPIiZJGSD2L55IEHC9uxPHiRvzmszykxwRh6dgILEmLRExw79bbJouIdVuysDvPcEXXhQMXanFE34AFqTqsX5EOtVIxWN8meRCjqW/dPi4RBOD9x2c4qRrXMszXC++umYoHXz2GnIpmAMDTH+XCIkr47ow4eYsjAJd1/AhllyQaGKPC/TE2OhA5Fc3otoj4LKcSD0xl4ItcV1Gd/V4Yx0V76ocArRpzRoVi9zkDAOu4lycy2fWDiAYW38kgIiIiIiIiIpcWFeSNR2bF4/3HZ+DoL+bj2bvHYHpCCC6fcpFV1oTfb8/H7D/vwx0vHsLL+wqhr22DJElYtyULu/Jq0GmyXNF1QZSATpMFu/JqsG5LFljQSTQAACAASURBVCSpn20ZiPpAq+5ftw6tG3b3uJ4gHy+8vXoqxscE2c79+pOzePXLIhmroks46oWcZXlGtO1466kKGSshurGSesfgh891riS60tKxkbbj7TlVMlZCRO6KHT+IiIiIiIiIaMjQBWjx4PQ4PDg9DnVtXdiVV4PtOVU4fLEeFodER25FC3IrWvDc5+cRG+yDiqZOmG8wZ8NoErE7z4Ds8makOyw+Ew2Eeck67Mit6tO4F4UAzE/ROb8oFxPorcZbj07Bd187htOl1hFPz36WB1GUsGZOgszVea72LjOqW4wAAJVCuKKjEtGtuHN8FH77WR4sEnCypBGjn96BLrMI7z07MS9ZhzVzEjiKjVxGUZ191EtcKENw1D8LUu3jXnIrWlBa34ERDBAR0QBixw8iIiIiIiIiGpJC/TRYNWUE3np0Kk4+vQDPfWsc5iXroFb2Xhwqaei4Yejjki6zBRsP6Z1RLnm41bPjoeljFw+NSonVsz0z6BCgVePNR6ZgUuww27nfbT+Hf+y/KGNVns1xtMGIEB+Ow6IBFeitRqi/xva4yywCsHbi2pFbhVWvHMFTm0/DZBHlKpHIpnfHDwY/qH8CtGrMHhlqe7yNXT+IaIDxVToRERERERERDXlBPl64d1IMXntoMk4+sxDP35eORanh0Kj699aHKAF7emZvEw2k9JggLEjVQau+/s+kVq3AglQdxg8PHKTKXI+/Vo1/PzIFU+KDbef+tDMfL+0tkLEqz6V3CH4kcIc7DaBLo9ga2ruv+nGOYiNXIooSShrsHT9iQ9mpgfqP416IyJkY/CAiIiIiIiIitxKgVeOeCdF45TuTcOqZhf1+vtFscUJV5OkEQcD6FelYmBoOb7USisumFigEwFutxMLUcKxfke7xYw18NSq88fBkTE8IsZ37yxcX8PzuCzJW5Zn0tW2244QwPxkrIXeTVdaE3XkGmCx9H8VGJJeqFiO6ezrShPh6IUCrlrkiGooWpIbbuhPmVDSjtL7jBs8gIuo7Bj+IiIiIiIiIyG35alTwVvdtvMYl2j6O4yDqL7VSgRdWTsCmtdOwJC0S3molBFgDH0vHRmLz2ml4cVUGR2n08PFS4bWHJmNWkr0t+vO7C7D+i/Pc+T+I9LXs+EHOsfFQEbr6GLbkKDaSW7FD96PYEHb7oJsT6K3G7JFhtsfbc9n1g4gGDv+KJCIiIiIiIiK3Ni9Zd0V3hWtRCMD8FJ1zCyKPJggC0mOC8PIDGTj37GK8vtgX555djJfuz8D4mCC5y3M53l5KbPzuJMweaQ9/vLC3EM99zvDHYNHXseMHOcfefAPEPv4acxQbya243h78iGMIjm4Bx70QkbMw+EFEREREREREbm317Hho+tjFQ6NSYvXsBCdXRET9oVUrseE7k5A52r5D9u/7L+KPO/IZ/nAySZJQ5NjxI4yLnTRwjKb+jVbjKDaSk2PHj7gQ3gvp5i10GPdyprwZZQ0c90JEA4PBDyIiIiIiIiJya+kxQViQqoNWff23QbRqBRak6jB+eOAgVUZEfaVVK/GvBydifrK9I8+/Durx223nGP5wIkNrF9q7rYvtAVoVQny9ZK6I3Im2n6PYJAn46fvZ2Jtf0+cRMUQDpbjevjjPjh90KwK91b3G2LHrBxENFAY/iIiIiIiIiMitCYKA9SvSsTA1HN5q5RVjXxQC4K1WYmFqONavSIcg9HEuDBENKo1KiX98eyIWpobbzr36ZRH+36d5DH84ycXa3mNeeH+kgdSfUWyXvH+yHI+8cQKTnt2NH24+jZ25VejsZgiEnK93xw8fGSshd8BxL0TkDAx+EBEREREREZHbUysVeGHlBGxaOw1L0iLhrVZCgDXwsXRsJDavnYYXV2VAreRbJUSuzEulwN8fyMCStAjbuTcOF+OZj3Mhigx/DDS945gX7nCnAdafUWyXa+0y4+OsSjz+9ilkPLsL33v7JD7OqkCr0TTAVRIBoiihxGEcRyxHvdAtWpQaYRv3ks1xL0Q0QFRyF0BERERERERENBgEQUB6TBBefiADALB//35kZmbKWxQR9ZtaqcALqybgR+9l4bMz1l2ybx8phUUEfndPGhT9bSFA19Qr+BHGhU4aWJdGse3Kq4HRJF7zOq1agYUp4Xh4Zhw+P1uDHbnVKHVYJO00WbAjtxo7cqvhpVRg9shQLE6LwMLUcAT5cDwR3brqFiO6zdaf0WBfLwR6q2WuiIa6QB81ZiaFYv/5WgDAjtwqrJ2TKHNVRDTUMfhBREREREREREREQ4paqcDz96VDqRDwcVYlAGDTsVJYRBF/WD4OSoY/BoS+rveoF6KBdGkU27otWdidZ0CX2QLHxj0KwTriaUGqDutXpEOtVCAjNhg/X5KMvKoW7OwJexQa7D+n3RYRe/IN2JNvgEohYHpiCBanRWBRagTC/DUyfJfkDjjmhZxh6dhIW/BjW041gx9EdMsY/CAiIiIiIiIiIqIhR6VUYP2KdCgFAVtPVwAAtpwoh1mU8Ny3xjP8MQDY8YOc7dIotuzyZmw4qMfefAOMJgu0aiXmp+iwZnYCxscE9XqOIAgYExWIMVGB+PGi0Sg0tGJHjjUEklfVYrvOLEo4VFCHQwV1ePqjXEyOC8biMRFYnBaBqCDvwf5WaQgrrrd3mInjmBcaIItSw/FLhQCzKCG7rAnljR0YPozBIiK6eQx+EBERERERERER0ZCkVAh47l5ryOP9k+UAgK2nKmARJfz13vFQKRUyVzh0dZktKG+0LnYKAhc7yXludRRbks4fP5jvjx/MH4mS+nZbJ5CssibbNZIEHCtqwLGiBvzmszyMjwnC0rQILEmLxAh2cKAbKK63h+BieS+kARLk44WZSaE4cKFn3EtONdbMSZC5KueRJAlZZU3YcEiPffm16DRZ4L1nJ+Yl67BmTgLGDw+EIDC0S3QrGPwgIiIiIiIiIiKiIUupEPCnb1rHu2w+XgYA+DirEhZRwvP3pTP8cZNK6ztsYzeig7yhVSvlLYioD2JDfPHYbYl47LZEVDZ14vOz1hDI8eIGSA5jZLLLmpBd1oQ/7MhHamQAlqRFYMnYCCTp/OUrnlxWr1EvoQwK0cBZNjbSFvzYllPltsEPk0W86livTpMFO3KrsDff0GusFxHdHAY/iIiIiIiIiIiIaEhTKAT8/htjoVQIeOdoKQDgszNVECUJf1s5gYsIN+FirzEvfjJWQnRzooK88fDMeDw8Mx61rV34Iq8aO3OrcfhiPSyiPQWSV9WCvKoW/HXXBSSG+WJJWiQWp0VgTFQAd58TgN4dP9j9iAbSojHh+OV/rONessqaUNHUiWg3G0UlSRLWbcnCrrwaGE3iFR8XJWsAZFdeDdZtycILKyfw3kt0k/gXDxEREREREREREQ15CoWA396Thu9Oj7Wd255Tje+/ewrd5isXGuj69HVttuOEUC500tAW5q/BA1Nj8dajU3Hy6QV47lvjMD9ZB6/LQmEXa9vx0r5C3PHil7jtuf34/fZzOF3aCNEhKEKeRRQllNR32B4z+EEDKcjHCzOSQm2Pd+RUyViNc2SVNWF3nuGqoQ9HRpOI3XkGZJc3D1JlRO6HwQ8iIiIiIiIiIiJyC4Ig4H/vGoOHZ8bZzn1+tgZPvHMSXWaLfIUNQfpeHT+40EnuI8jHC/dOisGrD03GyWcW4G8r07EkLQLel40zKm3owCsH9fjG3w9j5p/24n8/OYsj+t7dQsj9VbcY0dUTHhzmo0agj1rmisjdLBsbYTve5obBj42Hivr8GqzLbMHGQ3onV0TkvjjqhYiIiIiIiIiIiNyGIAj41R2pUCkEbDhUBADYfc6Ax986iX98eyK0ly3u0tXpax07fnDUC7knf60ad6dH4+70aHR2W3DgggE7cqux55wBbV1m23VVzUa8cbgYbxwuRqifFxamRmBJWgSmJ4Zcc5SUJFlHN2w4pMe+/Fp0mizw3rMT85J1WDMnAeOHB3KcwRDQa8wLux+REyxKjcAv/5MLiyjhdGkTKps6EeVG41725hvQ17ycKAF7zhmcWxCRG2Pwg4iIiIiIiIiIiNyKIAj45dIUKBUK/PPARQDAvvO1eOytk/jXgwx/9IW+jh0/yLN4eymxOC0Si9Mi0WW24KvCOuzIqcauczVo6jDZrqtr68amY6XYdKwUgd5qLEgJx5K0CMwaGWq7t5gsItZtycLuPAO6zBbbomenyYIduVXYm2/AglQd1q9Iv2ZwhFxDcR3HvJBzDfP1wozEEBwqqAMAbM+pwurZCTJXNTDKGjrQaepfxzUjO7QR3TQGP4iIiIiIiIiIiMjtCIKA/148GiqFgJf2FQIADlyoxZo3T+CVByfB24vhj2tpaO+2LXR7q5WICNDKXBHR4NKolJiXHI55yeEwWUQc1TdgR24VPj9bg7q2Ltt1zZ0mfHiqHB+eKoefRoW5yTosHhOObTnWcIfRJF7xuUXJGgDZlVeDdVuy8MLKCez84cJKHDt+MPhBTrJsbKRbBD9MFhEnihux/7wBe/MNKDC03fhJl9Gq+PqM6GYx+EFERERERERERERuSRAE/HjRKCgVAv62pwAAcKigDo/++zg2fncSfLz49ujVFNXZF2riQ32hUHBRmjyXWqnArJGhmDUyFL+5Ow0nSxqtIZDcalQ2G23XtXWZ8Wl2JT7NruzT5zWaROzOMyC7vBnpMUHOKp9uUe9RLz4yVkLubNGYCPzPR9ZxL6eG2LiXurYu7D9fi335BhwsqEWr0XzjJ12DQgDmp+gGsDoiz8K/bIiIiIiIiIiIiMhtCYKAHy20hj/W77oAADh8sR4Pv34crz00Gb4avkV6uYu1HPNCdDVKhYAp8cGYEh+MX92RiuzyZuzIrcLO3GqU1Hfc+BNcpstswcZDerx0f4YTqqWBwFEvNBiCLxv3siO3Go/Oipe5qqsTRQm5lc3Ym2/AvvO1OFPeBEm6+rUalQJjogKQU9EMk+UaFzmQJODu9OgBrpjIc/CvGiIiIiIiIiIiInJ7T80fCZVSwJ93ngcAHC1qwEOvH8PrD0+BH8Mfvegdgx+hXOgkuhpBEJAeE4T0mCD8fHEyzlW1YmduFV7cW4gbL29aiRKw55zBqXXSzRNFCSUNHPVCg2PpZeNeXCn40Wo04cuCOuzNN2D/hVrUtnZd89roIG/MTQ7D3NE6zEgMhVatwFObT2NXXs1Vx185kgA8/Z8cjAj2wegI/wH+LojcH/+iISIiIiIiIiIiIo/wRGYSVAoBv9+eDwA4XtyI77x6FP9+ZAr8tWqZq3Md+lr7qJeEMD8ZKyEaGgRBQGpUAFKjAvDi3sJ+PddotjipKrpVNa1G20J1kI8agT78d4Kc5/YxEXi6Z9zLyZJGVDV3IjJQnnEvkiThYm079uUbsDffgOPFDTCLV4+0KRUCJo4YhrnJOsxL1mFUuB8EofeIuPUr0rFuSxZ25xnQZbbA8VMpBEClEGCySJAA1LR24d5/HsarD03G5LhgJ36XRO6HwQ8iIiIiIiIiIiLyGGvnJEKpUODZz/IAAKdKm/Dgq8fw70emINCbi3oAoK/jqBeim6VVK9Fp6nuYQ6NSOLEauhUc80KDKdjXC9MTQvBlYc+4l5xqPDKIXT+MJguOFjXYwh6lDdceXxXs64XMUWGYm6zDnJFhNwxFqZUKvLByArLLm7HhoB578w0wmizQqpWYn6LDmtkJaOsy47G3TqKty4wWoxnf3ngUL92fgYWp4QP9rRK5LQY/iIiIiIiIiIiIyKM8OiseKoWAX39yFgCQVdaEB189ijcfmYIgHy+Zq5OX2SKipN4e/IjnqBeifpmXrMOO3CpcY3P8FcyihNe/KsK3p8VCrWQIxJUU1zuOefGRsRLyFEvGRtiCH9tzqpwe/Khs6sS+8wbsyzfgq8L664bWxkQFYF6yDnOTdRg/PAhKhXDNa6/m0nislx/IAADs378fmZmZva7ZvHYaHnr9GOrautFlFvHYWyfw+2+MxcopI/r9vRF5IgY/iIiIiIiIiIiIyON8d0YcFAoBz3yUCwA4U96MBzYexduPTsUwX88Nf5Q3dsJksa5Y6/w1HIFD1E+rZ8djb76hz10/zBYJ/+/TPLz1dQl+uTQF81N0V4xJIHn0Cn4wBEeD4PYxEXjmo1yIEnCipBHVzcYB/fxmi4jTZU22rh751a3XvNbXS4lZI0MxL1mHzNE6hAdoB7SWq0mLDsSH35uB77x2DCX1HRAl4Odbc1Db2oXvz0vivZHoBhj8ICIiIiIiIiIiIo/04LRYqBQCfrE1BwBwtrIFqzYcwTurpyLETyNzdfIo4pgXoluSHhOEBak67MqrgdEkXvM6tVKAWqlAR7c1IKKva8fqN09gZlIInl6WipTIgMEqma6huM6x4wfvh+R8oX4aTEsIweGL9QCAHblVuNWeH43t3ThwoRZ78w04cKEWzZ2ma16bEOqLzNE6zEvWYXL8MGhUylv86v0XG+KLDx6fgYffOIbcihYAwF93XUBtWxd+feeYfncaIfIkDH4QERERERERERGRx1o1ZQSUgoD/3noGkgTkV7fi/g1H8c6aqQj1wPDHxdo223FCmJ+MlRANTYIgYP2KdKzbkoXdeQZ0mS29xr4oBECjUmJBqg5/WD4W7x4txYt7CtHaZQYAfFVYj2UvHMJ9k2OwbuFohPl73n3IVZTUd9iO2fGDBsuStAhb8OPZz/IgSoD3np2Yl6zDmjkJGD888LqdLyRJQl5Vi62rR1ZZ0zVHT3kpFZiaEIy5PWEPV/k5D/PXYPPa6XjsrRP4qtD6/8WbX5egrq0L/3dfuiyBFKKhgMEPIiIiIiIiIiIi8mgrJsdAqRDwkw+yIUnA+ZpWrHrlCN5ZMxU6f+e3NncleseOHy6yAEQ01KiVCrywcgKyy5ux4aAee/MNMJos0KqVmJ+iw5rZCRgfEwQAWDsnEd/MGI7/230B7x4thSgBogRsOlaGT7Or8MTcRDwyMx5aNRc6B5MoSb1HvYT4yFgNeQqTRcSXhXW2x5cCG50mC3bkVmFvvgELUnVYvyIdaqXCdl17lxlfFdZh33kD9uXXorrl2iNiwgM0mJesw9zROsxMCoWvxjWXiv00Krz20GT8eEs2PjtTBQDYnlONxvbj+Nd3JiKAo+iIruCav81EREREREREREREg+ibE4dDqRCwbksWRAkoMLRh5StH8O7qqahqNmLDIT325dei02Tp187boUbfq+MHgx9EN0sQBKTHBOHlBzIAAPv370dmZuZVrw3x0+C394zFd6bH4bfbzuHghVoAQFuXGX/eeR7vHCnFz5ck445xkW51v3FlzV2SbVRPkI8aQT5eMldE7k6SJKzbkoUDPb//lxMlawBkV14N1m3JwroFo7DvfC32nTfgqL4B3Zarj5YSBGBCTJA17JGsQ2pkwJC5j2hUSrywcgJC/TR443AxAOBrfT1W/usI3nhksseFc4luhMEPIiIiIiIiIiIiIgD3TIiGUiHgv97LgkWUoK9tx/y/HoBFktBtFvu883Yo09c6dvzgqBeiwTQq3B9vPjIF+88b8Ntt51BosAaxKpo68YNNp/HG4WI8c0cq0nu6hZDz1HTYZ2PEhjAER86XVdaE3XkGW+DoWowmEZ9lV+HT7KprXhPorcZto8IwL1mHOaPCEOw7dINLCoWAX9+ZCl2ABn/eeR4AkFfVgm/+4zDefGQq4tmdjMiGwQ8iIiIiIiIiIiKiHneOj4JSIeAH756CRQLauy1Xve7ynbcvrJwwZHbQXkur0QRDaxcAQK0UMHyYt8wVEXmmzNE6zEoKxaZjpVi/6wIaO0wAgJMljbjn5a9wT3oUfrY4GVFB/B11lpp2++J7PMe80CDYeKgIXearv+a4nHSVc8kR/pibrMO8ZB0mxARB5SaBVMDaQemJzCSE+mnwi605sIgSyho68a1/HMbrD0/GuOEMwxEBDH4QERERERERERER9bJ0bCRKbk/Gn3bm3/Bao0nE7jwDssubh/wu/OK6DttxbIivWy0aEQ01KqUCD06Pw13p0XhpbwHeOFwMk8W63PtRViV2nq3G2tkJeOy2RPhquNQz0Njxgwbb3nyDrbNYXy1IsY5vmTta5xFBsBWTYhDi64Un3z0Fo0lEfXs3Vr5yBP96cCJmjwyTuzwi2fGVOxEREREREREREdFlciua0df+HV1mCzYe0ju1nsGgr2uzHSewdTqRSwj0VuN/lqVi149uw+1jwm3njSYRL+wtxNy/7Mf7J8og9nfFmK6rpsPe8SMulB0/yPmMpr51+7hEEICN352MB6bGekTo45L5KeF4Z/U0BHqrAQAd3RY88sZxfJxVIXNlRPJj8IOIiIiIiIiIiIjoMnvzDVdtpX41ogTsOWdwaj2D4WJtu+04PozBDyJXEhfqi389OAmb1kzDmKgA23lDaxd++sEZ3PnSlziir5exQvdicOj4EceOHzQItGpl/65X9e96dzIxdhg+eHw6IgO1AACTRcIPN2fh1S+LZK6MSF4MfhARERERERERERFdpr87b43m/l3vivS19o4fiaF+MlZCRNcyPTEEn35/Fp771jjo/DW282crW7DylSN47K0TKKlvv85noBuRJKl3xw8GP2gQzEvWQdHHVmMKAZifonNuQS5uZLg/tj4xAyN19tcrz36Whz/uyIcksQMSeSYGP4iIiIiIiIiIiIgu09+dt5CA5z7Px/nqVucUNAj0Dh0/Etjxg8hlKRQC7p0Ug30/ycRT85KgVduXej4/W4MF6w/gd9vy0NxpkrHKocvQ2oXunixfoLcaw3y95C2IPMLq2fHQ9LGLh0alxOrZCU6uyPVFBnrj/cenY1LsMNu5fx64iJ+8fwYmi3idZxK5JwY/iIiIiIiIiIiIiC7Tn523ACABeHnfRdz+/EHc/n8H8dLegiG1616UJBTVOQY/2PGDyNX5alRYt2g09v44E/ekR9nOmywSNhwqwty/7MdbXxfDzAXQfnG8F8aF+MhYCXmS9JggLEjV9QpyXY1WrcCCVB3GDw8cpMpcW5CPF956dCoWOHRA+fBUOda+eQId3WYZKyMafAx+EBEREREREREREV2mPztvL3e+phV/+eICbntuP+5++StsPKRHdbNxgCscWI1GCZ09422CfNQI5g53oiEjKsgbz6+cgI+enImJDjvfG9q78czHZ7H4b4ew77xBxgpdnyRJOF3aiCfeOYkHXz1qO1/b1oWssiaOjiCnEwQB61ekY2FqOLzVyivCpwoB8FYrsTA1HOtXpEMQ+pFOdXPeXkr889sTcd+kGNu5fedrcf+Go2hs75axMqLBxeAHERERERERERER0WX6s/N22dgI/PPbGVg2LvKK67PLmvDbbecw/Y97cN+/vsY7R0tcchGipsO+qJkQyjEvRENRekwQPnh8Ol66fwKig7xt5wsNbXj49eP4zmvHcKFm6I6jchaTRcRTm0/j/g1HsTO3GiaL/X5Y1WTEqleO4KnNpzk6gpxOrVTghZUTsGntNCxJi4S3WgkB1sDH0rGR2Lx2Gl5clQG1ksu7l1MpFfjjN8fi+3OTbOeyyprwrX8eRkVTp4yVEQ0eldwFEBEREREREREREbmaSztv123Jwu48A7rMFogOG74VAqBRKbEgVYf1K9KhViqwOC0S7V1m7D5Xg0+yKnGwoNa2gChJwNGiBhwtasCvPz6LWSNDcdf4KCwaEwE/jfxv01a12xc0OeaFaOgSBAF3jIvCgpRwvPZVEf6+7yLauqzjDg5eqMWSwjqsmhKDHy0YhRA/jczVyk+SJKzbkoVdeTUwmq4MdkgAOk0W7MqrwbotWXhh5QR2WiCnEgQB6TFBePmBDADA/v37kZmZKW9RQ4QgCPjJ7aMR5q/B/356FpIEXKxtx/K/f4U3H5mK0RH+cpdI5FTy/0VBRERERERERERE5IIu7bzNLm/GhoN67M03wGiyQKtWYn6KDmtmJ2B8TFCv5/hqVLg7PRp3p0ejqaMbO3Or8Ul2Jb7W1+PSpACzKGH/+VrsP18LjSoH85J1uGt8FOYm66BV39x4mVtV7RD8iGfHD6IhT6tW4onMJNw7MQbrd53He8fLIEqARZTw9pFSfJxViR/MS8J3Z8Td9Fgrd5BV1oTdeYarhj4cGU0iducZkF3ejPTL7vtE5Fq+OyMOIX5eWPdeNrotImpaunDvPw9j43cnY0p8sNzlETkNgx9ERERERERERERE13ArO2+DfLywcsoIrJwyAoYWI7blVOGT7EqcLm2yXdNlFrEjtxo7cqvhp1FhUWo47kyPwqyk0EFt5V7Vbm9nkhjG4AeRuwjz1+APy8fhO9Pj8NttefiqsB4A0Go04/fb8/H2kVL8YkkyFqdFeGQni1cO6mE0W/p0bZfZgo2H9Hjp/gwnV0VEt+qOcVEI9vHC2rdOoq3LjBajGQ++ehQvrpqARWMi5C6PyCkY/CAiIiIiIiIiIiJyMl2AFg/PjMfDM+NR1tCBT89U4pOsSuRXt9quaesyY+vpCmw9XYFhPmosGRuJu8ZHYUpcMBQK5y7IVnPUC5FbS4kMwNuPTsXefAN+t+0c9HXtAIDShg58751TmBIfjGeWpWLs8ECZK3UOUZRQ1tiBCzVtuFDT2vNfG85VtfT9c0jAnnMGJ1ZJRANpRlIoNq+dhodeP466ti50mUU8/vZJ/O4bY7Fqygi5yyMacAx+EBEREREREREREQ2imGAfPJGZhCcyk1BQ04pPsyvxSXYlius7bNc0dpjw7tFSvHu0FOEBGtwxLgp3jY/CuOGBA74r32iyoL7T2vFDIQCxIT4D+vmJyDUIgoD5KeGYMyoMbx8pwfO7C9DcaQIAHCtqwF0vf4nlE4bjZ4tHIzxAK3O1N0eSJFQ0ddqCHZdCHoWGthuOc+mLvnYHISLXkBYdiK3fm4EHXzuKkvoOiBLwi605qG3twg/+f3v3kkNfJQAAIABJREFUHWdXXed//PWZyaSRSBIgoYWESA0lAWmiQKQJrgVXRBBLsLC23VXWn6trIXZdFcviWhAWZXVRURSRIi0qAiJgQg0tBAiEBBLSe/L9/XHOJDeTuXfauXNLXs/HYx5z7r3fc873fc+Z7+TmfOZ7jt9rm5zpSM3Lwg9JkiRJkiRJqpG9xwznvJP35SMn7cP9zyzlqpnPcPW985i3ZPWmNvOXruHiW5/g4lufYNwOQ3ndwbvy+sm7ss+Y4YX0Yc7CFbTf6GX3kUMZNKC1kO1Kqk9trS2c84o9eeMhu/Htmx7lstufZP3GRErwq3vmcs1983jfcS/l3GMnMGRgfY4HKSWeW7qaR+Yv59H5y3j4uWU8smA5j81fxoq11SvOGOz4KDWcPXYYyhXvO5pzLr2T+5/JZvm54IZHeH7ZGqa9/gBaqzyrmtRfLPyQJEmSJEmSpBqLCA7afXsO2n17PnHq/tz15ItcNfMZrrnvORatWLup3ZMLV3LhLY9x4S2Pse+Y4bx+8q687uBd2aMPs3Q88fyKTcsTdtquTzkkNY4RQwdy/usO4G1HjePL1zzEjfltTFat28A3b3yEy//2FB87ZV/eMGm3qt9uqpyUEs8vX8Oj85fz8HPLeHTB5pk8lq1e36Nt7ThsIHuPHs6+Ow9n7zHD2GfMcH74p9nc9NB8Nqau128JOGH/0b1MIqmWdho+iMvPfTnvu+xubn3sBQAuu+NJFq5YwwVnTGZwm0VdanwWfkiSJEmSJElSHWlpCY7YcxRH7DmK8193ALc9vpCrZjzLHx54jmVrNl/ofHj+Mr52/cN87fqHmTR2BK+ftCuvPXiXHt+iYfYLJYUfOw4rLIekxvDSnYbxo3cezl8ee4HPX/0gs55bBsC8Jav5yM9nculf5vDp107ksPGjSCkx4+nFXPTn2dwy63lWrdvAkJuu4/j9RvPeYycwqQ+3o1q0Ym1JccfmAo/FK9f1aDsjhraxz5jh7JMXd7R/jdpu4FZtB7QEtz76AqvWdT1LyKABrbznmAk96ouk+jFs0AAumXo4//bLmfxu5rMAeYHtnfzwHYfxksFtNe6h1DcWfkiSJEmSJElSnWprbeG4fXbiuH12YvW6A5n+8PP8buaz3PjQfNas37ip3cynFzPz6cV84fcPcuSeo3j9pN049cCdGdnJhU5gi4u31z8wf9Pzf31iITOeXtyni7eSGtMr9tqR3//LMfzyrqf5+h8e4YXlawCYOXcJp3//dk49cGfWrt/IbY8vZM36DZtmyVi1bgPX3j+Pm2ct4MSJo7ngjMm0tbaU3c+Slet4JC/uKJ3J44Xla8uu05nhgwdsVeCx95hh7DRsULfHr8ljR3DixNHc8OB8Vq/bWLbd4LYWTpw4mkm7b9+jPkqqLwMHtPDtt0xmx2ED+Z+/zAHgjtmLeMsP7uDH5xzO6B4Wz0r1xMIPSZIkSZIkSWoAg9taOeXAnTnlwJ1ZvmY9Nz44n6tmPsufHnme9fkV2JSyCxh3zF7EZ357P8fsvSOvn7wrJ03cmWGDsv8OXrdhI+f9YgY3Prhgi4u3AA8+u5SzfnhHty7eSmo+rS3BmUfswWsn7cp/3/IYP7r1CdbmRWbX3v9c2fU2pqwA5IYH53PeL2bwnTMPYfma9Ty6YDmPzl/Gw88t3zSTx/yla3rUp+0GtrLXmOHsmxd47J0Xe+z8ksF9LlCLCC44Y3LZMbElspk+2sdEC+KkxtfSEnzmtRMZPXwwX71uFgAPzVvKP37vNi5795HsuaO3vVNjsvBDkiRJkiRJkhrMsEEDOO2Q3TjtkN1YvHIt197/HFfNeJY7nlhIyi9art+YuOXh57nl4ecZNOA+Tth/NK87eBeuvnceN81a0Olftye2vnjrhU5p2zNs0AA+dsp+nHXEHnz1ullcfe+8bq23et1Gfn/vPG5/bCEvrOjZDB6D21rYe3Q2a0fpTB67bj+ElpbqjUNtrS1858xDmDl3CRf9aTY3z1rA6nUbGNzWygn7j+a9x0xg0tgRVdu/pP4XEbx/ykvZcdhAPv7r+9iwMTH3xVWc/r3b+J9zDufg3f2ZV+Ox8EOSJEmSJEmSGtiIoQM564g9OOuIPViwdDVX3zuP3937LH9/avGmNmvWb+Sa+57jmvvK/8V+qdXrNnLjgwuYOXcJk73gKW2zxo4ayoVvPZSFK+7g9scXdmudjYmKRR8DB7Tw0p2GbXGLln3GDGP3kUNprWKBRyURweSxI/ju2YcCMH36dKZMmVKTvkjqP28+bCw7DBvIB356D6vXbWThirWc+cM7+P7bXsax++xU6+5JPWLhhyRJkiRJkiQ1idEvGcy7Xrkn73rlnjy9aCVXzXyW3818llnPLevxttas38CP/jybC996aBV6KqmRzCgpJOuuAS3BhJ2226K4Y+8xwxk3aigDvI2UpDpx/H5j+Ol7juLdP/4bi1euY+XaDbzr0r/xjTMm8YbJu9W6e1K3WfghSZIkSZIkSU1o7KihfPBVe/HBV+3Fo/OXcdXMZ7nw5sdI3Vx/Y4KbHlpQ1T5Kagyr123oUfsAHvr8KbRZ4CGpAbxs3EiueN/LecfFd/LsktWs35j418tn8PyyNbznmAm17p7ULf7GlSRJkiRJkqQmt/eY4fzbyfv2eL3V63t2sVdScxrc1trj9hZ9SGoke40ezq8+cDT7jBm26bkv/P4hvnztQ6TU3bJZqXb8rStJkiRJkiRJ24geX7wd0LP2kprT8fuNpiW617Yl4IT9R1e3Q5JUBbtsP4Rf/tPRHDZu5KbnfvDH2fzbL2eybsPGGvZM6pqFH5IkSZIkSZK0jfDiraTeeM8xezKom4Vggwa0emsESQ1r+6Ft/O97juTE/cdseu7X9zzDe39yFyvXrq9hz6TKLPyQJEmSJEmSpG2EF28l9cbksSM4ceJoBrdVvqw0uK2FEyeOZtLu2/dTzySpeIPbWvn+2w7lzMPHbnpu+sPP89aL/sqiFWtr2DOpPAs/JEmSJEmSJGkb4cVbSb0REVxwxmROmjiGIW2tW80c1BIwpK2VkyaO4YIzJhPRzamFJKlODWht4cv/eBD/fPxem56b8fRiTv/+bcx9cWUNeyZ1zsIPSZIkSZIkSdpGePFWUm+1tbbwnTMP4f/OPYpTD9yFIW2tBNmY8ZqDduHyc4/iv846lLZWLz1Jag4Rwb+dvC+fe8MBtP+TaPbzK3jT925j1nNLa9s5qYMBte6AJEmSJEmSJKn/tF+8nTl3CRf9aTY3z1rA6nUbGNzWygn7j+a9x0xg0tgRte6mpDoUEUweO4Lvnn0oANOnT2fKlCm17ZQkVdk7Xj6eHbYbxEd+PoO1GzYyf+ka3vz92/nROw7jiD1HMePpxVz059ncMut5Vq3bwJCbruP4/Ubz3mMnMGn37S2kVb9omMKPiDgF+DbQCvwopfSVDq8fC3wLOBg4M6V0Rclr7wQ+lT/8Qkrpx/nz04FdgFX5ayenlBZUM4ckSZIkSZIk1ZoXbyVJkrrvHw7ehZHbtXHuT+5m+Zr1LFu9nrdd/FcmjR3BA88sZc36DWxMWdtV6zZw7f3zuHnWAk6cOJoLzpjsbEiquoY4wyKiFfgucCowETgrIiZ2aPYUMBX4WYd1RwHnA0cCRwDnR8TIkiZnp5Qm518WfUiSJEmSJEmSJEmStnD0S3fk8nOPYsdhgwBYtyFx15wXWbVuc9FHu40pKwC54cH5nPeLGaSUOtmiVJyGKPwgK9h4LKU0O6W0FrgceENpg5TSnJTSvcDGDuu+GrghpbQopfQicANwSn90WpIkSZIkSZIkSZLUHA7cbXt+/f6j2eUlg7rVfvW6jdz44AJmzl1S5Z5pWxeNUF0UEacDp6SU3pM/fjtwZErpQ520vRS4uv1WLxHxUWBwSukL+eNPA6tSSl/Pb/WyA7AB+BXZbWC2ekMi4lzgXIAxY8a87PLLLy8+pLq0fPlyhg0bVutuFM5cjaVZc0HzZjNXY2nWXNC82czVWMzVeJo1m7kaS7PmgubNZq7G0qy5oHmzmauxmKvxNGs2czWWZs0FzZvNXI2lGXJ9++5V/P35jvMRdC6Aw3du5QOTB1e3U1XUDMesUb3qVa+6O6V0WFftBvRHZwoQnTzX3YqVSuuenVJ6JiKGkxV+vB34yVaNU/oh8EOAww47LHmvy9po1vuMmquxNGsuaN5s5moszZoLmjebuRqLuRpPs2YzV2Np1lzQvNnM1ViaNRc0bzZzNRZzNZ5mzWauxtKsuaB5s5mrsTRDrvffdF232ybg3oWJ4447jojOLl3Xv2Y4Zs2uUQo/5gJjSx7vDjzbg3WndFh3OkBK6Zn8+7KI+BnZLWW2KvyQJEmSJEmSJEmSJAlg9boNPWy/kYOm/YE9Rg1lj1FDGbfDUPbYYSjjRm3HHqOGsuuIwQxobalSb7UtaJTCj78Be0fEnsAzwJnAW7u57vXAlyJiZP74ZOATETEAGJFSeiEi2oDXAjcW3G9JkiRJkiRJkiRJUhMZ3NbKqh4Wfyxfs54H5y3lwXlLt3ptQEuw28ghWxaGjNou/z6U7QY1ymV91UpDnCEppfUR8SGyIo5W4JKU0gMR8TngrpTSVRFxOHAlMBJ4XUR8NqV0QEppUUR8nqx4BOBz+XPbAdfnRR+tZEUfF/V7OEmSJEmSJEmSJElSwzh+v9Fce/88NqbutW8N2FCh7fqNiScXruTJhSs7fX3HYQPzgpDtGDtqKONKZg3Zadigwm8hk1JixtOLuejPs7ll1vOsWreBITddx/H7jea9x05g0u7bN+xta5pVQxR+AKSUrgGu6fDcZ0qW/0Z2G5fO1r0EuKTDcyuAlxXfU0mSJEmSJEmSJElSs3rPMXty86wF3Zr1Y0hbKz9775GMHTWUpxat5Km8wOPJRSt4elG2vGDZmorbeGH5Wl5YvpZ7nlrc6fb3GNV+65jse3uRyG4jhjBwQM9uIbNuw0bO+8UMbnxwAWvWb9hU3LJq3QauvX8eN89awIkTR3PBGZNp8/Y0daNhCj8kSZIkSZIkSZIkSaq1yWNHcOLE0dzw4HxWr9tYtt3gthZOnDiayWNHEBHsOGwQh+4xcqt2q9ZuyIpCFq3kyYUr8u8reXrRSp5+cSXrKkwXsmrdBh6ev4yH5y/b6rWWgF22H8K4HbIZQrLZQrbbNFvISwa3bdE+pcR5v5hRNtfGlO3vhgfnc94vZvCdMw9x5o86YeGHJEmSJEmSJEmSJEndFBFccMbkTmfGgKzgYtCA1k0zY3RVHDFkYCv77jycfXcevtVrGzYm5i1ZxVML88KQ9llDFq3gyYUrWbZ6fdntbkzwzOJVPLN4Fbc9vnCr10cMbctnCdmOcaOGAvCHB+azZn35YhaA1es2cuODC5g5dwmTx46o2Fb9w8IPSZIkSZIkSZIkSZJ6oK21he+ceQgz5y7hoj/N5uZZC1i9bgOD21o5Yf/RvPeYCUwqoCiitSXYfeRQdh85lKM7eX3xyrX5rWNW5reOyQpCnlq0kueWriaVnyyExSvXsXjlEmbOXdLjfq1Zv4Ef/Xk2F7710B6vq+JZ+CFJkiRJkiRJkiRJUg9FBJPHjuC7Z2fFD9OnT2fKlCn92ocRQwcyYujATotMVq/bwNwXV/HUos3FIE/lRSJPLVrJ2i5m9qhkY4KbHlrQl66rQBZ+SJIkSZIkSZIkSZLUZAa3tbLX6GHsNXrYVq9t3JhYsGxNNkNIXhBy4S2P9Wj7q9dvKKqr6iMLPyRJkiRJkiRJkiRJ2oa0tAQ7bz+YnbcfzJETdgDg4lufYNW67hdzDB7QWq3uqYdaat0BSZIkSZIkSZIkSZJUW8fvN5qW6F7bloAT9h9d3Q6p2yz8kCRJkiRJkiRJkiRpG/eeY/ZkUDdn8Rg0oJX3HDOhyj1Sd1n4IUmSJEmSJEmSJEnSNm7y2BGcOHE0g9sqlxEMbmvhxImjmbT79v3UM3XFwg9JkiRJkiRJkiRJkrZxEcEFZ0zmpIljGNLWutVtX1oChrS1ctLEMVxwxmQiunlfGFXdgFp3QJIkSZIkSZIkSZIk1V5bawvfOfMQZs5dwkV/ms3Nsxawet0GBre1csL+o3nvMROYNHZErbupDiz8kCRJkiRJkiRJkiRJQDbzx+SxI/ju2YcCMH36dKZMmVLbTqkib/UiSZIkSZIkSZIkSZLUoCz8kCRJkiRJkiRJkiRJalAWfkiSJEmSJEmSJEmSJDUoCz8kSZIkSZIkSZIkSZIalIUfkiRJkiRJkiRJkiRJDcrCD0mSJEmSJEmSJEmSpAZl4YckSZIkSZIkSZIkSVKDsvBDkiRJkiRJkiRJkiSpQVn4IUmSJEmSJEmSJEmS1KAs/JAkSZIkSZIkSZIkSWpQFn5IkiRJkiRJkiRJkiQ1KAs/JEmSJEmSJEmSJEmSGpSFH5IkSZIkSZIkSZIkSQ3Kwg9JkiRJkiRJkiRJkqQGZeGHJEmSJEmSJEmSJElSg7LwQ5IkSZIkSZIkSZIkqUFZ+CFJkiRJkiRJkiRJktSgLPyQJEmSJEmSJEmSJElqUBZ+SJIkSZIkSZIkSZIkNSgLPyRJkiRJkiRJkiRJkhqUhR+SJEmSJEmSJEmSJEkNysIPSZIkSZIkSZIkSZKkBmXhhyRJkiRJkiRJkiRJUoOy8EOSJEmSJEmSJEmSJKlBWfghSZIkSZIkSZIkSZLUoCz8kCRJkiRJkiRJkiRJalAWfkiSJEmSJEmSJEmSJDUoCz8kSZIkSZIkSZIkSZIalIUfkiRJkiRJkiRJkiRJDcrCD0mSJEmSJEmSJEmSpAZl4YckSZIkSZIkSZIkSVKDsvBDkiRJkiRJkiRJkiSpQVn4IUmSJEmSJEmSJEmS1KAs/JAkSZIkSZIkSZIkSWpQFn5IkiRJkiRJkiRJkiQ1qEgp1boPDSUingeerHU/tlE7Ai/UuhNVYK7G0qy5oHmzmauxNGsuaN5s5mos5mo8zZrNXI2lWXNB82YzV2Np1lzQvNnM1VjM1XiaNZu5Gkuz5oLmzWauxtKsuaB5szVrrkYwLqW0U1eNLPxQw4iIu1JKh9W6H0UzV2Np1lzQvNnM1ViaNRc0bzZzNRZzNZ5mzWauxtKsuaB5s5mrsTRrLmjebOZqLOZqPM2azVyNpVlzQfNmM1djadZc0LzZmjVXM/FWL5IkSZIkSZIkSZIkSQ3Kwg9JkiRJkiRJkiRJkqQGZeGHGskPa92BKjFXY2nWXNC82czVWJo1FzRvNnM1FnM1nmbNZq7G0qy5oHmzmauxNGsuaN5s5mos5mo8zZrNXI2lWXNB82YzV2Np1lzQvNmaNVfTiJRSrfsgSZIkSZIkSZIkSZKkXnDGD0mSJEmSJEmSJEmSpAZl4YckSZIkSZIkSZIkSVKDsvBDVRURQyLijxHRmj++LiIWR8TVHdrtGRF/jYhHI+LnETGwi+2Oj4hVETEj//p+yWsvi4j7IuKxiPhORET+/Ncj4vg6zLJDRNwSEcsj4sIOr5XLMioibsj3cUNEjMyff21EfLZOcp0UEXfn/b+79L3vj1xVznZEybk3MyLeWPLaKRHxcJ7t413tIyI+FBHn1EOukvX2yM/HjzZDrujdeFHoudhZxoiYHBG3R8QDEXFvRLylnzP2aUyscp66GRcLzlXTcbGKuepmTCwyV8l6NRkTq5kt6ndcHJf/bMzIc76vq35V2O6UiFhSkvEzJa+VO36XR8TedZhlv/zYryk9D7vIUq2fsSJznZ2fy/dGxG0RMak/c1U52xvyXDMi4q6IeGXJa+/M+/9oRLyzq31EL35fVytXyXqHR8SGiDi9GXJF78aLQs/FzjKWPPeSiHgmSv5N1E8ZCxsTC85S0zGxytlqOi5WMVfdjIlF5ipZr+ZjYpG5oo7GxM5y5u91e9+u6qoPFbbbm38PF/3/ikVlqZvPzwXnqpvPzwXnqpvPz0XmKlmvLj4/F5kt6vTzc/54j4j4Q0Q8FBEPRsT4fsxY9JhYVJZ6GxOLylWP11qKylZv42IhuUq2Xy/XWmo5XlRlTFQZKSW//KraF/BB4F9LHp8AvA64ukO7XwBn5svfB97fxXbHA/eXee1O4OVAANcCp+bPjwP+UIdZtgNeCbwPuLCbWf4T+Hi+/HHgq/lyAH8HhtZBrkOAXfPlA4Fn+jNXlbMNBQbky7sAC4ABQCvwODABGAjMBCZW2ke+rb/XQ66S9X4F/BL4aP64oXPRu/Gi0HOxs4zAPsDe+fKuwDxgRD9m7NOYWOU8dTMuFpyrpuNiFXPVzZhYZK6S7ddkTKzyMRtPfY6LA4FB+fIwYA6bf2Y67VeF7U6hw++Pbhy/44CLepOjyllGA4cDX2w/D/vzXKxirqOBkfnyqcBfa/wzVmS2YUDkywcDs/LlUcDs/PvIfHlkpX3Qi9/X1cpVcnxuBq4BTm+GXPRuvCj0XOwsY8lz3wZ+Rsm/ifopY2FjYsFZajomVjlbTcfFKuaqmzGxyFwlx6bmY2LBx2sKdTImdpYTWF6mXd1/hq5ilrr5/Fxwrrr5/Fxwrrr5/FxkrpL16uLzc8HHbDx1+Pk5fzwdOClfHta+3X7KWPSYWFSWehsTi8pVj9daispWb+NiIblKtlcv11qKOl7jqZMx0a8yx6jWHfCrub+A24DxHZ6bQsmHyPyH+4WSwf3lwPVdbLfTwSX/xTCr5PFZwA9KHt8N7FxPWUrWncqWH87LZgEeBnYpafdwSbtvAmfUS66S9RcCg/orVz9m2xOYT/aPkS3WBT6Rf1XcB3AlcEQ95AJOA74GTGPzP0YaOhe9GC+KPhcrZSx5bSawd39lzB/3ekysZp6SbUylTsbFInOVnMv9Oi72U666GBOLykUNx8RqZqMBxkVgB+ApsiKXimNZme1OofOLFp0ev3y5BXii/b2slywlbTedh/15LlY7V95+JPl/XNXDz1jB2V4OPNTZusAP8ucK/X1dzVzAh8n+A+lSNl/kbOhc9HC8qMa5WC4j8DLgckr+TdQfGfPlQsfEorKUtJ1GDcbE/siWt+/3cbGfctV8TCwyF3U0JhaVizoaE8vk3OpCbld9KLPd8dT4/xWLylKy7qZj31UWqvg5s+hcJevX9PNzlXLV/PNzkbmos8/PRWWjTj8/AxOBW2uVMX9cyJhYZJaSdadS4zGxGrlK1q/ptZYqZqvpuFh0LurkWkuRuaijMdGvzr+81YuqJp8SaEJKaU4XTXcAFqeU1ueP5wK7dWMXe0bE3/Ppio7Jn9stX79dx23dA7yiG9veQj9k6UylLGNSSvMA8u+jS9rdBRxDN/RjrjeRVSSuoR9yQfWzRcSREfEAcB/wvnz93YCnS5q1b6urfdTFMYuI7YB/BzpOr9XQuXI9HS8KOxfbVcoYEUeQVfg+TgOMiXmfq52nMzUdFwvO1a/jYrVz1eOY2NdctRwT8/3X25jRL+NiRIyNiHvJ3uOvppSe7aJflbw8nyb02og4IH+u3PEjpbQReAyYRA/1Q5bO1ORnrEq53k321yBQw5+xIrNFxBsjYhbwe+BdXWQr7Pd1NXNFxG7AG8n+CqhUQ+fK9WS8KPRcLMmzRcaIaAG+Afy/Dk0bbkysQpbO1GTsqGK2fh0Xq52rXsbEInPV05hY4/GiKmMilP338ODIbhl0R0Sclj9X95+h+yFLZ2r1ObMauerh83Nhuers83Mhuer083Mtx4v++Py8D7A4In6d9+1rkd3SoRHHxKKzdKYWY0e1ctXDtZZCs9XRuFhYrlqOi3U4XhQ+Jqq8AbXugJrajsDibrSLTp5LXawzD9gjpbQwIl4G/Cb/MNrVthaQ/SVYT1UzS9Hb6knGqufKj8tXgZP7uK2eHruqZksp/RU4ICL2B34cEddW2FZ3zsv9utFXqG6uzwLfTCktjy1v+9vouXo7XpRT6DgSEbsAlwHvTCltjOj0nsv1NiZCdfOUU7NxschcNRoXq5qr3sbEgnLVckyE+hwzyilsXEwpPQ0cHBG75v26opf9ugcYlx+/1wC/YfMMKZW21Z7l7u5F2KSaWcqpyc9Y0bki4lVkFzhf2f5UmW1V/WesyGwppSuBKyPiWODzwIkVtlXk7+tq5voW8O8ppQ0Fjov1kKun40XR52K7jhk/AFyTUnq6m+93JbUeE4vMUk6txo7Cs9VoXKxqrjoaE4vMVU9jYi3Hi2qNidD5v4f3SCk9GxETgJsj4j5gaRd96Ew9/L9iUVnKqdXnzEJz1dHn58Jy1dnn56Jy1ePn51qPF+UUNY4MILtYegjZ7Hc/J5vl4qpe9KvWY2KRWcqpxdhReK46utZSaLY6GheLzFVP11rqYbwopy/XJ9QJCz9UTauAwd1o9wIwIiIG5JVluwPPVlohr2Zcky/fHRGPk1Wtzc3Xb9dxW4PzfvVU1bJUUCnL/IjYJaU0L78AtKCkXU8yVjVXROxONgXVO1JKj+dP90cu6KdjllJ6KCJWkN1bby4wtuTl9m11tY96OWZHAqdHxH8CI4CNEbGa7D96GzZXL8eLIs/FdltljIiXkP3V26dSSnf0c8a+ZKlqngpqMi4WmauG42K/HK96GBMLzFXLMbGq2ep5XCzp47OR/bXHMcBfKvSrUymlpSXL10TEf0fEjpQ/L9vVXZYKavrvjiJyRcTBwI/I7vu6MH+6P3JBPx2zlNKfIuKlJefflA7bmk6xv6+rmesw4PL8P612BF4TEetp8Fy9GC+KPhfbdcz4cuCYiPgA2T2YB0bEcuDbNN6YWFiWCmo1dhSarYbjYr8cszoYE4vMVU9jYi3Hi2qNidDJ2J+y2Z1IKc2OiOlkFzB+1UUftlIP/69YVJYKavI5s8hc9fT5uRrHqx4+PxeYq+4+P9d4vOiPz89zyWZ9mA0QEb8BjgIu6aeMdZmlglqMHYXmqrNrLVU5ZnUwLhaZq56utdR6vKjGmKgyvNWLqial9CLQGhEVL+amlBJwC3AFbKmSAAAagElEQVR6/tQ7gd/CpulAv9xxnYjYKbKpiIisandvYHbKpglaFhFHRfbp+x3t28rtA9xfT1kqbKtSlqvybW+xj1y3M1b5GI0guzj1iZTSX/ozVz9k2zMiBuTL44B9gTnA34C989cHAmcCV1XaR0+zVTNXSumYlNL4lNJ4sr9e+lJK6cJGz9XL8aKwc7Fcxvy9vBL4SUrplzXI2Oss1c5TYZ/9Pi4WfJxqNi5WOVfdjIlF5qrlmFjtbHU8Lu4eEUPy5ZFkU8Y+XKlfEfGhiPhQJxl3ztu23xqnheweuJ0evw5ZHqinLBXU4mesyGO0B/Br4O0ppUf6M1c/ZNur5Pw7lOzWTAuB64GTI2Jkvo+Tye6fW9jv62rmSintWTIuXgF8IKX0m0bP1dPxouhzsVzGlNLZKaU98vf7o2Tj/8cbcUwsMksFNRk7Cj5ONRsXq5yrbsbEInPV05hYy/GiWmNiZznz93RQvrwj2dj/YCN8hq5mlgr7rMXnzCKPUT19fi4y155RP5+fC8tVh5+faz1eVP3zM9l7OzIidsofH9/PGesyS4V91uJaS5HHqN6utRSZrW7GxSJz1XJcrMPxovAxURWklPzyq2pfwMXAiSWP/ww8T1bBNRd4df78BOBOsnsI/xIYlD//UbJfZh23+yay/4CaSTYN5etKXjuMbKB4HLgQiPz5NuAhYEA9ZclfmwMsApbn25rYRZYdgJuAR/Pvo0q2dTVwUK1zAZ8CVgAzSr5G91euKmd7e37+zcjPv9NKXnsN8Eie7ZMlz3e6j/y1e4Ada52rwz6mAR9thlz0brwo9FzsLCPwNmAdW/6MTO7HjH0aE6uZJ39tDnUwLhZ8nGo6LlYxV92MiUWfhyX7mEY/j4l1OGb0x7h4EnBv3q97gXO70a8LgbM62e6HSjLeARzdjeM3BrizNzmqnGVnsnFwKdlUnXOBl9ToZ6zIXD8CXiw5n++q8c9Ykdn+nc3j4u3AK0tee1fe/8eAc7qxjx7/vq5Wrg77uBQ4vRly0bvxotBzsbOMHZ6fClzYzxkLGxMLzlLTMbHK2Wo6LlYxV92MiUXm6rCtS6nhmFjw8aqbMbFjTuBo4L68b/cB7+6qD9TRZ+hqZclfm0N9fH4u8hjV0+fnInPV0+fnQs/DknWnUfvPz7UeL6r++Tl/3P5v4vvIfhcN7MeMRV9rKSRL/toc6mBMLPgY1eO1lqKy1c24WPS5WLLNadT+Wkstx4uqjIl+lTn2te6AX839RTaF2mV9WP9/gZ0K6ssbgc83Q5YK+xgD3GSuhsrW4z6aq6a5enUu1mPGvo6J9ZanyGNmrprmataxo1d9bJBstR4Xryb/sFpAlo9Q8h+CjZylyD42a64Gytbj39fmqmmuvvaxbjI6Jm572RokV7OOHc2aq099LChn3XyGrqcsFfbRrJ8zmzWXn58bL1utPz87Jlb5eDVrrgbK5rjYWLn6NCb61flXe7WNVDUR8S7gxymlDTXux5uBG1JKi/uwjbrIUk5EHA6sSynN6OF6TZkrX7fes50EPJpSmtPD9cxVA305F0u2URcZixgT8+3URZ5yHBe3Wq/eczXr2NGrXPm69Z6tmcbFc8g+FK/vwzbqIks5/ox1um69Z+vV72tz1UZfzsWSbdRFRsfELtdtymwNkKtZx45mzdXnMTHfTl3k9P8VK65nrhpo4rG+mX8/N9PnZ8fE8us1Za583XrP5ri45Xr1nqvPY6K2ZuGHJEmSJEmSJEmSJElSg2qpdQckSZIkSZIkSZIkSZLUOxZ+SJIkSZIkSZIkSZIkNSgLPyRJkiRJ/SYi3hgRKSJWR8Rute7PtioixufHIUXEpbXuT7VExLSSnFNq3R91LSLm5MdrTq37ot6LiJvy4/h/te6LJEmSJG0LBtS6A5IkSZKkbUNEDAYuyB/+MKX0TC37o8YTEeOBqfnD6Sml6bXqi7onIqYC4wFSStNq2Zd6EBEfBkYAi1NK36p1f6rofOB44MyI+F5K6U+17pAkSZIkNTMLPyRJkiRJ/eUDZBeAVwNfqW1X1KDGk11Qbje9Nt1QD0wFjsuXp9WuG3Xjw8A44EmgaQs/Ukq3RsTNZMUfXwGOrnGXJEmSJKmpeasXSZIkSVLVRcQQ4OP5w0tTSs/Wsj+S6lNKaXxKKVJK42vdF/XZl/LvL4+IU2raE0mSJElqchZ+SJIkSZL6wzuAnfLln9SyI5KkfnEzMDdfPq+WHZEkSZKkZmfhhyRJkiSpP7w///54Sun2mvZEklR1KaUE/F/+8KSI2LuW/ZEkSZKkZmbhhyRJkiSpqiLiIGBS/vBnFdpNi4iUf03JnzshIn4VEU9HxOqIeDwifhgR4zqsOzgi/ikibouI5yNiZUTcFxEfj4hBXfTvJRFxdkRcHBF/j4jFEbEuIhZFxD0R8Y2IeGmF9Qfn+2rv+5u62N/vStp+slLb3oqIg/I8T+bv27yI+ENEnNXL7Z0SEZdGxKMRsSx/fx/Pn3tlF+tOLck7NX/uFRHxs4iYk/fvuYj4bUScWmYbUyIiAbeUPH1+yXY3fXUjy1ER8dP8vVkTEQsi4uqibkVR0pfp+eOhEfHRiLgrIl6MiBUR8UBEfDkiRhaxz270qdfHL19/cER8ICJuyM+lNRGxPD9+d0bEtyPi1IhoK1lnen48jit5bqvjFRHTOuxrTv78nDJ9adRxYk7+frT3aVyZ92NqmfXHRsRX8n0tyo/BM5GNJ1MjorWL/k8v/RmJiNZ8vRvy7azv+J7nbd6e76P9vV2VL9+Tv8f/GBFDK+z6pyXLb6vUR0mSJElS70VWfC9JkiRJUnVExKeBz+UPj08p3VKm3TTg/Pzhq4BTgH8vs9kXgRNSSn+PiJ2B3wGHlWn7Z+DVKaVVnexzILAUqHjRF1gPfDil9N0yfT8IuBMYnPft4JTS3E7afRC4MH/4J+BVKaWNXey7RyLi/cC3gbYyTa4EPg48nD/+cUppaplt7QRcDhzfxW4vBt6fUlrXyTamAv+TPzwH2Bn4IuX/GOUi4H2l70t+gb/T86ajlFKUrDeNLc+po4HPV9j351JK55d5rVtKik/+CLyL7NycWKb5k8CUlNKcvuyzQl+KOH4vBa4D9urGLg9JKc3I15tOSdFHBZ9NKU0r2d8csuKIJ1NK4zvpzzQacJwoydWVc1JKl3ZY95+AbwJDKqx3H/D6cudSh+OxA/BboGPRz6b3PCJ2BK4BDu9Gn9+YUvpNuRcj4oV8nzNTSpO7sT1JkiRJUg8NqHUHJEmSJElN76T8+0bgrm6u80HgdOAJsqKBR4ARwNuBVwAjgSsi4kDg98ChZBcprwYWAvsB/0J2sfEY4JPApzrZTwvZxdxngRuAe4H5eV/HkhUKvI7s8/OFEfFsSunKjhtJKd0XER8DvpP37bKIOKFD8cIBwNfzhy8Cb6tC0ccZwH+XPHUt2QXexWTvybuBN3ZzW6OA24H2WQweBH5Jdiw2AgcAU4Hd8+0OyB9XchrwBmAFWbHB34BW4FjgHfk23kt2kf2jJevdn/f7QLLCDYCfkxU1dNe5wFnAM8ClwAPAQLLCgbcAAXwmIv6YUrq5B9st5yVk5+Z+wFVkx2IRMIHs1kd7kBUC/IQsf6GKOH4REfk67UUfM4ArgNnAOrJzfX+yAoyOF/Q/BewIfCHfF3R+7s3qebpNGmmcOBcYCvwQ2Al4Pn+uo3tKH+RFH98veep3eZbFwD5kxVR7AgcBt0bEISml5zt7s0r8L1nRx0yyW7HMITtfDy5pcxGbiz4ey9s9AqzK2+5Ldt4e2cW+ICuKOxWYFBE7p5Se68Y6kiRJkqQecMYPSZIkSVLV5LcfWEp2wfOBlNKBFdpOY/Nf8kN2cfbNKaXVJW1ayC56tt+W427gEODtKaUtbiMTEfuQXageQnaRdOeU0ppO+ncScH0q8wE5Ig4GriebqWI2sHe5go2IuBr4h/zhf6SUvpw/P4isyOGg/LU3p5Su6Pyd6J2IGAE8SnaxPQHnppR+1KHNcLL375iSpzud8SMiriQr1AD4NPCljrkjYhjwK+Dk/KlTU0rXdWgzlc0zfkB28XxKSunRDu2OAv4ADCe7oH5USulvHdpMYfPMH1vMFNGZTs6pG8hmJ1jRod1HgAvyh9emlF5Tabtd7LP0PFoLvCmldHWHNjuQnQ975k8dmVK6s7f7LNOPPh+/iDgs7ydkP4+npZQ2lNnfRGB+Smlhh+enk880UTobS4V+z6H7M36096thxomu8nVoO56sYGcIsAF4a0rpFx3aDCErzmkfd65IKb25k21NZ8sZWL4F/FuZPo4G5pEVvNxF9vO6omO7vO04gJTSkxVynA9Myx++IaV0Vbm2kiRJkqTeKTe1qSRJkiRJRZhAVvQBm28t0h0LyGbEWF36ZH6R8nMlT70M+EHHi7l520fI/rIdslkAjuikzYaU0nXlLubmbe4F/iN/OIHsr/vLOQdo/2v2z0ZE+1/Mf43NRR8XF130kZtKVvQBWTHHjzo2SCktI5vdYlmlDUXEoWwuGrgkpfSFzi4Qp5SWA2cCS/KnzutGP9/Vsegj39YdwMfyhy3d3FZPLATeUuYC9reBp/Ll4yOiqBlSv9Cx6AMgL474UslTry5of0Chx6/09i6XlCv6yLf1YMeij37QqONEd/0Lm2/v8o2ORR/5flcBbyUr1AB4U17MUsndlCn6yE1g8/8Z/qxc0Ue+/ycrFX3kHipZPrhsK0mSJElSr1n4IUmSJEmqpnEly4t6sN5lKaUlZV77G9ltJtp9t8J2bi1ZntiD/Xd0W8ly2Vsb5LdYeCfZjBttwM/y26/8c97kEeBf+9CPSkpvo/GNCn2cx+YL3eW8vWT562VbZdt7kez2GQDH5rOblPNASun6Cq9fQnYbHIDX5zMtFOUneV+3kl8A/2P+cBCbb4/SFxuACyu8Xno7mb6cm50p6vitLFk+gPrTkONED/xj/n09lX+ml7L5Fk/B5qKfcr7bxW2mij7upT9348q2kiRJkiT1WlF/wSJJkiRJUmdGlSz3pPDjr+VeSCmtj4iFZLdUWEF2K4Ry5pcsjyzXKL+lwjuBKcB+ZH/5P7hM890r7I+U0h8i4ptksyfsBfw8f2ktcFalv57vrYgIslkNABaklO7vYpWbgPdXeL39VjBrgX0jYt8utjeo5PsEtvwL/477LSultDYi/gK8lmymmInAfV3su7vu6OL1Z0qWy54rPfBIuUKTKu2vVFHH71ZgFdmsE+dHxEiy2WTuLbi/vdWw40RX8tuttBdJzEwpLehilT8An8+Xuyo6+XMXrz9AdkumXYF35+PLRcCdXRSMlFM6E0zR57okSZIkCQs/JEmSJEnVVTp7QMXbi3TQ1S0j1uTfF1W6/UJJOyhzgTYiPgx8hS37WslLutHmE8CrgENKnvtkSumebu6jp7YHtsuXH+tG+67ajM+/DwSu7GFfKl3Y7WnfdqW4wo8Xuni9y3OlyP2llNZk19ML21+p8fn3Ph2/lNKiiPgI8D2y/0M6DzgvIhaQzW7xZ+DalFK5Qp9qa/RxopJdSpYf6Ub70ja7lG2VeabSiymlDRHxT8CvyM6hd+VfiyPidrKCoOtTSnd3o18AS0uWh5RtJUmSJEnqNQs/JEmSJEnVVHpBtScXQrv7V+W9+evzTSLibOCbJU/9meyWH3PIClXW5s+PBn6QL3d5+5F85oon2Fz4sQH4dV/62oVhJcsry7barKtZR7bvQ18GVnitp30bVrZVz/XpXGmA/ZUq7PillH4QEbOAT5MVM7WQ/Tycln99IyJuAz6SUrqzD/vtjYYeJ7owvGS5O7MELS+z7lZSSqu62lhK6eqIOAKYBvwD2a2rRgCn5l9fjIj7gf+XUrqui82Vno9d7luSJEmS1HMWfkiSJEmSqqn09i6jyraqnc/l39cDr08pXdtZo4g4oCcbjYj3AP9Y8lQrcFlEHJtS2tCrnlZWetF3aDfab9fF68vJLvLOSSnt2eteba2nfVtetpUqKfT4pZT+CPwxInYgu43My4HjgMPJCkGOBm6NiJNTStP7ur86VJVxogulMyR19fMKWxZJ9WR2pbJSSjOBN0bEcOAVZMf52Px7G3AgcE1EvD2l9NMKm+rtLb8kSZIkSd3UUusOSJIkSZKa2pyS5boq/IiICcCE/OFvyl3MzY3rwXb3Ab6VP1wC3JQvH002a0I1LGHzrAB7daN9V23abwUxNiL6esuKnuy3Y5tnC9z3tqQqxy+ltDCl9JuU0r+nlI4C9gB+lr/cBny9qH3Vi2qNE90wr2R57260L21T6M9NSmlZSum6lNJnUkpTyG4l0z4DSgAXRESlGU5Kx/4ni+ybJEmSJClj4YckSZIkqZqeYHNBwr617EgnxpQsP95F21d3Z4MR0UZ2Ibz9L/TfD7yFzRdiPxURr+hJJ7sjpZSAu/KHo7sx88AJXbz+x/x7K/C6vvStJ/uNiIFkMwtAdt482KFJ6S07osB+NZtqHb8tpJSeAd4JPJc/9bKIGNKh2aZjFhGNeMyKHifa34+K70VKaQGbiyQmR8ROXWz35JLlqt5yJy8AOo+SMYfKxSn7lyzfW7WOSZIkSdI2zMIPSZIkSVLV5Lc1uTt/uF/Bs0f01cqS5ZeWaxQRuwPndHObXwReli9fllL6v5TSQuAdQCK7EP/TiNi+F/3typUly+eVaxQRY4Czu9jWT0qWPxMR3bnVRHccEBEnVXh9KjAyX76qk9vilN76pag+NaNqHb+tpJTWA3NLnup4W+FGP2ZFjxPt70d33otf5d8HAB+usO/hwAfyh4ktx4JqmlOyXOl20keWLFe1KEWSJEmStlUWfkiSJEmSqu2G/HsLcFgtO9LBQ2yejeQNEXFExwZ5kcRvgeFdbSwiTgA+mj98AvhQ+2sppZvYfBuMccD3et/tsn4MvJAvnxMRUzvp4zDgcqBiAU5K6a9svui8D/C7/L3oVEQMiIjTIuID5dqUuCQitrqAnr//X8sfbmTzrSRKPVGyfGg39rVNKur4RcTZEXFOJ7N4lLY5Cjgkfzg7pbSsQ5NGP2aFjhNsfj92iIg9umj7X8CqfPljEfGmTvY9GPhfYNf8qV+llB7tRj/KiohXR8S/VipQi4i9gPYiruVUng2l/T2bkVKa35e+SZIkSZI6V6kaX5IkSZKkIlwJfD5fngLcXLuubJZSWhsRPyCbHaMN+FNEXAL8DVhHdpH6HGAE2QwK7yi3rYjYIW8TwHrg7JTS0g7NPgkcTzYjyFkRcW1K6bIC8yyOiA8CP8/78T8RcTpwFbCE7FY77wb2IDsmb+xik+8iKxo4CHgVMDsirgBuJyswGQzsQvY+nQyMAi7uYpu/AU4DZkTExWTvdStwLNn725a3+2ZK6W+dZHwxIv5OVmjwqoj4PnATsKykzXVd9KHXImI6cFz+8JyU0qXV2lcBijh+ewPnA/8VETeQHa+ngTVkt/c4hux4tubtv9RJP24C/iVfvjgivkl2C5P22VweSyk91qekVVTkOJG7CXh9vvzriPgeMI/Nt4C5L7+FDimlORHxEeD7ZP+Hd0VE/Ba4BlhMdnzeBUzI130G+GDfEgPZefEt4D8j4hbgr8BsstlPdgQOB85g86wl30oprepsQxExiezcguznX5IkSZJUBRZ+SJIkSZKqKqX0QETMACYDbwU+U+MulfokeREBMAh4f/5V6gfAf1L5gu7FbP6L+8+llG7v2CCltC4i3grcQ3bB9LsR8ZeU0uy+RdhiH7+IiB2Bb5N95v+H/KvUr4BP0EXhR0ppaUS8ArgIeAswlOw9qPQ+PNtFF38L3EFWIPCvZdpcDHyswjY+CfyOrNjgn/KvUtFFH7YJBR2/9mKE7cgKPE4rs9464NMppc4Kf34P3Aq8EtgL+G6H1z8LTKvQp3pQ1DgBcAlZccY+ZEVgP+rw+jnApe0PUko/iIggmwFnMPCG/Kuj+4HXpZQWdB2nS+3HfSDw6vyrMwn4DllxUDlvLVn+3753TZIkSZLUGW/1IkmSJEnqD/+df39pRBxd056USCmtJpvt4ANkMyEsI5vN4EngF8CrU0rvY/OF0K1ExPvYfCH2L3Q+60H7/h4BPpw/HA78NCIK/aOMlNJ/k81CcCnZ7AxrgfnAjcBbU0qnk12o7862lqWUzsy39y3g78BCsllNlgOPkv0V/3nAS1NKXRb1pJS+SjbDx+XAU3n/ngeuBl6TUnpPSqns+51SuhZ4BfAzsttmdDrTQJUMLVl+vh/32ysFHL8vAkcB/wFcB8whe7/XAy8CdwJfBSbmx7WzPmwguyXIx8l+xl5k82wfDaGIcaJkW8vJ3tMvkhWBLelqvZTS98kKRb4KzCCb7WMt2Uwh15AVi0xOKc3pebpOXQZMIjsvfgs8Rna7mw15f2cAFwIvSyl9uNzPa16wclb+8IaUUqXbwUiSJEmS+iBSSrXugyRJkiSpyUXEYLKLpKOBH6aUOs7SoCYVEVOB/8kf1vvtUcqKiGHAIrLbfcwADk3+p4pUVkQcT3ZrG4BTq3kbJkmSJEna1jnjhyRJkiSp6vK/mP9K/vAdEbFrpfZSHTqOrOgD4BMWfUhd+o/8++0WfUiSJElSdVn4IUmSJEnqL98juzXHYOATNe6L1FMn5t//6EVsqbKIeAVwQv7w47XsiyRJkiRtCyz8kCRJkiT1i3zWj/Pyh++NiN1q2R+ph7yILXXfZ/Pvl6eU/lTTnkiSJEnSNmBArTsgSZIkSdp2pJR+A0St+1FPImIocHIfNjErpTSrqP6ocymlg/tjPxFxWh9WfyqldE9hnZF6KaV0YtetJEmSJElFsfBDkiRJkqTaGg1c2Yf1PwtMK6YrqgN9ORd+DEwtqB+SJEmSJKlBWPghSZIkSZKqJqV0KXBpjbshSZIkSZLUtCKlVOs+SJIkSZIkSZIkSZIkqRdaat0BSZIkSZIkSZIkSZIk9Y6FH5IkSZIkSZIkSZIkSQ3Kwg9JkiRJkiRJkiRJkqQGZeGHJEmSJEmSJEmSJElSg7LwQ5IkSZIkSZIkSZIkqUFZ+CFJkiRJkiRJkiRJktSg/j/icbeksY0TUgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap is also one of the reprsentation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix on Train data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 2683,  4105],\n",
+       "       [    0, 42212]], dtype=int64)"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model.predict(bow_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on test data of BOW"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+       "            max_depth=60, max_features='auto', max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,\n",
+       "            oob_score=False, random_state=None, verbose=0,\n",
+       "            warm_start=False)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf = RandomForestClassifier(n_estimators=500, max_depth=60, n_jobs=-1)\n",
+    "clf.fit(bow_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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jgx2VMaYSC7ukkJ3jpXHtasEOI7BUYe2nMO16Z7p5L7jiJWjQIrhxGWMqvbBLCnuOZBIdWYUreP76I3xwg9NUBE7V0oFPQbhfbWWM8UtAk4KIDAReACKBSar6VIHXmwNvAvV8y4xT1dmBiifHqwCkZ+cEahPBk7YJPh7tXFUETlNR73ugWu3gxmWMCSkBSwoiEglMBPoDqcBiEZmlqqvzLPZX4ANVfVlE2gOzgfhAxZR7j0Jy0yp09ZE3Bz69xxnkBiDxYhj0d2iQENy4jDEhKZBnCt2Bjaq6GUBE3gcuB/ImBQVyj9B1gd8CGA9b9x0HIK5+FamQuuw9mPe4M65BbF343fOQPCTYURljQlggk0IzYHue6VSgR4FlHgG+EJE/ADWBiwpbkYiMAkYBNG/evMwBZfiajWKjQ/ySVE8mvHcNbJ7vTF/0KJx7t/UbGGNOWSB7XAs7QmmB6RHAFFWNAy4B3haRk2JS1VdVtZuqdmvcuOyje3m8zvjBDWqG8KAw+zbA46c5CaHLjfBAqtN3YAnBGFMOApkUUoEz80zHcXLz0EjgAwBV/QGIBQJWb8Hj62iOjgzBA6gqLHwZ/tXNmT73bhj8T+tINsaUq0A2Hy0GEkUkAdgBDAeuLbDMr8CFwBQRaYeTFPYGKiBPjpMUokLtktRj++DV8+HQr870LXOgec/gxmSMqZIClhRU1SMio4E5OJebTlbVVSLyGLBEVWcBfwJeE5E/4jQt3ayqBZuYyk3qAaejOTJUmlpUYe5j8L9nnem47nDtNKjRILhxGWOqrIDep+C752B2gXkP5Xm+Gjg3kDHkVT3G2d061UPgnr11nztXFu3+xbkTue84SLkm2FEZY6q4EDg6lp8cX0dzpb6jefdq+Ow+2PqtM33+X51R0CLD6ldljAmSsDrS5HY0R0ZU0uajzd/Au0MhJws6XgODnobqNpa0MabihFVSyMntaK6MSWHGKFgxDWJqwS2fQ7OuwY7IGBOGwiopHMtybl6rVGcK3hyY8xcnIQD8fiHUO7P49xhjTICEVVLYfTgDqETjM3uyYPpNsG6200x09wqIrUJ1mYwxISeskkKd2CgqzUnCjp+cqqZ7VkH8eXD9DIgK4TutjTFVQlglBY9XK0eJi20/wBsDneeD/wVdbghuPMYY4xNWSSHHq8HtT1CF/9wKKz90OpRvmmUdysaYSiWskoLHq0RFBOkehaN7YOpw2LEU2g2GS/8BtU4LTizGGFMEv5KCiMQAzVV1Y4DjCajdhzOCU0z04HZ4YxAc2g4974IBT1hVU2NMpVTi12YRuRT4BfjSN91JRGYGOrBA8OQoB45lVexGM4/ACx2dhND7jzDw/1lCMMZUWv60pTyGMzjOQQBVXQa0CmRQgRIVKSQ0rllxG/Rkwr/7gHrhnD/ARY9U3LaNMaYM/Gk+ylbVgwWu7Q9YJdNA8uQosVEVNOrawV/h1X5wPA26j4L+f6uY7RpjzCnwJymsEZGrgQjf2Ah3AwsDG1ZgeLxeoipigB1PFrxyHmQchEF/d5KCNRkZY0KAP81Ho4GugBeYAWTgJIaQs3HP0YqpkPpUcychXPw49LjdEoIxJmT4c6YwQFXvB+7PnSEiQ3ASREhpUDOGfUcD3NG8fzN40p3n5/whsNsyxphy5s/X5r8WMu/B8g6kIngVWp1WK3AbWDkD/um7Ge3aDwK3HWOMCZAizxREZAAwEGgmIs/meakOTlNSyMnxamDLZv9npHPX8q3zIM7uVDbGhJ7imo/2ACtx+hBW5Zl/BBgXyKACJcerRASqff/TPzqXniYPtYRgjAlZRSYFVf0Z+FlE3lXVjAqMKWACcqagCh/eAqtmAAKD/1m+6zfGmArkT0dzMxF5AmgPxObOVNXWAYsqQDxeLxHlmRRU4Z0hsGke1I+H2+ZDTI3yW78xxlQwfzqapwBvAAIMAj4A3g9gTAGz72gWOd5y6g5RhbcGOwnhzB4wZhnUaFA+6zbGmCDxJynUUNU5AKq6SVX/Cpwf2LACI0KcSqnlYvEk2LLAeX7zbLsXwRhTJfjTfJQpTo2LTSJyB7ADCMmaz5ERwhl1YktesCQHf4XZY53n966ByLCqQG6MqcL8OZr9EagFjAGeAOoCtwQyqEDxajl9oZ/mGynt8pegTtNyWKExxlQOJSYFVf3R9/QIcAOAiMQFMqhAUVWEU8wK6z6DncugTjPofF35BGaMMZVEsX0KInK2iFwhIo1800ki8hYhWhBPcfoVyuz4fmf0tKjqcENIDilhjDHFKjIpiMiTwLvAdcDnIvIgMB9YDoTc5ajgXDB0Su1HH9zoPA59HRq3KZeYjDGmMimu+ehyIEVV00WkAfCbb3pdxYRWvlSdq47KnBK2LICt30KtM6DtpeUWlzHGVCbFNR9lqGo6gKruB9aGakIA31kClL3MRe5ZwpB/l09AxhhTCRV3ptBCRHLLYwsQn2caVR1S0spFZCDwAhAJTFLVpwpZ5mrgEZwm/+Wqeq3/4fvPm3umUJac8O2zkH4A2l8OLfqVZ1jGGFOpFJcUriow/a/SrFhEIoGJQH8gFVgsIrNUdXWeZRKBB4BzVfWAiATs/ofcW9ZKnRPSD8LcR53nl79UjhEZY0zlU1xBvLmnuO7uwEZV3QwgIu/j9FOszrPMbcBEVT3g2+aeU9xmkdzmo9JefjTjNudxyCSoFsCxGIwxphII5NiUzYDteaZTffPyag20FpHvRGShr7npJCIySkSWiMiSvXv3limY3OajUjmwFTZ8AQ1bQcdhZdquMcaEkkAmhcK+khc8MkcBiUA/YAQwSUTqnfQm1VdVtZuqdmvcuPGpBVWaE4WvfV0gv3vulLZpjDGhwu+kICLVSrnuVODMPNNxOJe1FlzmY1XNVtUtwDqcJFHucs8USnX10a8/OI8JfQIQkTHGVD4lJgUR6S4ivwAbfNMpIuLPSDKLgUQRSRCRGGA4MKvAMh/hq7jqu2u6NbC5FPH7Lbf1yO+UsH6O03x0fkgOR22MMWXiz5nCi8DvgDQAVV2OH6WzVdUDjAbmAGuAD1R1lYg8JiKDfYvNAdJEZDXO3dJ/VtW00u9GyXLbrfw+U5j7mPPYbnDxyxljTBXiT5XUCFXdJvkPpjn+rFxVZwOzC8x7KM9zBe71/QRUZrYTclaOH4PseL2wdx1IJJzWNsCRGWNM5eFPUtguIt0B9d178AdgfWDDKn+5ySDSn0tSF74E3my48KGSlzXGmCrEn+ajO3G+yTcHdgM9ffNCSo5vxLUGNWJKXviXD5zHbiMDGJExxlQ+/pwpeFR1eMAjCbDcoZlLvHkt4xDsXO48r37S1bHGGFOl+XOmsFhEZovITSJSO+ARBUiO7/KjyJL2eOkU5/GC8QGNxxhjKqMSk4KqtgQeB7oCv4jIRyIScmcOuc1HJV599KWvH6HXXQGOyBhjKh+/bl5T1e9VdQzQBTiMM/hOSPG6ZwrFJIXMo87jGR0hunoFRGWMMZWLPzev1RKR60TkE2ARsBc4J+CRlbPcM4XI4s4UVkxzHjteXQERGWNM5eNPR/NK4BPg76r6bYDjCZgDx7MAyPYWUxgvt+koJSBDOhhjTKXnT1Jooap+3PFVuYmvwEWd2CJ2OccDWb7mo5oNKygqY4ypXIpMCiLyD1X9E/AfETnp67U/I69VJrl9CjViitjl1EXO47n3VFBExhhT+RR3puBrYC/diGuVlcdbQkfzbz87j20uqaCIjDGm8ilu5DXfV2faqWq+xCAio4FTHZmtQnl9SSGqqKSQcch5bNiqgiIyxpjKx59LUm8pZF7I1X8o8Uxh2/fOY7WQvT/PGGNOWXF9CtfgjIGQICIz8rxUGzgY6MDK265D6UW/6PXC1m+hTjOI8qM2kjHGVFHF9SkswhlDIQ6YmGf+EeDnQAYVCNV9Hcw1qxWyy5/92XlsWeIwEcYYU6UV16ewBdgCfFVx4QReoX0KG33dI5f5M6CcMcZUXcU1H32jqn1F5AAnBi4DZ0RLVdUGAY+uomQfdx4j/B6y2hhjqqTimo9y21IaVUQgQXV0N7QeFOwojDEm6Ir8apznLuYzgUhVzQF6AbcDNSsgtnKlWkR5iz1rncc6TSouGGOMqaT8aS/5CGcozpbAW0A74L2ARlWRFr/mPCZdGdw4jDGmEvAnKXhVNRsYAjyvqn8AmgU2rAq0f7PzmNAnuHEYY0wl4E9S8IjIMOAG4FPfvOjAhVTBfl0ITTsHOwpjjKkU/L2j+Xyc0tmbRSQBmBrYsMpfoT0K6QecK4+ia1R0OMYYUymVWDpbVVeKyBiglYi0BTaq6hOBDy0w8o2xs/kb57HrzcEIxRhjKp0Sk4KInAe8DezAuUfhDBG5QVW/C3RwAXdwm/NoRfCMMQbwb5Cd54BLVHU1gIi0w0kS3QIZWIX49Ufn8bR2wY3DGGMqCX/6FGJyEwKAqq4BQq9qXGGdCsf2OI/R1Ss0FGOMqaz8OVP4SUT+jXN2AHAdIVgQL5fk7VSIioXYusELxhhjKhl/ksIdwBjgPpw+hQVA1agc5/XAGR2DHYUxxlQaxSYFEekAtARmqurfKyakCrRnNTTrGuwojDGm0iiyT0FE/oJT4uI64EsRKWwEttCWcQgyjwQ7CmOMqTSK62i+DuioqsOAs4E7S7tyERkoIutEZKOIjCtmuaEioiISsCuatPDb16B+fKA2aYwxIae4pJCpqscAVHVvCcueREQicUZsGwS0B0aISPtClquN02fxY2nWX1ZuN7PXVwTW7lEwxhhXcX0KLfKMzSxAy7xjNavqkBLW3R3n7ufNACLyPnA5sLrAcn8D/g6MLU3gpyxto/OYdaxCN2uMMZVZcUnhqgLT/yrlupsB2/NMpwI98i4gIp2BM1X1UxEpMimIyChgFEDz5s1LGUYRtn7rPJ7Zo/jljDEmjBQ3RvPcU1x3IYMhn2jYF5EInLulby5pRar6KvAqQLdu3YroHChpHQVmbPQNPd0kpSyrM8aYKimQgxKn4ozalisO+C3PdG0gGfhaRLYCPYFZgexshjwF8Q7vgIgoqHdmscsbY0w4CWRSWAwkikiCiMQAw4FZuS+q6iFVbaSq8aoaDywEBqvqkgDGdMLO5RB3doVsyhhjQoXfSUFEqpVmxarqAUYDc4A1wAequkpEHhORwaULs5zltiXVbBzUMIwxprLxp3R2d+B1oC7QXERSgFt9w3IWS1VnA7MLzHuoiGX7+RNwWeXrUjiw1Xls1DqQmzTGmJDjz5nCi8DvgDQAVV2OMxJbSBIEDqU6E3aPgjHG5ONPUohQ1W0F5uUEIpgKo77w65XT5a3GGFNF+FMldbuvCUl9dyn/AVgf2LAC7NAO5zEyOrhxGGNMJePPmcKdwL1Ac2A3zqWjpa6DVKnkNh/F1gtuHMYYU8mUeKagqntwLicNafluXtu1wnm0YnjGGJOPP1cfvUYhg1mq6qiARBRgIkBkDEgkRIXeqKLGGBNI/vQpfJXneSxwJflrGoWetf+F004q2GqMMWHPn+ajaXmnReRt4MuARVQRYutCtlVHNcaYgspS5iIBOKu8Awm0fIPsHNsDZ50TvGCMMaaS8qdP4QAn+hQigP1AkaOoVXbiyXSexNQKbiDGGFMJFZsURESAFMB3YT9e1ZOKUIeUyINbnCc1GgY3EGOMqYSKbT7yJYCZqprj+wnphAAQdWCT86Rhy+AGYowxlZA/fQqLRKRLwCMJMDedebOdx3oh1y1ijDEBV2TzkYhE+cpf9wZuE5FNwDGcEdVUVUMzUXg9zmP1+sGNwxhjKqHi+hQWAV2AKyoolgoRkXHQ98SfWzSMMSa8FHdkFABV3VRBsVSIqL2rnCd1bRhOY4wpqLik0FhE7i3qRVV9NgDxBJxkH3eeRARyJFJjjAlNxSWFSKAWvjOGUJfbzxy1Z6UVwjPGmCIUlxR2qupjFRZJRYmMhhxPsKMwxphKqbg2lCpxhlBQ1L410LhdsMMwxphKqbikcGGFRVGBvNXqWMlsY4wpQpFJQVX3V2QgAaeK4CUi87BdeWSMMUUIq0twGnPIeRIVG9xAjDGmkgqrpHCG+E5+ap8R3ECMMaaSCqukcLoccJ40aBHcQIwxppIKm6SgQAReZyK6RlBjMcY+uqB8AAAgAElEQVSYyipskgJAY/H1KdhYCsYYU6iwSgq1SXeexNQMbiDGGFNJhVVSiJddzpOajYMbiDHGVFJhlRRqi68Ynt28ZowxhQpoUhCRgSKyTkQ2isi4Ql6/V0RWi8gKEZkrIgEbDk0VInM7mo0xxhQqYElBRCKBicAgoD0wQkTaF1jsZ6CbqnYEPgT+Hqh4AE6X/XgaWd0jY4wpSiDPFLoDG1V1s6pmAe8Dl+ddQFXnq6qvTYeFQFwA4yESLxHpVat6hzHGlKdAJoVmwPY806m+eUUZCXxW2AsiMkpElojIkr1795Y5IC8R5FiFVGOMKVIgk0Jhpbe1kHmIyPVAN2BCYa+r6quq2k1VuzVuXLYrh1SVeNmFWt0jY4wpUiBHr08F8pYjjQN+K7iQiFwEPAj0VdXMAMZDXTlOdvqBQG7CGGNCWiDPFBYDiSKSICIxwHBgVt4FRKQz8G9gsKruCWAsRHmcrgtv/YRAbsYYY0JawJKCqnqA0cAcYA3wgaquEpHHRGSwb7EJOONATxeRZSIyq4jVnbJIbxYAOaclB2oTxhgT8gLZfISqzgZmF5j3UJ7nFwVy+/n57lGQyIrbpDHGhJiwuaNZNMd5EmFJwRhjihI2SSEqJ8N5YmcKxhhTpLBJCpFe34VNucnBGGPMScImKYg6fQpau2mQIzHGmMorbJICmlsMr7B76owxxkBYJQXfo4TPLhtjTGkF9JLUykSwM4VQlJ2dTWpqKhkZ1hdkjD9iY2OJi4sjOjq6TO8Pm6TgnirYmUJISU1NpXbt2sTHxyNiCd2Y4qgqaWlppKamkpBQtuoN4XOEzO1TsANLSMnIyKBhw4aWEIzxg4jQsGHDUzqzDpuk4B5S7Ewh5FhCMMZ/p/r/EjZHSLEzBWOMKVHYJIXYbF/JbLVxmo3/Dh48yEsvvVSm915yySUcPHiw1O9LSUlhxIgR+eb169ePJUuWuNNbt24lOflEccdFixbRp08f2rRpQ9u2bbn11ls5fvw4pbV06VI6dOhAq1atGDNmDKonD4Fy4MABrrzySjp27Ej37t1ZuXKl+9oLL7xAcnIySUlJPP/88+78Rx55hGbNmtGpUyc6derE7Nmz3bhz56WkpDBz5kz3Pc899xxJSUkkJyczYsQIt0lk3rx5dOnSheTkZG666SY8Hk+++BYvXkxkZCQffvihO+++++4jKSmJdu3a5duvfv360aZNGzeGPXtOFGv+4IMPaN++PUlJSVx77bXu/DfffJPExEQSExN588033flZWVmMGjWK1q1b07ZtW/7zn/8A8Oyzz9K+fXs6duzIhRdeyLZt29z3REZGutsePHiwO19VefDBB2ndujXt2rXjxRdfBODQoUNcdtllpKSkkJSUxBtvvFH0L7OsVDWkfrp27apl8fmMKaoP19Eja+eV6f0mOFavXh3U7W/ZskWTkpIKfc3j8ZT79lavXq3JycnatGlTPXr0qDu/b9++unjx4kLj2rVrlzZv3ly///57VVX1er06ffp03bVrV6m3f/bZZ+v333+vXq9XBw4cqLNnzz5pmbFjx+ojjzyiqqpr1qzRCy64QFVVf/nlF01KStJjx45pdna2Xnjhhbp+/XpVVX344Yd1woQJJ60rd1lV1d9++00bN26s2dnZmpqaqvHx8Xr8+HFVVR02bJi+8cYbmpOTo3Fxcbpu3TpVVR0/frxOmjTJXZ/H49Hzzz9fBw0apNOnT1dV1e+++07POecc9Xg86vF4tGfPnjp//vxCP9dc69ev106dOun+/ftVVXX37t2qqpqWlqYJCQmalpam+/fv14SEBHeZhx56SB988EFVVc3JydG9e/eqquq8efP02LFjqqr60ksv6dVXX+1up2bNmoX+HiZPnqw33HCD5uTk5Nv+E088offdd5+qqu7Zs0fr16+vmZmZJ72/sP8bYIn6cYwNv6uPYmoGNwxTZo9+sorVvx0u13W2b1qHhy9LKvL1cePGsWnTJjp16kT//v259NJLefTRR2nSpAnLli1j9erVXHHFFWzfvp2MjAzuvvtuRo0aBUB8fDxLlizh6NGjDBo0iN69e/P999/TrFkzPv74Y6pXr37S9t577z1uuOEG1qxZw6xZs046YyjMxIkTuemmm+jVqxfgtCkPHTq01J/Fzp07OXz4sLueG2+8kY8++ohBgwblW2716tU88MADALRt25atW7eye/du1qxZQ8+ePalRowYAffv2ZebMmdx3331FbjN3WXAuKsjbHu7xeEhPTyc6Oprjx4/TtGlT0tLSqFatGq1btwagf//+PPnkk4wcORKAf/7zn1x11VUsXrzYXY+IkJGRQVZWFqpKdnY2p59+erGfxWuvvcZdd91F/fr1ATjttNMAmDNnDv3796dBgwbu9j///HNGjBjB5MmTWbt2LQARERE0atQIgPPPP99db8+ePXnnnXeK3TbAyy+/zHvvvUdERES+7YsIR44cQVU5evQoDRo0ICqqfA/jYdN8dKJPIWx22ZSDp556ipYtW7Js2TImTHBGi120aBFPPPEEq1evBmDy5MksXbqUJUuW8OKLL5KWlnbSejZs2MBdd93FqlWrqFevntu0UNC0adO45pprGDFiBFOnTvUrxpUrV9K1a9cSl1u3bp3bVFHw5+DBg+zYsYO4uDh3+bi4OHbs2HHSelJSUpgxY4b7WWzbto3U1FSSk5NZsGABaWlpHD9+nNmzZ7N9+4lh2v/1r3/RsWNHbrnlFg4cODEC4o8//khSUhIdOnTglVdeISoqimbNmjF27FiaN29OkyZNqFu3LhdffDGNGjUiOzvbbUr78MMP3W3s2LGDmTNncscdd+SLt1evXpx//vk0adKEJk2aMGDAANq1OzFW+//93//RqVMn/va3v7nNSuvXr2f9+vWce+659OzZk88//9zdxplnnhhQMvczym0mHD9+PF26dGHYsGHs3r37pM/u9ddfz5dkMzIy6NatGz179uSjjz5y52/atIlp06bRrVs3Bg0axIYNGwAYPXo0a9asoWnTpnTo0IEXXnjBTRzlJWzOFOTELc1BjcOUXXHf6CtS9+7d810D/uKLL7pt4du3b2fDhg00bNgw33sSEhLo1KkTAF27dmXr1q0nrXfx4sU0btyYs846i7i4OPfgWb9+/UKvKCntVSZt2rRh2bJlRb6ee0AsaRvjxo3j7rvvplOnTnTo0IHOnTsTFRVFu3btuP/+++nfvz+1atUiJSXF/RZ75513Mn78eESE8ePH86c//YnJkycD0KNHD1atWsWaNWu46aabGDRoEOnp6Xz88cds2bKFevXqMWzYMN555x2uv/563n//ff74xz+SmZnJxRdf7G7jnnvu4emnnyYyMn8l5I0bN7JmzRpSU1MB59v9ggUL6NOnD++++y7NmjXjyJEjXHXVVbz99tvceOONeDweNmzYwNdff01qairnnXceK1euLPIz8ng8pKamcu655/Lss8/y7LPPMnbsWN5++213uXfeeYclS5bwzTffuPN+/fVXmjZtyubNm7ngggvo0KEDLVu2JDMzk9jYWJYsWcKMGTO45ZZb+Pbbb5kzZw6dOnVi3rx5bNq0if79+3PeeedRp06dIn+vpRU+X5vVbl4z5aNmzRNNkF9//TVfffUVP/zwA8uXL6dz586FXiNerVo193lkZORJnaMAU6dOZe3atcTHx9OyZUsOHz7snlE0bNgw37fr/fv3u80TSUlJLF26tMS4SzpTiIuLcw+c4Nw42LTpyQUk69SpwxtvvMGyZct466232Lt3r5skR44cyU8//cSCBQto0KABiYmJAJx++ulERkYSERHBbbfdxqJFi05ab7t27ahZsyYrV67kq6++IiEhgcaNGxMdHc2QIUP4/vvvAeeb/7fffut2ruduY8mSJQwfPpz4+Hg+/PBDfv/73/PRRx8xc+ZMevbsSa1atahVqxaDBg1i4cKFADRr1gyA2rVrc+2117pxxcXFcfnllxMdHU1CQgJt2rRhw4YNxMXF5Tv7yf2MGjZsSI0aNbjyyisBGDZsGD/99JO73FdffcUTTzzBrFmz8v0t5H6+LVq0oF+/fvz888/u9q+66ioArrzySlasWAHAG2+8wZAhQxARWrVqRUJCgttkVV7C5gjplrmwS1JNKdSuXZsjR44U+fqhQ4eoX78+NWrUYO3ate7BprS8Xi/Tp09nxYoVbN26la1bt/Lxxx+7TUj9+vXjnXfecb+pvvnmm25b9ejRo3nzzTf58ccf3fW988477Nq1K982cs8UCvupV68eTZo0oXbt2ixcuBBV5a233uLyyy8/KdaDBw+SleUMbztp0iT69OnjflPNvXrn119/ZcaMGW6fyM6dO933z5w5071yasuWLW6C3LZtG+vWrSM+Pp7mzZuzcOFCjh8/jqoyd+5ct8kndxuZmZk8/fTTbnPRli1b3M9u6NChvPTSS1xxxRU0b96cb775Bo/HQ3Z2Nt988w3t2rXD4/Gwb98+wCmn8umnn7pxXXHFFcyfPx+Affv2sX79elq0aMGAAQP44osvOHDgAAcOHOCLL75gwIABiAiXXXYZX3/9NQBz586lffv2APz888/cfvvtzJo1y+0bAOcqrszMTHcb3333nfueK664gnnz5gHwzTffuH0ozZs3Z+7cuQDs3r2bdevW0aJFi5N+R6cibJqPcs8UxM4UTCk0bNiQc889l+TkZAYNGsSll16a7/WBAwfyyiuv0LFjR9q0aUPPnj3LtJ0FCxbQrFkz95srQJ8+fVi9ejU7d+5k1KhRrF27lpSUFESEbt268eSTTwLOt/D333+fsWPHsmfPHiIiIujTpw9DhgwpdRwvv/wyN998M+np6QwaNMht/37llVcAuOOOO1izZg033ngjkZGRtG/fntdff919/1VXXUVaWhrR0dFMnDjR7ai97777WLZsGSJCfHw8//73vwH43//+x1NPPUV0dDQRERG89NJLNGrUiEaNGjF06FC6dOlCVFQUnTt3djvwJ0yYwKefforX6+XOO+/kggsuKHafhg4dyrx58+jQoQMiwsCBA7nssss4duwYAwYMIDs7m5ycHC666CJuu+02APfg3759eyIjI5kwYYLbJDh+/HjOPvtsAB566CG30/npp5/mhhtu4J577qFx48bu5aJ//vOfOXr0KMOGDQOcA/usWbNYs2YNt99+OxEREXi9XsaNG+cmhXHjxnHdddfx3HPPUatWLSZNmuRu++abb6ZDhw6oKk8//bR7xlhepLA2ssqsW7dumvd6bX/N+/BlLlg5jmO3fkfNuOSS32AqhTVr1uTrFDTGlKyw/xsRWaqq3Up6b9h8ba6VnnsVhTUfGWNMUcImKWRF1QZAY8uvl94YY6qasEkK1qdgjDElC78jpF19ZIwxRQqbpJB785ramYIxxhQpfI6QasNxGmNMScInKfjOFMSSgimFUymdDfD8888XW8J67969REdHu9ft56pVq1a+6SlTpjB69Gh3+q233nJLVLdv355nnnmmTPEVVQY6r+XLl9OrVy86dOjAZZddxuHDJ4oSPvnkk7Rq1Yo2bdowZ84cwKnn0717d7e888MPP+wuX1TZ6+JKQt9///0kJyeTnJzMtGnT3PlbtmyhR48eJCYmcs0117g31L3yyit06NCBTp060bt3b7dG1bvvvpvvLu6IiAi37EdRJcP//Oc/07ZtWzp27MiVV17p1jgqal3Hjx/n0ksvpW3btiQlJTFu3Dg33m3btnHhhRfSsWNH+vXrl+/u8aJKaM+dO5cuXbq4+7Jx40a/f7dl5k8p1cr0U9bS2d+985jqw3X06IE9ZXq/CY7KXDrbH2eddZZbQrkwEydO1N69e2vfvn3zzS9YUvmNN97Qu+66S1VVZ8+erZ07d9YdO3aoqmp6erq++uqrpY6tuDLQeXXr1k2//vprVVV9/fXX9a9//auqqq5atUo7duyoGRkZunnzZm3RooV6PB71er165MgRVVXNysrS7t276w8//FBs2euiSkJ/+umnetFFF2l2drYePXpUu3btqocOHVJVp5z21KlTVVX19ttv15deeklV1X1dVfXjjz/WAQMGnLRPK1as0ISEBHe6qJLhc+bMcUt733fffW6MRa3r2LFjOm+eU54/MzNTe/fu7a5r6NChOmXKFFVVnTt3rl5//fXuOooqoZ2YmOj+D0ycOFFvuummQpcryEpn+8UK4oW8z8bBrl/Kd51ndIBBTxX5csHS2RMmTGDChAl88MEHZGZmcuWVV/Loo49y7Ngxrr76alJTU8nJyWH8+PHs3r2b3377jfPPP59GjRq5ZRPymjp1Kv/4xz+49tpr2bFjR747movy5JNP8swzz7h1c2JjY907cUujuDLQea1bt44+ffq4ywwYMIC//e1vfPzxxwwfPpxq1aqRkJBAq1atWLRoEb169XLPdLKzs8nOzkZEii17XVRJ6NWrV9O3b1+ioqKIiooiJSWFzz//nGHDhjFv3jzee+89AG666SYeeeQR7rzzznzF4Y4dO1ZoUb+pU6fmK8FRVMnwiy++2H1Pz5498w3cU9i6atSo4ZYfiYmJoUuXLu4ZwerVq3nuuecAp5z2FVdcUeLvSETcM7NDhw4VWouqvIVN85G4BfEsKRj/FSyd/cUXX7BhwwYWLVrEsmXLWLp0KQsWLODzzz+nadOmLF++nJUrVzJw4EDGjBlD06ZNmT9/fqEJYfv27ezatYvu3btz9dVX52saKY6/pbILNnHk/uSOtVBUGeiCkpOTmTVrFgDTp0/PV6q6qPfn5OTQqVMnTjvtNPr370+PHj2KLXtdVEnolJQUPvvsM44fP86+ffuYP38+27dvJy0tjXr16rkVUgvGPnHiRFq2bMl9993njlqW17Rp09wDub8lwydPnnzS2BIF15XXwYMH+eSTT7jwwgsBp+R4boHDmTNncuTIEbfMelEltCdNmsQll1xCXFwcb7/9dr7mqEAJmzOFE9U8LCmErGK+0VeUL774gi+++ILOnTsDcPToUTZs2MB5553H2LFjuf/++/nd737HeeedV+K63n//fa6++moAhg8fzsiRI7n33nuLXL60pbKvu+46rrvuuiJfVz9LZU+ePJkxY8bw2GOPMXjwYGJiYkp8f2RkJMuWLePgwYNceeWVrFy5kuTk5CLLXhdVEvriiy9m8eLFnHPOOTRu3JhevXoRFRVVYux33XUXd911F++99x6PP/54vv6SH3/8kRo1arjF7/z5HJ544gmioqJO+jwLriuXx+NhxIgRjBkzxi1Y98wzzzB69GimTJlCnz59aNasmbv/RZXQfu6555g9ezY9evRgwoQJ3HvvvW4dpEAJ6JmCiAwUkXUislFETkpxIlJNRKb5Xv9RROIDFktuR3PYnBuZQFBVHnjgAbe66MaNGxk5ciStW7d2OysfeOABHnvssRLXNXXqVKZMmUJ8fDyDBw9m+fLl7mAq1atXdztOoWylsks6UyiqDHRBbdu25YsvvmDp0qWMGDGCli1b+v3+evXq0a9fP3eQmqLKXhdXEvrBBx9k2bJlfPnll6gqiYmJNGrUiIMHD7od1UXFPnz48HzfvMFJxnm/2ZdUMvzNN9/k008/5d133z0pWRRcV65Ro0aRmJjIPffc485r2rQpM2bM4Oeff+aJJ54AoG7duu5rkL+E9t69e1m+fDk9evQA4JprrnHLhweUPx0PZfkBIoFNQAsgBlgOtC+wzO+BV3zPhwPTSlpvWTuav3/rIdWH6+ixIwfK9H4THMHuaN63b582b97cnZ4zZ452797d7UhNTU3V3bt3644dOzQ9PV1VVWfOnKmXX365qqomJyfr5s2bT1rv2rVrtXXr1vnmPfTQQ/rYY4+pqupVV12lr7/+uqqqHj9+XHv06KHffPONqqr+97//1a5du+rOnTtVVTUjI0NfeOGFUu9bWlqaxsfH6/79+3X//v0aHx+vaWlpJy2XOz5wTk6O3nDDDW5cK1euzNfRnJCQoB6PR/fs2aMHDhxwY+/du7d+8skn+daVkZGhF1xwgc6dO1dVVe+44w59+OGHVdUZc7pp06a6d+9e9Xg8um/fPlVVXb58uSYlJbkdv0OHDs3X0Txx4kRVVXdcaFXVWbNmad5jRk5OjjZr1kw3bdqUbx+7deumP/zwg9vR/N///ldVVT/77DNt166d7tlz8gUqRa3rwQcf1CFDhrjjK+fau3evO+8vf/mLjh8/XlVV9+/frxkZGe4yrVq10lWrVml2drY2bNjQ7ZifNGmSDhky5KQ4CnMqHc2BTAq9gDl5ph8AHiiwzBygl+95FLAPX+XWon7KmhR+ePOvvqRwsEzvN8ER7KSgqjpixAhNSkrSsWPHqqrq888/r8nJyZqcnKw9e/bUjRs36ueff64dOnTQlJQU7datmzsY/Isvvqht2rTRfv365Vvnww8/rPfff3++ecuXL9d27dqpqpNsLr30Uk1JSdGOHTvqM888k2/ZyZMna1JSkrZv316TkpL0H//4R5n27fXXX9eWLVtqy5YtdfLkye78kSNHuvvw/PPPa2JioiYmJur999+vXq/XXe7xxx/XFi1aaOvWrd2rbJYvX66dOnXSDh06aFJSkj766KPu8mPHjtW2bdtq69at9bnnnnPn79ixQ/v376/JycmalJSkb7/9tqo6V1a1a9dO27Vrpz169NCff/7Zfc+mTZv07LPP1pYtW+rQoUPdA+uYMWO0ffv2mpKSov369dOVK1e675k/f7726NHjpM9h8eLFmpSUpC1atNC77rrL3ceWLVtqXFycpqSkaEpKit5+++3Frmv79u0KaNu2bd33vPbaa6qqOn36dG3VqpUmJibqyJEj3Xi/++47TU5O1o4dO2pycrJ7RZaq6owZM9zX+vbte1ICKsqpJIWAlc4WkaHAQFW91Td9A9BDVUfnWWalb5lU3/Qm3zL7CqxrFDAKoHnz5l23bdtW6niWffku3uXTaH/X+8RWr1HyG0ylYKWzjSm9UymdHciO5sJ6xQpmIH+WQVVfBV4FZzyFsgTTqf910L/oTjdjjDGB7WhOBc7MMx0H/FbUMiISBdQF9gcwJmOMMcUIZFJYDCSKSIKIxOB0JM8qsMws4Cbf86HAPA1Ue5YJWfYnYYz/TvX/JWBJQVU9wGiczuQ1wAequkpEHhOR3OIerwMNRWQjcC8Q+DszTEiJjY0lLS3NEoMxflBV0tLSiI2NLfM6wmaMZhOasrOzSU1NJSMjI9ihGBMSYmNjiYuLIzo6Ot/8ytDRbMwpi46OJiEhIdhhGBM27P5eY4wxLksKxhhjXJYUjDHGuEKuo1lE9gKlv6XZ0QinlEY4sX0OD7bP4eFU9vksVW1c0kIhlxROhYgs8af3vSqxfQ4Pts/hoSL22ZqPjDHGuCwpGGOMcYVbUng12AEEge1zeLB9Dg8B3+ew6lMwxhhTvHA7UzDGGFMMSwrGGGNcVTIpiMhAEVknIhtF5KTKqyJSTUSm+V7/UUTiKz7K8uXHPt8rIqtFZIWIzBWRs4IRZ3kqaZ/zLDdURFREQv7yRX/2WUSu9v2uV4nIexUdY3nz42+7uYjMF5GffX/flwQjzvIiIpNFZI9vZMrCXhcRedH3eawQkS7lGoA/Y3aG0g8QCWwCWgAxwHKgfYFlfg+84ns+HJgW7LgrYJ/PB2r4nt8ZDvvsW642sABYCHQLdtwV8HtOBH4G6vumTwt23BWwz68Cd/qetwe2BjvuU9znPkAXYGURr18CfIYzcmVP4Mfy3H5VPFPoDmxU1c2qmgW8D1xeYJnLgTd9zz8ELhSRwoYGDRUl7rOqzlfV477JhTgj4YUyf37PAH8D/g5Uhdrb/uzzbcBEVT0AoKp7KjjG8ubPPitQx/e8LieP8BhSVHUBxY9AeTnwljoWAvVEpEl5bb8qJoVmwPY806m+eYUuo85gQIeAhhUSXWD4s895jcT5phHKStxnEekMnKmqn1ZkYAHkz++5NdBaRL4TkYUiMrDCogsMf/b5EeB6EUkFZgN/qJjQgqa0/++lUhXHUyjsG3/B6279WSaU+L0/InI90A3oG9CIAq/YfRaRCOA54OaKCqgC+PN7jsJpQuqHczb4rYgkq+rBAMcWKP7s8whgiqr+Q0R6AW/79tkb+PCCIqDHr6p4ppAKnJlnOo6TTyfdZUQkCueUs7jTtcrOn31GRC4CHgQGq2pmBcUWKCXtc20gGfhaRLbitL3OCvHOZn//tj9W1WxV3QKsw0kSocqffR4JfACgqj8AsTiF46oqv/7fy6oqJoXFQKKIJIhIDE5H8qwCy8wCbvI9HwrMU18PTogqcZ99TSn/xkkIod7ODCXss6oeUtVGqhqvqvE4/SiDVTWUx3L152/7I5yLChCRRjjNSZsrNMry5c8+/wpcCCAi7XCSwt4KjbJizQJu9F2F1BM4pKo7y2vlVa75SFU9IjIamINz5cJkVV0lIo8BS1R1FvA6zinmRpwzhOHBi/jU+bnPE4BawHRfn/qvqjo4aEGfIj/3uUrxc5/nABeLyGogB/izqqYFL+pT4+c+/wl4TUT+iNOMcnMof8kTkak4zX+NfP0kDwPRAKr6Ck6/ySXARuA48H/luv0Q/uyMMcaUs6rYfGSMMaaMLCkYY4xxWVIwxhjjsqRgjDHGZUnBGGOMy5KCqXREJEdEluX5iS9m2fiiqkmWcptf+ypxLveViGhThnXcISI3+p7fLCJN87w2SUTal3Oci0Wkkx/vuUdEapzqtk14sKRgKqN0Ve2U52drBW33OlVNwSmWOKG0b1bVV1T1Ld/kzUDTPK/dqqqryyXKE3G+hH9x3gNYUjB+saRgQoLvjOBbEfnJ93NOIcskicgi39nFChFJ9M2/Ps/8f4tIZAmbWwC08r33Ql+d/l98de6r+eY/JSfGp3jGN+8RERkrIkNx6ku969tmdXhcO7AAAAMZSURBVN83/G4icqeI/D1PzDeLyD/LGOcP5CmEJiIvi8gSccZReNQ3bwxOcpovIvN98y4WkR98n+N0EalVwnZMGLGkYCqj6nmajmb65u0B+qtqF+Aa4MVC3ncH8IKqdsI5KKf6yh5cA5zrm58DXFfC9i8DfhGRWGAKcI2qdsCpAHCniDQArgSSVLUj8HjeN6vqh8ASnG/0nVQ1Pc/LHwJD8kxfA0wrY5wDccpa5HpQVbsBHYG+ItJRVV/EqYtzvqqe7yt98VfgIt9nuQS4t4TtmDBS5cpcmCoh3XdgzCsa+JevDT0Hp6ZPQT8AD4pIHDBDVTeIyIVAV2Cxr7xHdZwEU5h3RSQd2IpTfrkNsEVV1/tefxO4C/gXzvgMk0Tkv4DfpblVda+IbPbVrNng28Z3vvWWJs6aOGUf8o66dbWIjML5v26CM+DMigLv7emb/51vOzE4n5sxgCUFEzr+COwGUnDOcE8aNEdV3xORH4FLgTkicitOmeE3VfUBP7ZxXd6CeSJS6Bgbvno83XGKsA0HRgMXlGJfpgFXA2uBmaqq4hyh/Y4TZwSyp4CJwBARSQDGAmer6gERmYJTGK4gAb5U1RGliNeEEWs+MqGiLrDTVyP/BpxvyfmISAtgs6/JZBZOM8pcYOj/b+/uVSKIoTAMv19roWChpRYWXoLgFdjZWYk34W3YymIhdiKClayghWw3WPm7eA8WIrIgCB6LkwmyjOiW4vd0E0ImM0UOOQmJpLlSZ1a/v5/6EViUtFSeN4FBycHPRESfXMTt2gH0Sh7f3eUEWCfvATgqZRP1MyLeyTTQSkk9TQMj4EXSPLD2TV8aYLX9JklTkrpmXfZPOSjYX7ELbElqyNTRqKPOBnAv6RpYJq8sHJKD57mkW+CCTK38KCLeyBMojyXdAR9AjxxgT0t7A3IWM+4A6LULzWPtPgNDYCEirkrZxP0saxU7wHZE3JB3Mz8A+2RKqrUHnEm6jIgncmfUYXlPQ/4rM8CnpJqZ2ReeKZiZWeWgYGZmlYOCmZlVDgpmZlY5KJiZWeWgYGZmlYOCmZlVn2cWm180KqC1AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf.predict_proba(bow_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf.predict_proba(bow_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pred = clf.predict(bow_test)\n",
+    "pred_prob = clf.predict_proba(bow_test)[:,1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.9039890370272958\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[  215,  5068],\n",
+       "       [    4, 24713]], dtype=int64)"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.98      0.04      0.08      5283\n",
+      "          1       0.83      1.00      0.91     24717\n",
+      "\n",
+      "avg / total       0.86      0.83      0.76     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "bwf2SbLSLs4D"
+   },
+   "source": [
+    "### [5.1.2] Wordcloud of top 20 important features from<font color='red'> SET 1</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "TRNEginoLs4D"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from wordcloud import WordCloud, STOPWORDS\n",
+    "import matplotlib.pyplot as plt\n",
+    "stopwords = set(STOPWORDS)\n",
+    "\n",
+    "def show_wordcloud(data, title = None):\n",
+    "    wordcloud = WordCloud(\n",
+    "        background_color='white',\n",
+    "        stopwords=stopwords,\n",
+    "        max_words=200,\n",
+    "        max_font_size=40, \n",
+    "        scale=3,\n",
+    "        random_state=1 # chosen at random by flipping a coin; it was heads\n",
+    "    ).generate(str(data))\n",
+    "\n",
+    "    fig = plt.figure(1, figsize=(12, 12))\n",
+    "    plt.axis('off')\n",
+    "    \n",
+    "    \n",
+    "    if title: \n",
+    "        fig.suptitle(title, fontsize=20)\n",
+    "        fig.subplots_adjust(top=2.3)\n",
+    "\n",
+    "    plt.imshow(wordcloud)\n",
+    "    plt.show()\n",
+    "\n",
+    "names = count_vector.get_feature_names() \n",
+    "show_wordcloud(names)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "o0qHcTh5Ls4E"
+   },
+   "source": [
+    "### [5.1.3] Applying Random Forests on TFIDF,<font color='red'> SET 2</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "O_pZjKWPLs4F"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+      "            max_depth=60, max_features='auto', max_leaf_nodes=None,\n",
+      "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+      "            min_samples_leaf=1, min_samples_split=2,\n",
+      "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=1,\n",
+      "            oob_score=False, random_state=None, verbose=0,\n",
+      "            warm_start=False)\n",
+      "The optimal value of max depth of base model is :  60\n",
+      "The optimal value of n_estimator is :  500\n"
+     ]
+    }
+   ],
+   "source": [
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [10,20,30,40,50,60]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "RFC_tfidf = RandomForestClassifier()\n",
+    "model = GridSearchCV(RFC, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model.fit(tf_train, y_train)\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth& n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model.cv_results_['param_n_estimators']  \n",
+    "#arr_rate=model.cv_results_['param_learning_rate'] \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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KjSwX/3FJO1e3//16D7yPX13932pJn9nkc38kaZ9hGA2GYeRIelrSX2+jFgBIWZXFPv3Co3v1J185oh/9u5P6T//kkD65f6c8d7Rw7hmZ1W++dEUnv3FWp77xqr7xD5fVfXNW9k5OgVBYX33+PX3huTf14qVRLQVCkqSlQEg/uDSizz/7hr76/HsKhDY7gSv1dA3PyB/5eKot8Wn3jnxnC8KGlOR59flHdkf3v/3qoIPVAIiXibllTc5HQh/5OW7tKkufY7JhGOqoL4nudw3NrPNoAEgu0zTVNTwb3W+vK7nr4wzD0IlWK0x7pmcs4bUBAAAAAADnbCT48WOr/3vJNM23t/pGq8/tWt398U0+NyjpVyT9vaQeSS+YpvmBYRj/p2EYn5MkwzAeNgxjSNI/lfRtwzA+WHu+YRjnJP25pBOGYQwZhvGPt/o5ACCZygtz9fQju/WHX3pE7/z7U/rNf3pYJ1urlOOJPXz3jc/rmy/36zPfPKdP/78/1H/6Qa8u3rilr/3Z+3qpe0xLgVBM5xBJCpuRAMhL3WP62gvvayOjv1KNaZp678Nb+pd//I6e+tbr0Z8bhqGLQzNp+Zmy0Zcea4gGm968Oq2LN247XBGA7bo8Ohfd3l9VJJcrvTpLddSXRrcvDnFMApA6xmaXNTm/LEkqyHGrseLe3ZROtFodPl7uGefcGAAAAACADLaRQdsPSzIlvRiH93tR0qHV19wU0zS/L+n7d/zsP9i2f6TICJi7Pffxzb4fAKSaknyvfvpj9frpj9Vrfjmol3vH9eKlkdXxLaHo465NLepbrw7oW68OyFDkAL4efyCs093jujg0owd2ld7n0akjEArray+8r9Pd41oOxgZbbt5e0ueffUMn2yr1jacekNe9kZwjnFJbmqfPdtTof7wfmeL27LlB/e4XHnK4KgDb0TtqrUZvqb73OLJU1WFbQd9Jxw8AKaRr2DomHawtWTdY9/DeHSr2eTTrD+rmjF/dI7M6WHv3DiEAAAAAACC9beRO2FqYYiAO77f2GrvXfRQAYF2FuR597nCt/vPPfUzvfv2UvvXzD+lzh2tVmBub59vomr7lYEjfenVA4TvbgqQo0zT1tRfu3c3EVPp3M8k2zxxvim7/oGtEH04tOlgNgO3qtXX8SMvgxy7rxugHN2cUzICRaAAyQ5etC9Gh+vVDHF63S586YHX9ONMznrC6AAAAAACAszbS8WPtSsJUHN5v+o7XBABsU16OW0+21+jJ9hr5AyGd75/U97tG9ZfvDm34NcKm9OKlUTX+6veV43Epz+uWz+uSz+uWzxPZzvW65fO6lXfHz31et3K97tjneF2rv3cr17v2eu6P/s7j2lL7//dv3Nbp7nH5A+vfiEvXbibZqK22WI/vq9C5vkmFTen3z1/V//G5g06XBWCL7B0/DlQXO1jJ1lQW+VRT4tPIjF/+QFh94/NqrUm/zwEg89g7fhyqu/+llROtlfrri5Guamd6xvTVE/sSVhsAAAAAAHDORoIfC4oENeIR1li7WsoyXgBIAJ/XrROtVTrRWqX/9u7Qhjt+2K0Ew1oJhjWzFPfy7irXYwuLrAVKctzy3e3nXpd8OW693DMuv228zXqWgyF959ygfofRISnvK4836lzfpCTpz350Q//mxD6VFeQ4XBWAzQqGwuobm4/up2PHD0nqqC/RyIxfktQ5dJvgBwDHmaaprmErWNe+geDHp/ZXyu0yFAqbujg0o7FZv6qKfYksEwAAAAAAOGAjwY9JRUIfe+PwfmuvMRmH1wIArMPndWtpg+EIJy0Hw1pOYNAkbNLWOl08vq9CLdVF6h2d01IgpD9647r+NatSgbRzbWpRy8FIR6aq4ty0DXB11Jfq7z8YkyR1Ds3oZx92uCAAWW9sdlmT88uSpIIctxorCu77nJJ8rx7eW6Y3BiMNWF/uHdfnH2H6LgAAAAAAmWYjwY9uSc2STkn6D9t8v1OSzNXXBAAk0BMtlfrBpRGFN9D2w2VInzlUo28+/aBWQmH5AyH5A2EtBUKr25F9fzCk5UBo9efW4/yB0OrvwlpaiWzH/i4s/11+vnZjMNH8wdQPwEAyDEPPHG/U1164KEn6w9ev6SvHG+Xzup0tDMCmXB6di263pOGYlzUd9dZK+s6hmXUeCQDJ0Tl0O7p9sLZkwyMTT7ZWRYMfZ3rGCH4AAAAAAJCBNhL8OCPpc5IeMQzjEdM039rKGxmG8QlJn1Ak+HFmK68BANi4Lz/eoJd7xzfU9SPX49aXH2+Uy2XI53In7UZ7OGxqOWgFR6wwyR3bwdigyW/+w2UFN5JoWeXzEBxIFz9xuFb/z99f1siMX5PzK/rv7w1zcwJIM72j1hiCdB3zIkkddaXR7d7RWS0HQ8rlvycAHHRp2AqhHarf+DTeE61V+r/+rkeS9Fr/pPyBEMFaAAAAAAAyzEaCH38p6f+WlCPpW4ZhHDdNc/4+z4lhGEahpG+v7q5I+otNVQkA2LQHdpXqZFulXuoekz9w784aPq9LJ9sqdXgTF4/jxeUylJfjVl7O5i48Xxqe2VQ3kxOtlVusEMnmdbv0pWMN+o/fj9yceO7coH7247s2vKIVgPN67R0/atI3+FGS79We8nxdn1pUIGSqd2ROh3eV3v+JAJAgXfbgR93Gz90bKgrUtLNAAxML8gfCOt8/qROtVYkoEQAAAAAAOMR1vweYpnlT0nckGZIOS/qBYRj1G30DwzB2SXpRUoci3T5+b/U1AQAJZBiGvvHUAzrVVqU8r1t33jd3GVKe161TbVX6xlMPyDDS58b6lx9v2PCq67VuJkgfTz+yS0W5kWzq4MSCzvSOO1wRgM2wd/w4UJW+o14kqaPeCnrYRywAQLKZpqmuYev42r6J4IcUGfey5nQP51YAAAAAAGSa+wY/Vv07SZdXt49KumQYxjcMw3jIMIyPvIZhGK7V3/2WpC5Jj67+6oqkX91u0QCAjfG6Xfrm0w/qT585oh9rr1Ge1y1DkcDHZw7V6Plnjui3P/+QvO6N/ucgNax1M/F516/byW4m2Loin1df+IQ13uXZswMOVgNgM+aXg7oxvSRJ8rgMNVUWOFzR9tj/+3FxaGadRwJAYo3NLmtyflmSVJDjVmPF5o6v9g4fL/eOKbyJsYkAAAAAACD1bWTUi0zTnDUM4ycknZG0S1KRpH+z+mfJMIzrktaWwJVK2iMpb3V/bQn5kKSfME3TWqICAEg4wzD0wK5S/e7PPSRJ+uEPf6hPfepTzha1TWvdTL72wvs63T2u5WAoZuyLy4h0+jjZVpl23UwQ8cVjDfq9164qGDb1o2u39O6Ht/TQ7jKnywJwH5dtY14adxZsuDtTqrKPUqDjBwAn2Y9BB+tKNj0G76HdpSrN9+r2YkBjs8u6dHMmpqsRAAAAAABIbxte4m2aZr+kByV9X5Ewx9qffEktko6s/mlZ/dna77X6nAdXXwMAgG3L1G4miKgu8elzD9RG9587O+hgNQA2yh78aKlO7zEvUmSUwtq91f7xeS0sB50tCEDWujRsdR06tMkxL5Lkcbv06QOV0X3GvQAAAAAAkFk2dTfMNM1p0zQ/K+mYpBckTa3+yrjjj1Z/94KkY6ZpftY0zak7Xw8AgO2wdzPp+bUn9d0nC9Tza0/qd77wkA7vYgVjunvmeGN0+8UPRnVtcsHBagBsRO+o1dzvQHWRg5XER0GuR82VhZKksCl9cJPmhQCc0bXN4IcknWi1gh9nesa2XRMAAAAAAEgdW1oGbZrm66ZpPm2a5k5JbZJOSXp69c8pSQdN09y5+pjX41cuAADIFi3Vxfrk/p2SJNOUfu+1qw5XBOB+em0dP1pr0j/4ISlmFALjXgA4wTRNdQ1bwbP2LQY/ju/fKc9qG6MPbs5qZGYpLvUBAAAAAADnbbv/vWmavaZpnjFN84XVP2dM0+yJR3EAACC72bt+/Pk7NzS9sOJgNQDWY5qmekfsHT/Sf9SLJHXUWzdYO4dm1nkkACTG2OyyJueXJUkFOW41VhRs6XWKfV4daSyP7p9h3AuADGOapt778Jb+5R+/o9avv6hffHFBrV9/Uf/qj9/V+zduyzRNp0sEAAAAEmbbwQ8AAIBEOdpUroO1kZvH/kBY33v9mqP1ALi30Vm/Zv1BSVKRz6PaEp/DFcUHHT8AOM1+7DlYVyKXy1jn0etj3AuATBUIhfXV59/TF557Uy9eGtVSICRJWgqE9INLI/r8s2/oq8+/p0Ao7HClAAAAQGIQ/AAAACnLMIyYrh/fe/26/KsX8ACklt4Ra8xLS3WRDGPrNyZTSWtNkbzuyGe5NrWomcWAwxUByDaXhq1uQ4e2OOZlzcnWquj2+YEpLa4Et/V6AJAKTNPU1154Xy91j2kpEFL4jsYeYTMSAHmpe0xfe+F9On8AAAAgIxH8AAAAKe0zh2pUV5onSZpeWNFfvDPkcEUA7qZ31B78yIwxL5KU63HrQHVRdL9rmHEvAJKrK47Bj1078rW/qlCStBIM61zf5LZeDwBSwfs3but097j8gfW7efgDYZ3uHtdFxvcByCKMwQKA7EHwAwAApDSv26UvPdYQ3f/OuUGF7lzCBcBxvaOz0W17UCIT2Me9XGTcC4AkMk1TXcPW8bV9m8EPSTph6/rBuBcAmeA7565qObixzpDLwZC+c24wwRUBQGpgDBYAZBeCHwAAIOX97MO7VOzzSIqMWnipm5sUQKq5bOv40VqTWcGPw/XWjdZOgh8AkmhsdlmT88uSpIIctxorCrb9midbK6PbL/dOKEygFkCae7l3/CPjXe4lbEpnesYTWxAApADGYAFA9iH4AQAAUl5hrkc/d2RPdP/ZswMOVgPgTivBsPrH56P7+6syK/hxqM7q+NFJa3AASWQPmx2sK5HLZWz7NR/YVaYdBTmSpMn5ZToZAUh7/sDGun1EH7/B7iAAkM4YgwUA2YfgBwAASAtfPLpXOe7Iqcu7H97W29emHa4IwJrByXkFV5cP1Zflqcjndbii+NpfVSifN3L8GZnxa3zO73BFALLFpWHrAvyhOIx5kSS3y9ATLVbXD1a+A0h3Pq97c4/3bO7xAJCOGIMFANmH4AcAAEgLlcU+/eSDtdH9Z8/yhRRIFb0j1piXlurM6vYhSR63SwdrrRuuXayEApAkXQkIfkix415O9zBCD0B6e6KlUhttiOQypBO2YyAAZCrGYAFA9iH4AQAA0sZXHm+Mbr/UM6bBifl1Hg0gWXpH7cGPYgcrSZyOeuuGKy1wASSDaZrqGp6N7rfHMfjx+L6d0U5qvaNzGrq1GLfXBoBk+/LjDcrdYBePXI9bX7Z9rwSATMUYLADIPgQ/AABA2thXVRRtTW6a0nPnrjpcEQBJ6h21bkweyMCOH1Js8KNr6LaDlQDIFmOzy5qcX5YkFeS41VhRELfXLsj16EhTeXT/5V5WeAJIXw/sKtXJtsroaL578XldOtlWqcP18QvSAUCqYgwWAGQfgh8AACCt2Lt+/OW7Q9EbIgCcc9nW8aO1JlODH6XR7c6hGZnmBnvmAsAWddpCZgfrSuTa6ByDDbKPe3mpm3EvANKXYRj6xlMP6FRblbzuux8rvW5Dp9qq9I2nHpBhxPd4CgCpiDFYAJB9CH4AAIC0cqRxR3Tl/UowrO9duOZsQUCWm1kMaGTGL0nK8bi0tzx+K9JTSUN5gYpyPZKkqYUVDd9ecrgiAJnu0rA1VupQHMe8rFnroiZJbw5Oa345GPf3AIBk8bpd+ubTD+qT+3be9ff7Kov0259/SF43l8MBZAfGYAFA9uFMFwAApBXDMPTMcevL6PfeuK7FFW5UWd7dcgAAIABJREFUAE6xj3nZV1koT4ZeTHe5DLXX2ce9zKzzaADYvq4EBz/qy/LVsjqeayUU1rkrE3F/DwBIJsMwNG7rCPnPO3K11tyjd3RW0wsrDlUGAMnHGCwAyD6ZeVUWAABktCcPVqu+LE+SdHsxoL94Z8jhioDs1Wsb83KgOjPHvKzp2GVdCLtI8ANAApmmqa5hK1jXnoDghySdaquKbp/uGU/IewBAsgRD4ZgRhAcr3Hpod5kkKWxKr/RynAOQPexjsO428cWQlOd1MwYLADIIwQ8AAJB2PG6XvvxYQ3T/O+euKhQ2HawIyF724EdrdbGDlSTe4frS6Hbn0G0HKwGQ6cZmlzW5umq9IMetxorEjNE60WoFP165PM75FIC0dm1qQcvBsCSpqjhXRTmGTrbaA25jTpUGAI7wul36jZ86pLud4e0oyNHzzxxhDBYAZBCO5gAAIC099fAuleR5JUkfTi/q7z8YdbgiIDvZR71kescP+6iFruEZhblBCiBB7OGyg3UlcrkSswKzo65EO4tyJUnTCyt6/8athLwPACRD94gtkFwTCSSfaquM/uzVKxPyB0JJrwsAnDQ4uRDdLi/IiW7PLQcz/js8AGQbgh8AACAt5ed49AtH9kT3v312UKbJTVggmcJhU1dsHT9aajL7olF9WZ52rF4om/MHdW1q4T7PAICtuTRsjZM6lKAxL5Lkchl64oB1U5RxLwDSWc+IFUheC3407SzU3vJ8SdLiSkhvDE45UhsAOKVvbD66/UjDDtUURALFK8Gw3rlO6BcAMgnBDwAAkLb+2dG9yvFETmcu3ritt65OO1wRkF2Gbi1pYSWyanJHQY52FuY6XFFiGYahjnrrBmzn0Mw6jwaAretKUvBDkk602oIf3YxBAJC+7hb8MAzGvQDIbn3jVvBjX2Wh2srd0f3z/ZNOlAQASBCCHwAAIG3tLMrVTz9UF91/7tygg9UA2cc+5qWlukiGkZhRBKmkw3YD9qJtFAMAxItpmuoato6v7QkOfjy2ryIapO0bn9eHU4sJfT8ASBR78KPN1onuZJst+NE9TqdIAFmlf9zq0tlcVRQb/BigCxIAZBKCHwAAIK390mON0e3TPeMxX2gBJFavbcxLtswG7qgvjW530fEDQAKMzvo1Ob8sSSrIcauxoiCh75ef49GxpvLoPqvhAaSj6YUVjc1Gjp25Hpf2llvHzo/vKVNJnldS5Bj7wc3Zu74GAGSiOzt+tOxwa23NRtfQbc36Aw5VBgCIN4IfAAAgrTVXFsa07n3u7FUHqwGyy2Vb8KO1utjBSpKnY5e18v7SzRkFQ2EHqwGQieyhsoN1JXK5Et9Nyb4a/kwvwQ8A6cfe7eNAdZE8buuyt8ft0hMt1lirlxhrBSBL+AMhfTgd6ebmMqSGigIVeA2110a+14ZN6c1BxiYDQKYg+AEAANLeL3/S6vrx398b1vic38FqgOzRMxp7gT0bVBb5VFPikyT5A+GY1VMAEA+Xhq3gx6EEj3lZc6LFCn68OTjNyk8Aacce/LhbINm+WICAG4BsMTAxr7XpVnvKC+TzRsa8HG22ur2d7590ojQAQAIQ/AAAAGnv43vK9MCuyPiFlVBYf3jhmrMFAVnAHwjp2uSCJMkwpP1V2RH8kGJvxDLuBUC8dTkQ/Kgu8am9LnKjNBg2dfbKRFLeFwDipdse/Kj56Hnp8f0V8rojHZQuDc9qZGYpabUBgFP6bQsVmisLo9vHmiqi2xcGCH4AQKYg+AEAANKeYRj65eNW148/euNDLSwHHawIyHx9Y/MKr64c2lteoLwct7MFJdHh1aCZJF0cuu1gJQAyjWma6hq2bl62Jyn4IcV2/TjTM5609wWAeOgZsY0grPlox48in1dHGq0V7qc5zgHIAn1jVvBjny348fDeHdEw3JWxeTrnAkCGIPgBAAAywj86WK095fmSpJmlgF54+4bDFQGZrdc25qUlS8a8rOmot27EdtLxA0Acjc76NTm/LEkqyHGrsaIgae9tH4Pwcu+4gqFw0t4bALZjJRhW/7gV/Gi5S/BDij3One5m3AuAzNdnOzbaO37k5bj14O6y6P7rA1NJrQsAkBgEPwAAQEZwuwx9+bGG6P7vvXaVGxZAAvWOWheQDmRZ8MM+eqF3dFbLwZCD1QDIJPbxUQfrSuRyGUl77/a6YlUV50qKhGjfuX4rae8NANsxMDGvQCjSiq6uNE8led67Pu5Ea2V0+/WBKc3TJRJAhusbt3f8iP3eHjPupZ/gBwBkAoIfAAAgY/zMx3ZpR0GOJGno1pK+f2nU4YqAzHXZFvxoqb77qspMVZqfE+0wFAiZ6rW1FgeA7bg0bAU/DiVxzIsUGZ33hH3cSy9jEACkh54RqxPd3ca8rKkvy4/+fiUU1rkrEwmvDQCcshwM6frUYnS/qTK2k9yxZmv81fmByaTVBQBIHIIfAAAgY+TluPULR/ZE9589OyDTNB2sCMhc2TzqRZI66kuj251Dtx2sBEAm6XIw+CFJp9qs1fCnexiDACA92IMfbTXrn5eesnX9eInjHIAMdm1yUaFw5JpYfVme8nM8Mb8/vKtUBTluSZHFUx/aQiIAgPRE8AMAAGSU/+nRPcr1RE5xLg3P6vVB2lUC8TYxt6zJ+RVJUp7Xrd078h2uKPk6bDdkL9pGMwDAVpmmqa5h6+ZluwPBj6NNFfJ5I+dRgxMLujq5kPQaAGCzemzd19br+CFJJ9uszkav9I4zHhRAxuobt46N+yoLP/J7r9ulRxp2RPcv0PUDANIewQ8AAJBRygtz9TMfq4/uP3t20MFqgMxkH/Oyv7pILpfhYDXO6Ki3bsh2EfwAEAejs35Nzi9Lkgpy3GqsKLjPM+LP53Xrsead0f0zrIYHkOJM09zwqBdJaq8tUVVxriTp1mJA735I5zYAmalvbD66va/q7t2QjjZVRLfPD7BwCgDSHcEPAACQcb78eKOM1fvQP7w8EXOTGsD22ce8tGbhmBcpshJ/Le/SNz6nxZWgswUBSHv2ENnBuhLHQnUnWxn3AiB9TMwta2oh0omuIOf+nehcLkMnWq2uHxznAGSq/gkr+NF8l44fknS0uTy6/frAJOOSASDNEfwAAAAZp6GiQP/I1sL3uXN0/QDiqdcWpmrJ0uBHQa4nevEsbEZGSwHAdlwatoIfhxwY87LmiRYr+PGja7c0sxhwrBYAuJ9uW7ePAxvsRHfKHvzoJvgBIDP12zt+3CP40VpdrB0FOZKkyfkVXR5j4RQApDOCHwAAICM9c7wpuv1X7w9rbNbvYDVAZrF30TlQvX477Ux2qK40ut05RJtwANvTlSLBj8pinw6vjrMKhU398Mq4Y7UAwP30jFjnpfcb87Lm0aZy5XndkqTByQUN2FbFA0AmCIbCGpy8f8cPl8vQo41W148L/Yx7AYB0RvADAABkpI/tKdPH9pRJkgIhU989f83ZgoAMEQyFdWWMjh+SdHiXdWO20zaiAQA2yzRNddk6B7U7GPyQdMcYBIIfAFJXj63jx0aDHz6vW8f3V0T3zzDuBUCGuT69qEAoMralpsSnIp/3no99tMkW/BiYTHhtAIDEIfgBAAAy1jPHG6Pbf/zmdc0vBx2sBsgM16YWtRwMS5KqinNVttoWNht11NPxA0B8jM76NTm/LEkqyHGrsaLA0XpO2oIfP7w8rkAo7GA1AHBvWwl+SHcE3LoJuAHILH1j9+/2seZYsxWEe3NwWkHO+wAgbRH8AAAAGetUa5UaVm+czPmDev6tDx2uCEh/9jEvLVk85kWKdDvxrM6Rvza1qJnFgMMVAUhXXbauQQfrSuRaPbY4pbWmSLUlPkmRc6gfXZt2tB4AuBt/IKTByQVJkmFsrhPdEy2VMlYPtW9fn9b0wkoiSgQAR/SPW9/b91Wuf2zcW55vnfctB9U5TDdLAEhXBD8AAEDGcrkMffnxhuj+7792lRWrwDb1jlqrKrN5zIsUaRPeUmP9M+jiAhmALbpkO34ccnjMiyQZhhGzGv4M414ApKC+sXmFwpFRBnt25Ksg17Ph51YU5uqh3ZHRoGFTeqWX4xyAzNE3bnX82Fe1fscPwzB01Nb140I/414AIF0R/AAAABntpx+qV/nqKIqbM379XeeIwxUB6a3X3vGjJruDH1LsuJeLjHsBsEVdKRb8kKQTrZXR7TM9YzJN08FqAOCjtjrmZY19rNXpnrG41AQAqcA+6mXffUa9SNLRpvLo9oWBqYTUBABIPIIfAAAgo/m8bv2zo3uj+8+eHeTGBbAN9o4fB6qye9SLJHXYbtDaRzUAwEaZpqmuYevY2p4iwY8jjeXKz3FLioyzGphYcLgiAIjVvc3gx6k2K+D26pUJ+QOhuNQFAE4KhU0NTFjBj+YNBD+O2Tp+vH39FsdDAEhTBD8AAEDG+/kje+TzRk57ukdmdb6f1QvAVswvB3VjekmS5HEZaqoscLgi59k7fnTS8QPAFozO+jU5vyxJKshxq7EiNY6tPq9bj++zbgKwGh5Aqtlux4+mnYXaW54vSVpcCemNQb4nAkh/Q7cWtRyMjDmuKMxVaX7OfZ9TVexT087IOehKMKx3rt9KaI0AgMQg+AEAADLejoIcPfXxXdH9b58dcLAaIH1dto15adxZoFyP28FqUsP+qkLleiJfq27O+DUxt+xwRQDSjb1b0MG6ErlchoPVxDphG4NwhuAHgBRimuYdwY/NjyA0DINxLwAyzmbHvKyxd/043z8Z15oAAMlB8AMAAGSFX3qsQWv3Uc71TcZcJASwMfbgR0s1Y14kyeN26WCt9c+Crh8ANuvSsBX8OJQiY17WPNFSKWP1/Omd67d0a2HF2YIAYNXNGb9m/UFJUrHPo7rSvC29zsk2W/Cje5yxoADSXt+4LfhRtfHgx9EmK/hxYYAOSACQjgh+AACArLCnvEBPtldH9587O+hgNUB66h21AlMHqje/qjJTxY57mVnnkQDwUV0pHPyoKMzVg7six7iwKb1yedzhigAgouemdV7aUlMsw9hat6SP7ylTSZ5XUmT01gc3WSAAIL31jVsLNjbT8eNI445o4Ldz6LZm/YF4lwYASDCCHwAAIGs8c7wpuv3XF2/q5u0lB6sB0k+vrePHVtppZ6rDu6wbtXT8ALAZpmmqa9i6yXioPrWCH9Kd414IfgBIDfYOjm01W+9E53G79ERLZXT/pW7GvQBIb/22jh/NlRv/3l6an6P22si5aNiU3hycjnttAIDEIvgBAACyxgO7SvVIww5JUjBs6g8uXHO2ICCNmKap3hF7xw9Gvay5s+MHLcIBbNTorF+T88uSpMJcjxrKCxyu6KNO2oIfr16Z0Eow7GA1ABDRY+tEt91Asv04d7qH4AeA9BUOmzHBj82MepGko83l0e3z/ZNxqwsAkBwEPwAAQFZ55vHG6PafvPkhrSuBDRqdteaoF/k8qi3xOVxR6mgoL1BRrkeSNLWwopszfocrApAuumzjodpqi+VybW1UQSLtrypUfVmeJGl+Oai3rrL6E4Dzekbsnei2F0g+vr9CXnfk+PvBzVmNzNAZEkB6Gpn1a3ElJEkqy/eqvCBnU88/1lQR3X59YCqutQEAEo/gBwAAyCpPtFSqaWdkNe38clB/+uaHDlcEpIde28X1luqiLc9Rz0Qul6H2Otu4lxuMewGwMZeGreDHobrUG/MiSYZhsBoeQEpZXAnq2tSCJMllSPurttfxo8jn1ZFGa5X7acZaAUhTfWPW9/Z9lZv/3v7xvWXRINzlsTlNzC3HtT4AQGIR/AAAAFnF5TL0FVvXj++ev0bLcmADekftwQ/GvNypY5d1w/aibQU/AKynKw2CH5J0orUyun26Z4yRVgAc1Ts6p7XDUOPOQvm87m2/ZkzArZuAG4D0ZB/z0rzJMS+SlJ/j0YO7y6L7FwYY9wIA6YTgBwAAyDo/+WCdKgpzJUXGV/zNxZsOVwSkvl7bHPUD1dtbVZmJOupKo9tdw3T8AHB/pmnGBj/qUzf48YmGchWujrQaurWkK2Pz93kGACROz4h1XrrdMS9r7AG31wemNL8cjMvrAkAy9dnO0fZVbj74IcWOe7nQz7gXAEgnBD8AAEDW8Xnd+uKxvdH9584NsnIVuI/Lo/Y56gQ/7tRhu2HbOTSjcJhjCoD1jc76NTm/IkkqzPWoobzA4YruLcfj0if374zuM+4FgJNigx/xOS+tL8uPhkhWQmGduzIRl9cFgGTqG48d9bIVx5qt0Vfn6fgBAGmF4AcAAMhKP/eJ3crPibQE7h2d09k+vswC97ISDMe0jN3uHPVMVF+Wpx0FOZKkOb81dx4A7qXLNhaqrbZYLtfmZrAnm301/BmCHwAc1DNiDyTHbwThKdtx7iWOcwDSjGma6rN9b9+3hVEvktRRXxq9XjZ0a0k3phfjUh8AIPEIfgAAgKxUmp+jpz6+K7r/7NkBB6sBUtvg5LyCqx0s6svyVOTzOlxR6jEMQ4fqYrt+AMB6LtnHvNSl7piXNZ8+UKm1bMp7N25rcn7Z2YIAZKVw2FSvreNHWxyDHyfbqqLbr/SOKxgKx+21ASDRxueWNeePjKkq8nlUWZS7pdfJ8bj0SMOO6P75fhZKAUC6IPgBAACy1i891hC9gXG+fyrmBgwAS69tVWVLNd0+7uVwPcEPABvXlWbBj7KCHH1sT5kkyTQjN0UBINlu3FrUwkpIkrSjIGfLNzbvpr22RFXFkde7tRjQux/ejttrA0Ci9Y3Zun1UFsowtt5N7lhTRXT7/MDUtuoCACQPwQ8AAJC1du3I12cO1UT3nzs36GA1QOrqHbUHP+K3qjLTdNSXRrc7h7hRAODeTNOMDX7Up37wQ5JOtFqr4U8zBgGAA3ps3T5aa4q2dWPzTi6XwXEOQNrqG7e+t++r3N6CjaPN5dHt1wcmZZrmtl4PAJAcBD8AAEBW++XjTdHtv+0c0dAtZpcCd+odtS6wH6Djxz112G7cXro5Q3twAPc0OuvX5PyKJKkw16OG8gKHK9qYk62V0e1zfZPyB0IOVgMgG3XbOtG1JiCQfMoe/Ogm+AEgffSN2zp+VBVu67Vaq4tVlh8Z8To5v6Irtm4iAIDURfADAABktUP1JXq0MbKSIRQ29d3z15wtCEhBl20dP1prCH7cS2WxT9XFPkmSPxBW/wQXxwDcXZdtHFRbbbFcrvitWE+kpp2F2lueL0laXAnpjUFafwNIrtiOH/EPfjzaVK48r1uSNDi5oAHO5wCkiX5bOKOpcnvBD5fL0KNNVteP8/2T23o9AEByEPwAAABZ75njjdHt59/6UDNLAQerAVLLzGJAIzN+SVKOx6W9abIq3Sn2rh+dN2bWeSSAbHbJPualLj3GvEiSYcSOQTjTM+5gNQCyUaKDHz6vW8f3V0T36foBIB2YpqkrMaNethf8kKSjTdax8MIAwQ8ASAcEPwAAQNb71IGd2r/aBnNhJaQ/fvO6wxUBqcM+5mVfZaE8br5CrOfwrtLo9sWh2w5WAiCVdaVp8EOSTtjGvZzpGWPmO4CkmfUHNHRrSZLkdRtqjsONzbuxB9xO9xD8AJD6phZWdHsxsogpP8et2pK8bb/msWYr+PHm4DSjTAEgDXDVFgAAZD3DMPSVx62uH39w/pqWg8ysBySp1zbm5UA1Y17ux34D135jFwDWmKYZG/yoT6/gx8N7d6jI55Ek3Zzxq2dk7j7PAID46LUdb5p2FirHk5hL20+0VMpYncD1zvVbml5YScj7AEC89NnGvDRXFsZljODe8nzVlkRGmc4tB/l+CwBpgOAHAACApM89UKvKolxJ0vjcsv7q/ZsOVwSkBnvwo7U6/u20M4191EvPyCwhMgAfMTrr1+R85CZiYa5HDWk2QsvrdulTB2K7fgBAMtjHvLQlYMzLmorCXD20u0ySFDalV3oZawUgtfXbxrzEqxuSYRh6NGbcy1RcXhcAkDgEPwAAACTletz64rGG6P5zZwcVDtO6HLCPeqHjx/2V5udoT3m+JCkQMmNWpgKAJHUNWasl22qL47IiM9lO2sa9MAYBQLLYgx+tCQx+SNJJxr0ASCN941bHj32V8fvefqy5PLp9vn8ybq8LAEgMgh8AAACrvvCJ3SrIcUuKfGl+9cqEwxUBzgqHTV2xdfxoqSH4sRH2cS+dtMMFcIdL9jEvdek15mXNp/ZXyr0aWLk4NKPxWb/DFQHIBskMfpxqswJur16ZkD9AFzcAqas/JvgRn44fknSs2er48fb1WxwLASDFEfwAAABYVZLn1dOP7I7uf/vsgIPVAM4burWkhZXIhZ0dBTnaWZjrcEXp4XB9aXS788ZtBysBkIq6MiD4UZLv1cN7y6L7LzMGAUCChcKmLo/ZRhAmOJDctLNQe1e7uC2uhPTGICMOAKSumI4fVfELflQV+9S0MzKWcCUY1jvXb8XttQEA8UfwAwAAwOZLjzVEV7C+MTitziFu2iJ72ce8tFQXyTDSbxyBEzrqbR0/huj4AcBimmZs8KM+PYMf0p1jEAh+AEisq5ML8gfCkqTKolyVJziQbBgG414ApIXbiyuamFuWJOV6XKovy4/r6x9tsrp+XBhg3AsApDKCHwAAADZ1pXn6iY6a6P6zZwcdrAZwVq9tzMuBasa8bFR7XYnWMjJ943NaXAk6WxCAlDE669fk/IokqTDXo4byAocr2roTthuir/UzBgFAYiVzzMuak2224Ef3uEzTTMr7AsBm2Me8NO0sjC5mipdjzeXR7fP9dD8CgFRG8AMAAOAOXzneGN3+fteIbkwvOlgN4JzLtuBHa3VyLrBngoJcj5p3Rtrrhk3pg5uz93kGgGzRZesC1FZbLFecL8wnU0NFgRpXW3/7A2FWgAJIKCeCHx/fU6aSPK+kSHCPczoAqShRY17WHGksjy5s6By6rVl/IO7vAQCID4IfAAAAdzhYW6LHmiOtLMOm9HuvXXW4IsAZPbZRL3T82JyO+tLo9sUbjIwCEHHJPualLn3HvKxh3AuAZIkNfiTnvNTjdumJlsro/kvdjHsBkHr6xmzBj8r4Bz9K83PUXhs5bw2b0puD03F/DwBAfBD8AAAAuAt7148/+9EN3V5ccbAaIPn8gZCuTS5IkgxD2l9F8GMzDu+ybuh22lb4A8huXbbgR0d9+gc/TthuiJ7pGWMMAoCE6RmxOtG1Janjh3RnwI3gB4DU0zduHR+bKxPzvf2obdwLXd4AIHUR/AAAALiL4/sq1LLa4WApENIfvXHd4YqA5Oobm1d49f7d3vIC5eW4nS0ozdhX8ttv9ALIXqZpxhwP2jOg48fH9pSpND8yBmFsdlmXhhmDACD+bi2saHTWL0nK8bjUUFGQtPc+vr9CXndkxsEHN2d18/ZS0t4bADaiP8GjXiTpaFNFdPtC/1RC3gMAsH0EPwAAAO7CMAw9Y+v68QcXrssfCDlYEZBcvbYxLy2Medm01ppieVyRmwRXJxc0s8QcZCDbjc76NTkf6SBWmOtRQ3nyblwmisft0qcPWF0/WA0PIBHsY14OVBXJ407eJe0in1dHGq2V7mc4zgFIIXP+gEZmIsE4r9vQnh35CXmfh/eWRUNwl8fmNDG3nJD3AQBsD8EPAACAe/hsR62qi32SpMn5Zf2P94YdrghInt5Rq13sAYIfm+bzutVimz/fxbgXIOvZjwNttcVyrYbD0t2JVtu4l15uiAKIv25b8KO1JvnnpbHjXsaT/v4AcC/2bh+NFYUJC8bl53j04O6y6D7jXgAgNRH8AAAAuIccj0tfemxvdP/Zc4MKh5ldj+xw2Rb8aKlO3hz1THKorjS63Tl828FKAKSCS7YxL4cyYMzLmuP7d0Y7HF0antXo6qpTAIiXnhHrvLS1JvnnpfaA2+sDU5pfDia9BgC4mz5b8KO5MjFjXtYcs417eX2AcS8AkIoIfgAAAKzj84/sVlGuR5I0OLGgl3tZ4YXswKiX7Ttcb93Y7bxBxw8g23Xagh8d9ZkT/Cj2efWJxh3Rfbp+AIi3npiOH8kPftSX5UffdyUU1rkrE0mvAQDupj+JwY+jzdbYq/N0/ACAlETwAwAAYB1FPq8+/4nd0f1nzw46WA2QHBNzy5qcX5Ek5Xnd2p2gOcGZrqPe1vFjiI4fQDYzTTOm40d7BnX8kKQTLdYYhDOMQQAQR4FQOObGZqtDnehO2bp+vNRDwA1Aaugbszoi7atKbPDjcH2p8nPckqQb00u6Mb2Y0PcDAGwewQ8AAID7+OKxvdEW5m9dm9Z7H95yuCIgsexjXvZXF8m1+u8/NmdfVaFyPZGvXDdn/JqYW3a4IgBOGZ31RwN1hbkeNZQXOFxRfJ1stYIf5/sntbjCGAQA8TEwMa+VUFiSVFeap5J8ryN1nGyzjnOv9I4ruFoTADjJPuplX2ViO3XmeFx6pMHq8na+n64fAJBqCH4AAADcR01Jnj73QG10/7lzdP1AZrOPeWllzMuWed0uHay1VqV2DdP1A8hWXUNWt4+22uKMC9TtLs/X/tVVpsvBsF7r40YAgPiIHfPi3Hlpe22JqopzJUm3FgN690PO6wA4a3ElqKFbS5Ikt8vQ3orEd+o81lQR3T4/MJXw9wMAbA7BDwAAgA34yuON0e0XL43q+tSCg9UAidVr6/hxgODHttjHvVy8MbPOIwFkMvuYl0MZNuZlzYlWxr0AiL+eEeu8tLXGmTEvkuRyGTHHudOMewHgsMEJ67rUnvJ85XrcCX/PR5vKo9uvD0zKNM2EvycAYOMIfgAAAGxAa02xju/fKUkKm9J3zl11uCIgceyjXlocmqOeKQ7vsm7wdg6xMhTIVp224EdHfWYGP062Vka3z/SOKxzmRgCA7Yvt+OHseekpe/Cjm+AHAGf1jVvf2/dVFiblPdtqilW2OnJrcn5FV8bm7/MMAEAyEfwAAADYoF8+bnX9+PN3bmh6YcXBaoDECIVNXRmzBz/o+LEdh+ol+ApwAAAgAElEQVSsjh9dwzOsiAKykGmaMR0/2jO048cDu8q0oyBHkjQ5vxwTdgGArUql4MejTeXK80ZW1A9OLmhgghueAJzTZwtd7KtMzvd2l8uI6fpxvp/xfgCQSgh+AAAAbNDRpnK1rV5s9AfC+q+vX3e4IiD+rk0taDkYliRVFeeqbPUmHramsaJARbkeSZEVUTdn/A5XBCDZRmf9mpyPhEULcz1qKC9wuKLEcLsMffqAresHYxAAbNP4nHX8zM9xa8+OfEfr8XndOr6/IrpP1w8ATuobtwU/qpLT8UOSjjZZx8ELAwQ/ACCVEPwAAADYIMMw9MuftLp+fO/1a/IHQs4VBCRAr22O+gHGvGyby2XErO7vvMG4FyDbdA1ZnS/aaovlchkOVpNY9nEvp3vGHawEQCboiTkvLUqJ4+dJ+7gXAm4AHNRvC340J2nUiyQda7aCH28OTisYCiftvQEA6yP4AQAAsAmfOVSjutI8SdLUwor+8t0hhysC4uvyqK2dNmNe4qKj3hb8YPQBkHXsY14OZeiYlzWP79+pHHfkUlPPyKyGby85XBGAdJZKY17WfLqlUsZq/uSd67cY/wnAEf5ASNenFiRJhiE17Uxe8GNveb5qSnySpLnloLr4jgsAKYPgBwAAwCZ43S598dje6P53zl1VKGw6VxAQZz2jsSsrsX0d9aXR7c4hOn4A2cYe+LIHwTJRYa5HR2xz3xn3AmA7UjH4UVGYq4d2l0mSwqb0Si/djQAk39XJBa1ditq9I18+rztp720Yxh3jXqaS9t4AgPUR/AAAANikpx/ZrSKfR1Lky/ZLzHZGBrlsC360MOolLmI6fgzNKExYDMgapmnGdPxoz/COHxLjXgDEjz340VaTOoFkxr0AcFqfbczLviSOeVlzrNkK+p7vn0z6+wMA7o7gBwAAwCYV5nr080f2RPefOzfoYDVA/MwvB/Xh9KIkye0y1FRZ4HBFmaG+LE9l+V5J0pw/qOur/4wBZL7RWb8m5yNjAApzPWooz/zj6hMtVvDjjYEpzS8HHawGQLryB0IamFiI7h9IoUDyqTbrOPfqlQn5AyEHqwGQjfrHrAUbzZXJD8bZO368ff0Wx0EASBEEPwAAALbgF4/uldcdGe78zvVbeuf6tMMVAdt3xXbxqGlngXI9yWsXm8kMw2DcC5Cluoasbh9ttcVyuQwHq0mO+rJ8tayOClsJhfVa34TDFQFIR/3j89GRmnvK81WY63G4IkvTzkLtLc+XJC2uhPTGIGMOACSX0x0/qkt8atwZCTSvBMN69/qtpNcAAPgogh8AAABbUFXs008+UBfdf/YsXT+Q/npHrOBHKq2qzASHbeNeLt6YWeeRADKJfczLoSwY87ImdgwC414AbF63bcxLa4qdlxqGwbgXAI6yBz+aHQh+SNIxW9eP8wOMewGAVEDwAwAAYIu+crwxuv0P3WManJhf59FA6rs8al1gX1utjfig4weQnTptwY+O+uwJfpxotcYgvNI7Hl21DwAb1WMPftSkVvBDkk622YIf3eMyTY5zAJJjJRjWtUlrFFaTU8GP5vLo9vl+Oh8BQCog+AEAALBF+6uK9OkDOyVJpil957WrDlcEbE/PqNXxg+BHfNlv+H5wc1bBUNjBagAkg2maMR0/2rOo48fh+lJVFOZKkqYWVvT+DQJvADYnNviReuelH99TppI8ryRpdNavD27O3ucZABAf16cWFFwN1daV5jk2CutIY7mM1SmGnUO3NesPOFIHAMBC8AMAAGAbnjneFN1+/q0P1fL1H+gXX1xQ69df1L/643f1/o3brP5CWjBNU5ftwY8UXFmZziqLfaou9kmSlgIh9dMhCMh4o7N+Tc6vSJIKcz1qKC9wuKLkcbkMnWixun4wBgHAZpimqR7bCMJU7Pjhcbv0hO0491I3xzkAyZEKY14kqTQ/RwdrI8fnsCm9NTjtWC0AgAiCHwAAANvwsT2lKsmLrK4Im5I/EFnFvxQI6QeXRvT5Z9/QV59/TwFW9yPFjc76NbMUWaFT5POotsTncEWZx971o/PGzDqPBJAJuoasv+dttcVyuQwHq0k++7iXMwQ/AGzCyEzseWl9WZ7DFd3dyVbbuBeOcwCSpG/MCn7sczD4IUnHmiqi2+cHJh2sBAAgEfwAAADYMtM09b/8+UUtroTu+vuwGQmAvNQ9pq+98D6dP5DSeu8Y82IY2XWDMhligh/DjD0AMp19zEtHFo15WfPYvgrleCKXna6MzevG9KLDFQFIFzFjXqqLU/a89Pj+Cnndkdo+uDmrm7eXHK4IQDawd4/cV+Vs8ONosxX8uNA/5WAlAACJ4AcAAMCWvX/jtk53jysQWj/Q4Q+Edbp7XBeHWOGP1NVra6d9oDr15qhngo760uh2J8cDION12oIfh+qzL/iRn+PRsaby6D6r4QFsVEzwoyZ1z0uLfF4dabSOc3Q3ApAMfWPWd/fmSmePkQ/vLYsG4C6PzWlibtnRegAg2xH8AAAA2KLvnLuq5eDdu33caTkY0nfODSa4ImDrLo9aF9hbqlNvjnomsHf86BmZ3fDxA0D6MU0zpuNHexZ2/JCkE7YxCGd6xh2sBEA66bEFkltrUvu81D7u5SWOcwASLBgKa3ByIbrf7PCol/wcjx7cXRbdf32Qrh8A4CSCHwAAAFv0cu+4whuc3hI2ueGB1HbnqBfEX2l+jnbvyJckBUKmLtv+mQPILKOzfk3Or0iSCnM9aigvcLgiZ5xorYxuv3l1SnP+gIPVAEgXsR0/Ujv4YT/OvTEwpfnloIPVAMh0N24taSUYliRVFeeqJM/rcEXSUVuHtwv9kw5WAgAg+AEAALBF/sDmVuv7Wd2PFLUSDGvANid4P8GPhLF3/WD8E5C5umx/v9tqi+VyGQ5W45yakjwdrI3ctA2ETJ29ws0AAOtbXAnq6lRkNbvLSP0RhPVl+dFwykoorHNXJhyuCEAms4952efwmJc1x5orotvnBzjXAwAnEfwAAADYIp/XvbnHezb3eCBZBifnFQhF2tfUleap2Of8qqFMdbi+NLrdeeO2g5UASCT7mJeOLB3zssY+BuF0z5iDlQBIB5dH52SudlVsqCjY9HcuJ5yydf14ieMcgATqG7cWbDg95mXN4fpS5edEjtU3ppd0Y3rR4YoAIHsR/AAAANiiJ1oqtZkFvMeay+//IMAB9pEjrTWpsWooUx2ydfzopOMHkLE6bcEP+9/7bGQPfrxyeVzBUNjBagCkup4R+3lpao95WXOyzXac6+U4ByBx+m3Bj31VqRH8yPG49EjDjuj+Bbp+AIBjCH4AAABs0Zcfb1DuJrp4vHV1Wq/18QUYqcd+gT3V22mnu/a6EhmrgbG+8TktrjAHHsg0pmnGdPxoz/KOH+11xaoqzpUk3V4M6N0P6XYE4N56Rmaj2+kS/GivLYke525xnAOQQH3jqTfqRZKONlkLnc73TzlYCQBkN4IfAAAAW/TArlKdbKuUz7uxU6pZf1C/8Ptv6v873adQ2ExwdcDGXR61LrC3VKfHBfZ0VZjrUfPOyMqssCl9cHP2Ps8AkG5GZ/2anF+RFPk731Be4HBFzjIMQ0+0WKvhzzAGAcA67MGPtjQJfrhchk4w1gpAgoXDZmzHjxQZ9SJJR5sqotsXBqZkmlzzAgAnEPwAAADYIsMw9I2nHtCptirled0fGfviMqQ8r1uPNpWrvCBHkmSa0m+dvqJf/O5bmppfdqBq4KN6baNeWuj4kXAd9aXR7Ys3WBEKZJou2xinttpiuTYzFy5DnWytjG5zQxTAvYTDZsx5abp0/JCkU/bgRzfHOQDxN3x7Sf5AZJRURWGOylavM6WCtppileV7JUmT88u6MjZ/n2cAABKB4AcAAMA2eN0uffPpB/WnzxzRj7XXKM/rlqFI4OMzh2r0/DNH9KdfOaIf/M+P60ijNfP0XN+kfvybr+lH16adKx6QNLMY0MiMX5KU43apoSK7V6YnQ0e9NfahyzYOAkBmsP+97sjyMS9rjjVXRDukDUws6NrkgsMVAUhFQ7eWNL8cGYNXlu+Njk9JB482lSvPGxkDOji5oIEJbnoCiC/7mJfmFOr2IUU6Hz0aM+6FMccA4ASCHwAAANtkGIYe2FWq3/25h9Tza0/qu08WqOfXntTvfOEhHd4VWdlfWeTTH/3SJ/Qrn26OPm901q+nn31Dz54doA0mHNNrG/PSXFkoj5uvCIlmD350DhH8ADKNPfhxqJ7ghyT5vG491my1AKfrB4C76baNeWmtKZZhpE/HJJ/XreP7bcc5un4AiLM+WxeNVAt+SNKjd4x7AQAkH1d1AQAAksTjdunf/uMD+u4XH462wAyFTf3693v1le+9o5nFgMMVIhtdHrONealhzEsytNYUy7M6+uHq5IJmlvi7D2QK0zR1yRb8aKfjR9RJ2xiEMz3jDlYCIFX13BH8SDf24xwBNwDx1jduBT/2Vabed/djto4fbw5OKRgKO1gNAGQngh8AAABJ9ukDlfq7rz6uB3eXRn92umdMP/7b59Q5dNvBypCNekZswY/q1Lt4lIl8XrcO2P5ZX2LcC5AxRmf9mpxfkSQV5nrUUM74rDVPtFRGt9+6Nk3gFcBHpHvw49MtlVprUvLO9Vuaml92tiAAGSU2+JF6HT8aKgpUU+KTJM0tBxlrCgAOIPgBAADggNrSPP3ZM4/qlx5riP5s6NaSfua/vK7/+vo1Rr8gaS7bRr20VKffBfZ01VFvBb8uEvgCMkaXbXxTW22xXK70GVOQaJXFPh1eHX0TCpv64RW6fgCI1TNqD36kXyC5ojBXD+0ukySFTemVyxMOVwQgU5imqX5bt87mqtQLfhiGoaOMewEARxH8AAAAcEiOx6Wvf7ZN3/r5h1SU65EkrYTC+vpffaCvPv++5peDDleITBcOm7o8SscPJ6zd/JSkzhushAIyhX1lYwdjXj7iBONeANzDnD+gG9NLkiSPy1BzCq5m34iYcS/djHsBEB8jM34trIQkSSV5Xu0szHW4ors71myNe7kwMOlgJQCQnQh+AAAAOOzJ9hr97Vcf08Faq9vC31y8qc/9zmvqta16A+Jt+PZS9OLRjoIc7SxKzYtHmeiQLfhBC1wgc9j/Ptv/niPiRKs17uWHl8cVYPY7gFW9tjByc2Whcj1uB6vZulNt1nHubN+E/IGQg9UAyBT9d4x5MYzU7Cpn7/jx9rVbHAMBIMkIfgAAAKSAPeUF+st/cVRf+MTu6M8GJxb0k797Xn/+9g0HK0Mms89RP1BVlLIXjzLR/qoi5XoiX8eGby9pkhnwQNozTVOXbMGPdjp+fERbTbFqV2e/z/qDevvaLYcrApAq7OelrTXpO36waWeh9pbnS5IWV0J6Y5BRBwC2r88e/EjBMS9rqkt8atxZIElaDob17nXO9QAgmQh+AAAApAif161f/6lD+q2fPaw8b2SFmz8Q1v/6F5363/7iopZWWCmB+IoZ85KGc9TTmdftiuny0zl028FqAMTD6Kxfk/MrkqTCXI8aygscrij1GIahJ2xdP870MAYBQERs8CN9z0sNw4gd98JxDkAc9I/buyKl9jHymK3rx3nGvQBAUhH8AAAASDE/9WC9/vpXjmmfba71C28P6af+83kNTsyv80xgc+wttVuqU/viUSbqqC+Nbl+8wbgXIN11DVl/j9tqi+Vy0UXpbu68IWqapoPVAEgV3SPWeWk6d/yQpJNttuNc9zjHOQDb1jcWO+ollR1rLo9uXxig6xEAJBPBDwAAgBS0r6pIf/Urx/RTD9ZFf9Y7Oqef+O3X9LedNx2sDJmkd9RaWdlSnd4X2NNRR701BqJrmOAHkO7sf487GPNyT0cay5WfE+lsdm1qUQMTCw5XBMBpobCpy6OZMepFkj6+p0wleV5JkW5QH9ycvc8zAODeTNNMm1EvUuRcb22KbOfQjOb8AWcLAoAsQvADAAAgReXnePSNpw7rN/7JIeV4IqdtCysh/cqfvKf//a8uaTnI6BdsnT8Q0tXJyM02w5D2V9HxI9nsHT86h26zGhRIc/bgx6F6gh/34vO69fg+qwU4414AXJtakD8QliTtLMpVRWGuwxVtj8ft0hMt1lirl7o5zgHYuon5Zc0sRcIThbkeVRf7HK5ofaX5OdGxpqGwqTcHpx2uCACyB8EPAACAFGYYhj7/yG79t39xVHvK86M//8PXr+upb72uG9OLDlaHdNY/Pq/was5gb3mB8lZXXyN5GisKVJjrkSRNzq/o5ozf4YoAbJVpmrpkC3600/FjXSds417O9Iw7WAmAVNAzkjndPtbcOdYKALaq3zbmpbmyUIaR+uMEjzVZId/zA5MOVgIA2YXgBwAAQBporyvR3/zrx/Tkwerozy4OzejHv3lOp1lBhi2wX2A/QLcPR7hchtrrrJsbXUO3HawGwHaMzvo1Ob8iKbISs6G8wOGKUtsTLZXRFuBvX5/WrYUVZwsC4KjY4EdmnJce318hrztyoPvg5qxu3l5yuCIA6SpmzEtlao95WXO02Qp+XOifcrASAMguBD8AAADSRLHPq//y8w/pP3y2TR5X5CLirD+oL3/vbf3GD3oUCIUdrhDp5PLoXHS7JUMusKejw7ZxLxeHZtZ5JIBU1mX7+3uwtlguV+qvxHRSRWGuHtgVOf6FTemHV+j6AWSznhHrvLQtQzp+FPm8OtJYHt1nrBWAreobt46R+6rSI/jx8N6yaPjt8ticJuaWHa4IALIDwQ8AAIA0YhiGvvRYg17454+qtsSa6/rtVwf1hf+fvTuPj6o+9wf+ObNkJvs+ISEBspGFLSwiqw1bxaVWrVKXLlaR/m7d7uWqrb2lrVVr761S63br0urVUhG11hU0YREEFATClknIAiSBJJON7DOZ5fz+mHDmDASYQJIzc+bzfr18ec5kJjyHhFnO93Oe55Wv0MBREeSjMnnwY5Q6TrAHosmy4McBdvwgClgHZWNeJnHMi0+8xyAw+EEUzNQ46gXwfp4r4vMcEV2kikZ5x4/AuGgjLESHqWmx0v7Oanb9ICIaCQx+EBEREQWgaWNi8cn981GYkyjdtvtYG655dhu+rOD8VLow7+BHYJw8UqPJqZ4F4gN17RBFUcFqiOhieQU/Uhn88IV8QXRreRP6HOxcRhSMTvX0ob4/vB6i0yAjQT2jshblmaTtnVXN6LTaFayGiAJVpWzUS1aAjHoBgDlZnq5HOyp5noqIaCQw+EFEREQUoGLDQ/C3H1+Gh67MwemO8i3dffjh377GM8VH4HRxAZkG1txlQ3OXu9VqqF6LMXFhClcUvEbHGBFp0AIAOq0O/OSzHuSt2oB71uxFSe0pBkGIAoAoijgkC35MZMcPn4xPikBqbCgAoNPmwK6jrQpXRERKKJV1+xifFAGdVj2nq1Njw6QOJnaniG0M6BPRILV02dDS3QfA/dl9dEyowhX5bm5WgrS9vYrPf0REI0E976SJiIiIgpBGI+CeBVlYs3wWEiMNAABRBJ4prsAdr+2SFveJ5Mpl3T7Gj4qE5nRyiEaU3enCA2+XoLvP6XV7r92J9YfqcevLX+H+tftgd/IqeCJ/1tBhRXOX+4R8hEGH9Hj1XK0+nARBOGPcS6OC1RCRUsz1nveleSocP7hE1vWjuJTPc0Q0OPJuH5mm8ID67D4lNQZhIe6LHGpbe1Hb2qNwRURE6sfgBxEREZEKzM6Mxyf3z8PsDE8rzW0Vzbjm2W3YfYxX0JI3rznqHPOiCFEUsXJdCYpKGzFQcx6X6A6AFJU2YuW6Enb+IPJjB+s83T4mpEQF1Al5pcnHIGwsa+RzHVEQ8npfmqy+4MfifE/AbXO5BQ4GeoloECpkwY9sU2B9dg/RaXDZuDhpfwe7fhARDTsGP4iIiIhUwhRpxN+XX457F2RJtzV22HDLy1/hpS+quJhCEnnHjxwGPxRRUnsKxaUWWO3nP/lvtbtQXGrBftnCMhH5l4OyMS+TOOZlUC5Pj0eEQQfAfSWofHGDiIKD2oMfE1OikRTl7szY1mPH3ppTCldERIFE3vEjyxShYCUXZ26W5+Kk7ZUtClZCRBQcGPwgIiIiUhGtRsCDV+bgtZ9chtgwPQDA6RLx5Poy3P3GN2jvsStcIfmDMlnwI1eFLbUDwavbjsLmcF74jgBsDide3VY9zBUR0cXyCn6kMvgxGCE6Da4Y75n/znEvRMHF7nShotGzqJmvwuCHRiNgEcdaEdFFqvTq+BF4wY85mZ73eTuqWnhBEhHRMGPwg4iIiEiFFuSY8Mn98zF1TIx0W7HZgmue24b9tbzKLJg5XSKONMqDH+z4oYRNZZYBR7wMxCUCG82W4S2IiC6KKIo4JAt+TGTHj0FblOtZEOVzHVFwqW7qRl//6JOUaCOi+4PrarNEHvwoZfCDiHxXYfF8ds9OCrzP7vnJUYjpf25v7rKxuxsR0TBj8IOIiIhIpVJiQvH2itm4a166dFtdWy9u/stOvLHzGK+0CFLHWrphc7hPsCdFGRAbHqJwRcHJavet24d0fx+7gxDRyGrosKK5qw8AEGHQIT0+XOGKAs+CXBM0gnt7b00bWrpsyhZERCNG7WNeTpudGY9QvRYAUN3cjaomLnwS0YW199rR2OF+XxSi0yAtNlThigZPoxEwO0M+7qVZwWqIiNSPwQ8iIiIiFQvRabDq2nz85QfTEWnQAQD6nC78+oPDuO+tfeiyORSukEZauWzMSw7HvCjG2H/y3+f76wZ3fyIaGQfqPN0+JqREQXM6wUA+iwsPwfSxsQAAUXR3RCKi4BAswQ+jXus91opdP4jIB/IxLxkJ4dBpA3M5b06W5/lve2WLgpUQEalfYL5SEBEREdGgLJ04Ch/fPw8TUjwnVD8+UI/rnvvS64QrqV+Z/AQ7x7woZqHsCndfhIVocfhk+4XvSEQjSj7mZRLHvFy0RXkc90IUjEqDJPgBAIvl417MDH4Q0YVVBviYl9PmZno6fnxd3QJH/4gvIiIaegx+EBEREQWJsfHheO/f5uC2y8dIt1U3d+P6F7Zj3Te1ClZGI6nMq+NH4J48CnTL56fDMIguHi3dfbj2uS/x4Dv70dBuHcbKiGgwDsqDH6kMflysxXkmaXtbRRNsHG9FFBTM9Z73pXnJ6n5fujDXBKE/9LvnOMdaEdGFVTR6On5kmyIUrOTSpCeEIznaCADotDm83j8TEdHQYvCDiIiIKIgY9Vr8/oZJeOb7BQgLcS862xwuPPzuATz0zn709nGhRe3kwY9cjnpRTEFaDBbnm2DUn/8jmVbWFkQUgXf31GHBU1vwp6Ij6OnjqCYiJYmi6NXxYyI7fly0zMQIjI0PAwB09znxVXWrwhUR0XBr6rShuT/8EKrXYmx8uMIVDa/4CAOmjXGPtXKJwObyJoUrIiJ/V2FRR/BDEATMlnX92FHFcS9ERMOFwQ8iIiKiIHT91NH48N65XicP3tlThxte3I6qpq7zPJICWbfNgZrWHgDuQEGmSd0n2P2ZIAhYvawAS/KTEKrXnjX2RSO4F0GunjQKGx6Yh4W5nqvhe+1O/HljBQr/uAXrdtfC6RJHuHoiAoCGDiuau/oAABEGHdJVvmg5nARBwKJc+bgXjkEgUjv5uMmcUZFeYVe18hr3UsrnOSI6v0p58CMpcIMfADA3M0Ha3lHVrGAlRETqxuAHERERUZDKMkXig3vn4oapo6Xbyho6cd1zX+Kj/SchiiL21bThZ2v2IG/VBtyxoRt5qzbgnjV7UVJ7CqLIxeZAU97o6faRmRg+qFEjNPT0Wg2evWUq3loxC1dNTEaoXgsBpwMfyVi7Yhaeu3UacpOj8bc7LsOa5ZcjL9nTpcXSacPD7x3Atc99iS8rePKMaKQdqPN0+5iQEgVNECxaDif5uJeNZgvfZxCpnDz4IX9/o2ZL8j3Pc1srmmC1s9siEQ2sy+bAiVO9AACdRgj4rkhzszzBj2+OtfH5j4homOiULoCIiIiIlBMWosPqZVMwMz0Ov/nwMPocLnT3OXHfW/vw9OflaOywweZw4nRDgV67E+sP1WNTmQWL801YvawAei2zxIGiXDbmJYdjXvyCIAgoSIvBC7dPAwBs2bIFhYWFA953blYCPr5vHt7bW4enPiuHpdPdHt1c34Ef/PVrLMw14ZdX5yLLFDlS5RMFNfmYl0kc83LJLkuPQ6RRh06re6GjrKEzaBaDiYKRPPiRnxwc710yEyMwLj4Mx1p60NPnxM7qFizIMV34gUQUdKpk3T7SE8ID/rzLqGgjMhLDUd3UDZvDhb3H2zBHFgYhIqKhEdivFkRERER0yQRBwK0zx+D9n83B2Pgw6fZjLT3otXtCH6e5RHcApKi0ESvXlfCK3ABSJjvBnjsqOE6wq41WI2DZjDRsfrAQDyzKRqje07VlU5kFVz6zDb/610E0d9kUrJIoOByUBz9SGfy4VHqtBoU58q4fHINApGbmek8gOVhCXoIgeI174fMcEZ1LhYrGvJw2JzNe2t5R1aJgJURE6sXgBxEREREBACakROOj++ZhdkacT/e32l0oLrVgv6zVPfm3MlnHDwY/Alu4QYf/WDIemx8sxM3TUyH0T5hwukT8/asaFP5xC/53SxVb6BINE1EUvTp+TGTHjyEhH/dSZLYoWAkRDSebw4mqJs+iZm6QBD8AYHG+J/hRXMqxVkQ0sAqL57N7VqI6gh9zMz0dPrZXcVQpEdFwYPCDiIiIiCRRRj1iw0Mg+Hh/m8OJV7dVD2tNNDREUfQOfgTRCXY1GxVtxB9vnoKP75vndQVVl82B/95QhkVPf4EPSk5wUYFoiDV0WNHc1QcAiDDokB7gc9f9ReF4E7Qa97uQ/bWnYOm0KlwREQ2HisYuOPrbCo6JC0OEIXimkc8YG4voUD0A92vJ4ZMdF3gEEQWjykZPOC4rSR0XbczOjJcuWDhQ145Oq13ZgoiIVIjBDyIiIqxpdpkAACAASURBVCLysrmsCb4uEbtEYMOhBvzty6MoLm1EeUMnevocw1ofXZzGDhvae90nViKNOqREGxWuiIbShJRorFl+Of764xnITPQsQJ841YsH1pbg+hd34JtjrQpWSKQuB2TdriakREGj8TUySecTHabHjLGx0v7mMnb9IFIjs2z8YF6yOhY0faXTarAwV9bdqJTjXojobF6jXkzq6PgRExaCCSnuC1CcLhFfV/PzKRHRUAueODURERER+WSwoyEcLhG/+7jU67aECAPS4kIxJi4MabFh7v/HhSEtLhTJ0aHS1bw0cswNnhPsuaMiIQj8GaiNIAhYlJeEK8YnYu2uGvypuAKt3e6OBPtrT+Gmv+zEVRNH4RdX5WIsuxMQXRL5mJdJHPMypBbnJeHro+6FgGKzBbePUbggIhpy5npPF7q8IOxCtzgvCe/vOwEAKDY34j+WjFe4IiLyJ1a7E7VtPQAAjQCkJ6jns9vczAQcOuE+N7GjqsVr/BUREV06Bj+IiIiIyItRr0XvIMMfZ2rusqG5y4Z9NafO+ppeK2B0TGh/ECTMKxwyJi4M0WH6S/qzfSGKIkpqT+GVbdXYXNaEXrsToRs3YGGuCXdfkYEpqdGqC0aUy8a85IwKrisrg41eq8EPZ4/Dd6eOxoubq/C3L4+iz+kCAKw/1IBicyN+PHsc7luYPSL/3ojU6KA8+JHK4MdQWpibiCc+NQNwXwlfVArVv0YTBRvvjh/BF/y4YnwC9FoBdqeIwyc7cPJUL1JiQpUui4j8RFVTF05P6hwbHw6jXqtsQUNodmY8XtrqHhe8o6pZ4WqIiNSHwQ8iIiIi8rIw14T1h+rh8mHeiwB3iGDqmFjUtfWgprUHJ9p6pZndA7E7RRxr6cGxlp4Bvx5p1HnCIPH9nUJi3d1DRseGwqC7tJMedqcLK9eVoLjUApvDKR1nr92J9YfqsanMgsX5JqxeVgC9Vj2TEcvq5R0/gu8EezCKMurxi6tycfvlY/A/n5Xjo/0nAbj/Db765VG8u7cO9y/Mxg9mjUWITj2/60TDTRRFr44fE9nxY8jYnS48s7ECAuA1dk7tr9FEwUQURa9OdPlBGPyINOoxKyMe2yrci54bzY344exxyhZFRH6jUjbmJUslY15Om5keJwXfyho60dxlQ0KEQemyiIhUg8EPIiIiIvKyfH46NpVZfOr6YdRr8YfvTUZBWox0m8PpQkOHFTWtPahr7UVNaw9q+0Mhta09aO7qO+/37LQ6cPhkBw6f7Djra4IAjIoyencKifeMlEmMNJz3KmBRFLFyXQmKShthtbvO+rpLdC8uFZU2YuW6Ejx7y1TVXFVcJuv4kcuOH0ElLS4Mz906FXfOHYfHPzFjz/E2AMCpHjt+93Ep3th5DI9cnYdv5yep5vedaDg1dFil17IIgw7pHJ00JOSv0QPFR9X8Gk0UTBo6rDjVYwcARBp0SI0Nzk4Xi/OSpOBHkdnC4AcRSSoaPcGPbJUFP8JCdJiaFotdx9xj/XZUteC6KSkKV0VEpB4MfhARERGRl4K0GCzON50zHHGaUa/B4nwTppzR4l6n1SA1NgypsWFA5tmP67Y5UNfWKwVBalp7pG4hNa095/0zRRGob7eivt2KXUdbB6wpLdYzQia1v1PImHh3MORIYyeKSy3n/TMAwGp3objUgv117V6hlkBld7pQ1eQ5eTSewY+gNHVMLN79f7Ox/lADnlxvRm1rLwDgWEsPfvrmHsxMj8OvrsnD5NTA/50nGk4H6jzdPiakREGjYfhgKJTUngrK12iiYCMf85KbHBm0Aa5FeSb85sPDAICdVc3otNoRaeQIPiICKiyeizayk9QV/ACAOVnxnuBHZTODH0REQ4jBDyIiIiLyIggCVi8rGHAcCgBoBMCg00qt1gd7sjbcoEPOqEjkDBA+EEURzV19njBIS4/UMaS2tRcn23ulWbcDsdpdqLB0oULWGlUuRCugz+nDDBsANocTr26rxvO3TfPp/v6suqkb9v7jHh0TiiieVA5agiDg6knJWJRnwhs7juPZTRXotDoAALuOtuK657fjhqmj8dCVOZw1T3QO8jEvkzjmZci8uu0obI4LdxsD1PUaTRRszPWeBc28IBzzclpqbBjykqNgru+A3SliW0Uzrp6UrHRZROQH5Oczsk3qu2hjTmYCnimuAODu+EFEREOHwQ8iIiIiOoteq8Gzt0zF/rp2vLK1GpvKLLDanTDqtViUZ8Ld8zMwZRiushUEAYmRBiRGGjB9bOxZX+9zuHDy1NnjY2r7R8q099rP+/19DX0A7pbyG82WQR+DPyqTzVHPS1bfiSMaPINOi7uvyMBN01Px540V+PtXx+HoT3i9v+8EPj1Yj7vnZ+D/FWYiwsCPjURyB+XBj1QGP4bKpjKLV9D0fNT0Gk0UbErr5e9Lgzf4AQBL8kxSB5Ti0kYGP4gINocTx1t6ALhH3WYmqq/jR0FaDEL1WvTandI5nbS4MKXLIiJSBZ7BIyIiIqIBCYKAgrQYvHC7+2raLVu2oLCwUNGaQnQajEsIx7iE8AG/3t5r7w+CeIIhNa29qGvtQV1bL/qc528ffyarj1ce+7uyBs+VlQN1WqHgFRsegt9eNwE/mj0WT64vQ1FpIwDA5nDh+c2VWLu7FiuXjMeyGanQaTUKV0ukPFEUvTp+TGTHjyFjtQ/uNVctr9FEwcbM4IdkcX4Snt1UCQDYVG6Bw+ni+y2iIHesuQfO/iRsamwoQkO0Clc09EJ0GsxMj8MXR5oAADuqmvH9uDEKV0VEpA4MfhARERGRakSH6hE9OnrAhTiXS0T+rzfA6vA9/KHTCGjusiEhwjCUZY64Mvks9VHBfYKdBpaRGIFXfjQDO6ta8MSnpTh0wv0709xlwy/fP4jXdxzFL6/OQ2GOSeFKiZTV0GFFc1cfACDCoEN6/MBBRBo8Y/+Vnz7fX6e+hRAitevtc+JYczcA9/jInKTgDiRPTIlGUpQBjR02nOqxY2/NKcxMj1O6LCJSUIXFc9GGGse8nDY3K14KfmyvbMH3L2Pwg4hoKDBCTERERERBQaMRsCgvCRrB98fYnSJmP7kRD6zdhz3HWyGKvo+K8Sflso4fuez4QecxOzMeH94zD6uXTUFytFG6/UhjF+54bTd++NevvUYHEQWbA3Webh8TUqKgGcyLCp3XwlyTz6/RGgFYlMcgGlGgKW/slEY6jUsIV+WV7INx+vPJacXmRgWrISJ/UNHYJW1nm9Q35uW0OZkJ0vaOqpaAPddCRORvGPwgIiIioqCxfH46DIO8QtjuFPFByUl873934ppnv8TaXTXo7Quc9vLtPXacbLcCAEK0GqSfY0wO0WkajYAbp6Vi038W4j+XjEeYbFFmW0Uzrv7zNjzyzwOwdFoVrJJIGfIxL5M45mVIDeY12qDTYvn8jGGuiIiGGse8nG2JPPhRyuAHUbCrtHiCH1kqDn7kJ0chJkwPwN1lskJ23EREdPEY/CAiIiKioFGQFoPF+SYY9ed/G2zUazBtTAympnkv6pXWd+AX/zyIy39fjMc+LsXR/lbV/qy80dPtI8sUwbnh5LPQEC3uW5SNLQ8V4taZadKV+C4ReGtXLRb8cQue21gRUEEookt1UB78SGXwYyj5+hqt1wpYnG/CFP79EwUcefAjn8EPAO5ua6F6d+iturkbVU1c/CQKZl6jXlQ8DkujETA7I17a317ZrGA1RETqwbO+RERERBQ0BEHA6mUFWJKfhFC99qyW8hoBCNVrsSQ/CW//dDbev2cePr5vHr4/I81rIarD6sBfvzyKBU9twY/+tgtFpY1wuvyzNal8LEdusnpPHNHwMUUa8eSNk/HpA/NxxfhE6fbuPieeLjqChU9vwXt76uDy038DRENFFEWvjh8T2fFjSF3oNfo0rSDgse9OhCBwzA5RoPHu+MH3pQBg1GtxxXjPyAN2/SAKXnany+viEjV3/ACAOVme577tlS0KVkJEpB4MfhARERFRUNFrNXj2lql4a8UsXDUxGaF6LQS4Ax9XT0rG2hWz8Nyt06Dv74wxcXQ0/vumyfj6kcX41TV5GBsf5vX9th5pwt1vfIMr/mczXtxSiZYumwJHdW5lDZ4rhnJH8QQ7XbzcUVF4486ZeP0nl2F8kuckZH27Ff/5zn5c98KX+KrafcJOFEXsq2nDz9bsQd6qDbhjQzfyVm3APWv2oqT2FGc4U0Bq6LCiuasPABBh0CE9nqOzhtr5XqNDdO7XZavDhVe2VStbKBENmiiKKKv3vC/lqBePxfJxL2YGP4iC1fGWHtid7s9JydFGRBh0Clc0vOZmejp+fF3dAofTpWA1RETqoO5XDiIiIiKiAQiCgIK0GLxw+zQAwJYtW1BYWHjex0SH6bF8fgbunJuOrRVNeHPncWwqt+D0+vWJU734nw3leKaoAtdOTsYPZ49FQVqM4lckl8murMwdxRPsdOkKc0yYl5WAdd/UYXVRubQQfuhEB255+SssyjNBFEXsrGqFzeHE6UYgvXYn1h+qx6YyCxbnm7B6WYEUsCIKBAfqPN0+JqREQXOulhR0Sc71Gv3unjo8+M5+AMArW49i2Yw0jGX4hihg1LX1otPmAADEhOkxKsqocEX+Y2GuCYIAiCKw53gbWrpsiI8wKF0WEY2wSov3mFa1S08Ix6goIxo6rOi0OXDoZAcK0mKULouIKKDxLBsRERER0SBoNAIKc0z46x2XYetDC/DTb2UgNkwvfb3P6cI/953ADS/uwHXPb8e6b2phtTsVqdUlijjS6JkTzo4fNFR0Wg1uu3wMtjy0APcuyIJB5/loudFswaayJvTaPaGP01yiOwBSVNqIletK2PmDAop8zMskjnkZcTdOHY0p/YsBfU4XHv/ErHBFRDQYpfIxL6OiFA9H+5P4CAOmjYkF4H6vtLm8SeGKiEgJFbLP7tkm9X92FwQBc7I8XT+2VzYrWA0RkToETPBDEISlgiCUC4JQKQjCLwb4+hWCIOwVBMEhCMJNZ3ztx4IgVPT/9+ORq5qIiIiI1CwtLgyPXJWHnY8swtM3T5EWpE47eKIdD797AJf/fiOe+KQUx1u6z/GdhkdLr4iu/isr48JDkBjJKwdpaEUYdHjwyhxsfrAQN0wd7fPjrHYXikst2C/roEDk7w7Kgx+pDH6MNI1GwKPXTZD2i0obsfUIF0eJAoVZHvzgmJezeI17KeW4F6JgVGGRBT+S1N/xAwDmZiZI2zuqGPwgIrpUARH8EARBC+AFAFcByAdwqyAI+WfcrQbAHQD+ccZj4wD8BsDlAGYC+I0gCLHDXTMRERERBQ+jXovvTU/FB/fMxYf3zsVN01MRIuuA0N5rxyvbjqLwqS2447Vd2FTWCOeZrRCGQV2XZ0ZuTlIkr6ykYZMSE4o/fb/Aa07zhdgcTry6rXoYqyIaOqIoenX8mMiOH4ooSIvBTdNTpf3ffVwKO+fBEwUE7+CH+q9kH6wl+SZpe2tFk2IdA4lIOZXy4EcQjHoB4NXx45tjbXzuIyK6RAER/IA7sFEpimK1KIp9ANYC+K78DqIoHhNF8QCAMz/xXwmgSBTFVlEU2wAUAVg6EkUTERERUfCZnBqDp26egq8fWYRHrspFWlyo9DVRBLaUN+HO179B4VOb8dIXVWjr7hu2Wmo7PW+Nc3mCnUbA3ppTPt/XJbrHwhAFgvp2K5q73M/XEQYd0uPDFa4oeD28NAcRBh0A9wLJGzuPK1wREfnCXN8pbbPjx9kyEyMwLj4MANDT58TO6haFKyKikeR0iahq8gQ/soIk+JEcHYqMBPf7apvDhb01bQpXREQU2AIl+DEaQK1sv67/tuF+LBERERHRRYkND8FPv5WJLQ8uwN/umIEFOYmQN9yobe3Fk+vLMOvJjXjwnf04UOf7grmv6uTBj1EMftDwG+wVWlYHr+iiwCAf8zIhJQoaDTsoKcUUacR9C7Ok/WeKj6Cly6ZgRUR0IZ1WO2paewAAOo0QNCMMBkMQBI57IQpidW09sDncn98TIw2ICQtRuKKRI+/6saOSoTciokshiOLwt5i+VIIg3AzgSlEUl/fv/xDATFEU7xvgvq8D+FgUxXf79x8CYBBF8fH+/VUAekRRfPqMx60AsAIAkpKSpq9du3YYj4jOp6urCxER6vsAyOMKPGo9NrUeF6DeY+NxBR61HptajwsYuWOz9LiwqcaBbSfs6Laf/fWMaA0WjtFh5igdQrSXvqj48y+60Njr/j6/nm1ERrT2kr+nP+Dvov9a8Xk3+gYxdSFEC7y8JLA7JwT6z+xceFze3qvow0dV7ifuK8fpcGuuYahLu2TB9DNzuET86steNPS4z2l9K1WHn0z0v5/JhQTTz0wN1HpcwPAfW0WbE098bQUApEYIeHxe2LD9WXKB9jMra3XiD7vcf0+xBgGrC0PPOaox0I7NVzyuwKPWYxvp49pnceDPe91B1rw4DX4+M/QCj7h4/vYz293gwAsl7mPPjNZg1eyLO3Z/O66hotbjAtR7bGo9LkDdx+bvFixYsEcUxRkXup9uJIoZAnUA0mT7qQBODuKxhWc8dsuZdxJF8WUALwPAjBkzxMLCwjPvQiNky5YtUOPfP48r8Kj12NR6XIB6j43HFXjUemxqPS5gZI9tGdxdET7cfxJv7jzudRV5dbsL1Qf78F6ViGWXpeEHl49FWtzFnRi32p2wbNgAABAE4NarChEaoo7gB38X/deSE3ux/lA9XD5cXyAIwLcnJKOwcNrwFzaMAv1ndi48Lm+vH90FoAkAcPWsiSgs8L9GosH2M9OmWPCT13cDALaecODB62dhUmr0CFd3aYLtZxbo1HpcwPAfW+3OYwAOAwBmZCWjsHDqsP1ZcoH2M5vndOF/DxajvdeONpuIxPHTMHH0wM9rgXZsvuJxBR61HttIH5d5SxWAMgDAzJw0FBZOHLY/y99+ZlO6+/Di/iKIInCsU8T0WXMRadQP+vv423ENFbUeF6DeY1PrcQHqPja1CJRRL7sBZAuCkC4IQgiAWwB86ONjPwPwbUEQYgVBiAXw7f7biIiIiIgUYdRrsWxGGj68dy7e/9kc3Dh1NEK0nrfmbT12vPRFNa7442bc9fpubCm3wOXLSrpMpaULpx8xLj5cNaEP8m/L56fDoPPtd00UgVkZ8Re+I5HCRFHEIVlI71yLcDSyFuSasCAnEYD7+eTRjw4jELraEgWj0vpOaTsvOUrBSvybTqvBwlyTtF/EcS9EQaPC4nmezEoKrjGtseEhyO9/bXC6ROw62qpwRUREgSsggh+iKDoA3At3YMMMYJ0oiocFQfidIAjXAYAgCJcJglAH4GYALwmCcLj/sa0AHoM7PLIbwO/6byMiIiIiUpQgCJg6Jharv1+AnY8sxM+X5mJ0jKetqSgCG8ssuOO13Vj49Ba8uq0a7T0DzIgZQFmD58RRTpCdOCLlFKTFYHG+CUa9bx81H/+4FDuqmoe5KqJLU99uRXNXHwAgwqBDenxgjydSk1XX5kPfPxrtm+Nt+HC/r81hiWgkmes7pG0GP85vcV6StF1sZvCDKFhUWrqk7WxT8I1RmJuVIG1vr2xRsBIiosAWEMEPABBF8VNRFMeLopgpiuIT/bf9WhTFD/u3d4uimCqKYrgoivGiKE6QPfZvoihm9f/3mlLHQERERER0LvERBvxbYSa2PrwAr/5oBq4Yn+j19WMtPXj8EzMuf7IYP3/3gNfV56eJooh9NW342Zo9+MV7B6Tbq5q6UFJ7ildC07ATBAGrlxVgSX4SQvVaaM4YS68RAINOA4PO/VHU6nDhztd3Y3slwx/kv+QjuSakREFz5i82KSYjMQJ3zk2X9p/8tAzdNoeCFRHRmZwuEeUN7PjhqyvGJ0iBtsMnO3DyVK/CFRHRcHO5xKAPfszJ9HSC5IUBREQXL2CCH0REREREwUCrEbA4Pwlv3DkTmx8sxF3z0hFl1Elft9pdePubWlz73Je48cXteH9fHWwOJ+xOF+5fuw+3vfI1NhxqgEM2GqbS0oVbX/4K96/dB7vTpcRhURDRazV49papeGvFLFw1MRmhei0EAKF6La6elIx1P52NDf9+BUZFGQG4f6fvfH03tlU0KVs40TnIg3aTOObF79y7MAsJEQYAQEOHFS9uqVS4IiKSO97SjV67EwCQEGFAYqRB4Yr8W6RR7zUKbyO7fhCp3sn2XvT0uZ8n48JDEB8RfM+TM9PjpNBbWUMnmrtsCldERBSYGPwgIiIiIvJT6QnhWHVtPr7+5WL84cZJ0tzb0/bWnMJ/vL0fs3+/EVf9eSs+P9yIXrsTrjMae4gAeu1OFJU2YuW6Enb+oGEnCAIK0mLwwu3TYH5sKV5bGg7zY0vx/G3TMCUtBukJ4Vi7YhaSo93hD5vDhbv+7xt8cYThD/I/8o4fk1IZ/PA3kUY9fr40R9p/ZdtR1LT0KFgREcmZ6+XdPjh+0BdL8j3jXorMFgUrIaKRUCHr9pEVhN0+ACAsRIepabHS/s4qjnshIroYDH4QEREREfm50BAtbpk5Bp/cPw/v/dtsXF+QIl0NAwCtPXZUWrphc5y/m4fV7kJxqQX7684eE0M00sb1hz9S+sMffQ4X7n7jG2wp5wIH+Q9RFNnxIwB8b1oqpqTFAHA/lzz+SanCFRHRaeb6Dmn7zBAzDWxhrkna3lnVjE6rXcFqiGi4VTYG95iX02Zz3AsR0SVj8IOIiIiIKEAIgoDpY+PwzC1TsfORRXjoyhxp0dxXNocTr26rHqYKiQZnbHw43v7pbIyOCQXgXrBd8cYebCpjW3PyD/XtVjR39QEAIgw6jIsPV7giGohGI+C338mX9j8vbeT4KCI/IQ9+5DH44ZPU2DDp78ruFLGtggugRGpWYfF0RgrWjh8AMDcrQdreXsmOH0REF4PBDyIiIiKiAJQQYcA9C7Kw9eEFCNH6/rbeJQIb2TKa/EhaXBjWrpiF1Nj+8IfThZ++uQfFpQx/kPLkY14mpERBoxHOc29S0tQxsfjetFRp/9GPSmF3nr8TFhENPwY/Ls6SPE/XD74nIlI3+aiXbFPwjsQqSItBqF4LAKhp7UFtK0f3ERENFoMfREREREQBTKfVDHphy+pwDlM1RBfndPgjLc4d/rA7Rfzbmj34/HCDwpVRsOOYl8Dy86U5CA9xLxhUWrrw5s7jCldEFNxO9fThZLsVABCi1SAjkV2TfLU4P0na3lRugYNBNiJVEkXRe9RLUvB2/AjRaTAzPU7a57gXIqLBY/CDiIiIiCjAGfuvivH5/rrB3Z9oJKTGhuHtFbMxNj4MgDv88bM1e7HhEMMfpBx5x49JqQx++DtTlBH3LcqW9v9UfAQtXTYFKyIKbuZ6z/iC7KQI6AfRpS7YTUyJRlKUAQBwqseOPcfbFK6IiIZDY4cNnTYHACDSqIMp0qBwRcqakxkvbe+o4rgXIqLB4rttIiIiIqIAtzDXBF+nD2gEYJGsdTSRP0mJCcXaFbMwrj/84XCJuPcfe7H+YL3ClVEwEkWRHT8C0E/mjkN6grurQKfVgac+P6JwRUTBSz7mJXcUx7wMhkYjYFGep+tHsZnjXojUqNJrzEsEBCG4xwrOzUqQtndUtUAURQWrISIKPAx+EBEREREFuOXz02HwsYuHQafF8vkZw1wR0cVLjg7F2hWzkdG/cOtwibj3rX345ADDHzSy6tutaO7qAwBEGHQYF88RBYHAoNNi1bV50v7a3TVeAR4iGjny4EdecqSClQSmJbLgx0azRcFKiGi4VFhknZFMfJ7MT45CTJgeANDUaUOFLBhDREQXxuAHEREREVGAK0iLweJ8E4z687+9N+o1WJxvwhSOKyA/NyraiLUrZiEj0b3Q7nSJuH/tPny0/6TClVEwkY95mZASBY2vrZVIcQtzk1CYkwgAEEXgtx8e5hWjRAowN3iCH/nJ7PgxWLMz4xHaP9KxurkbVU1cACVSG3mwITspQsFK/INGI2B2hmfcy/bKZgWrISIKPAx+EBEREREFOEEQsHpZAZbkJyFUrz1r7ItGAEL1WizJT8LqZQVB3z6WAoMpyh3+yJSFPx5Yuw8flJxQuDIKFhzzEthWXZsPXf8L4jfH2/Ahg2NEI8rhdOFIo2dBM4/Bj0Ez6rW4Yrxn7EFxKce9EKlNpex5MsvE4AcAzMn0BD92VLUoWAkRUeBh8IOIiIiISAX0Wg2evWUq3loxC1dNTEaoXgsB7sDH1ZOSsXbFLDx36zTotfwIQIHDFGnE2hWzkd1/EtQlAv/xdgne31encGUUDOQdPyaxU1LAyUyMwJ3z0qX9Jz8tQ0+fQ8GKiIJLdXM3+hwuAMCoKCNiw0MUrigwLZaNeyk2M/hBpCaiKOKIfNRLEke9AMCcLE/g7avqFjicLgWrISIKLDzrS0RERESkEoIgoCAtBi/cPg3mx5bitaXhMD+2FM/fNg1T0mKULo/ooiRGGvDWilkYn+QJf6xctx/v7WH4g4aPKIrs+KEC9y3MQkKEAQDQ0GHFi5urFK6IKHiY6z1jXvKSuZh5sRbmmnC6Wd+e421o6bIpWxARDZmW7j6c6rEDAMJDtEiJNipckX/ISAjHqCj330Wn1YFDJzsu8AgiIjqNwQ8iIiIiIiLyawkRBrx19yzkjnIvHIki8OC7+/HON7UKV0ZqVd9uRXNXHwAgwqDDuPhwhSuiixFp1OPhpTnS/svbqlHT0qNgRUTBo9Qr+MExLxcrPsKA6WNiAbjDr5vLmxSuiIiGSsUZY144ktVNEATMyfKMe9le2axgNUREgYXBDyIiIiIiIvJ78REG/OPuWdLikSgCD793AOt2M/xBQ08+5mVCShQ0Gp6ID1Q3TUvFlP5RPX0OF574tFThioiCg7neM76AwY9Ls0g+7qWU416I1KJSNuYly8TOSHJzMz3jXnZWtShYCRFRYGHwg4iIiIiIiAJCXHgI/rH8cuSfzT81LAAAIABJREFUEf54a1eNwpWR2nDMi3poNAJ+c90Eaf+zw434soJXjhINNzM7fgyZJfkmaXtrRROsdqeC1RDRUKmweDp+ZPePtSQ3eceP3cda+bxHROQjBj+IiIiIiIgoYMSGh+Afd1+OiaM9i0iP/PMg1nx9XMGqSG3kHT8mpTL4EeimjYnFjdNGS/uPfnQYdqdLwYqI1K25y4amThsAwKjXID2B47IuRWZiBMbFhwEAevqc2FnNq9+J1EA+6iXbxOCHXHJ0KDL6XztsDhf21rQpXBERUWBg8IOIiIiIiIgCSkxYCNbcNQuTZQvy//X+Iby585hiNZF6iKLIjh8q9IuluQgP0QJwX2H7968YFiMaLvJuHzlJkdByXNYlEQQBi3I9XT+W/983uGNDN/JWbcA9a/aipPYURFFUsEIiuhheHT846uUs8q4fOyoZeCMi8gWDH0RERERERBRwosP0ePOuyzFFFv5Y9cFh/N+OY8oVRapQ325Fc1cfACDCoMO4eF6prgamKCPuXZgt7f+p6AhaumwKVkSkXhzzMrTsThfMDZ3SvtPlDnn02p1Yf6get778Fe5fu4+djIgCSFt3H5q7PJ2RRseGKlyR/5mbmSBtb6/imD4iIl8w+EFEREREREQBKTpUjzeXX46CtBjptt98eBivbT+qYFUU6ORjXiakREHDK9VV485546RxCR1WB54uOqJwRUTqZK73hBQY/Lg0oihi5bqSc445cInuAEhRaSNWrith5w+iAFHZ5On2kZEQwc5IA5iVEQ+h/6/lQF07Oq12ZQsiIgoADH4QERERERFRwIoy6vHmXTMxbYwn/PHoR6V4dVu1glVRIOOYF/Uy6LRYdW2+tP/WrhqvnzcRDQ12/Bg6JbWnUFxqgdV+/m4eVrsLxaUW7K/jcxpRIKholI15SYpQsBL/FRsegvz+1xCnS8Suo60KV0RE5P8Y/CAiIiIiIqKAFmnU4427LseMsbHSbY9/YsYrWxn+oMGTd/yYlMrgh9oszDXhW+MTAQCiCDz60WFeIU80hGwOJyotngXN3ORIBasJfK9uOwqbw+nTfW0OJ4OvRAGiwuLpjJRtYvDjXOZmyca9VLYoWAkRUWBg8IOIiIiIiIgCXoRBh9fvnInLxnnCH098asZfvqhSsCoKNKIo4mAdO36omSAIWHVtPnT9LdV3H2vDRwfqFa6KSD0qLV1wuNxhqtTYUEQZ9QpXFNg2lVng8jGb5hKBjWbL8BZERENCHpDLMjEgdy5zMuOl7R1VzQpWQkQUGBj8ICIiIiIiIlWIMOjw+k9mYmZ6nHTbH9aX4YXNlQpWRYGkvt2Klu4+AO7fp3Hx4QpXRMMhyxSBn8wdJ+0/+akZPX0O5QoiUhFzvecqdo55uXRWu2/dPqT7+9gdhIiUJQ9+cNTLuV02Lk4K65Y1dKK5y6ZwRURE/o3BDyIiIiIiIlKNcIMOr//kMszK8IQ//vhZOZ7fVKFgVRQo5GNeJqREQdN/opnU575F2UiICAHgDvz87xZ2ByIaCub6DmmbwY9LZ9RrB3d/3eDuT0Qjr9NqR327FQCg1woYGxemcEX+K9ygw9QxMdL+ziqOeyEiOh8GP4iIiIiIiEhVwkJ0eO2OmV6tgZ/6/Aj+XMzwB53foRMc8xIsoox6PHxlrrT/0tZq1Lb2KFgRkTrIgx/5yRxfcKkW5prgawZRIwCL8kzDWxARXTJ5t4+MhAjotFymO585mQnSNse9EBGdH19RiIiIiIiISHVCQ7T4648vw7wsz4nCPxUfwZ+KjkAURQUrI38m7/gxKZXBD7W7aXoqJvf/nPscLjzxiVnhiogCmyiK7PgxxJbPT4fBxy4eBp0Wy+dnDHNFRHSpKmTBjyyOebmgubLPc9sr2fGDiOh8GPwgIiIiIiIiVQoN0eLVH8/A/GzPycI/b6xg+IMGJIoiDtax40cw0WgE/OY7E6T9DYcbsL2SV5ISXazGDhvaeuwAgPAQLdJiOb7gUhWkxWBxvglG/flP4+u1AhbnmzCFoUUivyfv+JFtYvDjQgrSYhDaP/aqprWHHdqIiM6DwQ8iIiIiIiJSLaNei1d+NAPfGp8o3fbspko89Xk5wx/kpb7dipbuPgBAhEGHcfHhCldEI2H62FjcOHW0tP/oR4fhcLoUrIgocMm7feQmR0Hj64wSOidBELB6WQGW5CchVK8959gXAcCqa/IhCPw7J/J3FY2d0na2iSOxLiREp8Fl6XHS/s4qdv0gIjoXBj+IiIiIiIhI1Yx6LV764XQsyPGEP17YXIX/3sDwB3nIx7xMSOGCZTD5+VW5CAtxX0l6pLELf//quMIVEQWmUq8xL1zMHCp6rQbP3jIVb62YhasmJiNUr4UAIFSvla6C73OK+FPxEWULJSKfyEe9ZHPUi0/mZsZL29ur2J2NiOhcGPwgIiIiIiIi1TPqtfjLD6djUa5Juu0vX1ThD+vLGP4gAMChExzzEqySooy4d2GWtL+66Aha+7u/EJHvzF7BjygFK1EfQRBQkBaDF26fBvNjS/Ha0nCYH1uKZ2+dKt3nrV212HO8VcEqiehCevocqGvrBQBoNQI7zPlobpZndOeOqhZ+fiMiOgcGP4iIiIiIiCgoGHRavPiDaViclyTd9tLWajzxiZknD8mr48ekVAY/gs1d89IxNj4MANBhdeDpz8sVrogo8DD4MfKW5Cd5va/5r/cPcVwVkR+rsnRL2+PiwxCi4xKdL/KToxAdqgcANHXavLqmEBGRB19ViIiIiIiIKGgYdFq8ePs0fDvfs0jy6pdH8buPSxn+CGKiKOJgHTt+BDODTotV1+RL+//YVYPDJ9vP8wgikrPanTja7F7QFAQgdxRHvYyU316XL418KWvoxOs7jilbEBGdU4WlU9rONvF50lcajYDZGZ5xLzsqOe6FiGggDH4QERERERFRUAnRafDC7dOwdMIo6bbXth/Dox8x/BGs6tutaOkf7RFh0LHtdpBalGfCFeMTAQCiCDz6IZ8TiHxV3tAJV/8/l3Hx4QgL0SlbUBBJjQ3DA4uzpf3VRUdw8lSvghUR0bnIO1VkJ0UoWEngmZvlCX5sr2pRsBIiIv/F4AcREREREREFHb1Wg+dum4prJiVLt72+4xh+8+FhLvQGIfmYlwkpUdBoBAWrIaUIgoBfX5sPXf/Pf9exVnx8oF7hqogCg/eYF17FPtLumpeO8f2LyD19Tvzuo1KFKyKigVQ0eoIfWSYGPwZjTlaCtP1VdQvHWhERDYDBDyIiIiIiIgpKeq0Gf76lANdO9oQ/3th5HL/61yG4XAx/BJNDJzjmhdyyTBG4Y844af/JT83o6XMoVxBRgPAKfoyKUrCS4KTXavD49ZOk/Q2HG7CprFHBiohoIJWyUS8MfgxORkI4RkUZAQCdVgcOney4wCOIiIIPgx9EREREREQUtHRaDZ75fgGum5Ii3bbm6xr8F8MfQUXe8WNSKoMfwe7+xdlIiAgBAJxst+IvW6oUrojI/5nrPYuZeckMfihhZnocbp6eKu3/+oPD6O1zKlgREclZ7U7UtPYAAAQByExk8GMwBEHAnEzPuJcdVc0KVkNE5J8Y/CAiIiIiIqKgptNqsHrZFFxf4Al/vLWrBr98/yDDH0FAFEUcrGPHD/KIMurx0JU50v5LW6tR279QQ0RnE0UR5gZZx48UBj+U8sjVeYgJ0wMA6tp68fzmCoUrIqLTqpu6cfqjxZi4MBj1WmULCkDycS87KlsUrISIyD8x+EFERERERERBT6fV4OllBbhx6mjptrW7a/Hz9w7AyfCHqtW3W9HS3QcAiDDoMC4+XOGKyB/cPD1NCgHZHC78/lOzwhUR+a+6tl50Wt0jkaKMOqREGxWuKHjFhYfgF0tzpf2Xt1Z7jZYgIuVUNnVJ29kc83JR5mZ5On7sPtYKq51djYiI5Bj8ICIiIiIiIgKg1Qj4481TcJOsTfo7e+rw8LsMf6iZfMzLhJQoaDSCgtWQv9BoBPz2unxpf/2hBuyoZEtxooGY62XdPpKjIAh8HlXSshlpmD42FgBgd4r41b8OQRT5PoZIaZWNnhBWlilSwUoCV3J0KDIS3CFtm8OFvTVtCldERORfGPwgIiIiIiIi6qfVCPif703Gshme8Md7e+vw0Dv7Gf5QqUMnOOaFBjZ9bBxukHUBevSjUjicLgUrIvJP5nrPYmZeMse8KE2jEfD49ROh7Q8yflXdivf3nVC4KiKqsLDjx1CYI+v6sbOK416IiOQY/CAiIiIiIiKS0WgE/OHGybjlsjTptn/uO4GV60q46KtC8o4fk1IZ/CBvv7gqF2EhWgBAeWMn1nxdo3BFRP5H3vEjn8EPv5CXHIU7546T9p/4xIz2HrtyBRGRd/AjicGPizUnM0Ha3s5ubEREXhj8ICIiIiIiIjqDRiPg9zdMwm2Xj5Fu+6DkJP797RJ8c6wVP1uzB3mrNuCODd3IW7UB96zZi5LaU2ylHmBEUcTBOnb8oHNLijLingVZ0v7qoiNo6+5TsCIi/2Nu8B71Qv7h3xePR3K0EQDQ0t2H//6sTOGKiIJXn8OFY83d0n5mIoMfF2t2RjxOTxTbX9eOTitDbUREpzH4QURERERERDQAjUbA49+diB/M8oQ/Pj5Qj++/9BU2HGpAr90JAOi1O7H+UD1uffkr3L92H+zsChIw6tutaOlfxI8w6DAuPlzhisgf3TUvHWPiwgAA7b12PF1UrnBFRP6jy+bA8ZYeAO5xabyK3X+EG3T4zXcmSPtv7arBvpo2BSsiCl7HW7rh6B8bOTomFOEGncIVBa7Y8BCpu5TTJWLX0VaFKyIi8h8MfhARERERERGdg0Yj4LHvTsQPZeEPpyjCdUZjD5foDoAUlTZi5boSdv4IEPIxLxNSoqDRCApWQ/7KqNdi1bX50v4/vq5B6cmO8zyCKHiUy7p9ZCSEw6jXKlgNnenKCUlYmGsCAIgi8F/vH+LYOiIFcMzL0JqbJR/30qJgJURE/oXBDyIiIiIiIqLzEAQBN0xNhc6HUIDV7kJxqQX7ZeNDyH8dOsExL+SbxXkmzM92LzK4ROC3Hx1mwIsIQGl9p7TNMS/+RxAEPHrdBBj17mWA0voOvLHzuMJVEQWfikZZ8MPE4Melmp0ZL23vqGpWsBIiIv/C4AcRERERERHRBfz1y6Nw+bjIa3M48eq26mGuiIbCAVlAZ1Iqgx90boIg4DffyZcCYLuOtuKTg/UKV0WkPHO9p+MHgx/+KS0uDPctzJb2n/68HA3tVgUrIgo+FRZPSC7bFKlgJeowc1yc9J6srKETzV02hSsiIvIPDH4QERERERERXcCmMstZ413OxSUCxebG4S2ILpkoiuz4QYOSZYrEj2aPk/Z//4kZvX1O5Qoi8gPewQ8uZvqru+dnIKu/y0B3nxOPfVyqcEVEwaVSNuoli6NeLlm4QYepY2Kk/Z1VHPdCRAQw+EFERERERER0QVb74BZ3rXYXrnv+S6wuOoK9NW1w+poaoRFT325FS3cfACDCoMO4+HCFK6JA8MDibMSHhwAATrZb8b9fVClcEZFyXC4R5Q2eq9jz2fHDb4XoNHjsuxOl/U8O1mNLuUXBioiCh8PpQnVTt7SfxVEvQ2JOZoK0zXEvRERuDH4QERERERERXYBRrx30Yw7UtePZjRW48cUdmPF4ER5Yuw//2ncCrf1hA1LWQVm3jwkpUdD0t4smOp/oUD0eujJH2n/piyrUtfUoWBGRco639qCnv+tNfHgIEiMNCldE5zM7Mx43Thst7f/6g8ODDrYS0eDVtPagz+kCAIyKMiLKqFe4InWYkxkvbe9gxw8iIgAMfhARERERERFd0MJcEy4lF9DWY8cHJSfx72+XYPrjRbj+he14pvgI9teegovdQBQhH/MyOZVjXsh3N89Iw8TR7s4GNocLv//UrHBFRMrwHvMSBUFggM7f/fLqPESHuheda1p78OLmSoUrIlK/CvmYF3b7GDIFaTEwaN1LnMdbenDHhm7krdqAe9bsRUntKYgiP2MRUfBh8IOIiIiIiIjoApbPT4dB51vXj1C9Fn9ffjleuG0abp6eetYV0KIIlNSewjPFFfjuC9tx2RPFWPl2CT4oOYE2dgMZMQfqPMGPiaMZ/CDfaTUCfvudCdL+pwcb2GKcgpJ38CNSwUrIVwkRBjy81NO16C9fVKOqqes8jyCiS1XJ4MeQsztdePDd/bC7XF6399qdWH+oHre+/BXuX7sPdqfrHN+BiEidGPwgIiIiIiIiuoCCtBgszjfBqD//x2ijXoPF+SbMzYzHNZOT8cebp+DrRxbh4/vm4cFvj8eMsbFndQ5p6e7DP/edwANr3d1AbnxxO57bWIGDde3sBjJMRFH06vgxicEPGqQZ4+JwfUGKtP/oh6VwcHGBgsyZHT8oMNx62RhMHRMDAOhzurDqX4d4ZTzRMKpo7JS2s5MY/LhUoihi5boSFJU2YqCPSi7RHQApKm3EynUlfH4joqDC4AcRERERERHRBQiCgNXLCrAkPwmheu1Z4Q2N4O70sSQ/CauXFXi1u9doBEwcHY17F2bj3X+bg72rluC5W6fixmmjkRAR4vV9XCKwt+YUni46gu88/yVm/n4j/nPdfny0/yTae+wjcahBob7dipb+7ioRBh3GxYcrXBEFol9clYewEHcnoPLGTvxjV43CFRGNLHO9ZzGTwY/AodEIePz6idJ7mR1VLfhw/0lliyJSsUpZV51sE7sjXaqS2lMoLrXAaj9/4NZqd6G41IL9si5/RERqp1O6ACIiIiIiIqJAoNdq8OwtU7G/rh2vbK3GpjILrHYnjHotFuWZcPf8DExJi7ng94kJC8F3pqTgO1NS4HKJOHSyHVvKm7C53NI/j9pz3+YuG97bW4f39tZBIwDTxsRiQa4J3xqfiAkpUV4BE/LdQVm3jwkpUdCcmeQh8sGoaCPuWZCFP35WDgB4+vMj+M7kFMSGh1zgkUSBr73HjhOnegEAeq2AzERexR5IJqRE44456fjb9qMAgMc+NqMwx4ToUL3ClRGpi8sleo16yeaol0v26rajsDmcPt3X5nDi1W3VeP62acNcFRGRf2Dwg4iIiIiIiMhHgiCgIC0GL9zuPnm4ZcsWFBYWXvT302gETE6NweTUGNy/KBut3X3YVtGELeVN+OJIE1r7u1IA7m4g3xxvwzfH2/DHz8phijTgW+MTsSDXhHnZCYgycrHGV/IxL5NTOeaFLt5d89Lx9u5a1LT2oL3XjtVFR/DY9ROVLoto2JkbPGNeskyRCNGxsXSgWfnt8fj0YD0aOqxo7rLhqc/K+fxFNMROnOqVOlMkRIQwHDoENpVZBhzxMhCXCGw0W4a3ICIiP8LgBxEREREREZGfiAsPwXcLRuO7BaPhdIk4eKIdm8ss2HKkCQfqvLuBWDpteGdPHd7ZUwetRsD0sbEozEnEghwTckdFshvIeRyQtXyeOJrBD7p4Rr0Wv7omDyve3AMAWPP1cdw6cwzyUzj2gtTNXO8JfuQlc3RBIIow6PDr7+TjZ2v2AgD+/vVx3DQ91afuZUTkmwqLZyRWFrt9DAmr3bduH9L9fewOQkSkBgx+EBEREREREfkhrcbdXaQgLQb/sWQ8Wrps2FrRhM1lTdha0YRTPXbpvk6XiF1HW7HraCv+Z0M5RkUZUZiTiMKcRMzNSkDkBbqBiKKIktpTeGVbNTaXNaHX7kToxg1YmGvC3VdkYEpqtGqCJKIoenX8mMTgB12iJflJmJ+dgG0VzXCJwKMfHcbaFbNU82+GaCDy4Ed+MoNOgeqqiaPwrfGJ+OJIE0QR+NW/DuFf98yFliPQiIZERaN8zAtDckPBqNeidxDhD6NOO4zVEBH5FwY/iIiIiIiIiAJAfIQBN0xNxQ1TU+F0uYMaX5RbsLm8CQdlQQYAaOiwYu3uWqzdXQudRsCMcbEozDFhQY4J45MivBak7U4XVq4rQXGpBTaHU2qd3Gt3Yv2hemwqs2BxvgmrlxVArw38Vv717Va09I/QiTDoMC4+XOGKKNAJgoBfX5uPpX/eBqdLxNdHW/HpwQZcMzlZ6dKIho253nMVex6DHwFLEAT87rsT8O0/bYXN4cLBE+34+1fH8eM545QujUgVKiyy4EcSO34MhYW5Jqw/VO/TuBeNACzKMw1/UUREfiLwz9gQERERERERBZnTo11WfjsHH903D7v/azGeunkKrp2cjCij9zUeDpeIr6pb8Yf1Zbjyma2Y+4dNeOSfB/HZ4QZ0Wu1Yua4ERaWN6LU7zzqB6hLdAZCi0kasXFcCUfRxoLYfk4dkJqREQcOrmmkIZCdF4kezx0r7v//UjN4+thYndXI4XShvZPBDLcbGh+PeBVnS/lOflcPSYVWwIiL1kAc/OOplaCyfnw6Dj108DDotls/PGOaKiIj8B4MfRERERERERAEuMdKAm6an4vnbpmHvqiV49//Nxj0LMjEh5ezFuJPtVry1qwY/ffP/s3fn8VHV5x7Hv2cmk4UkJIQwIZCwJkDCFhYVZV9F3Jciam1tq9arbW2x2tZW663X2k20KLUura21aqm1roDsiqIiS9iSSEJYkhAyAbKTZZZz/0icBFlMIMlJJp/369XXnXPmzPD8rnEG8/ue59mitF+t1Ls7ClXj9p3x/WvcPq3OcGl7ftkZr+sMmo55GZXAmBe0nh/OGqKY8GBJUkFptf78/l6LKwLaxr4jVarz1H9vxHUP8f/co/O6feogDepV3wGrotajh9/NtLgioPMzTVM5TUJyjHppHWmJ0ZqV6lSo48zbmw67oVmpTo3m7/sAuhCCHwAAAAAABJAgu03jB8To3ouH6d0fTNam+2fqd9eN0ryRvRX5pW4gXp+a1SZZkmo9Xj2/IbcNKm5fO5qEV0b05RfBaD1RYQ7de/FQ//Gf39+r/JLjFlYEtI2MwnL/Y7p9BIaQILv+78oR/uO3tx/ShuxiCysCOr/CshpVNXT/iu7mUGwEIbnWYBiGFs1P0+zUOIU57Dpd8z5D0v9eMfyEEZcAEOgIfgAAAAAAEMCc3UM1f3yi/nTTOG19YLaWfvdC/c+0wS3erPOZ0uqMIvmamxTpgEzTPKHjx0iCH2hl88cn+jvt1Hp8enRZlsUVAa0vs5AxL4HooqRYXZXWx3/8wBu7VONmZBVwtpqOeUl2RhBAaEUOu02LF4zRK7dP0CUj4hXmsMuQFOawKzSoftuzzmvq2Q/2WVsoALQzgh8AAAAAAHQRDrtN5w+M0U/mDtPyuyerpb9+rvH4NPKh9zT/zx/rf9/erf9sydfnhyvk8Z55VExHcazG1NGqOklSREiQBvQMt7giBBq7zdBDVwz3H7+7s1Ab9x6xsCKg9WXS8SNg/fzSVH93sP1HjzOyCjgH2U3GvCQx5qXVGYahtMRoLblprDIfnqsX5oYr8+G5+u11o/zX/PXDfTp4lO5rALoOgh8AAAAAAHRRoQ57i19TVefVpv3H9MJH+3XPv7fr4ic+0PBfvqcrl3ykn/93p17ZdFA788tU6+l4dwnvL28MqAzv01220/WGBs7BeQNidGWTu+Z/9XZGpwlHAc3RNPiRGs9mZiDpFRmi+5qMrPrT+r3ad6TKwoqAzivnSx0/0D6uGN1HaYnRkqQ6r0+PLs+0uCIAaD8EPwAAAAAA6KJmDHOedi72qQTbT31xrcen7Xml+uenB/Wz13fq8qc+1PAH39O8P27Qfa9t19837teWA8d0vM7TSpWfnabBj1EJjHlB2/npJcMU1hCsyjpcoVc2HbS4IqB1HK2slauiVpIUEmSjc1IAuvGC/hrd8B1Z5/HpwTd3yTQ775g3wConjHqJI/jRXgzD0IOXp/qPl+86rE9yj1pYEQC0nyCrCwAAAAAAANa4dfJArc1yqdr91d05whx2vXzbBYqPCtOugjLtOlSmXQXl2n2oTIVlNSdd7/GZyigsV0ZhuaR8SZLNkAb1itCIPt01om+UhveJUmqf7ooKc7T20k5pf1lj8GNEX4IfaDvxUWG6a/pg/WHlHknSY6v26LJRfdQjPNjiyoBzk1nYOLpgaO9IBdm5rzDQ2G2GHrl6pK546kP5TGlD9hG9s6NQl4/u89UvBiBJMk3zS6NeCH60p7H9eujKtD56M/2QJOnhdzL01vcmyU63PwABjuAHAAAAAABdVFpitGalOrUqo0g17tOPogh12DQr1am0xGgZhqHeUaGalRrnf/5oZa12HyrXrkNl2l1Q/38PnGKets+sb3ud46rUGw2/iJWkfjHdNKJvdw3vE6URfaM0ok939YwIadW1mqap/eWNAZeRBD/Qxm6dPEj/2pynvGPVKj3u1qJVe/TwVSOsLgs4J03HvKT07m5hJWhLI/pG6RsXDtDfNu6XVL9pOnVoL3UPbZ+gJtDZFVfUqrymvtNdREiQencPtbiirucnc4fpvd2HVeP2afehcv1na77mj0+0uiwAaFMEPwAAAAAA6KIMw9Ci+WlauDRdqzNcqvV45WvSzd1mSCFBds1KdWrR/DQZxqnvkusZEaIpQ3ppypBe/nPlNW5lHCrXroKy+lBIQZn2Flee8P5fOHjsuA4eO65lOw/7z8VHhTYEQbprREMgJK57yGlrOBXTNJWeV6rnNuRqbaZLDb9/l91mqOy4W6Zptuj9gJYIddj1i0tT9d1/bJEk/fPTA7rxgn5KiWezHJ3XCcGP+EgLK0FbWzhniJbtLJSron68z6KVe/TQFcOtLgvoFHKajHlJckbw900L9IkO0+1TBmvxmmxJ0u/f+1zzRsYrIoRtUQCBi084AAAAAAC6MIfdpsULxmh7fpme+yBXa7NcqnF7Feqwa2aKU7dNHqTRidEtft/uoQ5NGNRTEwb19J87XudRZmGFdjfpDLKnqEJu78lpkMKyGhWW1Wh1ZpH/XM/wYA1v6AhS3xkkSokxYaf8Zbrb6zttoMXrM3XF9McxAAAgAElEQVTj85/6Ay0ORhWgjcxJjdOkpFh9mHNEPlP637d365XbJrABhE4r44TgByGmQNY91KEHLkvV91/ZJkl68eP9um5cAqPSgGbIbhL8SGbMi2XumDpI//rsoIrKa1VcUaun1+fo3ouHWV0WALQZgh8AAAAAAHRxhmEoLTFaS24aK0lav369pk2b1up/TrfgII3r30Pj+vfwn6v1eJVdVKldBWXadahMuwrKlXW4/JSjZ45W1emDPcX6YE+x/1xkaFBDR5Du/g4hA3qGa+HS9DOOsKl2e7Uqo0gLl6Zr8YIxbMSjTRiGoV9enqq5f9wgr8/UJ7nHdM2fNirrcIWq3V6FrVmhGcOcum3KII1OiOLnEB1ancenvcWNm5nDCH4EvMtGxWvp5jxtyK4Pr/38vzv1+p0TZbfxWQWcSba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ynwOObqdshfXvA6ZMVLYJyrULcDfZLx7rrQu8N/9quA/gTOAZ7XLMgCOBzwALGfrlY0KytSoXY+gzynwvNstYeO4qYLeJypg/HnO/2Mo8hW0soIK+sdW5Cu/lCe0XJzDbhPeNrcxFm/WLZeSijfrFRjmBrYC/kxW6NOzP6mx3PrUvVtQ8fvl0D/C3wdezXbIUln3sfTiR78WJyJYvP5P8j1VVf85KzvUs4Ppa6wJfy+eV+jO7lbmAd5D9wehUhi5uTkiuVmZjlH1GKz5n9TICTwV+SOF3o4nImE+X2i+WlaWw7ELapF8sO1u+fOX9YotyTXi/2OpsVNg3tioXbdQv1sm5wYXcZm2os93ZVPx3xrKyFNZ97Ng3y0ILz6XLzlVYv/Jz6RZlq/xcusxctNG5dFm5aONzaWAu8PuqcuaPS+kXy8xSWHcBbXD9pRXZCutXdv2lhbkq7RfLzkWF/WIrs9FmfaNfG355qxeNWz70z5yU0tImi24FLE8prc0f3w48fgS72CUirsyHJToon/f4fP1Bw7d1BXDACLa9ngnIUkujLNumlO4CyL/PKix3GXAQIzSB2V5CVoG4mgnI1upcEfHMiLgOuAZ4c77+44HbCosNbqvZPtrmmEXEJsB7gOFDabU8Wxv2GaV9zgY1yhgRzyCr6L2ZDugX8za3Ok8tlfYfJeea0H4xb39Ls1XVN7YyV7v2ixX1GaX3i3mWDXJGxI4RcTXZa/yplNKdTdrWyLPyoUHPjYgn5/PqHT9SSuuAm4C9GaUJyFJLZb9/tCjb68n+AwQq+pyVmSsijoqIG4CfA69rkqu0n9mtzBURjweOIvuvn6KW58r33059Rqmfs0Ke9TJGRA/wWeD/DVu04/rFFmSppZJ+sYXZKu0Xy85VVb+Y77tl2arsG9usz2hJvwh1fzeeGtltg/4YEUfm89r+fHoCstRS1bl0K3K1y7l0adna7Fy6lFxteC5dZX8xUefSTwSWR8RP8vZ9JrLbOXRiv1h2llqq6j9ala3q6y+l5mqjfrG0XFX2i63OlmuLvlG1Taq6AeoKWwPLR7Bc1JiXmqxzF7BTSum+iHgqcFZ+8tlsW8vI/vtrtFqZpextjTZjy7Plx+ZTwOHj3NZosrU0V0rpT8CTI2IP4NsRcW6DbY3kfbn7CNo6qJXZPgJ8LqX0SKx/q9+JyNaOfUY9pfYlEbE9cBrw2pTSuoia91lut34RWpunnsr6jzJzVdQvQouzVdg3tjJX2/WLFfcZ9ZTal6SUbgP2iojH5W378RjbdgWwc378XgCcxdAoKY22NZjn8pFFeEwrs9RT2e8fZWeLiOeSXeA8cHBWnW219HNWZq6U0pnAmRHxbOBjwKENtlXmz+xW5vo88J6U0kCJ/eK4fpZV2GeU/TkbNDzj8cAvUkq3jfA1b6TqfrHMLPVU1S+Wnq1N+sVSc1XYL0Jrs1XZN7ZTn9GqfhFq/268U0rpzoiYA1wYEdcADzVpQy3t8HfGsrLUU9W5dKm52uxcurRsbXYuXVaudjuXrrq/qKfMc+lJZBdK9yEbBe9HZKNcnD2GtlXdL5aZpZ6q+o/Ss7XJ9ZdSc7VRv1hmrir7RWjPPqOe8fSNqsHCD5VhJTB1BMvdC8yIiEl5BdkOwJ2NVsirFlfn05dHxM1k1Wm35+sPGr6tqXm7RqtlWRpolOXuiNg+pXRXfvFnWWG50WZsabaI2IFsyKnXpJRuzmdPRLYJOWYppesj4lGye+jdDuxYeHpwW8320U7H7JnASyPi08AMYF1ErCL7A2+rs7Vbn1Hm52zQBhkjYnOy/3b7QErpjxOccTxZWpqngUr6jzJzVdgvtjzboAr6xlbmaqt+seI+oxX9IjTo//M/zF1HdiJ6cYO21ZRSeqgw/YuI+HJEbE399+Wg0n9nHG+WBir//aOMbBGxF/BNsnu93pfPrqT/GFTmMUsp/S4idi28/+YP29Yiyv2Z3cpcTwN+mP+hamvgBRGxlonJBe3VZ5T9ORs0POOzgIMi4niy+y5PjohHgC/Qef1iaVkaqKpfLDVbG/WLLTlmFfSL0NpsVfaN7dRntKpfhBr9f8pGeCKldEtELCK7cHFGkzZsoB3+zlhWlgYqOZcuM1e7nUu34pi1w7l0ibna6ly64v5ios6lbycb8eEWgIg4C9gP+Bad1y+WlqWBqvqPUrO10fWXlhyzNugXy8xVZb/Y0mxt1jeqBm/1onFLKT0A9EZEwwu5KaUE/AZ4aT7rtcBP4bEhQP9r+DoRsU1kQw4RWZXubsAtKRsO6OGI2C+ys+3XDG4r90Tg2nbK0mBbjbKcnW97vX3kRpWxxcdpBtnFqfemlC6eyGwtzrVLREzKp3cGngQsBf4M7JY/Pxl4OXB2o32MNlers6WUDkopzU4pzSb7j6VPpJROnohsbdhnlPY5q5cxfy3PBL6TUvq/CjKOOUur8zTY54T3HyUfp8r6xQnIVlnf2Mpc7dQvtkGfUXq/WCfnDhExLZ+eSTZM7F8atS0i3hYRb6uRc7t82cHb4/SQ3fO25vEblue6dsrSQCW/f5R8nHYCfgK8OqX014nM1uJcTyi8//Yluz3TfcAvgcMjYma+j8PJ7pdb2s/sVuZKKe1S6Bd/DByfUjprInK1Otto+4yyP2f1MqaUjkkp7ZS/5u8i+zlwYif2i2VmaaCSfrHk49Q2/WLJuSrrF1udrcq+sZ36jFb1i7Vy5q/plHx6a7L+f0knnE+3MkuDfVZxLl3mMWq3c+kys+0S7XMuXVquNjuXrrq/mJBzabLXdmZEbJM/PniCc445TyuzNNhnVddfyjxO7XT9pcxcbdMvlpmryn6x1dnaqW9UHSklv/wa9xdwCnBo4fFFwD1klVq3A8/L588BLiW7b/D/AVPy+e8i+6E1fLsvIfuj01Vkw06+sPDc08g6hJuBk4HI5/cB1wOT2ilL/txS4H7gkXxbc5tk2Qq4ALgx/75lYVvnAE9ph2zAB4BHgcWFr1kTla2FuV6dv/8W5++/IwvPvQD4a57r/YX5NfeRP3cFsHU7HLNh+1gIvGsis7XwmI2lzyj1c1YrI/AqoJ/1PyPzJjDjuPrFVubJn1tKRX1jC49Tpf1ii7NV2je28r1Y2MdCKuwXSz5ebdMv1sh5GHB13rargeNG0LaTgVfU2O7bCjn/COw/guO3LXBpG2bZjqwvfIhsaM7bgc0n6r3Y4mzfBB4ovK8vq/BzVmau9zDUL14CHFh47nV5228Cjh3BPkb9M7tVuYbt41TgpROZqw37jFI/Z7UyDpu/ADh5gjOW1i+WnKWt+sWSs7VNv1hyrkr7xVZmG7atU5ngvrGFx6xt+sXhOYH9gWvytl0DvL5ZG2ij8+lWZcmfW0p7nEuXeYza7Vy6zGztdC5d6nuxsO5Cqj2Xrrq/mJBz6fzx4O/G15D9PJo8gTnLvv5SSpb8uaW01/WXso5Tu11/KStX2/SLZb8XC9tcyAT3i23YZ7Ssb/SrxrGvugF+dccX2ZBpp41j/e8C25TUlqOAj3VDlgb72Ba4wGwdlWtMbezWbB2Sa0yfs3bMON5+sd3ylHnMujVXB2Xr1v6jW3ONq18sKec55CenJeR5J4U/BHZylrLb2K3ZOiTXqH9md2uuDso23ja2TUb7xY0vW4fk6ub+o1v7/HG1saScbXM+3U5ZGuzDc+nOy9at55zdmqsdzqXtFyfgmHVrtg7J1a39RzdfVxp33+jXhl+D1TbSuEXE64Bvp5QGKm7HvwLnp5SWj2MbbZGlnoh4OtCfUlo8hnW7MlsH5DoMuDGltHQM63Zltg7INebPWWEbbZGxjH4x305b5Kmni/uPbu7zu7X/6NZc4+4X8+20Rc6IOJbsJHjtOLbRFlnq8fePmuu1e64x/czu1lz5uu2ebcyfs8I22iKj/WLTdbsyWwfk6ub+o1v7/HH3i/l22iKnf2dsuF5X5srXbfds3drnd2uubjuXtl9svG5XZuuAXN3af3Tz+UspfaPWZ+GHJEmSJEmSJEmSJElSh+qpugGSJEmSJEmSJEmSJEkaGws/JEmSJEmSJEmSJEmSOpSFH5IkSZKkloqIoyIiRcSqiHh81e3ZWEXE7Pw4pIg4ter2tEpELCzknF91e9RcRCzNj9fSqtuisYuIC/Lj+IOq2yJJkiRJG5tJVTdAkiRJktS9ImIqcFL+8OsppTuqbI86T0TMBhbkDxellBZV1RaNTEQsAGYDpJQWVtmWdhAR7wBmAMtTSp+vuj0t9GHgYODlEfGVlNLvqm6QJEmSJG0sLPyQJEmSJLXS8WQXgFcBn6y2KepQs8kuKA9aVE0zNAoLgOfk0wura0bbeAewM3Ar0LWFHyml30fEhWTFH58E9q+4SZIkSZK00fBWL5IkSZKkloiIacCJ+cNTU0p3VtkeSe0ppTQ7pRQppdlVt0Xj9on8+7Mi4vmVtkSSJEmSNiIWfkiSJEmSWuU1wDb59HeqbIgkaUJcCNyeT59QZUMkSZIkaWNi4YckSZIkqVXekn+/OaV0SaUtkSS1XEopAT/IHx4WEbtV2R5JkiRJ2lhY+CFJkiRJKl1EPAXYO3/4/QbLLYyIlH/Nz+cdEhFnRMRtEbEqIm6OiK9HxM7D1p0aEW+KiD9ExD0RsSIiromIEyNiSpP2bR4Rx0TEKRFxZUQsj4j+iLg/Iq6IiM9GxK4N1p+a72uw7S9psr+fFZZ9f6NlxyoinpLnuTV/3e6KiF9FxCvGuL3nR8SpEXFjRDycv7435/MObLLugkLeBfm8AyLi+xGxNG/fPyLipxFxRJ1tzI+IBPymMPvDhe0+9jWCLPtFxPfy12Z1RCyLiHPKuhVFoS2L8sfTI+JdEXFZRDwQEY9GxHUR8V8RMbOMfY6gTWM+fvn6UyPi+Ig4P38vrY6IR/Ljd2lEfCEijoiIvsI6i/Lj8ZzCvA2OV0QsHLavpfn8pXXa0qn9xNL89Rhs0851Xo8FddbfMSI+me/r/vwY3BFZf7IgInqbtH9R8TMSEb35eufn21k7/DXPl3l1vo/B13ZlPn1F/hr/S0RMb7Dr7xWmX9WojZIkSZKkckRWiC9JkiRJUnki4oPAR/OHB6eUflNnuYXAh/OHzwWeD7ynzmYfAA5JKV0ZEdsBPwOeVmfZi4DnpZRW1tjnZOAhoOFFX2At8I6U0pfqtP0pwKXA1Lxte6WUbq+x3FuBk/OHvwOem1Ja12TfoxIRbwG+APTVWeRM4ETgL/njb6eUFtTZ1jbAD4GDm+z2FOAtKaX+GttYAPxv/vBYYDvg49T/B5RvAG8uvi75Bf6a75vhUkpRWG8h67+n9gc+1mDfH00pfbjOcyNSKD75LfA6svfm3DqL3wrMTyktHc8+G7SljOO3K3Ae8IQR7HKflNLifL1FFIo+GvhISmlhYX9LyYojbk0pza7RnoV0YD9RyNXMsSmlU4et+ybgc8C0ButdA7yo3ntp2PHYCvgpMLzo57HXPCK2Bn4BPH0EbT4qpXRWvScj4t58n1ellOaNYHuSJEmSpHGYVHUDJEmSJEld6bD8+zrgshGu81bgpcDfyIoG/grMAF4NHADMBH4cEXsCPwf2JbtIeQ5wH7A78Hayi40HAe8HPlBjPz1kF3PvBM4Hrgbuztu6I1mhwAvJzplPjog7U0pnDt9ISumaiHg38MW8badFxCHDiheeDPx3/vAB4FUtKPo4GvhyYda5ZBd4l5O9Jq8HjhrhtrYELgEGRzFYAvwf2bFYBzwZWADskG93Uv64kSOBFwOPkhUb/BnoBZ4NvCbfxhvJLrK/q7DetXm79yQr3AD4EVlRw0gdB7wCuAM4FbgOmExWOPAyIIAPRcRvU0oXjmK79WxO9t7cHTib7FjcD8whu/XRTmSFAN8hy1+qMo5fRES+zmDRx2Lgx8AtQD/Ze30PsgKM4Rf0PwBsDfxnvi+o/d67YfTpHtNJ/cRxwHTg68A2wD35vOGuKD7Iiz6+Wpj1szzLcuCJZMVUuwBPAX4fEfuklO6p9WIVfJes6OMqsluxLCV7v+5VWOYbDBV93JQv91dgZb7sk8jet89ssi/IiuKOAPaOiO1SSv8YwTqSJEmSpDFyxA9JkiRJUqny2w88RHbB87qU0p4Nll3I0H/yQ3Zx9l9TSqsKy/SQXfQcvC3H5cA+wKtTSuvdRiYinkh2oXoa2UXS7VJKq2u07zDgl6nOSXFE7AX8kmykiluA3eoVbETEOcA/5Q/fl1L6r3z+FLIih6fkz/1rSunHtV+JsYmIGcCNZBfbE3BcSumbw5bZjOz1O6gwu+aIHxFxJlmhBsAHgU8Mzx0RmwJnAIfns45IKZ03bJkFDI34AdnF8/kppRuHLbcf8CtgM7IL6vullP48bJn5DI38sd5IEbXUeE+dTzY6waPDlnsncFL+8NyU0gsabbfJPovvozXAS1JK5wxbZiuy98Mu+axnppQuHes+67Rj3McvIp6WtxOyz+ORKaWBOvubC9ydUrpv2PxF5CNNFEdjadDupYx8xI/BdnVMP9Es37BlZ5MV7EwDBoBXppROH7bMNLLinMF+58cppX+tsa1FrD8Cy+eB/6jTxlnAXWQFL5eRfV4fHb5cvuzOACmlWxvk+DCwMH/44pTS2fWWlSRJkiSNX71hTiVJkiRJGqs5ZEUfMHRrkZFYRjYixqrizPwi5UcLs54KfG34xdx82b+S/Wc7ZKMAPKPGMgMppfPqXczNl7kaeF/+cA7Zf/fXcyww+N/sH4mIwf+Y/wxDRR+nlF30kVtAVvQBWTHHN4cvkFJ6mGx0i4cbbSgi9mWoaOBbKaX/rHWBOKX0CPBy4MF81gkjaOfrhhd95Nv6I/Du/GHPCLc1GvcBL6tzAfsLwN/z6YMjoqxRUf9zeNEHQF4c8YnCrOeVtD+g1ONXvL3Lt+oVfeTbWjK86GMCdGo/MVJvZ+j2Lp8dXvSR73cl8EqyQg2Al+TFLI1cTp2ij9wchv5O+P16RR/5/m9tVPSRu74wvVfdpSRJkiRJpbDwQ5IkSZJUtp0L0/ePYr3TUkoP1nnuz2S3mRj0pQbb+X1heu4o9j/cHwrTdW9tkN9i4bVkI270Ad/Pb7/yb/kifwX+fRztaKR4G43PNmjjXQxd6K7n1YXp/667VLa9B8hunwHw7Hx0k3quSyn9ssHz3yK7DQ7Ai/KRFsrynbytG8gvgP82fziFodujjMcAcHKD54u3kxnPe7OWso7fisL0k2k/HdlPjMK/5N/X0vgz/RBDt3gKhop+6vlSk9tMlX3ci5+7nesuJUmSJEkqRVn/zSJJkiRJ0qAtC9OjKfz4U70nUkprI+I+slsqPEp2K4R67i5Mz6y3UH5LhdcC84Hdyf7zf2qdxXdosD9SSr+KiM+RjZ7wBOBH+VNrgFc0+u/5sYqIIBvX3k6TAAALfElEQVTVAGBZSunaJqtcALylwfODt4JZAzwpIp7UZHtTCt/nsP5/+A/fb10ppTURcTHwz2QjxcwFrmmy75H6Y5Pn7yhM132vjMJf6xWatGh/RWUdv98DK8lGnfhwRMwkG03m6pLbO1Yd2080k99uZbBI4qqU0rImq/wK+Fg+3azo5KImz19HdkumxwGvz/uXbwCXNikYqac4EkzZ73VJkiRJ0jAWfkiSJEmSylYcPaDh7UWGaXbLiNX59/sb3X6hsBzUuUAbEe8APsn6bW1k8xEs817gucA+hXnvTyldMcJ9jNYWwCb59E0jWL7ZMrPz75OBM0fZlkYXdkfbtsdRXuHHvU2eb/peKXN/KaXV2fX00vZXNDv/Pq7jl1K6PyLeCXyF7O9GJwAnRMQystEtLgLOTSnVK/RptU7vJxrZvjD91xEsX1xm+7pLZe5o9GRKaSAi3gScQfYeel3+tTwiLiErCPplSunyEbQL4KHC9LS6S0mSJEmSSmHhhyRJkiSpbMULqqO5EDrS/yofy3+fPyYijgE+V5h1EdktP5aSFaqsyefPAr6WTze9/Ug+csXfGCr8GAB+Mp62NrFpYXpF3aWGNBt1ZItxtGVyg+dG27ZN6y41euN6r3TA/opKO34ppa9FxA3AB8mKmXrIPg9H5l+fjYg/AO9MKV06jv2ORUf3E01sVpgeyShBj9RZdwMppZXNNpZSOicingEsBP6J7NZVM4Aj8q+PR8S1wP9LKZ3XZHPF92PTfUuSJEmSxsfCD0mSJElS2Yq3d9my7lLV+Wj+fS3wopTSubUWiognj2ajEfEG4F8Ks3qB0yLi2SmlgTG1tLHiRd/pI1h+kybPP0J2kXdpSmmXMbdqQ6Nt2yN1l1IjpR6/lNJvgd9GxFZkt5F5FvAc4OlkhSD7A7+PiMNTSovGu7821JJ+ooniCEnNPq+wfpHUaEZXqiuldBVwVERsBhxAdpyfnX/vA/YEfhERr04pfa/BpsZ6yy9JkiRJ0hj0VN0ASZIkSVLXWVqYbqvCj4iYA8zJH55V72JubudRbPeJwOfzhw8CF+TT+5ONmtAKDzI0KsATRrB8s2UGbwWxY0SM95YVo9nv8GXuLHHfG5OWHL+U0n0ppbNSSu9JKe0H7AR8P3+6D/jvsvbVLlrVT4zAXYXp3UawfHGZUj83KaWHU0rnpZQ+lFKaT3YrmcERUAI4KSIajXBS7PtvLbNtkiRJkqQNWfghSZIkSSrb3xgqSHhSlQ2pYdvC9M1Nln3eSDYYEX1kF8IH/0P/LcDLGLoQ+4GIOGA0jRyJlFICLssfzhrByAOHNHn+t/n3XuCF42nbaPYbEZPJRhaA7H2zZNgixVt2RInt6jatOn7rSSndAbwW+Ec+66kRMW3YYo8ds4joxGNWdj8x+Ho0fC1SSssYKpKYFxHbNNnu4YXplt5yJy8AOoFCn0Pj4pQ9CtNXt6xhkiRJkiTAwg9JkiRJUsny25pcnj/cveTRI8ZrRWF613oLRcQOwLEj3ObHgafm06ellH6QUroPeA2QyC7Efy8ithhDe5s5szB9Qr2FImJb4Jgm2/pOYfpDETGSW02MxJMj4rAGzy8AZubTZ9e4LU7x1i9ltakbter4bSCltBa4vTBr+K2EO/2Yld1PDL4eI3ktzsi/TwLe0WDfmwHH5w8T6/cFrbS0MN3oFtLPLEy3tChFkiRJkmThhyRJkiSpNc7Pv/cAT6uyIcNcz9BoJC+OiGcMXyAvkvgpsFmzjUXEIcC78od/A942+FxK6QKGboOxM/CVsTe7rm8D9+bTx0bEghpt3BT4IdCwACel9CeGLjo/EfhZ/lrUFBGTIuLIiDi+3jIF34qIDS6g56//Z/KH6xi6lUTR3wrT+45gXxulso5fRBwTEcfWGMWjuMx+wD75w1tSSg8PW6TTj1mp/QRDr8dWEbFTk2X/B1iZT787Il5SY99Tge8Cj8tnnZFSunEE7agrIp4XEf/eqEAtIp4ADBZxPULj0VAGX7PFKaW7x9M2SZIkSVJzjSrzJUmSJEkaqzOBj+XT84ELq2vKkJTSmoj4GtnoGH3A7yLiW8CfgX6yi9THAjPIRlB4Tb1tRcRW+TIBrAWOSSk9NGyx9wMHk40I8oqIODeldFqJeZZHxFuBH+Xt+N+IeClwNvAg2a12Xg/sRHZMjmqyydeRFQ08BXgucEtE/Bi4hKzAZCqwPdnrdDiwJXBKk22eBRwJLI6IU8he617g2WSvb1++3OdSSn+ukfGBiLiSrNDguRHxVeAC4OHCMuc1acOYRcQi4Dn5w2NTSqe2al8lKOP47QZ8GPifiDif7HjdBqwmu73HQWTHszdf/hM12nEB8PZ8+pSI+BzZLUwGR3O5KaV007iStlCZ/UTuAuBF+fRPIuIrwF0M3QLmmvwWOqSUlkbEO4Gvkv3d7scR8VPgF8BysuPzOmBOvu4dwFvHlxjI3hefBz4dEb8B/gTcQjb6ydbA04GjGRq15PMppZW1NhQRe5O9tyD7/EuSJEmSWszCD0mSJElS6VJK10XEYmAe8ErgQxU3qej95EUEwBTgLflX0deAT9P4gu4pDP3H/UdTSpcMXyCl1B8RrwSuILtg+qWIuDildMv4Iqy3j9MjYmvgC2Tn+f+UfxWdAbyXJoUfKaWHIuIA4BvAy4DpZK9Bo9fhziZN/CnwR7ICgX+vs8wpwLsbbOP9wM/Iig3elH8VRZM2bBRKOn6DxQibkBV4HFlnvX7ggymlWoU/Pwd+DxwIPAH40rDnPwIsbNCmdlBWPwHwLbLijCeSFYF9c9jzxwKnDj5IKX0tIoJsBJypwIvzr+GuBV6YUlrWPE5Tg8d9MvC8/KuWBHyRrDionlcWpr87/qZJkiRJkprxVi+SJEmSpFb5cv5914jYv9KWFKSUVpGNdnA82UgID5ONZnArcDrwvJTSmxm6ELqBiHgzQxdiL6b2qAeD+/sr8I784WbA9yKi1H/ESCl9mWwUglPJRmdYA9wN/Bp4ZUrppWQX6keyrYdTSi/Pt/d54ErgPrJRTR4BbiT7L/4TgF1TSk2LelJKnyIb4eOHwN/z9t0DnAO8IKX0hpRS3dc7pXQucADwfbLbZtQcaaBFphem75nA/Y5JCcfv48B+wPuA84ClZK/3WuAB4FLgU8Dc/LjWasMA2S1BTiT7jD3A0GgfHaGMfqKwrUfIXtOPkxWBPdhsvZTSV8kKRT4FLCYb7WMN2UghvyArFpmXUlo6+nQ1nQbsTfa++ClwE9ntbgby9i4GTgaemlJ6R73Pa16w8or84fkppUa3g5EkSZIklSRSSlW3QZIkSZLUhSJiKtlF0lnA11NKw0dpUJeKiAXA/+YP2/32KHVFxKbA/WS3+1gM7Jv8Q4pUV0QcTHZrG4AjWnkbJkmSJEnSEEf8kCRJkiS1RP4f85/MH74mIh7XaHmpDT2HrOgD4L0WfUhNvS//folFH5IkSZI0cSz8kCRJkiS10lfIbs0xFXhvxW2RRuvQ/PtvvYgtNRYRBwCH5A9PrLItkiRJkrSxsfBDkiRJktQy+agfJ+QP3xgRj6+yPdIoeRFbGrmP5N9/mFL6XaUtkSRJkqSNzKSqGyBJkiRJ6m4ppbOAqLod7SQipgOHj2MTN6SUbiirPaotpbTXROwnIo4cx+p/TyldUVpjpDFKKR3afClJkiRJUitY+CFJkiRJ0sSbBZw5jvU/AiwspylqA+N5L3wbWFBSOyRJkiRJUgey8EOSJEmSJJUqpXQqcGrFzZAkSZIkSdooREqp6jZIkiRJkiRJkiRJkiRpDHqqboAkSZIkSZIkSZIkSZLGxsIPSZIkSZIkSZIkSZKkDmXhhyRJkiRJkiRJkiRJUoey8EOSJEmSJEmSJEmSJKlDWfghSZIkSZIkSZIkSZLUoSz8kCRJkiRJkiRJkiRJ6lD/H98I6IsLLc8yAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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UwRc0puXrt2Oy21AuN7sf+4zsv/f6rTmwdyfqPHEXmExk/rCAjM9m+By31KtN3ZcfwhQShJjNpL71BbnL14LFTOQL9+No3RzMZrJmLSHj0+kA1BhzBWHXXgoiZM78lWNf+9ZDzZuHU/uR29nb4zo8x7L80hvQszPhj9wNJhM5P/9K5pfTfY6b69Ym4oVHMIUEIyYTGe99Tv6fa8BiodbT92Nv3RI8HtJf/4iCdZsBsJ3fgogJDyN2G/l/riH9tY988gy98RrCH7iTQzHD/dYL4OjZhfCH7gazpjlriu+a5ua6dYh4XtOM2UTGe59RsELX/NT92M5vBUrTXLh+U4nmWs89gjg0zRn6/Rx2540EXzUET4a2NnbGB19oeVUXp85n/q9zVhpzk8nEe+9OZPCQkcTHJ7B61XzmzF3Ejh17SuI88fh9zPxhDp9M/przz2/BnFnf0Lxld8xmM19NeY+bbr6PzZu3Ex5eE6fTid1u4623PyZ22UqsViuLF05n8KC+LFi4lObNm/DoI+O5uM+VHDuWSe3a/s0eEpMwYsKtvDf6RY4lpvHo7JfZvHgdiXuPlMS5dPxw1s9bxR9TF1O3eTT3THmcp3uPZ+2sP1k7608Aolo1YNynjxC/Pa4k3Zf3v8ehLft9yrv6iTH89dNy/vpxGS17XMAVj9zAVw984G8l0+KVW9l03QsUHk2n08KXSV24jrzd8SVRGv1vOCmzVnH0q0UEtqxPu28fZ3WXe6g9rAcmu5V1MQ9iCrDRdfnbJP+8goLDKQBsuvo5nOm+U2ibPjOag2/MJP33jYRfciHNnh7Nxquf81tznafv4citT+BMSqXRjPfIXbqaon2lCwOFjxtJ9oLlZH4/D1uzhkR/8gIH+o8lZNBFiM1K3BV3IQ47jedOJnteLKYgB2HXXsqh6+5DOZ1EfzqR3GVrcMZpY1mWuhEE9uyI82iSf1p1veGP30vSuEdxJaUS9e0H5C1bhXN/qd4at48ib9EysmfOxdq0IZEfTCR+yBhChg8B4Oi1d2CqWYPIDyeSMGo8KEWtJ/+PtBfepnDzDup8MJGAXl3IX7EWAHNkbQK6d8J1MnqLNT96L8l3P4orKYV6Uz8kf9lKnAdKNYfdNorcxcvI+WEO1iYNqfP+SxwZOprgqzXNCSNux1SzBnU+eInE0feAUoQ/fh9pE9+iaPMO6rz/Eo6eXShYqWnO/vZHsr6ZeXJ6/eUs/jbLWekz79rlQvbtO8iBA4dwOp3MmDGLYZf7upSUgtDQYADCQkNJSNAa78ABfdiyZQebN2urgqWnZ+DxeMjPLyB22UoAnE4nG/7eQnR0PQBuu/UGJk2awrFj2kBzSkqaX3obd2hOSlwiaYeTcTvdrJ+zkvYDu/jqReEIDgQgIDSQzKSM4/LpPKw362avqLS8ui3qs2vFFgB2r9pGuwGd/dILENqxOfkHEimIS0Y5XST/soKIwWXyUQpzSAAAltBACos1K4Up0I6YTZgcNjxOF67s/BMXqBTmkMDj8/IDR7tWOA8l4IxPBKeLrPnLCOrXo0w5YNLr2RQShCs5rTQ8wAFmE+KwoZxOPLm52Jo2pGDTTlRBIbg95K/dQnD/niXZ1X7sTlLe+Oz4SWdVwN6mFa7DR3EdSQSXi9yFsQTG9PSNpBQSFKTpDQ7Cpbc9a9NGFPz1NwCejGN4snOxXdASc0Q4pqBACjfvACB37m8E9i3NM/yhcaS/8yknJRiwtWmFK/4oriMJJZoDYsp8x18pTEFaHUtIqWZb00YUrPHWnIOtdanmIl1zztzFBPY9PWsDKOWu8namcVb2zKOi63I4vnSWT/yRBLp2udAnzoQX3uTX+dO45+5bCAoKYNDg6wFo0aIpSsH8ud8SUbsWM2bM4o03J/mkDQsLZehlA3j/g89L0gAsj/0Fs9nMhBfeZOGi2CrrrREZTsbR0gdARkIajTu08Ikz7+2Z3PvNU8SMHYw90M67o144Lp9OQ3vw8e2v+4SNef1uPB4PG3/9i1/f/xGAIzviuPDSbiz98lc6DOpKQEggQTWCyT1W0ZKgx2OvG06hl+bCo+mEdvTVfPD1GbSb8TT1b70UU6CdTddqmlPmrCZicBd6bP4Uc6CNvc98hUsvWwHtpj8FCo5+s5iEb34DYO/TU2j3/VM0e3YMYjKxYeiTVdZajKVOLVyJKSX7rqRUAtq18omT9uFU6n82kRqjhmEKcBB/y+MAZC/6g6BLutN0+TRMDgcpr3yCJzOHoj0Hibh/LKYaIaiCIoIu7kLB1t0ABPXtjispjaJdB/zWCmCuE3GcXnvb83ziHPv4GyInvULoyCuQAAdJdz4KQNHufQT27UnuwqVYIutgb90CS2Rt8ChcSaleeaZgrhMBQECfHrhT0nDu9n2T8wdL7Qhcickl++7kFGxtfDVnfvI1dT58lZDrr0QCHCTf9YiueT8Bfbw0n98SS2QdTXNyqk+exZoBQkZcQdDQARRt303GWx/jya56O/abs/hDW2elMRc5fj5+2bVMrx9xJV9/PZO33/mE7t06MWXKe7Tv0A+LxUyvnl3o3nMIeXn5LF44gw0btvD7Us2VYTab+fabD/ngwy84oL86WswWmjdvQr/+11C/fj1if/+Z9hf2IzOziv7GcvRSRm/nYb1Y/UMsSz6bS5OOLbjp7Xt5ceCDJefVuENzivKLSNhd+qOyL+97j8ykDOxBDu6Y9CDdrr6Yv35azk8Tv2HEhFvofk0Me9fsICMhDbfbz55EeZLL9ObqXNWbxO+XEv/xXEI7t+T8D+5lbZ8HCLmwOcrtYVX7O7DUCOLCWS+QsXwzBXHJ/D30KYqSMrBGhNJ+xtPk7TlC5uodRN00kL3PTCF13l/UHtaD896+q+ThUHXNlbeLkCExZP28mIwpP+HocD51X32YuGHjcLRtBW4P+/uMwhwaTIOpb5K36m+K9h8m/bOZ1P/8ZTx5+RTu3A9uN+KwE37n9Ry57Qn/NFait2y7CBrcl5zZi8j65gfs7c4n4sVHOXrN7eT8sgBrk4ZETfsI19EkCjZtR7ndFfxURSEOOzVuG0niXcd97+kUaPbdDRzUl5w5C8me+gO2dudT64XHSLj2NnJm/Yq1SUPqTf0IV0IyhZu26ZorrofsmbPJ/HQqKEWNu2+i5gPjSHv+jX92DifiLPaZV5ubRUTCROQVEdkpImn6tkMPq3GCdCU/kfV4csuNcyQ+gQb1o0r260fXK3GjFHPzzdcz84c5AKz+az0Ou52IiHDijySw/I/VpKVlkJ9fwK8LfufCC9uUpPt40mvs2XuA997/rCQs/kgCs2cvwuVycfDgYXbv3keL5k2qXBfHEtOoGVXqZ69ZrxaZyb5uhJ4j+rFh3ioADmzYg9VuJSg8pOR4p8t7HediKXbFFOYWsHb2nzRq31wLT85g8rg3efmyR5n9+ncAFFTm5ihDYUI6di/N9qhwisoMota7oR8pszXNWet2Y3JYsdYKIfLq3qT/vhHlcuNMzSJz7U5C2jcDoEjX7EzNInX+GkIv1DTXvS6G1Hl/AZAyexUherg/uJJSsdStXbJviYzAleyrOeyaQWQvWA5AwcYdiN2GuWYooUP7kvvnenC5cadnkr9hG/Y22ptI1o8LOTR8PPFjHsadmU1R3FGsDephrV+XRr9MoslvX2GJjKDRjx9gjqhZZb3upJTj9LrLuPCCrxpM7qJlABRu1vSaaoSB20PGGx9zdMQ4kv/3rOYyOnQEd1IqlsgIrzxr405Jw1K/HpboukTP+IT687/BXKc2Ud9Nwlyr6noBXMkpWOrWKdk316l9vOYrLyVvsaa5aPMOxOal+c1JJIwcR8oDzyAhwbgOxeNOTsHi1RP3ztOTfkwzsEqR/dN8bBf4vmmdck7dPPN/ner0mc8AMoAYpVQtpVQtoK8eVuFohlJqslKqs1Kqs8kUVG6ctes20rx5Exo3boDVauW6665gztxFPnEOHzpCv769ATjvvOY4HHZSUtJYtGgZbdueT0CAA7PZzMUXdS8ZOJ3w/COEhYXwwIPP+uQ1e/YCYnRfZq1aNWnRoin7vQZ8KiNu0z7qNK5Hrfq1MVvNdLq8J5sXr/OJk3E0lVa9tIdK3WbRWOxWctK0nr+I0HFId9bNKTXmJrOJoJqasTdZzLTp16mk1x5UM6Tk7WXQ3VexasbSKmstJvvvvQQ0rYejYR3EaqHOlb1IXeirueBIKjUvagtAYItoTHYrztQsCo6kUqO3di6mQDuhHVuSt/cIpkA75iBHSXjNmPbk7tQ0FyamU6On9lG5Ghe1IX9/ot+aC7bswtooCkt0JFgthA7pQ+7S1T5xXEeTCeyuueRsTRtgsttwp2fiTEgmsFt7ACTAjqP9eRTt1wZ7zeFhgDYTJmRAL7LnxVK05yD7e1/Pgf5jOdB/LK6kVOKGj8edWnVff+G2XVgaRmOJqgsWC0GDYshbtspXb0IyAd00vdYmDRGbDU/GMcRhRxxaXTq6dwSXG+f+Q7hT0/Hk5WNvez4AQUP7kxe7Cufegxzudx3xQ8YQP2QM7uQUjo68C3eaf2MTRdt2YWngqzlfH2sqxp2YjKOrptnSpCFitx6vuVtHcLtxHijVbNM1Bw8dQF6slqc5Irwk38B+vXHuO+iXXr9xO6u+nWFUp5ulsVLqVe8ApVQi8KqI3PJPMna73dx3/1PMnzcNs8nElK+ms337bp579iHWrd/E3LmLefjRCXwy6XXuu+92lFLcetv/ADh2LJN33p3M6lXzUUqxYMHvzP91CdHR9Xji8fvYsXMPa9csBOCjj77kiy+/Y+GiWAb078PmTUtxu908+vgLpKdX/SbwuD1Mf+YLxn/9JCaziVUzlpKwJ56h/7uOuC372PLben588WtGvXIn/W69DKXgm4dKp5M173Y+xxLTSDtc6qu02Kzc+/WTmC1mxGxi14ot/Pmd5n9u2b01VzxyA0op9q7ZwfRnPve7jpXbw57HP6fd909qUxO/W0rerngaPzKC7E37SFu4jn3PfU2rN++k/p2XgYKd/6dNJzv6xUJavXs3XZa9BSIkfr+U3O2HcDSqQ5svHwZAzGaSfv6T9KUbAdj94CfaNEiLCU+hk10PfeK3ZtweUl78iPqfTQSTiayfFlG0N45a946hYOsecpeuJuW1T4mccB81x16FUorEx98E4Ni0OdSd+CCN5mjlZv28mKLdmi+83rtPY64RAi43SS98iCfrFPls3R7SX/mAyEkva1MTZy3EuS+OGneNpXD7bvKXrSLjrU+o9cwDhI66GoDUZ7UxE3N4DSI/ehnlUbiTU0l5qvRWS5v4HhETHkLsdvJXrNWmMp4q3B7SX32fOh++ommevQDn/jjCxo2laPtu8pevIuOtjwl/+gFCRw0HpUjTNWuzbl4B5cGVnEbq06+UZJv+0rvUev5hTfPKNSXTD2vcdzu2ls0BhetoIukT3zl151IeZ7GbRcr6FE9ZxiKLgN+Ar5RSSXpYJHATMEAp1b+yPCy26LNqifA7ok7PCPw/4br8s6qKAYgK9+vLoKcdm/3Mm/lQGWI6+9pFow2/lTdi4BcFq76r8ok7eoz8x+WdSqrTzTICqAUsE5F0EUkHYoFw4NpqLNfAwMDg5DiFKw3921Sbm0UplQE8qm8+iMjNwJfVVbaBgYHBSXEGGumqcrp+NPT8aSrXwMDAoEKMHw2Vg4hsrugQ2hfCDAwMDM4szuKf81fnbJZIYBDaVERvBFh5fHQDAwOD08xZ7GapTmM+FwhWSm0se0BEYquxXAMDA4OT4wz8MVBVqc4B0FtPcOyG6irXwMDA4KQxeuYGBgYG5wBGz9zAwMDgHMDomRsYGBicAxizWQwMDAzOAYyeuYGBgcE5gOEzNzAwMDgHMHrm1cMTUTGnW4Jf3BiYWnmkM4zIoebTLcFvTHX8W1D7tGM+++pY9HVS/3MYPXMDAwODcwCXMQBqYGBgcPZTTes7/BsYxtzAwMCgGMNnbmBgYHAOYBhzAwMDg3MAYwDUwMDA4BzA6JkbGBgYnAO4z7wVhKqKYcwNDAwMijF65gYGBgbnAIbP3MDAwODsR3mMeeYGBgYGZz+Gm8XAwMDgHOAsdrOYTrcAAwMDgzMGl7vqWyWIyGAR2SVqTOQpAAAgAElEQVQie0XksXKONxKRJSKyWURiRaS+17GxIrJH38ZWRbphzA0MDAyK8Xiqvp0AETEDHwKXAq2BkSLSuky0N4CvlVLtgAnAy3racOBZoBvQFXhWRGpWJv2sdbM079OOIc+MQcwmNkyP5Y9Jc3yOh0XV4uo3x+EIDURMJha/+j17YjfR7oqe9LpzaEm8yPMa8PHQp0jcHkfbYT24+O4rUEqRnZzBj/d/RF5GDv0euIbzBnRCKUVuahY/P/Qx2cnH/NIb2LszEY+PA7OZrB9+5dhnM3yOW+rVps5LD2MODQKTibS3vyBv+VqwmKkz4X/YWzdHzGayZ/9GxqfTtXMcfSWh114KImTN/JXMb37WzunNJ7A10R7yppAgPNm5HL76br/r2Hx+JxzX3AkmE86VCylaPNPnuNSsjWPMA0hAMJhMFM76Evf2dWC24Bh5L6aGLcDjofDHT3Dv2aJnasF+3V1YWrRDeTwUzf0a18YVWLr1x37lrahM7TPCzmVzca5a6L/mZu2wDRoDJhOuv2NxrvBtFxJaC/uV48CutYuiJd/j3rsJTGZsQ2/FXK8pSnkoWvgNnrgdWp4X9MDW+wpA4cnOoPDnjyA/B1NkQ2yX3YJYHXgyUyj86SMoyvdPb9O22AaOBjHh2rgM56q5x+u9/HZwBCEiFC2dgXvfZk3vkJsx12uCUoqiRVPxHNqp5Xl+N2y9LtfqYO8mnL9r7cXSsS/WTv1RygNFhRTO/wKVetTvOjY1ao2tz3Wa5m0rcK3zvU4SEo5twI1IQDCqII+ihV+gco7p2rpj7ToEAOea+bh3rNbS1GmIfcBYsFhxH9yKc1np/WFpH4OlfQx4PLgPbMW54ie/NVeZU/ehra7AXqXUfgAR+R64AtjuFac18D/9/6XAL/r/g4DFSql0Pe1iYDDw3YkKPCuNuZiEoRNu4qvRL5OVmM6ds19g5+INpOw9UhKnz/gr2TpvNWunLqF282hGT3mYt3vfz+ZZK9k8ayUAdVo14IZPHyBxexwms4lLnxnDBwMeIS8jh4GPjaTb2IEsfecnVkyex+9v/QBAt5sGEXPf1cx58ouqCzaZqP3UPRy57XFcSak0mP4+uUtX49x3qCRKzTtvIGfBcrKmz8XarCFRH79A3ICxBA+6GLFZOXzlOMRhp+GcyWTPi8UU6CD02kuJH/F/KKeTqMkvkbf8L5xxR0l68KWSfGs9cgee7NyTqWQc191N3gdPoo6lEvjwO7i2rMaTeLgkim3w9bg2/IHzz/mY6jYg4K4J5D57M9ZegwHIe+luJDiMgLsnkPf6/aAUtkEjUNmZ5E64HUSQwJCS/FwbllM4c5L/Wks0C7ZLb6Jg6suorHQct72Aa9cGVGppu7BedCWubatxrV+CRETjuOFh8t+7H0vHfgDkf/IYBIbiuOERCj57GkSwDx5D3kePQH4O1v4jsXYdiHPZT9iG3kbRb9PwxO3E0qEP1p6X4Yz9wT+9g2+kYNprmt5bnse1Z4OPgbX2HoZrxxpcG35HIqJwjHiQ/A8fxHJhjKb30ychMATH9Q9R8MVzEBCE7ZLryf/iGcjLxnb5HZgat8ZzcDuuratwbVgKgLnFhdj630Dh92/4X8cxIyn8+V1UTgaO6x/HvX8zKj3Bq46H49qxGveO1Zjqt8La80qKFk0BeyDWbpdR8N3LADhGamkpzMPW9waKlkzFk3gA+xXjMTW6AE/cNkz1W2Ju2p6Cb1/U1ucMCKlA2Cni1A2ARgOHvfbj0Xra3mwChgPvAlcBISJSq4K00ZUVeFa6Wep3aEZ6XBIZh1NwO91smbOa8wZ28omjUNiDAwBwhAaQnZRxXD7thvVgy2zNsCOCiGANdABgDwkgS09TmFPa27IF2lF+Pr0dbVvhPHQUV3wiOF3k/BpLcL8eZWIpTPqCAObgIFzJ6XqwwhTgALMJsdtQThee3DyszRpSsGkHqqAQ3B7y124m6JJex5UdPOhicuYv9UsvgKlxSzypR1FpieB24dqwHEu7MpqVQhz6IgYBQajMNC1t3Ya4dm3UouRkovJztV46YO0xkKJF00vSq9wsv7VVqDm6GZ6MJNSxFPC4cW9bjaVVpzKxFGLX2oU4AlDZ2jU21Y7GfWCbFiUvCwpzMUU1ARFAEJvWLsTmlSYiCk+c1ht279+C5fyu/umNaoYnPblU7/bVWFp2LCPXS689sKSHa4qIxn1Q7+TlZUNBHqaoJphq1EalJ2phgOfAViznddHiFRWU5mu1A/73Qk2RjVGZyaisVPC4ce1ei7lpO9844fXwHNbqxRO/C3PT9gCYG7XGfWgHFOZBYR7uQzswN2oNgaGIzYEn8QAArh2rMTfT0lja9sG5bmHpQsv52X5r9guPqvImIneIyDqv7Q6vnKSc3MtW+ENAHxH5G+gDHAFcVUx7HNXWMxeRMOBx4Eqgth6cDMwCXlFK+een8CIkMpzMo2kl+1kJ6dTv0MwnztK3f2LsN4/RbewgbIF2pox6qWw2tBnanWm3vwWAx+VmzlNfcs+CV3DmF5B2IIm5T39ZEveSh66lw9UXUZCdx5cjJ/ql1xxZC2diSsm+KzEVe7vzfOKkfzCVqM9eosaoYUiAg6O3auMlOYv+IKhfD5os+w5xOEh99WM8mdkU7TlIrftuwhQWgiosIujiLhRs2+OTp6NTG9xpGTjjTuJVOqwWnozSlZM8GamYG7fyiVM0/1sCxk/E2mcYYreT9/6TWtwj+7G07Y5r/TKkZm3MDZpjqlkbT7LWQ7YPvRFzi7Z4UhIonDkJla01BUuHXpibt8GTfITCHyejjvm3cpOEhJc8UABUVjqmaN924Vz2E45Rj2HpOgix2imYqrULT1IclladcG9dhYTVwlSvCRJaC47up3D+lwSMewVVVIBKT6LoV61deJIPY27ZCffu9Zhbd0NCw/3UWxOVXYneP37GMfIRLJ0HaHqnvaqXfQhLy464t61GQsMx1WuMhITjjtuO1KqHhEWgstIxt+oE5tLb3NLpEqzdBoPZQsHUV/zSCyDBNUseZgAq5ximuk184nhS4zE374hr4++Ym3XQHkaOoHLTSnBNTME1UDll8gyuAYCpZh3M0c2x9rwCXE6cf/6IJynOb91Vxo+f8yulJgOTKzgcDzTw2q8P+NyISqmjwNUAIhIMDFdKZYpIPBBTJm1sZXqqs2c+A8gAYpRStZRStYC+etjMihJ5P+02ZO+tIM7xYWV7y+2G9eDvH5bzZo97mXrzawx/+27EK2H9Ds1w5heRvDseAJPFTNfRlzDpsid4vet4knYe4uK7ryiJv+SNmbzZ8//YPGsl3cYOrGodVCy4zIM25LIYsn9ZzMF+o0kY9zSRrz4CIjjatgKPhwMxNxA38EZq3DQcS/26OPcfJuOzGUR9/jJRkydSuOvAcSPsIZf1JWd+rH9a/dBs6RyDc/Vicp++kbxJz+K48SEQwblqkeaaeeRd7MPvwH1gB7jdiMmMqWZt3Pu3k/fq/+E+uBP7VbcB4Nr6F7nP3kTey/fg3rURx5gHT053JZrNbXrg3LSc/HfupeC717BfeTcguP5eprk6bn8R26AxuA/v0V65TWasnS8hf/IT5L89Hk/SIay9tXZROHsy1i4DcNz2ImILKO09njq5mFv3wLn5D/Lfv5+C6W9iH3anpnfjck3vrc9jGzgad/xebVpdQR5FC6Zgv+oeHDc+pT0QPaXtwrV+CfkfPUzR7zNKzuOfa/YV7fzjR0zRLXCMfAJTdEs82Rk+Go5LW+4Nrf8VE9gDKZz+Ks4/f8J26e2nRnMFKI+nylslrAVaiEgTEbEB1wOzvSOISISIFNvgx4Fi3+1CYKCI1NQHPgfqYSekOo15Y6XUq0qpxOIApVSiUupVoGFFiZRSk5VSnZVSnTuGNC83TlZiOmFRpetAhtYLP25AsuOIGLbO0wZXDm/Yi8VuJTC81N/W5nIvFwtQt3UjADIOJQOwdd5fNOjU4riyN89aSevBXSo+63JwJ6ZirVu7ZN9SNwJ3cppPnJDhg8lZsByAgk07EJsNc81Qgi/rS94f68Dlxp2eScHf23G0aQlA9k8Lib9mPEdufAh3ZjZFcaW+Ycwmgvr3IvvXZX5pLcZzLBVTzYiSfVPNCFRmuk8ca4+BuDb8ocU/sBOxWpGgUG3Q86dPyXvlXgomv4AEBOFJOYLKzUIVFuDapNW7a8MfmBroPdHc7JIlu5wrFmBuWP61PxEqOx0JK20XEhpe0usv0dwhBvd2rV144veCxQqBIaA8FC2aSsHkJyic/hbiCMSTnoiprtYuVIbWLlzb/8JUX2sXKi2Bgm9foeCzp3BtXYlHj1N1vRlISBm9Ob7uQGuHi3FvX6PpPVKsN1jT+9s0Cj57msKZ75ToBXDv2UjBlOcp+GoCnvQEPOlJx5Xt3laOS6cqmnMykJDSiRUSXAOV61vHKjeTonmfUPDdSzhXzdICiwoqTOvJzkCCfcM9ep4q5xjuvZrLzpN0UDP+AcF+664yfrhZToRSygWMRzPCO4AZSqltIjJBRIbp0WKAXSKyG4gEJupp04EX0B4Ia4EJxYOhJ6I6jXmciDwiIpHFASISKSKP4uvc95sjm/YT3rguNerXxmw10/by7uxcvN4nTubRNJr2agNARLMoLHYruWlZxTq4YEg3tsxZVRI/OzGd2i2iSwx+s95tSNmrvRWFNy45Bc7r35HUfaWDPVWhYOsurI2isURHgtVC8KUx5C5d7RPHlZBMQPcOAFibNkDsNtzpmbgSUkrCJcCOo/15FO3Xqs8cHgZoM2GC+/fy6YUH9uiI88Bh3Eknt8i0J243ptpRSK1IMFuwdLwY12ZfzSo9BXMrTZspsgFYbaicTM0fa7NrGs+7EOXxlAycurb+hbmF5mM1t+qAJ0EbBJbQ0pvZ0rabz0BrlTUf2Y8pvC5SozaYzJgv6I5rt2+78GSlYW6itQuJiNKMY14WWGy6HxlMTduAx4NKPYLKSkciojWDD5ibtikdoAwM1XMVbWB1/RL/9B7djyk8EgmL0PS27o5r99/l6NVmtEmtYr3Zul6bprfJBeBxe+nSOy2OQCydLsG1UXugS83Sdmxu0R5PxvFGvlLNSXFIjTqaC8pkxtKyizaI6Y0jiGK3r7XzYNzbtYe3O2475oatwR4I9kDMDVvjjtsOeVkoZ0GJu8ZyfveSPN37N2JuoLn3pEYdbXHs/By/dVcZ5an6VllWSs1XSrVUSjVTShUb6meUUrP1/39QSrXQ49ymlCr0SvuFUqq5vn1ZURneVOdslhHAY8Ay3aArIAntVeO6f5Kxx+1h3jNTuPHrRzGZTWyYsYyUPUfo97/hHNlygF2/bWDBi99yxSu30fPWwSgFPz/0SUn6Rt3OIysxnYzDpX7s7ORjLH33Z26d8TRup5vMI6n8pKcZ8Oj1RDSth/IoMo+kMtufmSwAbg8pEz8k6tOXEJOJrJ8XUbQ3jvDxN1KwbTd5S1eT+tpk6jx/PzVuvBpQJD2hzTLI/G42kRMfpMHsyYigpd2tDRTVffcZzDVCUE43KS9+gCertJEHX9qH7JN1sQB4PBTMmETgPS+CmHCuXoQn8RC2y0bjPrQH95a/KPz5Uxwj78PW90pAUfCNNv4gIWEE3vMiSnlQx9Io+Kp0xkThL1/iGPsQMvwOVE4mBVPfBsAacwWWtt3A7UblZVMw9S3/NSsPRb9OwTHq0ZKpfirlCNaY4XiOHsC9ewNFi77FfvltWLppM26KZmnXWIJCtXRKobIzKPxFm1Wjco7hXP4zAWOfBo8bT2YqhXoaS5seWLsMAMC1c22J0fRL78KvcYx8BEyCa9NyVOoRrBdfjSfhAO49f1P023fYh9yCpetgQFE059NSvSMfLtU7q7R92weOxlRHe/kt+vMXbUAUsHbuj7nJBSiPG/JzKZxdkbu3Es2x07Ff+X9aHW9fiUpPwNr9cjxJcbgPbMZcvxXWXleCUniO7KEo9nstbWEezjXzcVyvjQc518zTBkMB5+/TsA0YCxYb7rhteA5u1ep120psA27EMUqr/6JFX/mv2R/O4m+ziL8zM/zKXOQ8NOf9aqVUjlf4YKXUgsrSP9N41FlVszcGnlwv+HQS2c98uiX4jalOpb+fOLMwn311LPrMqrOJwPs+Lm+gxy9ynxtZZZsT9Nx3/7i8U0m1uVlE5P/QZq6MB7aKiPdoy/FTSwwMDAxON2531bczjOp0s9wOdFJK5YhIY+AHEWmslHqX8udRGhgYGJxezmI3S3Uac3Oxa0UpdVBEYtAMeiMMY25gYHAGUoUph2cs1TmbJVFEOhTv6IZ9KBABtK3Gcg0MDAxOjlM0NfF0UJ098xvRfppagj738kYR+aT8JAYGBgankTPQSFeVajPmSqn4ExxbUV3lGhgYGJw0Z/HiFFU25iJyNfAqUAfN5y2AUkqFnjChgYGBwVmCcv0HjDnwGnC5UmpHdYkxMDAwOK38R9wsSYYhNzAwOKc5i2ezVGrMdfcKwDoRmY62Gob3NwSqcdkPAwMDg3+Rc7xnfrnX/3lon2MsRgGGMTcwMDg3OJeNuVLqZgAR6VV2FoqIHL+0jYGBgcFZinKfw24WL94Hyn4AubywU8YFhZXHOZOoNybsdEvwGwk7+yYjSXSlyyGeWdjtp1uB/+jL5P3nOJd75iLSA+gJ1BaRB7wOhQJn3+fgDAwMDCpAncvGHLABwXpc76Wxs4BrqkOUgYGBwWnhXDbmSqllaAtMTFFKxYlIqBasqnmZbAMDA4N/mbPXZe6Xz7y2iMxF752LSCZwi1Jq/YmTGRgYGJwdnOtulmK+AO5WSv0BICK9gS+BdtUhzMDAwOBfx/XfMObZxYYcQCn1p4gYrhYDA4Nzhv9Kz3yN/una79B+LDQCiBWRjgBKqQ3VoM/AwMDg3+M/4jMvXmji2TLhPdGMe79TosjAwMDgNPGf6JkrpfpWpxADAwOD085Z3DOv8rJxIhIpIp+LyK/6fmsRubX6pBkYGBj8uyhX1bczDX/WAJ0CLASi9P3dwP2nWpCBgYHB6UJ5qr6dafhjzCOUUjPQX0T09Tzd1aLKwMDA4HTg8WM7w/BnADRXRGqhDXYiIt2BzGpRZWBgYHAaOBN73FXFH2P+ADAbaCYiK4DaGN9mMTAwOIf4TxhzpdQGEekDtEJbzHmXUspZbcoqoW7fdlw4YQxiNrF/Wiw7P5jjczwwuhZd3x2HLTQQMZvYPPF7En7fhFjMdHnzNmq2bYLJYuLgzD/Z8f5sTHYr/X5+GrPNgljMHJ67hm1v/AhA85sH0PL2wYQ0qcvPF9xJUXqO33rNzdtju+xmEBOu9Utw/jHL57iE1cJ+9T0QEISIiaJF03Dv+RvMZmzD7sAc3QylPBTNm4Ln4HYtz7a9sPW5CpTCk51B4Q/vQ1421kGjsbTqBG4XnvQkCn/+CAryTq6iK8HU+AJs/UZq57XlD1xrfvU9r9BwbINuRgJDUAW5FM37DJWTUS1ayrJiTwKvLdiAx6O4qmNTbrmotc/xo8dyeW7WX2TkFhIaYOOlq3sQGRYIwOyNB/h0+TYAbr/4AoZ1aALA3d/EkppTgMvjoWPD2jx+WSfMJn+8lWU07jrCa3PXaBq7tOCWmLa+GjNyeO7HFaUaR1xEZFiQpnH9Xj5dulnT2Lcdwzo11zR+sZjU7HxNY+NIHr+iG2aTiV0J6Uz8eTV5RU6iagbz0oiLCHbY/Ne88xCv/bJS09ztPG655EJfzenZPDc9lozcAkID7bx0Qz8iawRrmtfu4tPftJ+k3N6/I8O6tPJJe9/nC4hPz+LHh68DYNLCdfy0egc1gwMAuHdIVy46v6HfmqvKOW3MvZaNK0tLETkty8aJSej00k3EjniZ/IR0Bvz6AkcXbSBr95GSOK3vv5LDs1ez7+slhLaM5uKpDzO36/00uLwbZpuVhf0ewxxg49JlrxH380ry4lOJvWYirrxCxGLmklnPkPj7JtI27CV17W6OLv6bfj89dZKCBdvlt1Iw5UVUVhqOcS/j2rkOlVKq19pnOK6tq3CtXYzUjsYx5nHy3xqPpVN/API/eAiCQnGMeYKCTx4HEexDbiLv/Qc0Az5wFNZug3EunYln72byF08Dj0cLv/gqnIu+/Ud1XuF59R9F4cy3UNkZOEY/hXvfRlRagtd5XYdr+yrc21ZianAe1ouupujXz0+9ljK4PR5enr+Oj8f0JTI0gFGfLqZPq2ia1Sn95vxbizYytH0ThnVowpr9Sby3ZBMTr+5BZl4hn8RuZdodAxERRn6ykJhW0YQG2Hjt2l4EO6wopXhoxgoWbzvM4LaNTl7j7NV8fOtAIkMDGfXhPPqc34BmkTVKNc5fx9ALmzGsU3PW7EvgvQUbmDjiIk3jkk1MGz8UERj5/lxiWjcgNMDOazf0Idhh0zR+G8viLXEMbt+E539cyQNDOtO5aV1+WbeHr5Zv456BF55AYQWaf1rBx3deRmRYEKPe+Yk+FzSmWd2apZrnrGZo55YM69KKNXuO8N78NUy8oR+ZeQV8smg90/53NYIw8u0fibmgMaGB2vfel2zeT4DdelyZoy9ux9i+7U+qjv1FueVfKac6qEqX4nJ9uxX4HBilb58Bo6tPWsWEX9iM7INJ5B5KweN0c2jWaqIHdfKNpBTWEO1pbg0JID8xoyTcHGhHzCbMDhueIheunHwAXHnaahgmqxmT1YxS2g8Ijm2NIy8+9aT1muo3x5OWiMpIBrcb95aVWM7vUiaWQhxar1AcgahsTa+pTn3c+7dqUXKzoCAXU1RTQEAEsWo3gtgDUdnpALj3bS5ZmNZzeDem0PCT1n7C86rbBJWRjMpMBY8b1841mJt18I1Tqx6euB26lp2Ym3coL6tTztYj6TQID6F+eDBWi5lBbRoSu+uIT5z9KZl0axIJQJcmdYjdqR1fuS+R7s3qEhZoJzTARvdmdVmxV3tABTs0Y+PyKJxuDyInf/NvPZxKg1qh1A8P0TS2b0LsjsO+GpOP0a15PU1j07olx1fuPkL3FlG6RjvdW0SxQj+/4t52qUYtr7jULDrp59u9eRRLtsX5r/lQsqa5Vqim+cLmxG476Ks5KYNuLbQFRLo0jyJ2q3Z85c54uresT1igg9BAO91b1mfFTu188gqdfLNsC7f3r7a1bqqE8kiVtzONSo25Uupmfek4BbRWSg1XSg0HLjhROhGxiMidIrJARDaLyCYR+VVExonI8Y9fPwioG07+kbSS/byEdAK8egYAW9/4iUbDe3P5+ve5eOojbHjqKwAOz12DO6+QYZs+5PJ177Lz43kUHcvVNJuEgYtf4ootk0hctpX0v/f9E5klSGg4KrNUr8pMQ0J8Dazz95lY2l9EwEOTcIx5nKJ5XwDgSTyI5bzOYDIhNWpjimqKhEWAx03hnE8JGP8GAY98gqlONK71vx9XtqVjP1x7Np6S8zjuvEJqljx0AFROBhLiex08KfGYW2o3qLlFR8QeAI6gatHjTXJWPnVDA0v2I0MDSM7K94nTMrIGv+nG8fcd8eQWuTiWV1hp2ru+iaXf6z8TaLPQv3X9f6Axj7phpXURGRpIcmaur8Z64fy2VTO6v287RG6hk2O5BXraQN+0WaWutLu+WEy/F6cTaLfSv4325tAsskbJw2DxloMkHvMtq0qaM/Ooq7tMACLDgo7XHFWL3zYf0DRvOVCqOTPXN22N0rQfLljLjTHtcNiOdxZ8v2Ir174xk2e/jyUrr3qXH/uvTE1srJRK8NpPAlqeIP43aJ8AeA4YAlwGPA+0B6ZWlEhE7hCRdSKy7re8vRVEKidM+f4Mt+FVPTg4fTlzOt3L8tGv0e39u0GEWhc2Q3k8zO4wnrld/0erO4cQ1LC2loVHsWjAE8zpeC/hFzYjrNXJ36hVEOyzZ27XC+eGWPLfuIuCb17GPvxeEMG1YSkqKx3HuFewDbkJ9+Fd4HGDyYy1y0DyP3qU/NfuxJN4COvFV/nkae1zFXjcuDf9wb9GmevgjJ2BqX4rHGOewVS/JZ7s9JK3hmqVwfE/yy7biX5g4IWsP5jCiI8XsC4uhTohAZhNUmnaSWNi+O3BK3G6Paw5kPwPNB5P2Z7+A0M6s/5AEiPem8O6A0nUCQ3EbDZVmnbSLQP47YnrcLrcrNmXCMDzw3sxfdVORr4/h9xCJ1az/wuFlVs3ZfYfuLw76/cfZcSbP7BufwJ1woJOWK87j6RyODWTfm2bHHf8up6tmfvESKY/cA0RoYG8OXuV35r9QSmp8nam4c9sllgRWUjph7auB5aeIH5HpVSrMmHxwGoR2V1RIqXUZGAywPR6o8r9UEJ+QjoB0bVK9gPrhZOfdMwnTtORMSy74VUA0tbvxWy3Yg8PoeFVPUlYuhnlclOYlkXq2t2Et29K7qGUkrTOrDxSVu6gbt92ZO6KP8EpVg2VlYaEleqVsFo+PVoAa6d+FHz1EgCew3vAYoXAEMjNoujXr0riOW5/AU9aAqZ6jbW8M5IAcG1dhfXiK0riWTr0wdyyEwVTJvxj/RWhsn174hJcE5Xjex1UbiZFsz/Sdqx2rZde5NtDrg4iQwNJ9OqpJmXlU1t3uxVTJzSAt67vDWiv+Uu2HybEYSMyNJB1B5N90nZuXMcnrd1qpk+raGJ3HqFHs7onr9GrV5uUlUdtrzcCTWMgb43uW6pxa1ypxgNJPmk76y4UH43nNyB2+yF6tIiiSZ0wPr51IABxKZn8cRJtOzIsiMRjpRMAkjJzqR3m+6ZVJyyIt24aVKp58wFCAuxEhgWzbt/R0rTHcuncLIrNcUnsiE/l0v9n77zDoyrWOPzObnrb9ARIaImUhN4JLVQBpYpI8SpFsV9F0SuCol6l6AURRSmCFemiqBRpQUoooUPoJSGQ3ja97M794yxJNgSSxQCJnpdnH7LnTPmdzeY73/lm5psPlmEwSlIycxj/xXqWPD8QDzYBlRIAACAASURBVOfiz2Noh8b8e4n5AHtlUxU97opSYc9cSvkisADFs24BLJJSvnSbKqlCiEeFEEV9CCE0QojHgL80nSHl6CWc6/ni6O+FxlpL7UEduLbZfI+M7GvJ+HRuAoDzAzXR2lqTl6wn+1oSPp2UWQ1ae1s8Wj+A/sJ1bD2csTb9IWntrPHpGoz+QiyVgfHaRTQeNRCuXqDVom0aQuGZCPMyaUloAxS9wquWYsyz9GBtA6a4uCagKRgNyMRrSH0KwttPMfiANrBZ0YCqNrA51l0GkbtsFhTkV8o1lHldcVcQbj5K2EejxapROwwXj5kXsnfihu9m3b4/hpN77pqekgTXdCc6OYNrqZkUFBrYfDKabg3NN4JOzcrDaEqstGT3aQa3rA9ASIAv4Rfj0Ofko8/JJ/xiHCEBvmTnFZCYYRpfMRjZff469TyduVOC/TyJTtJzLSVD0XjsMt0amz8NpmblFmsMO8HgNsqMlZAGtQg/fx19Th76nDzCz18npEEtRaPpJlZoMLL77DXqeSmDvimmsSGjUbJ4x3EebV/a16qAZn9vopPSuZasVzQfuUC3YPMB4NTMnGLN244wuJ3ST0gjP8LPxaDPzkOfnUf4uRhCGvkxPCSYLdP+xcapo/n6xUHU8dKx5PmBACTqi292209cJtD37oz/3KA6x8wt8cyRUq4D1pV1TggRLqXsWOLQCGAWMF8IccNdc0Xx5kfcgdZiHQYjh9/6hm7L/6NMTVyxE/25azR5/RFSjl3m+h+HOfreMtp+/BQNJ/RFStj/ykIALny9hXZzn6Fv2CwQgssrdpJ++iq6xv60//RZhFaD0Aii1+8ndusRAB4Y/yCNnn8YO28dfbfNJHbbUQ5O+qrigo1G8n9bit2TU0CjUUInCTFY9xiO8fpFDGcOkb/pO2wHPYNVyEMgIf8nxZsVjjqlnjQi9Snkrflc+QwyUinYsQb7p94DgwFjWhJ5P80HwObh8WBlhd2Yt5Xur54n/9fFf+UjLxtpJH/bj9g+8opyXSf2IJOvY91pEMa4KxguHkPr3xDrLkOV6ZMx58nfdhdm1ZSBlVbDm/1b89z3OzFKI4Na1ifQW8cX208QVNOd0Ea1iLiSwLxtxxAIWtdRphkC6BxsmdA1mNGL/gBgQrdgdA62JGfm8vLyXRQUGjBISbt6PgwzGdc71jiwPc8t3apobPMAgT5ufLHlCEG1PAgNqk3EpTjmbT6saKynTDMs0tijGaM//13R2KOZojEjh5e/206BwYjBaKRdQA2GmYz2xmOXWRl+FoCeTWozqLXl2q20Gt4c2pnnFm3AKCWD2jUk0NedLzYdJMjPi9AmdYm4GMu8DfsVzfVrMPmRzibNdkzo1YrRc5UJcBN6t0LnYHfb/ub+tp+z15IRAmq6OTP10S4Wa7YEYyXOZhFC9AU+Rdn4/isp5cxS52sD36LYRS3wppRygxDCBlgItEFZa/qylDKs3P6krJyUj0KII1LKlqWOtUcJyVwEGgMdgEgp5YaKtHmrMEtV5eGn7tu0+ztG6FzutwSLEbVqlV+oKmFre78VWI7N7Y1sVcT+4Vf/siW+0qJ3hW1O3aNbbtmfEEKLkr+qN0p4+SAwUkoZWaLMIuCIlPJLIUQQsEFKWVcI8QLQRko5VgjhDWwE2kp5+yCQRZ55OZh9CEKIaUA/Ux9bgHbATuBNIURLKeWHldi3ioqKyl+mknxbUOzdBSnlJQAhxApgEBBZoowEbnhTOuDGgEIQsE3RIxNMkY02wIHbdViZxrw0w1Bi67ZAHOAnpdQLIT4G9gOqMVdRUalSWBILF0JMACaUOLTINIEDoBZQctFADNC+VBPvAn8IIV4CHIFepuPHgEGmG4A/0Nr0/z0z5qU/hUIppQHIFkJclFLqAaSUOUKIajxmrKKi8nfFkimHJWfelUH585FhJPCNlHK2EKIj8L0QogmwFCUsHQFEAXuBcjOoV9iYCyGCSsZ7TMdCSwTm/1WqSr4QwkFKmY1yZ7lRR0eVTCCpoqLyT8dQeQOgMSje9A38KA6j3GA80BdAShkuhLBDSTWeAEy8UUgIsRc4X16HliwaWiWE+I9QsBdCfAbMuHFSSnmyVPmuJkNOqcC9NfCkBf2qqKio3BMqcdHQQeABIUQ90+yUEShZZ0sSDfQEEEI0BuyARCGEgxDC0XS8N0qUI5JysCTM0h5lquFewBlYBnS6VWEpZZnrbqWUScCdJzpRUVFRuUtU1vxxKWWhEOJFlN3ZtMBSKeUpIcT7QISUcj3wGrBYCDERJQQzRkopTTNYNpvC0de4OepRJpYY8wIgB7BHuYNcLm+qjIqKikp1ohJns2Cagr2h1LF3SvwcSRkOsZTyCkqqcYuwJMxyEMWYtwU6AyOFEGss7VBFRUWlqvJPWQE6Xkp5Yw16HMrUmQq5/yoqKirVAWMVTKBVUSzZaSgCwBTPubE8bOfdEKWioqJyPzBWQY+7olgyNXEAMAeoCSQAdYDTlJPXXEVFRaW6UJ09c0ti5h+g5FY5J6WshzKl5t6kwFNRUVG5B1TnfOaWGPMCKWUyoBFCaKSUO1CW66uoqKj8LZCy4q+qhiUDoGlCCCfgT2CZECKBCiwx/Ss0d743u7hXGnae91uBxYhGQeUXqmIIndf9lmAZDnee8/y+YWVzvxXcF/4pYZZBKFMTJwKbUNLaDrgbolRUVFTuB9U5zGLJbJYsACGEC/DrXVOkoqKicp8wVEEjXVEsmc3yDPA+induRMkKJoH6d0eaioqKyr2lOodZLImZTwKCTblVVFRUVP52VMXwSUWxxJhfBLLLLaWioqJSTanOyaYsMeaTgb1CiP1AUUZEKeW/K12VioqKyn1AlrmnRPXAEmO+ENgOnKB638BUVFRUyqTwHxJmKZRSvnrXlKioqKjcZ/4pnvkO0wamv2IeZkmpdFUqKioq94HqHHKwxJiPMv0/ucQxdWqiiorK34Z/hGduSq51S4QQvaWUW/66JBUVFZX7Q3X2zC1Zzl8esyqxLRUVFZV7jtGCV1XDkjBLeVTf5xMVFRUVwCCqrxmrTGN+35JCOnZpjfeUZxBaDWmrN5OyaLXZeasaXtSY9SpaFyfQaEic/TVZOyPASkuND1/GNigQYaUh/eftpCxcBYDbE4NwHf4gCEHaqk2kfvvLX9Kord8Umz6Pg9BQeHQnBeG/mZ0XLh7YDnga7BwRQpC/YxWGi8dBo8Wm/1i0NeohpST/jx8wRp9R2mzcHptOA0CjofDCMQq2r1Sut1V3rFv3Qkoj5OeRt2EpMum6xZr3nInmo5/3YjRKhrRvxLieLc3OX0/J4N2VYaRm5eLiYMv0UT3wcXUCYP3BsyzeehiAp3u1YmBb8/1pX16yiZgUPWtfH150bPmuk6zYcxKtRkOXxrWZOKCD5ZpPXmTW8s2K5i4tGN/ffL/c68lpTPv6N1IzstE52jH9qcH4uLsomvccY/HvuxXND3VmYKfmABQUGpjx4yYOno1CIwQvDQmlV+vG/LLnGJ+s3oa3m5IVcUT3Ngztav4Zlav32Flmfbde0du9LeMHdjfXm5jKtEWrSdVnoXNyYPrzj+Hj4aro/fMQi9dtU/QO6cnArq3Jyslj7PtfFtWPT07noc4teeOJgQBs3neMBWu3AtCwTk1mvjjSIr0Ae46eZtbX6xTNPdszfnCvUppTmPblClL1mYrmlx4v1hx2gMU/KdHYp4f2ZmBoOwA27j7MV+u2IgR4uemY/tJo3Fyc+HzFBsIiTqIRAjedE/99fhTe7jqLNVcUYzX2SSvTmN8fNBp8pj3P1bFTKIhLou7auWRu20f+xatFRTyfH0HGxl2kLd+ATYA//ovf52KPsbj07YKwsebKgOcRdrbU37CAjN/CEA72uA5/kCvDJiILCvBf8l8yww5SEGW5QQRACGz6PkHujx8h9SnYjXuPwvOHzQysdeeBFJ4+QOHh7QjPmtg99ho581/DqmUoADmLp4CDM3YjJpG79F2wd8Sm5whylr4D2RnYDJiApm4QxiuRFJ4Mp/DwDgC0D7TEptco8lb8zyLJBqORGT/tYcEzD+Gjc2T03J/oFlyXAF+3ojJzft3Hw20aMLBtQw6cv8a8DQf4cFQP0rNzWfjHIX6cOBSBYOQnawkNrouLgy0A245fwt7W2qy/gxeuEXbqCqsnPYqNlZaUjByLP2aD0cj0ZRtZ+OpofNxcGPXBEkJbNCCgZnHK3DmrtjGgY1MGdmrO/tOX+fSn7Ux/ajDpmTks+HUXy6eORwgY8V+lroujPYt/3427swO/fvg8RqMkPatYW5+2Qbw1uq/FWov0fv0zCyc/hY+HjlFTPye0VRABfj7Fepf9zoAurRnYtTX7T13g05WbmP78CNIzs1mwdivLP3wJAYyY8hmhrRrj4uTAqhmvFNUf8dY8erZtAkBUbBJLfgnj22nP4eLkQHJ65p1pXrKWhVOfxcfDlVGTPyG0TRMC/HyLNX+/ngFd2zAwtB37T57n0x9/Y/pLj5OemcWCNZtZPvNVBIIRb84mtE0THOxtmfXNOtbN+Q9uLk588sN6VmzazXPD+zJmYA9eHNEfgGUb/mThms28PWH4reT9ZapgmvIKU5kx8yuV2FaFsWvWgPyo6xRcjYOCQvS//4lTr45mZaSUaJwcANA4O1KQkFx83N4OtBqEnQ2yoBBDZja2Af7kHDuLzM0Dg5HsAydx7h1yxxo1NQMwpiQg0xLBaMAQuQ+rBq3MC0mJsLUHQNg6IDPTlLqetTBciVTKZGdAbjaamvXQuHohU+KUY4Dx8kmsGrVVyuXnFrdrbcudfEVPRifg7+GCn4cL1lZaHmwZSNipK2ZlLsWn0v6BWgC0DaxJ2Enl/N4zMXRo4IfOwQ4XB1s6NPBjzxnl5pqdV8D3O0/wdC/z61+1N5KxPVpgY6UFwN3Z3nLNl6/j7+2On5cb1lZa+rYLJuzoObMyF2MTad9YGctv16hu0fm9py7SIageOid7XBzt6RBUjz0nLwLw8+6jjDN5+BqNwM3ZwWJtZeq9cBV/Hw/8fDywtrKib8fmhB2KNNd7LZ72wQGK3qCAovN7j5+jQ9NAdE4OuDg50KFpIHuOm19rVGwSKfpMWjVSrvenHQcY0acjLqa/BQ+d0x1ojsbf1xM/H09Fc0hLwg6eNNccE0f7pg0UzcGBhEUo5/cePUuHZg3ROTkqmps1ZM/RM8pGD1KSk5ePlJLM7Fy8TE9LTg52Re3m5uUj7nIY5B8RMxdCaIGHgLol60kp55j+H1rZ4iqCtY8HhXHFub8K45Kwb27+SJ/02TL8l36I278GorG3JXrMFAAyNu/GuVcHAvcsQ2NnS/yMRRjTM8k7H4XXxCfRuDojc/Nx6taG3JPn71ijcHZDZiQXvZf6FDS1AszKFOxah93IN7Bq0xthbUvuj8p4sjEhGqsGrTCc2odwcUdToy7C2R1DVCTCowZC54nUp6Bt2Bq0xb9Oq9Y9sW7fF7RW5P4w02LNCenZ+LoW/7H76Bw5EZ1gVqZBTQ+2Hr/M6K5N2X7iMll5BaRl5ZKQnmVe19WRhPQsAOZvOsgToc2wszH/6kUlpnP4UiyfbzyIrZWWiQM60KS2t2WaUzPwdXMpeu/t5syJS+ZPUw39fNh6+Ayje7Vj2+GzZOXmk5aZTUJaBr7uxXV93FxISMtAn63cGOf/vJOIs1H4e7kxedSDRYZw2+EzHD4XTR1fd15/rDe+FoQAElLT8TWFHwC83XWcuBBtrrdOTbYeOMnofp3ZdvAUWTl5pGVkkZBiXtfHXUdCSrpZ3Y3hR3mwY7MiAxgVmwjAk+9+gcFo5LlHetOp1N9KuZpT0sw1e+g4cb605lps3X+M0f27se3AidtodiUhJR1rKy1Tnh7GsEkfYW9rQ+0aXrz11LCicp8t/51f/4zAycGOr6a9YJFeSzFW45i5JZ75r8AYwANwLvEqEyGElRDiGSHEJiHEcSHEMSHERiHEs0II69vUmyCEiBBCRKxKj75VsZIVbj5Wak8nl4dD0a/bwsWuT3D16WnU/HgSCIF9s4ZIg5ELnR/nYo+xuI8dirW/L/kXr5K8eDW1v/4Q/yX/JffMZWShoXwtllDKWdYGdaTg+C5yPnuF3JWzsR34DCAoPPqnEpoZ/x42fR7HEHMBpBFys8nf9A22Q17A7ompyLQkMBZrLDy0jZwvXid/+yqsOw+6A3k3e/OlP+lXB3Tg0KXrPDZ7DRGXYvHWOaLViLLrCjhzLYmrSen0aHrzLFeD0UhGTj7f/3swrwzowBvfb0VauDfXrfo10zy8FxFnoxj+3mIOnYvC280ZrUZzi23ABAaDkfjUDFoG+rHynadoFlCL2auVmHO35g+wceaLrHlvAu0b12Pq0vWW6S2jz9Ke56ujHyLizCWGT/6UQ6cv4e3uglZ7C72l6m4OP0a/jsU7OxYajUTFJfHV1GeY+eIo3l28Bn2WZeGssjWbv3/1XwOJiLzI8Df+x6HIC3i76xTNZT0hCmVMYtUfe1k5axJbF77HA7VrsmTd1qIiL418iD++nMZDnVuzYtMui/RairTgVdWwJGbuJ6VsZkH574E04F0g5kYbwJPAD8BjZVWSUi4CFgGcadC/3M+sIC4JK9/i7dqsfD0pSDBflOo6rA9Xx78NQO7RMwhba7RuLrgMCCVr1yEoNGBISSfncCR2TR6g4Goc6Wv+IH3NHwB4vvqkmfdvKTIjFeHsUfReuLgjM823xLNu0ZXc5Upc23jtAlhZg4MTZGeQv/XHonJ2T76NMSUOAMP5oxjOH1Wuu2UoQt788Gc4tQ/bvk+Sb6FmH50jcWnFMdX49Cy8dI5mZbx1jswZ8yCghE+2Hb+Ms70tPjonIi4We8TxaVm0CajJ8ah4Tsck0e+DZRiMkpTMHMZ/sZ4lzw/ER+dIj6b1EELQtLY3GiFIzcrF3ani4RYfNxfiUvVF7xNSM/B2Nfc3vF2d+eSFRxXNuflsPXwGZwc7fNycOXg2qlhzqp62Devg6mSPnY01PVo2AqBPm8as26185q5OxeGWR7q25NO12yusFRRvOi45rVhvSjreJZ4sALzdXPhk4hMmvXlsPXgCZwd7fDx0HIy8WKw3JZ22QcVPe2ejrlNoMBJU38+sv2aBtbG20uLn7U7dGl5ExyXRJMC/4po9XM01J6fj7Wb+NOLtruOTSeOKNe8/rmh2d+Vg5IUSmtNoGxTI2SvXAPA3/R0/2LEFS3/ZdlPf/Tq34sWZi3l+eL8K67WUwurrmFvkmW8UQvSxoHwrKeVzUsp9UsoY02uflPI5wLIh/9uQe+IcNnVrYu3nA9ZWuDzUlcxt+8zKFMQm4mjyUGwC/BE2NhhS0im4noBDB2XGgrC3xb5FI/IvKbFdrelx2aqGF859QtD/tvOONRqvX0Lj7oPQeYJGizaoA4XnjpiX0Sejrafsxyk8airGPDtD2YvRWtmPUVMvGIyG4oHTG3tL2jlg1bonhUcVjcKteABN+0BzjKnxFmsO9vcmOimda8l6CgoNbD5ygW7BdczKpGbmYDQq99sl244wuJ3yyB7SyI/wczHos/PQZ+cRfi6GkEZ+DA8JZsu0f7Fx6mi+fnEQdbx0LHlemWXRvUk9Dl5Q/qijEtMoKDTg5miHJQTXrUl0fAoxiakUFBrYdOAU3Zo3MNeckV2secMeBptmrIQEBxAeeQl9Vg76rBzCIy8REhyAEIJuzR/g4NkrAOw/fYWAGsqAamJaRlG7YUfPUa+GZXvABgf4ER2XTExCCgWFhWwKP0a31o3N9eqzMBqVm/SSX3YwuJsyLhLSrAHhJ86jz8xGn5lN+InzhDQrvtaNe4/RL6S5WVs92gQX3QBS9VlExSbh5+1uoWZ/omMTiUlIVjTvPUK3NsGlNGcWa163lcHd2yuaWzQk/NjZYs3HzhLSoiHe7jouxcSRolech/DjZ6lXS/kO3wgNAYRFnKReTctCb5ZiRFT4VdWwxDPfB6wTQmiAAkw7DUkpXW5RPlUI8SiwVkrFZTTVfRSovJ2aDUbi3/8S/yUfgFZD+po/yL8Qjee/Hyf35Hkyt+8nYcZifD94Gbexg0FKYt+cowhc9hs1Zkyk3u9fghCkr91CnumPttbnU9C6uiALC4l/7wuMestH/ouQRvI3f4fdyDdAIyg89icy6RrWXYdijL2M4fwR8rcux7b/OKza9QUk+b8uBkA4umA38nWQEpmRSt4vC4uate3zOBrv2gDk7/5ZGRAFrNv0QlsvGGk0QE4WeesXWSzZSqvhzaGdeW7RBoxSMqhdQwJ93fli00GC/LwIbVKXiIuxzNuwH4Ggdf0aTH6kMwA6Bzsm9GrF6Lk/ATChdyt0Drc3zIPbNWTayjAe+XgV1lot/x3Z3eLBLiuthsmj+vLc3OUYjUYGd2pBYC0v5v8cRnDdmoS2aEDE2Sjm/bQdhKD1A7WLZqLonOyZ8HAXRn2wFIBnHu6CzvRU8MqwHkz56hc+XrEFN2cH3h+rbH3747aDhB07h5VGg4ujPf8da9mWuFZaLZPHDOK5mUsUvaFtCfTzZf7qPwiu70do6yAiTl9k3opNit5G9Xhr7GCTXgcmDOnJqLc/V/QO6YmuxJPCH/uOM/+NsWb9hTRrwN7j5xjy+mw0Gg0TR/XH1dn8aatCmsc9wnMfLlQ0d29PoH8N5q/cSHCAP6FtmhAReYF5P/6uaG5cn7fGDzNpdmTCI30YNfkTRfOwPuicHE0/P8i4aZ9hpdVSw9ON/76gZA/5dNlvXIlNQCMENTzdmDrhUYv0WkpVDJ9UFFHRuKQQ4hIwGDghK1BJCFEXZVVoDxTjLQAdsAN4U0p5ubw2KhJmqUr4P2mZZ1YV0DRvUX6hKobQeZVfqCrhcMuhpaqLlc39VmAxds37/2V3+btaj1fY5jxx7Ycq5Z5b4pmfB05WxJADSCmvYIqLCyE8UIz5XCnl45aKVFFRUbkXVMUphxXFEmMeC4QJITZingJ3TlmFhRBlDe33uHFcSjnQEqEqKioqdxtDlfK1LcMSY37Z9LIxvcrDD4gEvkIJRQmgLTDbQo0qKioq94R/hGcupXzPwrbbAC8DU4DXpZRHhRA5Uso7nxaioqKichf5RxhzIYQX8AYQDBRNTZBS9iirvGkGyydCiNWm/+Mt6U9FRUXlXlONtwC1aJ75MuAMUA94DyUXy8HyKpnmlz8KbERZLKSioqJSJanOuVksMeYeUsolQIGUcqeUchxQ4RylUsrfpZRvWaxQRUVF5R5RmcZcCNFXCHFWCHFBCPFmGedrCyF2CCGOmFKe9DcdtxZCfCuEOCGEOC2EmHxz6zdjSdijwPR/rBDiIeA6yiCnioqKyt+CyprNYkpMOB/ojZLO5KAQYr2UsmRazKnAKinll0KIIGADSiLDRwFbKWVTIYQDECmEWG6a7n1LLDHmHwghdMBrwGeACzDRgvoqKioqVZpKDJ+0Ay5IKS8BCCFWAINQZvjdQKLYUVAWVF4vcdxRCGEF2AP5gJ5yqJAxN91lHpBS/gakA93LqaKioqJS7bDEmAshJgATShxaZEoUCFALuFriXAzQvlQT7wJ/CCFeAhyBG1s2rUEx/LGAAzBRSplCOVQoZi6lNADqIh8VFZW/NZakwJVSLpJStinxKpkEqayATenV8yOBb6SUfkB/4HtT/qp2gAGoiTLh5DUhRP3ytFsSZtkrhPgcWAlkFamT8rAFbaioqKhUWYyVNzUxBiiZW9iP4jDKDcYDfQGklOFCCDvAExgFbJJSFgAJQog9KOt2Lt2uQ0uM+Y19094vcUyiJNJSUVFRqfZU4hY0B4EHhBD1gGvACBQjXZJooCfwjRCiMcr6nUTT8R5CiB9QwiwdgLnldWjJCtB7Hid39sgtv1AVQnh5lF+oilEy93m1wc6ytK33G+HoVn6hKoZwdC2/0N8QYyUlwZVSFgohXgQ2A1pgqZTylBDifSBCSrkeZTLJYiHERBTHeIyUUgoh5gNfAydRwjVfSymPl9enRSsyTVMSS68Aff/WNVRUVFSqD5W5GEhKuQFlumHJY++U+DkS6FRGvUyU6YkWYcly/gUoLn93lORZw4ADlnaooqKiUlWpVhsolMKSFaAhUsongFRT0q2OmAf4VVRUVKo11Xk5vyVhlhvbeGcLIWoCySjTZlRUVFT+FlTibJZ7jiXG/DchhCvwEXDIdOyrypekoqKicn8wVONAiyXG/H/Ac0AXIBzYBXx5N0SpqKio3A+qYvikolhizL8FMoB5pvcjge+A4ZUtSkVFReV+UFlTE+8HlhjzhlLK5iXe7xBCHKtsQSoqKir3i+pryi2bzXJECFGUv1wI0R7YU/mSVFRUVO4P/5TZLO2BJ4QQ0ab3tYHTQogTgJRSNqt0dSoqKir3kH9KmKXvXVOhoqKiUgWoxNws9xxLcrNE3U0hKioqKvcb+Q/xzFVUVFT+1lTFWHhFqbbG3LZDW3SvvIjQashav4HM75ebndf6eOP29n8Qzk4IjYb0L74iL3w/WFnh+p9XsWncAIyStE8+J/+IMinH5Zlx2Pfrg8bZmdieD93Up133rnhMf5eEsc9ScOacRXr3XE7k4x2RGKVkcBN/xrUPMDt/XZ/De5uPk5qdj4udNR/2b46Psz0A60/F8NW+CwA81SGQgcHK1quf7z7Lb6euoc8rYO+/HzRr74+zsSzYex4hoIGXMzMeammRXoA9Jy4w68fNGKWRIV1aMv6hzuaak9KY9vV6UjOy0TnaM/3pIfi4K7tgrd9zjMW/7gLg6QFdGNhJmQhVUGhgxg8bOXj2ChoheGloD3q1aczHyzdz8MwVAHLyC0jVZ7F7/n8s13zsLLO+W4/RKBnSvS3jB5on+7yemMq0RatJ1Wehc3Jg+vOP4eOhZAhc/+chFq/bpmge0pOBXVuTlZPH2PeLl1PEJ6fzUOeWvPGEslfL5n3HWLB2KwAN69Rks1diSQAAIABJREFU5osjLdK7+/BJZi1eidFoZGjvzowf1s9cb0Iy73z2LanpGeicHZk+cTy+nkoWxl+272XxKiWP09PD+zOoh5KletOugyxevQGj0UiXNk15dcwwAL77ZQs//bEbrVaDm86Z9196kprelmf63H3gKLO++BqD0cjQfj15auRgc83xibzzvy9JSdOjc3ZixuSX8DVlFH32zQ85fvo8LZs0Yv6HxXscx8Qm8MaHc0nPyKRxYD1mvPkS1taKedoUtpcvv1uNEIIG9evw0ZSXLdZcUf4pMfOqg0aD62svk/Ty6xgSEvFe+iW5u/ZSeKU4EuQ85nFytu0ka916rOrWwWPODOKHjsJxkGKkEx5/Co2bKx5zZpI47jmQkpzd4WSu+RmfVd/f1KVwsMfp0aHkn4y86Vx5GIySmdtO8eWwdvg42zF62R66BXoT4OFcVOaTnad5KKgWA4P9OBCdxGe7zvJB/xak5+SzKPw8y0Z3QgjBqB92Exrgg4udNV3re/NYizoMWrrTrL+o1CyW7r/INyM74mJnTUp23h1oNjL9h40sfO1xfNxdGPX+V4S2aEhALa+iMnNWbWFASHMGdmrO/tOX+XTtNqY/PYT0zBwW/LKT5e88jRAw4r3FhLZogIujPYt/24W7iwO/zngRo1GSnqVkiXh9ZPHN6MetBzgTHXdnmr/+mYWTn8LHQ8eoqZ8T2iqIAL/iNL9zlv3OgC6tGdi1NftPXeDTlZuY/vwI0jOzWbB2K8s/fAkBjJjyGaGtGuPi5MCqGa8U1R/x1jx6tm0CQFRsEkt+CePbac/h4uRAcnqmZXoNRqYv/JFF703Ex8ONkZOmE9quOQG1axaVmf31agZ078CgHiHsP36Ged//xPSJ40nPyGLBit9YMXsKQsBjr35I93bNMRolc75Zw4o5U3HXOTNl7tfsO3aaDs0b06ieP8vnvIW9rS0rN4bxyTdr+fiNCbdRWLbmDz9bwqJZU/H18mDEC5PpHtKGgDrFe7v/b+H3DOjdlUF9Qtl/5CSfLvmRGW++BMCY4QPJzctj9W9bzdr9ZPEP/OuRh+jXvRPvz13ETxu389jAPkTFxLJk+c989+l/0Tk7kZyabpFeS6m+ptyyqYlVBpugRhTGXMNwPRYKC8neuh27riGlSkmEowMAGidHDEnJAFjVq0NehLI5kjE1DWNmJtaNGwJQcOo0xuSyt9pzmTCOzGUrkPn5Fus9GZeGv6sDfq4OWGs1PNiwBmEX4s3KXErOpH1txXtp6+9B2MUEAPZeSaJDHU909ja42FnToY4ney4nAtCsphteTnaUZt3xqwxvUQcXO2sA3B1sLdd86Rr+3m74ebthbaWlb/tgwo6eNStz8XoS7Rsr6XnaNapL2BHl/N6TF+kQXB+dkz0ujvZ0CK7PnhMXAfh511HGmTx8jUbg5uxwU9+b9p+kX/tgyzVfuIq/jwd+Ph5YW1nRt2Nzwg6Z33wvXounfbDyVNQuKKDo/N7j5+jQNBCdkwMuTg50aBrInuPmT19RsUmk6DNp1Ui55p92HGBEn464OCnX4KFzskzv+cvU9vXGz9cLa2sr+nZpy44D5ks3Ll2NpX2zxorepg3ZsV85v+fIKTq2aIzO2REXJ0c6tmjM7sOniIlPok5NH9x1iqPQoXkjtoYr3/d2zRphb6t8F5o1rE98cqpFegFOnL1A7Zq++Nf0wdrain6hIezYc9Bcc1QM7Vs2VfpsEcyOvRFF5zq0aoqjvb1ZeSklB46eondXZebzwD6hbDe1uXbDNkYMehCds/LZerjpLNZsCYXICr+qGtXSmGu8PDEkJBS9NyQkofXyMiuj/+pbHPr2wveXlXjMnkH6bGXhasH5i9h37QRaDdoavtg0bIDW27xuaawbBKL19iJ3z7470puQmYuPc7HR9XG2JzHT3Ftu4OXMtvOKN7r9QjxZ+YWk5eSTmJlbFG4B8HayIzHz9pt2RKVmEZ2axZjl4Tzx494i42+R5rQMfN2L/3C83VyIT80wK9PQ34eth04DsO3wGbJy80nLzCYhTY+vu0tROR83FxLS9OizFd3z1+3gsXcXMemL1Td5s9eT0riWlEa7xpbncEtITcfXo3hTBW93HfEp5p5cwzo12XrgpKL54CmycvJIy8giIcW8ro+7joRSdTeGH+XBjs0QQsnGFBWbSFRsEk+++wWPv/M5e46Z3+zKIz45DR9P9+I+PVxJKGVgG9TzLzLG2/YdISsnlzR9JgnJafia1XUjITmN2jW8uHwtjmvxSRQaDGzff5S4pJuN9rotu+ncuolFegESklLwLRGa8fHyIL6UA9Sgfh227tqvaN59gKzsHNLSzb87JUnTZ+Ds5ICVVguAr6c7CaY2r8RcJyomln+9/DajX5zC7gNHLdZsCdKCf1WNu2bMhRA6IcRMIcQZIUSy6XXadOyvbWMiykhtJs0/XIfePcj+fTNxgx4j+bXJuE2bDEKQ/dtGDAmJeC1dgO6VF8g/cQoMt5mQJAS6l58nfd5fSENTgd/7xG6NOXQ1hRHf7ebQ1RS8nezQakTZVcvJ7GaQRqLTslg8vD0zHmrB+3+cICO3wDLJZXRc+mN/dXhvIs5GMfzdRRw6G4W3mzNajabMuiAwGIzEp+ppGVible9OoFmAH7NXbTErtenAKXq1aYxWY/lXs2zN5qJfHf0QEWcuMXzypxw6fQlvdxe02ltoLlV3c/gx+nVsUfS+0GgkKi6Jr6Y+w8wXR/Hu4jXos3JKt3I7xeXqfW3MMA6dPMfwV/5LxMlzeHu4mvSWVRdcnByZ+uxoXv94EWMmf0wtb0+sSn2Wv4Xt49SFKMYM6WOBVpPisvot9YWc9My/iDgeyaPPvEHE8Ui8Pd3Rmgx12W3euj+DwUjUtViWzp7GrCkvM23OAvSZWbeu8Bf5pywaspRVwHYgVEoZByCE8AWeBFYDvcuqJISYAEwAmFmvIY/71LypjDEhEa23d9F7rbcnhqQkszIOA/qTPFEZQMs/GYmwsUHjqsOYmkb6p18UlfNc9BmFV6/d8iKEgwNW9evh+cUnSl/u7nh89AHJb0yt8CCot7Md8RnF3nR8Rg5eTuahD28nO2YPag1Adn4h287H4WxrjbeTHYdikovKJWTm0trv9oNW3k52NKvhhrVWQy2dA3XdHYlOyyLYt+L3UB83Z+JKeKYJqXq8XZ3Nyni7OfPJi0pqnuzcfLYeOo2zgx0+bi4cPHul+HpT9bRtWBdXJ3vsbKzp0aoRAH3aBrFul7mntenAKd563HwQsMKa3XXEJacVa05Jx9vNxayMt5sLn0x8wqQ5j60HT+DsYI+Ph46DkReLNaek0zaoeJD6bNR1Cg1GguoXx4Z93HU0C6yNtZUWP2936tbwIjouiSYBFUvz7+PhRnxSsVcbn5yGl7v578jbw5VPJj+n6M3JZWv4YZwdHfDxdCPi5NkSdVNp00QJF4a2a05oO2XAec3mP9Foio3tvqORLF69gaUfTsLG2rpCOs00e3kQl1D8fYxPTMbbw3xbPG9Pd+a+O6lI85Zd+3F2ujmcdgM3nTMZmdkUGgxYabXEJaXg7eFu6s+dZo0bYG1lhV8Nb+r51yQ6JpYmjQIt1l4RqqLHXVHuZpilrpRy1g1DDiCljJNSzkJZPVomUspFUso2Uso2ZRlygPzTZ7Dyr4W2hi9YWeHQqwe5u8LNyhji47Ft0woAqzq1ETY2GFPTELa2CDsl5GHbtjUUGswGTm/Sk5VFXL8hxA8dRfzQUeSfirTIkAME++qITsviWno2BQYjm8/GEhpgvvdmanY+RpOLsvTARQY1UYxGSF1Pwq8koc8tQJ9bQPiVJELqet62v+6Bvhy8mlzUblRKFrV0t/5jKlNzvVpEx6cQk5hKQaGBTftP0a1FA3PNGdkYjYrmJb/vZnBnxWsNaRJA+KlL6LNy0GflEH7qEiFNAhBC0K1FgyJDvz/yMgE1i6/lSmwSGVk5NA/w404IDvAjOi6ZmIQUCgoL2RR+jG6tG5tr1mdhNCp+1ZJfdjC4W1tFc7MGhJ84jz4zG31mNuEnzhPSrPh6N+49Rr+Q5mZt9WgTXHQDSNVnERWbhJ+3OxUl+IG6RMUmEBOfREFBIZt2HSwywsV6M4r0frVmI0N6KruMdWoZzN4jkegzs9BnZrH3SCSdWirjDMlpegD0mVms3BjG0N5dADh9KZr3v/yBeVNewMPV/CZXUZo0DCDqWiwxsQkUFBSyMWwvoSFtzDWn64s1L1/HkL633z5YCEHbFsFs+VMJY67/I4zupjZ7hLTj4NGTRe1eiYnFr8bd27dW9czLJkoI8QbwrZQyHkAI4QOMAa7+pZYNRtJmf4bn3Fmg0ZL120YKL1/B+ekxFJw+R+7uvaTPW4Dr5NdwGjEMKSWpH3wEoMxgmfsRSCOGxCRS359R1KzLCxNw6NMTYWeL7y8ryVq/gYwl3/4lqQBWGg3/6RHM82sPYDTCoCZ+BHg688WecwT56AgN9CEiJpnPdp1FCGhVy53JPZU/TJ29DU93COTxZUoanAkdA9HZ2wAwd+cZNp65Tm6BgQcXbmdIUz+eDWmg3ACiEhn69Z9oNfBKt0a4mupUWLNWw+TH+/HcnGUYjZLBnVsQWMub+et2EFy3JqEtGxJx9grz1mwHAa0b1CnyqHVO9kwY0IVR/1XS3T8zoCs6JyXu/8qwnkz56mc+Xr4ZN2cH3h83qKjPjftP8mC74JtCDRXXrGXymEE8N3MJRqORwaFtCfTzZf7qPwiu70do6yAiTl9k3opNIAStG9XjrbGDTZodmDCkJ6Pe/lzRPKQnuhLe5B/7jjP/jbFm/YU0a8De4+cY8vpsNBoNE0f1x9W54ptNW2m1vDVhJM+9OxeD0cjgnp0IrF2T+ct+ISiwDt3bt+DgiXPM+36d8r0IasCUZ5WpjzpnR5557CFGvjYdgGcfexidqe9ZX63k3OUY5Toee4i6tRTjN+frNWTn5DHpo4WAEpv+bOqLFn/Gb700jmff/BCD0ciQvt0JrOvP59+sJLhBAN1D2nDwWCSfLvkRgaB1s8ZMeWl8Uf0nX3mHy1evkZ2TS88Rz/L+a8/SqW0LJj41mjc+nMtnX6+gUWA9hvbrAUCnts3Ze+gYg8ZNRKPR8NqEx3HVOd9K3l/GeLuYTxVHlBUDq5SGhXAD3gQGAT4oAcJ4YD0wS0pZ9rSRElzr2KNafbJuY5uXX6iKoQluU36hqoZdxQ1mVUA4upVfqIohHP/asNb9wMa/+V/eJ2hUnSEVtjk/Rq2rUvsS3TXPXEqZCvzH9EII0QVoB5yoiCFXUVFRudeoMfMyEEIcKPHzUyibWjgB04QQb96yooqKisp9Qo2Zl03JofJngD5SykQhxP+AfcDMu9i3ioqKisWoy/nLRmOKm2tQYvOJAFLKLCFE4V3sV0VFReWOqM5hlrtpzHXAIZQlLlII4SuljBNCOFHushcVFRWVe09VDJ9UlLs5AFr3FqeMwJC71a+KiorKnWKQ1dec3/OsiVLKbODyve5XRUVFpTyqrymvrilwVVRUVO4CasxcRUVF5W+AOptFRUVF5W/A3VoRfy9QjbmKioqKCYPqmauoqKhUf9Qwi4qKisrfADXMcpcQonp9sMK1GmbHcy87Z3xVRuNxZ/nO7xuaW++yo1K1qM6eebXcA1RFRUXlblCZe4AKIfoKIc4KIS6UlVxQCFFbCLFDCHFECHFcCNHfdHy0EOJoiZdRCNHi5h7MqdKeuYqKisq9pLI2pxBCaIH5KNtjxgAHhRDrpZSRJYpNBVZJKb8UQgQBG1B2aFsGLDO10xT4RUpZ7k7WqjFXUVFRMVGJs1naAReklJcAhBArUDbqKWnMJXBj/z4dcL2MdkYCyyvSoWrMVVRUVExYEjMvufm8iUVSykWmn2thvj1mDNC+VBPvAn8IIV4CHIFeZXTzGMpNoFxUY66ioqJiwpLZLCbDvegWp8vKDFu68ZHAN1LK2UKIjsD3QogmUirZvoQQ7YFsKeXJiuhRjbmKioqKiUqczRID+Jd478fNYZTxQF8AKWW4EMIO8AQSTOdHUMEQC6izWVRUVFSKqMTZLAeBB4QQ9YQQNiiGeX2pMtFATwAhRGPADkg0vdcAjwIrKqpd9cxVVFRUTFTWoiEpZaEQ4kVgM6AFlkopTwkh3gcipJTrgdeAxUKIiSghmDGyWEBXIObGAGpFUI25ioqKionK3JxCSrkBZbphyWPvlPg5Euh0i7phQAdL+lONuYqKioqJ6rwCVDXmKioqKibUzSlUVFRU/gZU1grQ+4FqzFVUVFRMqJ65ioqKyt+AyhwAvddUW2Nu274tuldeBK2W7F9/J/N787n1Wh9vXKe+icbZCTQa9F8uJi98P1hZ4fqfV7Fu1BCMkvS5n5F/5BgAzs+Mx6FvH4SzM3G9+pu1Z9cjFOfxT4KEggsXSXv3A4v07jl/nY9+j8AoJUNaBzKua7DZ+etpmby7bh+pWXm42NswfVgnfHQOAKw/conFYcoisKdDmzCwZX0Anv92O0kZORQaJa3qejH54bZoNRq+3H6cnyIu4OZoB8BLvZvTpUEti/SWZvfhU8z6ahVGo5GhvTsx/pG+5voTknnns+9I1Weic3Jg+sRx+HoqKYF/2R7O4tXKoP7Tj/ZnUI+OAGzaHcHi1RsxGo10ad2EV8c88tc07j/EzE8XYTAaeeThPjz1+KPmGuMSeHvGXFLS9OhcnJj59iR8vT0BeOa1dzgeeZaWTYP44qNpRXV+XPsr369ez9Vrsez6dRlurjoADhw5zr8nf0CtGj4A9OoawnNjR1queV8EM+cuUDQP6MtT/xpeSnM8b0//hJS0dHQuzsx853V8vb0Uza9O5fipM7RsFswXH79XrHnNer5f9bOi+fcVRZqXLlvD73/sAMBgMHAp6iq7fl+BzsW5ymrOyMzizfc/IjY+EUOhgTGjHmHIQ30s0msJapjlXqPRoJv0Mskvv44hIRGvJQvI3bWXwitRRUWcxvyLnO1hZK9bj1XdOrjPnknCIyNxGPgwAIn/Go/GzRX32bNIGv8sSEnu7r1krVmH98ofzLrT+tXC+YlRJD37EjIjE42bq0VyDUYjM349yIIxPfBxcWD0gk10a+RHgLeuqMycTUd4uEV9Brasz4FLcczbcoQPh3UiPTuPhTtO8OOzfRECRn65idBGtXCxt+Wjx7rgZGeNlJJJK3ax5WQ0fZvVBeDxkEY82TnoDj/gUvoNRqYvXM6i917Gx8ONka/PILRdMwL8i3Ohz/5mLQO6d2BQj47sP36Ged//zPSJY0nPyGLByt9Z8b/JCAGPvTaD7u2aYTRK5nyzlhWz38Jd58yUT79h37EzdGje6A41Gvhgzpcs/uQDfL08eOzpiXTv1J6AerWLyvxv/hIG9u3JoH492X/oGHMXfsvMt18DYOzIoeTm5bHql01m7bZsGkS3kHaM/ffkm/ps1SzYzPDfkebZ81k8dzq+3p489tTLdO/cnoB6dYo1f/6Vorl/b/YfOsrcBd8w853XFc2jHiE3N49Vv2w019wsiG6d2jP2xTfMjo8bPYxxo4cBELZ7H9+t/NliQ36vNS9f+ysBdWsz/6P3SElN4+GRT/Nwn+5YW1tbpLuiVOcwS7VcAWod1IjCmOsYrsdCYSE5W7dj16XUdE0p0Tgqnq1wcsSYlKTUrVeHvIjDABhT05CZmYqXDhScOo0xOeWm/hwHPkzW2p+RGZlF9SzhZEwy/h7O+Lk7Y22l5cGmdQg7fdWszKWEdNrX9wWgbT0fws7EALD3QiwdAnzROdjiYm9LhwBf9pyPBcDJTvlCFxolBQYjoqxsEJXAyfNXqF3DGz9fL6ytrejbuS079h831381lvbNFEPcrmlDdhxQnnb2HImkY/PG6JwdcXFypGPzxuw+HElMfBJ1avrgrlOMSYdmjdgafviONZ44fY7atWrgX9MXa2tr+vXsyvbd+8zKXLxylfatmysaWzVjR4nzHdq0wMHB/qZ2GzcIKPK+K5sTp89R268m/rVqmDR3Y/uuUpovR9O+TQuT5ubs2BVeQnNLHBwcytAcWK7mDVt30r93tyqvWQhBVnYOUkqyc3LRuTij1d69zT6MUlb4VdW4a8ZcCKETQswUQpwRQiSbXqdNxyxzbUuh9fLEEJ9Q9N6QmIjWy9OsTMaSb7B/sDc+P6/C438zSZ/zGaCESOy6dAKtBm0NX6wbNkDr4337/mr7YeXvj+eCz/BcNB/b9m0t0pugz8FXV/wF9tE5kJCRY1amga8rWyOjAdgeeZWsvELSsvNI0Geb13VxIEGfXfT+uW+302PmWhxsrOgVXOyFrth/jkc//51p68LR5+RZpLc08Smp+HgW76Lk4+FKQkqquf66fkXGeNu+o2Tl5JKmzyQhJbUo3FKybu0aXly+Fse1+CQKDQa27z9GXJJ5m5aQkJhc9CgP4OPlSUJSslmZhoH12LJzDwBb/wwnKzuHtHT9Hfd57NQZho55kWcnTePC5ajyK9ykOclcs7cnCYmlND9Qny1hJs079/5lzQA5ubns3hdB79DOVV7zqEcGcOnKVboPGs2QJ57jzVeeRaO5ez5oZW5Oca+5m575KiAVCJVSekgpPYDupmOrb1VJCDFBCBEhhIj4Ib6s9L5QVkKy0stw7Xv3JHvDJuIHDyd50pu4vjMZhCD7tw2m0MxCXF55kfwTJ8FguO2FCK0WrX8tkl54hdRp/8V18usIJ8fb1jHTVsYvvvQVvNq3FYcuJ/DY/A1EXEnA28UerUaU+ZURJVzwL5/swdY3hlJgMHLgUjwAw9s9wG8TB7Ly+f54Otkze9Ode7ymCyhDv/kVvDb2EQ6dOs/wiR8Sceoc3h6uaLVaynJgBAIXJ0emPjOK1//3FWPe+h+1vD2w0t7517HMz6mUxkkvjCPi6EmGjfs3EUdP4OPlccdeXlCDQLasXspP33zOqEce5t9vWTaGApT92ZT6Ykx64Skijpxg2JgX/rLmG4Tt3k/LZkEWh1jg3mvec+AQjR6oz45flrH2m/lMn/MFmVlZd9RWRZDSWOFXVeNuxszrSilnlTwgpYwDZgkhxt2qUsm0ktdDupd5+zMkJpp501ovL4ylvDCHh/uT/KoSfys4GYmwsUHjqsOYmoZ+3hdF5TwXfkbh1ZjbXoghIZH8U5FgMGCIjaMw+ipW/n4UnD5723o38HFxIC692JuOT8/Gy9n8kd7bxYE5o7oCkJ1XwLbIaJztbPBxcSDicnxxXX02beqZP47aWmvp1siPsDMxdAysgYdTcdtD2wTy7x/CKqTzlvo93Igv4TXHJ6fh5W7+cOXt7sonbz6r6M/JZWv4EZwd7fHxcCPi5Dmzum2aNAAgtF0zQts1A2DN5l1oNHceJ/Lx8iAuIbG4n8QkvDzdzTV6evDph1MUjdk5bN25F2cLbsolcXIsflrq2rEtH8z5ktS09KKBuwpp9vY015yQhJenh7lmLw8+nfF2seaw3Xes+QYbt+2kf6/QO6p7rzWv+30LTz0+HCEEtf1qUquGL5ejYmga1PCO2iuP6jyb5W565lFCiDeEEEWWRwjhI4T4D+ZJ2y2m4PQZrPxqoa3hC1ZW2PfqQe7uvWZlDPHx2LZpBYBVndoIGxuMqWkIW1uEnTLLw7Zta6TBYDZwWha5f+7GtlVLADQ6F6z8/Si8FlthvcG1PIhOzuBaaiYFhQY2n4iiWyPzTYlTs3IxGpV715I/TzG4VQAAIYE1CL8Qiz4nD31OHuEXYgkJrEF2XgGJplBNocHI7nPXqOepbFqSWCKEs/30VQK9/1JUi+AH6hAVm0BMfBIFBYVs2n2wyAgX6ddnYjQqfwhfrd3EkJ4hAHRqGcTeo5HoM7PQZ2ax92gknVoqA7PJacqjtz4zi5UbdzK0t+WP/Tdo0qgB0THXibkeR0FBARu3/Un3zuZ7AaSmpRdpXPzDaob0733H/SUlpxY9DZ6IPIvRKHHVuZRTqzzNO+ne2Twdh5nm71f+5ZkcGZlZRBw5QfcuHe+o/r3WXMPHi32HlB3TklJSuRIdg19N3zturzyMyAq/qhqisrKE3dSwEG7Amyi7ZPigPAnHo6SBnCWlvHmksRS38swBbDu2R/fyC6DVkP3bRjK/XYbzU2PJP3OWvN17sapbB9c3JyHs7UFK9F8sJO9ABFpfHzw++QgpJcbEJNJmfIwhTvF8XZ5/Bvs+PdF4emBMSib719/JWPKtcu7fzyuxcqORjG9/IHfrjps0ub3S/ZbXsuvcNT7ecAijUTKoVQBPhzbhi23HCKrpQWhjP7acjGbelqMIAa3rejP54bbYWCmPpj8fusiSP5WpieO7NWFwqwCSM3N46YcwCgqNGIySdvV9mNSvNVZaDVPW7OFsbCpCCGq6OjJ1UPubngRuoGnapbxfg6I/4gQfLV2NwWBkcK8QJjzan/k/ricosA7d2zXnj72HmPf9zwghaBX0AFOeGYGNacbBuq17+GqNMkvk6Uf7Mdhk6N+Y/RXnLitPRc889hD9ulRsLELj4ff/9u4+WKq6juP4+yNyUesOV1AbEgwxGREUUAoYtIRJUhPTkTKHAA0SnzUVH9IMsZwYMgnNTIwHU5JB84lGkTEUQQcfkodL+IBJgjCgiOSEMXj59sfvt5eVdu9dLuzu2bPf18yZPXvO797z2Z3d7z33d875nZzLF7z0ChMmT6Fhxw7O+s7JjBlxDnfd9wDdjzqSgSf05Zn5C5l07wyEOL5nD2666iJqakLGEZdcy7v/WsvWT/9LXdtaxl93OQP6Hs8DDz/BtJmP8OFHm2lXV8eJ/fow/vrLmfnIk8x67ClatdqH/dq0Yeylo+l9TLc8gfN3MSx48WUmTL6XhoYGzjp9MGNGnstdU+6n+1FdGXhiP56Z/wKT7pmOFDNffTE1NTUh80XX8O57a9i6NWa+4Sch8+zHmfbg7J2jaIH8AAAIvklEQVSZ+3+N8TdcCcBjf53HwsWv8uvx/392TqFKmXnjB5u48Ze3N/7xHDX8+wz59qCcuVof1GWPTwE49MDuBRfE9zevKNIpBy1TzGLeF3jDzLZIOoBQ2I8DVgC3mdmW5n5HU8U8iZoq5klVaDFPknzFPLGaKOZu79kbxbxD3dEF15z1H/8jUcW8mN0sU4HMkYpJQC3wK2ArMK2I23XOuRap5LNZinkAdB8z+yzO9zGz4+L8QklLirhd55xrkWL1VJRCMffM6yWdH+eXSuoDIKkrsL2I23XOuRZpsB0FT0lTzD3z0cBvJd0EfAi8JGkN4UyW0UXcrnPOtUgSr+wsVNGKeTzAeZ6kWqBL3NZaM9vQ9E8651x5VHI3S9EH2jKzT4Clxd6Oc87tqSSeP16oyhw10TnnisD3zJ1zLgWSeGCzUF7MnXMu8gOgzjmXAt7N4pxzKZDEKzsL5cXcOeci3zN3zrkUqORiXrRRE5NM0gXxJhgVwzMXX6XlBc/sdqrIGzrvBReUO0ALeObiq7S84JldVK3F3DnnUsWLuXPOpUC1FvNK7K/zzMVXaXnBM7uoKg+AOudc2lTrnrlzzqWKF3PnnEuBqijmklZLWi5piaRX47J2kuZJejs+HljmjFMlbZRUn7UsZ0YFkyWtkrRM0nH5f3PR8naSNF/SSkkrJF1RAZn3k/SypKUx8y1x+eGSFsfMsyTVxOVt4vNVcX3nUmeOOVpJel3SnArJW/D3LQmfi7SoimIeDTSzXmbWJz6/HnjWzI4Eno3Py2k6cMouy/JlPBU4Mk4XAL8vUcZsnwFXm1k3oB9wiaSjSXbmbcAgM+sJ9AJOkdQPmADcETNvBkbF9qOAzWb2VeCO2K4crgBWZj1Pel4o/PuWhM9FOphZ6idgNXDQLsveBDrE+Q7AmwnI2Rmoby4j8Afg3Fztypj9ceDkSskMHAD8HehLuEftvnF5f2BunJ8L9I/z+8Z2KnHOjoTiNwiYAyjJeeO2C/6+Je1zUclTteyZG/CMpNckZa4++5KZrQeIj4eULV1++TIeSrgxdsbauKws4r/zvYHFJDxz7LJYAmwE5gHvAB+b2Wc5cjVmjuu3AO1Lm5hJwLVA5q4J7Ul2Xti971siPhdpUC0DbQ0ws3WSDgHmSXqj3IH2kHIsK8s5ppK+CDwCXGlm/5ZyRQtNcywreWYzawB6SaoDHgW65WoWH8uaWdLpwEYze03SSQVkSsR7zO5935KSueJVxZ65ma2LjxsJX+CvAxskdQCIjxvLlzCvfBnXAp2y2nUE1pU4G5JaEwr5g2b2l7g40ZkzzOxj4DlCf3+dpMyOTXauxsxxfVvgoxLGHACcIWk18BChq2VSgvMCu/19S9TnopKlvphL+oKk2sw8MBioB54ARsZmIwl9vkmTL+MTwIh4JkA/YEvmX9hSUdgF/yOw0sx+k7UqyZkPjnvkSNof+BbhwOJ8YGiezJnXMhT4m8WO3VIwsxvMrKOZdQZ+ELc/LKl5oUXft7J/LlKj3J32xZ6ALsDSOK0AbozL2xMOLL0dH9uVOeefgfXAdsLeyqh8GQn/mv6O0N+7HOhThrwnEP4dXgYsidNpCc98LPB6zFwP3Jz1GXkZWAXMBtrE5fvF56vi+i5l/HycBMxJet7d/b4l4XORlskv53fOuRRIfTeLc85VAy/mzjmXAl7MnXMuBbyYO+dcCngxd865FPBi7pxzKeDF3KWSpDpJF2c9/7Kkh/fS7z4zjhDpXGJ4MXcFybp8vFLUAY3F3MzWmdnQJtrvjjOB3SrmFfj+uQrjFw1VkTi64dOE0Q17A28BI4BrgCHA/sCLwBgzM0nPxecDCJddvwXcBNQAm4BhZrZB0jjgcMLQpl2BqwhjnpwKvA8MMbPteTKtBmbE7bcGvmdmOQdmipeH3wkcQxgkbpyZPS6pOzAt5toHOBu4FfguYUjVeYSrDOeYWQ9J5xEKciugB3B7/NnhhDHPTzOzjyT9mDDGdg3hqsrhhHHQ5xBGJNwSt1UL3EMYVvcd4EdmtjnH+/ce8HOggXDZ+jdyvU7nWqTcl6D6VLqJMF66EUa1A5hKKOTtstr8iVB8IQxEdXfWugPZuQMwGrg9zo8DFhKKcU9gK3BqXPcocGYTmVYDl8X5i4H7mmh7G/DDOF9H+OOSKfDD4vIawh+lznx+bPjG58B5hOJcCxxMKMoXxnV3EEaABGif9fO/yMo5HRiatW4Z8M04Px6YlOf9Ww4cmslf7s+DT+mavJul+qwxs0Vx/gHCGCsD423GlhNG5uue1X5W1nxHYG5sN3aXdk9Z2PteTtjjfTouX04opE3JjLj4WjNtBwPXx/HInyOMRXIY8BLwU0nXAV8xs0+b2R7AfDP7xMw+IBTzJ3Pk7SHphfh6h/H51wuApLaEwvx8XDQDyN7jzn7/FgHT4x5/qwIyOlcwL+bVZ9d+NQPuJuxpHgNMIRTJjP9kzd8J3BXbjdml3TYAM9sBbDezzHZ20Py4+dviY0MzbQWcbeF2ZL3M7DAzW2lmM4EzgE8Jf2wGNbO97G1mMm7Lms9kmA5cGl/vLXz+9Raq8f0zswsJ3VSdgCWSynHjCJdSXsyrz2GS+sf5cwndIwAfxhtNNHWQsC2hDxx2DmdaSnOBy+Lwu0jqHR+7AP80s8mEvuljgU8I3Sh7ohZYH8dtH5a1vPF3m9kWYLOkE+O64cDz5CDpCDNbbGY3E27p1ilXO+dawot59VkJjJS0DGhHuIHuFEL3wmPAK0387DhgtqQXCMWo1G4l9Msvk1QfnwOcA9TH7pejgPvNbBOwSFK9pIkt3N7PCAeL5wHZB2UfAsZKel3SEYQ/bBPje9qL0G+ey8R41/p6YAFhmFjn9go/m6WKxLNZ5phZjzJHcc7tZb5n7pxzKeB75q4kJD1KOBc923VmNjdH2/OBK3ZZvMjMLilWPucqnRdz55xLAe9mcc65FPBi7pxzKeDF3DnnUsCLuXPOpcD/ABGJWjwL/i+4AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 2299,  4489],\n",
+       "       [    0, 42212]], dtype=int64)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model.predict(tf_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix on train data of TFIDF\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on test data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+       "            max_depth=60, max_features='auto', max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,\n",
+       "            oob_score=False, random_state=None, verbose=0,\n",
+       "            warm_start=False)"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_tf = RandomForestClassifier(n_estimators=500, max_depth=60, n_jobs=-1)\n",
+    "clf_tf.fit(tf_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of train data and test data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_tf.predict_proba(tf_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_tf.predict_proba(tf_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.9190033832999013\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_tf.predict(tf_test)\n",
+    "pred_prob = clf_tf.predict_proba(tf_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix on test data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[  423,  4860],\n",
+       "       [    6, 24711]], dtype=int64)"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.99      0.08      0.15      5283\n",
+      "          1       0.84      1.00      0.91     24717\n",
+      "\n",
+      "avg / total       0.86      0.84      0.78     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "HjwJEpiBLs4G"
+   },
+   "source": [
+    "### [5.1.4] Wordcloud of top 20 important features from<font color='red'> SET 2</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "RKJpArxmLs4G"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "names_tf = tfidf_vec.get_feature_names() \n",
+    "show_wordcloud(names_tf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "L0c7yH-fLs4H"
+   },
+   "source": [
+    "### [5.1.5] Applying Random Forests on AVG W2V,<font color='red'> SET 3</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "sLl3_KtELs4I"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+      "            max_depth=20, max_features='auto', max_leaf_nodes=None,\n",
+      "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+      "            min_samples_leaf=1, min_samples_split=2,\n",
+      "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=1,\n",
+      "            oob_score=False, random_state=None, verbose=0,\n",
+      "            warm_start=False)\n",
+      "The optimal value of max depth of base model is :  60\n",
+      "The optimal value of n_estimator is :  500\n"
+     ]
+    }
+   ],
+   "source": [
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [10,20,30,40,50,60]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "RFC = RandomForestClassifier()\n",
+    "model_w2v = GridSearchCV(RFC, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_w2v.fit(sent_vectors_train, y_train)\n",
+    "\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_w2v.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_w2v.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on cv data of AVG W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_w2v.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_w2v.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_w2v.cv_results_['param_n_estimators']  \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_w2v.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "From above observation, max_depth=20 and n_estimator=500 gives AUC=0.8798 which is large among all columns so we will chose mentioned values. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_w2v.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model_w2v.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of train data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 6764,    24],\n",
+       "       [    0, 42212]], dtype=int64)"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_w2v.predict(sent_vectors_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on Test Data of AVG W2V"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+       "            max_depth=20, max_features='auto', max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, n_estimators=500, n_jobs=-1,\n",
+       "            oob_score=False, random_state=None, verbose=0,\n",
+       "            warm_start=False)"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_w2v = RandomForestClassifier(n_estimators=500, max_depth=20, n_jobs=-1)\n",
+    "clf_w2v.fit(sent_vectors_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of train data and test data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_w2v.predict_proba(sent_vectors_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_w2v.predict_proba(sent_vectors_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.8848931670661041\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_w2v.predict(sent_vectors_test)\n",
+    "pred_prob = clf_w2v.predict_proba(sent_vectors_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Test data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1390,  3893],\n",
+       "       [  299, 24418]], dtype=int64)"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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uzzbNzJqlREfsxcp7Ns7lwPXA4Iho9O7nZmZtxsG++SJiyzzrNzNrMSW6DEKxcgn2kkZHxJ6SJgOFb5ciu7/uhnm0a2bWXL4HbfP8Kv38YU71m5m1rDIP9rnMxomI2qUYD4uINwo34LA82jQzWyI1NcVvJSjvqZffr6NsSM5tmpk1XZnPs88rZ38o2Qh+bUmTCnZ1BR7Po00zsyVSokG8WHnl7K8D7gHOAU4qKJ8bEe/n1KaZWbNFdWmmZ4qVS7CPiI+Aj4C9ASStBCwDdJHUJSLezKNdM7Nm88i++dJtCS8AVgNmAWsCUwAvimZm7Uq5T73M+wLtWcCWwMsRsRYwCOfszaw9KvMLtHkH+wURMQfoIKlDRDwIbJxzm2ZmTVfThK0E5b02zoeSugCPANdKmgUszLlNM7Mmi4UlGsWLlPfIfhfgU+AY4F7gFWDnnNs0M2s6j+ybLyIKb3V/ZZ5tmZktiXK/QJv3bJy5LLoQGmRTMp8CjouIV/Ns38ysaCU6Yi9W3jn7C4AZZF+yErAXsArwEnAZ2S0LzczaXLmP7PPO2e8QESMjYm5EfBwRo4AdI+JGoEfObZuZFa/Mc/Z5B/saSXtK6pC2PQv2lffbqJmVlFhY/NYYSZdJmiXpuYKy0yW9LWli2nYs2HeypGmSXpL0g4LyHVLZNEknFZSvJem/kqZKulHSUo31Ke9g/zNgP7Jvz76bHu8raVngiJzbNjMrWtQUvxXhCmCHOsr/GBEbp+1uAEkbkKW4v57OuVhSlaQq4K9kKwVvAOydjgX4XaqrH/ABcFBjHcp7Ns6r1D/V8rE82zYza5IWTM9ExCOS+hZ5+C7ADRHxOfCapGnA5mnftNqJLJJuAHaRNAX4LrBPOuZK4HTgkoYaqTfYS7qFBlItEfGTxl6BpPVSB1aOiG9I2hD4UUSc1di5ZmatqcgROwCShgHDCopGpWuSjTlC0v58OSPxA2B1YFzBMdNTGcBbi5VvAawAfBjxRUKp8Ph6NTSy/0sRHW/MpcAJwEiAiJgk6TqyNXPMzNqNpgT7FNiLCe6FLgHOJBtEnwmcD/ycbKbiV5qg7jR7NHB8g+oN9hExtvZxSv73iYhpjVW4mOUi4klpkb55uQQza3eiuq4Y2oL1R7xb+1jSpcCd6el0YI2CQ3uTTVmnnvL3gO6SOqbRfeHx9Wr0Aq2knYDJwJj0fOOU4inGe5LWIb3rSNodmNnwKWZmra+FL9B+haRVC57+GKidqXM7sJekpSWtBfQDngTGA/3SzJulyC7i3h4RATwI7J7OHwrc1lj7xVygHUGWJ3oQICImSlq3iPMADif7qLO+pLeB18hm6JiZtStR03Ije0nXk31pdEVJ04HhwHaSNiYb/L4OHAIQEc9LGg28QJb5ODwiqlM9RwD3AVXAZRHxfGriROAGSWcBE4B/NNanYoL9goj4cLFUTLFz5N8GLid7o+gJfEz2LjSiyPPNzFpFc0fsddYVsXcdxfUG5Ig4Gzi7jvK7gbvrKH+VL2fsFKWYYD8lfRmqQ/qI8SsWvXLckNuAD4FnKCKnZGbWViLyzdm3tWKC/RHAaWSzUG8h+0jxmyLr7x0RdX2xwMysXWnJkX171GiwT8sUnyjpjOxpfNqE+v8j6ZsRMbnZPTQzawU1Oc/GaWuNBntJm5Llmnql5+8CB0fEM0XU/23gAEmvAZ+TzQ+NiNiw+V02M2t5LXmBtj0qJo1zOXB0un8skrZLZRsVce6Q5nfNzKz1ONjDvNpADxARD0n6pJjKI+KNZvfMzKwVRZmvw9vQ2ji1qZb/SvorcD3ZlMufkubcm5mVi0oe2f91seeFefYyfw80s0pTsVMvI2Kb1uyImVlbqq702TgA6c4pXweWqS2LiN/m1Skzs9ZWsSP7WpIuBroD25LNwtmN4r9Ba2ZWEso9Z1/MbQm/HRH7AHMi4v/IFkXrnW+3zMxaV0TxWykqJo1T+43ZzyStAswB+ubWIzOzNlDuI/tigv09kroDfwAmAtVk9zw0Mysb1TXFJDpKVzFr45yeHt4k6U5gWWCtPDtlZtbaSjU9U6yiZuPUSougfSppItAnny6ZmbW+mkqfjVOP8v6tmFnFqfipl/Uo8w88ZlZpKjaNk24qXtfLF7BCbj1KPv58ft5NWAl65NlGb7Vp1iyVnMb5SzP3mZmVnIqdjRMRY1uzI2ZmbanMszjNztmbmZWVSk7jmJlVDM/GSSQtHRGf59kZM7O2UtPWHchZo1ckJG0uaTIwNT3fSNKfc++ZmVkrClT0VoqKufx8EfBDsgXQiIhnge3z7JSZWWtbGCp6K0XFpHE6RMQb0iIvsDqn/piZtYlSHbEXq5hg/5akzYGQVAUcCbycb7fMzFpXuefsiwn2h5KlcvoA7wIPpDIzs7JR8SP7iJgF7NUKfTEzazMVP7KXdCl1fLksIobl0iMzszZQXekje7K0Ta1lgB8Db+XTHTOztlHmdyUsKo1zY+FzSVcDY3LrkZlZG6jxyP4r1gLWbOmOmJm1pYpfCE3SB3z5e+gAvA+clGenzMxaW0VfoFX2TaqNgLdTUU1Eud/PxcwqUY3KO43T4HIJKbDfEhHVaXOgN7OyVN2ErTGSLpM0S9JzBWU9JY2RNDX97JHKJekiSdMkTZK0acE5Q9PxUyUNLSgfIGlyOuciqfF3qmLWxnmysHEzs3JUo+K3IlwB7LBY2UnA2IjoB4zly3T4EKBf2oYBl0D25gAMB7YANgeG175BpGOGFZy3eFtfUW+wl1Sb4vk2WcB/SdIzkiZIeqaxis3MSkkNKnprTEQ8QnZ9s9AuwJXp8ZXArgXlV0VmHNBd0qrAD4AxEfF+RHxANgtyh7SvW0Q8kbItVxXUVa+GcvZPApsWU4mZWalrSo5a0jCykXWtURExqpHTVo6ImQARMVPSSql8dRb97tL0VNZQ+fQ6yhvUULBX6tQrjVViZlbqmvKlqhTYGwvuxaqr5WhGeYMaCva9JB1b386IuKCxys3MSkUrTL18V9KqaVS/KjArlU8H1ig4rjcwI5Vvt1j5Q6m8dx3HN6ihC7RVQBegaz2bmVnZqFbxWzPdDtTOqBkK3FZQvn+albMl8FFK99wHDJbUI12YHQzcl/bNlbRlmoWzf0Fd9WpoZD8zIkY07zWZmZWWlhzZS7qebFS+oqTpZLNqzgVGSzoIeBPYIx1+N7AjMA2YDxwIEBHvSzoTGJ+OGxERtRd9DyWb8bMscE/aGtRozt7MrBK0ZLCPiL3r2TWojmMDOLyeei4DLquj/CngG03pU0PB/iudMjMrVyV6a9mi1RvsCz4umJmVvYpeG8fMrFIUswxCKXOwNzPDNy8xM6sITuOYmVUAB3szswpQ7uu3O9ibmeGcvZlZRfBsHDOzClBT5okcB3szM3yB1sysIpT3uN7B3swM8MjezKwiLFR5j+0d7M3McBrHzKwiOI1jZlYBPPXSzKwClHeod7A3MwOcxjEzqwjVZT62d7A3M8MjezOzihAe2ZuZlb9yH9l3aOsOVLrevVfjgftvYvKkh3h24r858oiDANhwww147JHbmfDMA9x6yxV07doFgE6dOvH3Sy9gwjMP8PRTY/jOtlu1ZfdtCc18dzYHHnEiO+8zjF1+dghXj751kf2XX3cz3xg4hA8+/GiR8slTXmLDbXbi/gcf/aLskGNPZasf7M5hJwxf5NhxT01gjwOPYLehh7Pfocfx5vQZ+b2gElZDFL2VIo/s29jChQs54ddnMGHic3Tp0pkn/3svD4x9hJF/+z0nnngmjzw6jgOG/pTjjzuU4af/nl8ctA8Am2z6PXr1WoE777iGLbfakYjS/AOsdB2rqjjhyIPZoP+6zJs3nz0POoqtv7UJ66y1JjPfnc0T4yew6sorLXJOdXU1f7z4cgZuvuki5QfusxufffY5o2+7Z5HyM//wVy469zTW6duHG/51JyOvuJ6zTz0u99dWasr9/yCP7NvYO+/MYsLE5wD45JN5vPjiVFZfbRX6r7cOjzw6DoAHxj7Kj3+8IwBf+9p6/PvBxwCYPXsOH334MZsN2KhtOm9LrNeKPdmg/7oAdO68HGuvuQbvzp4DwHkXjeTYww5Ci91B6bqbb+f72w2kZ4/ui5RvudkmLLfccl9pQ8C8efMBmPvJPHqtuELLv5AysJAoeitFuQZ7ZfaVdFp63kfS5nm2WcrWXLM3G2/0Df775ASef/4ldt55MAC77/ZD1ui9GgCTJr3Aj3b+AVVVVfTtuwabbvpNeq+xWlt221rI2zPfZcrUV9jw6/158NFxrNRrRdbvt/Yix7w7+z3GPvIf9tx1x6LrPeOkozn0+NMYtOu+3HHfWH6x3x4t3fWyEE34rxTlPbK/GNgK2Ds9nwv8tb6DJQ2T9JSkp2pq5uXctfalc+flGH3jpRx7/HDmzv2EXww7lsN+eQD/HXcPXbt25n//WwDA5VfcwNvTZ/Lfcfdwwfln8MQTT7Fw4cI27r0tqfnzP+WYU87ixKMOoaqqilFX3cARv9jvK8f97sKRHHPoz6mqqiq67qtuvIVL/jCCsbdew647Dua8iy5tya6XjZombKUo75z9FhGxqaQJABHxgaSl6js4IkYBowA6LrV6ab59NkPHjh256cZLuf76W7j11izf+tJLrzBkpyw/36/f2uw4ZBCQ5WuPO+H0L8599OHbmDbttVbvs7WcBQsXcvQpZ7HT4O35/nYDefmV13h7xjvsNvQwIBvN7/HzI7nh0j/x/ItTOWH4uQB88NHHPPrEeKqqqhi07dZ11v3+Bx/y0rRX2fDr6wMwZNC2HHLcqa3zwkpMqY7Yi5V3sF8gqYp07UNSL0r3jTE3l446nykvTuNPF476oqxXrxWYPXsOkvjNyb9i5KirAVh22WWQxPz5n/K9QduwcOFCpkyZ2lZdtyUUEZx2zp9Ye801GLrXTwBYb521eOSuG744ZvBuQ7nxHxfRo/vy3HfzFV+Un3LW+Xxn4Ob1BnqAbl278sm8+bz+5nT69unNf8ZPYO01++T2ekpZuQemvIP9RcAtwEqSzgZ2BzysKDBw62+x3767M2nyCzw1/n4A/u//zmXdddfi0EMPAODWW+/miitvBGCllVbk7ruuo6amhhlvv8PQA49qq65bC5gw6XnuuHcs/dbpy25DDwfgV4cMZdutm35pa/9Dj+e1N99i/vzPGLTrvow4+RgGbjGA0088imNOORt1EN26duHMk49p6ZdRFqrLfEab8p6yJ2l9YBDZpICxETGlmPMqKY1jxft0xqONH2QVp9OKa6vxoxq2z5o/LjrmXPfGLUvcXmvLdWQv6ULgxoio96KsmVl7UO45+7xn4zwDnCppmqTfS9os5/bMzJql3Gfj5BrsI+LKiNgR2Bx4GfidJF9NNLN2x8sltIx1gfWBvsALrdSmmVnRnMZZApJqR/IjgOeBARGxc55tmpk1R3VE0VtjJL0uabKkiZKeSmU9JY2RNDX97JHKJemilO6eJGnTgnqGpuOnShq6JK8v75H9a8BWEfFezu2YmS2RHNIz2y8W+04im5F4rqST0vMTgSFAv7RtAVwCbCGpJzAc2Izsu0pPS7o9Ij5oTmdyGdmn6ZYATwJ9JG1auOXRppnZkmiFC7S7AFemx1cCuxaUXxWZcUB3SasCPwDGRMT7KcCPAXZobuN5jeyPBYYB59exL4Dv5tSumVmzNCVnL2kYWYyrNSot9/JldXC/pABGpn0rR8RMgIiYKal27erVgbcKzp2eyuorb5Zcgn1E1P4ShkTEZ4X7JC2TR5tmZkuiKWmcwnW86jEwImakgD5G0osNHFvXF7SigfJmyXue/X+KLDMza1MRUfRWRF0z0s9ZZEvGbA68m9IzpJ+z0uHTgTUKTu8NzGigvFnyytmvImkAsKykTQry9dsBX727gplZG6smit4aIqmzpK61j4HBwHPA7UDtjJqhwG3p8e3A/mlWzpbARyndcx8wWFKPNHNncCprlrxy9j8ADiB7J7qgoHwu8Juc2jQza7YWnI2zMnCLsluMdQSui4h7JY0HRks6CHgTqL2LzN3AjsA0YD5wIEBEvC/pTGB8Om5ERLzf3E7luhCapN0i4p/NOdcLoVldvBCa1aUlFkIb1Htw0TFn7PQyaq54AAAI+0lEQVT7vRAagKR9I+IaoK+kYxffHxEX1HGamVmbKdVlEIqVVxqnc/rZJaf6zcxaVLkvl5DX1MuR6ecZedRvZtbSyv3mJXmvjXOepG6SOkkaK+k9Sfvm2aaZWXOU+6qXec+zHxwRHwM/JJszuh5wQs5tmpk1WbkH+7wXQuuUfu4IXJ+mEuXcpJlZ0+V9i9a2lnewvyN9TfhT4DBJvYDPGjnHzKzVleqIvVh536nqJGArYLOIWADMI1vhzcysXYkm/FeK8r7heCdgP2DblL55GPhbnm2amTVHdZTq3WWLk3ca5xKyvP3F6fl+qewXObdrZtYkztkvmW9FxEYFz/8t6dmc2zQzazLn7JdMtaR1ap9IWhuozrlNM7Mmc85+yZwAPCjp1fS8L2lFNzOz9qSmzNM4eY/sHwdG8uWtG0cCT+TcpplZk3lkv2SuAj4GzkzP9wau5st1nM3M2gXPxlky/Re7QPugL9CaWXvkNM6SmZBuswWApC3IUjtmZu2K0zhLZguyeyu+mZ73AaZImgxERGyYc/tmZkUp95F93sF+h5zrNzNrEaU6Yi9WrsE+It7Is34zs5ZSHeX9FaC8R/ZmZiXByyWYmVWAcl8uwcHezAyP7M3MKoJn45iZVQDPxjEzqwBeLsHMrAI4Z29mVgGcszczqwAe2ZuZVQDPszczqwAe2ZuZVQDPxjEzqwC+QGtmVgGcxjEzqwD+Bq2ZWQXwyN7MrAKUe85e5f5uVg4kDYuIUW3dD2tf/HdhTdGhrTtgRRnW1h2wdsl/F1Y0B3szswrgYG9mVgEc7EuD87JWF/9dWNF8gdbMrAJ4ZG9mVgEc7M3MKoCDfYmR1F3SYQXPV5N0c1v2yVqXpF9K2j89PkDSagX7/i5pg7brnbVXztmXGEl9gTsj4htt3BVrByQ9BBwfEU+1dV+sffPIvoVJ6itpiqRLJT0v6X5Jy0paR9K9kp6W9Kik9dPx60gaJ2m8pBGSPknlXSSNlfSMpMmSdklNnAusI2mipN+n9p5L5/xX0tcL+vKQpAGSOku6LLUxoaAua2Xp3+tFSVdKmiTpZknLSRqU/m0mp3+rpdPx50p6IR37h1R2uqTjJe0ObAZcm/4elk3/5ptJOlTSeQXtHiDpz+nxvpKeTOeMlFTVFr8La2UR4a0FN6AvsBDYOD0fDewLjAX6pbItgH+nx3cCe6fHvwQ+SY87At3S4xWBaYBS/c8t1t5z6fExwBnp8arAy+nxb4F90+PuwMtA57b+XVXilv69AhiYnl8GnAq8BayXyq4CjgZ6Ai/x5Sfw7unn6WSjeYCHgM0K6n+I7A2gFzCtoPwe4NvA14A7gE6p/GJg/7b+vXjLf/PIPh+vRcTE9Phpsv/BtwZukjQRGEkWjAG2Am5Kj68rqEPAbyVNAh4AVgdWbqTd0cAe6fGeBfUOBk5KbT8ELAP0afKrspbyVkQ8nh5fAwwi+5t5OZVdCWwLfAx8Bvxd0k+A+cU2EBGzgVclbSlpBaA/8HhqawAwPv09DALWboHXZO2cV73Mx+cFj6vJgvSHEbFxE+r4GdnobEBELJD0OlmQrldEvC1pjqQNgZ8Ch6RdAnaLiJea0L7lp6gLZRGxUNLmZAF5L+AI4LtNaOdGsjf9F4FbIiIkCbgyIk5uYp+txHlk3zo+Bl6TtAeAMhulfeOA3dLjvQrOWR6YlQL99sCaqXwu0LWBtm4Afg0sHxGTU9l9wJHpf3QkbbKkL8iWSB9JW6XHe5N9cusrad1Uth/wsKQuZP+Od5OldeoaLDT09/AvYNfUxo2pbCywu6SVACT1lLRmPedbGXGwbz0/Aw6S9CzwPFB7kfRo4FhJT5Kldj5K5dcCm0l6Kp37IkBEzAEel/ScpN/X0c7NZG8aowvKzgQ6AZPSxdwzW/SVWVNNAYamFF1P4I/AgWRpvslADfA3siB+ZzruYbJrMou7Avhb7QXawh0R8QHwArBmRDyZyl4gu0Zwf6p3DF+mFK2MeeplG5O0HPBp+oi9F9nFWs+WKVOeOmttxTn7tjcA+EtKsXwI/LyN+2NmZcgjezOzCuCcvZlZBXCwNzOrAA72ZmYVwMHe6iSpOk3ne07STWnWUHPr2k7SnenxjySd1MCxi6zq2YQ2Tpd0fLHlDdTzSUu0a9beONhbfT6NiI3TFMH/ka3b84X0xbAm//1ExO0RcW4Dh3QHmhzszaxhDvZWjEeBdfXlip4XA88Aa0gaLOmJtDrnTelbn0jaIa3u+Bjwk9qK0uqLf0mPV5Z0i6Rn07Y1i63qmY47Ia3YOUnSGQV1nSLpJUkPkK39UjRJtypbgfR5ScMW23d+ej1jJfVKZXWuWmpWKhzsrUGSOgJDgNqlF/oDV0XEJsA8sm9jfi8iNgWeIvs28DLApcDOwDbAKvVUfxHwcERsBGxK9s3ik4BX0qeKEyQNBvoBm5MtFzBA0raSBpB9U3gTsjeTbzXxpf08IgaQrRB5VFosDKAz8Ex6PQ8Dw1P5KODIdM7xZKtFmpUMf6nK6rNsWhURspH9P4DVgDciYlwq3xLYgGz5BoClgCeA9clWcZwKIOkaYJHRc/JdYH+AiKgGPpLUY7FjBqdtQnrehSz4dyVb3Gt+auP2Jr6+oyT9OD1eI9U5h2ypgtp1ZK4B/pU+rdSuWlp7/tJNbM+sTTnYW30+XXyVzhTo5hUWAWMiYu/FjtuYIld2LIKAcyJi5GJtHN3cNiRtB3wP2Coi5iu721N9K4oG2Sfgpq5aatauOI1jS2IcMLB2tUZld1xaj2zRtrUkrZOO27ue88cCh6ZzqyR146urON4H/LzgWsDqacXGR4AfK7s7U1eylFGxlgc+SIF+fbJPKLU6ALunx/sAj0VEQ6uWmpUEB3trtnSDjAOA69MKiuOA9SPiM7K0zV3pAu0b9VTxK2D7tNLj08DXF1/VMyLuJ7upyxPpuJuBrhHxDFm6ZSLwT7JUU31OlTS9dgPuBTqmPp+Z+l1rHvB1SU+TpZlGpPL6Vi01KwleG8fMrAJ4ZG9mVgEc7M3MKoCDvZlZBXCwNzOrAA72ZmYVwMHezKwCONibmVWA/weBYTNjURf2vAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.82      0.26      0.40      5283\n",
+      "          1       0.86      0.99      0.92     24717\n",
+      "\n",
+      "avg / total       0.86      0.86      0.83     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "SHr5r9HzLs4J"
+   },
+   "source": [
+    "### [5.1.6] Applying Random Forests on TFIDF W2V,<font color='red'> SET 4</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(49000, 50)"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tfw2v_train= np.array(tfidf_sent_vec_train)\n",
+    "tfw2v_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(21000, 50)"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tfw2v_cv= np.array(tfidf_sent_vec_cv)\n",
+    "tfw2v_cv.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(30000, 50)"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tfw2v_test= np.array(tfidf_sent_vec_test)\n",
+    "tfw2v_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "4pdwBBK6Ls4K"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+      "            max_depth=50, max_features='auto', max_leaf_nodes=None,\n",
+      "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+      "            min_samples_leaf=1, min_samples_split=2,\n",
+      "            min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=1,\n",
+      "            oob_score=False, random_state=None, verbose=0,\n",
+      "            warm_start=False)\n",
+      "The optimal value of max depth of base model is :  50\n",
+      "The optimal value of n_estimator is :  100\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Hyperparameter tuning\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [10,20,30,40,50,60]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "RFC = RandomForestClassifier()\n",
+    "model_tf_w2v = GridSearchCV(RFC, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_tf_w2v.fit(tfw2v_train, y_train)\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_tf_w2v.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model_tf_w2v.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_tf_w2v.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on cv data of TFIDF W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_tf_w2v.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_tf_w2v.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_tf_w2v.cv_results_['param_n_estimators']\n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_tf_w2v.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_tf_w2v.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Train Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[  277,  6511],\n",
+       "       [   10, 42202]], dtype=int64)"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_tf_w2v.predict(tfw2v_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix on Train Data of TFIDF W2V\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on Test Data of TFIDF W2V"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+       "            max_depth=50, max_features='auto', max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=-1,\n",
+       "            oob_score=False, random_state=None, verbose=0,\n",
+       "            warm_start=False)"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_tf_w2v = RandomForestClassifier(n_estimators=100, max_depth=50, n_jobs=-1)\n",
+    "clf_tf_w2v.fit(tfw2v_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of Train data and Test Data on optimal hyperparameters as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_tf_w2v.predict_proba(tfw2v_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_tf_w2v.predict_proba(tfw2v_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.5838076348512751\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_tf_w2v.predict(tfw2v_test)\n",
+    "pred_prob = clf_tf_w2v.predict_proba(tfw2v_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Test Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[    0,  5283],\n",
+       "       [    0, 24717]], dtype=int64)"
+      ]
+     },
+     "execution_count": 121,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1135: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.00      0.00      0.00      5283\n",
+      "          1       0.82      1.00      0.90     24717\n",
+      "\n",
+      "avg / total       0.68      0.82      0.74     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "SIn8pwLdLs4L"
+   },
+   "source": [
+    "## [5.2] Applying GBDT using XGBOOST"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "8YoGGV7hLs4L"
+   },
+   "source": [
+    "### [5.2.1] Applying XGBOOST on BOW,<font color='red'> SET 1</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "KAxKETrMLs4L",
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+      "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+      "       max_depth=9, min_child_weight=1, missing=None, n_estimators=500,\n",
+      "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+      "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+      "       silent=True, subsample=1)\n",
+      "The optimal value of max depth of base model is :  9\n",
+      "The optimal value of n_estimator is :  500\n",
+      "AUC value on Train data: 0.9256619165309254\n",
+      "AUC value on CV data: 0.9355473087186356\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit\n",
+    "from xgboost import XGBClassifier\n",
+    "\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [3,5,7,9,11,13]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "XGB = XGBClassifier(booster='gbtree')\n",
+    "model_xgb1 = GridSearchCV(XGB, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_xgb1.fit(bow_train, y_train)\n",
+    "\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_xgb1.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model_xgb1.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_xgb1.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)\n",
+    "print(\"AUC value on Train data:\", model_xgb1.best_score_)\n",
+    "print(\"AUC value on CV data:\",model_xgb1.score(bow_cv, y_cv) )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on cv data of BOW as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_xgb1.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_xgb1.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_xgb1.cv_results_['param_n_estimators']  \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_xgb1.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data of BOW as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_xgb1.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model_xgb1.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Train Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 5471,  1317],\n",
+       "       [   85, 42127]], dtype=int64)"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_xgb1.predict(bow_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on test data of BOW"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+       "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+       "       max_depth=9, min_child_weight=1, missing=None, n_estimators=500,\n",
+       "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+       "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+       "       silent=True, subsample=1)"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf = XGBClassifier(booster='gbtree',max_depth=9,n_estimators=500)\n",
+    "clf.fit(bow_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of Train data and Test Data on fpr(false positive rate) and tpr(true positive rate) as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf.predict_proba(bow_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf.predict_proba(bow_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.9326886392195504\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf.predict(bow_test)\n",
+    "pred_prob = clf.predict_proba(bow_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix on test data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 2828,  2455],\n",
+       "       [  466, 24251]], dtype=int64)"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix on test data of BOW\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.86      0.54      0.66      5283\n",
+      "          1       0.91      0.98      0.94     24717\n",
+      "\n",
+      "avg / total       0.90      0.90      0.89     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "u5_lHeZuLs4N"
+   },
+   "source": [
+    "### [5.2.2] Applying XGBOOST on TFIDF,<font color='red'> SET 2</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "94IpgcgPLs4N"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+      "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+      "       max_depth=11, min_child_weight=1, missing=None, n_estimators=500,\n",
+      "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+      "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+      "       silent=True, subsample=1)\n",
+      "The optimal value of max depth of base model is :  11\n",
+      "The optimal value of n_estimator is :  500\n",
+      "AUC value on Train data: 0.9303919471834154\n",
+      "AUC value on CV data: 0.9405556549883826\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Hyperparameter tuning\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [3,5,7,9,11,13]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "XGB = XGBClassifier(booster='gbtree')\n",
+    "model_xgb2 = GridSearchCV(XGB, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_xgb2.fit(tf_train, y_train)\n",
+    "\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_xgb2.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model_xgb2.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_xgb2.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)\n",
+    "print(\"AUC value on Train data:\", model_xgb2.best_score_)\n",
+    "print(\"AUC value on CV data:\",model_xgb2.score(tf_cv, y_cv) )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on cv data of TFIDF as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_xgb2.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_xgb2.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_xgb2.cv_results_['param_n_estimators']   \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_xgb2.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data of TFIDF as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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/oEw/Na9Wbw9KQEq13ocmaNuulAGxT1GC27YZp9z81vOX1Pb/jh76f2/GXuduBw4cp+zra/v/EROk05+B9/rbtTZcBjy2Q7l9KAPA7XLVKR+6ptVvXRfq0zydCtyvQ9l5wHMoA2PtshuAR3XZfz0FfvucW0e57mxTK78V8DeUQLRqvTd02PdCYO/WclKt/IGV5+pLp2vdsN7/hrJdE7Q5KME99XvZ4+kwdQ8leOuntfLv7LL/6v1kHSVj1bZdyh9CmULqCmCP2nPbV86L6pRV3+hy/uxd70eH87yfqV7an4lu19Mf1uqcCPxT6/FtlECDLTr07dRavW/08P7dDnwJeBawXZf3+GhKlpLq/k8ap/zWldfu9Er5Gyd4nbfqsK831I65jpLNpT59ySLgzylBF9XyH5ig/5P+PkgJ4qh+Zu+gTEO35TjHmkf5v8C7gWv7+IzNpwS6tI/zrdn8jPd5PZjKVC8X1+q+vIfPU9f/I1CCeKrlb2+dJ4tq5RYDf8/mU/vM6L3IxcXFxcXFxcWlLANvgIuLi4uLi4uLS7MWpj/wo708vY99LAWW9lF+b0o2hvaxftFDnckGfrSXrsEllF+UVufGvnAG3qv6H+Hf1uWPqN2WjoE14xwjKb9C7zpv/TSfD++v1V1F98GshWw+MPzlmWzjFN7Dv6sd87091NmD8uvijYMFwMIJ6jyczf9IX13+AHyZMrB8FOMMxgzzwqagi/ayrI+69cCPpARQ7NKlzn6UgIx2+fYg5fXAfl3qbc/YAIEbu71/lEG6cdsxzv5/UTs/Jnw/gefW+v9zaoOLlF/Q311r+/JZfp+fVmvnFcCeXcrPo/wKvv7+ThT48fla+bf10LYDKudB13sRmw/K9XpveSZj7y23Azt1KV+/hvd07a7UH9b731C2a4Ljv6LW3q9P9NmkDLKeU6lzN7Bbh3IH1fb9rj7atYAuwVv08X2ph/O8n8CPpFwr79WlznaUa1y7/G2t1+hO4IFd6i2kZOto11sH3GOCvuzVR7+3BL470ftWq/O1SvmegwBadXdt9bn62j1vgjqPZuz1fAOwskv5SX8fBJ5Qq7dZoEK317LP12LVZF/H2VyYZOAHm98Ds9NnpM/P3grGXhvvAh45QTteWNv/nd0+Qx3On77uRS4uLi4uLi4uLmWpp4SVJEmSBuG/so+pNjLz5sy8uY/yvwfeXNl0UETct4/29eszmflfE7TpR5SsDG33iYidZrBNAO8AfjeJ5fBOOxvH3ZTBhNum0M6ez4eIWEz543LbWuDZmXnLeHWyTGvxHEp66rYnRsS+41SZUhun6JOUP4C3HdfDXOnPYWzK+c9l96k8yMzvUwYdO04RQElN/yfACcD3gNURcXpEPD8ith6nzrDZv/L4lsxcPcX9vSgz/zDek5l5CfCVyqb2tAl/3npuvHo3UqaRaduO8sv78crf1a0d4+z/NZVNO1CyHUxU71OUX+S23Rf4t/ZKRGwLnMymqRWgvEaX99q2afLq2vrLM/OK8Qpn5gbgxZRpInoSEftTgoHavpyZx09ULzMvomREaTsoIh7V63Epg+oT3VtOoVw32rZm7DVypg3r/W9Y2wVA67r+V5VNVwF/lpl3dqvXutceRwn2g/L5e1WHostr61/qtW2ZuS7HmT5mCPxFZv56vCezTJ9Sfd+3obxG78zMs7rUu5vK9Y2SKeIh3RqSmZf11OJS9k7KFBjt+/sWwFN7rT8JL6MECbZ9OjM/OV5hgMz8NmWKpLYAXtvHMfv5PjiV87PrZ6SD6vu0Q0RsN27JhomII4GP1Taf0e0z0qPXsmnKHoB/yszTu1VoXW9PrmxaxKbptiRJkjRDDPyQJEnSMHjPLBzjy7X1B8zgsf6px3LfqK2PO7jbIF/OzN9McR/9nA9/AmxbWT85M381UaXMvI6StrptHmXwrFezcc6SmZcydk76XSlz0nfz3Nr6SR1LbX6sj1GyeazqofgiSrr6TwCXRMTzejnGgO1VeXz1FPd1bmb+oIdy362tX83YgZBe6033teEMxgY+9Xo9fBVlCpu2F0fEsa3HHwOqwVMfyMxTJ93CSYiI3SnZa9ouyMyvT1SvFUj4r30c6uWM/XvKW/uo+ylKJpS2J/RR9+97LFcPQnl2H8eYqmG9/w1ru9oeT8mw1fbuXgMoW/fcart7OadmJaBlhl0LfLaHcvXr6V3AhyZRb1rPhcz8LSX7UttMfi+tXwP+rsd6J1CmXWl7ZkQs7LHuVL4PzuT5eVVtfa+OpYbPvIjYu8NyUEQ8JSJOAn5ACRZtW0uZ5m7SImIBJZNU2x30fj2t3xufM5W2SJIkaWIGfkiSJGnQLs3MC6drZxGxTUTsGhF7Vf8wSgkOqGY9OGC6jllzTWb+rMeyF9XWR2Eg5qtTrN/v+fCg2vrn+qhbHzCq72s803rO9qAeuFEP7NgoIg6jzIve9qvMPLfXA7V+8X4YJcX7pxk7QD2eewAnRcRHImIo/4/Zald1MOSmKe7y2z2W+21t/XuZub5jybHqGUEmdW2IiK0iYpcO18O9KFMktPV0PczM24E/A9ZUNn80Ik5g7MDQ+cBfTqbNU/RAxv4q+ZQ+6n6+j7JHVx7/JjN/3mvFVuaEn1Q2PbjHqr/OzJ/2eIxLgern/r4RsaTH40zFsN7/hrVdVUfX1v+7z/rVQLT7tTLwVF1cW39bK2NWk323x0wk9evwua1MIBOZruvwoojYqX4dbl2Lq+2Yke+lEbEjYzNend0KOplQZt5KmWKmbSvg0B4P3c/3wfr5eUJEbNGx5NTVs33tOEPHmW7b0Tkr3y8oGVKeR5mWqW098P8y8/+meNxDKZmj2r7WOi8m1MpudnZl0z0jYpcptkeSJEldLJi4iCRJkjSjLphK5Yh4AHAsZdD+IEoa717MVGrnCbNNVNSnq6kP1Ey312TmiTN8jCm9n5Oof//aes9/4M7MX0XEajZNwVHf13im2sd+nUJJOd/+w/tTImLJOH94r2fe6CnbR1VmJvAd4DsREcD9KJ+vw4AjKFN8RIeqL6X8Avvt/R5zFtSvC/2mhq+rDw6Ppz7lUH1wq9d6PV0bIuIgyi+7H0p535b2eLyer4eZ+fOIeB3wkdamJcDfVIrcRpmi4q5e9zmNVtbWz+m1Ymb+NiJuBLbvVq41WH5wZdOlrQHcflQzOfQ6xVTPfamUP6z1eB5l8O7MPvfRr2G9/w1ru6qqAUA3Awv7PK+qARDzKMFdGwOSMvPSiDiHTVO3HQ5cHBEfA/67n+ClITKj1+HMvDsi7mLTFCm9Xof3oWQQeyTlOtxrYMFMfS+d9PeklrMYG9h3f8YO5o+nn+9KP6Rk4ti9tf4k4MKI+Ahwarfp0SZhTW291/83NMmFwEsy88fTsK/pOH+OqKyvBL45pRZJkiRpXAZ+SJIkadD+OJlKEbEf8GHgmEked6YGc+qDRt2sra3P1K8bZ9Ok3s8p1K/+AvfGzOwlQ0XVb9g0ELZjREQr8KGbqfaxL5l5a0R8iU2p2rcGng78V7VcKx33sZVNGyhZO6Zy7AR+1lrax9mxdfy/AO5Vq/LmiDiplXFgmNT/79vLr8S76fVzXj/OZOt1vTa0fkH7r5RsHJPR1/UwMz8aEY9g7PnW9vJpmO5psuq/JO7pV+218l0DP4DdGJs99TGUX11P1rIerzv99qU+ULpzn/UnY1jvf8Parqo9Ko+XMrVzCjqfx6+gZAZpBxHuRgnUe3tEXEcZfP8hZSqoC3o4Jwdtpq/D7brtwI+JrsNLgHex+VRQvZqp76X1TCX9Xp/rgTK9Zj7p+btSK8jm5ZRpGduv3X7APwP/HBFXUM7NM4EzepnSr4u+7q8NsIaSxeQySlDGVzPz9Gnc/6DOH0mSJE3CUKbhlSRJ0pzS0xz2VRFxIPAjJh/0ATP3XXjDDO23Kfp+P6dYf1nlcf1Xvb2oDgDNo7eBl6n2cTJ6me7lcYz9g/ppmVmfy37KMvP6zPx3SoadD9Seng+8crqPOQ3uqK1vOcX9TfZzPu3Xh4jYjTIYNtmgD5jc9fCv2Lw/X8rMz0yhHVO1rLbe7zWhlwHhiQJD+jWPsWn0xzPVvtRfm5kwrPe/YW1X1XRne9hsGpfMPI+SDahTdo+dgacC7wNWAZdHxAkRMcyDtMN0HV5CmQLslUz+++VMfS+d7utir+dqX9+VMvNrwGOB33d4ek/gWcCHKJlALo6IN01yuqKtauv17wfD6obMjA7L1pm5W2YemZmvm+agDxjc+SNJkqRJMPBDkiRJjRIR84HPMvbXyzcA7wf+lDINxQ7AVvU/jgK3z3qDNZsm8+vkTlOWDKPTgSsr60dFxPJamSlP89KPzFyXma8FTqs9NZWArBnRmnbk7sqmUUrt/hFg/8r6bcDHKNk4DqUEA20NzKtdD385xeO+j83/pnBUROw1xf1Op36vCb1cD2bi1+G9HHcm+qLhMd3nVcf3PzNXUa4LfwJ8Hrh+nPp7UKZwuiQinjHNbRtFJwAPrKzfTfmu+gLKVBm7Uu4782vX4a/PdkMZ4mtJZn4HuDclw9lXGD/I4F7APwK/iYij+jxMPdCu07R5Gt/Qnj+SJElyqhdJkiQ1z5OAQyrrZwFPmGiKj4jo9VfVapbVlEAfKOnx+1XN8LGByWUNmXGZuSEiPg28qbUpKAMj/wgQEcson422W4EvzVLzTmRssMf+4xUcsCuBfVuPdx1kQ6ZLRBwKPLGy6TfAMZl5eQ/Vl0zhuK+gTPdTtx3w2Yh4eGZOdTqdyVhdW18K9DP9Uy8Zf+r7e29mvrGPY0xWv9e3el/qr42Gy03Ajq3H52XmYTN1oMzcAHwV+GpEBHAf4EHAwylTF1WzfGwLnBwRt2Tmt2aqTU3Wmv7sFZVN1wNHZ2anzCp1k74O96HTdbEf9WvJTVNoy4Qysx0089lWsPfBwIMp5+eja+3ZFfh6RDwoM3/a4yHuUVu/YopNHnWNOn8kSZLmOjN+SJIkqWmeUFt/4URBHy274K/ORlF1DvntI6LfaRiqQQrXZ+ZksobMlm7TvfwZsKiy/oXMXDPzTQKgPtiydUQsnKVj9+P3lce7tAaUmq5+PXxNL0Efrb5PagqHiDiYku2j7RbgB5X1BwHHT2bf0+APtfV79lm/l/L1Y8xWoFO/fdmvtn7ddDVEM6J6Xt2zFZAx47K4MDM/npnPpQykPx44v1JsHmM/8xrrMZRpztre0mPQB8xOEOIfa+v1a8NE7jXB/mZMZq7PzPMz88TMfAYlOOpY4NJKsa0pGVd6tVvl8XrGZlPT5hp7/kiSJM1FBn5IkiSpaap/cLwsMy/qsd4DJy6iBjqvtn5ErxUj4gDGzl1e39dQaZ3rZ1c23Sci2r8Kn9VpXmo21Nbvav1id9hUB+Lm0/9A+jCqXg/Xs/m0O+M5GNiq34NFxDaU6SG2rGx+GfA04KrKtjdFxCCm/FlVWz+814oRcU9gwsCxzLwe+G1l08MiYjayqfbclw7lNwAXjFNumIPd5pKzKo+XUaYHmXWZuSEzvwkczdhguQMjYt/Oteb8OVQfCO8pM0orULWfwLHJvs716+ID+qxf//48sO9Kmbk2Mz9POT9vrjx1TET0ek+7d+XxrwaUnapJ6u/3VM+f+vnYNtevI5IkSdPCwA9JkiQ1TTXFcD/Tcjx7uhuiofDj2vqf9VH3uNr6T6bYltlQD+h4XmvA+kGVbb8Dzpy9Jo0ZRAG4ZhaP3Y9za+v3HUgrplf1enhHZq7vsd5kr4cfBA6orH88M09uBUM8m01BQAF8OiJ2meRxJuus2voz+6jbz7WjGmCzDHhKH3Un614RccjExaA1QF+dKuQXmXnrOMXvqq0PY7aeuaAetPWCQTSiLTNXA1+ubd57nOLVc2gunj/1qS96/W56HP1lopvU65yZf6RMA9Z2RETs3UvdiFjM2Gnk7mT8ILJZk5mXAWdUNi1k8ylcNhMR2wG7VzbVvxdocz8F7qisP6EVBDqh1r2oGihyaWbWs2a1eS+SJEmaBgZ+SJIkqWmqc03vHRFbTFQhIg5ndgbmNPu+ClQHNJ8VEROmoY6InYBXVzYlZU75YXcyUM2mcSzw/2plPtnPlDURsWdrMGSyXlRbP2MK+5pJ9WCYwzrjT60AAAAgAElEQVSWapbq9XBJREw4bUBE7AW8tN8DRcRzgOdXNl0I/Hl7JTO/D/x95fldgE/O1pQVrTZcxdjz79CIqE+Hs5mI2BZ4bR+H+kht/YSIWNJH/cl6S4/l3lZb/0yXsjfX1mdj6glt7svAtZX1l0TE/QbVmJZ6AMN4mZyq59BcPH9W19brU1tsJiKWAn/V53Gqr/OSXgffW6rfbwJ4a4/13kSZSqXtlCHK6NXr+VlVv+//oGMpbZSZa4EvVDYtBl7fY/X6tG+f7lLWe5EkSdI0MPBDkiRJTVOdrmEJ8JJuhSNiOWWwfH63cmqm1q/YP1HZtAj4TOtXqh21goU+CVSDHb6emb8dp8rQyMwbKcEubTsBb6gV+1Sfu30A8LuIeFu/ASAR8WJK8EnV5/s8/qxo/UK4OjXUwwbVlmn089p618GY1vv7Bcq1s2cRcS/gw5VNa4BnZuYdtaLHM3Yg7dHAX/dzrGnwwdr6v0fEHuMVjoh5wMcpgSo9yczzgVMrm/YHvtgKIOlZRDymW9s6eHpEvGCCfT6DsVM/3cHYa2TdxbX1R/TRnlkTESdGRFaW9wy6TdMpM9cA76psWgh8NSLqGZW6ioiDIuLIDtsfEREP7WM/C4GnVzZtYGzWiKrqOXRIawqTuaTf6/AiSjDWnn0ep/5ZPaqPuh9hbEaFF0ZE1yxHEfFI4C9rmz/QxzF7FhFP6TWjUav89sBjK5tuobdsYw+vrX+712POcfX3/W8jout3qIh4HmOzi93N5kGTVY24F0mSJA07Az8kSZLUNF+srf9LRLwiIhZUN0bE/Ig4ljJ9x76UX5KtnaU2DqvtI2LvSS6LBt34Lt4OXFVZPwL4QSvTyxgRcR9KSv3qgMFtVDIXNEB9updqOuwfTjKAZSnwDuDqiPhcRPxJtyCQiDg0Ij4DfKz21GmZ+b+TOP5sqQbNHN4tQKghTgWq07u8MSLeHhFbVQtF8RjK9fBwYB2b/7q2o9Zn//OUX/m2vTYzf1kv25pq5jjghsrmd0bEA3s51nTIzC8ydtqMPYAfRsRj62UjYh/KOfGM1qb6L/e7eRlwRWX90cD5EfH8iNiyU4XW+3BQRLw5In4J/C+9/6q53baPR8Tx9V/7R8RWEfEmyi+qq1lW3paZ13XZ74/YNEUPwD9ExBsi4vCI2Ld2H5iNrCZz2QeAb1bW9wLOjYi3tLJUdRQRu0fEyyLiNOAXwIM7FLs/5b54XkS8sVtmrIg4EPgGcJ/K5tO6TNFQDfZaCHw9Ip4eEQd2+C4xaxmAZtFpjL2ePiMiPhwRy+oFW9fCHwDtTETX93GcenaKj7be9xURsU/tdR5zD8jMaxibCSiAT7UCPuvXkoUR8RrgK4z9fvGhzJypqVGOAS6IiDNa3+m7Bes9ADidEvjadnKPU50dXXm8qpUlShPIzPMYG/y5JeVz/spWkNhGEbE4Io4H/rO2m7dk5tVdDuO9SJIkaRosmLiIJEmSNDwy88yI+CbwuNamhcCHgHdExP9R/vi+I2Vws/qr05dTftU94dQwI+wdrWUyHgr8cBrbMm0y86aIeDZloKqdknwFcHZEXAT8ijI4vh9waK36euDFmXnpbLV3GnwTuA7YucNz9aCQfm1JyeBxLJARcTFwJWVwKiifqfsC9+hQ92LguVM8/kz7DJt+wbyQch35wvjFh1tm/i4iPgq8orUpgL8D/iIizqK8b8uAlYx9z95Cea+W9nCY9zL2c3NyZn68S5uuipKVoh1kswD4XESsyMx+Aium4sXAj4HdWut7Ad+MiN8DPwPuBPahpP1vD0S3g1smnBoGIDOvi4gnUz6P7Wwh+1Kya3w0Is4HrqZk3FhC+bzel7EBNP14b6tfe1GmaXh9RPwE+COwA3Akm2dy+Tbw/gn6cVVE/A+bsjssBcbLpvEa4MRJtV4TyswNEXEc8C1KACOU8+WdwPERcSFwKeV7ztaU6/F96CNbDeVasBL454i4kRIocj3lPN22tb/9a3Vup/tUSJ8A3symc/uBjH9dXUIJthwZmXlrRJwAvLuy+eXA81rX4Wso/b4f5brT9u+UrB+9XnPOiohz2TRdyW6tfXTyJOBrtW3vAR7Seg7K9+F3AH/dupZcRzmnHkC5b1SdzebZP2bCw1vLhyLiWsqUYjdSrtnbUV7D5bU611DOv66iTIX2gMqmblNgaXNvpJx77aDqxZQMW//Q+v/XjZT73JGMnR4IShDRe7vt3HuRJEnS9DDwQ5IkSU30HOC7QDUt9E7AEzuUXU/5dfrJETHuYKWaLTO/HxHHUDIgVAMiDmgtndwGPDszvzLT7ZtOmbkuIj4LvK721BomF8RwHSWbQH2gJ+j++lV9GXh5Zl47iePPmsz8aUT8DDi4telpNDjwo+UvKAO1x1S2LQUeM075d2XmuyNiwiCdiPhT4FWVTb+lZLroKjO/FhHvZ9M5ujcl8O7p41aaRpl5Wet68B1g98pTe7eWutOBFwGn9Hmc8yPiMErQyIMqTy1k7ADjeO6mDLj3YjXweEqfdgO2Yex7Xvcd4Ck9/gr+lZSglZU9tmUQ6llUZiuIaFZl5uooUyh8gBLo0w5MCuCg1jKRXl+b7Zl4yqtrKOdRfRqGjTLz2lbw5WeYfGBT0/0z5b2pTrO0NWMzTFR9mjJ4feo4z4/nOEqw2T37bWArsOipwEeBF9ba+cguVb9J56m9ZtquTJwR6WLgiZnZS+aUp7Ap8/U64HNTaNuck5l3RMTRlPvk4ypPLWP87xsA/wW8NDM3dCnT1oR7kSRJ0lBzqhdJkiQ1TmbeSBlkey/ll6idrKX82vHIzPzQbLVNg5OZP6EMgL+LEswwnpspv5Ldr2lBHxWdMnt8OTN7mr6jKjN/QAmWeRxlsPGnjE23PZ7bKQMnj8zMpwx70EdF9VeiT+6Ujr9JMvMuytRFb6b84raTDcAZwGMy82962W9ELAf+o7LpbuDYzLylx6b9NXBeZf1pEfGK8QpPt8z8FWUg9sOMH1xxGeVX7I+d7KBmZl6ZmQ+m/Ir+e0w8pdgaSiaO1wC7ZeaFfRzrQko2o48At45T7CpKsM5jMnNNj/v9IyVLw3GUQKhfA7cwdhqhQasG0qxh82mmRkZm3pWZL6UEt36O8l50swE4BzgeuNc4GXn+A3gBZbq8bvfHtstb+7t3Zp7dQ5u/QgkSfCslMLed7WZOyOL5lMC4K7sUPQc4LjOfm5nrJnGc31DOi5dSAi4vpVwLerlnk5nrMvNFlICUH0xQbxXwtMx8fGbOdJaWv6cM+n+d3gKXLgLeABycmZf0eIxqsMsXW9PfqA+ZeVtmPp4SxLmqS9ENlPPrEZn5ol7P9YbciyRJkoZaZOag2yBJkiRNWkQspsxnfy9KKu0bKAMOP+nxF4AaQRERlJTUB1KywcyjTIlwCeXc6HvAZS5pfa7uTQmk2Yny2dpA+QP89cAvgYt6zCYwVCJiK8qg5o6tTa/JzJFIGR4Riyhp1g+iZP1YTfnF/tmZedUg2zZIEbENZaBzL0qmjGvYdC2Y1j+KtI51JGUKhx0o2T9uA66lDFZelJl397CfwyiDxG1jztPWcR5WOc4fKdNa/Xi6+zRoEdHuXzv7xfsz8y8G2KRZFRHzKfez/SnXrcWUwLsbKAOjF/YRkNXe576Ua/xelGvFAsp5eg1lOqSLR+08mi0RsYDyfh1C+WzeSnldL+gjSGFWtD5bD6VMBbYd5R5/LeXaOJB7Ruv7W/v7x3LKFERBeR2vpLyOv+tzn/cFfl7ZdGRmnjU9LZ67ImJ3yv1uV8r7dBPlXD8zM28YZNskSZLmKgM/JEmSJElzSkT8DXBCa/Vi4MAe05BLs2KiwI+5JCKeAnyptXonsK+/1pfUq4j4KPCS1ur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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_xgb2.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model_xgb2.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 6048,   740],\n",
+       "       [   39, 42173]], dtype=int64)"
+      ]
+     },
+     "execution_count": 157,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_xgb2.predict(tf_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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PRASjHxvDUw9X/XtpxejevRv77rsHw4ad02zeBx54lMGD9+bVV59kwYKFDB16eju0sMK0Uc8+Il4GtmsgvcF4m2bUnNTIuWuBaxtIHwe0aH6t8hzXk7RdRIxvzbWVPIxjrffynCmlboJ1QIsWvVXcWHET5p93ZNExZ5ULR65wfe0t72GcyyT9S9JFkvrlXJeZWeu13TBOh5RrsI+IvYG9gPeAEenrvefmWaeZWau0YJ59Ocr9S1UR8U5EXAF8l2zO/XnNXGJm1u7ymHrZkeR6g1bS54AjgMOA2cBI4LQ86zQza5Uy7bEXK+/ZOH8G/goMiohmJ/2bmZWMg33rRcTAPMs3M2szfnhJy0m6NSIOlzSBZddsENm0Un+n38w6FD+DtnW+n/4+KKfyzczaVoUH+1xm40RE/Spm34uIqYUb6avAZmYdShutZ99R5T318ksNpO2fc51mZi1X4fPs8xqzP5GsB/+ZtBhQvdWAp/Oo08xshZRpEC9WXmP2N5OtwvYz4OyC9I8KVm0zM+sworY8h2eKlUuwj4h5wDzgKABJ6wLdgFUlrRoRb+VRr5lZq7ln33rpsYSXAb3InsW4MfAa4EXRzKxDqfSpl3nfoL0YGAi8ERGbAPviMXsz64gq/AZt3sF+cUTMBmok1UTEY8C2OddpZtZydS3YylDea+N8IGlV4AngJkmzgCU512lm1mKxpEyjeJHy7tkfDCwEfgg8QPasxC/nXKeZWcu5Z996ETG/4PC6POsyM1sRlX6DNu/ZOB+x7EJokE3JHAecFhFv5lm/mVnRyrTHXqy8x+wvA2aQfclKwJHA+sDrZE9M3yvn+s3MilLpPfu8x+wHR8TVEfFRRHwYESOAAyLiFmDNnOs2MytehY/Z5x3s6yQdLqkmbYcXnKvst1EzKyuxpPitHOUd7I8BjiP79uy7af9YSd2BYTnXbWZWtKgrfitHec/GeZPGp1o+lWfdZmYtUqZBvFiNBntJd9LEUEtEHNpc4ZI2B64C1ouIrSVtA3wlIi5uTWPNzPJSrj32YjXVs/9dG5T/R+AM4GqAiHhZ0s1ka+aYmXUYVRvsI+KR+n1JXYGNImJyC8tfOSLGSCpMK9PbG2ZWyaJWzWcqY83eoJV0IDABeDgdb5uGeIrxvqTPkoaDJB0GzGz6EjOz9ucbtHAhsDPwGEBEvChp0yLLPwkYAWwpaTowhWyGjplZhxJ1ld2zLybYL46ID5Ybiil2jvx04M9kbxQ9gQ+BIWRvIGZmHUa59tiLVcw8+9fSl6FqJG0i6dfA6CLLv4ts6uVismUTPgbmN3mFmVkJRKjorSmSNpT0mKTXJE2U9P3lzp8uKSStnY4l6QpJkyW9LGlAQd4hkialbUhB+vaSJqRrrtByvfGGFNOzHwacRzYL9U7gQeBHRVwH0CciBheZ18ysZNqwZ7+EbKHHFyStBjwv6eGIeFXShsCXgMLncO8PbJa2ncmmq+8sqScwHNiBbDTleUl3R8TclGcoWcf7PmAwcH9TjWq2Zx8R8yPiLGA3YJeIOCsiFhT5op+R9Pki85qZlUxdrYremhIRMyPihbT/Edlzt3un05cDZ7LsUPjBwPWRGQ30kLQBsB/wcETMSQH+YWBwOrd6RDwbEQFcDxzS3OsrZjbOAEnjgTeASZKeL/yY0Yzdyd6NXk8fTyZIernIa83M2k3UqehN0lBJ4wq2oQ2VKakvsB3wnKSvANMj4qXlsvUG3i44npbSmkqf1kB6k4oZxvkz8IP0/Fgk7ZXS+hdx7f5F5DEzK7mWzMZJK/iOaCpPeiTr34AfkA3t/BgY1FDWhqpoRXqTign28+sDPUBEjJL0cRHXERFTi8lnZlZq0Ybr8ErqQhbob4qIO9Jw9ibAS+leah/gBUk7kfXMNyy4vA/ZhJZpLPvMjz7AqJTep4H8TWp0GEfSNmktm+ck/V7S7pJ2k3QFac69mVmlaMkwTlPSzJhrgNci4jKAiJgQEetGRN+I6EsWsAdExDvA3cDxaVbOQGBeRMwkmwwzSNKaktYk+1TwYDr3kaSBqa7jyWY+Nqmpnv3vlzvepvDn0lzBZmblpLkplS2wG9ly7hMkvZjSfhQR9zWS/z7gAGAysAD4ZtaemCPpImBsyndhRMxJ+ycCfwG6k83CaXImDjS9Ns4ezV1sZlYpattobZyIeIqGx9UL8/Qt2A+y1QYaynct2SNcl08fB2zdknYVtZ69pP2AfkC3gsp+2pKKzMw6sjbs2XdIzQZ7SVcCPYA9yWbhfI3iv0FrZlYWKn1tnGKWS9g9Io4GZkfE/5F9w6tPM9eYmZWViOK3clTMMM7C9PciSesDs4G+ubXIzKwEKr1nX0ywv19SD+BXwItALXBdrq0yM2tntXXFDHSUr2aDfUScn3Zvk3QP2VSfTfJslJlZeyvX4ZliFTUbp15ELAQWprmjG+XTJDOz9ldX7bNxGlHZPxUzqzpVP/WyERX+gcfMqk3VDuOkh4o39PIFrJVbi5IX3p+cdxVWhhbOeLLUTbAKVc3DOL9r5Tkzs7JTtbNxIuKR9myImVkpVfgoTqvH7M3MKko1D+OYmVUNz8ZJJK0UEZ/k2Rgzs1KpK3UDclbMA8d3kjQBmJSO+0v6be4tMzNrR4GK3spRMbefrwAOIlsAjfRk9L3zbJSZWXtbEip6K0fFDOPURMTU9JDcerU5tcfMrCTKtcderGKC/dvpCeghqRNwMvBGvs0yM2tflT5mX0ywP5FsKGcj4F3gnynNzKxiVH3PPiJmAUe2Q1vMzEqm6nv2kv5IA18ui4ihubTIzKwEaqu9Z082bFOvG/BV4O18mmNmVhoV/lTCooZxbik8lnQD8HBuLTIzK4E69+z/xybAxm3dEDOzUqr6hdAkzeXTn0MNMAc4O89GmZm1t6q+Qavsm1T9gekpqS6i0p/nYmbVqE6VPYzT5HIJKbDfGRG1aXOgN7OKVNuCrRwVszbOGEkDcm+JmVkJ1an4rRw19QzazhGxBNgd+H+S/g3MJ3sGbUSE3wDMrGJU82ycMcAA4JB2aouZWclU+hh1U8FeABHx73Zqi5lZyZTr8Eyxmgr260g6tbGTEXFZDu0xMyuJtpx6KelasueAzIqIrQvSTwaGAUuAeyPizJR+DnAC2f3fUyLiwZQ+GPgN0An4U0T8PKVvAowEegIvAMdFxH+balNTN2g7AasCqzWymZlVjFoVvxXhL8DgwgRJewMHA9tERD/gVyl9K7LFJvula66U1CktKf97YH9gK+ColBfgEuDyiNgMmEv2RtGkpnr2MyPiwqJelplZmWvLnn1EPCGp73LJJwI/r3+Wd1pRGLI3gJEpfYqkycBO6dzkiHgTQNJI4GBJrwH7AEenPNcB5wNXNdWmpnr2FT6CZWb2qboWbJKGShpXsBWzCvDmwB6SnpP0uKQdU3pvll1cclpKayx9LeCDNFuyML1JTfXs9y2i8WZmFaElj5aNiBHAiBZW0RlYExgI7AjcKukzNNyxDhrujEcT+ZutvEERMae5i83MKkU7rI0zDbgjrUQwRlIdsHZK37AgXx9gRtpvKP19oEfBd6EK8zeqmG/QmplVvHZYLuHvZGPtSNoc6EoWuO8GjpS0UpplsxnZ95zGAptJ2kRSV7KbuHenN4vHgMNSuUOAu5qrvDVLHJuZVZy2nGcv6a/AXsDakqYBw4FrgWslvQL8FxiSAvdESbcCr5JNyTwpImpTOcOAB8lmR14bERNTFWcBIyVdDIwHrmm2TR11bbPOXXt3zIZZSS2c8WSpm2AdUJe1P7PCofryjY4tOub88K0by24Ci3v2ZmZU+Xr2ZmbVotKHEhzszcyo7rVxzMyqRrk+lKRYDvZmZkBdhQ/kONibmeEbtGZmVaGy+/UO9mZmgHv2ZmZVYYkqu2/vYG9mhodxzMyqgodxzMyqgKdemplVgcoO9Q72ZmaAh3HMzKpCbYX37R3szcxwz97MrCqEe/ZmZpXPPXtrVyuttBKjHv0bXVdaic6dO3HHHfdywYWXsvdeu3HJJf9H165deOGFCfy/oadRW1vpi7JWj9raWo444RTWXWdtrvzlBZx1/iVM/NckOnfuzNZbbc7wM0+hS+fOvDn1bf7vJ5fx6huTOWXoEL55dPbM6SlTp3H6eT9bWt60GTMZ9u3jOO6Ir/LbEdfz6FPPUqMaeq65Bj/58Wmsu85apXqpHValT730M2g7oFVWWZn58xfQuXNnnhh1J6edfgE333QVgwYfwaRJb3L+8NOZOnUaf/7LyFI3td1V6jNorxt5BxP/NYmP5y/gyl9ewBPPjGGPXXYE4MzzL2H7bbfmyK8exOy5HzDjnXd59IlnWX21VZcG+0K1tbXsc8hx/PWPl9Nr/fX4eP58Vl1lFQBuvO0u/j3lLYafeXK7vr68tcUzaE/se3jRMeeq/9xado86qSl1A+x/zZ+/AIAuXTrTuUsXamtr+eSTT5g06U0A/vnPJzj0qweUsonWht6Z9R5PPDOGr315v6Vpe+66E5KQxOc/twXvznofgLXW7MHnP7cFnTs3/qF89LgX2bD3BvRafz2ApYEeYOHCRajswlT7WEIUvZWjXIO9MsdKOi8dbyRppzzrrAQ1NTWMG/sQM6e/zCOPPMGYsePp0qUL2w/YBoBDDz2QPhv2KnErra1c8purOfV7JyD973/HxUuW8I8HH2H3nXcourz7H3mcA774hWXSfnP1X9j3q8dx70OPMezbx61wmytRtOBPOcq7Z38lsAtwVDr+CPh9Y5klDZU0TtK4urr5OTet46qrq2OHHQex8SY7sOMO29Gv3xYcc+z3uPRX5/Ps0/fw8cfzWbLE4/WVYNTTz9FzzR7023KzBs9f/Kvfs33/rdl+262LKm/x4sWMeuo5Bu2zxzLp3//ON3jkzhs4cNDe3Py3f6xwuytRXQu2cpR3sN85Ik4CFgFExFyga2OZI2JEROwQETvU1KzSWLaqMW/ehzz+xDPsN2gvRj/3PHvtcyi77HYQTz45msmTp5S6edYGxr/8KqOeGs2grw3hjOE/Z8zzL3HWBb8A4Mprb2LuB/M485ShRZf35OhxfG7zz7J2zzUbPH/goL3456in26TtlcY9+xWzWFIn0rITktahfN8Y28Xaa/dkjTVWB6Bbt27su88evP76v1knzZ7o2rUrZ5x+EiNG3FDKZlob+eGJ3+SRv9/IQ3+7jl9ecDY7bd+fS4afye13P8DTzz3PLy44i5qa4v+b3vfwKA740l7LpE19e/rS/ceeHM0mG/dpq+ZXlErv2ec99fIK4E5gXUk/AQ4Dzs25zrK2wQbrce01v6ZTpxpqamq4/fZ/cO99/+SSn53LAQd+kZqaGq6++noec++sol30q9+ywXrrcszQUwH44hd25cRvHcP7s+dwxAmn8PH8BdTU1HDjrX/nrpuuZtVVVmHhokU8O3Y8w888ZZmyLr/qz/znrWmoRvRaf13OO6OyZuK0ldoOOjOxreQ+9VLSlsC+gIBHIuK1Yq6r5qmX1rhKnXppK6Ytpl4evfFXi445N0+9s+zmNOXas5f0G+CWiGj0pqyZWUdQrmPxxcp7zP4F4FxJkyX9UlLx88fMzNpRpY/Z5xrsI+K6iDgA2Al4A7hE0qQ86zQza406ouitHLXX2jibAlsCfYFX26lOM7OiVfowTt5j9pcAhwL/Bm4FLoqID/Ks08ysNSp9Nk7ePfspwC4R8X7O9ZiZrZByHZ4pVi5j9mm6JcAYYCNJAwq3POo0M1sRbXmDVtIPJU2U9Iqkv0rqJmkTSc9JmiTpFkldU96V0vHkdL5vQTnnpPTXJe3XWH3FyKtnfyowFLi0gXMB7JNTvWZmrdJWY/aSegOnAFtFxEJJtwJHAgcAl0fESEl/AE4Arkp/z42ITSUdCVwCHCFpq3RdP6AX8E9Jm0dEqxbGyiXYR0T9Yh77R8SiwnOSuuVRp5nZimjjYZzOQHdJi4GVgZlkndyj0/nrgPPJgv3BaR/gduB3kpTSR0bEJ8AUSZPJZjY+25oG5T3P/pki08zMSioiit4KV+hN29CCcqYDvwLeIgvy84DngQ8iYknKNg3onfZ7A2+na5ek/GsVpjdwTYvl0rOXtD5Zo7pL2o5sqQSA1cne5czMOpQULyBmAAAJ8UlEQVTaFvTsI2IEMKKhc5LWJOuVbwJ8ANwG7N9QMfWXNHKusfRWyWvMfj/gG0Af4LKC9I+AH+VUp5lZq7XhMM4XgSkR8R6ApDuAXYEekjqn3nsfYEbKPw3YEJgmqTOwBjCnIL1e4TUtlteY/XXAdZK+FhF/y6MOM7O21IaLQr4FDJS0MrCQbCHIccBjZCv/jgSGAHel/Hen42fT+UcjIiTdDdws6TKyG7Sbkc1wbJW8hnGOjYgbgb6STl3+fERc1sBlZmYl01Y9+4h4TtLtZGuDLQHGkw353AuMlHRxSrsmXXINcEO6ATuHbAYOETExzeR5NZVzUmtn4kB+wzj1j5laNafyzczaVFsulxARw4HhyyW/STabZvm8i4CvN1LOT4CftEWb8hrGuTr9fUEe5ZuZtbVKXy4h16mXkn4haXVJXSQ9Iul9ScfmWaeZWWtU+qqXec+zHxQRHwIHkd1Z3hw4I+c6zcxarNKDfd4LoXVJfx8A/DUi5mRfDDMz61jyfkRrqeUd7P8h6V9k04++J2kdYFEz15iZtbty7bEXK+8nVZ0N7ALsEBGLgflk3ywzM+tQogV/ylHeDy/pAhwH7JmGbx4H/pBnnWZmrVEb5fp02eLkPYxzFdm4/ZXp+LiU9u2c6zUzaxGP2a+YHSOif8Hxo5JeyrlOM7MW85j9iqmV9Nn6A0mfAVr9dV8zs7x4zH7FnAE8JunNdNwX+GbOdZqZtVhdhQ/j5N2zfxq4mk8f3Xg1rXzKiplZntyzXzHXAx8CF6Xjo4AbaGTRHzOzUvFsnBWzxXI3aB/zDVoz64g8jLNixksaWH8gaWeyoR0zsw7FwzgrZmfgeElvpeONgNckTQAiIrbJuX4zs6JUes8+72A/OOfyzczaRLn22IuVa7CPiKl5lm9m1lZqW//Ev7KQd8/ezKwseLkEM7MqUOnLJTjYm5nhnr2ZWVXwbBwzsyrg2ThmZlXAyyWYmVUBj9mbmVUBj9mbmVUB9+zNzKqA59mbmVUB9+zNzKqAZ+OYmVUB36A1M6sCHsYxM6sC/gatmVkVcM/ezKwKVPqYvSr93awSSBoaESNK3Q7rWPx7YS1RU+oGWFGGlroB1iH598KK5mBvZlYFHOzNzKqAg3158LisNcS/F1Y036A1M6sC7tmbmVUBB3szsyrgYF9mJPWQ9L2C416Sbi9lm6x9SfqupOPT/jck9So49ydJW5WuddZRecy+zEjqC9wTEVuXuCnWAUgaBZweEeNK3Rbr2Nyzb2OS+kp6TdIfJU2U9JCk7pI+K+kBSc9LelLSlin/ZyWNljRW0oWSPk7pq0p6RNILkiZIOjhV8XPgs5JelPTLVN8r6ZrnJPUraMsoSdtLWkXStamO8QVlWTtL/17/knSdpJcl3S5pZUn7pn+bCenfaqWU/+eSXk15f5XSzpd0uqTDgB2Am9LvQ/f0b76DpBMl/aKg3m9I+m3aP1bSmHTN1ZI6leJnYe0sIry14Qb0BZYA26bjW4FjgUeAzVLazsCjaf8e4Ki0/13g47TfGVg97a8NTAaUyn9lufpeSfs/BC5I+xsAb6T9nwLHpv0ewBvAKqX+WVXjlv69AtgtHV8LnAu8DWye0q4HfgD0BF7n00/gPdLf55P15gFGATsUlD+K7A1gHWByQfr9wO7A54B/AF1S+pXA8aX+uXjLf3PPPh9TIuLFtP882X/wXYHbJL0IXE0WjAF2AW5L+zcXlCHgp5JeBv4J9AbWa6beW4Gvp/3DC8odBJyd6h4FdAM2avGrsrbydkQ8nfZvBPYl+515I6VdB+wJfAgsAv4k6VBgQbEVRMR7wJuSBkpaC9gCeDrVtT0wNv0+7At8pg1ek3VwXvUyH58U7NeSBekPImLbFpRxDFnvbPuIWCzpP2RBulERMV3SbEnbAEcA30mnBHwtIl5vQf2Wn6JulEXEEkk7kQXkI4FhwD4tqOcWsjf9fwF3RkRIEnBdRJzTwjZbmXPPvn18CEyR9HUAZfqnc6OBr6X9IwuuWQOYlQL93sDGKf0jYLUm6hoJnAmsERETUtqDwMnpPzqStlvRF2QrZCNJu6T9o8g+ufWVtGlKOw54XNKqZP+O95EN6zTUWWjq9+EO4JBUxy0p7RHgMEnrAkjqKWnjRq63CuJg336OAU6Q9BIwEai/SfoD4FRJY8iGdual9JuAHSSNS9f+CyAiZgNPS3pF0i8bqOd2sjeNWwvSLgK6AC+nm7kXtekrs5Z6DRiShuh6ApcD3yQb5psA1AF/IAvi96R8j5Pdk1neX4A/1N+gLTwREXOBV4GNI2JMSnuV7B7BQ6nch/l0SNEqmKdelpiklYGF6SP2kWQ3az1bpkJ56qyVisfsS2974HdpiOUD4Fslbo+ZVSD37M3MqoDH7M3MqoCDvZlZFXCwNzOrAg721iBJtWk63yuSbkuzhlpb1l6S7kn7X5F0dhN5l1nVswV1nC/p9GLTmyjn47ao16yjcbC3xiyMiG3TFMH/kq3bs1T6YliLf38i4u6I+HkTWXoALQ72ZtY0B3srxpPApvp0Rc8rgReADSUNkvRsWp3ztvStTyQNTqs7PgUcWl9QWn3xd2l/PUl3Snopbbuy3KqeKd8ZacXOlyVdUFDWjyW9LumfZGu/FE3S35WtQDpR0tDlzl2aXs8jktZJaQ2uWmpWLhzsrUmSOgP7A/VLL2wBXB8R2wHzyb6N+cWIGACMI/s2cDfgj8CXgT2A9Rsp/grg8YjoDwwg+2bx2cC/06eKMyQNAjYDdiJbLmB7SXtK2p7sm8Lbkb2Z7NjCl/atiNiebIXIU9JiYQCrAC+k1/M4MDyljwBOTtecTrZapFnZ8JeqrDHd06qIkPXsrwF6AVMjYnRKHwhsRbZ8A0BX4FlgS7JVHCcBSLoRWKb3nOwDHA8QEbXAPElrLpdnUNrGp+NVyYL/amSLey1Iddzdwtd3iqSvpv0NU5mzyZYqqF9H5kbgjvRppX7V0vrrV2phfWYl5WBvjVm4/CqdKdDNL0wCHo6Io5bLty1FruxYBAE/i4irl6vjB62tQ9JewBeBXSJigbKnPTW2omiQfQJu6aqlZh2Kh3FsRYwGdqtfrVHZE5c2J1u0bRNJn035jmrk+keAE9O1nSStzv+u4vgg8K2CewG904qNTwBfVfZ0ptXIhoyKtQYwNwX6Lck+odSrAQ5L+0cDT0VEU6uWmpUFB3trtfSAjG8Af00rKI4GtoyIRWTDNvemG7RTGyni+8DeaaXH54F+y6/qGREPkT3U5dmU73ZgtYh4gWy45UXgb2RDTY05V9K0+g14AOic2nxRane9+UA/Sc+TDTNdmNIbW7XUrCx4bRwzsyrgnr2ZWRVwsDczqwIO9mZmVcDB3sysCjjYm5lVAQd7M7Mq4GBvZlYF/j/N5S6/cnIoRQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on Test Data of TFIDF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+       "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+       "       max_depth=11, min_child_weight=1, missing=None, n_estimators=500,\n",
+       "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+       "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+       "       silent=True, subsample=1)"
+      ]
+     },
+     "execution_count": 159,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_2 = XGBClassifier(booster='gbtree',max_depth=11,n_estimators=500)\n",
+    "clf_2.fit(tf_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of Train data and Test Data on fpr(false positive rate) and tpr(true positive rate) as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_2.predict_proba(tf_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_2.predict_proba(tf_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.9380152357432684\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_2.predict(tf_test)\n",
+    "pred_prob = clf_2.predict_proba(tf_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Test DATA as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 2853,  2430],\n",
+       "       [  441, 24276]], dtype=int64)"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.87      0.54      0.67      5283\n",
+      "          1       0.91      0.98      0.94     24717\n",
+      "\n",
+      "avg / total       0.90      0.90      0.90     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "3b6-rEyILs4O"
+   },
+   "source": [
+    "### [5.2.3] Applying XGBOOST on AVG W2V,<font color='red'> SET 3</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(49000, 50)\n",
+      "(21000, 50)\n",
+      "(30000, 50)\n"
+     ]
+    }
+   ],
+   "source": [
+    "avgw2v_train= np.array(sent_vectors_train)\n",
+    "print(avgw2v_train.shape)\n",
+    "avgw2v_cv= np.array(sent_vectors_cv)\n",
+    "print(avgw2v_cv.shape)\n",
+    "avgw2v_test= np.array(sent_vectors_test)\n",
+    "print(avgw2v_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "3VJr_CE5Ls4P"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+      "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+      "       max_depth=13, min_child_weight=1, missing=None, n_estimators=500,\n",
+      "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+      "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+      "       silent=True, subsample=1)\n",
+      "The optimal value of max depth of base model is :  13\n",
+      "The optimal value of n_estimator is :  500\n",
+      "AUC value on Train data: 0.9004819375713028\n",
+      "AUC value on CV data: 0.909066585497012\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Hyperparameter tuning\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [3,5,7,9,11,13]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "XGB = XGBClassifier(booster='gbtree')\n",
+    "model_xgb3 = GridSearchCV(XGB, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_xgb3.fit(avgw2v_train, y_train)\n",
+    "\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_xgb3.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model_xgb3.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_xgb3.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)\n",
+    "print(\"AUC value on Train data:\", model_xgb3.best_score_)\n",
+    "print(\"AUC value on CV data:\",model_xgb3.score(avgw2v_cv, y_cv))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on CV data of AVG W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_xgb3.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_xgb3.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_xgb3.cv_results_['param_n_estimators'] \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_xgb3.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data of AVG W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_xgb3.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model_xgb3.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Train Data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 6788,     0],\n",
+       "       [    0, 42212]], dtype=int64)"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_xgb3.predict(avgw2v_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on Test Data of AVG W2V"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+       "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+       "       max_depth=13, min_child_weight=1, missing=None, n_estimators=500,\n",
+       "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+       "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+       "       silent=True, subsample=1)"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_3 = XGBClassifier(booster='gbtree',max_depth=13,n_estimators=500)\n",
+    "clf_3.fit(avgw2v_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of Train data and Test Data on fpr(false positive rate) and tpr(true positive rate) as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_3.predict_proba(avgw2v_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_3.predict_proba(avgw2v_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.plot([0, 1], [0, 1], color='navy', linestyle='--')\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.9019760780814133\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_3.predict(avgw2v_test)\n",
+    "pred_prob = clf_3.predict_proba(avgw2v_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Test Data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 2315,  2968],\n",
+       "       [  672, 24045]], dtype=int64)"
+      ]
+     },
+     "execution_count": 179,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.78      0.44      0.56      5283\n",
+      "          1       0.89      0.97      0.93     24717\n",
+      "\n",
+      "avg / total       0.87      0.88      0.86     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "XchPt9RDLs4R"
+   },
+   "source": [
+    "### [5.2.4] Applying XGBOOST on TFIDF W2V,<font color='red'> SET 4</font>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "r6Rjjal3Ls4R"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model with best parameters :\n",
+      " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+      "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+      "       max_depth=9, min_child_weight=1, missing=None, n_estimators=50,\n",
+      "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+      "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+      "       silent=True, subsample=1)\n",
+      "The optimal value of max depth of base model is :  9\n",
+      "The optimal value of n_estimator is :  50\n",
+      "AUC value on Train data: 0.5128933193911537\n",
+      "AUC value on CV data: 0.5122376485151026\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Hyperparameter tuning\n",
+    "estimators = [50,100,200,300,400,500]\n",
+    "Depths = [3,5,7,9,11,13]\n",
+    "\n",
+    "param_grid = {'n_estimators': estimators, 'max_depth':Depths }\n",
+    "XGB = XGBClassifier(booster='gbtree')\n",
+    "model_xgb4 = GridSearchCV(XGB, param_grid, scoring = 'roc_auc', cv=3 , n_jobs = -1,pre_dispatch=2)\n",
+    "model_xgb4.fit(tfw2v_train, y_train)\n",
+    "\n",
+    "\n",
+    "print(\"Model with best parameters :\\n\",model_xgb4.best_estimator_)\n",
+    "##Optimal value of max_depth\n",
+    "optimal_depth = model_xgb4.best_estimator_.max_depth\n",
+    "print(\"The optimal value of max depth of base model is : \",optimal_depth)\n",
+    "\n",
+    "#Optimal value of n_estimators\n",
+    "optimal_estimator = model_xgb4.best_estimator_.n_estimators\n",
+    "print(\"The optimal value of n_estimator is : \",optimal_estimator)\n",
+    "print(\"AUC value on Train data:\", model_xgb4.best_score_)\n",
+    "print(\"AUC value on CV data:\",model_xgb4.score(tfw2v_cv, y_cv))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on cv data of TFIDF W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors = [1-i for i in model_xgb4.cv_results_['mean_test_score']]\n",
+    "\n",
+    "arr_depth=model_xgb4.cv_results_['param_max_depth'] \n",
+    "arr_estimator=model_xgb4.cv_results_['param_n_estimators'] \n",
+    "data = [] #  List of tuples(depth,estimators)\n",
+    "for i in range(arr_depth.shape[0]):\n",
+    "    data.append(str((arr_depth[i],arr_estimator[i])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('CV_Error',size=30)\n",
+    "plt.title('Cross-Validation Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on cv data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch = pd.DataFrame(model_xgb4.cv_results_)\n",
+    "max_scores = df_gridsearch.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores = max_scores.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores.mean_test_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on CV data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Graph representation of CV error v/s Max_depth & n_estimator on train data of TFIDF W2V as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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B6RD7EiW5bZ1xys2vfn9hY//v7KP9uzL2OncLsMc4ZV/d2P9vmGA4/Wl4r3/aiOFi4KFdyu1A6QDulKtP+dBzWP3qutCc5uk7wN26lJ0HPJ3SMdYpuxx4UI/9N4fA75xzSynXnXUa5dcC3kRJRKvXe02XfS8Etq+Woxvl96j9rrl0u9bN1vvfrIxrgpiDktzTvJc9nC5T91CSt85qlH9Xj/3X7ydLKSNWrdej/D6UKaQuAbZu/G6j2nlRn7Lqhz3On+2b7ehyng8y1UvnM9HrevrrRp1PAB+ofr6ZkmiwRpe2fadR74d9vH+3AN8GngJs2OM9fgBllJL6/o8ep/zatdfuhFr5ayd4ndfqsq/XNI65lDKaS3P6kkXAKyhJF/XyH5+g/ZP+PkhJ4qh/Zm+lTEO35jjHmkf5v8D7gSsG+IzNpyS6dI7zk5n8jA94PZjKVC/nN+oe2cfnqef/EShJPPXyt1TnyaJGuXWBd7Pq1D7Tei9ycXFxcXFxcVmdl5EH4OLi4uLi4uLi0t6F4Sd+dJYnDLCP9YH1Byi/PWU0hs6x/thHnckmfnSWnskllCdK63NjnzsN71Xzj/Bv6/FH1F5L18SacY6RlKfQe85bP+Tz4aONuqfTuzNrIat2DH93OmOcwnv4jsYxP9xHna0pTxev6CwAFk5Q5/6s+kf6+vIv4LuUjuVDGKczZjYvrEy66CwbDFC3mfiRlASKzXvU2YmSkNEp3+mkvBrYqUe9jRibIHBtr/eP0kk3bhzj7P+PjfNjwvcTeEaj/efQ6FykPEF/ZyP2bWf4fT68EeclwDY9ys+jPAXffH8nSvz4eqP82/qIbbfaedDzXsSqnXL93luexNh7yy3Apj3KN6/hfV27a/Vn6/1vVsY1wfFf1Ij3uIk+m5RO1j/U6twJbNml3J6Nfb9vgLgW0CN5iwG+L/Vxng+S+JGUa+UuPepsSLnGdcrfXL1GtwMH9ai3kDJaR6feUuAuE7RluwHavSbw84net0adH9TK950EUNXdompz/bV75gR1HszY6/ly4O49yk/6+yDwiEa9VRIVer2WA74Wp0/2dZzJhUkmfrDqPTC7fUYG/Oztx9hr4x3AAyeI4zmN/d/e6zPU5fwZ6F7k4uLi4uLi4rI6L81hYCVJkqRR+0IOMNVGZt6QmTcMUP7vwJtrm/aMiL0GiG9QX8nML0wQ028oozJ07B4Rm05jTADvBP42ieWAbjsbx52UzoSbpxBn3+dDRKxL+eNyxxLgaZl543h1skxr8XTK8NQdj4yIHcepMqUYp+iLlD+Adzy1j7nSn87YIee/lr2n8iAzf0npdOw6RQBlaPpHA+8FfgFcHxEnRMSzImLtcerMNjvXfr4xM6+f4v6em5n/Gu+XmXkh8L3aps60Ca+ofjdevWsp08h0bEh58n688nf0imOc/b+stmljymgHE9X7EuWJ3I69gP/srETEesAxrJxaAcpr9I9+YxuSlzbWj8zMS8YrnJnLgedRponoS0TsTEkG6vhuZh41Ub3MPI8yIkrHnhHxoH6PS+lUn+jecizlutGxNmOvkdNttt7/ZmtcAFTX9dfXNl0GPDkzb+9Vr7rXPpWS7Afl8/eSLkW3bax/u9/YMnNpjjN9zCzwqsz8y3i/zDJ9Sv19X4fyGr0rM0/uUe9Oatc3ykgR9+kVSGZe3FfEpeztlCkwOvf3NYDH91t/El5ISRLs+HJmfnG8wgCZ+VPKFEkdAbx8gGMO8n1wKudnz89IF/X3aeOI2HDcki0TEQcDn2tsPrHXZ6RPL2fllD0AH8jME3pVqK63x9Q2LWLldFuSJEkaIhM/JEmSNNt8aAaO8d3G+j2n8Vgf6LPcDxvr43butsh3M/OCKe5jkPPh0cB6tfVjMvPPE1XKzCspw1Z3zKN0nvVrJs5ZMvMixs5JvwVlTvpentFYP7prqVWP9TnKaB6n91F8EWW4+v8FLoyIZ/ZzjBHbrvbzP6e4r1Mz81d9lPt5Y/2fjO0I6bfesK8NJzI28anf6+FLKFPYdDwvIo6ofv4cUE+e+nhmfmfSEU5CRGxFGb2m48zMPG6ielUi4ccGONSRjP3bylsHqPslykgoHY8YoO67+yzXTEJ52gDHmKrZev+brXF1PJwywlbH+/tNoKzuufW4+zmnZiShZZpdAXy1j3LN6+kdwKcmUW+o50Jm/pUy+lLHdH4vbV4D3tFnvfdSpl3peFJELOyz7lS+D07n+XlZY327rqVmn3kRsX2XZc+IeGxEHA38ipIs2rGEMs3dpEXEAspIUh230v/1tHlvfPpUYpEkSVJ3Jn5IkiRpNrkoM88d1s4iYp2I2CIitqv/YZSSHFAf9WC3YR2z4fLMPLvPsuc11udCR8z3p1h/0PPhXo31rw1Qt9lh1NzXeIZ6zvahmbjRTOxYISL2p8yL3vHnzDy13wNVT7zvTxni/cuM7aAez12AoyPiMxExK/+/WcVV7wy5boq7/Gmf5f7aWP9FZi7rWnKs5oggk7o2RMRaEbF5l+vhdpQpEjr6uh5m5i3Ak4Hbaps/GxHvZWzH0BnA6yYT8xQdxNinko8doO7XByj7gNrPF2TmOf1WrEZO+F1t0737rPqXzDyrz2NcBNQ/93tFxOI+jzMVs/X+N1vjqntAY/1bA9avJ6LdrRqBp+78xvrbqhGz2uznfY5E0rwOn1qNBDKRYV2HF0XEps3rcHUtrscxLd9LI2ITxo54dUqVdDKhzLyJMsVMx1rAvn0eepDvg83z870RsUbXklPXHO1rk2k6zrBtSPdR+f5IGSHlmZRpmTqWAf8vM38/xePuSxk5quMH1XkxoWp0s1Nqm+4aEZtPMR5JkiQ1LJi4iCRJkjRjzpxK5Yi4J3AEpdN+T8ow3v2YrqGdJxxtoqY5XU2zo2bYXpaZn5jmY0zp/ZxE/Xs01vv+A3dm/jkirmflFBzNfY1nqm0c1LGUIec7f3h/bEQsHucP782RN/oa7aMuMxP4GfCziAjgbpTP1/7AgZQpPqJL1RdQnsB++6DHnAHN68KgQ8M3NTuHx9OccqjZudVvvb6uDRGxJ+XJ7vtS3rf1+zxe39fDzDwnIl4JfKbatBh4U63IzZQpKu7od59DdPfG+h/6rZiZf42Ia4GNepWrOsv3rm26qOrAHUR9JId+p5jquy218vtXP8+jdN6dNOA+BjVb73+zNa66egLQDcDCAc+regLEPEpy14qEpMy8KCL+wMqp2w4Azo+IzwHfGiR5aRaZ1utwZt4ZEXewcoqUfq/DO1BGEHsg5Trcb2LBdH0vnfT3pMrJjE3suwdjO/PHM8h3pV9TRuLYqlp/FHBuRHwG+E6v6dEm4bbGer//b2iTc4HnZ+Zvh7CvYZw/B9bW7w78aEoRSZIkaQwTPyRJkjSbXDWZShGxE/Bp4LBJHne6OnOanUa9LGmsT9fTjTNpUu/nFOrXn8C9NjP7GaGi7gJWdoRtEhFRJT70MtU2DiQzb4qIb7NyqPa1gScAX6iXq4bjPqK2aTll1I6pHDuBs6ulc5xNquO/CtilUeXNEXF0NeLAbNL8f3A/T4n30u/nvHmcydbreW2onqD9GGU0jskY6HqYmZ+NiEMZe751HDmE6Z4mq/kkcV9PtTfK90z8ALZk7EiqD6E8dT1ZG/R53Rm0Lc2O0s0GrD8Zs/X+N1vjqtu69vP6TO2cgu7n8YsoI4N0kgi3pCTqvT0irqR0vv+aMhXUmX2ck6M23dfhTt1O4sdE1+HFwPtYdSqofk3X99LmSCWDXp+biTL9jnzS93elKsnmSMq0jJ3Xbifgg8AHI+ISyrl5EnBiP1P69TDQ/bUFbqOMYnIxJSnj+5l5whD3P6rzR5IkSX2alUPvSpIkabXV1xz2dRGxB/AbJp/0AdP3vXj5NO23LQZ+P6dYf4Paz82nevtR7wCaR38dL1Nt42T0M93Lwxj7B/XjM7M5l/2UZebVmflflBF2Pt749XzgxcM+5hDc2lhfc4r7m+znfOjXh4jYktIZNtmkD5jc9fD1rNqeb2fmV6YQx1Rt0Fgf9JrQT4fwRIkhg5rH2GH0xzPVtjRfm+kwW+9/szWuumGP9rDKNC6ZeRplNKBuo3tsBjwe+AhwOvCPiHhvRMzmTtrZdB1eTJkC7MVM/vvldH0vHfZ1sd9zdaDvSpn5A+ChwN+7/Hob4CnApygjgZwfEW+c5HRFazXWm98PZqtrMjO6LGtn5paZeXBmvnLISR8wuvNHkiRJfTLxQ5IkSa0VEfOBrzL26eVrgI8Cj6NMQ7ExsFbzj6PALTMesGbSZJ5O7jZlyWx0AnBpbf2QiNi2UWbK07wMIjOXZubLgeMbv5pKQta0qKYdubO2aS4N7f4ZYOfa+s3A5yijcexLSQZaG5jXuB7+aYrH/Qir/n3hkIjYbor7HaZBrwn9XA+m4+nwfo47HW3R7DHs86rr+5+Zp1OuC48Gvg5cPU79rSlTOF0YEU8ccmxz0XuBg2rrd1K+qz6bMlXGFpT7zvzGdfi4mQ6UWXwtycyfAbtSRjj7HuMnGewC/DtwQUQcMuBhmol23abN0/hm7fkjSZK0unKqF0mSJLXZo4B9ausnA4+YaIqPiOj3qWq1y/WURB8ow+MPqj7Cx3ImN2rItMvM5RHxZeCN1aagdIz8O0BEbED5bHTcBHx7hsL7BGOTPXYer+CIXQrsWP28xSgDGZaI2Bd4ZG3TBcBhmfmPPqovnsJxX0SZ7qdpQ+CrEXH/zJzqdDqTcX1jfX1gkOmf+hnxp7m/D2fmawc4xmQNen1rtqX52mh2uQ7YpPr5tMzcf7oOlJnLge8D34+IAHYH7gXcnzJ1UX2Uj/WAYyLixsz8yXTF1GbV9Gcvqm26GnhAZnYbWaVp0tfhAXS7Lg6ieS25bgqxTCgzO0kzX62SvfcG7k05Px/ciGcL4LiIuFdmntXnIe7SWL9kiiHPda06fyRJklZHjvghSZKkNntEY/05EyV9VDbHp87movoc8htFxKDTMNSTFK7OzMmMGjJTek338mRgUW39G5l52/SHBECzs2XtiFg4Q8cexN9rP29edSi1XfN6+LJ+kj6qtk9qCoeI2Jsy2kfHjcCvauv3Ao6azL6H4F+N9bsOWL+f8s1jzFSi06Bt2amxfuWwAtG0qJ9Xd60SMqZdFudm5ucz8xmUjvSHA2fUis1j7GdeYz2EMs1Zx1v6TPqAmUlCvKqx3rw2TGSXCfY3bTJzWWaekZmfyMwnUpKjjgAuqhVbmzLiSr+2rP28jLGjqWlVrT1/JEmSVhcmfkiSJKnN6n9wvDgzz+uz3kETF1ELndZYP7DfihGxG2PnLm/ua1apzvVTapt2j4jOU+EzOs1Lw/LG+h3VE7uzTb0jbj6Dd6TPRvXr4TJWnXZnPHsDaw16sIhYhzI9xJq1zS8EDgcuq217Y0SMYsqf0xvrB/RbMSLuCkyYOJaZVwN/rW26X0TMxMiqfbelS/nlwJnjlJvNyW6rk5NrP29AmR5kxmXm8sz8EfAAxibL7RERO3avtdqfQ82O8L5GRqkSVQdJHJvs69y8Lt5zwPrN788j+66UmUsy8+uU8/OG2q8Oi4h+72m71n7+84hGp2qT5vs91fOneT52rO7XEUmSpEkz8UOSJEltVh9ieJBpOZ427EA0K/y2sf7kAeo+tbH+uynGMhOaCR3PrDqs71Xb9jfgpJkLaUwnCsDlM3jsQZzaWN9rJFEMV/16eGtmLuuz3mSvh58Edqutfz4zj6mSIZ7GyiSgAL4cEZtP8jiTdXJj/UkD1B3k2lFPsNkAeOwAdSdrl4jYZ+JiUHXQ16cK+WNm3jRO8Tsa67NxtJ7VQTNp69mjCKIjM68HvtvYvP04xevn0Op4/jSnvuj3u+lTGWwkukm9zpl5FWUasI4DI2L7fupGxLqMnUbudsZPIpsxmXkxcGJt00JWncJlFRGxIbBVbVPze4FWdRZwa239EVUS6ISqe1E9UeSizGyOmtXhvUiSJGmSTPyQJElSm9Xnmt4+ItaYqEJEHMDMdMxp5n0fqHdoPiUiJhyGOiI2BV5a25SUOeVnu2OA+mgaRwD/r1Hmi4NMWRMR21SdIZP13Mb6iVPY13RqJsPs37VUu9Svh4sjYsJpAyJiO+AFgx5ci0ciAAAgAElEQVQoIp4OPKu26VzgFZ2VzPwl8O7a7zcHvjhTU1ZUMVzG2PNv34hoToeziohYD3j5AIf6TGP9vRGxeID6k/WWPsu9rbH+lR5lb2isz8TUE1rVd4ErauvPj4i7jSqYSjOBYbyRnOrn0Op4/lzfWG9ObbGKiFgfeP2Ax6m/zov77Xyv1L/fBPDWPuu9kTKVSsexs2hEr37Pz7rmff9XXUtphcxcAnyjtmld4NV9Vm9O+/blHmW9F0mSJE2SiR+SJElqs/p0DYuB5/cqHBHbUjrL5/cqp3aqnmL/39qmRcBXqqdUu6qShb4I1JMdjsvMv45TZdbIzGspyS4dmwKvaRT70oC7vSfwt4h426AJIBHxPErySd3XBzz+jKieEK5PDXW/UcUyROc01nt2xlTv7zco186+RcQuwKdrm24DnpSZtzaKHsXYjrQHA28Y5FhD8MnG+n9FxNbjFY6IecDnKYkqfcnMM4Dv1DbtDHyzSiDpW0Q8pFdsXTwhIp49wT6fyNipn25l7DWy6fzG+qEDxDNjIuITEZG15UOjjmmYMvM24H21TQuB70dEc0SlniJiz4g4uMv2QyPivgPsZyHwhNqm5YwdNaKufg7tU01hsjoZ9Dq8iJKMtc2Ax2l+Vg8ZoO5nGDuiwnMioucoRxHxQOB1jc0fH+CYfYuIx/Y7olFVfiPgobVNN9LfaGP3b6z/tN9jruaa7/u/RUTP71AR8UzGji52J6smTda14l4kSZI0G5n4IUmSpDb7ZmP9PyLiRRGxoL4xIuZHxBGU6Tt2pDxJtmSGYpytNoqI7Se5LBp18D28Hbistn4g8KtqpJcxImJ3ypD69Q6Dm6mNXNACzele6sNh/3qSCSzrA+8E/hkRX4uIR/dKAomIfSPiK8DnGr86PjN/PInjz5R60swBvRKEWuI7QH16l9dGxNsjYq16oSgeQrkeHgAsZdWna7uqPvtfpzzl2/HyzPxTs2w11cxTgWtqm98VEQf1c6xhyMxvMnbajK2BX0fEQ5tlI2IHyjnxxGpT88n9Xl4IXFJbfzBwRkQ8KyLW7Faheh/2jIg3R8SfgB/T/1PNndg+HxFHNZ/2j4i1IuKNlCeq66OsvC0zr+yx39+wcooegPdExGsi4oCI2LFxH5iJUU1WZx8HflRb3w44NSLeUo1S1VVEbBURL4yI44E/AvfuUuwelPviaRHx2l4jY0XEHsAPgd1rm4/vMUVDPdlrIXBcRDwhIvbo8l1ixkYAmkHHM/Z6+sSI+HREbNAsWF0LfwV0RiK6eoDjNEen+Gz1vu8XETs0Xucx94DMvJyxIwEF8KUq4bN5LVkYES8DvsfY7xefyszpmhrlMODMiDix+k7fK1nvnsAJlMTXjmP6nOrsAbWfT69GidIEMvM0xiZ/rkn5nL+4ShJbISLWjYijgP9p7OYtmfnPHofxXiRJkjRJCyYuIkmSJM1OmXlSRPwIeFi1aSHwKeCdEfF7yh/fN6F0btafOj2S8lT3hFPDzGHvrJbJuC/w6yHGMjSZeV1EPI3SUdUZknw/4JSIOA/4M6VzfCdg30b1ZcDzMvOimYp3CH4EXAls1uV3zaSQQa1JGcHjCCAj4nzgUkrnVFA+U3sBd+lS93zgGVM8/nT7CiufYF5IuY58Y/zis1tm/i0iPgu8qNoUwDuAV0XEyZT3bQPg7ox9z95Cea/W7+MwH2bs5+aYzPx8j5guizIqRSfJZgHwtYjYLzMHSayYiucBvwW2rNa3A34UEX8HzgZuB3agDPvf6YjuJLdMODUMQGZeGRGPoXweO6OF7EgZXeOzEXEG8E/KiBuLKZ/XvRibQDOID1ft2o4yTcOrI+J3wFXAxsDBrDqSy0+Bj07Qjssi4v9YObrD+sB4o2m8DPjEpKLXhDJzeUQ8FfgJJYERyvnyLuCoiDgXuIjyPWdtyvV4dwYYrYZyLbg78MGIuJaSKHI15Txdr9rfzo06t9B7KqT/Bd7MynP7IMa/ri6mJFvOGZl5U0S8F3h/bfORwDOr6/DllHbfjXLd6fgvyqgf/V5zTo6IU1k5XcmW1T66eRTwg8a2DwH3qX4H5fvwO4E3VNeSKynn1D0p9426U1h19I/pcP9q+VREXEGZUuxayjV7Q8pruG2jzuWU86+nKFOh3bO2qdcUWFrVaynnXiepel3KCFvvqf7/dS3lPncwY6cHgpJE9OFeO/deJEmSNHkmfkiSJKntng78HKgPC70p8MguZZdRnk4/JiLG7axUu2XmLyPiMMoICPWEiN2qpZubgadl5vemO75hysylEfFV4JWNX93G5JIYrqSMJtDs6Al6v3513wWOzMwrJnH8GZOZZ0XE2cDe1abDaXHiR+VVlI7aw2rb1gceMk7592Xm+yNiwiSdiHgc8JLapr9SRrroKTN/EBEfZeU5uj0l8e4J41Yaosy8uLoe/AzYqvar7aul6QTgucCxAx7njIjYn5I0cq/arxYytoNxPHdSOtz7cT3wcEqbtgTWYex73vQz4LF9PgX/YkrSyt37jGUUmqOozFQS0YzKzOujTKHwcUqiTycxKYA9q2Ui/b42GzHxlFeXU86j5jQMK2TmFVXy5VeYfGJT232Q8t7Up1lam7EjTNR9mdJ5/Z1xfj+ep1KSze46aIBVYtHjgc8Cz2nE+cAeVX9E96m9ptsWTDwi0vnAIzOzn5FTHsvKUbCXAl+bQmyrncy8NSIeQLlPPqz2qw0Y//sGwBeAF2Tm8h5lOtpwL5IkSZp1nOpFkiRJrZaZ11I62T5MeRK1myWUpx0PzsxPzVRsGp3M/B2lA/x9lGSG8dxAeUp2p7YlfdR0G9nju5nZ1/QddZn5K0qyzMMonY1nMXa47fHcQuk4eWBmPna2J33U1J8SfUy34fjbJDPvoExd9GbKE7fdLAdOBB6SmW/qZ78RsS3w37VNdwJHZOaNfYb2BuC02vrhEfGi8QoPW2b+mdIR+2nGT664mPIU+0Mn26mZmZdm5r0pT9H/gomnFLuNMhLHy4AtM/PcAY51LmU0o88AN41T7DJKss5DMvO2Pvd7FWWUhqdSEqH+AtzI2GmERq2eSHMbq04zNWdk5h2Z+QJKcuvXKO9FL8uBPwBHAbuMMyLPfwPPpkyX1+v+2PGPan+7ZuYpfcT8PUqS4Fspibmd0W5WC1k8i5IYd2mPon8AnpqZz8jMpZM4zgWU8+IFlITLiyjXgn7u2WTm0sx8LiUh5VcT1DsdODwzH56Z0z1Ky7spnf7H0V/i0nnAa4C9M/PCPo9RT3b5ZjX9jQaQmTdn5sMpSZyn9yi6nHJ+HZqZz+33XG/JvUiSJGnWicwcdQySJEnSUETEupT57HehDKV9DaXD4Xd9PgGoOSgigjIk9R6U0WDmUaZEuJBybgzc4bI6qT5Xu1ISaTalfLaWU/4AfzXwJ+C8PkcTmFUiYi1Kp+Ym1aaXZeacGDI8IhZRhlnfkzLqx/WUJ/ZPyczLRhnbKEXEOpSOzu0oI2VczsprwVD/QFId62DKFA4bU0b/uBm4gtJZeV5m3tnHfvandBJ3jDlPq+Pcr3acqyjTWv122G0atYjotK8z+sVHM/NVIwxpRkXEfMr9bGfKdWtdSuLdNZSO0XMHSMjq7HNHyjV+O8q1YgHlPL2cMh3S+XPtPJopEbGA8n7tQ/ls3kR5Xc8cIElhRlSfrftSpgLbkHKPv4JybRzJPaP6/tb5/rEtZQqioLyOl1Jex78NuM+9gHNqmw7OzJOHE/HqKyK2otzvtqC8T9dRzvWTMvOaUcYmSZK0OjHxQ5IkSZK02oqINwHvrVbPB/bocxhyaUZMlPixOomIxwLfrlZvB3b0aX1J/YqIzwLPr1ZPyMxe02RJkiRJreJUL5IkSZKk1dl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\n",
+      "text/plain": [
+       "<Figure size 2160x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cross-Validation errors\n",
+    "cv_errors1 = [1-i for i in model_xgb4.cv_results_['mean_train_score']]\n",
+    "# plotting Cross-Validation Error vs tuples of (max_depth,n_estimators) graph  \n",
+    "plt.figure(figsize=(30,15))\n",
+    "plt.plot(data, cv_errors1,linewidth=3, marker='o',markersize=12)\n",
+    "plt.xlabel('(max_depth,n_estimators)',size=30)\n",
+    "plt.ylabel('train_Error',size=30)\n",
+    "plt.title('Train Error VS \"(max_depth,n_estimators)\" Plot\\n',size=40)\n",
+    "plt.tight_layout(pad=0.0)\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Heatmap representation of AUC value of Max_depth & n_estimator on train data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_gridsearch1 = pd.DataFrame(model_xgb4.cv_results_)\n",
+    "max_scores1 = df_gridsearch1.groupby(['param_max_depth','param_n_estimators']).max()\n",
+    "max_scores1 = max_scores1.unstack()[['mean_test_score', 'mean_train_score']]\n",
+    "sns.heatmap(max_scores1.mean_train_score, annot=True, fmt='.4g')\n",
+    "plt.title('AUC value on max_depth and e_estimators on Train data')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Train Data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[   74,  6714],\n",
+       "       [    6, 42206]], dtype=int64)"
+      ]
+     },
+     "execution_count": 188,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_train= model_xgb4.predict(tfw2v_train)\n",
+    "cm = confusion_matrix(y_train, pred_train)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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N8qjXzKyp/Azapvll+nv3nM5vZta8yjzY5zIaJ83dAHBUREwuXICj8qjTzGyxNNOTqlqrvIdefr+WsoE512lm1nhlPs4+r5z9kWQ9+N6SXinYtAzgeVfNrPVpo0G8WHnl7G8hm4Xt98BpBeWfFczaZmbWakRV20zPFCuXYJ/msJ8D7A8gaRWgM7C0pKUj4v086jUzazL37JsuPZbwUmANsmcxrgW8AXhSNDNrVcp96GXeF2jPB7YBJkZEL2AXnLM3s9aozC/Q5h3s50fELKCdpHYR8QSwWc51mpk1XnUjljYo77lxPpG0NPBP4GZJM4AFOddpZtZosaCNRvEi5d2z3xOYB5wAPAK8A+yRc51mZo3nnn3TRcTcgtXhedZlZrY4yv0Cbd6jcT7jmxOhQTYkcxxwUkS8m2f9ZmZFa6M99mLlnbO/FJhGdpOVgEHAasBbZE9M3zHn+s3MilLuPfu8c/YDImJIRHwWEZ9GxFDgBxFxO7B8znWbmRWvzHP2eQf7akn7SmqXln0LtpX3x6iZtSmxoPilLco72B8IHEx29+x/0uuDJHUBjsm5bjOzokV18UtblPdonHepe6jlM3nWbWbWKG00iBerzmAv6W7qSbVExE8aOrmkdYFrgFUjYiNJmwA/iojzm9JYM7O8tNUee7Hq69n/uRnOfy1wMjAEICJekXQL2Zw5ZmatRsUG+4gYVfNaUiegR0RMauT5l4yIMZIKy9ro5Q0zK2dRpYZ3asMavEAr6YfABOCxtL5ZSvEU4yNJa5PSQZL2AabXf4iZWcvzBVo4F9gaeAIgIl6StE6R5z8aGAqsL2kq8B7ZCB0zs1Ylqsu7Z19MsJ8fEZ8skoopdoz8VOB6sg+KFYBPgUPJPkDMzFqNttpjL1Yx4+zfSDdDtZPUS9LlwOgiz38v2dDL+WTTJnwOzK33CDOzEohQ0Ut9JK0p6QlJb0h6TdIvF9n+K0khaaW0LklXSpok6RVJWxTse6ikt9NyaEF5X0kT0jFXapHeeG2K6dkfA5xJNgr1bmAkcHoRxwF0j4gBRe5rZlYyzdizX0A20eMLkpYBxkt6LCJel7Qm8H2g8DncA4E+admabLj61pJWAM4CtiTLpoyXdF9EzE77DCbreD8EDAAerq9RDfbsI2JuRJwKfBfYNiJOjYgvinzT/5K0cZH7mpmVTHWVil7qExHTI+KF9Pozsudud0ubLwNO4Zup8D2BGyIzGugqaXVgN+CxiPg4BfjHgAFp27IR8VxEBHADsFdD76+Y0ThbSHoRmAi8LWl84deMBvQj+zR6K309mSDplSKPNTNrMVGtohdJgyWNK1gG13ZOST2BzYHnJf0ImBoRLy+yWzfgg4L1KamsvvIptZTXq5g0zvXA8en5sUjaMZVtWsSxA4vYx8ys5BozGifN4Du0vn3SI1n/DhxPltr5DdC/tl1rq6IJ5fUqJtjPrQn0ABHxpKTPiziOiJhczH5mZqUWzTgPr6SOZIH+5oi4K6WzewEvp2up3YEXJG1F1jNfs+Dw7mQDWqbwzWd+dAeeTOXda9m/XnWmcSRtkuayeV7SVZL6SfqupCtJY+7NzMpFY9I49UkjY64D3oiISwEiYkJErBIRPSOiJ1nA3iIiPgTuAw5Jo3K2AeZExHSywTD9JS0vaXmybwUj07bPJG2T6jqEbORjverr2V+1yPomhT+Xhk5sZtaWNDSkshG+Szad+wRJL6Wy0yPioTr2fwj4ATAJ+AI4LGtPfCzpPGBs2u/ciPg4vT4S+BvQhWwUTr0jcaD+uXG2b+hgM7NyUdVMc+NExDPUnlcv3Kdnwesgm22gtv2GkT3CddHyccBGjWlXUfPZS9oN2BDoXFDZBY2pyMysNWvGnn2r1GCwl3Q10BXYgWwUzt4UfwetmVmbUO5z4xQzXUK/iDgAmBURvyW7w6t7A8eYmbUpEcUvbVExaZx56e8vJa0GzAJ65tYiM7MSKPeefTHB/mFJXYFLgJeAKmB4rq0yM2thVdXFJDrargaDfUScnV7eIekBsqE+vfJslJlZS2ur6ZliFTUap0ZEzAPmpbGjPfJpkplZy6uu9NE4dSjvn4qZVZyKH3pZhzL/wmNmlaZi0zjpoeK1vX0BK+bWIrN6PP7ytaVugpWpSk7j/LmJ28zM2pyKHY0TEaNasiFmZqVU5lmcJufszczKSiWncczMKoZH4ySSloiI/+bZGDOzUqkudQNyVswDx7eSNAF4O61vKulPubfMzKwFBSp6aYuKufx8JbA72QRopCej75Rno8zMWtqCUNFLW1RMGqddRExOD8mtUZVTe8zMSqKt9tiLVUyw/yA9AT0ktQeOBSbm2ywzs5ZV7jn7YoL9kWSpnB7Af4B/pDIzs7JR8T37iJgBDGqBtpiZlUzF9+wlXUstN5dFxOBcWmRmVgJVld6zJ0vb1OgM/Bj4IJ/mmJmVRpk/lbCoNM7theuSbgQey61FZmYlUO2e/bf0AtZq7oaYmZVSxU+EJmk2X/8c2gEfA6fl2Sgzs5ZW0Rdold1JtSkwNRVVR5T781zMrBJVq7zTOPVOl5AC+90RUZUWB3ozK0tVjVjaomLmxhkjaYvcW2JmVkLVKn5pi+p7Bm2HiFgA9AP+V9I7wFyyZ9BGRPgDwMzKRiWPxhkDbAHs1UJtMTMrmXLPUdcX7AUQEe+0UFvMzEqmraZnilVfsF9Z0ol1bYyIS3Noj5lZSTTn0EtJw8ieAzIjIjYqKD8WOAZYADwYEaek8l8Dh5Nd/z0uIkam8gHAFUB74K8RcWEq7wXcBqwAvAAcHBFf1dem+i7QtgeWBpapYzEzKxtVKn4pwt+AAYUFknYC9gQ2iYgNgUtS+QZkk01umI65WlL7NKX8VcBAYANg/7QvwEXAZRHRB5hN9kFRr/p69tMj4tyi3paZWRvXnD37iPinpJ6LFB8JXFjzLO80ozBkHwC3pfL3JE0CtkrbJkXEuwCSbgP2lPQGsDNwQNpnOHA2cE19baqvZ1/mGSwzs69VN2KRNFjSuIKlmFmA1wW2l/S8pKckfSeVd+Obk0tOSWV1la8IfJJGSxaW16u+nv0uRTTezKwsNObRshExFBjayCo6AMsD2wDfAUZI6k3tHeug9s541LN/g5XXKiI+buhgM7Ny0QJz40wB7kozEYyRVA2slMrXLNivOzAtva6t/COga8G9UIX716mYO2jNzMpeC0yXcA9Zrh1J6wKdyAL3fcAgSUukUTZ9yO5zGgv0kdRLUieyi7j3pQ+LJ4B90nkPBe5tqPKmTHFsZlZ2mnOcvaRbgR2BlSRNAc4ChgHDJL0KfAUcmgL3a5JGAK+TDck8OiKq0nmOAUaSjY4cFhGvpSpOBW6TdD7wInBdg21qrXObdejUrXU2zEpq3rSnS90Ea4U6rtR7sUP1ZT0OKjrmnPD+TW1uAIt79mZmVPh89mZmlaLcUwkO9mZmVPbcOGZmFaOtPpSkWA72ZmZAdZknchzszczwBVozs4pQ3v16B3szM8A9ezOzirBA5d23d7A3M8NpHDOziuA0jplZBfDQSzOzClDeod7B3swMcBrHzKwiVJV5397B3swM9+zNzCpCuGdvZlb+3LO3klpuuWUZOuQSNtxwPSKC//3fkxj9/PhSN8uaWVVVFfsdfhyrrLwSV//hHE49+yJee/NtOnTowEYbrMtZpxxHxw4deGDk41x38x0ALNmlC7/91TGs36c3AM+MHseFl/+Fqupq9t5jAEccvC8AEcGVQ4fz6BPP0K5dO/b78Q856Kd7luy9tlYeemklddml5zJy5BPsN2gwHTt2ZMklu5S6SZaDm+64l949e/D53C8A+GH/nbjwrFMAOOXsi/j7/Y8w6Me7022N1fjbny9muWWX4ennxnLOxVdy67WXU1VVxfl/vIprL7+A1VZZif2O+CU79duatXutxT0PPcaHMz7i/luG0q5dO2bN/qSUb7XVKu9QD+1K3QCr2zLLLM32/bZm2PW3AjB//nzmzPm0xK2y5vbhjJn8819j2HuP3RaW7bDdVkhCEhv/z3r8Z8ZHAGy+8QYst+wyAGyy4foLyye8MZEe3ddgzW6r07FjRwbu8j0ef3o0ALff/SBHHnYA7dpl/91XXL5rS769NmMBUfTSFuUa7JU5SNKZab2HpK3yrLOc9O69Fh99NIvr/noZY8eMZMhf/uCefRm66IohnHjU4Ujf/u84f8EC7h85in5bb/mtbXc9MJJ+22TlM2Z+xGqrrLxw26qrrMSMmbMA+GDqdB4e9RT7/vw4fnHSb5n8wdSc3knbFo340xbl3bO/GtgW2D+tfwZcVdfOkgZLGidpXHX13Jyb1vp1aN+ezTffmCFDbuA7W+3G3LlfcOopx5S6WdaMnnz2eVZYvisbrt+n1u3nX3IVfTfdiL6bbfSN8jHjX+auBx7lxKN+DkDUEn+Unqn61fz5LNGpEyOGXcneewzgtxdc1qzvoVxUN2Jpi/IO9ltHxNHAlwARMRvoVNfOETE0IraMiC3btVsq56a1flOmTmfKlOmMGfsiAHfd9SCbb7ZxiVtlzenFV17nyWdG03/vQzn5rAsZM/5lTj3nYgCuHnYzsz+ZwynHDf7GMW9Neo8zL7ycP114Jl2XWxbIevIfzpi5cJ//zPiIlVdaEYDVVl6J7+/YD4Bdv7cdE995ryXeWpvjnv3imS+pPenah6SVabsfjC3uP/+ZyZQp01h33bUB2HnnfrzxxsQSt8qa0wlHHsaoe27i0b8P5w/nnMZWfTflorNO4c77HuHZ58dz8TmnLsy1A0z/cAbHn34evz/zZHr26L6wfKP11+X9KdOYMu1D5s+fz8OjnmKnftsAsPMO2/L8+JcAGPviBNZas1vLvsk2otx79nmPxrkSuBtYRdLvgH2AM3Kus6z88oTfcsPwP9GpU0fee+99Dj/ixFI3yVrAeZf8idVXXYUDB2f/3rt+bzuO/PmBXHP9Lcz59DPOvyTLhrZv354Rw66kQ4f2nH7CkfzfiWdQVVXFj3fvzzq91wLg8IP25dRzLubG2+9hyS6dOee040v2vlqzqtpyYWVEkfMblLQ+sAsgYFREvFHMcR06dSvvn7w1ybxpT5e6CdYKdVyptxb3HAes9eOiY84tk+9e7PpaWq49e0lXALdHRJ0XZc3MWoO2mosvVt45+xeAMyRNkvQHSd8eP2Zm1gqUe84+12AfEcMj4gfAVsBE4CJJb+dZp5lZU1QTRS9tUUtNl7AOsD7QE3i9heo0Mytauadx8s7ZXwT8BHgHGAGcFxGemMPMWp1yH42Td87+PWDbiBgQEcMc6M2stWrONI6kEyS9JulVSbdK6iypl6TnJb0t6XZJndK+S6T1SWl7z4Lz/DqVvyVpt7rqK0YuwT4NtwQYA/SQtEXhkkedZmaLo7ku0ErqBhwHbBkRGwHtgUHARcBlEdEHmA0cng45HJgdEesAl6X9kLRBOm5DYABwdbpJtUnySuOcCAwG/ljLtgB2zqleM7MmaeacfQegi6T5wJLAdLK4d0DaPhw4G7gG2DO9BrgT+LMkpfLbIuK/wHuSJpENdnmuqQ1qdhFRM5nHwIj4snCbpM551Glmtjiaa5RNREyVdAnwPjAPeBQYD3wSEQvSblOAmnkrugEfpGMXSJoDrJjKRxecuvCYRss7Z/+vIsvMzEoqIopeCmfoTcvC2eokLU/WK+8FrAEsBQysrcqaQ+rYVld5k+TSs5e0GtknUBdJm/N1o5cl+0pjZtaqVDUijkbEUGBoHZt3Bd6LiJkAku4CtgO6SuqQevfdgWlp/ynAmsAUSR2A5YCPC8prFB7TaHnl7HcDfkbWuEsLyj8DTs+pTjOzJmvGm6XeB7aRtCRZGmcXYBzwBNlkkLcBhwL3pv3vS+vPpe2PR0RIug+4RdKlZN8Q+pANemmSvHL2w4HhkvaOiL/nUYeZWXNqrkkhI+J5SXeSTRezAHiR7FvAg8Btks5PZdelQ64DbkwXYD8mG4FDRLwmaQTZjagLgKMjoqqp7cpl1ktJB0XETZJOopYcU0RcWsth3+BZL602nvXSatMcs17u1P37RcecJ6Y85lkvk5rHTC2d0/nNzJqVp0togogYkv4+J4/zm5k1N0+XsBgkXSxpWUkdJY2mMby3AAAIsklEQVSS9JGkg/Ks08ysKcp91su8x9n3j4hPgd3JhhGtC5ycc51mZo1W7sE+7ymOO6a/fwDcGhEfZ3cBm5m1Lnk/orXU8g7290t6k2ys6VGSVga+bOAYM7MW11Z77MXK+0lVpwHbks3+Nh+YS3YbsZlZqxKN+NMW5f3wko7AwcAOKX3zFPCXPOs0M2uKqmirT5ctTt5pnGvI8vZXp/WDU9kROddrZtYoztkvnu9ExKYF649LejnnOs3MGs05+8VTJWntmhVJvYEmz+1gZpYX5+wXz8nAE5LeTes9gcNyrtPMrNGqyzyNk3fP/llgCF8/unEITXyklplZntyzXzw3AJ8C56X1/YEbgZ/mXK+ZWaN4NM7iWW+RC7RP+AKtmbVGTuMsnhclbVOzImlrstSOmVmr4jTO4tkaOETS+2m9B/CGpAlARMQmOddvZlaUcu/Z5x3sB+R8fjOzZtFWe+zFyjXYR8TkPM9vZtZcqpr+eNc2Ie+evZlZm+DpEszMKkC5T5fgYG9mhnv2ZmYVwaNxzMwqgEfjmJlVAE+XYGZWAZyzNzOrAM7Zm5lVAPfszcwqgMfZm5lVAPfszcwqgEfjmJlVAF+gNTOrAE7jmJlVAN9Ba2ZWAdyzNzOrAOWes1e5f5qVA0mDI2JoqdthrYt/L6wx2pW6AVaUwaVugLVK/r2wojnYm5lVAAd7M7MK4GDfNjgva7Xx74UVzRdozcwqgHv2ZmYVwMHezKwCONi3MZK6SjqqYH0NSXeWsk3WsiT9QtIh6fXPJK1RsO2vkjYoXeustXLOvo2R1BN4ICI2KnFTrBWQ9CTwq4gYV+q2WOvmnn0zk9RT0huSrpX0mqRHJXWRtLakRySNl/S0pPXT/mtLGi1prKRzJX2eypeWNErSC5ImSNozVXEhsLaklyT9IdX3ajrmeUkbFrTlSUl9JS0laViq48WCc1kLS/9eb0oaLukVSXdKWlLSLunfZkL6t1oi7X+hpNfTvpeksrMl/UrSPsCWwM3p96FL+jffUtKRki4uqPdnkv6UXh8kaUw6Zoik9qX4WVgLiwgvzbgAPYEFwGZpfQRwEDAK6JPKtgYeT68fAPZPr38BfJ5edwCWTa9XAiYBSud/dZH6Xk2vTwDOSa9XByam1xcAB6XXXYGJwFKl/llV4pL+vQL4blofBpwBfACsm8puAI4HVgDe4utv4F3T32eT9eYBngS2LDj/k2QfACsDkwrKHwb6Af8D3A90TOVXA4eU+ufiJf/FPft8vBcRL6XX48n+g28H3CHpJWAIWTAG2Ba4I72+peAcAi6Q9ArwD6AbsGoD9Y4Afppe71tw3v7AaanuJ4HOQI9GvytrLh9ExLPp9U3ALmS/MxNT2XBgB+BT4Evgr5J+AnxRbAURMRN4V9I2klYE1gOeTXX1Bcam34ddgN7N8J6slfOsl/n4b8HrKrIg/UlEbNaIcxxI1jvrGxHzJf2bLEjXKSKmSpolaRNgP+D/0iYBe0fEW42o3/JT1IWyiFggaSuygDwIOAbYuRH13E72of8mcHdEhCQBwyPi141ss7Vx7tm3jE+B9yT9FECZTdO20cDe6fWggmOWA2akQL8TsFYq/wxYpp66bgNOAZaLiAmpbCRwbPqPjqTNF/cN2WLpIWnb9Hp/sm9uPSWtk8oOBp6StDTZv+NDZGmd2joL9f0+3AXsleq4PZWNAvaRtAqApBUkrVXH8VZGHOxbzoHA4ZJeBl4Dai6SHg+cKGkMWWpnTiq/GdhS0rh07JsAETELeFbSq5L+UEs9d5J9aIwoKDsP6Ai8ki7mntes78wa6w3g0JSiWwG4DDiMLM03AagG/kIWxB9I+z1Fdk1mUX8D/lJzgbZwQ0TMBl4H1oqIMansdbJrBI+m8z7G1ylFK2MeellikpYE5qWv2IPILtZ6tEyZ8tBZKxXn7EuvL/DnlGL5BPh5idtjZmXIPXszswrgnL2ZWQVwsDczqwAO9mZmFcDB3molqSoN53tV0h1p1FBTz7WjpAfS6x9JOq2efb8xq2cj6jhb0q+KLa/nPJ83R71mrY2DvdVlXkRsloYIfkU2b89C6cawRv/+RMR9EXFhPbt0BRod7M2sfg72VoyngXX09YyeVwMvAGtK6i/puTQ75x3prk8kDUizOz4D/KTmRGn2xT+n16tKulvSy2nZjkVm9Uz7nZxm7HxF0jkF5/qNpLck/YNs7peiSbpH2Qykr0kavMi2P6b3M0rSyqms1llLzdoKB3url6QOwECgZuqF9YAbImJzYC7Z3Zi7RsQWwDiyu4E7A9cCewDbA6vVcforgaciYlNgC7I7i08D3knfKk6W1B/oA2xFNl1AX0k7SOpLdqfw5mQfJt9p5Fv7eUT0JZsh8rg0WRjAUsAL6f08BZyVyocCx6ZjfkU2W6RZm+GbqqwuXdKsiJD17K8D1gAmR8ToVL4NsAHZ9A0AnYDngPXJZnF8G0DSTcA3es/JzsAhABFRBcyRtPwi+/RPy4tpfWmy4L8M2eReX6Q67mvk+ztO0o/T6zXTOWeRTVVQM4/MTcBd6dtKzaylNccv0cj6zErKwd7qMm/RWTpToJtbWAQ8FhH7L7LfZhQ5s2MRBPw+IoYsUsfxTa1D0o7ArsC2EfGFsqc91TWjaJB9A27srKVmrYrTOLY4RgPfrZmtUdkTl9Ylm7Stl6S1037713H8KODIdGx7Scvy7VkcRwI/L7gW0C3N2PhP4MfKns60DFnKqFjLAbNToF+f7BtKjXbAPun1AcAzEVHfrKVmbYKDvTVZekDGz4Bb0wyKo4H1I+JLsrTNg+kC7eQ6TvFLYKc00+N4YMNFZ/WMiEfJHuryXNrvTmCZiHiBLN3yEvB3slRTXc6QNKVmAR4BOqQ2n5faXWMusKGk8WRppnNTeV2zlpq1CZ4bx8ysArhnb2ZWARzszcwqgIO9mVkFcLA3M6sADvZmZhXAwd7MrAI42JuZVYD/Bzl3a7KyvrsFAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "import seaborn as sns\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Result on Test Data of TFIDF W2V"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
+       "       colsample_bytree=1, gamma=0, learning_rate=0.1, max_delta_step=0,\n",
+       "       max_depth=9, min_child_weight=1, missing=None, n_estimators=50,\n",
+       "       n_jobs=1, nthread=None, objective='binary:logistic', random_state=0,\n",
+       "       reg_alpha=0, reg_lambda=1, scale_pos_weight=1, seed=None,\n",
+       "       silent=True, subsample=1)"
+      ]
+     },
+     "execution_count": 190,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clf_4 = XGBClassifier(booster='gbtree',max_depth=9,n_estimators=50)\n",
+    "clf_4.fit(tfw2v_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ROC Curve of Train data and Test Data on fpr(false positive rate) and tpr(true positive rate) as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_fpr, train_tpr, thresholds = roc_curve(y_train, clf_4.predict_proba(tfw2v_train)[:,1])\n",
+    "test_fpr, test_tpr, thresholds = roc_curve(y_test, clf_4.predict_proba(tfw2v_test)[:,1])\n",
+    "\n",
+    "plt.plot(train_fpr, train_tpr, label=\"train AUC =\"+str(auc(train_fpr, train_tpr)))\n",
+    "#plt.scatter(train_fpr,train_tpr, label='train AUC')\n",
+    "plt.plot(test_fpr, test_tpr, label=\"test AUC =\"+str(auc(test_fpr, test_tpr)))\n",
+    "plt.plot([0, 1], [0, 1], color='navy', linestyle='--')\n",
+    "plt.legend()\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.title(\"ROC Curve\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
+      "  if diff:\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AUC value on test data: 0.60610956075778\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred = clf_4.predict(tfw2v_test)\n",
+    "pred_prob = clf_4.predict_proba(tfw2v_test)[:,1]\n",
+    "\n",
+    "print(\"AUC value on test data:\",roc_auc_score(y_test, pred_prob))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Confusion Matrix of Test Data as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[    0,  5283],\n",
+       "       [    0, 24717]], dtype=int64)"
+      ]
+     },
+     "execution_count": 193,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cm = confusion_matrix(y_test, pred)\n",
+    "cm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot confusion matrix to describe the performance of classifier.\n",
+    "class_label = [\"negative\", \"positive\"]\n",
+    "df_cm = pd.DataFrame(cm, index = class_label, columns = class_label)\n",
+    "sns.heatmap(df_cm, annot = True, fmt = \"d\")\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\hp\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\classification.py:1135: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             precision    recall  f1-score   support\n",
+      "\n",
+      "          0       0.00      0.00      0.00      5283\n",
+      "          1       0.82      1.00      0.90     24717\n",
+      "\n",
+      "avg / total       0.68      0.82      0.74     30000\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# To show main classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "colab_type": "text",
+    "id": "AMpRCS_sLs4T"
+   },
+   "source": [
+    "# [6] Conclusions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "kMBho-LiLs4T"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------+--------------------+-----------+--------------+-----------+----------+\n",
+      "| Vectorizer |       Model        | Opt_Depth | Opt_learners | Train AUC | Test AUC |\n",
+      "+------------+--------------------+-----------+--------------+-----------+----------+\n",
+      "|    BOW     |   Random Forest    |     60    |     500      |   0.9953  |  0.9039  |\n",
+      "|    BOW     | GBDT using XGBOOST |     9     |     500      |   0.9941  |  0.9326  |\n",
+      "|   TFIDF    |   Random Forest    |     60    |     500      |   0.9979  |  0.919   |\n",
+      "|   TFIDF    | GBDT using XGBOOST |     11    |     500      |   0.9986  |  0.938   |\n",
+      "|  AVG-W2V   |   Random Forest    |     60    |     500      |   0.9999  |  0.8848  |\n",
+      "|  AVG-W2V   | GBDT using XGBOOST |     13    |     500      |     1     |  0.9019  |\n",
+      "| TFIDF-W2V  |   Random Forest    |     50    |     100      |   0.5593  |  0.5838  |\n",
+      "| TFIDF-W2V  | GBDT using XGBOOST |     9     |      50      |   0.549   |  0.6061  |\n",
+      "+------------+--------------------+-----------+--------------+-----------+----------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "from prettytable import PrettyTable\n",
+    "ptable = PrettyTable()\n",
+    "\n",
+    "vec1 = \"BOW\"\n",
+    "vec2 = \"TFIDF\"\n",
+    "vec3 = \"AVG-W2V\"\n",
+    "vec4 = \"TFIDF-W2V\"\n",
+    "\n",
+    "model1 = 'Random Forest'\n",
+    "model2 = 'GBDT using XGBOOST'\n",
+    "\n",
+    "\n",
+    "ptable.field_names = [\"Vectorizer\",\"Model\",\"Opt_Depth\",\"Opt_learners\",\"Train AUC\",\"Test AUC\"]\n",
+    "\n",
+    "ptable.add_row([vec1,model1,60,500,0.9953,0.9039])\n",
+    "ptable.add_row([vec1,model2,9,500,0.9941,0.9326])\n",
+    "ptable.add_row([vec2,model1,60,500,0.9979,0.9190])\n",
+    "ptable.add_row([vec2,model2,11,500,0.9986,0.9380])\n",
+    "ptable.add_row([vec3,model1,60,500,0.9999,0.8848])\n",
+    "ptable.add_row([vec3,model2,13,500,1,0.9019])\n",
+    "ptable.add_row([vec4,model1,50,100,0.5593,0.5838])\n",
+    "ptable.add_row([vec4,model2,9,50,0.5490,0.6061])\n",
+    "\n",
+    "print(ptable)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "From above observation, \n",
+    "1) GBDT using XGBOOST using TFIDF vectorizer gives pretty good performance comparing to others.\n",
+    "2) Seen very less performance  on TFIDF-W2V models\n",
+    "3) Plotted heat maps for better understanding of results"
+   ]
+  }
+ ],
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