MannixFinalCase.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Case Analysis\n",
    "##### December 17th, 2019\n",
    "##### Professor Mittal\n",
    "Jacob Mannix\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 948,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Libraries\n",
    "\n",
    "# First time install of libraries\n",
    "# !pip install textblob\n",
    "# !pip install vaderSentiment\n",
    "# !pip install autocorrect\n",
    "# !pip install umap\n",
    "# !pip install umap-learn\n",
    "# !pip install hdbscan\n",
    "\n",
    "#External Files\n",
    "import os\n",
    "import datetime\n",
    "import time\n",
    "from prettytable import PrettyTable\n",
    "\n",
    "#ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "# Sentiment\n",
    "# import re\n",
    "from textblob import TextBlob \n",
    "from textblob.sentiments import NaiveBayesAnalyzer \n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "\n",
    "# Prep for DTM\n",
    "import nltk\n",
    "# nltk.download('stopwords')\n",
    "# nltk.download('punkt')\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "from nltk import wordpunct_tokenize\n",
    "\n",
    "# DTM\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "# Dimension Reduction\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.decomposition import SparsePCA\n",
    "# from sklearn.manifold import TSNE\n",
    "from sklearn.manifold import LocallyLinearEmbedding\n",
    "# import umap\n",
    "import umap.umap_ as umap\n",
    "\n",
    "# Models\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "from sklearn.neighbors import KNeighborsClassifier  \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "#Clustering\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.cluster import DBSCAN\n",
    "import hdbscan\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jacob\\Box Sync\\M.S. Analytics\\Analytics Fall\\DATA 901\\Text Mining\\Final Case\n"
     ]
    }
   ],
   "source": [
    "# %cd /Users/jacob/Box Sync/M.S. Analytics/Analytics Fall/DATA 901/Text Mining/Final Case/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Import dataset\n",
    "# reviews_all = pd.read_csv(\"Amazon_reviews.csv\", sep=\",\", names=['Rating', 'Title', 'Review'])\n",
    "# reviews_sample = reviews_all.sample(n=10000, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(reviews_all.shape)\n",
    "# print(reviews_sample.shape)\n",
    "# # print(reviews_all.head())\n",
    "# # print(reviews_sample.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create a csv of 5000 reviews\n",
    "# reviews_sample.to_csv(\"reviews_sample.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Read in the sample reviews csv, Apply column and Index Names, save as new csv\n",
    "# reviews_renamed = pd.read_csv(\"reviews_sample.csv\", header=0, names=['Index','Rating', 'Title', 'Review']) \n",
    "# reviews_renamed = reviews_renamed.set_index(reviews_renamed.columns[0])\n",
    "# reviews_renamed.to_csv(\"reviews.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading reviews.csv containing sample of reviews from full dataset\n",
    "reviews = pd.read_csv(\"reviews.csv\", header=0, index_col=['Index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 3)\n"
     ]
    }
   ],
   "source": [
    "print(reviews.shape)\n",
    "# print(reviews.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting Reviews dataframe column to list\n",
    "reviews_list = reviews['Review'].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reviews_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sentiment Analysis\n",
    "##### Textblob and Vader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Textblob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Storing polarity and subjectivity in lists\n",
    "polarity = []\n",
    "subj = []\n",
    "for i in reviews_list:\n",
    "    test = TextBlob(i) \n",
    "    obj = test.sentiment\n",
    "    polarity.append(obj[0])\n",
    "    subj.append(obj[1])\n",
    "\n",
    "# print(polarity)\n",
    "# print(subj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "# textblob_lists = [polarity, subj]\n",
    "# textblob_polarity = pd.DataFrame(polarity).melt()\n",
    "# textblob_subj = pd.DataFrame(subj).melt()\n",
    "\n",
    "# textblob_polarity = textblob_polarity.rename(columns={\"value\": \"TextBlobPolarity\"})\n",
    "# textblob_subj = textblob_subj.rename(columns={\"value\": \"TextBlobSubj\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### VADER: Valence Aware Dictionary for sEntiment Reasoning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
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   "outputs": [
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     "name": "stdout",
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0.04, 0.06, 0.26, 0.101, 0.141, 0.153, 0.047, 0.111, 0.016, 0.155, 0.0, 0.052, 0.13, 0.0, 0.0, 0.0, 0.0, 0.084, 0.081, 0.0, 0.0, 0.0, 0.047, 0.145, 0.06, 0.0, 0.072, 0.06, 0.0, 0.117, 0.0, 0.21, 0.039, 0.03, 0.0, 0.225, 0.184, 0.081, 0.034, 0.081, 0.0, 0.0, 0.135, 0.0, 0.0, 0.0, 0.026, 0.138, 0.048, 0.05, 0.0, 0.076, 0.103, 0.087, 0.084, 0.027, 0.048, 0.036, 0.0, 0.114, 0.017, 0.024, 0.051, 0.021, 0.0, 0.118, 0.19, 0.025, 0.164, 0.059, 0.051, 0.067, 0.027, 0.065, 0.057, 0.055, 0.043, 0.082, 0.018, 0.246, 0.185, 0.065, 0.0, 0.0, 0.0, 0.021, 0.079, 0.108, 0.107, 0.064, 0.0, 0.149, 0.063, 0.03, 0.0, 0.096, 0.035, 0.08, 0.172, 0.088, 0.029, 0.062, 0.072, 0.123, 0.145, 0.0, 0.0, 0.068, 0.078, 0.0, 0.166, 0.0, 0.122, 0.089, 0.074, 0.0, 0.042, 0.099, 0.0, 0.0, 0.061, 0.0, 0.069, 0.237, 0.0, 0.104, 0.0, 0.033, 0.0, 0.088, 0.0, 0.127, 0.118, 0.0, 0.175, 0.0, 0.05, 0.158, 0.0, 0.04, 0.0, 0.0, 0.015, 0.217, 0.062, 0.0, 0.137, 0.019, 0.138, 0.0, 0.0, 0.174, 0.091, 0.241, 0.064, 0.088, 0.043, 0.116, 0.0, 0.051, 0.0, 0.0, 0.144, 0.024, 0.071, 0.077, 0.041, 0.059, 0.225, 0.0, 0.0, 0.072, 0.0]\n"
     ]
    }
   ],
   "source": [
    "neg = []\n",
    "neu = []\n",
    "pos = []\n",
    "compound = []\n",
    "\n",
    "for i in reviews_list:\n",
    "    test = SentimentIntensityAnalyzer().polarity_scores(i)\n",
    "    neg.append(test['neg'])\n",
    "    neu.append(test['neu'])\n",
    "    pos.append(test['pos'])\n",
    "    compound.append(test['compound'])\n",
    "\n",
    "# print(neg)\n",
    "# print(pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a DataFrame of Polarity scores and features from TextBlob and Vader\n",
    "polaritydf = pd.DataFrame()\n",
    "\n",
    "# TextBlob\n",
    "polaritydf['TextBlobPolarity'] = polarity\n",
    "polaritydf['TextBlobSubj'] = subj\n",
    "\n",
    "# Vader\n",
    "polaritydf['VaderNeg']= neg\n",
    "polaritydf['VaderNeu']= neu\n",
    "polaritydf['VaderPos']= pos\n",
    "polaritydf['VaderCompound']= compound"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "# polaritydf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save Polarity Features as csv for future use\n",
    "# polaritydf.to_csv(\"polarity.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "metadata": {},
   "outputs": [],
   "source": [
    "polaritydf = pd.read_csv(\"polarity.csv\").drop(['Unnamed: 0'], axis=1)\n",
    "review_ratingdf = pd.read_csv(\"reviews.csv\", usecols=['Rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 560,
   "metadata": {},
   "outputs": [],
   "source": [
    "analyzerdf = pd.DataFrame()\n",
    "analyzer_list = [polaritydf, review_ratingdf]\n",
    "\n",
    "analyzerdf = pd.concat(analyzer_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {},
   "outputs": [],
   "source": [
    "# analyzerdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1aa33871d0>"
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Rating\", y=\"TextBlobPolarity\", kind=\"swarm\", data=analyzerdf)\n",
    "sns.catplot(x=\"Rating\", y=\"VaderCompound\", kind=\"swarm\", data=analyzerdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot Rating vs. Textblob\n",
    "sns.catplot(x=\"Rating\", y=\"TextBlobPolarity\", kind=\"box\", data=analyzerdf);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 563,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot Rating vs. Vader\n",
    "sns.catplot(x=\"Rating\", y=\"VaderCompound\", kind=\"box\", data=analyzerdf);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preparing Dataset for DTM\n",
    "- Convert Reviews to List\n",
    "- stemming, lemmatization and stop_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Stop words\n",
    "en_stop = stopwords.words('english')\n",
    "\n",
    "# # Additions to the stop word list\n",
    "en_stop.extend([\".\",\"-\",\"(\", \")\",\"/\", \",\", \"’\", \"”\",\"“\", '!', '#', '$', '%', '&', ' \"','\"',\"'\", \"'d\", \n",
    "                \"'ll\", \"'m\", \"'re\", \"'s\", \"'the\", \"'ve\",'--', \"..\", \"...\", \".i\", \".it\", \".the\", \".thi\",\n",
    "                '0', '1', '1.', '1/2', '10', '100', '11', '12', '13', '14', '15', '16', '17', '18', '1970', \n",
    "                '1980', '1st', '2', '2.', '200', '2000', '2002', '2004', '24', '25', '2nd', '3', '30', '300', \n",
    "                '32', '3rd', '4', '40', '45', '48', '4th', '5', '5.1', '20', '50', '500', '5th', '6', '60', '7', \n",
    "                '70', '8', '80', '9', '90', ':', ';', '=', '>', '?', '@', '[', ']', '20', '50', '`', '``', \"''\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### DTM\n",
    "###### Frequency Distribution + TFIDF weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = PorterStemmer()\n",
    "def stem_tokens(tokens, stemmer):\n",
    "    stemmed = []\n",
    "    for item in tokens:\n",
    "        stemmed.append(stemmer.stem(item))\n",
    "    return stemmed\n",
    "\n",
    "# tokenize stems and tokenizes altogether\n",
    "def tokenize(text):\n",
    "    tokens = nltk.word_tokenize(text)\n",
    "    stems = stem_tokens(tokens, stemmer)\n",
    "    return stems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### DTM using Frequency Distribution: CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 603,
   "metadata": {},
   "outputs": [],
   "source": [
    "vect = CountVectorizer(tokenizer=tokenize, stop_words = en_stop, ngram_range= (1,1),max_features = 3000) # ngram 1-2\n",
    "# print(vect.fit(reviews_list))\n",
    "dtmCount = vect.fit_transform(reviews_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 610,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Most Deterministic Tokens\n",
    "# converting dtm to array to view\n",
    "# see what tokens are most deterministic of rating\n",
    "# dtmCount.toarray()\n",
    "\n",
    "dtmTokensdf = pd.DataFrame(dtmCount.toarray(), columns=vect.get_feature_names())\n",
    "# df2.head()\n",
    "\n",
    "# df2.iloc[1:10, 1:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 611,
   "metadata": {},
   "outputs": [],
   "source": [
    "determTokens = pd.DataFrame()\n",
    "determToken_list = [review_ratingdf, dtmTokensdf]\n",
    "\n",
    "determTokens = pd.concat(determToken_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 633,
   "metadata": {},
   "outputs": [],
   "source": [
    "determTokenspivot = determTokens.pivot_table(index=['Rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 678,
   "metadata": {},
   "outputs": [],
   "source": [
    "# determTokenspivot.idxmax(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 738,
   "metadata": {},
   "outputs": [],
   "source": [
    "determTokens_list = determTokenspivot.apply(lambda s: s.abs().nlargest(50).index.tolist(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 752,
   "metadata": {},
   "outputs": [],
   "source": [
    "l1 = [x for x in determTokens_list[1] if x not in determTokens_list[3]]\n",
    "l11 = [x for x in l1 if x not in determTokens_list[4]]\n",
    "l12 = [x for x in l11 if x not in determTokens_list[5]]\n",
    "determTokens_Rating1 = [x for x in l12 if x not in determTokens_list[5]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 779,
   "metadata": {},
   "outputs": [],
   "source": [
    "# determTokens_Rating5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 760,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 ['money', 'tri', 'bad', 'wast', 'review', 'back', 'got', 'never', 'know', 'purchas', 'peopl']\n",
      "2 ['tri', 'disappoint', 'product', 'two', 'end', 'seem', 'charact', 'say', 'got']\n",
      "3 ['littl', 'still', 'lot', 'howev', 'seem', 'interest', 'end', 'charact']\n",
      "4 ['littl', 'song', 'also', 'enjoy', 'still', 'album', 'music', 'recommend', 'best', 'see', 'give', 'lot']\n",
      "5 ['best', 'recommend', 'music', 'easi', 'find', 'new', 'life', 'mani', 'everi']\n"
     ]
    }
   ],
   "source": [
    "# Duplicate Words Removed\n",
    "print(\"1\",determTokens_Rating1)\n",
    "print(\"2\",determTokens_Rating2)\n",
    "print(\"3\",determTokens_Rating3)\n",
    "print(\"4\",determTokens_Rating4)\n",
    "print(\"5\",determTokens_Rating5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 757,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Without duplicates removed\n",
    "# print(\"1:\", determTokens_list[1][:])\n",
    "# print(\"2:\", determTokens_list[2][:])\n",
    "# print(\"3:\", determTokens_list[3][:])\n",
    "# print(\"4:\", determTokens_list[4][:])\n",
    "# print(\"5:\", determTokens_list[5][:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1050,
   "metadata": {},
   "outputs": [],
   "source": [
    "dT = PrettyTable()\n",
    "dT.field_names = [\"Rating\", \"Words in order\"]\n",
    "dT.add_row([\"Rating 1\", ['money', 'tri', 'bad', 'wast', 'review', 'back', 'got', 'never', 'know', 'purchas', 'peopl']])\n",
    "dT.add_row([\"Rating 2\", ['tri', 'disappoint', 'product', 'two', 'end', 'seem', 'charact', 'say', 'got']])\n",
    "dT.add_row([\"Rating 3\", ['littl', 'still', 'lot', 'howev', 'seem', 'interest', 'end', 'charact']])\n",
    "dT.add_row([\"Rating 4\", ['littl', 'song', 'also', 'enjoy', 'still', 'album', 'music', 'recommend', 'best', 'see', 'give', 'lot']])\n",
    "dT.add_row([\"Rating 5\", ['best', 'recommend', 'music', 'easi', 'find', 'new', 'life', 'mani', 'everi']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1051,
   "metadata": {},
   "outputs": [],
   "source": [
    "dT1 = PrettyTable()\n",
    "dT1.field_names = [\"Rating\", \"Word 1\", \"2\", \"3\", \"4\", \"5\", \"6\", \"7\", \"8\", \"9\", \"10\", \"11\", \"12\"]\n",
    "dT1.add_row([\"Rating 1\", 'money', 'tri', 'bad', 'wast', 'review', 'back', 'got', 'never', 'know', 'purchas', 'peopl', ''])\n",
    "dT1.add_row([\"Rating 2\", 'tri', 'disappoint', 'product', 'two', 'end', 'seem', 'charact', 'say', 'got', '', '', ''])\n",
    "dT1.add_row([\"Rating 3\", 'littl', 'still', 'lot', 'howev', 'seem', 'interest', 'end', 'charact', '', '', '', ''])\n",
    "dT1.add_row([\"Rating 4\", 'littl', 'song', 'also', 'enjoy', 'still', 'album', 'music', 'recommend', 'best', 'see', 'give', 'lot'])\n",
    "dT1.add_row([\"Rating 5\", 'best', 'recommend', 'music', 'easi', 'find', 'new', 'life', 'mani', 'everi', '', '', ''])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1052,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------+--------+------------+---------+-------+--------+----------+---------+-----------+-------+---------+-------+-----+\n",
      "|  Rating  | Word 1 |     2      |    3    |   4   |   5    |    6     |    7    |     8     |   9   |    10   |   11  |  12 |\n",
      "+----------+--------+------------+---------+-------+--------+----------+---------+-----------+-------+---------+-------+-----+\n",
      "| Rating 1 | money  |    tri     |   bad   |  wast | review |   back   |   got   |   never   |  know | purchas | peopl |     |\n",
      "| Rating 2 |  tri   | disappoint | product |  two  |  end   |   seem   | charact |    say    |  got  |         |       |     |\n",
      "| Rating 3 | littl  |   still    |   lot   | howev |  seem  | interest |   end   |  charact  |       |         |       |     |\n",
      "| Rating 4 | littl  |    song    |   also  | enjoy | still  |  album   |  music  | recommend |  best |   see   |  give | lot |\n",
      "| Rating 5 |  best  | recommend  |  music  |  easi |  find  |   new    |   life  |    mani   | everi |         |       |     |\n",
      "+----------+--------+------------+---------+-------+--------+----------+---------+-----------+-------+---------+-------+-----+\n"
     ]
    }
   ],
   "source": [
    "# print(dT)\n",
    "print(dT1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 513,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.matrix"
      ]
     },
     "execution_count": 513,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Converting DTM to dense/array, unweighted\n",
    "dtmCount_dense = dtmCount.todense()\n",
    "type(dtmCount_dense)\n",
    "# type(dtmCount)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### DTM using weights: TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [],
   "source": [
    "vect = TfidfVectorizer(tokenizer=tokenize, stop_words = en_stop, ngram_range= (1,1),\n",
    "                       max_features = 3000, norm='l2', use_idf=True)\n",
    "# print(vect.fit(reviews_list))\n",
    "dtmTfidf = vect.fit_transform(reviews_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 798,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Converting DTM to array/dense matrix, weighted\n",
    "dtmTfidf_array = dtmTfidf.toarray()\n",
    "dtmTfidf_dense = dtmTfidf.todense()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'scipy.sparse.csr.csr_matrix'>\n",
      "(10000, 3000)\n",
      "<class 'numpy.matrix'>\n"
     ]
    }
   ],
   "source": [
    "print(type(dtmTfidf))\n",
    "print(dtmTfidf.shape)\n",
    "# print(type(dtmTfidf_array))\n",
    "print(type(dtmTfidf_dense))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dimension Reduction\n",
    "###### PCA, SparsePCA, LLE, UMAP, t-SNE?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### PCA - Tfidf L2 -- useless, way too many components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 853,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=0.9, random_state=None,\n",
       "    svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 853,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(0.90)\n",
    "pca.fit(dtmTfidf_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 854,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 1769)"
      ]
     },
     "execution_count": 854,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca_components = pca.fit_transform(dtmTfidf_dense)\n",
    "pca_components.shape\n",
    "# pca_components.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### PCA - Frequency -- way too many components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=0.9, random_state=None,\n",
       "    svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(0.90)\n",
    "pca.fit(dtmCount_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 1165)"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca_components = pca.fit_transform(dtmCount_dense)\n",
    "pca_components.shape\n",
    "# pca_components.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Sparse PCA - Tfidf L2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 855,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SparsePCA(U_init=None, V_init=None, alpha=1, max_iter=1000, method='lars',\n",
       "          n_components=20, n_jobs=None, normalize_components=False,\n",
       "          random_state=None, ridge_alpha=0.01, tol=1e-08, verbose=False)"
      ]
     },
     "execution_count": 855,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SparsePCA = SparsePCA(20)\n",
    "SparsePCA.fit(dtmTfidf_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 856,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 20)"
      ]
     },
     "execution_count": 856,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sparsepca_components = SparsePCA.fit_transform(dtmTfidf_array)\n",
    "Sparsepca_components.shape\n",
    "# Sparsepca_components.view()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 857,
   "metadata": {},
   "outputs": [],
   "source": [
    "colsSparsePCA = []\n",
    "for i in range(1,21):\n",
    "    colsSparsePCA.append(\"SparsePCA\"+str(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 858,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Put SparsePCA components in df\n",
    "SparsePCAdf = pd.DataFrame(Sparsepca_components, columns = colsSparsePCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 859,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 20)"
      ]
     },
     "execution_count": 859,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SparsePCAdf.shape\n",
    "# SparsePCAdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Sparse PCA - Frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SparsePCA(U_init=None, V_init=None, alpha=1, max_iter=1000, method='lars',\n",
       "          n_components=20, n_jobs=None, normalize_components=False,\n",
       "          random_state=None, ridge_alpha=0.01, tol=1e-08, verbose=False)"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SparsePCA = SparsePCA(20)\n",
    "SparsePCA.fit(dtmCount_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 20)"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sparsepca_components = SparsePCA.fit_transform(dtmCount_dense)\n",
    "Sparsepca_components.shape\n",
    "# Sparsepca_components.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### LLE - Tfidf L2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 3)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding = LocallyLinearEmbedding(n_components=3)\n",
    "X_transformed = embedding.fit_transform(dtmTfidf_array)\n",
    "X_transformed.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [],
   "source": [
    "colsLLE = []\n",
    "for i in range(1,4):\n",
    "    colsLLE.append(\"LLE\"+str(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Put LLE components in df\n",
    "LLEdf = pd.DataFrame(X_transformed, columns = colsLLE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 3)"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LLEdf.shape\n",
    "# LLEdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### UMAP - Tfidf L2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 896,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_umap = umap.UMAP(n_neighbors=15).fit_transform(dtmTfidf_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 897,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 2)"
      ]
     },
     "execution_count": 897,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_umap.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Put UMAP components in df\n",
    "colsUMAP = []\n",
    "for i in range(1,3):\n",
    "    colsUMAP.append(\"UMAP\"+str(i))\n",
    "    \n",
    "UMAPdf = pd.DataFrame(train_umap, columns = colsUMAP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 2)"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "UMAPdf.shape\n",
    "# UMAPdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes = ['0','1','2','3','4','5','6','7','8','9']\n",
    "fig, ax = plt.subplots(1, figsize=(12, 8)) \n",
    "\n",
    "plt.scatter(*train_umap.T, s=2, c = reviews['Rating'],cmap='BrBG', alpha=1) \n",
    "plt.setp(ax, xticks=[], yticks=[]) \n",
    "cbar = plt.colorbar(boundaries=np.arange(11)-0.5) \n",
    "cbar.set_ticks(np.arange(10)) \n",
    "cbar.set_ticklabels(classes) \n",
    "plt.title('Reviews Embedded with UMAP');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### t-SNE *not working"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X_embedding = TSNE(n_components=3, perplexity=10, verbose=2, n_iter = 250).fit_transform(dtmTfidf_dense)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Combine Dimension Reduced Methods into Single df and save to csv\n",
    "# SparsePCA, LLE and UMAP\n",
    "drdf = pd.DataFrame()\n",
    "dr_list = [SparsePCAdf, LLEdf, UMAPdf]\n",
    "\n",
    "drdf = pd.concat(dr_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save Dimension Reduced Columns as csv for future use\n",
    "drdf.to_csv(\"dimensionreduced.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Prepare a DataFrame for Train/Test Split\n",
    "###### combine reviews, dimension reduced and polarity scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {},
   "outputs": [],
   "source": [
    "review_ratingdf = pd.read_csv(\"reviews.csv\", usecols=['Rating'])\n",
    "dimensionreduceddf = pd.read_csv('dimensionreduced.csv').drop(['Unnamed: 0'], axis=1)\n",
    "polaritydf = pd.read_csv('polarity.csv').drop(['Unnamed: 0'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelcols = pd.DataFrame()\n",
    "modelcols_list = [review_ratingdf, dimensionreduceddf, polaritydf]\n",
    "\n",
    "modelcols = pd.concat(modelcols_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 32)"
      ]
     },
     "execution_count": 367,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modelcols.shape\n",
    "# modelcols.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Divide into Train + Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = modelcols.iloc[:,1:]\n",
    "y = modelcols.iloc[:,:1]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.1,\n",
    "                                                     random_state=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### XGboost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 36 candidates, totalling 108 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "[Parallel(n_jobs=1)]: Done 108 out of 108 | elapsed: 147.1min finished\n"
     ]
    }
   ],
   "source": [
    "n_estimators = [100, 500, 1000]\n",
    "learning_rate = [.01, .01] # 0.0001 < learning rate < 0.1 is optimal\n",
    "subsample = [0.5] \n",
    "max_depth = [5, 7] \n",
    "\n",
    "param_grid = dict(n_estimators=n_estimators,\n",
    "                  learning_rate=learning_rate,\n",
    "                  subsample = subsample,\n",
    "                  max_depth = max_depth) \n",
    "\n",
    "model = XGBClassifier()\n",
    "\n",
    "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=7)\n",
    "grid_search_XGB = GridSearchCV(model, param_grid, scoring=\"neg_log_loss\", cv=kfold, verbose=1)\n",
    "\n",
    "grid_result_XGB = grid_search_XGB.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best: -1.384625 using {'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 500, 'subsample': 0.5}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best: %f using %s\" % (grid_result_XGB.best_score_, grid_result_XGB.best_params_)) # learn: 0.1, depth:6, n_estim: 100, subsamp: 0.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 515,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_XGboost = grid_result_XGB.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 516,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGboost accuracy score: 0.38\n"
     ]
    }
   ],
   "source": [
    "print(\"XGboost accuracy score:\", accuracy_score(y_pred_XGboost, y_test)) # 0.393 #0.372"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Gradient Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 536,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 2 candidates, totalling 6 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "[Parallel(n_jobs=1)]: Done   6 out of   6 | elapsed:  4.5min finished\n"
     ]
    }
   ],
   "source": [
    "learning_rates = [0.01] #.01\n",
    "n_estimators = [1000] #300 # 500 #1000\n",
    "subsample = [0.4] #.6 #0.4\n",
    "\n",
    "param_grid = dict(n_estimators=n_estimators,\n",
    "                  learning_rate=learning_rate,\n",
    "                  subsample = subsample)\n",
    "\n",
    "model = GradientBoostingClassifier()\n",
    "\n",
    "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=7)\n",
    "grid_search_GB = GridSearchCV(model, param_grid, scoring=\"neg_log_loss\", cv=kfold, verbose=1)\n",
    "\n",
    "grid_result_GradientBoost = grid_search_GB.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 537,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best: -1.389411 using {'learning_rate': 0.01, 'n_estimators': 1000, 'subsample': 0.4}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best: %f using %s\" % (grid_result_GradientBoost.best_score_, grid_result_GradientBoost.best_params_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 538,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_GradientBoost = grid_result_GradientBoost.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 539,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient Boost accuracy score: 0.389\n"
     ]
    }
   ],
   "source": [
    "print(\"Gradient Boost accuracy score:\", accuracy_score(y_pred_GradientBoost, y_test)) # 0.381 #.371"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 482,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 3 candidates, totalling 9 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "[Parallel(n_jobs=1)]: Done   9 out of   9 | elapsed:  7.1min finished\n"
     ]
    }
   ],
   "source": [
    "n_estimators = [1000, 2000, 3000]\n",
    "\n",
    "param_grid = dict(n_estimators=n_estimators)\n",
    "\n",
    "model = RandomForestClassifier()\n",
    "\n",
    "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=7)\n",
    "grid_search_RF = GridSearchCV(model, param_grid, scoring=\"neg_log_loss\", cv=kfold, verbose=1)\n",
    "\n",
    "grid_result_RF = grid_search_RF.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 986,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best: -1.396028 using {'n_estimators': 3000}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best: %f using %s\" % (grid_result_RF.best_score_, grid_result_RF.best_params_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 987,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_RF = grid_result_RF.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 988,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest accuracy score: 0.372\n"
     ]
    }
   ],
   "source": [
    "print(\"Random Forest accuracy score:\", accuracy_score(y_pred_RF, y_test)) # 0.372"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1031,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_clusters(data, algorithm, args, kwds):\n",
    "    start_time = time.time()\n",
    "    labels = algorithm(*args, **kwds).fit_predict(data)\n",
    "    end_time = time.time()\n",
    "    palette = sns.color_palette('deep', np.unique(labels).max() + 1)\n",
    "    colors = [palette[x] if x >= 0 else (0.0, 0.0, 0.0) for x in labels]\n",
    "    plt.scatter(data.T[0], data.T[1], c=colors, **plot_kwds)\n",
    "    frame = plt.gca()\n",
    "    frame.axes.get_xaxis().set_visible(False)\n",
    "    frame.axes.get_yaxis().set_visible(False)\n",
    "#     plt.title('Clusters found by {}'.format(str(algorithm.__name__)), fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 839,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusteringcols = pd.DataFrame()\n",
    "clustering_list = [dimensionreduceddf] #, polaritydf\n",
    "\n",
    "clusteringcols = pd.concat(clustering_list, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### K Means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1010,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "       n_clusters=5, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "       random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 1010,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=5)\n",
    "kmeans.fit(train_umap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1011,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_k = kmeans.predict(train_umap)\n",
    "centroids = kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1012,
   "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>col_0</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rating</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>353</td>\n",
       "      <td>428</td>\n",
       "      <td>333</td>\n",
       "      <td>460</td>\n",
       "      <td>357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>342</td>\n",
       "      <td>435</td>\n",
       "      <td>386</td>\n",
       "      <td>489</td>\n",
       "      <td>367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>341</td>\n",
       "      <td>456</td>\n",
       "      <td>393</td>\n",
       "      <td>511</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>298</td>\n",
       "      <td>464</td>\n",
       "      <td>368</td>\n",
       "      <td>474</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>338</td>\n",
       "      <td>463</td>\n",
       "      <td>385</td>\n",
       "      <td>468</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0     0    1    2    3    4\n",
       "Rating                         \n",
       "1       353  428  333  460  357\n",
       "2       342  435  386  489  367\n",
       "3       341  456  393  511  363\n",
       "4       298  464  368  474  363\n",
       "5       338  463  385  468  365"
      ]
     },
     "execution_count": 1012,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cluster crosstab for kmeans\n",
    "pd.crosstab(reviews.Rating, labels_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1033,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clusters(train_umap, KMeans, (), {'n_clusters':5})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### DBscan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1014,
   "metadata": {},
   "outputs": [],
   "source": [
    "db = DBSCAN(eps=0.3, min_samples=100).fit(train_umap) #clusteringcols\n",
    "labels_db = db.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1015,
   "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>col_0</th>\n",
       "      <th>-1</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rating</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>279</td>\n",
       "      <td>1527</td>\n",
       "      <td>30</td>\n",
       "      <td>22</td>\n",
       "      <td>43</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>243</td>\n",
       "      <td>1647</td>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>38</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>265</td>\n",
       "      <td>1666</td>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>270</td>\n",
       "      <td>1575</td>\n",
       "      <td>42</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>276</td>\n",
       "      <td>1622</td>\n",
       "      <td>36</td>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0    -1     0   1   2   3   4\n",
       "Rating                           \n",
       "1       279  1527  30  22  43  30\n",
       "2       243  1647  36  10  38  45\n",
       "3       265  1666  39  19  35  40\n",
       "4       270  1575  42  20  32  28\n",
       "5       276  1622  36  16  36  33"
      ]
     },
     "execution_count": 1015,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(reviews.Rating, labels_db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1016,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uFBpBkBfzZms/0+LOPr84jmk2m7TbbQ4ODtja2iIIgqKYN7uMx2MqlQppmqK1xnEcfvu3fxvP8z7Cb9wcv26Yk+6bMNva3lvMmW1LZ+2rs8aDfr9f3NZoNFhaWmIwGFCtVvnKV77C4uJi8by1Wo2FhQV++tOf8sILL3D58uVCLrW3t0cQBNi2XRDuTGc6K3h5nlfkmjudDr1eD2MMcRwXlX4hBJZlFQTjeR5KKbTW1Ot1fN9nMBiglKJSqeCWG3h+hVqjTRAbFtbPk4gGTqWVF8OkB8IgpQVIUgXZJMMAUkBgZbiOhTGCsmdT9euoJCERCm2gHxgiU8JIQao0/VGCwdDd2ydONdIqY6wlREnQLLlopRCW5FNPPIHnuWxsbHD9+nV2d3cplUpFhO66bqHP9TwP13XRWhd56lnEO4uMPc8jSRJarRbGGLa2tvB9n1arxeLiIkmS0Ov1sG2bF198kcXFRU6ePEmz2fwlfAPn+N+OOem+Ca7rsrS0VAjtZ/Kk1dXVwqdgplddW1srupa+8IUvUK1WWV9fL3wNtNYARV72u9/9Li+88ALdbpe9vT2Ojo6YTCYFgc9ylDOinJH/zs4OUkqiKCq2wcYYkiS5T+g/23bPOsFm15XLZarVanEZjUY0my1WT5wDp4Hr15DlJcqtk+x1M+53Jrj/KzITgWkDRoFSGiEgyzRBnGIJge9IlIFW1UVqjUpSEqVJMw0GlHAxlgskSKdMqhOi1CCkIcPh9pHg9IlF1touvV4PIQS7u7usrq5iWRaTyaQ4qVSrVRzHIQgC0jQlTVMWFhZYWFjA8zz29/eLfPFMwRFFEVtbWzSbTfb29nAch2q1yuOPP87m5mbRsPHJT37yvhPnHHN8GJiT7tvgkUceIYoiRqMRCwsL7O7u0m63qdfrBEFAlmVFbrfdbrO0tESz2eSZZ55BSlkYyURRxNLSEq+88gq3b9+m0+lw8eJFDg4OGI1GhZZ1VhgyxuD7PmmaFg0FQRAU6YB787GznObs+hmEEDiOU2zXtda02+1CJdBoNFhdXWV9fZ3YalJtrrOwtIEoLXJrP8DzLCax4r0svc09/xtDrlTIQAlTRJv9MEErQZJpsinhGsAtVUgmAyzpYDsa23NRURVLyjyVUV/l9Ts9Xrl0hWzU4WDnFuPxmFqtRrVaZXl5mWazieM4hGFItVplMBjgeR6e59FoNHBdl5s3bxLHMUmSIISg1+vR6XSIoqhIIXQ6HcIwxLbtQhL4mc98htXVVW7cuFGQbpqmRSpjjjl+EcxJ923gOA6f+cxn6PV6jEYjTp8+zf7+Ptvb2/zwhz/Edd2i+l2tVllbWytMUnq9XlFk29nZ4Vvf+hY7OzscP36cNE3pdDpFq7Bt28UWGPKine/7SClJkuQ+TfCsaWC2db53+wwUpGpZVkHCx44d49Of/jT9fp9er0ccx6ytrfH5z3+eY8eOcZRU6YUebslna3eIMJBOI9f3O0jBGNDGIIBMCRwMAgtEfnyGPDoWAjy/TJY20VlEZhKUsXGrDeqVEm6pRO+oy/bNy8ThEB33iQZjoiAvjm1sbNBsNnFdl0ajQa1Ww/O8QlWilCLLMg4ODhgMBkwmk0KKN9sFZFmGEAIpJePxmCzLsCyLvb09fvjDH7K9vc3Xv/51+v0+165d4+rVqwCcOnWKp556irNnz84VDnN8YMxJ913QbDaLvN6ZM2eKlEMcx0gpi+16t9tla2uLH/zgB0V64vbt21y8eJEbN24QxzHXrl2j0WgUhZ5Zwc627SIyTNOUwWCAZVnFlllKWRTAZpHWvRX8e2+fuYhlWcbCwgJPPfUUv/u7v0u/36fT6eA4Dl/+8pdpt9ssLCzwgwvbiMMx3UGEMhqlNRiD/oCTa7QGKZkSb/48xoAUAiMFGSYncyMoVVokcUgWjxDCQpQqKK9CrFJ2775ONAkJxwOM1gi3iaMMtpOfXCqVClJKfN8vcrpKKdI0pVqtFs0WM02y1rpYl5n2d5aKmO0wZmN7ZoXM7e3twjOiXC1TKpW4tbvF/uE+/2f4f3jmc888kHxwjjnejDnpvg+0Wi1WVlbuUzfs7+9z4cIFgiAo2mKff/75gqCjKCKKIoIgKMgyTVOSJCmirizLkFJSKpWKZoxZAWjWlTXzH7Asq4iAXdctzMQdxykkVlJKTpw4Qbvd5rXXXiuO13EcxuMxZ86cYTBOuHswYmtvRBRnZJkmSTTqAxCuNW3eMgaUBoFBWpApjZQCxxagBFplGAHKGDQC261gexXs6eOTTBCHEUlmY3kNfMtDpRPSyQCTTsjI12+WmplMJoV3bqVSKdIqYRgSBEHhtnavG9q9XhCz1uN7c+FBGJDqjM5rh9TbDfyST6W2QH1pgWFZ0R++QnTXYuzHnD25ScUtU/MqVN3KB/9izfFrhTnpvg9IKVlZWSl0vDPv1/39fSaTCVprJpNJUSib5VK11kXudibpmikOZgWzWdQ6a4OdTCaEYVgQwqwBYGFhgVKpVER7M2+FGer1OqdOneLkyZNMJhMqlZwMms1m4cr1ysWfk7orHPYnHPYnZEpjgFQp7kkPPxAsC1xbkGamyO8KAZYlyJTKGyxciUg1FjbaaKJEIwwgwLYFWudRsVYGZaC8sEYcDhAyQNoebnkBVfLJogFRnGFLURQTZzn0Rx55hM3NTW7cuMHh4WFhGTlrg54pHrIsK9QMb/aHUEqRqJQ0UmijMK6g+slFnIpHKhSolCAKuNq5QVLKOLQG1L0aFa/MWnWZ8+2z8/bhOd4Tc9J9D8wItN/vs7i4yMbGBpPJhF6vRxiG3Lx5szDojuOYg4ODwiNgRnqj0agwcVFKFVFruVwmTdNC2G9ZFr7vF/efpQ5mBjMzj4RGo8H58+cLT9mDg4OiGDSTOj3xxBOFxG0WAc5w684+5cUyvWGMY+fb7SRV2NIizt46VeHtYAGWBMe28BxJlqVFHtgYCvI2yhQFNCEFWZqnGDTgCLAQaGMw0/tblo3t+qRRgOs3sISFUimiVCHu38UuK+xsRKNRLU5qnudh2zZhGLK+vl5EsZ1Oh729vcJ9bZbvNsYUqYZ7i5BYOfFKS+DVy1g1B7tZwq2VMJFGpRqhFEEUcBAdURs2mJRjVlji5fEltkd7HKuvUnHKLFValJ153neOt2JOuu8ArTUXL17k0qVL7O3tFde3220+97nPcerUKS5duoRt27RXj2GEwyToMtEl7OoagiGpFlQdh2azSRiG9Pv9YmSO67rFFINyuVyMo5mlF2ZSsFKpRJZlRcqhXC7z6KOP8vTTT3P69Glef/11qtVqQSIzA/Usy2g0Gm/xehiMY27vDGBwxCROUBpcRyIt6AseuIimp/9obVBKY0sxjRzz6FeI/OdEadQkwbEtlDJkyiAsEDp/DjGN9KVlyDTYbgnHLaOrTXSWYLs+OkvQKsGojFiPseysaPWdKT9mazkj1dXVVTY3N/F9n+9973sMBgMWFhbIsoybN29y7dq1QnYH+S7GkhbCsvDKHtXVBuXVGk7Vw7ItrIaDJQQqVlASKEszikcYYQiTkIpbJtUpy+VFtAkYJyGnFo5RdufEO8f9mJPuO2Bra4ubN28WhJtpQaxshtsDkp9e4sufL9FuL1NdPMkkVvQHI1JvlaXjbWS3g/B6lEoewoo43mxye2uLBQSu67C4uEi32y0czGZb3FlBaBZ9zTqtZjlJz/PY3Nzk6aef5rHHHqPRaNBoNLh27RqHh4ecPn2ajY0N1tbWqNVqvPjii4W8zfM8jgYTBuMEZWCSaEZhRprpKUnm+dj31IrdA20gSQ1aqyK1wJS4M5WrGcDgSBAINCAtgVZ5zneqMkMKg5QCRK548OstnFI5PwGlEbg+WTJmfBiC1iTGQ23vFMbkM/nYsWPHCrvKcrnM2bNncRyHP/zDP2R/f596vc7NmzfRWjMcDtFaF74VSmss18Kv+ax+6jjVMy2cuktlpYYQ+bpkscIt2chGicRSHIV9gmRC2S0xyWIWywuMk5DaNL97EBxxyp2PdJ/jfsxJ9x0wa14ASJRFkL7Rzts5GvLy63dyS8CTm/nIGONghI306zRXG5SqXXzPIckyLJHQWLZZLZXwPYuj/buFpWCWZcRxfJ9FYrfbLdpSZwQ8Mx6XUvLEE0/wW7/1W+zv75MkCZ/+9Kdpt9tFCqLb7XLhwgV++tOfFobd6xsbNFc285yxU+OonzIKk1zmJQTCQKbV+5aL5bng+6/Qb8pQKAWZpRHCwkIwUwEb8wZRGwyWJcCAZTnYnpN3X3hl0IoJCumUSMMeGsH+IPf9tScx2DG1pkN3GHPi+HEq5TKPPnqaT33y8aKRwnXzRovt7W0uXrzI0tISw+GwmA0XpRHKhtZmm6VPruEs+ciSg1NxEVJgtMHxDdKzwYEkSxgqxSgZIyOJbUnuDErsj49YqS7R9Bs0vBpL5SZVb15km+MNzEn3HTCTFBkDk+x+adDMtWswkSyvrDKZRATXdkhwEbJMyfVZXj2GYwvCKGWharO63KBSyqvs16812LtzheEgtyY8fvx4YbIyGAxwXbcQ7c/kZDOp1ObmJr/3e7+H67qcOnXqvuOybZvxeMzPfvYzrl69ysLCAkmSMJlMuHnrDncPAjYf+zzDpEacRgiRF68whlRNGy0+oFzs3aDJI2Jb5hpgyBUP1jS6zYnWyl/73hyrkPnFcsiSGMsu4TePEY+PKC+dwSDQSjFQCT21zHArZiccc3zdI/MCFlcnnFqrF8WtVqvFeDzmkUceIY5jHMcpipuWI5ENl8XPrGMf91Eyt6WcSSuEBByK3LhGkxiNMAJLZyhLkqqMW2nEUXBEvVRjo7HGYrnJY8vnKNlzP4c5csxJ9x0wG/u9350wymQepQmDaym8kkepVGKcGGIqNNsrtMcWw9hGI3Fti3qtgu1Iypmh3WogF11G3Vz1UK3WOXPuMdLJgMFgwOrqKo8++mhhL7i3t8fzzz/P9evXC3MX13X57Gc/yze/+c139fTd2dkpjHicaT55MBiwfxSAa0FlD2oeWaZwpEBaNmmmUDpXETwsGHLtriUAAVJa2NJCWoJMa7I0j3+llR+Hxf0ngDgc4pQbSOkh3SrCpMTRGEe6uKUautzCoDkaRnilCRvHPf6/C3fZObHA8eUaSws+5VKeyjl//jxhGOJ5XlFkK5fL1NYb+J9oc2B1SXT6xoG/iyDBYFCYPD1Brn5IVMI4CUhVStXx8Z0S59sPb1zTHB8vzEmX3Jlqb2+PNE2p1+u0222cSovD0Odmp0ukY2xLUPEdyp5L065wowO73Q7aGOKoRC9tkhmNbQmQNtKyUCqPPmu1KtXWKVQ0yNt63QopFbzmIptr8Dv/75cK34WlpSWeeuopXNdlc3OTw8NDyuUyjz/+OOfOneORRx55y/HPXLI8zyucuCB3SPvZz37GwcEh/XGELC9zMFCsPuJSqbWmEbSF51hElmIYpkzTlw8FBlAmN8spftcmT0cIC8sYhATJGzKyGSzHwS01AINIJZa0KdVXMQik7eRdGSi08BmkZa5sh9RKec5aCMHrt3u0m2Ucy6Vca3H69GmWlpaKQpzrupTrFbJVj8ODe2w734cCzOSlQTINQqcM4zFbgx0c6XKudQpbzv/c5viYkm4YhhwdHXF0dMTa2lpRva9UKkU77INiZ2eHq1evFsWsnZ0dXnjpMgsrp7Hrx2m2MvYP+6SZZhJDpd7ktT2bTA9RUxOXXA7lIUyGkDmxBInB9ySt1gKuLVlbXaZefooXL21hZQFiPKBcL7Gyvs7NDpxdM9hT9UGj0aBarXLr1i3CMEQIweLiImfPnr3v/QVBwIULF9jd3aVSqdBut4tGiNFoxHPPPcetW7cYhRFClliouaRZyqjXxUgPv1QhzTS+ZyMssG0wOi+oPbyYN39uS+R8lhfWclcyrQ1K5xpfW1oorYvj8PwFEPmOw7V9BAbLLmGMwpI2wpKAwXI9Ii057E1Iq5rxJCWKM44tVxmOE2pVl4PQp7p0knLliEE/9+mtVqt84Utf4D+PfgwfUGublw1NcdKIsoTO4Ihhb4C9o2iXW6yurnL69Om5h8OvMT5WpKu15nvf+x5/+Zd/ySuvvFJMmz158iRf/TeipdIAACAASURBVOpXOXbsGE8++SSPPvootm3TarUKl7C3QxRF9xEu5K5ZnaMRr995Fe2v0d44R305JY1jJin0xgmjMMOaSqSUNnlez8rzfZ4nwZg8Eiv7gEWaKQajmM7AYWRa4NdpNdZZrGocG3qB5mYHvvD/nMEv5wbey8vLLC8vFy3Hbz6ZbG1t8Td/8zfs7OwUOt+VlRVs2+batWu8+uqrxdge2/XxK3WMStHpBJVNSCcTSq6P7dikSqOUwRagrZz01LRR4WHAaEgyjRSGSOfSMmXeIGKjDMrKX1yKPM3gV1skUYgRIKWL1irPxdoelrCZJobRSHQG4zAmUxrXkdi2YByl2ELQbvlU64sMhjap5eC22lQqFR7d3GB9YwXR+zGe7ZGoFM377BSZQk0jXpVlhEmAED7beo8Fp8bdu3cZj8d8+tOf/tDWc46PFz5WpPvv//7vfPOb3+TOnTv3zRMbDAbcunWLZ555hmeffZZPfepTfPnLX8Z1c0/Wdxp/PrP9uxdJphkECVdvd6ktV6cRFMSJRTBJCWOdS6E0U9MZg2WZaYRoUatKXNtGWgKBYTSOuLs/5oYr6A5jMBrHlkxSiztdi0bFYalZwpSqKOHz+laPtcUKSwu5vvPtDLV7vR7/8R//wZ07d4Bc0H90dMSrr75auJvNbCOTJMFWivKCi5Q2juuRBh1UyUeKOkLYZFmuHHAcmzTTeYeaeXDN7vtFnt+F7E3x9CydYE/lZFKSd60ZkJaPZUmSJAIhkI6HQOSfj8i1yPdGj0rnDR+WJdg5ChhPUlZaZYJJRm+UMIk0FX+BxYZPpeyy21NgDXC0x6K/wCSdkGh93/t/0ADYkBv/xHGEZzlYMu/Om6QRZdcvDIjmfr2/nvjYkO5kMuEv/uIvuH379v1dROTkNxwOuXjxIqdPn+by5cusr6/TbDY5PDzE8zyOHz9e3F9rTafT4fXXX+fOnTvFPDPLyre0/VFEkuRuVY4r0SaPnCaJzqvt07bcTOXb4dxvAEAzHKd4rqLs2vRHEXGqyKaRpBEgASkNtlSIadHI912sYYTSGmlZ7B4GVHwH38s/ntFoRLfbRUrJ4uIily5d4sKFCxwcHKCUotvtFr68k8kEY0z+Xqaa3zSOUTrJdbEaPBS+NaFSkihL4trgORJbWmRa0x1GgM7zqrM1/gg+Y8gbKyyZs70lRJ66Efk6S8fFlW6RQnm3LbrSYKFJUgUIjpIJri0QQJJqJklGyZNEcUat7BLFGdfu9kkooxOPEjWybIJKxVRVYSGcDOFG70m+BkOSpugwJXIneEIylmPGpaBoluj3+w+FdI1WIKx5O/KvMD42pPvcc89x8eLFtxDuDMaYIoIYj8e0Wi3Onz8P5JHh7//+77O0tESWZbz88svs7+9z+fJlrl67hhElFhbbPPaJc5QrFTKlKZdL+KUSSWYIJynBJCOddl5pnXsH3HsoM1KK0wylBcEkQWumuco3blcASmGLqcbVURz1J1RKDuMwoVHN0yG9YURpqcKlS5cK85zDw0N2d3d57bXXCu/XJEkKR63RaMRwOCx8eWfdWcYYxkfbVGotUBlCwFKrwfH1FsMgv89gnBBOfQ18RyItgWNBqg0qM7kn7gfbbT8wLJHneD1HUvEcNKB0HnmrTBOnCsW7k+0MQgBKkEzzxZYQ7B2F9EYJGINjS7Q27MmQOwdDHCkRwhAYl5HjEisftI1AI7TCIDCxC1oi/ODdX5u8GWQyipiMRoRiCPWMttdiuboED/ge3g9UMCAddDBpBMJCVhZwmivFTm2OXx18bEj30qVL9w12fCfMxnWPRiOOjo7IsozxeMyrr77KF7/4RW7fvs3R0RE/+tGP2Lq7x8Egw7YV3UCT4bG8soFt2xw7tkYmHYLuhHGUkGqNySX8SMsiSfXbRn+ZIo9q4V2VANn0hkmiOexHNOslXr56yImVGtK2iLOMcNi5h3CPuHr9FuNgzOHhIVLajMYDgmCMAYIgZDgKSDOF0apQNCiV5z7DcY/h4RaVSo3WwklOHFvFdUooHdAbTIjS3NpRMC1mCcHqchVhCSZxyiTO6A6Th6LjnUGQ20DatqRWyccmzQp9YZLQ7UfoKLvvJPZO0CaPOIvGDcuQpIo4yab54zzP69oSaVtY5LsDKWxkdQ1LO+B0ESK9Z3yTxqQuxpsgrPvPQBZievwSy1gMD3r0rh9gIk2QWgReHy+wOdM6gWu7902F/kWRjfukR29Mr8Zo1LiLSSa4q2fmUe+vGD4WpHuvO9dMDvV2mE1KsCyLw8NDWq0WAFmWcenSJTY2Ntjf3+fZZ5/lpz/9KROxgNYWaTamVMq9a6u1BZpr5zh5bI29bsDu4Ritc2WBmkaOqXp7wp3BvOn/93x/qeLanT4H3ZD+OObkSg3fldzY3WLB10yilFdeu0U0iTjqDhknLoMJRJkgzCRKS+zaKVy1j0xjtIqJwz5mSrgz/wUV9anbQ5brgpJtsK2EUZgQpXl3lzVtBTY613UFcYbv2aSZIU408h5vhodCvgJcV1JyLOpVlyTVVH2HRt2jO7DIMo0jLaJUESfqPSNvpe//2WiTO/UY0OSeEYkBnWaFh4SwoBT6ZGYVVQG8AG0lYGUYKwOtMImNKN1jMD+NbaUlqThlunc7BAcjSpUyUTBGGQ0Z3Ll5m865Q77yxS+/a4H3/cAYTbx3HT0ZgSWRpQrCznXcOpmgwyGy0vhQXmuODwcfC9KVUrK+vs7JkyeLFtk3QwhRuG7dO2sM8m6nTqfDc889x9WrV/mnf/pnRmFGuQWO61IqeURRRhAppONRb7Q47EcMxinJLCSdko1SunDE+rCgTU68/VHEtTsa2zIkmWJ3N6QkDeiEIIyxBIwnCbF2cSrL2JmD7yqUsbAsG60hnvRJJiPccoto2EEIM/Xq9Wi1WhzbWKPhTthcsbndPSRJHKSwUOg3nMGmkdE4TElShTL58Zgp44p3C+F/AVgC6mWXlVYFz7HIlGGh5uHYkoWah9GGclvSG0YcDSOGQUKSvfPzvfnEoIt/chhj0Bi0MsSJKhQUaZLmby9sIxY0opxNZRS5NM0oD0wCU5c0KSwcy8FzPHzLY9IZYyNxXIfymo8Yp5QoUZUVquUKx449mB+DUoqDgwOGwyGO47CyslJYdQIYlRJtXyU92nnjMeM+dq1VEK2Ogznp/orhY0G6tm1z7tw5vvzlL7Ozs0O3270v1SClZHl5mXa7TRzHVKtVgiBga2uLVquFlLIwG9/e3qZz1EU4Few0QWuFyhSu59MfjukPJ5wvO9zeHRFECVmWF8JgpsN8ONAaUgzDIOX2Xj5NIVE2QRjS8AWpVcFEQ5SxMUC5eRx/+TyDbgelLeySTxpN6G7/nMHhHWCMW22hoj6O7WC7HnGSsbW1RZZldI8OSCOfeqnJILJQmcAwVS2QE1aaqakZjsASectu8j5NcR4EAnBsqFddFhdKCGHoDWP8kl2oKDCGStmlWfPw3PxrOwwz+ICyLmCqPIEsU4U87n6iljCuYbsReRU0wwiN0CCUg+0YXOlRtkvUSmUsYWELG6ksHCGRSCwpqLTqVGWFttfEdd65m/BexHHMSy+9xNHREYeHh0wmE1zX5emnn+aJJ57AaMXk9iXS7i7Z8AjheFheGWFZZKMulufnEa+w3vvF5vhI8bEgXYBz587x9a9/ncPDQ1588cXCJtF1XdbW1vA8j3q9ThiG7O3tIaVkNBoxGAw4c+YMo9GIw8NDhsMhaZIiVJiPatH5FAPpuFiWJFaCK3d6eZ40THFsSZLmVfBZm+zDCPTesB3QDMYp40mGER5hHFIvGUqlCp1RgOt6OF6KceooI3GrbRy/nm+dxSHV1jpxNCSRFrbjkpgEaeXRf5ZlJKliaWmJIAg4OBrilG0WGyuMw4Q4ESRKI5gRksBMyVfpPMIV/CI09/ZwbItaxWFzvUG17CKlwHVSlDaEccpoEuO5Nu7U8DxKFHFmsKVgphz8IOmO2Zge9W5vSHmoyEeWIrBA2gFCuFgafNvg2g5V28fPPOIsxliaeqlKEqcYbfBwKEufRW+BmlctPDbeC1evXmVvb4+bN28W100mE77//e9jS4vTdZvk8A4zL009GWGSCbK2iLAsVBRgV11kZeH9L8wcDxW/sqQ7myFWqVSKfO4Xv/hFPM/j+eef5/DwkDRNGQ6HvP7663S7XY6Ojtjb20NrTalUKkzCIffBHY/H+RBD18s9aydDKNWRtotl2WTGph9XoBOQpIpMGZI0Q+k3piIUfrEPqWtL63zMTZRkVH0Hp1RhFPZRlk+Q2EwmBm/hDJF2EUiqtWUQNipLpvpQQxwMSLwqyWRI2QFHGozW1Bea1BtNlpbyCnq9JAj0BL/ikmYaZQzptErluhLfkySpwqg3NKqWeCvBzU5C0srVB7MpEg8K37NoL/g4rg1CUCk52FIyGEccDWOyVGOISVJNybUwwCTOcKUgk4LsA3RxCPI8b5bodydsLRHKA5UivAiBhaVdLGWIhkOSYcDwcJ+6rtAo13FaFdreIoNul5X2Cr4sUZalYurI5ubmex5blmUcHh5y9+7dt739wo+eZfULTyGmImJZrpGlETqegD1EehVUMMBprSHs+Ry3XzX8ypHuaDTiypUrjEYjIG8OOH36NKurq0gpeeaZZ9jc3OTmzZs899xz7O3tEQQB+/v79Pv9YrzNjLSbzSZJktDr9SiVSgghGAUxQlgoFWKZEtJuIJwSTm0V4dboBxFJrIud2eyP2piZX8DDXYM4VRz2AtLMx5EuXm0DGUecqa6hVML1O0c4GQjHJ1f+KhCSkuPilKpY0mEy2CULu0izhki6ZPGYhWaLpfYy9XqdSZSCMTQaZao1G0OJuJMX3kqezWKjRBRnRMmsUSK3N3w7fiqaKAzveJ93gy0tHDufctwbRoyChErJZvcwZBJnuX5ZWlhAEOXNKdISOK5NxbKIk4wwfn8fii1zpcl7H6vESqpYbgapwWiL4d42UfcOaW9AVZaolqo4dcHocIDZgpW1FU60jtGsLFAul5FS0m63efrpp6lWq+/5ijPFzSxgeDOScMzRYEjbttFpggrzmXFGZyQHW9jVJt7x8+goJNr6OfbS8WmnX4rllLD82lzR8EvErxTpxnHMyy+/fF+3WRzHvPbaa9i2XURoS0tLhGGI67ocHh6yv7/PaDQqZFKQ54FHoxGe51GpVLAsq5jG22o2iDPI0gSlArLYx9/4BOWFDWJlIDVkWudcZk11tubDi2zFtEninhpdcX3xvhPFOEzwPYc4yYhSRc23GYQCZVUR9wUwEulI0ApbevgbdVg9jZ7s0/IVwiRM+lv4rsvGxiqd3gSExdLyOqlVouQ5nF2ocma9wc29IY4ULDbKbB+MCaKULMuLkanReWFu6hSm9f1da2qqapgNqtT3vL93W7sgUqSZJpykjMKUkivRRpNmqtA7GwwV32Gh6jEKEqQUWMLCErlu2s40DzhpKF/v6Y7lgeRnqYsMlpHJhM7uT7CSLr5yqZUaRMOQre1b1Bp11o6vA9Dv9lk8kQ8x/dKXvoSUkqWlpQf2BfG83MVuNq3Ytm0c20ZkMZaKKVdcVBQg2kuk+6/kqQVjQGXoLEVFIZM7l8j8Gkgbc/VnuCunseuLuXey7WEvLGOSCUZrpF+dE/FHiF8a6Rpj6HQ6dLtdhBC02236/f59hHsvtra2CtKFfC5YEARFpDubJTZr651N2DXGUKvVqFar1Ot1tre3WW5XEJbNMEzQso7f/gSNtfNIr06a6kISZfHGNvTDgD2d0CAtKx/oOI0glc5JXiAQAmxLYLCIU5XPDyP3K9iPJmRTsf/bYiqEFxY4Tg23VqfdcmlVJEH/GJ4jQKfUfQe35HM4UiRa07RslDLUKy7NisfhMGKnM0ZpTbvh0zERQkzH7KSGWJniJPTmNuHZdfZ08Wwp8BybUfj2UdvsUVGSMQ4SJpmiZNtoYwjCJJ8cPG23DiYpYZSSZnkLYMmVeTom09Ppw+/9GcxoZSY3ezfCtZh2yFkCR1iosaISlaiWN6nZY0bhLuN0gNKa0XBEK4rzk308AqXpdrvFDu39QGuNlJI7d+7kQYQxLJYES40qpZJPtVqhLlKSnWtk4z46CvLpHeEALImJ8uYNVa6DENiVOll3F2FZ2LUWaW+X5OAWdnMVjCYbHSFLFdzlk/Nmio8AvxTSVUrxk5/8pNjyW5bF7u4u/X6fRqPxtmfcWbphhtkgQqXUOxL1LBccRRFf/epXieOYlZUV4jgmimLKjXWS2uNkssYoVCRZTmgzInmzxOgXhSUF/rTy7tgWvmcTpYokUVjZ1EdWClzbwpYyJy9pkWWGTGckqSbT5j0jx/ykYYhTQ39sKJdLuLU1TDogyST9UGMnMYmyqS8tsXs4ptOPkAIWmz6+J5nEuWqj7DmcXHXYOwoIo4zsntbg94Jn591l8Pa54BnSVLN/FOI4kjRTRCIv+BkDwrKm89byAtq9CLIsPymS55Pf7TWKtXnAYwewbHClxLYErmuhUkXq+qwu18lijzDNEOIQgCxNOdg7wHUdpGWxs7WDdcwiDMNCyviguHz5MkIInnzySV599VWsJCQLEyLPYXPzLGt1H9G5yXjvBhiFcEoIBCbLMCLDxCEIiQp6GGGRjiqoTJOO++C66MEhKgqRfhW71kTWl3DqiwjXx209WKFvjg+Oj5R0jTHs7Ozwgx/8gN3dXYQQuK7L6uoq7Xa7aGF9u570Nxt3t9ttyuUylUql8BiYTc+djeZ2HIeFhQXOnTvHH/zBHyClZGtri25vxPW9iM5YEqY+YaRJ1LRa9BBbrpTKXclsKfA9G99zKJccgknKJMmmHWT5IXiOxIg8R5pNK+y59+x750xnb0FpGEUpaappLy+SRBW63S69YMJarYZr1bixGxLHmjjLEEIQJYpqxWF1sUIYWxz2QiyRNyQkqXrgqF9YYjrKR09bbLmP8e79VRmIEk083WXcS5721Ovr3kYIS4CUgmxasJv2O2CJN9JA4p7XmT3UsijM0R/oY9aANLk+WVgsNBuYpIbnOHiyTBBUqLc26Pe7hMGEcq2KxKVVzb+/xhju3LnDY4899mCLRl5APjzMiXxzc5N2u03n+s9JJyGe53K8VaEd75P09yBLMTpX4AjyYqlJU4yZ5sUwoFLMqEvU3QXHy7/jSQzSBttBlirIehv/+KMAc9L9CPDQSdcYw9WrV/nHf/xHXnzxRY6OjlBK5abR0xHhnuexsbFBrVaj0+nw1FNPvWWK7ZulNu12m1arhed5+L5fTHW1LAspJa7rUq1WOX/+PL/5m7/J2toarusyHI15+VqXKLMRlk0QZmQ6nxGmPkARaIYHkZHNlAme41Aru7iOpF5x2TsKyZQmNQLLzqO6IEooew5K67z7Smmy7D0q7fegUFxoTaZzIx5tLDK7QWx5HIQOhjSPXjNNqjTSEgzDhCBO6Y9jSo6dS8kyRZpOTwgPuB5ZZkjJzX2yTBdys3fq1rs3VTETI1jTNTNv2vhok9s/mjc91sBbyN0IsEzuWCYsC2EMOnvvRRTkO6VMTQdvGrBwUU6LYZJQ8xzqtToYw7h6FzJD06/jl3yWl3LN+PLyctGK/qD53Dd3XNbrdZbOnkboLNcqj/dQUT8fPCft6ZoKjMowWZLPlcsUb/mkVJpfit8TSEBFAWrUQ4UDqo88jUojpPPhdMvN8fZ4qKQ7Ho/5t3/7N7797W9z6dIlBoNBMffL932OHTtWFL4ajQZPPvkkvu9Tq9U4e/ZsQbyLi4ucOHHivuc+ODhgcXGRzc3NImqe5XY97/9n781668iutM1nDxFxZs6UqCGlVCptZ5bttru6JjfgAhoo4AO6fkD9g7qri/pfhbo1UA18Xa6xYbg85Jd2pjWkUhMpjmc+EbGnvtgRh6RGSiKltIsvQHEQGSciTsSKtdd61/tmLC4u8kd/9Ef8yZ/8CUmS8F//9V/s7Ozw6EmfsesyGFs2+55pqUBmePmW1JpDu6+Xwrk4BTXJDa2mpj8uUEqglMCHgFaK8bSsWBIeXdV/ZZWdndgi3VeZnYhTdLPSYoxnfzRjVjimucWH2gwyjsCGIBAInBeUpWNEQV4evtjrPJDmWayr5gpk3J/XqY974t8ontPIDMe/rB9G9bNayLhaIIRKU0ISRMCYk5VHAvG9QsRtpkIghCRrLTIpRwhpyBqrrDZaJO4Gn2afsLi4SLvdJk3TubKdc47ZbHbiEsPzpDy9bqDKMTiDLCcEZyA4gq11IRxYU51sz2vVxLwFb3H7j5nd/w3p0gbtT36EPOEQxzleH2cWdL33/OxnP+Of/umfuH37Njs7O+R5PqfBFEXBeDxmcXGRhYUFBoMB+/v7fPTRRyRJNHBcX19neXmZhYVnxxg3Nzfp9Xp8+umnbG5usr29zXQ6ZTqd0mq1+P73v88PfvCDuePrb3/7W27fvs2dB/scFBmqsYwVKVI18CohbS7QaK8g3mCCR8rDZexRby9R/1N9X/NYpRBY69ncneB9rHFrrciS2sFBUlrPeGqAEOuotXxk1eB71W1VL7uVUkwKS15arAsUhY2qYT5mt4K4VA/UHmmBUJVOT0tV7FCkXCBlOKbO9ip4HwPo8zLjo6jPdZSDDKRakaj4XobS40JkN7zOIdUlC4BZYXAu0G5lSJ2iUo8LjmuXO/zf/+P/YtZ/zGjYxxhDq9U61pt4mafd0+h2u0gpmUwmc4qjzTpIM6WhIE00bloSkAhZPcnKPFowB8/8zXtd2BI7OqDcf4z86pe0bvzwnON7RjizoLuzs8Pjx4/nH0cZBjWstUwmE5rNqDE6mUzodruMRiOklHz44Ycv3H5RFAwGA7z3fPrpp/R6Pfb39zHGzK3L7927x6VLl/j888/Z2triyy+/pAgN0oUP0KVCNbqoVKGCpJwM4mx/7+TqT4KKKVDVaPMiTm7VS18xLzYeWtMIETvxQ1NSmmq82AeSVNFK1XwpHVwMtrbiNNUZYiOJy8nCvDrvDID1gfGkpDziwaNk1Ij1rl6aV4yPI/Sp0yQP1eyLl8sEvRgnyo4FJFoglURLwcpCxqxwGOvi0t7F9+YkkOIw2NbnPgDWWZx3SCVRKqXXbkPaQWc9BsU2F9bWKp1l5uPLKysrz81en4fd3V1u374d3ZurSbTLly/HAL58heurLcrP/ydOayQBWj1cPj58MSkq7dA3QzAF3lncuI8Z7JCuXHrzjZ3jhTizoDubzbDW0u/358LaT7MSaulB7z1aaxYWFubNsNls9tLtt9ttvvjiC+7duzf/fWMMaZrywQcfkKYpg8GAX/ziFwwGAx4+fMj29jbGCVY+aNNaTGglHYQpAQneYYe7ZK2laHT4CsSaH5FpIAVaSxZTjbU+itKYMM++6qDhK+ZBactjzSIfwMwsznqaDU1eRkZDXUo46uJQGhDyZMGj/i3rA1SNuIoSQahS5uCfn9GeXTvxbBAZG4Kk8lcbTWJmXzpPIgWJVrhQ0Qpfsh1ZKallqZqrrx2tHecmoJxjSBn/byuwsz9jsd1g62DEQtNjfcywL612+LObH59o/weDAZ9//jkhBLIs45NPPmE4HFIUBR988AHXr19HEOj3H4G4g8/HBFPg8ilCRT0OyreIuEAoc1w+jsnRbAicB92zwJkF3WazycrKCnmev5B0XbMXms0ma2trpGk65zS+Sm90bW2Nra0trLUMh0PG4zFJkpBlGZ1OZy7off/+fXZ2dphMJkyn05gJ7z9Apk0QiqTVJfW9uIwzBdP+Jp2lS4innFvVkc64FHGiKRBv5m4zqXijGuMcSaLwwTEcm+g2USFUH/jnJySxe28o6kbP0ejwBjS24OM/IeZFscNdqa/VHf4zEgx7p6gfgBDZIfjIRBGANQ4vY808keDkEUrgUwdeN/tidusrS6ZnXy86cPhqWi6w7wu2EkEzVaRasbaQ0Gw0eDhu8C+/2uIv//jqnDr3Ijx8+PCYdZQQYl5Wy/N83t9Ily/FOvVoHzPaR8yGyDTDzcZRwPxt3szgcf0dfG8lanmc40xwZkF3bW2NlZUVLl68yK1bt44JagNzndeFhQV6vR7dbpelpaX5oMSNGzeeu90QAqPRiJ2dHS5fvsxnn33GaDSac3a11sxms/nvPHnyBGNMDDSVwEl/6y7BebL2Es3eOkmzgzM5OmnS6q1jyilpszd/zVRFCpRWcQJKVA6KwYd5lrvca7C62GQwLhhNSvaGM7SWpM6fOAEJcBhw3xKxVhu/iu66gtKEWLc90pR7HzjtQB+ohjFCwBqHShXBg1DxGCMDIcSygIjPrMCzjU+tQAmJcR5jQ6Sg8ZwBkADWBGY+WrwnWmKcABeYSQFSc7myArr9sE+rmfInn14g1ZK8jL5tTwfhl+lEH/0/1VlCTvoEWyDLHNlciJoLzr493VHGE+Ymw2j7c44zwZkFXSkl3//+9/nxj3/M5uYmv/vd7xDVyKaUEq01nU6Hjz/+mKWlJXq9HlevXuXq1av81V/91XObDwcHB3z55Zfkec7du3fnnmi7u7sURUFRFIQQuHfvHnmez2u81tp50AUIzjDYuYcaPEHv3KPRWkBnLXTahADLlz9l5fK3kTol1RKlot+YQNBrp/Q6GVKCsZ7RJI6tNlLN7mDGYFwwmZYMxkWkiJ2xTsOLEGuQEIInSWIDxojDib06oLyvfTttOF+XNQXOQZrEYCulipQvQIRQcZ/jlBmVoei86SglUgRU9VCqZS6Pon5gRHZJINFxEMU6RwgKpQT9YY4S8VoJIfCbu7s0Ukm7kcx1PJqZ5tJam1YjlrLSNH1hSa2uCZe7jzD9LczBE8zeI9y4H0d5zSzSxd52kid4RJICAm9e7dJyjjfDmVLG2u02f/u3f8vW1hY3btzg1q1bjMdjnHN0u13+7M/+jL/4i79gYWGBmzdvcu3atWODB8/TlAAAIABJREFUESEEdnd36ff7FEXBw4cP54r71tq5R9jVq1fZ399nMBiwt7c3HycuimJuT/606693Bj8z2GKMKyY0u8souUwxfMyunbG4ukGvexFVFflsRWo4sgBkoZ2RJZrSOCZ5SV5YQhBMcvtSce13gTpYxKVwwFhPq5EwzW209IFTF2N/n/AhZq7REaLSxw0iag3IOGrtQ2RO1PY8oaKzaRnHr733SC3JUoV1kV/swvEJwHDk9SJTJVQqbCKaYJpAqSRKCfIy+urt9mfsDws+vbHMxeU2zUwzKyxfPR7yrQ8WSbRiY2ODwWDw3GPb2NjATkfkD7/EzYb46Qg73I0ZrhB4Gx0t3hoB7HSESptVED/HWeDMhyMWFxf5u7/7O/7hH/6BK1euMJ1OkVLyySef8OMf/5jFxUU2NjaesS+x1vLrX/+a4XAIEMXHd3a4cOECGxsbc96jMYavv/56ruWwubnJbDZDKTX3tnrRmDBUwwNmhpkNyLIUIwXOG8rhQxqXr+Cq4Z6YBUGSVCUGBIVxUU5RxJtuWlhGU8OseH9LM1nxSusMToiKRZREHYROUzPNo9Gk1JUs4h9I+e5oYLSWOD5MQAkRrYZiVRuITsNpIiitP8ZqiJONYU49eyknWkQur1ICa6J9kAggnKM8yMmqGu9MQl70Ka3jxqWS7360gpIS7wP7w4ILyy0uXrzIaDTi0aNHx17iypUrrK+vkz/4AjcdYIe7uNkAnCc4QyiL+mB5u8JNxX4optjBDm508IbbOcer8E7GgD/88EP+/u//nq2tLYqieG6QfRr37t2bB1w41Nf98ssv2d7eZnNzk9/+9rdzcfKyLLE2jtLWVj1KqfnPnoejDb7gLWU+RusU3WwzHcVRTCEh09EfTYhoP5ilMRtqJJr9YcHBNK9YC4bSnHxq7KwQAkglEcGjkyj6kyWaVEc7+dI6rPdzZsQfIurjCgEsASWhnEt0BrwIaCXRlXqa91XJRYBx1VjtK86N99Et+agIUV0rphLxcc6jlcS7wObumKIwSAHf/Wg1SpAWhwnBxx9/zOXLl+djwKurq7RaLQDcdIjPx3hTEEwZM15TxFpu8LwW+fl5EFGhKHhPcA47PsDNRqjm6+lGnOPVeGfaC1JKLl06OQVla2tr/rW1lp2dHX71q1+xvb3NwcFBJVqT0+/3j0k61oE0hDBvoB26uR7H0aYeBGwxQbS7qGBJRcGNSwsMJiV7gxmESNVKtSTRit1+jgBG05LR1ESBmdLP3SXeNeocRxCZFgQ/d36I8ocx67M2mjo6C+4PNOLWOR8cKQcclXCMDDqcr3R5VQy8cFhy8SdcALyo0VaPMgcfH8JBwCx3HFDw5dcHXF7rsLzQRKvjVeNWq/XM9CWATBv4soilrvE+4YXV5jeBiCPFOkXqBNlaQCqFHeycB90zwDdKTxdisHy6JHDnzh3u3LnDF198Qb/fn9eFj2a3Wut5/fYo//dFAbd+LWAujqOUotNUdLsJrSyh3z9gkGvy0iKFmDvRbh9MGU1MbJ545opY/i20G94WdTMIGTUGXCUVKUUMxcY49gqDtf69NffeFeqyijrKhX7q/0OgEg+KgVcpCEFUXObTq7i42HHD+1gjLq3COM+//voxf/G9S1y/1HvlNgD08mWEUmAFoSzjNJqOjTqCAOHBqqq+Iasab30Uohrr8xyXAKoCt9IInaB6y6j2IirNUO1FfDF9Lr/+HG+Hb0zQzfOcr776ip2dHbz3bG1t0el0cM7xy1/+cm6oOBqN5oMXddB8WkcXDgPqiwIuUHE562ZLDLyNRoPvfPwhC+urzEb7kKzH3wmxaTKeGJz3OBcorUWrwxnV+XX9viDivWbx1e0UQ7GSkafr7ftjU7xrnFwYCKQIJDq6D9esj9NEzHzDvHbsnGJrd8JgVLDbn9FtvXpMWPeWyC7cIH/8O9AaTInUKUEpgnMEZ4m0C49Is/g9IWoyCAnegIzMhLgTtuLUBUgaqPYiUsbJPdnqoZcuIKQ6D7hngG9E0DXG8Mtf/pI8z6Nox3hMczzhzhdfUkjB/t4e3nsmkwl5nh+jgNV837qMUNPSjgbbSCyvFp0i0qiklGRppOJIrWl1erRaXa7e+ITe2jXSRo8iOJqZxtgoazjL490YrWtqsfMoGuOrzlU90TS3M3+H51FUwjL162sda5aJEuQm1hf/O+FVgVdW5yvRkvhwiuWX08bRqTbvPYVxdFopo2nB1u6EC8utOXXsRRBC0vrW/0FwFnPwBFdMIQSk0ngzwyMJZSU2r1Jk1oolCVPiiym+zJFKVQ9fi6iyXdXoEIxBpg2ElKh2j9aNHyB1cm5qeUb4RgTdx48fx4BrHf7rryl391DjMevjMf95/2vygwOm+3vY0YhGpApEdwHvMSFOWdW6DlLKefCtPxDxYlM6JcnalSOEpZml+Gpia3HlEp2FVVavfsrYZuwPFKoZyHRJXhh8qFSnYJ7OBsDYgJKxQ44AqQJSSqyPU02h1jd4B+cxmmZG4n1hPSJEdkIch31/pY9vMtJEkSYK5zymUhU7iVrc6+DotowFsOwPcz67vUNhHEpJrlzokCjFYjerHgLPQjXatP/o/yR4y+zeZ5FXq9MYSPMJoreCWv2AMNgm2BKRNUlbi8hmG3OwRfnkHsIZhK7qt402MsmQaSMOXWRNZNpCphkybaIXT65Dco6T4xsRdPv9PgDmwQOKr+/DYIgsS5ZLw/XBiNnePuP+gA4CISVXOl2s9xwUBSNrUVJQBgiVPKKs6rtKJ6i0jUrbtHprqLQVM2MCWgH5LtYYslaHD25+j8W1q8hsidE4Djd0khbF1GDrSa5aTcwfjozWJPqgopiNqLrAjVTgHRQidsbfRZIpRMzq50vZYEHIKKtILP2dptfbNwlv0kbyIZqAhuDRSqGkRIj4Rh1VcjvNCbp6qMKUjp1+jgsHeB/Y68+4cqHLk/0JV9a7LHafL5Kj0gbd7/4Y1V1ltnmH6cE2AGmjQ7q8gcqa0OpE2Ueladz4Pnawhx/3ydav4WajWKu1BmyJ7CzS/uTPEVLj8zFCatLVq8hW77y0cEb4RgRdpRTeWuyTbRiMUHmOns3wkynLIfBRo8GXpqQrJQuNZpRG9IGG0rSMIfcW2dQUIRBktLqZWYvIlkmaXXTaJWk0yFpLZI0OgkCSJmTJtzGjx3z48fdZXr/CrIzOCDYIuitX8DqNhHd/XPOgFrI5SksK3s9NtUSI02paiujVe4ZRrtYdqDnEWgo8IWrXOghUOrkijjK/dz7bGeFNj8q6uIJJlAMRatmGSrQ8cp4TLY9RAd/2DDofaXt+FmikmlnhuP9kRLeVsNBt8HB7RLuZvDDjlVmTbbXIo7IDWUqwBnOwxbLZ49LFNbK0yl7bi0iVEoopstkheItqLyKSDDcZIIREL19GZe243SQjWbqIaj8rpXqO08M3IuheuHCBzbtf4WY5sizQ4zFiMkVby0ajSbCODzsdtqZTWkkS67VCopVGSEmj2WAYAg/zKWWA0hoy1cWqJtYFlFY02z02Pvw+zhmssaSJpLOwRKf5v3Hlw08x1pHYKc4LkkXNYGooSz/34DqKQGwW12UDQbyRFJAoiXUe7wLGQxCRQXAWGaYgyhkiQBJ1epUUWBPLHVIf2qbHRpHHVWnbH2boPcTTD8aXoc4+ff1mPtX0V0qgwqEC+2msWlyA4Hz1UIzTco92Jyx0G4QA/VHB2lLzuX+7vb3N/QcPIGkxLjy7d79E2RmPgb3cs7Fxkes3biKVwk+HyLRR1WxX8MUEmaSorEUQkqR1SAlT7UVUd+XtD+4cL8U3Iuiurq6y1uvxqMhRwxFhOkVZG4OY1lztdvluvoLxnobSCCnIkhQhFTpN+OGNG7TX1/mPnSc8PDjg/vY+U9Fh6gCpaXeXaHSWEELSbC/TW1wiSVIkoBtt9kclgoDzKYEQx2R91P940TDb0aVnnWkKCakSmLn2SKw9nJTz+bpIkzjP70OgkcQ6cukcUok5lUjquI9axcEO5yzmD1jLRB72S+c8upMEyaqcOy/D+FBvI9LthIgPtZNq8r4KtVxnvW/WBUrryAtLI9NR5ewFePz4cfwba7l79y4da6jlcwajCe3ejM2tLS5fvkwIDtVZIgSPnwwQOkEohWx0YgkBSJY2kM0OMjmZ7u853g7vPegG75nef8DVZpNSp4zLEukDUqn5haSU4i8ubtBNEu6Nx5jgcUrRSlM+Wl3nxsIistnkR9du8M/Fl0xXGoxospC2EEphQ8LC+jWkbrF+6QZSBjqNBFMJlIzGhsJGgz9PoCz9MYL7i1AH3PrmCR6G08OpuECc9T+LFb0Qcaz3+uUuS50mqZbcfdRnb5BjCRgX+c7eBVwgim9XTbYQXJXdnf5+vU8IKrueKmAGGVceQUBevPpgA7XDxXEh81i3P/330noYjAsebI/wIdBqpBwMCi4sN/nz773YIDLPcwD29/djM1lokhCzA2OjM8ve3h4bFzfQ7R6q0SaYPH5+inebLF9Cd5dP76DO8Uq8l6DrjaHsDzD9PsXODqNbt5l89TVsPiZzL07DvruyykcLi/SNIWk2WVpapNFsInxAlYaLBL7T7DIrc1oiY9Ds0lpYQzRXCSJmhAGB0gk6TXAmjmiWzmFtwAWPs+G1arCRNnb4vamIsFJGacCzakXEJl5gOjNcWOrw0eUedzf70XkiRHcKa/3c9cCLgFTEgPSHW9qNE7HVsUlV+8zF0s9JE/w4Rh2ZIIlWCAJF6c7knFnnGYwK0lQBJfefWPbHOaV1fG9U8J1ryzSyeJtubm7y+PFjbt26RVEUc+urXKQ0QonEz9X5vPdY51CtRR7uHTB9/IQUy/Ly8typRTV7qM6zztvnOFu8s6AbQsAc9Jnev8/kwQOKnT1Qktn9B0wfPsIbgx0NY/fnJWhqTTNNod1GJgl+OiPptBE+IK1nKe3xnQsXeJAus5ykzFrLBBF1TF0QNLKEdjOlKC1SwHBSYp2PPmFWECoPr5PWAl/0sxBiCUIrgQxhvqR/Xif8Tbrj0UXC8+DJmFYjYWUhgyAJgXisPhzTy42TUTGQzOuXf2CoM9UazsVs19WOwic85gAV1S8O27YyjauEcU77vFkHe8McLSHLEjrNBCEFD7cnCBlFlD66vMD+9kOebG0CUUTqzp079Pv9udj5QHZohxmXF2MQFWmLsLjBz3/9eQzOQSKt58ngIdeuXWPj+sfIZuecofAe8E6CbgiB6f0HFHt7DD//DcXOLnY0whYF+aNH2LyId8grAi4QI1SaIAmIWY5qtVBZg7I07NIkZBJtHC0l8TqjcGC1iI6uaQcETGYlhYn1s6J02GoGvxZQfVuKUH0ZSxGFzz2h4gMzX/oeredJ8foMh1BtIwA7/ZwHT0ZIEeIsv6h0FcJhJx7ia7izpFJ8A1Ebeir5mtl99SY1Uk2aKlLjMd7MedenCVdRCgtrsKYaxClMlAp1MBxNefLoPkttRa8l6Xa7XL16FYjCUN1uF5UkLF2+jlxaoiDwwbXr3Ln/aJ4NIwQ+aeKTJnd2RqzfzCK3/BzvHO8k6OZbW0y+ukf+5AlmOMQMhxT7exR7B4SXKOYfgxCgNarRmC+hg/f4ssBOJTPVYKRaTIUgUYIOnn0nKL2lcKCSFjprMxyXIKJegqloQDGzCXGM9y1vqnoiTStBM1OkiWYyNbG2GDy1627tIByIvxvs6zMcvI/nIZGB7YMZ49ySl/EAtIyc5T+0uu2b4nXfUwGkKpAowSy3OHfoefe2Ufdlm5iWHo/B2Ph6959IHj4ckE92WV7s8vGlDq2GZGVlhaWlJTY2NsiyjF6vNx8MunjxIhcuXOD+/fvPfY0QAtvb21y5cuXtDuQcb4QzDbp1k2x85y52PGa2tUn+4DGz7Se4yeRkQ+5agxTILEN32vjSgrME6wjO4a0kjMcU0pI2FE6kWNUgSTI6WRsTNCLtILTGhUBhXNUYqTLPIxNIp6GboCVQZbgCGd2BRaQEhcrqVylJ8IFmQ8VM2HuE8NVU1MlfywfIS8/WQU4zMWit5nImtkrr/kCFxF4LgddTPqzeQpCK0saxXePeTgqzbvIJ8eoFXVF6CJaDfomd7iGKXWbDfR4nisnwEj/6wbW4n1Jy4cIFfvjDH85V9Xq9HlmWMRqNXvoa7iSrynOcCc406Ba7sYwAAW8t+eYms91d3Gh8srtAa1S3A1ojA/i8wBVlHO9VEm9tHEoIAYFDhASbKqSZMtKLFGiMk8xMIJOBorTYqrPk4XD5fUrHW08xNZIYTBuZJqm0eL1z+EpCWwAqkYiKUqakJNGiWvq/3t74qoarpEBpNSf1V4uBc1R4rVMhQCeRIpaXdq49XFdm3iTZ1UoQREAJ+UoNjAAUxlDOpkz8kMwNmRzsoBPFeLDP5WXJtQ9ieaHOcp+uzbbbbZIkOSwvPIXFxXNdhfeFMw265qBPcA6RJMwePMQMxrjp9GQBV0pQiuA8UsYs0E+n4B1BSEhiK16EAErhnaAsHYScorXIRDaYeUkuEpwPUT+hFqE5cvPUOJVRz2rqq9dOSVPJR5cWGc8sYhecKzAmyu25EDClJw8gZfReEzKyEd4E3oO1DqNV9BZ0AtwfLkPhrJHqONkXHSGiRKYnmpC+STOtznAJkKVxZfOqFU1wjqIo8dM+uZ8SaDAb7DGh4D/+c8aVy5fQWvPxxx/PWQ3j8RilFDdu3ODy5ctcu3aN27dvP7Pt5eXludPwOd49zizouqJg+uAhdjJmcv8Bg99+gRkMoDyh95KU4D3eWYJzlUJ+xc8SjlioVaATrBc4nWBUSqEy9lUH7wMj1aCohPXrDBOOMAw4nWBbLx2lEqRK0momfHxlASUVWktGk5RZGaUoS+Pmzax6VFcQ3triytiALC2NRNFqaEIIuMr+/TS1A04T38T9SjWkqcJ7zzR30bBSCWSI5/hNIIiKb81Us9BO2R3OMJOXmOg5R5FPMbMRrrTR+QJBYcEMtrhv+3z55Zd89NFH/PSnP2Vra2tuammt5Sc/+QnXr1/nRz/6EZcuXaLf7zOdTkmShIsXL/Lhhx++0XGc43Rw6kHXlyWzzS1GX3xBvr1DsbvL+Kt7lKMRFMXJ1rxJgkgSgrWx7islwdhni2EizqaXOqVI2gxkj5lIMC4wzhKMj637ehCgvsnr4KtOOK30MkgRrbshcjrXF1v8jz+7TpJIfnf/oAoq0RpGyjiWC9WNLDh0mniL6COrTnvwAeM8OFE18yq61DuKbK8TRMVr/v5ZQwJKC5SM4uc2gHceoaInnqkEz99kh0OI5YVWQ5OlmktrHcpySG6evficc3hXYPIxxkxRUuJKT25yiuEeeX8Hm2t+8pOf0O12aTabCCHQ+vBWVkrx2WefIYTg5s2bfOtb3+LChQvzRts53i9ONei6omBy9yuKnR3MeIIdjRjfvovp70NRnrybcbQOUIuVPy9yWEtIUkzWxHgdpbuDxwvJWDSiVN8R1N8JQOmYfQjzes2roxDURpDRwmdjtc2Pf3iFS2sdrHN0WynDScnqYoOd/gxjfZy5DzHYunBKJYBArGtLiRCxPlw6GxuE7zKqvSKKPv3Qq6+Gmq33PgOwkpHxkSQKpSTSRsNJ7z2lCfNm3Os+o9VTynTddoKxgSQROC/mwulzBIfwDiUck/EeWinMrM90uMf4YAs32mWWJHM37BACvV6PVquFlJKlpSVWVlZIkoQnT55w+fJlbt++zfr6+nnA/YbgVINu8WSbYC1uNqPc28cbQ/BRx+C12sfOEYpZNQT/ir8zJaG0jHQb7Q0Oxb7uMJbPGl/Wo51pEsd/m6kiZFHeb5Lb1856lYxL0VamWV1q8v2P1rh2MdqvaKX4zvVl7j0ekChJpzmmKC0lh9300wgyAiqLnmg1nqYSE5V2cO84jL0qwIenPteY6xy8Q0RqX9SoSLWg00yxIVRUu0rkRunI43bR4uhN9jGSICRaCbRSZKnm4kqD7YMpWhvGU4O1h4E3mCneFhAsSZJRTIdMBrsU+ZTRwZMovygERVFQFAVlWdJut+evt7CwwKVLl1heXmZlZYXZbEaz2WRvb48LFy6cxqk7x1viVIOuqWgqrihisK0uU6k1XisoXyfwnrCTby22LPDCYlWDnWSRQdJBOEdQav5r826+iLXUTlNXFCtBAPLCnnhMdL6LHqz1+MTTSDXXNrpY59ntx9n4bjvlO9dXuPPwgA8u9MhLGzmfpxgLtYoZe5pE5oJzvtLPDW9tEHsWOK2JvLeFFHHUVyDpdRKWe01mReTjhgCdVsLeMMc6j/Fvvo9CgAgBiWQ0LTkYFbQbCWuLTRLdZKdfsNefYqxHKkl/NMWZYj7VYsspxWzKZLDNZLCNLWdIKZlMJnOXFOccWmu01uR5zngcA/P+/v4xS6tzfDNwJo00mUTrEVXVZpESqRO8dW9vFf0cKO+R3rPbWGSUtJHeo6XlUHsp3jCqygi1Uiz3migl6Y/yynJHIpx/vZrk3AVIUBrH//f5Fp1mGhtlApqpZn2pyc7BDOujM4HSEl9pIrwp5JEvkkTRaSaMpobgAwUBIcWJhvveB553ft9HWUFU02ZZomg1Ev7376wzmpTMSkciFdPS0B/l8b18i9JHCIAUGOdQiSb4yMRpZAolJKuLkkRLxlNDUVpEsHibE5yhnGwzeHKLyWCXyWifMo+B9qhpq5SSsiyP8W7LsiRNU/I8ZzabIYRgaelcY+GbguerJL8hkl61tO500a02SEFjdRWZJogsg+TlPlBvBBVrcEJKWqGk7XIkgSwc5ydG+cXo6Ot9YFpYVOWdZl3d7jo5AqCEoJFEx4HRpOTeowEPnozYH87oj3LG05KvnwyZ5IbhpEQIyBJFI1Gv3P4LD1dCmkrSRNJIJAI4GBdY5xFSIKVAiTiN9k2v4IkjH6d6IZ4QSgoamWK514AgWO41I+tlVlaMlGi58abCRbVXnajEhrSSTAvLcGLi+yVglhuK0qGUIEsgUR7KMTYfMjl4RJlPKCZ98tEuwDNGq7V7tnMOYwxSSqSUTKdTptMpn3/+eXzANJ4tt53j/eBUM91sfQ07HqO7HZKlRVSzgWw0EGlG2T+IwxL7z2EhvA2EQOHJgiFIgZWKLFi8PHRYrW9sBCgtyZJYVhBVqSFK+L1+LmNcIHUeaz0DE/m2WksaaZMQ4s1rjENIwWhaEHydGItjdjCvgzoAKC2xlQ+Qd4EskXOdhbrB56rPdffqm8bbPdrYrD+/s10UVJZGAms997eGLPUaeB8Yz0pk9eBSQuDFcQ2LE79EiKshU8ZSWSONtdvhtKCZ6fgQThUQV0o+UbQbCtodpoMREk85HaDTFKVTfDl75jXqICyEQClFnuf0ej2Wl5fp9XpcvHgR7z1ff/01165de+vTdo63x6kGXZVldG5+RLG7G4v929s0Ll5k8XvfZXr/PoNf/y/GAuxwHMmzxQk5uy+BkwloTaGbFLqJI44NlyqKlAsZbxYlBVrKedfGhcBuf4oQgjSJ457au9fWTC2MR+lAXlhSrSiMY5rH2fnxrCQvI4shZiMe6+JwxJtGmDg5HRWvrD+s2xpbafj6cCyY+3CoMftNRW0lpETAvYOhDiWik0aiJKX1DCcGJSXNho1yjhW9r5kp8lxQevFMhvkq1M5IsmqYGuuY5jGYKyFRwjErLELA6mKTPLeMZiVJ1kWqGa2ly3RnU/r724wH++i0iXlO0AXmGrl13bbZbEYlsY0Nut0uW1tbGGO4evVq5Yx9jveJU6/pyiShubFBc2OD4BxmNCZYixkMaH14HaE0s8ePMYNBVMc3LyGJ16noizJjKQlCMFYtyiQjFZ52MIySDKETVK3iVZlGKhmY5fFi7w/z+fhtlibIqgZbWEv5/MnJ58J6mOUWHwKFsQwnMXMyLlAUNrK5CGRVGUKmgtHMvDGVK0BFcTu+AVMNWdQ/PXprhRCzrm+yRZrkdLQvToLakFIgaCmBlIFpaRCySaYUqiuZ5SVF6UlSRRYAU01FnvD8hTCf74mv6QEEPngGk5zRpPatkwwnJd5H5sTiykXKImcy2EfrlLSzihgeoLImcpbg3fMvzqPu14PBAKUUe3t7WGtpNptsbW2xtrbGD37wg9M4hed4C5zpGLBQinRxIQrTlCaOAAvQvQ5ohdvbe3HQFQLZaoJW+OmMeQpaWzUASIlKNJOkiWg0aSjFvlpEtNsoL1FekCQCYz2lcdhK5KZuYhnnKW3UpY21MP9Gk2E+RElF72NtbZJTrS2Jza0yTqFF7zSPcwGtoxXQacbA8NTXdTJdc2Alke1wEp2hd4mjvGU4uzJDXXapz4V1nrL0uDTQayvywlGUBf1Rwfb+FON81QcQhCDwSlIYf6JecADEU783zW1UmBMCF2JJSFeWUIVxKCFoNzVZe5l8NmN5/RL93S2K3gqzyaBSZX826CqlaDQadLvdeT33s88+I4RAlmW0Wi2uXr3K9vY2T548OaeOvWe8Gz1d55Bp1UQL4IoSMxxBZTtyDFV2K7IM1Wyhux1MNsWNR3EqTQhkohHNBsJ5CpUwVA0eqUVmzUVGrQVsEKjgabU1vXbGbn+GAPLSPpOp+ACFjYI51e69EWR1R3sP1tljgUNUc/taCPK65kpUJHvOUNKp4bnH8g3MdAPH9YTPahfjpVWXCkSlcRyQFaNlPC2ZFZbd/ozSemqdjLoE5UIg1ZJpbucPrpft69MPQeehKKNtUgC8C3TbKjqWeE8QMJx4tNS0Oh2KmSNpNFlcuYDCMtqtpjOr5tl829X39cfBwQHdbjScrK19Hj58yNdff836+vp50H3PeCdBV2hNkaY83NvD7u6S7O+jp7PjM7h1p0JrdLuNSDVJt0uysES6tkb+8BHO2vn0kmo2mHjPbyaOX5SOnTBGhgYpzUhVEzEAdlspo2nJLC9fOnn2Njd6ogVSSoL5iL54AAAgAElEQVSLlj9AJeMYOZ+6qqMJGRttUYYvEu7PCs87Hn9aE3C/p4jSHbEEk0pQSiOAWWGZ5IZUK2aFxVTMAnlkVeWqWnynoefKbt6HaA/01OvMVxjP2QcXYrCFOHZclC6u/iqBZSUFwQSSxgLWK9au3GSy95DBzn2ElARn50MdNbz3FEUBQJIktFqtI8ccKIqCK1eucOvWLT744AP6/T4LCwvnE2rvCe8k6N6+c4evdrbZ6w8YbT+h3NlhSSguNZvE3i3I+iLyjkCgvXGZZHGBbG2VdHmZ2YV1Jl99hTcWmabkWcovHzxiK0iGJsckgTA5oMindFeuoLWOWrbEpWt5ho4JrprtFQKUkFEysiofHCVG1PYv5VvydM/xdlAVtS5mvbHJZZzHGo+1Dq0EQsXJNFvbBBMbobMyUg3bDYm1jmnxrOr9S6+0EIN0PRl5WAaKZYdUC2ZWYUqHkynNzhqTg8eRCpg0cNbin1MDq7m73vu5pGMtbN5qtcjznN3dXa5fv06WZWRZxscff8zq6uqpnNNznBxnHnR3d3d59OgR/TznN5uPYH8PpjNG3rEzGXO13aGVJGRKIoUkLw1+NKI/6NNbWWKBQGtpkcw5vJBQ5Nh2m//nP/+DX9+/z9ZgyjBbQSyB0hlJs4se92ktrNJraCYzg3XuTKezfIgdcYiTRyqJrrszLNaFSqUy8oNrh+D/xgnne0M1p0CqK3qdD2gtyFIdm2YKWo24SnI+lqOkiNbozgYcla2TjAJGWkukca/VBzj6vvsQ5owD5wOSagrNS2xQBDRJohn29ylKG6k4QvIii03vPcYYptMpX3/9NR9++CFKKSaTyXxceH19HYCiKPj888/54z/+Yzqdzpud0HO8Ec486G5tbeGc4xc//zkjYzDWYiZj2t6zkjboJCWdNGVkDLl15MGT2xKztYnKZ2QXL2K3NlnKGiQhWrP3v/qKe1tP2B8NKVDkMkXlE5IMvLM0Gi2aaxcwxjEJgSzRJMpQvKE030lgXNRd1dLTSlI6zRQpBZOZo5kKmo2ELFHsDHJK487Ea+scL4cQcXlflg6pooi8VArvAz44jAlxpFpLUgHOCaZTgz3Sw3UuEPD4Si/0TVfoAmIgJZadCOCFJy9DpdegsN4xHI5ANdGNHlkrpyxmz22mQRzm0FpjrWUymfD48WOuXr1KWZaMx2M++eSTY5ltCIFHjx7x7W9/+80O4hxvhLN1jigK7t69y7/927/xP//5n9nf2kI7z9VGg65QOOfpJAmLzYy9vODr4YA8QNZpkzrHaDDgd/fu4pWi3W7zRx99hLYWKRVDEaDVoDDpXC7Ru2hZ482U5V6DWWEorSeEQJJInHdzS/LThPMx05UKGpmmkWoWuhlryy3G0zL6awmBUpBIgZZR8eFN1c3O8WaobXiCjyUeJcAXnrJ0pImKCmDGkShBXnpGU4OppDFrBkhpfcWKkdU234xr4UPcDyVj8Eu0QgKljashqRRap3g0UmWkWZdx2OZFaXUIAWstzjmkjELpe3t7tFotut0unU6HTqeDcw51RJNkMpm8/ok8x1vhzILuwcEB//Iv/8K///u/86tf/YqHjx5h8xwJmHzGxayBc5bSWT7b2+HJbELfWNAJyShjudGglIq7kzE6y1BK8fDhQ1qtFpcvXMBnGWXhSIC8yAm+i3cxc0iTBFXJ9CEE3gWEsEjJmTWvYokh1v+kEigZp4wurXTwBPYHeSwzaIlS8QHwTdKT/e8AF0BXLhChqq0GD0EEjA9MZ5ZuOyVLNQGHFOK4MlqV2foQ8M6DkG/s9jHfXhRDjlOKUoCLojveOwgOpEKmTdAp1pTPrefOt1mxF+oBiPqzEIL19XV2d3f5zW9+w8WLF9Fa0+v1zseD3wPOJOju7u7yj//4j2xvb3NwcMCjR4+YTCbRr8k5Bt6zOx6z2mqTCmjohKEpcUKQWEsreAbTKRPnmQpoE6dsnHNsb29TFAXtdptWbw3PFIfAmD46XWWh2+bChQvVOKygnWn2x0XsRJ9hmBOACALvYjZbGofWEp0IWlkKVT0w1gdrE8rzkPuu4Sv753nWSxVErcdIKIytNYxIE0lRgjnyNvmKlhCnwN6uVxCI5Yp2Q8Upycr8UgpRCeyrigUjkDqlmPRfOUFSlxjqQYmyLCnLku3tbdbX1/niiy948uQJq6urCCHO6WPvAacedPM85+c//zmTyYTpdDqnskBUxbeVKHkBjAZ9lFK0taaZJGgpETKQm5LCB/plgU5TpJQ45xgMBnPlpFarxZIJrF+8RNspXJCsXlxjYeUS7aVlVEOhjaQwFlXV4vxTfKlUxWXj23Bl6xtUVF8EAmmi+P7Hq/RHBYmW7PSnjKeG0axkdaHJoFHivMc6c6a0sXM8i3rIsQ64ztVfR/pXXniKskAIwTS3L3xE+ypwn8Zj0/mawyBRlXM01bYb7R5KafLhbhzOfIUIRC1+E6om3WAwQErJvXv3KMuSjz/+mMlkQrPZJE1TfvrTn7K/v893v/tdlpeXT+FozvEqnHrQ3dzcnNNXhBCMx+P5VMzRAFzzDK1zjAFDVO0S1d9GC0eiTKPWcw+oulGQ5zk7TzYZ9PtcvnaTtcvfZnn9Cl62WFxeIy8d4BiOLdPcxOX8UyozzleCNzzLtXwZ5JHr/ngjJWaz09xw5+EQYz2pFuQVIZ4AB8OcVkPTTBVSKgbj/ER15hfda39oJYr6dJ7FMaXqcFxWqqp5FVx02PAhyi/KmGlGhTD/Uu3jt+U8CyJ9DSBJJNbGIQmtJEoKrHNkrQVavRXyyQ5CSKTQ+PDiOfU62NZ6DNPpFCklGxsbNJtNlFIkSUKj0UApRVmW3Lp1C+893/rWt7h06dLbHdQ5XokzyXTrN7fb7eKco91uz0WWvffzDzhU7zfe46REeD/3csrSlCzLnhEbqZsFSkpKB0XpmUzHrGareNnj3uPhXL6xNJaiaj8f9UmDWOOrZR0klcxDeHEiUWe1UlRcSxlLGD5EjqXWkUZkrGNrd8zSQgPnowhOqEj5SkXB8SyRtJspgkB/XGCrZly1+j32mpLDRs7T+H0IuK/zUDur8d86mHpqC51AECIG3PqicIFS1MMtAXvGDBNZrZCcD0jraKYJgkCiJc5Dlgqcd+ikQae7Tj4exHJI4WO99+njrO6lo3Xd+vva3mcwGMydJmazGUqpeTJ09+5dLly4cKzRdo7Tx6kH3dqr6eLFizx69Ihut4u1ll6vR7/fBw4vhNg8kPOgWmuBtlotms0mzWaT5eVlptPpvOs6m81IkgStNc12F4dCJilOdtjc2qG90mJWWkzluutDiBd1nSmKKItwOKIb0chi7aw01fJOHA90sjIslFWm5AOEeoy02kiUbhQEJNPS4voz2o2E0rgosDJP4wJKJnRaCevLLYzzFMZGR98qsksRM//c+Njw4WyzwLPE+6ygRF6uIEk0zjlSJXE+qrR5H33QRCUVVF+TIfiKcfLSlfxbwwVQVXNOa8VCNyUpJMEH8tKRSkk+HiHsjO7KJYb7D8BZgrfY8jDoHlUOqzNdiJoMSkVn4+FwyM7Ozrz8MBwO53+3srLCRx99BMBgMDgvM5wxTj3obmxs8ODBA9bW1tBaMxgM+Oqrrzg4OODg4AApJUVRzOtOR9WRhBDzMcbr16/Tbre5fv06d+/epd/vk6YpW1tbh6OOItJs0B2msxlF2EV3r5BXtTjBYX3M1ZzKQG0ifCzrlSL6pgnhKUo3F4pRsq7Z1kop8a8aiSIvY/MjBvJQCd5YnI9LxaJ0TGbRESAIgRaQJhalFK3SsT8SrPQylroZ00JGy28h4jgokFt/TKmKI/urJM8dQT3HIaQArQVaK7JEYeoRcqkIeARRDlNJGW15bMA6905NMr2PPYBES4rSs9JtUFqP99HRZDp4xGy0icTQ6q1gTY4wx119ay3dOtjWn7XWJJWJ5XQ6ZTQasba2xu7uLnmes7GxAUCapty5c4fvfOc77+io/3vj1INumqZ873vf44svvgDge9/7Hk+ePKHZbKK1fibQ1t3WLMvmKkkLCwvzhtuVK1f467/+a27dusXvfve7Y8G6dKCTDFQLYzy6KamMsqMyP89miKJaZlIJnQgEpY2ZprTi8PeFQOu49pxn5vJwbn5ibSxJiMpkslomjmcuGmSEgCeQF1XmIWITxAdBlgiMcfgQGI6jtqsyUeVMCsgSjVJQjEuq0uP8o1bKqsdJf5/wrqUlRYhuDYmSUUy8uiYgnkcbBJKAJGCs5wxnZ54LVT38tZasLjUjXzjVtJpxonE6m/B48DV2ss90tI9OMrKsTT7aP3YfHV0peu/nATlqfJg5i6Hf7/PFF1/QbDbpVS4v3/72t2m325RlyWQyYXFx8d2ehP+GOBNF44WFBf70T/+UNE05ODiYW4fMZjPKsqQoCowx84+jxnppms65g+PxmJ/97GcA/M3f/A03b95kY2NjfrG1mg2WVi4QQsxMu0trpFpRq8r6qj4rhJgbUwYfswvrwNhQDU/EpppxIdK4BCgZUDLerHOhmGp7tdWbjcYN86zY+kBpA9bG0kZNDfOh+n0XR0qnheFgmHMwLHiyP2VvmEclKy3pNFOEgPHMRknIpyJrVXr8vRSumStzvqvXI65EhABjXByxdfE9N84RfCw9FeXJvfFehLr2/rrHlmhFu5nQbqQsdxtcWe/QzgTSHrB15xc8fnCbve2HeJvjTU4xGwABpdSx4Ho0GanLCjVbqM58i6JgMpkwHo85ODggSRImk8n8/9fW1s5Fzt8Bzmw44uHDh0wmE0ajEf1+n+FwSAiBsiyfUUiqn7JKKVZWVuaF/FarRZIk7OzsIKXkL//yLxkMBhhjmM1mtDtdxsYj5Izu8kVW1y4xLQ/XhiGAViI6JyBiHY/Dmu7Ret1cGapqrjkPiQ6HgjWiarrV9dvnHXT1w8LECF1ndscYBhV1bT7h5DxKRF4vQlCYqF5Vlocc0Oe91u9rfZd3uHSHQ3bAtIhatnUzNb6n9fvw9nskKk2HVEe1sMK4+YP6aa3g+FAHLQXNTEefPQEueG797rd8/tkvyMdjHt3+Lw72t6pVl8IWY0xlwS6lnAfWujEthKDb7VKWZdSPqALx0YBcN6GNMWxvb3PhwgWEENy8eZMrV6689Xk4x6txZkF3c3OT3d1dHjx4wN7eHrPZjMFg8Fzbkzrw1k6nzjk6nQ6Li4usra1xcHDAv/7rv7K4uMj6+jqXLl1ib2+P0WhE1u6RLayyfPVjchv75LXkHsQlfx346pru826xo5mjJ/5eYQKJOvyeo59PgHqb4emfHflBqG7+WeGong0IEbPol73UU5v5vcGb7vObUOMCYK0nx+JdwPp6ouwtd6aCEpClEq0VUsDqQpNuO8E6GE2LqlEn2R3kTKaR5jWXjARCxXxpt1Km0xmD/U1uffbvDPv79LcfMOo/whYT8lleZa+HE2aqGo2HyEKoWUKLi4vMZjPG4zHW2jl9Uyk1z2Kdc3NWUK/XY2lpiXa7fT4o8Y5wZkF3Npvx2WefcevWLXZ3d9nd3T1mHX0UdV2q/n8pJZPJhJ2dHfr9PmVZsrm5yZ//+Z+jlGJ1dZU0y1iwDdL2EhevfItJKRla2BtWvmuiznRjZuvqGfrXOAYB70QfoQ7EjqpxFyoucKUT8PsYXF+FeW21+uLpcokg1t/rbP9N+cixHHRos3MabIQsiUyXLJEs9Zp0W5rFboPlXoNGqumPcpa6WZSLtPGia6WK3LgoN+oPxdEFgVYimI63+fp//b88/upLpqM+zpVYW4nhB0+elzQajXlJofZES5JkvjKsA2tNzazLcLU9e50dSylpNBpzjq7WmuXlZb788ktu3rx5Php8xjiToOuc49atW3z22Wc8ePCAg4ODuYL9ixBCYDqdorUmz3MWFhZoNpuMx2N2dnZot9vcvn0bay3Ly8t0F1YZm+j422mlbA09pbckUmJlrNOqqpaq6gD2mjfc+wh2dQ33KDf3aAOq5pzW9erfVwgJusro5XMCb4DjE6+vGXXroO7n/5wOBNBq6DiqqxSNTNFIE1Z7DRa6GTevLjOaFNx+2Cc3jlDVlPvjnGbhMZWup1ICrQKmKNi991/c/eJn3PndFxzsbVdvumQ2y8mnozkNrCiKeUnBOUdRFKRpyvLyMmmaUhQFw+Hw2EQacIyamSQJCwsLNBoNrLUkSTKXd9zd3eX/Z+9NYuy6rrvf3977NLe/datnFYudSEqW1Tm25GfF/l4aJ4MMAn+ZBEiQBMgbvMkLkLmHngRBAA+daYKHBAgCZJAASYAgndP4SYJjS1FPSWyLxepve9q99xvsc05VsREbVZGUwgXYksiqW/eeunedtf/r34xGI15++eUnXN0jrCNBza9evcrq6mr1BijFDneqkh0QBEGFUWVZhlKKMAyRUpLnOVmWVVzfzO49dSlcuq8sPsTKU4WT197C6/M2Lu5/yuUCCiAIpHO4+py9nluqpO6VN4+7vJ791+AeH77C6O0h3aCUgFZdVXzywJN40jmOxZnhxGIbJQVT7RrHZlt4UiKVotXwyHNLpxVwfL7F0lyLXssnj/qko+u8++aPuHjxY/q7O0RRRJxExNGELE33hEDFhFritkEQVMvnXq/HysoKvu+7jL7xuGq8cND4Ji0e0xhDu93m+PHjfPTRR2xvbwNO3LS2tvbZL9aTumMdyaRbTqStVoskSdjZ2anuuneqchtb0leklNTrdbrdLu12m6tXr5IkSeW7MEoEW8Mc4dXZihtsRQ18X5DnjgqmpMPLyu5Vbs0/r72qWsAIQRhI8k8JSNz/OgWOq5o9bD7UXcpal6xRLjblPfxyHqRx3rLIvM8SwmXZKSXwpGSqXXPJvUoy1akx2605bNYYLt8Y8ZXz82wPYqy1nDzWIU5zdvqKrWbMJMoQUqCziI3rV0mTIdcv/JjdzTXGwxFaG9csjYt9yjOnFMvzvGq4Qoiq2VprK/VnHMcYYwiCoJL+7m+6JQ4shGBmZgaApaUl2u021louX75Mq9UiCAIGgwHLy8sPeMWe1N3qSJpuSQmbnp4mz3MuX75cCR+y7M5ppr7vEwQBQghmZ2crZYzv+/i+X+FVr7/+OqNJhuo9jRemyL7Eay6SawlKkec4ulcVhEIRpXN01o4PozwFhmIxqATS2rtSx9y0/3g1XDio9MNyR4+D++X23o7V8Vkabug5y0VPSjzfTZuthkctUAS+ZBhl5LnB9ySTpM98r06cGI7NNNnYjbAGpto1lufa3NieEEVjhts32Lj6HpPdK1z75L9JM8NgMMQLaig/IE0i0iTCZG4/UU7WZRM1xtBoNCp6pTGG7e1tarUaYRi6aTmODyg/G41Ghe2Wvgvj8ZgPPviAEydOMD09zc7ODgsLC3jeQ0nx+h9bR3J1l5eXK7/ODz/88ACmVGJS5fJs/9EpyzKMMTSbTbTWRFGEMabi95Zc38uXL5PLNuFQoQmQyqM1fZz2zHGavRWUHwJuYVE6OkohQIIwh0EQerhVNRLtCP7aWLLM3hMn1MIdJ+JHXffy3Kx9AEMiSRFC+eDPrUxrllJVjAclBc26Is8taabJc4sVYLQhStx77ONrfRqhS76Okr3F8eJMk9CXvP/eVS69/yP62xtIr4bfWmaycZkkGZMljq9tUsfJ3V8lJFBSwEpzcqVUZeWYZRlpmuL7PqPRqPre8rNWipCCwtOkdCG7ePFiJdcHWFxcfPAL96TuWkfSdL/85S/zox/9iLW1NaIoqu7Ak8nkwDGnbMLlUam8kzebTTqdTuW1sLW1RRiGeJ7H5uYmk8kE1ZpmMhkhZIhQCtFfB+GRpind+afwg9CpuwJVwAsCcLrZkkb2eSlb/J8t6GS6MHgt6MN7X3OXf3/c6l5+B/dDjfMVCCnwlUBrx1p40JONoZi+iwGhhKcmUU6uNePYECcZnpLUQkU99GnVfTZ2IsbJkE4joBYoaoFHLfQIPclwHPPxlQ3SYAU1uwxIOt1nqC9NCK6+zfX3/pksGR8YSoADrmHgToanTp1Ca83q6mplZFPmoBljqkVYeTpUSpFlGb7vs7W1VZ0iwzBkOBzS7/c5e/Ysp0+fruLbn9TR1JE0Xc/z+M3f/M0qPQKowu/SNK1UMvtxKt/3aTabdLtder0eZ8+eJcsyLl26VG1nV1dXuX79Omma0gnmkFogPRBakaoxaryD9ALi4Tq12RX8wElAfc8dBXNtgIwkdakNNzt6Pc5VNR97cOoTwk12Rn/+ZMH3WrJ4jfld6HuqiDHX2tGsPuuErw0I4WTC1gpGcUaSaZI0J83LG7fz2JgkujI2msQ5g7pPECjadZ92M2AUZaxvD4nTHBF2CWseFonJEzy/yeypryFUyNW3/g6thweaLuwtm0trxslkAsDU1BTb29uEYVgtyvYb3ewfcMoT53A4BKDT6TA3N4fWml6vx7e//e0nDfch1JGBN61Wi2984xtcuHCBCxcusLPjNrPl8ah8Q5SNt9zCzs/Ps7KyQq/Xc6qzZpMsy9je3mZjY4MkSRxVZjwkbLoIa7/m3ihpPMQL68QDiZpbwVcuGqceujeeFJAF0i0sjEXae5fU3rycEmJPbPGwAiCs3XM70wXRX0nnL2CEocg5PCgA+AKUEOAphTX6ttdaipKCJV0UTyHz/qw3IedzIaoUZ51qIqNvuVGn2pLHOVob4iTH8xXDSQqR80+uhx6TOAMMBD2UlQUlbs+gxq+1aM+fobv0HBsXX8Pq21s3ep5HlmWMx2OOHz+O7/uVyKHf77OxsVEt1LTWBEGAtZZms3mAihlFEZ7nnNeWlpb4zne+86ThPqQ6UsR8e3u7MjLf2NggiqJqkVYelUpKTK/XY3FxkdnZWay1rK2tVSbLV69erXwaSiOc0c4qXtjCSbj2lgxZNCZVkkBlNMKAzLhJuhZ6hL5EjhRGx5U0ONOGPHMeCZZ9nqQUVo7SuVCBW2LlxtIKfQJfkuba6fgz55Fws0/CYZfFLQJL0xspKDK2cAbXBT/5cW6498sk2PM0sNVNbv/fOXaBwFMCpQR1z8MCo0lK/hlHXYsLiryXMtb5Ohtj8HJDs+HjS1mYIGWVzagI6ogsrwjYEokKQOiUerNHe2qe3XoHk+9g7UExkZSSIAjodDp0u13Onj3L5uYmvV6P4XBIt9utHPxqtVpFuxyNRtTrdRqNRgXblcECU1NTvPTSS5W145M6+jqypnvx4kXeeust8jyn3W47F/4Cq1JKHXC4D4KgIm0PBgPOnDlDHMcMBgNqtRpJkrC1tUWSJBX1TGcRuzc+pNGZRwU1pPLI4gl5GtGdmkZnE6JxjraSmgypNTvUayESSaPukSQ5cabxjYHQHc/TXLtEASD0JXNTdax19DMpBWGgGIxTMm2wxuVpySRDCkHgKZIsYxQd/SH/AMaLLfx9HU/5s0QPHVU5XwF3k/A9FxR6L8+zFE0IJTHGLV09TLUcVUIipcVTHghnHlOvKTZ2owJKerjlmrRLo/BSCb7z/hBSuhDWzOArH6tBm+ImLy2KACEkomYJm108v0Uih0Xy717TL6G4MAzJ85woiuh0Ouzs7BCGIaPRqJpwPc9jPB7j+341SJw+fRqg4vF6nseZM2f4lV/5lYd+rf4n15E03TzPef/99ys9eKvVot1uM5lMnLSxmHKzLKvkv6U0sWQ3zM/Pc+nSJd58802uXbtWGeXsx7l0OmG0fY14vEOrt0StOUWjPUNYbzDeuohQHjO9KRYbM8TjCZ7f4/TycdJcE8U5aeYcv6QSWO2sGJuhT3+S0qx5zPeaeJ5iFKUMxwmjSYavBN1mje2B2y43awGturPny3MfrSdE6cNpvMaAKaZ4kWuMNOT64bMzSoP42/1cVRz9Ja5p+koS69vLwfeXwDVoJSW1UBInboq0hehFCkHgSwelGIuvXLzN5k5Gkn92PPdBSwAYSFNNnhuUFHTbIZ6nEKl2JxPlo9DuC4uwNWk9Up1ihAKr8fwQLRynF/a4tuCw2BMnTlTWjaUoYr9l6v4cNGMM4/GY69evV1TMer3Oiy++yG/91m89sXN8yHUkTXcwGLC1tUW322UymRCGIbVajVqtxnA4vMXzM45jLl68SLfbZWZmho8//phTp04RxzHXrl0jSZLbGuUAWJORxUOyqE93ZpmZxROk0S6536HhS+a7im5L4E0M+WQLqXsI6jTqHscXWqzvTGjVfUCgtSXJXEPIjOXG1gSko/5YC+M4p9sMiFJNrx3Saji8zFeC69sRaa6pBQohXS7aUX3wy0BEh+kKplohaZazM4geyWKw/NUoUWhR7J53AriJPFAST0myvNzC3/6Zlt8XepJWI8CTgiwvMuYAax1grTHEmYu9930PiyBOcsxnWKAdlngmt6AzUy0AVeQyz1y0uyXLNUYpFBKNAWswucbkKVIFhK0ZpBeQRn3iPKmUeOWUm6YpL7zwAu+88w6+73P8+HGuX7/O9PR0JQ/2fZ+5uTmGwyFpmmKMIc9z+v0+WmvOnz/Pr/zKrzA3N3cIr/hJ3U8dSdMtN6dSSpaWlvB9nytXrhCGYQURlG8EcG+mJEl48803OX36NPPz86ytrVUhl/sb9O1KYImH6+SDGvmuwm91eercPPUQWo0ao3FWbW+H/W1ml06Ta0Poe5w61iXwJGtbY2am61xaGxZ+q4ZJlJPmxjEfMk0QOM5mmhlGk5TZqTqNUHFtY1xQt1wGV6AkRllSDn/iKpVp1u4tkIR0fKb07gPkoZdfSPSN3cOZbWH8biqvYUuO8yi2RXzSncoCoZLUQ49uKyTLdGHLqDHWiRSQznRcG+MgFmlIM0tuDLfZP917larFz9B57b5/uiG2nD7dtZnu1PFkQpTkBfau0LkmSwbkaYSUHvX2LFhDno7dYxVPqBQJ1Wo1PvzwQ2ZmZlhdXUVrzXPPPcf8/DyvvbLK3X4AACAASURBVPYaFy5cIMsyBoNBZak6NTVFEAR0u91KiXb+/PnPcLGe1IPWkTTdkoqyubmJEIJut8upU6eqyJ7Scq5spiW2myQJH3/8MUmSMJlMDqhq7thwC7qZlJJep8lUUzHdq9EIoVarszjbYXeUkKSaeqgwJuPYTJNm3WMwTgl8yTjKOb7QoT+M2OnHbPdj4oIaZC302qFTdVmXXaW1Ic0Ng3HKVl+z2Y9phD5pkpPlBkHhf1os5w5z+iz9BMqGG3guR348Th66AY7cdwew1rmkYagWkdVzts4mM8v1PTIrLIEnSbOcKNaV6TwYlHRm8CWMYi2YZC9e6TNdgkO+fkqV0IobREJf4klJGCikkvhK0B8nxNpgtWM3hI0OftjAtmdIJruIIt2klMWHYcj29jbvvvsu7XYb3/c5efIk3/jGN5hMJvT7fa5fv14t1NI0pV6v0263WV5e5uzZs9V0u7q6WuG8T+rh1ZE0XSEEr7zyCteuXWNnZ4dr164xMzPDyZMnSZKE7e3tA8bL+5kMaZqyurp6oCF/Wu03/gjDBrPzi5w4eRqpFAuLSyglmenWybVhplvj2aef4vjKAlfXh9QL5VCcjtgZRPz4/Q0G44RxlJHlTnGksZghCGsJtcSTiizXZLlLhoiSzEW85wZjXWqExe1AjpxKZh2PtD9KmCSfPf3gXqo8gpdRRVKAxnXSuzXTm72E7/T4mbFEmQYpybSzQ9TWKfDG8cH3QyUnvvtD37UO+/pJ4eh8jbqb2itzH0BrS24NNV+RJqA8H2tSsBbPrxNPdh0zI2yDjggD56hXKjOHwyGzs7O0222uXLnCYDDgxz/+Mf/1X/9VDTElJ76E6ebn5ysPXrjzyfGLXFEUceHCBa5fv06tVmN6eprl5WWazSZJknDx4kX+8z//k/Pnz3PmzBmOHTuG7/uH+hyOjL3Q6/X49V//df7mb/6G7e1tBoMBzz77LGfOnOEf//EfuXHjRmXSUWrCSxPzMuupjBu505ujpL2UMMbXvvY1vvwzP8vi4hLbWxt4+y6WkoJ6GHLyxAqTVJPv64i1wOPi6oBxlDIYp9XRODeGNDNkqUZKGEYCYffUYEpKhyFql5n2MHc3xoKvJLmGNMuPnK4GBzFPJUF6Ak8KbG6gCMo8jManNQ731BRYbgFVfMqDP4akDSiip2u+Rz300cYQxTmdZoAFoiQjiXOCoE7MBlE8JhpsYE2GRKC8Gn4th1yhcyeJH41GeJ5XhU12u12uXr3K3/3d3/Hee+9VzKByubZ/eW2t5cqVKywvL7O0tMTs7OyjvkAPtT766CP+/d//nTfeeIOLFy8ymUyYmppieXmZJEn40z/9U6Ioqr6+0WjwR3/0R/z2b//2gZvVZ60j5ek2m01eeOEFFhYW+PjjjxkMBhhj+MlPfsL169erOzLs3XVLVU1JKbvTpFsmAk9PTzM9Pc03v/V/8n/93/8P60O3sJlfOMb11SuMRiO2Bim5qDO1uMAP37yBQDDXqwGCnWHMaJJx4eouG7sRkzhzOGxByap4rwfiIwojmWJp86jmhTjV+J5Gu6SfI4cXLG4xJHCGOxhLVHhAHDaMojVIz6CUR6ZFYd95iD/gIZQxliwzDKIUKQW9To1Gx2eqEzCJc7b6EAQZdePD9DyDnVXydIQVAr/WIqi3aXTniPprDDcHVeJDEATkeU6apmxsbFQY73g8rjx3y8GlFEAIISrbxtFoxFe+8hUuXbrEZDKhXq9z/PjxL3T0+sbGBm+++Sb/8i//woULFyqB1sbGBu+88w7vv//+Lb1mMpnwe7/3e5w8efJQaXVHbicUFMei4XDIhQsXuHbtGp7nVbaP+/Ham7Hb2zXcktPr+36FU/3M177Bq7/4vxkkPqEPG7sRSnjMLp1luLpLmoxpN2vsjA2GlI3diI+vQeAroiRjqx9zfXNEFGcHpaaf8iE/FAzxM5a2IMzeEuthiCKMgcAXSCH2SWGP4ue4eB2buqidz+NJWFtQCNLMkGaa0JN0WgFB4GEMzPdqBTPGktsms0vPoFTAqL+JzlIanWni4SbR7o3KPrKU+YITH5Vc3VJ4NB6PCYKAZrNZNd9y8s2yjE6nQ6fT4d133z0Q97O9vf2FzklbXV3lgw8+4MaNG9XJutwtXbly5Y7Dndaa733ve/zCL/zCoSVqHHnTPXbsGK+99hrb29tcu3atym5qNBoMBgOSJLnlez4NxxVC0Gq16Ha7PPvss5x/+jle/Nb/xm92Wd+OEBK6rYDhJOPa5phxbJhq15HCTbVX1oZICdc3x+SFSsgZmOT3Hc1z2A3nft20gGrKFQg8afeSi4+w0sz5ERxlOfjHYgrJ81G+phKbRtzd3+F+quQo+8qJa8r06MvXB9XX6NxQDz20tsipHkYfR3khw+2rpFFEPOmTZjFG59X+Y/+C2RhDt9slyzJ2dnYYj8d4nlfBCqX6rMQoy5PkaDQiiiLq9Xr1XD755BMWFxe/kNaO/X6/es1llcEI+//sdvX+++8Tx/Hnp+mWogdrLbVajd3dXSaTSTWxpml6X49XvmGazSbnnnmWZ7/684T1PbxF54adgWvkgSdR0iWzbvdjhlHGaOJEDmnmcrOUOtwP2mcpw/1PrIWatKKRPaw6agzVUvhiHOLvppQNl8bmZUnhEjmsEWAdv/owXp+xVH4Moa8YjhOGk4Qozsg0hL4iN5ZmzXNezzVFPISRSdx+I0sxWYrJktvGrZeWjpubm5VMvkxdKaE7pRS9Xo9er4fneVVo5dmzZ29pulprtre3mZ+fP4RX/3hVs9mk2WweiJgvb2KlIOtOVe6ODquOvOlubW3R6/U4ceJEpaop855WV1eru+qnveibq2Q5vP/hJU5+KWFreJHe9Bwanyw3joCeGeqh5NrGiFGUIYRgdxgzGqcHJKiPS8Ot6j4Z+mUjsRw8gh8W0f9R1v1wnG9uokqBFLI4ydgq7sfzhMPrjcUi8HxBPXCmMUmagzi8G4qxkOUWYzS5jkgz7Vy/gCTNEa2QTiNAeYJxlBGnhmazzbDeJBo7pzG/1sTzJFmB0Za1H4rbnz9YelSXzaVWq9Hr9Q58vvb76v5PqXPnzvHaa6+xtLTERx99BDioMggCer0eN27cuOP3/vZv//ahXquHdo4ozTXm5+ex1nLt2rXKSPlOKcG3Kyklvu8zOzvLZDJhd3sdVV/gk8s3WFxcREhJnhuu3BgipXszR2lOmjrJ7+PoTbC/7qfRKFmY3oiSTeGmXaXc40gJwgqyRyANfphVTvrYPXw78H08JbDWMIlzrHay4lrgIZVE55pcGzzlTkNKKYx11LTD3NiZUiWRW3e6SnMQTso8jlLqgWQ40MSpez7Sq7vmqmPyaIc8naCCBrB1wJFvv23j/oVzObmVSSzlZ6xsxPPz86SpSxYu7VbLUkp9YZdpnU6HX/zFXySKIiaTCVtbW1hr6Xa7rKys8Nprr7G1tXXL950+fZrvfve7h/pcjrzpzszMcOHCBWZmZtjY2Kh+sZubm7Tb7SrZFDjAZvi06nQ6LhtKCHY2btBbmcdY6/LTmk22B3s4cS1QRElecGuP7GU+mrIglaBVD5zCyVg8WcAUvpt00tx8/tb+91lS7JFLpHA+GFhDrouTjBD4Pvi+h5SCZqig5jlbTmMIfI966MJMjTHkmT5U+MRYR6eLkhwhHf2tFnj4SjIYZwXe63jeQvooKfDDGl5YRwx3CGsN8lodax10UDbQ/YGt+wMsSzqZEIL5+XmCIODcuXPMzs5WYqVjx47d8jxPnTr1hcRzyzp//jy/+7u/y8svv8xbb73FaDRiZmaG559/njAM+cEPfsCf//mfV7DL7/zO7/AHf/AHhwotwENourVajZWVFS5fvsypU6fo9/skSVLJEEu5787OTvU9d2q+5TZWSkmz2SQMBMrzCD1RGJIbcu2mhvlenUmcsTvUpGlO/BBMaA677rpYK6a7OM2RQlBveC7JwJcMJjlxkrNvCPxCVvnaRHED8j3hkkFKxVrB/ZPS0c5KNdtMJ6RWRKmPo5Q4M8SpRkmJUvpTseQHYYpYC3Hhx+D7EoslShz/uxZ4qCJMVQCt7iw6j9HdWUQ2wZo6Kh+SZ3Hlg1sakt8My5VTbwkzgOPMT01Nsbi4yJkzZ3jllVfY2dnh6tWrVYNZXl6uAiu/yDU1NcW3vvUtvvWtb93yd3/8x3/MH//xHx/5c3got7UzZ87QarVYXV1lbm6ODz/8sEqA+PjjjysRxGQyqe7Y+yGH8g1WOuK3Wi0ajQa9bouzp44xQtAQgmOzHaTvk2uLryQ7w5RxkpNk5nNJObpdwy35uAIHIWhbkIiFQOaCPDdEsfsa3xdkGnxcasYjcDt8KFVOt54n0cVUX4ZxCiFBFF4N2hL4ksE4ZZJkNEKPwFfuIGBw6dGAUrKScN9cnnSiGG2dvef9HiJK312MJREapSSZNigpscbieZKp6UUm/Rs0Wm10Oo1Nd7GdKXxpUEqytbVVNdT9lqk3s35arRazs7MsLS1x8uRJXnzxRZ5++mmAit/+pB5+PbSzxPz8fLUVffXVV7ly5Qr/9m//xsrKCidOnOC///u/ee+999jc3EQp5XLQimiSRqPBcDisJtzSnu7s2bOcPbXI1kgTmxqnV2YJAo/RJOf65hhtjPNhVQJuDSH+XFW5KCpvHqIQKRgoGo1FG2claLTF4NKDPaWQzp7hC9l0S8jUNTPtrk+xWBRAXpiQO72LJTLaTakJTGJNs6aKI7lxKjhTJugeZIOU2LlSktBXZEUGm7APtozNtCX0FdbiFmzSUA88skJGPr38LJPtGsKkiAzOrCzQqrucsx//+McV1bLb7VbJvqXJfzmclNmDMzMzNJvNA2GVT+rR1SMDcFZWVvjVX/1VLl26VMX0fOc73yHLMt544w1ef/11JpMJtVqNTqdDlmXUajU8z+N//a//xeLiIqdPn0ZKyTNnFvCa8xVmO9et89G1PoHvcDr9BcA0yyVZuYW31v2Z3iePzTVVw4W9jC/s5zt6/m7lUjvu/gINDrKp/ttYhuMcKfMi7RewtxrBSwGBJ5BKIIWkXvcRscNpc/tgF9ZYUB4EnucCNHVJYZREiUYpn9mlL1GvhTRUwlLXsLH6EUqpipfrXoM5sIwugyhLCCIIAnZ3d/n4449ZWFh4oOf6pA63Hilq3mw2efbZZ3nmmWd44403qrC9paUlnn76af72b/8WKSXdbpdOp8PMzAzf+c53+PrXv44xhjiOK8MbYyz9wqzmhfOzrG1P2BpEBS/TIgpvgHstgWMBwKMPfRQ44xRtDSbf45neTghx8/OMU3MoZjBflNp/vcp/r/p1kTtXYulFolNxwxM0awGBp/CUhMDhs3HqItgf5P0RRRq/6bx2cw1x4uJ1lHQRRLmx4HdIkg0ufPQxZEOyNGFpaYkkSRiNRuzu7h6gj5XmLCWLIcuyamm9n1r2pB5dPRarSiklL730Eh999BEbGxvU63V+9md/ll/7tV/jypUrXLt2rcpyKiEKKeWBraKUgl67Rq/thBjPnp5hbWsE1lkwxql2XNb7el6C0PeYboeMo4zdUXLHibGMpDmM2t8kLQ5KkAqsFkixx8e9V7hg/5eV0/HjUo/Tks9Yt5DzlJNXS+kmT1ko1aQQNEvHMGoMJxlXbwzd7+cBBBXaOnaJkgJrbAEVObzXGou1EVZnjBPD7k7KaP0SrbpPvV5nd3e3Ulnt7u5WE26J6+6nkHmeRxzHfPDBBzz//PN0u91DvW5P6v7qsWi64IjKX/rSl3j66acrow6AEydO3PdjCSF46niXGztjeu0G89Mxa1tjtNH3tFATgOdBM/RoNQNOLnVIM81bH21hk7zig+5/KKVA7ps8PQl5XnjM3meVU1b5IZZQ/TDpucn7AU+1j1XDhcen4ZZVehsp5TLXfE8W75lS4eX+e26qgbUR9ZpPqg059oGOQ1GsCQNZKMwkAoEpFC/DYZ90tI3HBGMFBp/d3V02NjZotVosLi6yvr5OFEXV7qPMSUvTFCkls7OzHD9+nLm5Oay1XLhwga9+9auHes2e1P3VY9N0y9qvprmfKr1Da7Was3qca/HVZ+b5t5+sMtt1UsfdgZMCa23vOJWWcTHl4inNDHGsmWqH+EqQFBstrzh7VikIQhJ6e7oo35eMJhn2AX0DDHtTYG6ArFySPXqjnS9alao+iiWcLwW+p0Dg6GeWIm1YkuXOvGZte0wtUASeJPAUAk3yAL9oQ8GlBhAWKd2E7StJf9InSyOCoPAtNpbRcFj5BUxNTdFqtaoJt5SrlmKIer3O6dOnWVxcBBy/fTgcHqqPwJO6/3rkTXd3d5f19XWMMfR6Pebm5u6r6cZxzOuvv86NGzcqyeOJEydYWVnh9NKUS37o1BhNMj64vM2ltQFRkpMUnrr7PyclpxVczIo2hjw3XNsYcn1rRJoZF7+iBKL8hFqXbKu1QUuJEm7hkmXujW8+g8ns/m/LC0qTBISiMko/iub7OB35H0YpWXB8lYtMx0IYKpQURIm7ywWBR68dYi1MEseLDn3F3FSdSZIziR9ceWONkyc7XwWLLKgpUnrFkUYgRc5kPGIymVRGNzs7OwRBUCVKCCGYnp6u0n59368abmnYDf8zzcsfp3qkTffDDz/k2rVr1X+vra1x5coVXnrppXtSxgyHQ/7iL/6C4XBY/Vm9Xmc8dtlSKysrrCx0GE4yLq4OmJ9u0B+nBF6GbAsyrekP4qKhOVyWwhkK4T6EQlJkdFlCT5JmGp2V2PDBN681Fl1gu3suUIdwodhbnCnlJnGdH01jlOwFSj5uUMRhVAkdUeS4BZ5Aeh7WWOqhIvAVSko6TZ+tfkzNVw7bDxRJpkkzTZYbfF+xNbDUA1VFxT9ISRyLQQrhZNvCSX0FgnZ3ijzagXxANNzBV1RWjaWfbumbG4YhnU4HKSXHjx9nbW2N5eVlpqenmZqaYmFhAaUUjUbjgMnNk3r49ciabmn1eHONRiM++eQTzp0796nfb63lhz/84YGGC84b9PLly7RaLY4fP47vSV48N8fsVJ0PLwds9iM86dyFfE+4+B2tSVJdTTmIooEagSzSI7Rx04W+w+BqDKDc4xpr3eRbYASfNewQ9n6m1oCunuahNl53PSgmvMPvuFLsPedHBZGoQgHWbgRVuCXCZc2FvuLkYptXnz/G6uaI9y7tsjOMSTNNmmsG4wyK/LfcGKI4Y8u43LwHgZDKyCOrIRcGhSD0wS98d5u9Y8x421y/vEaexWBc7lkcxyilWFtbY3FxsUo+qNVqnDx5kpWVFdI05cSJEwf8FYQQPPXUU4d2LZ/Ug9Uja7qf5upz48aNuzbd7e3tA9Lh/TUajRgMBsRxXN3Vl+daLM02STPNJ6sD4jSv5KLjOKcWKNLUOMw3NyAswhjGWRGCWHyo7vTZsuzJPOU+Ti0cdMAqaz/5/n58dI9q+FQS6oGiHnpEqcbe5ScJHK6tb0Nbu12V9CspXHqxBNf07nGxeVjWlYEv6dQDzhzvsj1IGI1TPE9SCxS1wDETpOdikFp1n9EkZThOCyNyZ8kogdCqypUsze7+xKpsOeGYKJ4QFV5cvqkc00ASBpJWLeDVF1bYmEv5y3f/P0bb1xgNnf90FEUVW2FtbY1er8e3vvUtOp0Or7zyCtPT0xw/fpzd3V3W1tbIsox2u82JEyeeMBceg3roTdday9bWFpcuXWI0GtHr9Son/LLuxeaxvNvfqbIsOwBRWGvZ3t5mupGx07R4U220dgbS6zsTstwwHKdMktxhvdrF9eT70hHu5RRZfoj2wwr7P5JCOBjD95wbmhDuSKkLg5ZHUWUDFUJQr/mMImfCYu7QEYWAeuBi0sdRIbO+28+QBXFfgu87vDTUlijNHFRyNz8D+9kme8d1FvQ6dRanGxgDjdDHGEuU5MUyKyfXmo+v9jFFwrHFKc+SLHc2jdbhr0pKrBCY3NzTTUcIZ76kpCwogRahjUuPlgKloN0IqAWKqXaNZ05N88v/xxneeH2DQCTo3C3Poig6EOSaJAn9fp+lpSXOnTvH+fPnq7TfdrvNysrKA16xJ3VU9VCbbpIkvPHGG6yurrK5ucloNGJ1dZVTp07R6XSqr7uXu3GZj7a2tgbseex6nofv+ywvL1dE8eFwyNtvv00cx+TaMNocoPwmx0+cpd0MmWoF7AwTLuYasFjjPqRaH/xA3esH/tNwXCUFjdBjeb7Fdj9iOMkQAhp+cIvX78MqS+lRAFuDmMCTBURib7lhCAHNmqIe+pxYaPHhlT5Z0Xg+tWda99qd7Fbilz/DGKJ7uMmWcMqDVMlIaTV9FmcaeJ5kfWdCrcBv2w2fRs3HaNjqx+TaOkoY0Ag9SpaKkwe7qKJxnKL1vccVBb6g3QyQwjFiKKwZS6hFCmc72Wr4zLQ9poKUt9/7gL/9279lMBjg+z5JklThraX4wfM8tra2+Id/+AdOnDhRNeQn9fjWQ2u6w+GQP/zDP+T1118njmO63S6tVotTp04B8OUvf7nyBz158uRdH6/X61XHqH/913+t0j2llJw9e5bf+I3fABxJ/K233qoSKjwlWZptsbEzYbSzylPnnma6G3JjZ8Jmf0LoKSiZC8m+s98hldaWMFSO1iMgDNxrrgeKOMnI0kezWbbWkmU5ge+hjWsCnrxJEltQp6xxjlj1wCPw5B7d6lN/AE6oMnG+BoEn0NZdj8CD9FOW/4cx4bYbPjOdOnNTDfrjhCzX5LnB9ySthrs5y8LgPC+k1PXAY3sQOXMb6/B0iyUvjiT3+pwkLiUiVIJJ6hgxqpj4PaXQxlDzPdoND5uPiXau8+Or6/y/P/lP3nv3vzHGVBloN3vnlkZRly9f5urVq3z7299+wCv1pB5WPZSme+3aNb73ve/xL//yL8RxjJSStbU1ms0mw+GwSjE9ceIEL730ElNTU3d9zH6/z2Qy4fXXX+fy5ctsbm6SJAn1ep2trS1+8IMf8Pu///tEUXRLJFA99FhZaBOnEQu9kKlOj8s3hmxsRewOUyZRTpLmjCeHb8ArgMkkJct0NfF1GgGekkSpJtcpuXn4QYzaWKR0pt/auJuOkE6ZBVRpv9pYkkxjx5arG8NiYr23BhRnezexcrgVUtz1+w0FL1oIjLn36VIC9ZqkVQ9oNwLmpmr0xwl5bggDj+E4JdeWbjOkWffJc0OSaQLPmZwPooThJMNo51L2oIcQJUEJQZQ6zEoVEl+daZqhR10F9Dohno3R6Q6bax9z6ZMPuXbxQrWbUEpVHgv7k7NLl7E8z7lx4wZRFN1iTv6kHq868qab5zl/9md/Vh3vgSqup0yQ6Ha7vPzyyywsLFTR7F/60pdu+3hZlvFXf/VXVQN/5513WF9fp9frsbi4WKlx3nrrLf7pn/6Jl1566baPI4SgHnrUfEvgK3JtaNc9ojhnkmTEiT707bqgWLIJURhZS5o1n9w4Unyr7hElGTp9+EkPVbRMYRVp7T5Hs31LrNLFK8stW/3UqQeVIMs//Tnf3LAqOfU9dlBjwVeO5nW3i1MGTXqeYKpdcwuytuOxhoFiYiy+JwkDhRSSKMtRkURKN3lHSU6U5MSJ82LOsvyBgzF95aZcg8ATjvUgJJjcWUNOTEarYUgSSZwMSYcbXLv4IVvrV0jTtJpsSyy3pCKW+wwpJWEYcvLkSRqNBp988gnPP//8gz3ZJ/VQ6sib7qVLl7h8+TJxHFdvmrJKd/utra0qDhoce2FhYeEWv884jvmTP/kT/v7v/x5rLf1+n9XVVZIkIY5jtNYsLS0RBAFaa37605/yta997Y7PrVTtANR8RRh6BIFiMMmOhEBeTYvagnVLNN+X2EzTHyekaU6S3tti5iienC3sIrPcGQSZosGWopESLtTWJVQkxTbfLeEOh13wKU/PLSGlqGhbd7pOquCm1UOf6XYNz5NODJNbgtw4Q3NEoTo0pKnAhAadC6LCEH57EDOOU8ZRxuQBIZ9O06dZ90hT9zOFcAGYcZLjK4ijiCibMNoagEkxyS7J7mVk2mc87DMYDJhMJiRJUhmTl5+hMuW31Wpx4sQJ5ubmCIKAwWBw9yf2pB5pHXnT7ff7ABXoX1rSAdW/l2+e/bWxsXGg6Rpj+Pd//3d+8pOfVImoo9GIOI4rjGswGFRZbEEQkGUZvV6PWq12W4el+fn5atlWr3kgBMuzTaI4w1hnt3fYlohu2hV4SpJmzsM1N5Y0N8TZI2q47KUv5NpgKzKtmxjrhTCgFEs4S8O9Y/7DsI0sRYpKOohhv79wecn23xgCT+ErwTjOWZptcHVjBEbQavjEWU6aGWo1jzTV9EcJkyilVvNo1ny2hzGb/Qnj2DEW7rc85bjAvVbA/HSD1Y0xk0STZLlLnTCWeDLAZBHjzcsIvYvIx2xvXMP3faSe0O/3GQ6HB0QQQogq86xer1eJD+U+ZGFh4cki7XNQR950W60WCwsLdDqdykR5Py7VarVuq0C72QV/fX2dfr9fNc84jiumQml4rrWujmKNRoOVlRWazSYvvPACb7/9dqVUE0IwNzd3gAsceIr5XoP17QknFw0frfad81OqD01VVpYQMN0JiVLDJHau/zp3sdqPSoLr8No9SluZngCQ6j0+bfmZ3j/VPgzChTVglbthSYnzThaFQk+IClJwz9Et98axJs4j+qOEWqiwVjCJM3eSEQ6b9pVECItUkkmcs9WPiFNDnmuyB6Dw+RICX9Gs+fiei09q1L3K80NIQZKMiUZ9JoM1RpuXEekWSnnEccLmjVWsyRntbFUQXPlZKU9m9XqdRqOB7/sEQUCz2azidkq62JN6fOvIm+7i4iLPPvssV65cqZZmJU7V6XT4+te/zpe//OVbvu9maGE4HFY6893d3Sqgr9frVS76Jfshz3POnz/PK6+8Ajh62csvv8xgMCBNU5rN5i1SyHro0ar7HJ9rEFww0wAAIABJREFUMdUOaTcC3ru0zfYgJk71oUhiS5J/OeVi3YRL0Wwf9YwigCJSDHAMBmMtVu/JmSWPRk3mqUK9ZfdwZYmLznF/L2g1ApIkI81NkQAh0LFGe4o4zfCUwlchaaaJshydORhFCEHgC6wVZJnD8h/0Rut7gmY9IPAl3ZbPMHJ4sC0gGaM16WREPNomHvcRwiVHxDtbGGtI05gsdsvfclFWnuyCIMD3fVqtFr7v02w2mZmZYWlpibNnz1Kr1R7Ile9JPdw68qbb6XT46le/ilKKubk53nzzTUajEQsLC/zSL/0SnU6H2dnZW77n5jt2EAQVfrW+vl4do0p+r9aa2dlZ5ubmWFlZ4dvf/jYvvvjiLY97p6qFHu1mwFQ7JM0NK4sdBpOU0SQDLElu+LSk+HtVlTlJsGE4Saqtve8phBRushTumP+opl0o1HSmXKrd3vj7YZUUrqE26z7CQpzlRaM1CCGrRpxpw84gwViD0VSx9BYQhVGFlIZJkqH1vtdRxAjnh2CG7EmYatfwi3Rh3/fITREaGnrEiSaOxpg8JR5vouNhgU0rBzdYg9U5SuTU6/UKViiHiRKiK+G42dlZTp48ybPPPsvTTz/tZO8FXPakHt96KJSxkydPMjs7y/PPP1/dsaempmi324xGIy5fvszu7m6FS508efIWp7HFxUUuXrzIV77yFSaTCW+++Sabm5sIIVheXubrX/96xe997rnnqgVauXyI45jNzU3AxcLfzvRjZaHtDKWxbO7GGAudZoA2PlmuGUUZUXJQZ18yEpRyi5n8Nlv8/ROsKMbdMnZH7jvOg0BiMUXjhYPN90FSaB+kjAVbNKFyoVZO4g9TuyFxfN5WM0QVslmZCwzu4mljyPK9JZ7YL16+jajFmMN/AeXvtsRxMw2dpqLbCh2XOVT0RwlxqsnzjDzaJk8jstiFsCbxmPHuBkk0Js8ThE0R1jnulafC0rqxhBOmpqZ45pln+Jmf+RnOnTvHq6++ShAEh/vCntSR1UMTRzSbTc6cOXPLn3c6HZ577rm7fn8YhnzpS1/ivffe4+d//ud58cUX+elPf0qWZbz66qu0223ARSwvLS3xX//1X1WYZankMcaQpim+7/PUU09x9uzZAz9DScHKQptjs02ubgyZRBnTnZCN7YjNfkSmHdVIG9C5Rirn+F8CnSUmawqebTFEucbsgdJQR6JyiwakLzDCebcqKfA9SZobfFEeb22lxPJUkYF2RE3XL+0irfvZomjwpVl6yR44zBHckw6jNUVXV6KwsDQHecGDUewgheJilMf/8lrczRfjqKqw3EVKQaseMN0NCX1FpxmSW8tkEpGkGTqL0alrpkk0Ik3dKWfcv0Eajdi58RFZMsJTsoiAd8GsYRji+z5KKdI0pVarsbi4yOzsLE899RRnzpxhdnb2ScP9nNUj99O9n5qfn2dqaor19XWyLOPnfu7n8DyPjY0NjDEVDvz222+jteb69eu88847XLlyBWMMZ8+erYQXV69eJQzD22rTPSWxGup1n0XPRXY36z6+50ysBdBqBkzijDwvfAesU5d1WwHX1kf0xymmYALUfI+6AJFZh5Ni8YAASaYEUgoadd8l1hpDEHhEcUaSaZfmK0EgGEUpZp9E7DAacLnxr4UKow2T5FZI4TB/3v6fq5SkESrS3AUppcXSsoI5gEzvNfuy8T8OdrACtzADdyoRQpDmFiksO/2IPNpmNIlJ4xFb/ZFjQagGkzhCZynKDwHFeLCOToZYrUG6Sbbb7VZG5HNzczSbTaSU1Go1zp07x/z8PCdPnqTT6XD+/PlHeh2e1P3X56rpgsN2jx8/fuDP9ns1/OM//iOvvfYaP/zhD/nkk09I0xStNWEYcunSJZ5++umKtfDDH/6wkgvfXFI5j4SJdcYoSaoJfUWSahBwbKbJ9iBmFOXMdEKEdF8nhDNDubE9KdzKwEMQ5ppMOAFGaoXjanoCoZ3/QJBbmlLg1UOeWumR5prLa0O0MewME5RyDAut9zwARKHOknJv8XMv/UhQJN8KN8lqC6PJvYtB9sMld/qekklQNmolOdBQyxNBufTSxlQ47M21v8k+KnaHEm7BWMqKRfFnnu9+J2mW0zAKITzSyS42GbKxscNk5wqDcUqSaYyReGGdcf8GeTygv/EJ8WADa22VeFKr1QiCAGst7XabhYUFzp49y9LSEktLSxVL5xvf+AbLy8tPKGKfw/rcNd1Pq4sXL/LP//zP/OhHP+L999+vEoOzLKuOaHEcMxqNOHfuHEEQ0O/3b2uw022GzHRrpJmLZfFdPg+Br6iFik4zcIomKXjp3Dxvf7zJ9iAmSnKkFCxMu9DMSZTRyDVhpsiUBinwjMV6AoSklmegQUlNgGXKU6STlKAR8PSJKT653mdz1y2NgkDheYJJlKONwfMkWhuUJ/CkY0Q4jq11bAtbncgruEAV+DPGQRzmAY7mQkAjVI5ffBtusRBui28smNy65qQkWeFhAEUcUUGHkgIy65Iw7lYPa5En2GNLKM/JeHNj0Rqykolgi4SR4kVp49gJW1vrbK1dZGdzjfF4SJpk5FpjrWMixKNtsnhMngwxZk+I02w2abVadDodXnjhBZ577jkmkwlnzpyh1+sRhiHgzPlvHjye1OenvjBNN89zPvnkE959910uXrxY0chK8YTWuhJPbG5ukmUZU1NTjEaj2zfdVkCvU3P+r8KZoERJRj30WJxt4itFLVB0WgH10GO+12BzJ0JoixKCuekGCti4PiJPNQ0lSISL2hZC4Ae+I8srhfUclCE9RavhI7SlG3oIXyKlcMIN67DDNINWIyDXTn5rjGW218Dkmt1xQpIaMm2wxlQKMyUcXowoYoUKCpgVD3Zc95SgXvfRmcGTTuCR5rZiXohCAFDi2aYQXcDBqdwYiJMH9zQ46pJSoJQocHyL0JrSTVRIQaYNOs7wpERJQ78/ZCvps37xXfIsYuvKu4zGA5AhwgsxeYrOczw/IE8nDmYQFlGwEnzfZ3p6msXFRX75l3+Z+fl5Wq0WYRgyHo8Jw5ClpSUWFhYe7YV5Up+pvjBNd3t7m+vXr7O7u1v9mSns825WwZU84X6/f0e5rxCCk4sddpoxzbpPECiMtiglkELSqHk06z5PLXeJ0pyr1/rUcA0xDBRJ38l6lbDUuyG11CAMGGHxAw+/7jHcjdAY6nWPeuiRKkmaa6y2XLm2i5YCmcNsu84ozUnTnHrNo1Hz0bku/A4seW5oNwMmqUYITUspxokhK1RkEmfenWmzJ8UW4ElHdvVw0uS7cZEl4AeS2U6I7ylGJqdT8wh8xY2tMWmBbxvjUpClG+bd6zZuyt6vXit3Y4+ySrii/KeUe/Q/i3v+tcBz3se4yVybYnFqDEiLzg15PsKajMlgkzQZk4y2SJIRUf8GVgZILwAUygsZjbeJx9ugUxqNBtZawjDE8zxqtRovv/wy8/PzAJw/f/5TqY5P6vNXX5imC05y3G63nZSyyI4q5ZP7/9dqtej1erRaLfJPId9KKZjp1pnp1jm93GVjx6mbjLXOtapXpxZ46FTTCRUzjYCtrQnDsTMqUZ5LI8Bad5Q2GnKDFS6fzUY5jXpA6HugLX6agZD0rSbOLY12gBcoNM6jYSD2ljd+6BH4FiUFkzh3ycPWoqQkzy2hp5BWkBYewUmuq+O750mMsSi5xwSAT6eklROxNZYozpENgZAQp5ooycnLeKJ9ZSwoCtUYh7sAuxnblTdN7e7m6FId7vRjPQFBoMi0QeKwbU8KAl+6yd1apLWMo3TPyF4ITJYwHm6jszECWZjagDYanY5BZ0SDDayVpEmMMaPiOtvCc0Pgex5WOM7t/Pw8QRCwvLzM6dOnK8Oa06dPP2m4X8D6wjTdXq8HOLxrfX2dPM8ZjUZVaJ9SqqKtHT9+nCAIePbZZ2+RG9+pPCU5Ntvk2Gzzlr8b9GP6G2OGuxEiNwjrbPuSccrYWnxgrC02NxhrEZPMedN6Cp1pUmHJMk0SZWhryX0Pv+bhpYbMGjxPERQ8UKVEEaIpaNQlaVooqKwl9BXWQmRzmnWf0STDWE2aO2zV4KAPzxMIT5Fr7ZjBdm+JVuaY3awVsNZNgF7hgxunOWkOcezkrfsj48sqF2PaHm7IpTO+cdegCutEYnGCDiVEoZpz7m3auKVXZeBT/FN5wmH0gcOnA08W+LfA9xxLJdPWQQvWOi+ONGXn+gcYYxBWYwT0x31UPgKlsJmDs7I8J03GgIO2rLX4vo8QqjKrabfbLC8v88wzz1Cr1VheXmZ5eZnnnnuOhYUFGo3G4V20J/XY1Bem6fq+z7lz5xiPx1y/fp08zwmCgO3tbfI8JwxDTp8+TRiG7O7ucuzYMf76r/+an/70p7zyyit885vffOCU1EE/Rsc5eZKT5YY0yZmMU7JUg4G6AF0STIGSoe/knTlmYLG4eByDg0CaoSJNc4QnsdoQSoWte4jC21V50hnPaGdNGfiS4cR9X6Yd/cpR3CQCjZRO3qCUoFHzEQKGY1threXSrVSA+QiEtGSZPSDksNaJEvpj4wxyCsev206xdo/7exhV7umlgEAppHIR976SBMUNRxtDmmu0tighwZpCQiyc6ky404CLHHIBlWGg8JTE9wW7w4ws1/g4zrTVGms0Ok1IspTB5hXSqI/ya+gsYbh9zSWMpEMXwxQE5GmE79cIlcG2WpWnc8lM6HQ6lbpyZmYG3/c5ceIEx44d45vf/GZl7P+kvpj1hWm6AF/96lf58MMPOXnyJFEUMZlMqNVqVUpFnucYY9je3uadd95BCMHbb7/Nf/zHf/CXf/mXfPe7370v7XqeufSBZJKSp5pOoNicZOSZwWjrsFRAlWYGt3z//m5UKMBEoaxKNUiJtM6UJYsylLUgJEJaIgOxsGTGopREWMXOIGLLumOsUtKpuLR1rlzCCTmEck0zzTS6sgt005+nBK26T5rlpEXipJISKYxLrNWQG70XB180Ys3tsdnDxGtLCpqSjtdcr/u0Gz7jKKMeKqa7dXaHKXmuCY2HJ93pZDSeEGcG3xPkRiKEJPQVzZqHtCk6H2OwdKdb+GGLLDPs7o7oD8dkOsciydIJw+0baCOJRttkyZg8uY7RGf31i+R5ShDU8IOQJPUhGxP1V5lq1+i0GxVrpl6v02w2eeqppzh58mTlkre4uIjv+xhjuHr1KjMzM5XY50l98eoL1XTX1tY4duwY6+vrzMzMkCQJSZLQ6/XwfZ/19XUmkwmffPIJnudVYoooilhfX+f73/8+3//+9+/6c7Q2bN4Y0t+JsMBonDIZZ+jcUi/Sbn0BuXkADqUFH9CZxvMl/3975/Ibx5We/d85denq6hvJJptXUaJoWZQtW5KtuTlG5psJMsgASYAsspkgSLLIKpsssg2QPyCb7LPPOgNkEQwGs/kGA8+M4xlH/mTZknWleGuy73U/db5FdZdEWbbliyibqt9GBPvCqhL59qn3vM/zJH6aTTGkUKvZSFtyu+0hpEQkCaYQSJmyu+8RqhRhZn1rf3zbP7FpFDK7pw5CRRCOm7vyQTErlSSmYRBECbHK/AuyVeo4GgZyEcikmE5u14+CyUpajT0hwjDGHY/uuY6JaRjMTZXxwyxUM/Q9+r19CIYYWMRhdjdhOxVm61OksYdAUbJDomBI585H7AwtvCAhVln/W2kQQjPYv480bfz+Af6oR5zECDTDg028zg6pTvCSGNspI7VGxcNsGmGmxuLiIs1mM3e+c12X06dPc+HCBX73u98RBAHr6+tMT0/jui5JknD9+nUuXbp0NBe24Mg5NkU3CALef/997t+/z61bt7h9+zaj0YhqtZonVUgp2dnZyS3zJk5OURRRr9e5ffs2H3zwwWNVPhNBAsDdmwfsbQ9Q41tzFatshChMiMdTBsmXyDoTKYg4RcYphk4x0+x22NQQ+4qyEERBjKs0QaoZoTFTjQtoKUmEINSK8d10ViRVtoKGB7v1xkTiRWZcHsdJZrAuHvR2P22O9+FNuKctWshVauNzCsY+uPWKQ7ORBTpqDVP1EhUr5f0Pt0ijPgKF12sTJxqlYkqGRgxMym6dRq2MTroEI59eZ5++p/AiKFWaBGGIiiNM28b3+iAMEv8Av7/PaHCAALq7t4AUU0rSVBGnWRRVo9HAMAzOnj3L3NwcQggcxyFNUxzHYW5ujk6nQ7lc5ty5cx+Lp+r1eoRhmM/lFhwvjk3RnczovvXWW9y4cYN2u51nSzUaDVzXpdFo4HkeURQRxzFKKVzXxTAMDg4OqNfr7O7u5kU3CAJu3rzJ3l6mGpqenmauucS92x3iSI2TAAwMUyKFwB9FRJEi8L5clroej1cJpbGEJAkVqVLEXkw0Hn41xubaMtXjkEuBqbPXhDp9YPL98Ps+8rV6yBzi4QKLfjL7xomybeLD+3mmE76MnHdS7IMooV5JGQUJtmlQdTNLxd2dXbx+jyQK2dvZxPeGJKmgVLLQcYdkYDBdK3Pw0Q62U+WgH2KXShx0OoQxOKN9MlVuiSQwiKMAoTWhPyCJgswl7mCTKBgipUSNHcAsy8ynZibetpMP6kqlkkt3z5w5kxvsf9I+wtNILin4enBsiu69e/f41a9+xd27d7l37x6DwSBfnXqeR7VazVcXQRBg2zZhGGKaZq51930/92KIooh33nknF1kA7O/v8/67e5TMaSwru3TeKOuhmhYkSfrE0xCfRaI0OoiRhkSnGp1qEg2pODxZYEzkszobHyPViHxU4HHF38i/0h/7go8/9ggPr2hNIysoUn52kOah10mwTEiUIP6clop5odcghSRRGlNKLNPADxNUaqBVwN07H3L7+vsM+vuoJEbFESIZMjNdp1Ipc6vfQylFs9lEWw083yP0Rjj1OZRpZraKkU+pZBJ2d/FGXZI4Jo58+gfbxFGA1pokSZBS5qOJ5XI5l/VeuHAh935eW1tjcXGRlZUVzpw5Q6fT4fe///1jz9F1XRzH+VzXpeCbw7EoukmScPv2bba3t7l58+ahnCitNUGQ/YGUy2VqtVq+utBaE4Zh7tK0traW/7JPstceJvQ1YZgQ+f28H6xUSvfAp98PkIZAfpE+7uPQoBJy05xPUhLYjPvHZKvHJE0xAKUfmT9W4ydoNa67D4rv5zniw6vlcbtCP8GEgpio4zJzHSkElgmEyedKaJis0IXIZkAmsUqbewPUeOOvd/sqV9/+GYkS+J6PN9wnDkaZgi/xGA2z/3/TNBkOh5QcTRwoYpUQH2wRuQ2kaSNRjHo+vb27eMPeOKY+RiVxllYhJUqp3MFu0lqYmpri3LlzXL58OR9XtCyLubm5fO52enqaZrPJ/v7+4cskxGPd+AqOD8ei6Eop2dvbY2dn5xOD+eI4zvPTNjY2uHr1KkEQYFkWpmly9uxZ/vzP/zwXS3Q6nY+9RxRoTEvgDx8U4yRJ8b2YJMr++BjLhr+qu0P9mGI7qcEGgBS4aEYa0rEZTqwTUqUhHRdeaaCEnKgbIBFkTV6BYVj5e078GZ4UpR74E3z2iWQrY9sUOLaJlII4UmghkPJBMsWTIkV2/p4fs50OKVnZe3pen/d+/3u0FkR+j1HvgCTO5Lc6zTZNDcPIb9+TJMGIA0hC/KFHksSEow6WaRCEIXo8rVEqlfA8L//9mPg9T2KmLMvCcRxOnjzJ0tISL730ElNTU59aQF9++WXu3r3L9vY2cRxTr9dZXV39WI+34HhxbIquYRgfWzU8jNY6vwVcWVlheXmZXq9HqVTitddeY2NjIxdQAHnE9cOkaZbmmpYFQkp0mqKSNH9vaYz/iE3xyDjYV3y+h04MKggkKSOtiZWCNMJIElTQQQmL1CqDYU9MEcYWiRKdJmCVMC0HaWSr0Fh9uj/tw0V2Inx4kpWyBgypMQyTZDx3HKtMdGBIgSGyeeAnFVGYZvZTI6UxEk2qVebHG/ZJogAMB5XsE8chSRyND1ri+z5xHFMqlfKQR62zvnjoDTLVoinx/TCTkKeZgmwi131YUg7ZytS2bRzHoVQqceHCBebn57Es6zPVZFJKTp48mZvvFzwfHIuiC7CxsfGZmw8T45s4jrEsi+XlZRYWFjh58iSGYVCv1/NVRqvV4uDg4NDrjfHVWlyewS2ViUKFTqFSTXArKYGfEAYx0hjbZh0FY+FCRUpKStGPhpTiEXtej04SoYVJKocM/AGVxiypShBG5liuU4VdqmJPL2BImVkWCp1LtpIkk/ZOzmTivJXd1h86hM8kS8cwxmoySaozUUeaZonLmY+5fqJ0DNMYv0eaYo3fEzJhhE4FJXeKzu5tBAJTGgjTIkmyjdMJE0m4lBLXdXPPjlqtRr1ez42SRqNRplCzLFzXxfd9wjDMzcW11nk45EQVKYTgxIkTNJvNJ/kfLHjOODZF98UXX2R6ejr3z32USYjl8vIytVqNtbU14jimXC5TrVZpNpucPXs2f/78/DztdjuP+AEolSU6sTl5cgmBJAhjHNeiPuXgjSIGgwDfi4hDdchN62kzqVFx7EMcMeofEPa28br3MZwKYSppD/ZQC+tI00agMawyQhiINMaZm6dRc9BAlCiCYLyaMyVpnB5e2aZPVmQnCDITGcvMFHFKZYKSiTetZRuYaUoQ62xqQ2TKvE/DNCQl2yBNDUAjdIrf2yEMvEwQImxUEhP4Q9I0GavxMiY5Y5N+fqVSwXEcLMvK+65CCOI4JooyQ5rJrPekvdDtdpFSUiqVaDQa+XjX5Pfv1KlT/PEf/3HhdVvwWI5N0V1YWOAP/uAP+O///m88z8v17pCtPJrNJm+++WYe57O6usrCwgKrq6s0Go2P7RYLIXj55Zdpt9t5MkWz2cR1GvS7AUqluK5NteoQhglCwN72gEqlxI0P9hgNQ6JAPf2Ug3GDV6uY/uAAz+8RRj5SGMRRSBx79IZd/GiEISKqM6cyNZkVYZYc9HCIY6xSrzRwyyU6/YAkTgmTbBVvGlnc+UPTZJ+LTFqceSFE45h5rcc92fFGlDnu89qWQZIoBl78iW0GUzyIOI9iRa/XZ9jZxDZSBIIgClFJCIaF1km+ySWEyONvJpuq1WoVKSVRFFGtVlFKsbOzk5smTTbHHMeh1WrR7XapVCp566nVauU+Ci+88AJnz57l4sWL/OhHP/qC/5kFzwPHpuhOTU3xk5/8hE6nw5UrV+h2u/mKt9ls8rd/+7fMz88zPz9PpVLh4sWLj43qeRghBHNzcx9LJq5PZa0FIcAumQR+THt3yOJKg9n5KtOzLreu77N5p0vgR1kB+aoDESdWDuMqOPB6eEE2nqTiOCu8MvNKGHnbWLaLTEO8zibSKmM7VVJvh9bsFGqwSeDYTNdX8KNsg82UAkXWq9Y6/VwTBo+SKI1+6PWC7HKo8a1ArLKk3qmqzcJSgzs7A7qD4JBB+mTNKAyBIbPNSkOkxEEnG98yNFopOnubBP4QmSaZu9t4hnYyQTDZOK3VariumxflJElIkgStNZ7nYVlWPse9sbHB+fPn+eCDDyiXy1y+fPnQHdAkkffEiRPF5EHBZ3Jsii7An/7pn2IYBr/85S95//332dzcZGVlJfcnbbVa1Ot1DMNgaWnpC/8cIQQl58Glc8oWy6tThEFCmmrm5mtMNyu4FZsbH7QJRhGpodFK58m6msyrVYpsNMwwyNMePvsAHvyb7Y0pdJpmc6tpxNDrcNDbotvfoT/ao1pzmJ2dZmt7B2wPKS3M2KHsVpltvYSKQ6TqMxp6mGNvAyEMHCMrbnESYYxncTWffzLj0ac/rC7LTyfVdIcRU/WEesVm5GcyZlKdT4NIAZYhcZzMqKbbHeEYCR4Jaazod9sMensk4QgVdvK+68RpDrIZ2MFggO/72LaN53l5rHm9XieKImzbJk1T5ubmaLVa+Yfz+fPn83TeU6dOEYZhLnZwHAfXdVleXv58F6fgueNYFV3TNPmzP/szfvCDH7C/v8+9e/dyVdrDTDbOvkqEEDjlbPzKKVsMByEnTs0Agls32oRBTByniHTS8gDTNtBKI0SamdE8snp98ObjxAVF/tqsYGe7WolKiJMYwzSIkz732/+PMPIIkxGWLVhYWGB9fT0vOE65Sm1mnlJtHq0FjgmOTKi5Bl0fyiUjlwPHSqF50BKYHGPy5UR3h9GMJz8U93YGTNccbFOSpgZxkozNwjMBQqVsMlNzKMkYI9oj8IaocIglFYnfgSTAO7jNcNDHNM28rzpxnQuCTKo7kYdn7Q0zn0CYrISFEMzOzjI9Pc38/Hz++6K15sUXX+TChQsMh0MGg0H+3OXlZSzL+govTMFx5FgV3QnVapVqtcrJkyfZ3Nzk/v37BEGA67qsrKw89bgTKQULS3VMK5MIV2o2d28eMOgFY78GgWFmK0qlNN4oQqVpNo4l9IPY84dWgkKAZY3zuFLGO+/ZbpRhKJJ0wChoo6XP/Pws3V6HunSoVis0m01mZ2ep1WqMRqO8f+37A/wopj9UmEJjVlqYspK5iamUMEqI4vEEg54YwPClTG4+yaNBJSBI8fwYy8hG+0g8dDikZBkoBVoJZFLhzgfvo/wDOrt3uLe5BWaZsuMw7O0x6t4j6Ge3/pOWQhRFGIbB3Nwcvu9jmiau61Kr1QiCAM/zMjvNSoUzZ84QRVG+on3llVdYXV1lMBjk4oeJPWORU1bwRTiWRfdhJsbQR41pGSws1WnNV3NjnNsfHbBzv097b0AcKZIoMzXf3uyRCIFKUoQUWdxN8iBTzLINDCkzZVqiEIZGCknJMZGGoD+UNKareOE+MpKUSmVaLRPbEbz44otcvnyZmZkZ7ty5w5UrV/A8jyAICMMAZIqhFcFwj/ffv4K2Z3BqLRJtoZGk6MMjXI+INZ5kxGvCxELy0adP3kOpzJ+32xsSB11if0AUeRhCU6tWUOGI3X2f2D8g9kfcv3Od7v42pkg4iGPCMMhnboGxabjIvWyVGJ2PAAAPNUlEQVRN06RSqWBZFmtra1SrVXZ2dlBK5eZHBwcHeaSREIJOp5N/aD18d7S7u/ulUx2SJKHX6yGEYGpqKhdcFBxvjn3RfdZIQyKN7I9paSWbATaMB0vFOFZ4gxDPi4njTO2UqiwCHq2RQlCu2OPCpjFMAzmeoy2VTUzLoOROU4tSHEeweyBJtE215tBsNvmLv/gL1tbWuHbtWj6jfOPGDXzfp9FoECWa3XYHP43x1R7KiLAjsN0ZSqUyOh3bP4rDEepfhLFg79CmYt7fBlQSoRIfrQO2b10hDEZYtkOlUiMdbeN1tyDqUXJdtjbv4Y0G6MRDmyaWZRKGD5SHUmZCiEn+2ESwIITIJxDK5TKXLl3it7/9Lffv38cwDDzPY39/n16vh5SSbrfL1atXuXTpEmfOnKFarQJ8aszTk/Cb3/yGd999N/fZXV5e5rXXXvvYpm3B8aMoukeIW7WZm6/hDSO8USYltm2T9Y05tjf7RFFC4Cdj5ZNCRRrDFtQbZUqOiWFKymWLMEzwRxG2bWI7BlNTLfywTrdf5ZzTIlEBjUaDb3/728zOzgLw6quvEgQB3/rWt0iShJ///OcIIbh37x4H//dXtIceWii8KMAIIkqVAdXGHEZ5CjAyvcQXRACWAaYlMQxJHKeZdWIUopIIIQ2QRta7VRGdrffYuf2/mHaZOBgi0hBD9XEsSZJk7lzB8AAJuUpsEocD5MYzhmHk42DVahXTNHMxRL/fRymVTzbMz8/TbDbZ3Nyk3W7nr93c3GR7e5vt7W1GoxFvvPFGPvP9RfnFL37Bz3/+c3q9Xt7GuHLlCteuXePHP/4xp0+f/sr3HAq+PhRF94hpTJd5+eIiu9tDhoMQw8y8cktlm9CPiaIYbxTjDUKcikWtUaY2Fi4MewFJopibr45TjhVKpZSrFgsrJ1hePY9h6Xxj6FEcx8FxHJRStFottNa89dZbpCqiZJbo+yFJlKKFxLRMAs/BNcsIq4Tm40XgSVq7Aqi4JpYpmak6WTtlZxc16qCliU6zyKJsflcTDtu0t+8SBSPiYESqAtLIQ6Y+aSnrz042urTWGIaRJ4KYpkmr1UJKmfdtJ8nP5XKZmZkZKpUKw+GQ4XCYX6PFxUXW1tbwfT/v8YZhJgOeFOatrS2uX7/OqVOn2NjY+MIr0jt37vDTn/6Uzc1NgiDg1q1buXx9bm6OwWDAj370Iy5evFhsyh1TiqL7DDBMg8WVxqHvzc3X2LrXxffiLBAxUVhmthE36GW9ylrDQQiYblaYaro4jkXJMbFtI29hPNHPNwxmZmbY39/H8zwAIq9DEJRIUokWFn5vH2k4pNUmxDGGJflYmR23HeRDfdpDkmGZxevoFBzToFq1GfQHxKM2aRIRBgGxUkjTJQ594mhE7A+yETitUWlC4g+RJKg4AJ2ZCk0mDsIwRClFtVoljmMcx2FmZoa5ubl8Frfb7TIYDJiens77smma0mg0+N73vkej0WBzcxPIrDt9389bB6Zp5itOpRQHBwcopbhw4cIX6r+macpvfvMbdnd3iaIoN92PogitNe12m3/7t3/LWz+PM9Mv+OZTFN2vCdVaifWzLfxR9gdYKpuMBhGDXoBTtgiDBLdiM79Uz0fTvgzr6+sMBgNmZ2e5c+cO/f0dRpHEri6ATkniLMYGFZOmKptRG2OYBmA8ML+RYEtBkmZuYWKc1AtgmQaWKbAsScU26UVDEm+XQaeLlmUCb4AwbOIowOvvIoWB0BohTRJ/QBx5WDLFHPscVCqVXHo7GQcslUpMTU1RKpXY2Njg7NmzXLt2Ddu2802zVquVr2RnZ2e5ePFinofXbrdzi8+JQGLCpE0hpWR+fp6TJ09+4RVop9MhjmPiOKbT6bC1tZWnmEBW2AeDAf/+7//OiRMniqJ7TCmK7tcIKQWV2oOIlqkZk8Z0GaXSLMFWfolZrUdwXZfLly8TBAHXrl2jZBtoKQiiPkEwQJgWlfoU4aiNMCxMFSIsFyFMVBRjGDaGaWeR8kLglAyiRGe+Cloj5fj2X4JlGLgli6m6w/Y9nziKiL02/b07BJEmUSordirBsF3scg0V+cReB61CDMeiUqlSKpVYXFwE4KWXXspv0efm5rBtG8MweOmllzBNk3PnzlEqlQjDMG+pAMzOzmKaJgsLC/m1WF5e5ubNm8zOzlKtVun3+7l4YrLSLZfLrK6u5j3yL0KSJFQqFVzXZX9/P1/hwoM4KCEEo9GI//qv/+LHP/7x5wpKLfhmUBTdrzlCCEzz6Wyq2LbN97//fX75y1+SpinXrl0j8AeYpQaObSASj3DYxnEcpAhISTHtCiBQiYfl2g8mAhyT7jAiGUecW0am4DCkQMgs1ihJFIYhqbsGkanoK5+gd0DgDwi8IdIsIQ0TnSYkUeZ1XC6XKZfLzM/Ps7q6SqvVwvM8Xn311XxzcHIuJ0+epNvtMhqNmJ6e5tVXXz00bTAzM8Pi4iJvv/123lYBclXZ3t4ef/Inf8LPfvazPKIJsg+otbU1Ll++/KXGDxuNRm629Pbbbx8quEC+0QdZTtqdO3dYXl4uNtWOGUXRfc45ODigXC4zOztLt9vF3N9H6RBSQdC9i1kJmK4ugMpu+aVKMUwbmaY0XEG9XsU0s7j3KMmSeku2gW0YxEkMaYxOImp2idmGjbU6w5S5zNVgE79rMziIkGTGMkIn2IaB5TiY9SrT09O5WdF3v/tdWq0WQgg2NjY4deoUo9GIDz/8kCiKaLValMtl5ubm0Fpz4cKFPN3jUV544QWuXLlyKFrJdV2++93vcvbsWX7wgx/w05/+lOvXr+cWoJcuXeLVV1/9UlMLjuPkBufnz5/n5s2bh4QYE79n0zRZWloiSRL6/f6X+pkFXz+Kovucc/v27Ty99sUXX8TzPO7evcv+/j4i8DFLJqlvY9hZfLhWAyzDRFqCZr1Es5nNxA5GEY2qjRRQsiSeN0IHQ/qdXVTUJz0wUL0lZmdneOGFF3ClT6OaCRZ2d3fz3qbrujSbTU6cOJFPIKyvrzM3N5d/OFy+fDn3PX799dfZ3t5mZ2eHOI5pNBqsrKzguu4nnvPMzAyXLl3Ks/Rs22ZhYSFvOZw9e5Z/+qd/otfrMRgMKJfLTE9PfyUrzjNnzlAqldBa8+tf/zoXZ0xy1qSUtFot3nzzTeDxZvoF32yKovsco5RiOBweiodxXZdTp07lo1JB2IWkQmO6gWlGKEwcO2V+bo7LF9YJogTHMuiNQnYODOZnXHrdLqnnsde5iUhiRJrQ64Xc+LDH4KDBdy6/wmuvXaLVmuPMmTNsbm6ys7OTG82cOHEiL7qlUomlpSWklNi2zfr6+qHjFUKwuLiY93qflFqtxrlz5z7x8YlK7KuOzhFC5GkR6+vr/OM//iMffPABSils26bZbPLDH/6QjY0NyuXyl1a9FXz9KIruc8xkZVWtVllZWaHb7ebJyadPn6bZbOY77a7tg/ZJMZlpnOCH/+d7rK40sS0D2zKIE8Xvru0y8GP+X2cHHQ8wUAShhykSGqWQspSoED66cZ1Lly6xurrK0tISFy9e5JVXXsmlsO12myRJmJqaolKp5Ll39Xr9WBmDv/766/znf/4n//Ef/8Fbb71FpVLJlW+T3L6C40dRdJ9jhBDMz8+ztbWVj1xN8DwPKSXlcpk33niDW7du4XkeCwsL/OVf/uVj+4wq1fzv9TZV12I38YiiAFMoGk5MtfRg5GwyxuW6LrZtMzU1daiYPjxZANkG1HFlZmaGf/iHf+Bv/uZv8gTqSqXC0tJSEcN+TCmK7nPO6dOn6ff7rK6ucv369Xy06vTp01SrVVzXxTAMFhYWmJ+f59SpU584p3pyoc5so4wM2yR9l7jrYZdTzId0BJO5V8/zWFtbO4pT/EZQrVaLudznhKLoPudYlsXrr7/O3t4eq6urdDqdXDK7uLj4uVdblbLFm9/aIB5usXXz3UOPTcI/J1MJBQXPI0XRLcjVVl+Vz3C9Xuf73/8+t27d4sMPPwSgUsl8fev1OvPz84WbVsFzS1F0C54KU1NT/P3f/z2/+MUvaLfbCCGo1WpMTU3l/rQFBc8jRdEteGq4rssf/dEfsbm5SafTwTAMWq0WS0tLRXuh4LmlKLoFTxXHcVhfX3/Wh1FQ8LWhyAcpeCZ4nofv+8/6MAoKjpxipVtwpLTbbT766KPccKZarXLmzJljPYtbUPAwxUq34Mjo9Xq89957hxy+hsMh7777bv69OI7Z2dlhe3ubKIqe1aEWFDw1ipVuwZFx586dQwbhvu/j+35uKzk7O8vNmzdz9y8pJaurq5w6deoZHXFBwVdPUXQLjozBYABkRjs3btzgo48+4v79+/i+j2manDhxgrNnz7K2toaUkjRNuXXrFq7r0mq1nvHRFxR8NRRFt+DIsG2bIAh45513+J//+R9u377N1tYWvu8jpWRxcZGDgwO63S4XL17MbQ03NzeLoltwbCiKbsGR0Ww2eeutt/jtb3/LtWvXuH79OqPRKG85tNtt4jjGdV3m5+dZWVkByNMhCgqOA8VGWsGRMSmevV6PmzdvMhwOD/V4oyjivffe48aNG3Q6nfz7n2ZIXlDwTaMougVHgtaavb09Tp8+jdaa4XD42OcppXjnnXdytzMgX/EWFBwHivZCwZGQpilpmuZBkw/nkz1Kv9/PLSXX1tZoNptHeKQFBU+XYqVbcCQYhkGtVgPgwoULeertowghKJfL/OEf/iFvvPFGscotOHYURbfgyDh58iQA3/72t2k0GocKrxACKSWmaXL58mU2NjaKUMaCY0lRdAuOjNnZWc6fP8/c3Bx/93d/R6lUwrIsTNM8FEL5L//yL8/6UAsKnhpFT7fgSJmdnWV2dpaLFy9y6dIl/vVf/5WtrS1M02R9fZ1//ud/5jvf+c6zPsyCgqdGUXQLngmWZfFXf/VX/OQnP+H+/fsALC4ufmKvt6DguFAU3YJnihCC5eXlZ30YBQVHRrGsKCgoKDhCiqJbUFBQcIQURbegoKDgCCmKbkFBQcER8mkbaS8AXL16lb/+678+osMpKCgo+GZz9erVyZcvPO7xTyu6VciMp3/9619/xYdVUFBQcOypPu6bn1Z0bwJrwBC4/jSOqKCgoOAY8gJZwb35uAfFw36mBQUFBQVPl2IjraCgoOAIKYpuQUFBwRFSFN2CgoKCI6QougUFBQVHyP8H/MTrnwARW9cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clusters(train_umap, DBSCAN, (), {'eps':0.3, 'min_samples':100})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### HDBscan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1018,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HDBSCAN(algorithm='best', allow_single_cluster=False, alpha=1.0,\n",
       "        approx_min_span_tree=True, cluster_selection_epsilon=0.0,\n",
       "        cluster_selection_method='eom', core_dist_n_jobs=4,\n",
       "        gen_min_span_tree=False, leaf_size=40,\n",
       "        match_reference_implementation=False, memory=Memory(location=None),\n",
       "        metric='euclidean', min_cluster_size=10, min_samples=None, p=None,\n",
       "        prediction_data=False)"
      ]
     },
     "execution_count": 1018,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusterer = hdbscan.HDBSCAN(min_cluster_size = 10)\n",
    "clusterer.fit(train_umap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1019,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_hdb = clusterer.labels_\n",
    "labels_hdb2 = clusterer.probabilities_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1020,
   "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>col_0</th>\n",
       "      <th>-1</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rating</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>1853</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1948</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1982</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>1881</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1950</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0   -1   0   1   2   3   4   5     6   7\n",
       "Rating                                      \n",
       "1        5   8  32   4   5  11   2  1853  11\n",
       "2        9   2  36   4   3   4   1  1948  12\n",
       "3        7   8  40   4   2   7   6  1982   8\n",
       "4        4   5  43   1   5  12   8  1881   8\n",
       "5        4   4  39   1   5  11   4  1950   1"
      ]
     },
     "execution_count": 1020,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(reviews.Rating, labels_hdb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 940,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.scatter(labels_hdb2, reviews.Rating, color='b', **plot_kwds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 941,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "sns.set_context('poster')\n",
    "sns.set_style('white')\n",
    "sns.set_color_codes()\n",
    "\n",
    "plot_kwds={'alpha':0.25, 's':60, 'linewidths':0}\n",
    "palette = sns.color_palette('deep', 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 942,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusterer = hdbscan.HDBSCAN(min_cluster_size=10).fit(train_umap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 919,
   "metadata": {},
   "outputs": [],
   "source": [
    "# UMAPdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 989,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pal = sns.color_palette('deep', 8)\n",
    "# colors = [sns.desaturate(pal[col], sat) for col, sat in zip(clusterer.labels_,\n",
    "#                                                             clusterer.probabilities_)]\n",
    "# plt.scatter(train_umap.T[0], train_umap.T[1], c=reviews.Rating, **plot_kwds);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1035,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clusters(train_umap, hdbscan.HDBSCAN, (), {'min_cluster_size':10})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 121 nearest neighbors...\n",
      "[t-SNE] Indexed 10000 samples in 1.460s...\n",
      "[t-SNE] Computed neighbors for 10000 samples in 443.725s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 7000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 8000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 9000 / 10000\n",
      "[t-SNE] Computed conditional probabilities for sample 10000 / 10000\n",
      "[t-SNE] Mean sigma: 0.413536\n",
      "[t-SNE] Computed conditional probabilities in 0.393s\n",
      "[t-SNE] Iteration 50: error = 133.7769775, gradient norm = 0.1803426 (50 iterations in 6.422s)\n",
      "[t-SNE] Iteration 100: error = 153.9880981, gradient norm = 0.0122607 (50 iterations in 5.831s)\n",
      "[t-SNE] Iteration 150: error = 143.5197144, gradient norm = 0.0311683 (50 iterations in 6.273s)\n",
      "[t-SNE] Iteration 200: error = 162.3324127, gradient norm = 0.0036059 (50 iterations in 5.983s)\n",
      "[t-SNE] Iteration 250: error = 155.7744446, gradient norm = 0.0073224 (50 iterations in 5.268s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 155.774445\n",
      "[t-SNE] Iteration 300: error = 8.7729082, gradient norm = 0.0017093 (50 iterations in 4.840s)\n",
      "[t-SNE] Iteration 350: error = 7.7068906, gradient norm = 0.0016727 (50 iterations in 4.355s)\n",
      "[t-SNE] Iteration 400: error = 5.9384155, gradient norm = 0.0150774 (50 iterations in 4.958s)\n",
      "[t-SNE] Iteration 450: error = 4.6995459, gradient norm = 0.0020938 (50 iterations in 4.126s)\n",
      "[t-SNE] Iteration 500: error = 4.6874113, gradient norm = 0.0001351 (50 iterations in 4.110s)\n",
      "[t-SNE] KL divergence after 500 iterations: 4.687411\n"
     ]
    }
   ],
   "source": [
    "X_embedding = TSNE(n_components=2, perplexity=40, verbose=2, n_iter = 500).fit_transform(dtmTfidfDF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsne1= pd.DataFrame(X_embedding, columns = ['A', 'B'])\n",
    "# tsne1[\"y\"] = y\n",
    "\n",
    "# original= pd.DataFrame(X_scaled)\n",
    "# original[\"y\"] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1aa3174358>"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(ncols=2, sharey=True, figsize=(15,8))\n",
    "# sns.regplot(x=idx, y=df['x'], ax=ax1)\n",
    "# sns.regplot(x=idx, y=df['y'], ax=ax2)\n",
    "\n",
    "# sns.scatterplot(x=original.iloc[:,1], y=original.iloc[:,2], hue=\"y\",data=original, palette=\"Set1\", legend='full', ax=ax1)\n",
    "\n",
    "# sns.scatterplot(x=pca.iloc[:,0], y=pca.iloc[:,1], hue=\"y\",data=pca, palette=\"Set1\", legend='full', ax=ax2)\n",
    "\n",
    "sns.scatterplot(x=\"A\", y=\"B\", hue=reviews['Rating'],data=tsne1, palette=\"Set1\", legend='full', ax=ax2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}