3071 lines
1.1 MiB
Plaintext
3071 lines
1.1 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 50,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import re\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import nltk\n",
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"from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
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"from nltk import FreqDist\n",
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"from nltk import ngrams\n",
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"from nltk.tokenize import sent_tokenize\n",
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"from nltk.tokenize import word_tokenize\n",
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"from wordcloud import WordCloud, STOPWORDS\n",
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"\n",
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"from mlxtend.frequent_patterns import apriori\n",
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"from mlxtend.frequent_patterns import association_rules\n",
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"\n",
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"import statsmodels.api as sm\n",
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"from statsmodels.tsa.arima_model import ARIMA\n",
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"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf \n",
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"from statsmodels.tsa.stattools import adfuller \n",
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"from statsmodels.stats.diagnostic import acorr_ljungbox \n",
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"from statsmodels.tsa.arima_model import ARMA \n",
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"from statsmodels.tsa.seasonal import seasonal_decompose\n",
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"from sklearn.feature_extraction.text import CountVectorizer\n",
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"from sklearn.feature_extraction.text import TfidfVectorizer\n",
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"from sklearn.linear_model import LogisticRegression\n",
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"from sklearn.model_selection import train_test_split\n",
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"\n",
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"from datetime import datetime\n",
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"import warnings\n",
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"warnings.filterwarnings('ignore')\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 导入数据+数据预处理(问题1)\n",
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" 1、将评论时期转化为时间序列\n",
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" 2、将评论内容为\"No complaints\"、\"No comment\"的内容(即默认好评),替换为\"good\"\n",
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" 3、评论星数归一化、查看数据分布。\n",
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" \n",
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" 4、将vine、veritifed_purchase转化为0、1的数值型数据\n",
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" 5、对整个数据集,新增一列销量(即reviews的数量)\n",
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" 6、查看数值型数据的相关性(热力图)\n",
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" 7、对数值型数据进行关联分析"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 68,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"11469 beauty\n",
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"18938 baby\n",
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"1614 major appliances\n",
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"Name: product_category, dtype: object"
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]
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},
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"execution_count": 68,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df['product_category'].drop_duplicates()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>marketplace</th>\n",
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" <th>customer_id</th>\n",
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" <th>review_id</th>\n",
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" <th>product_id</th>\n",
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" <th>product_parent</th>\n",
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" <th>product_title</th>\n",
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" <th>product_category</th>\n",
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" <th>star_rating</th>\n",
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" <th>helpful_votes</th>\n",
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" <th>total_votes</th>\n",
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" <th>vine</th>\n",
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" <th>verified_purchase</th>\n",
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" <th>review_headline</th>\n",
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" <th>review_body</th>\n",
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" <th>review_date</th>\n",
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" <th>reviews</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <td>11469</td>\n",
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" <td>US</td>\n",
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" <td>43740490</td>\n",
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" <td>R2XM83JYE2KDE2</td>\n",
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" <td>B00005O0MZ</td>\n",
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" <td>694290590</td>\n",
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" <td>conair corp pers care 146np conair ionic condi...</td>\n",
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" <td>beauty</td>\n",
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" <td>3</td>\n",
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" <td>320</td>\n",
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" <td>332</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>Some pluses, some minuses</td>\n",
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" <td>This is my only experience with an ionic hair ...</td>\n",
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" <td>2002-03-02</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>11468</td>\n",
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" <td>US</td>\n",
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" <td>38947355</td>\n",
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" <td>R3JMGN42OJCL97</td>\n",
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" <td>B00005O0MZ</td>\n",
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" <td>694290590</td>\n",
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" <td>conair corp pers care 146np conair ionic condi...</td>\n",
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" <td>beauty</td>\n",
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" <td>5</td>\n",
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" <td>78</td>\n",
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" <td>87</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>Excellent for fine/limp hair</td>\n",
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" <td>This hairdryer far exceeded my expection for<B...</td>\n",
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" <td>2002-04-20</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>11467</td>\n",
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" <td>US</td>\n",
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" <td>37733836</td>\n",
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" <td>R3GO6L5PWBS0IW</td>\n",
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" <td>B00005O0MZ</td>\n",
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" <td>694290590</td>\n",
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" <td>conair corp pers care 146np conair ionic condi...</td>\n",
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" <td>beauty</td>\n",
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" <td>5</td>\n",
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" <td>4</td>\n",
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" <td>4</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>The best dryer!!!</td>\n",
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" <td>I love this dryer not only is it QUIET, it rea...</td>\n",
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" <td>2002-07-13</td>\n",
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>11466</td>\n",
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" <td>US</td>\n",
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" <td>43977044</td>\n",
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||
" <td>R2JQPUYU65C4QD</td>\n",
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||
" <td>B00005O0MZ</td>\n",
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||
" <td>694290590</td>\n",
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||
" <td>conair corp pers care 146np conair ionic condi...</td>\n",
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" <td>beauty</td>\n",
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" <td>1</td>\n",
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" <td>26</td>\n",
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" <td>32</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>Disappointment with dryer</td>\n",
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" <td>I purchased it because it was supposed to be q...</td>\n",
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" <td>2002-08-13</td>\n",
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" <td>2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <td>11465</td>\n",
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" <td>US</td>\n",
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" <td>35599734</td>\n",
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" <td>R2O50YNP83CG34</td>\n",
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" <td>B000065DJY</td>\n",
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" <td>919751065</td>\n",
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" <td>revlon 1875w volumizing hair dryer</td>\n",
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" <td>beauty</td>\n",
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" <td>5</td>\n",
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" <td>14</td>\n",
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" <td>18</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>great hair!</td>\n",
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" <td>I just purchased this dryer, and I really like...</td>\n",
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" <td>2002-08-21</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" marketplace customer_id review_id product_id product_parent \\\n",
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"11469 US 43740490 R2XM83JYE2KDE2 B00005O0MZ 694290590 \n",
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"11468 US 38947355 R3JMGN42OJCL97 B00005O0MZ 694290590 \n",
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||
"11467 US 37733836 R3GO6L5PWBS0IW B00005O0MZ 694290590 \n",
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||
"11466 US 43977044 R2JQPUYU65C4QD B00005O0MZ 694290590 \n",
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"11465 US 35599734 R2O50YNP83CG34 B000065DJY 919751065 \n",
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"\n",
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" product_title product_category \\\n",
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"11469 conair corp pers care 146np conair ionic condi... beauty \n",
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"11468 conair corp pers care 146np conair ionic condi... beauty \n",
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"11467 conair corp pers care 146np conair ionic condi... beauty \n",
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||
"11466 conair corp pers care 146np conair ionic condi... beauty \n",
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"11465 revlon 1875w volumizing hair dryer beauty \n",
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"\n",
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" star_rating helpful_votes total_votes vine verified_purchase \\\n",
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"11469 3 320 332 0 1 \n",
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"11468 5 78 87 0 0 \n",
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"11467 5 4 4 0 1 \n",
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"11466 1 26 32 0 0 \n",
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"11465 5 14 18 0 0 \n",
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"\n",
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" review_headline \\\n",
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"11469 Some pluses, some minuses \n",
|
||
"11468 Excellent for fine/limp hair \n",
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||
"11467 The best dryer!!! \n",
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||
"11466 Disappointment with dryer \n",
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"11465 great hair! \n",
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"\n",
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||
" review_body review_date reviews \n",
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"11469 This is my only experience with an ionic hair ... 2002-03-02 1 \n",
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||
"11468 This hairdryer far exceeded my expection for<B... 2002-04-20 1 \n",
|
||
"11467 I love this dryer not only is it QUIET, it rea... 2002-07-13 2 \n",
|
||
"11466 I purchased it because it was supposed to be q... 2002-08-13 2 \n",
|
||
"11465 I just purchased this dryer, and I really like... 2002-08-21 0 "
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||
]
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||
},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df0=pd.read_table(\"hair_dryer.tsv\")\n",
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"df1=pd.read_table(\"microwave.tsv\")\n",
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"df2=pd.read_table('pacifier.tsv')\n",
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"df=pd.concat([df0,df1,df2])\n",
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"df['product_category']=df['product_category'].str.lower()\n",
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"df['vine']=df['vine'].str.lower()\n",
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"df['verified_purchase']=df['verified_purchase'].str.lower()\n",
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"df['review_date']=pd.to_datetime(df['review_date'])\n",
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"index=df[(df['review_body']==\"No complaints\") | (df['review_body']=='no comment')].index\n",
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"df.loc[index,['review_body']]=\"good\"\n",
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"df=df.sort_values('review_date')\n",
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"\n",
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"df.loc[df['vine']==\"n\",\"vine\"]=0\n",
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"df.loc[df['vine']==\"y\",\"vine\"]=1\n",
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"df.loc[df['verified_purchase']==\"y\",\"verified_purchase\"]=1\n",
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"df.loc[df['verified_purchase']==\"n\",\"verified_purchase\"]=0\n",
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"\n",
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"df['reviews']=0\n",
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"unique_id=df['product_id'].drop_duplicates().tolist()\n",
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"dicts=dict(zip(unique_id,df['reviews'].tolist()))\n",
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"for i in range(len(df)):\n",
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" pid=df.iloc[i,3]#product_id\n",
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" vf=df.iloc[i,11]#verified_purchase\n",
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" if vf==1:\n",
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" dicts[pid]+=1\n",
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" df.iloc[i,-1]=dicts[pid]\n",
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" else:\n",
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" df.iloc[i,-1]=dicts[pid]\n",
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"df=df.dropna()\n",
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"11469 0.963855\n",
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"11468 0.896552\n",
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"11467 1.000000\n",
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"11466 0.812500\n",
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"11465 0.777778\n",
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" ... \n",
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"11 NaN\n",
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"12 NaN\n",
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"13 0.000000\n",
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"5 0.000000\n",
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"0 0.000000\n",
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"Name: helpful_rating, Length: 32024, dtype: float64"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.helpful_rating"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"## 协方差"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15,10))\n",
|
||
"sns.heatmap(df.corr(),annot=True)\n",
|
||
"plt.savefig(\"heatmap1.jpg\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* 从热力图可以看到,helpful_votes与total_votes之间有着很强的关联,计算helpful/total\n",
|
||
"* 观察star_rating列,发现可能与其有相关性的特征是vine与veritified_purchase"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 关联分析\n",
|
||
" * 独热编码前将helpful_votes、reviews转换为离散型变量(具体离散值根据数据分布情况来定)\n",
|
||
" * 求出helpful_rate(有用评论占总体的比例) 0-0.5为1,大于0.5为2\n",
|
||
" * 对数据进行独热编码(主要是星级数据和helpful_votes)\n",
|
||
" * 算法Apriori关联分析(设置的最小置信度为60%)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(0, 600)"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x432 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15,6))\n",
|
||
"\n",
|
||
"plt.subplot(131)\n",
|
||
"plt.title(\"Distribution of Helpful_votes\")\n",
|
||
"label=\"std={:.2f}\".format(df['helpful_votes'].std())\n",
|
||
"sns.distplot(df['helpful_votes'],label=label)\n",
|
||
"plt.xlim(0,500)\n",
|
||
"plt.legend()\n",
|
||
"\n",
|
||
"plt.subplot(132)\n",
|
||
"plt.title(\"Distribution of Total_votes\")\n",
|
||
"label=\"std={:.2f}\".format(df['total_votes'].std())\n",
|
||
"sns.distplot(df['total_votes'],label=label)\n",
|
||
"plt.legend()\n",
|
||
"plt.xlim(0,600)\n",
|
||
"\n",
|
||
"plt.subplot(133)\n",
|
||
"plt.title(\"Distribution of Reviews\")\n",
|
||
"label=\"std={:.2f}\".format(df['reviews'].std())\n",
|
||
"sns.distplot(df['reviews'],label=label)\n",
|
||
"plt.legend()\n",
|
||
"plt.xlim(0,600)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 构建新的一列特征(helpful_rating)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"helpful_index=df.loc[df['helpful_votes']>0].index\n",
|
||
"df['helpful_rating']=0\n",
|
||
"df.loc[helpful_index,'helpful_rating']=df.loc[helpful_index]['helpful_votes']/df.loc[helpful_index]['total_votes']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 将连续型变量转化为离散型"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['real_helpful']=0\n",
|
||
"df['reviews_dis']=0\n",
|
||
"for i in range(100,600,100):\n",
|
||
" if i<400:\n",
|
||
" index=df[(df['reviews']>i-100) & (df['reviews']<i)].index\n",
|
||
" df.loc[index,'reviews_dis']=i/100\n",
|
||
" else:\n",
|
||
" index=df[(df['reviews']>i-100)].index\n",
|
||
" df.loc[index,'reviews_dis']=i/100\n",
|
||
"\n",
|
||
"index=df[df['helpful_rating']>0.8].index\n",
|
||
"df.loc[index,'real_helpful']=1\n",
|
||
"index=df[(df['helpful_rating']<0.8) & (df['helpful_rating']>0)].index\n",
|
||
"df.loc[index,'real_helpful']=-1"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 根据置信度排序"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>antecedents</th>\n",
|
||
" <th>consequents</th>\n",
|
||
" <th>confidence</th>\n",
|
||
" <th>lift</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>110</td>\n",
|
||
" <td>(reviews_dis_2.0, vine_0, star_rating_5, real_...</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.927908</td>\n",
|
||
" <td>1.093827</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>94</td>\n",
|
||
" <td>(reviews_dis_2.0, star_rating_5, real_helpful_0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.926896</td>\n",
|
||
" <td>1.092633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>112</td>\n",
|
||
" <td>(reviews_dis_2.0, star_rating_5, real_helpful_0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.926896</td>\n",
|
||
" <td>1.092674</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>88</td>\n",
|
||
" <td>(reviews_dis_2.0, vine_0, star_rating_5)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.924107</td>\n",
|
||
" <td>1.089346</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>101</td>\n",
|
||
" <td>(reviews_dis_2.0, vine_0, real_helpful_0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.922543</td>\n",
|
||
" <td>1.087502</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>45</td>\n",
|
||
" <td>(reviews_dis_2.0, star_rating_5)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.921260</td>\n",
|
||
" <td>1.085990</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>89</td>\n",
|
||
" <td>(reviews_dis_2.0, star_rating_5)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.921260</td>\n",
|
||
" <td>1.086030</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>68</td>\n",
|
||
" <td>(reviews_dis_2.0, real_helpful_0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.921197</td>\n",
|
||
" <td>1.085915</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>102</td>\n",
|
||
" <td>(reviews_dis_2.0, real_helpful_0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.921197</td>\n",
|
||
" <td>1.085955</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>104</td>\n",
|
||
" <td>(reviews_dis_1.0, star_rating_4, vine_0, real_...</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.914603</td>\n",
|
||
" <td>1.078143</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" antecedents \\\n",
|
||
"110 (reviews_dis_2.0, vine_0, star_rating_5, real_... \n",
|
||
"94 (reviews_dis_2.0, star_rating_5, real_helpful_0) \n",
|
||
"112 (reviews_dis_2.0, star_rating_5, real_helpful_0) \n",
|
||
"88 (reviews_dis_2.0, vine_0, star_rating_5) \n",
|
||
"101 (reviews_dis_2.0, vine_0, real_helpful_0) \n",
|
||
"45 (reviews_dis_2.0, star_rating_5) \n",
|
||
"89 (reviews_dis_2.0, star_rating_5) \n",
|
||
"68 (reviews_dis_2.0, real_helpful_0) \n",
|
||
"102 (reviews_dis_2.0, real_helpful_0) \n",
|
||
"104 (reviews_dis_1.0, star_rating_4, vine_0, real_... \n",
|
||
"\n",
|
||
" consequents confidence lift \n",
|
||
"110 (verified_purchase_1) 0.927908 1.093827 \n",
|
||
"94 (verified_purchase_1) 0.926896 1.092633 \n",
|
||
"112 (verified_purchase_1, vine_0) 0.926896 1.092674 \n",
|
||
"88 (verified_purchase_1) 0.924107 1.089346 \n",
|
||
"101 (verified_purchase_1) 0.922543 1.087502 \n",
|
||
"45 (verified_purchase_1) 0.921260 1.085990 \n",
|
||
"89 (verified_purchase_1, vine_0) 0.921260 1.086030 \n",
|
||
"68 (verified_purchase_1) 0.921197 1.085915 \n",
|
||
"102 (verified_purchase_1, vine_0) 0.921197 1.085955 \n",
|
||
"104 (verified_purchase_1) 0.914603 1.078143 "
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"df1=df[['star_rating','vine','verified_purchase','real_helpful','reviews_dis']].astype('category')\n",
|
||
"df1=pd.get_dummies(df1)\n",
|
||
"freq = apriori(df1, min_support=0.05, use_colnames=True)\n",
|
||
"\n",
|
||
"#计算关联规则\n",
|
||
"result = association_rules(freq, metric=\"confidence\", min_threshold=0.85)\n",
|
||
"result=result.drop(result[result['confidence']==1].index,axis=0)\n",
|
||
"result=result.sort_values(\"confidence\",ascending=False)\n",
|
||
"#去掉无用的后置关联\n",
|
||
"result=result.drop(result[result[\"consequents\"]==frozenset({'vine_0'})].index,axis=0)\n",
|
||
"# result=result.drop(result[result[\"consequents\"]==frozenset({'votes_dis_0.0'})].index,axis=0)\n",
|
||
"# result=result.drop(result[result[\"consequents\"]==frozenset({'vine_0', 'votes_dis_0.0'})].index,axis=0)\n",
|
||
"\n",
|
||
"result[['antecedents', 'consequents','confidence','lift']].head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 结论:最能影响顾客购买的是产品的星级、其次是销量"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Problem_a\n",
|
||
"* **选取星级与评论两列数据、通过情感分析新增\"积极\"、\"中立\"、\"消极\"、\"得分\"四列数据** \n",
|
||
"\n",
|
||
" 1、对于每条评论,进行情感分析,给出相应得分。(积极:中立:消极=1:0:-1)\n",
|
||
" 2、将星级归一化,与评论得分进行加权。(星级:评论=7:3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pos=[]#积极程度\n",
|
||
"neu=[]#中立\n",
|
||
"neg=[]#消极\n",
|
||
"cum=[]#复杂度\n",
|
||
"sid = SentimentIntensityAnalyzer()\n",
|
||
"for i in df['review_body']:\n",
|
||
" try:\n",
|
||
" ss = sid.polarity_scores(i)\n",
|
||
" except:\n",
|
||
" print(i)\n",
|
||
" pos.append(ss['pos'])\n",
|
||
" neu.append(ss['neu'])\n",
|
||
" neg.append(ss['neg'])\n",
|
||
" cum.append(ss['compound'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>star_rating</th>\n",
|
||
" <th>positive</th>\n",
|
||
" <th>neutral</th>\n",
|
||
" <th>negative</th>\n",
|
||
" <th>sense_score</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>11469</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.144</td>\n",
|
||
" <td>0.839</td>\n",
|
||
" <td>0.017</td>\n",
|
||
" <td>0.4581</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11468</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.091</td>\n",
|
||
" <td>0.886</td>\n",
|
||
" <td>0.023</td>\n",
|
||
" <td>0.7204</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11467</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.235</td>\n",
|
||
" <td>0.715</td>\n",
|
||
" <td>0.050</td>\n",
|
||
" <td>0.7555</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11466</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.048</td>\n",
|
||
" <td>0.919</td>\n",
|
||
" <td>0.033</td>\n",
|
||
" <td>0.1445</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11465</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.159</td>\n",
|
||
" <td>0.841</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.7477</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.0000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.302</td>\n",
|
||
" <td>0.698</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.6506</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>13</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.197</td>\n",
|
||
" <td>0.803</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.7591</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.506</td>\n",
|
||
" <td>0.494</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.8518</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.815</td>\n",
|
||
" <td>0.185</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.9445</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>32020 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" star_rating positive neutral negative sense_score\n",
|
||
"11469 3 0.144 0.839 0.017 0.4581\n",
|
||
"11468 5 0.091 0.886 0.023 0.7204\n",
|
||
"11467 5 0.235 0.715 0.050 0.7555\n",
|
||
"11466 1 0.048 0.919 0.033 0.1445\n",
|
||
"11465 5 0.159 0.841 0.000 0.7477\n",
|
||
"... ... ... ... ... ...\n",
|
||
"11 5 1.000 0.000 0.000 1.0000\n",
|
||
"12 4 0.302 0.698 0.000 0.6506\n",
|
||
"13 5 0.197 0.803 0.000 0.7591\n",
|
||
"5 5 0.506 0.494 0.000 0.8518\n",
|
||
"0 5 0.815 0.185 0.000 0.9445\n",
|
||
"\n",
|
||
"[32020 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['positive']=pos\n",
|
||
"df['neutral']=neu\n",
|
||
"df['negative']=neg\n",
|
||
"df['cum']=cum\n",
|
||
"p_a=df[['star_rating','positive','neutral','negative']]#问题a的数据\n",
|
||
"p_a['sense_score']=p_a['star_rating']/5*0.7+(p_a['positive']-p_a['negative'])*0.3\n",
|
||
"df['sense_score']=p_a['sense_score']\n",
|
||
"p_a"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 864x432 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,6))\n",
|
||
"\n",
|
||
"stars1=p_a.groupby('star_rating').agg('mean')#The mean score of different star rating\n",
|
||
"stars2=p_a.groupby('star_rating').agg('count')#The number of different star rating\n",
|
||
"\n",
|
||
"plt.subplot(131)\n",
|
||
"plt.bar(stars1.index,stars1['sense_score'])\n",
|
||
"for x, y in zip(stars1.index, stars1['sense_score']):\n",
|
||
" plt.text(x, y ,\"%.2f\"%y,ha=\"center\")\n",
|
||
"plt.xlabel('star_rating')\n",
|
||
"plt.ylabel('sense_score')\n",
|
||
"plt.subplot(132)\n",
|
||
"sns.distplot(p_a['sense_score'])\n",
|
||
"plt.xlim(0,1)\n",
|
||
"\n",
|
||
"plt.subplot(133)\n",
|
||
"plt.pie(stars2['sense_score'],labels=stars2.index,autopct='%1.1f%%')\n",
|
||
"plt.title('Distribution of Different Stars')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Problem b\n",
|
||
"* **在a问的基础上新增一列评论时间**\n",
|
||
" \n",
|
||
" 1、以年为单位进行分析,求出每年的总销量 和 商品的平均得分"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B0、(数据探索EDA)\n",
|
||
" * 1、以年为单位分析、可视化每年的平均得分(基于a的评判标准)、每年的得分总和(折线图2)\n",
|
||
" * 2、以季度为单位分析、发现第一季度总是相对前一季度有所增长"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[0.002, 0.0025, 0.002, 0.005, 0.01775, 0.0455, 0.05775, 0.07525, 0.145, 0.15825, 0.2285, 0.5355, 0.799, 0.782]\n",
|
||
"[0.5975624999999999, 0.66055, 0.4694, 0.5935800000000001, 0.4646478873239437, 0.5892005494505496, 0.561612121212121, 0.591191362126246, 0.5735558620689648, 0.5747014218009473, 0.595396936542669, 0.627783940242763, 0.6506840425531928, 0.6747729539641942]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1b9ba7aaba8>"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"p_b_1=pd.concat([p_a,df[['review_date','real_helpful','vine','product_category']]],axis=1)\n",
|
||
"p_b=p_b_1[p_b_1['product_category']=='beauty']\n",
|
||
"p_b=p_b.sort_values('review_date')\n",
|
||
"p_b=p_b.set_index('review_date')\n",
|
||
"p_b[p_b.index<'2003']\n",
|
||
"year_score=[]#每年的评论得分的均值\n",
|
||
"year_sales=[]#每年的商品总销量\n",
|
||
"years=np.arange(2002,2016)\n",
|
||
"for i in range(2003,2017):\n",
|
||
" each_year=p_b[(p_b.index<str(i)) & (p_b.index>str(i-1))]\n",
|
||
"\n",
|
||
" year_score.append(each_year['sense_score'].mean())\n",
|
||
" year_sales.append(len(each_year)/4000)\n",
|
||
"print(year_sales)\n",
|
||
"print(year_score)\n",
|
||
"plt.figure(figsize=(15,10))\n",
|
||
"\n",
|
||
"plt.bar(years,year_score,color='red',alpha=0.2,label=\"sense_score\")\n",
|
||
"plt.legend()\n",
|
||
"for x, y in zip(years, year_sales):\n",
|
||
" plt.text(x, y , str(y*4000), ha='center', va='bottom', fontsize=10, rotation=0)\n",
|
||
"plt.plot(np.arange(2002,2016),year_sales,label=\"sales\")\n",
|
||
"plt.xlabel(\"Years\")\n",
|
||
"plt.ylabel(\"sense_score\")\n",
|
||
"plt.legend()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1440x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"season_name=[]\n",
|
||
"season_score=[]\n",
|
||
"\n",
|
||
"for i in range(2002,2016):\n",
|
||
" index1=p_b[(p_b.index>str(i)+\"-01\")& (p_b.index<str(i)+'-04')].index\n",
|
||
" season_score.append(p_b.loc[index1,'sense_score'].sum())\n",
|
||
" season_name.append(str(i)+\"-1\")\n",
|
||
"\n",
|
||
" index2=p_b[(p_b.index>str(i)+\"-03\")& (p_b.index<str(i)+'-07')].index\n",
|
||
" season_score.append(p_b.loc[index2,'sense_score'].sum())\n",
|
||
" season_name.append(str(i)+\"-2\")\n",
|
||
" \n",
|
||
" index3=p_b[(p_b.index>str(i)+\"-06\")& (p_b.index<str(i)+'-10')].index\n",
|
||
" season_score.append(p_b.loc[index3,'sense_score'].sum())\n",
|
||
" season_name.append(str(i)+\"-3\")\n",
|
||
" \n",
|
||
" index4=p_b[(p_b.index>str(i)+\"-09\")& (p_b.index<=str(i)+'-12')].index\n",
|
||
" season_score.append(p_b.loc[index4,'sense_score'].sum())\n",
|
||
" season_name.append(str(i)+\"-4\")\n",
|
||
"season=pd.DataFrame({'season':season_name,'score':season_score})\n",
|
||
"plt.figure(figsize=(20,10))\n",
|
||
"plt.plot(season_name,season_score)\n",
|
||
"season1=season[season['season'].str.contains('-1')].index\n",
|
||
"plt.scatter(season.loc[season1,'season'],season.loc[season1,'score'],color='red')\n",
|
||
"\n",
|
||
"season2=season[season['season'].str.contains('-4')].index\n",
|
||
"plt.scatter(season.loc[season2,'season'],season.loc[season2,'score'],color='green')\n",
|
||
"\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### =============================================================================================\n",
|
||
"* 2、将数据以月为单位进行聚合,求平均值\n",
|
||
"* 3、构建一列新的特征h_sense_score,\n",
|
||
" 当评论有点赞,且该评论为有用评论,则h_sense_score=(1+20%)*sense_score\n",
|
||
" 当评论有点赞,且该评论为无用评论,则h_sense_score=(1-20%)*sense_score\n",
|
||
" 当评论无点赞,则h_sense_score=sense_score"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1800x864 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1440x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"p_b['DATE'] = [datetime.strftime(x,'%Y-%m') for x in p_b.index]\n",
|
||
"p_b=p_b.set_index('DATE')\n",
|
||
"p_b_star=p_b.groupby([p_b.index,p_b['star_rating']]).agg({'star_rating':'count'})#求各个star的count\n",
|
||
"p_b_star=p_b_star.reset_index(level=0)\n",
|
||
"\n",
|
||
"p_b=p_b.groupby(p_b.index).agg('mean')\n",
|
||
"\n",
|
||
"#对helpful相关进行打分\n",
|
||
"h_sense_score=[]\n",
|
||
"for index,row in p_b.iterrows():\n",
|
||
" if row['real_helpful']==1:\n",
|
||
" if row['sense_score']>0.5:\n",
|
||
" h_sense_score.append(row['sense_score']*1.2)\n",
|
||
" else:\n",
|
||
" h_sense_score.append(row['sense_score']*0.8)\n",
|
||
" else:\n",
|
||
" h_sense_score.append(row['sense_score'])\n",
|
||
"p_b['h_sense_score']=h_sense_score\n",
|
||
"diff_score=p_b['h_sense_score']-p_b['sense_score']\n",
|
||
"diff_index=diff_score[diff_score<0].index\n",
|
||
"\n",
|
||
"plt.figure(figsize=(25,12))\n",
|
||
"\n",
|
||
"plt.figure(figsize=(20,10))\n",
|
||
"# plt.plot(p_b_star['DATE'],[0]*len(p_b_star),linestyle='')\n",
|
||
"# for i in range(1,6):\n",
|
||
"# s=p_b_star[p_b_star.index==i]\n",
|
||
"# plt.plot(s['DATE'],s['star_rating'],label=i)\n",
|
||
"plt.plot(p_b.index,p_b['sense_score'],label='sense_score')\n",
|
||
"\n",
|
||
"\n",
|
||
"# plt.plot(p_b.index,p_b['sense_score'],label='sense_score')\n",
|
||
"# plt.plot(p_b.index,p_b['h_sense_score'],label='sense_score2')\n",
|
||
"# plt.scatter(diff_index,p_b.loc[diff_index,'sense_score'],label='sense_score2',color='r')\n",
|
||
"# plt.plot(p_b.index,p_b['real_helpful'],label='real_helpful')\n",
|
||
"# plt.plot(p_b.index,p_b['vine'],label='number of vines')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlim('2002-03','2015-08')\n",
|
||
"# plt.ylim(0,350)\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B1、构建时间序列分析相关的函数\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 移动平均图\n",
|
||
"def draw_trend(timeSeries, size):\n",
|
||
" \n",
|
||
" # 对size个数据进行移动平均\n",
|
||
" rol_mean = timeSeries.rolling(window=size).mean()\n",
|
||
" rol_std= timeSeries.rolling(window=size).std()\n",
|
||
" \n",
|
||
" plt.figure(figsize=(18,8))\n",
|
||
" plt.plot(timeSeries,color='blue', label='Original')\n",
|
||
" plt.plot(rol_mean,color='red', label='Rolling Mean')\n",
|
||
" plt.plot(rol_std,color='black', label='Rolling Std')\n",
|
||
" plt.xticks(rotation=90)\n",
|
||
" plt.xlim('2002-03','2015-08')\n",
|
||
" plt.legend(loc='best')\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"def draw_ts(timeSeries):\n",
|
||
" f = plt.figure(facecolor='white',figsize=(12,10))\n",
|
||
" timeSeries.plot(color='blue')\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"def testStationarity(ts):\n",
|
||
" dftest = adfuller(ts)\n",
|
||
" # 对上述函数求得的值进行语义描述\n",
|
||
" dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
|
||
" for key,value in dftest[4].items():\n",
|
||
" dfoutput['Critical Value (%s)'%key] = value\n",
|
||
" return dfoutput\n",
|
||
"\n",
|
||
"# 自相关和偏相关图,默认阶数为31阶\n",
|
||
"def draw_acf_pacf(ts, lags=31):\n",
|
||
" \n",
|
||
" f = plt.figure(facecolor='white',figsize=(10,10))\n",
|
||
" ax1 = f.add_subplot(211)\n",
|
||
" plot_acf(ts, lags=31, ax=ax1)\n",
|
||
" ax2 = f.add_subplot(212)\n",
|
||
" plot_pacf(ts, lags=31, ax=ax2)\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B1、查看原始数据"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 864x720 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Test Statistic -3.124439\n",
|
||
"p-value 0.024797\n",
|
||
"#Lags Used 8.000000\n",
|
||
"Number of Observations Used 131.000000\n",
|
||
"Critical Value (1%) -3.481282\n",
|
||
"Critical Value (5%) -2.883868\n",
|
||
"Critical Value (10%) -2.578677\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ts_data=p_b[['h_sense_score']]\n",
|
||
"draw_acf_pacf(ts_data)\n",
|
||
"draw_ts(ts_data)\n",
|
||
"testStationarity(ts_data)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 上述表格的看法:\n",
|
||
" * 如果Test Ststistic<Critical Value(s) s表示的是括号中的值,即说明该时间序列在(1-s)的置信度区间内是稳定的\n",
|
||
" * p_value越接近0说明这个时间序列越稳定"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B2、数据平稳性处理\n",
|
||
" ### 1、取对数\n",
|
||
" ### 2、平滑处理(因为是月数据,此时设置滑动窗口12,减小年的影响趋势)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1296x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"ts_log = np.log(ts_data)\n",
|
||
"# draw_ts(ts_log.diff(12))\n",
|
||
"draw_trend(ts_log, 12)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B3、查看时间序列分解分解"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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PxzPOufkpbt9stWa2LFWtz5klPa1gr4FU+ku6NKkfpWy7LmZ2g3Puweaq9fVxpm+kXO/m7huRjym8f00tDu9fw5z0jSPlet9IexuaaX22xpRsZThGbdc3phzB+99MMbNrFfxo0SgFx+JuLWm0pGnhdV7VpuH+xtaa2UcU7Kr6I0ljJV0s6ceSFofXZb3WlxzZzNyAl5PazVo/8qE/+9L3M6nNh8fZhxy53jfy4TnxJUc9MnmuM61vlvE1m23neuYGvNxwSaPrm2Wcj+Pr1ZfMDcjWeHJUfa4/znHM3IDm7Bu3SXpMkkmarGBy2RQcT/y7vtX6kqOe2seamrkBP26uWs8fZ/rG0Zqzb0S+fY7jdp/3r0fy4bHLh8wNaK6+kUvbcl/GqpRjSireH+bLzBYqOMbl9qTlFZImOef6+VQbLn+mrtWRdK5zrnUja+dLusgFP/aUeH/HK/hRoIHZrvUlR5Yz36PUTNJ1zrm2CbXZ7EeR92eP+n4mtfnwOEeeI9f7Rp48J5HnyOT5y7Teh/E1m23nQea0x+JM630Y52P6evUlc1a2A41oO9cf5zhm9qVvLJJ0kgt/WDVheYmkuc65vj7V+pIjy5lnKTWT1M851yLbtY3IHHmtLznypG9Evn2O6Xaf969HLo/8scuTzD70jZzelvuyfnWJw2G+TMEuN8lqw+t8q5WksyV9RlLysfxMwSEzGltbJGl1ivtbo+BHm5qj1pcc2cx8g6RvSjrqGPcKfsQqUTb7kQ/92Ze+n0ltPjzOPuTI9b6RD8+JDzkyef4yrfdhfM1m27meOZOxONN6H8b5OL5efcmcre1ApvW5/jjHMbMvfaNW0nEKfsw2UVV4nW+1vuTIZubOki6QtC1puUl6p5lqM83sQ60vOfKhb/iwfY7jdp/3r42v96HWlxxx7Bu5vi33Zf1SisNkys8kvWdmLys4Brck9ZB0vqSfelgrSRMl7XXOvZF8RTjj2djaByRNMbPHknJ8UkfvHpatWl9yZDPzFAU/jHvUPzlm9qOkRdnsRz70Z1/6fia1+fA4+5Aj1/tGPjwnPuTI5PnLtN6H8TWbbed65kzG4kzrfRjn4/h69SVztrYDmdbn+uMcx8y+9I1bJY0zs8VJmftIusnDWl9yZDPzc5LKnHMzkhsxs/HNVJtpZh9qfcmRD33Dh+1zHLf7vH9tfL0Ptb7kiGPfyPVtuS/rl5L3h/mSdHjXqgsU/DCMKfhW40vOueRZfi9qs8mCH2s9/CM5h3M845yb11y1vuTIVmYzay9pv3Nub6p2UrSbtX7kQ3/2pe9nIh8eZx9y5HrfyIfnxJccPvBh/PGl1occjRiL0673ZZyP4+vVl8y+yPXHOY6ZfWFmBQq+RZqYeYpzrsbHWl9yZDOzL3x47OgbfvJh+xzH7X4ejCc5/zj7kCOmfSOnt+W+rF9KzrnYnSR9NE61Wc4xPOpaX3J4lDmO/YjMnuUgc7xrfclB5ibVxnH8IXPz5Mj1vk9mz3KQ2b/aRrT9hTjV+pKDzP7V+pIjTzJHvq3zaBsaea0vOcjsX60vOXJ9u+jL+jnnYjuZ8l6can3Jwfr5l4PM/tX6koPM8a71JQeZ/av1JQeZ413rSw4y+1frSw4yx7vWlxxk9q/WlxxkjnetLznI7F+tLznIHO/abLddoHiymNX6koP18y8Hmf2r9SUHmeNd60sOMvtX60sOMse71pccZPav1pccZI53rS85yOxfrS85yBzvWl9ykNm/Wl9ykDnetdltO5OZF19OkkbGqTbLOS6LutaXHB5ljmM/IrNnOcgc71pfcpC5SbVxHH/I3Dw5cr3vk9mzHGT2r7YRbXeLU60vOcjsX60vOfIkc+TbOo+2oZHX+pKDzP7V+pIj17eLvqyfczHZM8XM2prZCYcvO+cmh8sH+1ib5RxdzKxLeL5SUoGZnVRHhqzUNqY+ycg067JZm5W2zex4Sd3MbMCxrM1m27mW2cx6mFnL8LyZ2Q2SrjGzL5tZUVPqfaj1JUdMM19yuPaww9vbFHnTrs1m22Ru1rY/bGb9w/NnSepjZhc3tTabbZO52XKUmdkVZvZ1M/uapPYW/Ghhs9X6koPMR9UOMLPbzOweM7tb0mgzG9ictb7kIHP9nHOrwzZuiEOtLzlyMXPYj8aYWVlS/YU+1vqSI08yjzSzU8PzJ0o6y8zG5kKtLznimDmFm9Ksa0y9D7W+5IhVZgvez1xpZh851vVxq81225Jk4QyMt8zsSkl3SdooqVjS9c65KeF17znnhvtUm+UcX5T0XUkm6ReSrpc0V9KZkn7pnLs/27WNaPseHckkXSPpT5LknLs527VZzvGUc+6y8PylCp7L8ZI+JOnnzrmHGlObzbbzIPMcBbP3e83sF5JOkPSUpHMlyTn32aTMadf7UOtLjphm3idpj6QXJT0q6SXnXI1SyKQ2m22Tudly3KVg0rxI0kuSxoS3O0fSdOfctxtTm822ydxsma+U9G1JMyWNlvSOpAJJgyRd7Zybne1aX3KQ+ai2b5P0KUmPSVodLu4m6SpJjznn7sx2rS85yHx0fV3MbKVzrkdcan3JkSuZzexmSV+VNF/SUEm3OOeeDq9Lfu8fea0vOfIk8w8lXaTgf5NXJJ2m4P3ueQr+h/1ZXGt9yRHTzM/oSKbg/5PXJMk5d0lS5rTrfaj1JUdMM092zo0Mz39ewfbmH5I+IunZFP/HpF0ft9pst52Sy2A3lihOkmZIqgrPj5S0QNLl4eXpvtVmOcdsSaWSOkjaLalLuLxC0ozmqG1E26slPSLpWknXhadNh883R22Wc0xPOP+OpOPD8x0lzWxsbTbbzoPM8xLOT5NUkHA5Vea0632o9SVHTDNPV7Cd+rykcZI2SPofSeek6svp1mazbTI3W465Cv5ZLZW0TVJpuLxY0pzG1mazbTI3W+ZZCdd3VPAmV5IGS3qnOWp9yUHmo9peJKk4RRslkhY3R60vOch8VNuz6jjNlnTAt1pfcuRJ5tmSysLzvSRNVfAhu5T6vX+ktb7kyKPMhQr+N9kpqW24vJWkWXGu9SVHTDO/p+CzqVEKvvQzStK68Pw5KTKnXe9DrS85Ypo58TOyKZIqw/OtJc1OkTnt+rjVZrvtVKejDsXioULn3DopODyHmY2W9JyZdZPkPKzNZtuHnHN7Je01s/edc+vD220zs+aqzbR+oKSfSrpQ0redc2vM7IfOuYdTtJut2my2nbi+Rc65ZeFjsdnMaptQm822cz3zKjM71zn3mqTlkrpLWmFmHVLkzbTeh1pfcsQxs3PObZN0r6R7LThU4ZWS7jSzbs657o2szWbbZG6+zC5he3J4m1MrHXVI1Exqs9k2mZunbZO0Lzy/R1KnsIFZZta2mWp9yUHmI9VKOk7SiqTlVeF1zVHrSw4yH6mzpAsUTNYmMgVfCvKt1pcc+ZC50Dm3W5Kcc8vNbJSkJ82sZ3gb32p9yZEPmatdsAf14c9Ydoa33Zfi/W7can3JEcfMp0i6RdL3FXw2NcPM9jnn3kiRN9N6H2p9yRHHzAVmVqHgvYs55zZJknNuj5lVN7E+brXZbvsocZhM2WVmJzjn3pck59y6cCB6SlLyb3T4UJvNtmvNrNg5d0jSB8f1tuCY8Mlv/rNVm1G9c26XpFvNbISkR8zs+TrazFptltseYmY7FfxD1MLMujjn1ptZiYJvGzS2Nptt53rmGyX9ycx+JGmHpBlmdvgb6t9IkTmTeh9qfckRx8xHvHFxwUTwPZLuseCNTWNrs9k2mZun7efNbIKklpLuk/S4mU1U8C2gN5tQm822ydw8bb8g6Z9m9oaCQzI8IUlm1l5HfxiSrVpfcpD5SLdKGmdmiyWtCpf1kNRHRx/fOlu1vuQg85GeU/CN9BnJjZjZeA9rfcmRD5nXm9nQw/XOud1m9lFJDyg4nKBvtb7kyIfMB82s1AVfWh1xeKGZlevoCdu41fqSI3aZnXO1kv7LzJ4I/25QPZ/jZlLvQ60vOeKYWVK5giNzmCRn//qMrEyp/8fNpD5utdlu+yhx+M2UIZL2OucWJy0vlnSlc+7/fKrNco4ektaFkxiJtV0lDXTOvZrt2sbUJ1xvkr4i6Qzn3GdS1WS7NtttJ9yunYLH4t1jWZvNtnMtswU/CNpPweCzWtKUcHCqq620632o9SVHnDKb2Sjn3Pi6sjW2Npttk7lZ2z5DwR4LE83sBEkfl7RS0pMp+lLatdlsm8zNlnmspBMVHDrwlXBZgYJD/hxojlpfcpD5qLYLFBymt6uCN1+Hx5+jfp8pW7W+5CAz0DALjj5R7cIjOyRdd6Zz7m2fan3JkSeZW9QxJnVUcFj42XGt9SVHHDOnqLlY0pnOuX+vq6ax9T7U+pIjjpkTblMqqbMLj+ZyLOvjVpvVHM7zyZTDzKyzgn9cnaS1zrkNPtf6koP18y8Hmf2r9SUHmeNd60sOMvtX60sOMse71pccZG6YmZW58PAuUdX6koPM8a71JQeZ/av1JQeZ413rSw4y+1frSw4yx7s2W217P5liZkMV/GBsuaQ14eJukrZL+rJzbrpPtb7kiMn6fcU59162a7OcY5ikP6T5WKRdm8228yCzL30jjv2ZzHmyfr7kIDOZ8zVzrq+fLzmymbk+ZrbSOdcjylpfcpA53rW+5CCzf7W+5CBzvGt9yUFm/2p9yUHmeNdmq+04/GbKQ5K+6JyblLjQzE4PrxviWa0vOeKwfg82U202236wntqHmlCbzbZzPfND9dQ2Z9/IVq0vOXI9c66vny85yEzmfM2c6+vnS46sZTazVL8PJkkmqSzp9lmp9SUHmf3LnOvr50sOMpP5WNT6koP1S1roQQ4yk/lY1PqSI47rV5c6f7DbI62T39BIknNuoqTWHtb6koP18y8Hmf2r9SUHmeNd60sOMvtX60sOMse71pccZD7SHZIqJLVJOpXp6PdY2ar1JQeZ413rSw4y+1frSw4yx7vWlxxk9q/Wlxxkjndttts+Shz2THnRzJ6X9CdJq8Jl3SVdK+mfHtb6koP18y8Hmf2r9SUHmeNd60sOMvtX60sOMse71pccZD7Se5Kecs5NS27EzG5splpfcpA53rW+5CCzf7W+5CBzvGt9yUFm/2p9yUHmeNdmu+2jeP+bKZJkZhdJulTBD0GapNWSnnHOveBjrS85WD//cpDZv1pfcpA53rW+5CCzf7W+5CBzvGt9yUHmI+r6S9rqnNuUoo3OLuFH67NV60sOMvuXOdfXz5ccZCZzvmbO9fXzJQeZyZyvmX1Zv7rEYjIFAAAAAID/z959x9VZ3/0ff13nsPdMCAQIkEEGAbL3MO6qaWuttb9ao9ZWrVqrtep93x3a2ru32q3Wulu1zlo1y9RohllkMxJIwgrrEFYYBzicdf3+YJiEdc7hANchn+fjwaMFPly8LyKcc77j8xVCCCGEEGLUqKqq6TcgFPgtkA/Ud73ld30sTGu1Wskh9yeZJbNk1kqtVnLI/UlmySyZPbFWKzkkc7/XLhitWq3kkMzayzzW708rOSSzZL5YM4/1+9NKDsksmS/WzFq5v/7eHDpYZZS9C5wFVquqGqmqaiSwGmgE3tNgrVZyyP1pL4dk1l6tVnJIZs+u1UoOyay9Wq3kkMyeXauVHJK579pVF9SeHcFareSQzJ5dq5Uckll7tVrJIZk9u1YrOSSz9mq1kkMye3btcF+7N9WBGZfRfANOOPo5LdRqJYfcn2SWzJJZK7VaySH3J5kls2T2xFqt5JDMklkye07msX5/WskhmSXzxZp5rN+fVnJIZsl8sWbWyv319+YJO1NOK4ryU0VRxnd/QFGU8YqiPAyUa7BWKznk/rSXQzJrr1YrOSSzZ9dqJYdk1l6tVnJIZs+u1UoOyay9Wq3kkMyeXauVHJJZe7VaySGZPbtWKzkks/ZqtZJDMnt27XBfuxdPmEy5EYgEdiiKclZRlAZgOxABfFODtVrJIfenvRySWXu1WskhmT27Vis5JLP2arWSQzJ7dq1Wckhm7dVqJYdk9uxareSQzNqr1UoOyezZtVrJIZm1V6uVHJLZs2uH+9q9ObJ9ZbTfgFTgUiDogo9fqcVareSQ+9NeDsmsvVqt5JDMnl2rlRySWXu1WskhmT27Vis5JLP2arWSQzJ7dq1Wckhm7dVqJYdk9uxareSQzNqr1UoOyezZtcN97V5f70jRaL4B9wEngA+BUmDtOZ87rLVareSQ+5PMklkya6VWKznk/iSzZJbMnlirlRySWTJLZs/JPNbvTys5JLNkvlgzj/X700oOySyZL9bMWrm//t4GLRjtNyCXrpkiYBJwEPhR1/tHtFarlRxyf5JZMktmrdRqJYfcn2SWzJLZE2u1kkMyS2bJ7DmZx/r9aSWHZJbMF2vmsX5/WskhmSXzxZpZK/fX35sX2qdXVdUIoKpqqaIoq4D3FUVJBBQN1molh9yf9nJIZu3VaiWHZPbsWq3kkMzaq9VKDsns2bVaySGZtVerlRyS2bNrtZJDMmuvVis5JLNn12olh2TWXq1Wckhmz64d7mv34gkH0FcripLR/U7XDV8DRAFpGqzVSg65P+3lkMzaq9VKDsns2bVaySGZtVerlRyS2bNrtZJDMmuvVis5JLNn12olh2TWXq1Wckhmz67VSg7JrL1areSQzJ5dO9zX7k11YPvKaL4BE4GYfj63VGu1Wskh9yeZJbNk1kqtVnLI/UlmySyZPbFWKzkks2SWzJ6Teazfn1ZySGbJfLFmHuv3p5UcklkyX6yZtXJ//b0pXcVCCCGEEEIIIYQQQgghhBCiD57Q5ksIIYQQQgghhBBCCCGEEGLUyGSKEEIIIYQQQgghhBBCCCHEAGQyRQghhBBCCCGEEEIIIYQQYgAymSKEEEIIIYQQQgghhBBCCDEAmUwRQgghhBBCCCGEEEIIIYQYgEymCCGEEEIIIYQQQgghhBBCDEAmU4QQQgghhBBCCCGEEEIIIQYgkylCCCGEEEIIIYQQQgghhBAD8BrtAK4ICwtTJ0+e7FBta2srgYGBbq8dzmtLZtdqtZJDMmuvVis5JLNn12olh2TWXq1Wckhmz67VSg7JrL1areSQzJ5dq5Uckll7tVrJIZk9u1YrOSSz9mq1kkMya69WKzkOHTpUp6pqtEPFAKqqDusbcCVwAigEHunj8w8Ax4Ec4DMgcbBrTp06VXXUtm3bhqV2OK8tmV2r1UoOyay9Wq3kkMyeXauVHJJZe7VaySGZPbtWKzkks/ZqtZJDMnt2rVZySGbt1Wolh2T27Fqt5JDM2qvVSg7JrL1areQADqpOzHUMa5svRVH0wLPAVcAM4CZFUWZcUHYEmKeq6mzgfeDJ4cwkhBBCCCGEEEIIIYQQQgjhjOE+M2UBUKiqarGqqmbgbWDtuQWqqm5TVbWt6919wMRhziSEEEIIIYQQQgghhBBCCOGw4Z5MiQPKz3m/outj/bkd2DysiYQQQgghhBBCCCGEEEIIIZygdLYGG6aLK8oNwBWqqn6v6/2bgQWqqt7bR+13gHuAlaqqdvTx+e8D3weIjo6e++677zqUwWg0EhQU5Pba4by2ZHatVis5JLP2arWSQzJ7dq1Wckhm7dVqJYdk9uxareSQzNqr1UoOyezZtVrJIZm1V6uVHJLZs2u1kkMya69WKzm0lllRFAIDA9Hr9f3WqqqKoigOXdfZei3UjnQOm81Ga2srF86FrF69+pCqqvMcS8zwHkAPLAa2nPP+o8CjfdRdCuQD4xy5rhxA71qtVnLI/Wkvh2TWXq1Wcoz1zGP9/rSSQzJrr1YrOcZ65rF+f1rJIZm1V6uVHGM981i/P63kkMzaq9VKjrGeeazfn1ZySGbt1Y5EjuLiYrW2tla12+391jY3Nzt8XWfrtVA7kjnsdrtaW1urFhcX96pFSwfQAweAKYqiJCmK4gN8C/j43AJFUTKBvwHXqapaM8x5hBBCCCGEEEIIIYQQQohRYTKZiIyMdGoXh3CdoihERkZiMpmGfK1hnUxRVdVKZ+uuLXTuPHlXVdVjiqI8rijKdV1lTwFBwHuKohxVFOXjfi4nhBBCCCGEEEIIIYQQQng0mUgZWe76eXu55SoDUFV1E7Dpgo/9/Jz/f+lwZxBCCCGEEEIIIYQQQgghhHDVcLf5EkIIIYQQQgghhBBCCCGEhjzxxBPMnDmT2bNnk5GRQVZW1mhH6mXVqlUcPHgQgKuvvprGxkYaGxt57rnnRiXPsO9MEUIIIYQQQgghhBBCCCGENuzdu5cNGzZw+PBhfH19qaurw2w2j3asAW3a1Nn8qrS0lOeee4677757xDPIzhQhhBDCAZWN7djs6mjHEEIIIYTQDJPFxlmTfbRjCCGEEMJJBoOBqKgofH19AYiKiiI2NpZDhw6xcuVK5s6dyxVXXEF1dTUAL774IvPnzyc9PZ3rr7+etrY2AN577z1mzZpFeno6V155JQAmk4lbb72VtLQ0MjMz2bZtGwCvvfYaX//617nyyiuZMmUKP/vZz3ry3HXXXcybN4+ZM2fyi1/8os/MkyZNoq6ujkceeYSioiIyMjJ46KGHuPnmm/noo4966m6//XY+/nh4jmWXnSlCCCHGjBaThdPNNrdft7KxndVPb+eKBD1rLnH75YUQQgghhlVuRRMdVvcvCvnVhuN8cKidS1ZYCA3wdvv1hRBCiLHusfXHOF7V3OvjNpsNvV7v8HXOrZ8RG8Ivrp05YP3ll1/O448/ztSpU7n00ku58cYbWbJkCffeey8fffQR0dHRvPPOOzz++OO8/vrrfP3rX+eOO+4A4H/+5394+eWXuffee3n88cfZsmULcXFxlJeXA/Dss88CkJubS0FBAZdffjknT54E4OjRoxw5cgRfX1+mTp3Kgw8+SHx8PE888QQRERHYbDbWrFlDTk4Os2fP7jP7b3/7W/Ly8jh69CgAO3bs4A9/+ANr166lqamJ/fv3889//nPQn9mJ6hYHfrLnk50pQgghxownPznB43tNVJxtc+t1X91Vgtlq5/NyC21mq1uvLYQQQggxnKqbTHz1ud28dcK9rTtqWzp471AF7VZ460CZW68thBBCiOEVFBTEoUOHeOGFF4iOjubGG2/kb3/7G3l5eVx22WVkZGTw61//msrKSgDy8vJYvnw5aWlpvPnmmxw7dgyApUuXsm7dOl588UVsts7Frbt27eLmm28GIDU1lcTExJ7JlDVr1hAaGoqfnx/Tpk3j9OnTALz77rvMmTOHzMxMjh07xvHjxx2+l5UrV1JYWEhNTQ1vvfUW1113HV5eg+8heW1PqcPfo5vsTBFCCDEmWG12NuYasKnw0hcl/PK6gVdhOKrZZOHtA+WkxgRTUN3Cvw5XcvOiRLdcWwghhBBiuG3MNWCzq+yqsFLTbGJciJ9brvv6vtNYbHbighT+vqeU25cl4a2X9ZpCCCGEM/rbQdLS0kJwcLDD13G2HkCv17Nq1SpWrVpFWloazz77LDNnzmTv3r3nXRdg3bp1fPjhh6Snp/Paa6+xfft2AJ5//nmysrLYuHEjy5YtIzs7G1Xtfzdsd1ux7u9vtVopKSnh6aef5sCBA4SHh7Nu3TpMJpNT93LzzTfz5ptv8vbbb/OXv/xl0HqLzc7mPINT3wNkZ4oQQogxYk9RPQ2tZqL9Fd4+UEZDq3tWX76zvxxjh5WnvpFOUqiOV3aVYJezUzShqd2C2Sb/FkIIIcRANuRUERfmj02FV3aXuuWa7WYbb+w7zZrU8dww1QdDk4lNuc4PSAj3U1WVxg45x0YIIcTATpw4walTp3reP3r0KNOnT6e2trZnMsVisZCfnw90TqpMmDABi8XCm2++2fN1RUVFLFy4kMcff5zIyEjKy8tZsWJFT83JkycpKytj2rRp/WZpbm4mMDCQ0NBQzpw5w+bNmwfMHhwc3DPJ023dunX88Y9/BGD69OmD3v/uwjoa2yyD1l1IJlOEEEKMCeuzqwjy9eKeTF9MFjt/d2G75oUsNjuv7i5hYVIEaRNDuSLRm5K6VradqBl6YDFk33x+L28VuLdliRBCCDGWlDe0caSskW8vTGB+jJ43952m2eT8wMGF/nW4goZWM3csT2J2tJ7kqEBe2VUy4EpUMTI251Xz4PZ2qhrbRzuKEEIIDTMajdxyyy3MmDGD2bNnc/z4cR5//HHef/99Hn74YdLT08nIyCArKwuAX/3qVyxcuJDLLruM1NTUnus89NBDpKWlMWvWLJYsWUJ6ejp33303NpuNtLQ0brzxRl577bXzdqRcKD09nczMTGbOnMltt93G0qVLB8weGRnJ0qVLmTVrFg899BAA48ePZ/r06dx6660O3f+GHAPBfs437ZI2X0IIITye2Wpny7FqLp8xnsSQRi6bMZ6/7y3lByuTCfBx/aFuU66BqiYTj6+dBcC8GD0TTvvx8q4S1kwf76b0whVtZisnzrTQGKCMdhQhhBBCszZ27Ra5dnYsgc2n2V9t4s19Zdy1KsXla9rtKq/sKmH2xFAWJEWwo0zh1mVJ/OzDPBL1f6gAACAASURBVA6dPsu8SRHuii9ckF3eiE2FA6UNrM2IG+04QgghNGru3Lns2bOn18ejoqLYuXNnz/vdO0Duuusu7rrrrl71H3zwwXm1iqLg5+fHa6+91qt23bp1rFu3ruf99957r6c1WV/1QE87sZaWFkpLS3s+fuEB821tbZw6dYqbbrqpz+ucq8NqY8uxaq6YGUPeoNXnk50pQgghPN4Xp2ppNlm5Jn0CAHeuTKGxzcLb+8tdvqaqqrz4RTHJ0YFckjoOAC+dwi1LJrGnqJ7jVc1uyS5cU1zbCsCZNpWzbmrpJoQQQow1G3KqSJ8YSkJkAJNC9SyfEsUru0swWWwuX/OzghqK61q5Y3kyitK5qOH6OXGE+nvz8q4Sd0UXLiqsMQJwtLxxlJMIIYQQI2Pr1q2kpqZy7733EhoaOmj9zpN1tJisXDN7gtPfSyZThBBCeLz12VWE+nuzbHI0AHMTw1kwKYKXvijGYnOtZ/S+4gbyKpv53rJkdLovdz/cND8Bf2+9DBaMsqJaY8//P1ohgwVCCCHEhUrqWsmrbOaa2bE9H7tzZQq1LR38+0ily9d98Yti4sL8uWpWTM/HAny8+PbCBLYcq6a8oW1IucXQdD9HOlImz4+EEEJcHC699FLKysq4//77Hapfn11FeIA3SydHOf29ZDJFCCGERzNZbHx6/AxXzozBx+vLh7W7VqVQ1WTi46NVLl33pS+KiQz04etzzm+PEBrgzQ3zJrI+u4qaFtOQsgvXFdYY0SmgIIMFQgghRF82ZHc+B/rKOasul6REMntiKH/bUYTN7vz5JtnljewvaeDWpZPw0p8/nHDL4knoFIVX3XTIvXCeyWKjrKENLwWOVzXTYXV9B5IQQojhJeeMjazun3e72cbW/DNcOWsC3nrnp0ZkMkUIIYRH236ihlazrafFV7dV06JJjQnm+R1F2J0cLCisMfJZQQ3fWZSIn7e+1+dvXZqExW7njb2nh5RduK6o1khiZCATg3UcKTs72nGEEEIIzdmQY2BeYjixYf49H1MUhTtXplBa38aWY9VOX/PFL4oJ9vXixvnxvT4XE+rHNbMn8O7Bcrccci+cd7q+DbsKmeP1mG12jklbWiGE0CQ/Pz/q6+tlQmWEqKpKfX09fn5+bDtRQ5vZxrUutPgCOYBeCCGEh1ufbSAy0IfFyZHnfbx7sOD+d47yeUENl85w/MD4l3eV4OOl4+bFiX1+PikqkDWp43kjq4y7V0/uc8JFDK/CGiMp0YFYjR0cKm/EblfPa8cmhBBCXMxOnmnhxJkWHrtuZq/PXTEzhqSoQP66vYirZsX0nHsymIqzbWzOq+b2ZUkE+3n3WXP7smQ+PFrFuwfK+d7y5CHdg3Be93kpy+K8OFBt40hZI3MSwkc5lRBCiAtNnDiRiooKamtr+60xmUz4+fk5fE1n6rVQO9I5/Pz8mDhxIk++k0NUkC8LLxhDcpRMpgghhPBYrR1WPis4wzfmTuzVagLgmtkTeGrLCf66o8jhyZQ6Ywf/OlzB9XMmEhXk22/d7cuS2PriGf59pJKbFiS4fA/CeVabndK6NlanjsOqb2R7uZniOiOTxwWPdjQhhBBCEzZkV6FT4Kq0mF6f0+sUvr8imUc/yGVPUb3D/cJf3V2KAqxbMqnfmrSJoSyYFMGru0tZt6R3KzAxvIpqjSgKpEboiQ3169q9mzTasYQQQlzA29ubpKSB/z5v376dzMxMh6/pTL0Wakcjh7HDyucFNXxrfjx6FxdjyjMbcVGqN3bQapGtdEJ4us8KajBZ7OcdrHouL72O769I5tDpsxwobXDomq/vPY3Zauf2ZQM/sVmUHMGMCSG8sqtEtuaOsPKz7ZhtdlKig0gJ69wVdFjOTRFiyGx2lZo2+2jHEEIMkaqqbMgxsDApknHBfa/g/FpmHNHBvvx1e5FD12w2WXjnQDnXzJ5wXtuwvty+PInKxnb+c/yM09nF0BTWGIkL88dXr5CZEC7nygnhJvXGDtpkDEkIj/dZ/hk6rHauSe97DMkRMpkiLjr/PlLB8ie38VJux2hHEUIM0frsKsaH+DJ/UkS/Nd+cF09EoI9DgwUmi43X951mTeo4Jo8LGrBWURS+tzyJUzVGdp6qczq7cF13C4vJ44KICVQI8fPiaLkMFggxFLUtHXz3lSx+urOdvMqm0Y4jhBiCY1XNFNe1cu0AAwV+3npuX5bErsI6cisG/51/e38Zxg6rQ627Lp0+noSIAF7eVeJUbjF0hTXGnuewmQlhVDa2U9NiGuVUQni2fx2qYNn/bePlPBlDEsLTrc+uYkKoH3OH0AJTJlOEZpmtdraVWagzuucBq91s4+H3c/jxO9nYVZVj9TYsNll9KYSnajZZ2HGilqvTJgy4PdPfR8+6JZP4vKCGguqBD+H84HAlDa1mh3t8XzM7lnHBvrz0RbFT2cXQFNV2TqakRAehUxQyZOWluMgcLG0gp9bqtl1xe4rquPrPX3Cw9CwAO0/137tZCKF9G3IM6HUKV87q3eLrXN9emECwrxfP7xh4wYnFZufV3aUsTo5kVlzooN9fr1O4dekkDp0+29VmSowEu12luM5ISvSXkykAR+U5krhIdFhtbCuzUO+mMaQ2s5WfvJfNg+9lo6JyrM6GVcaQhPBYTW0Wdpys5StpE4Z03qpMpgjN2nKsmr8fN7P66e28urtkSA9ahTUtfPXZ3bx7qJx7Vk/m6RvSMdsgp0KeWArhqT49dgazrf8WX+f67uJEAnz0/G1H/5MedrvKS7uKmRUXwqLk/ne6nMvHS8d3Fyfyxak6Tp5pcTi7GJrCGiPRwb6E+ncefpsZH8aJ6mZaO6yjnEyIkfHT93P4/aEOvvvK/p7JRVfY7Cp/2nqK77yURbCfFx/+cClxQQp7i+rdmFYIMZI6W3xVsXRyFBGBPgPWhvh5853FiWzOM1Ba19pv3cYcA4YmE3escPzsjRvmxRPs5yW7U0ZQZWM7Jou9Z2fKzNhQvPUKR2T3rrhIfJL35RjS3/eUDmkM6dSZFtY+s5t/Ha7g3ksm8+Q30jHZIFd27wrhsbYcr8ZiU4fU4gtkMkVo2HFDM3oFMuLDeGz9ca75yy6yip1/cf/B4Qqu/ctu6owd/P3WBfzkimksSek8ZHFfsWNnKAghtGd9ThVxYf7M6Vp1N5CwAB9uWpDAx9lVVJxt67Nm24kaimtbuWN5Mori+CqFby9MxNdLxysyWDBiimqNpEQH9ryfkRCGXYUcB9qUCOHp2sxWSupbmRKm42hZI1f+cSf/uznf6cnE7rZef9h6krUZcay/ZxnTJ4SQGqHnYOlZ2b0rhIc6Wt5Ixdl2rp09waH6W5d2HhL/Qj+7bFVV5cUvikmJDmTV1HEO5wjy9eKmBQlszqumsrHd4a8Trjt35y50tnKbPiFEdgeJi8bxqma8FJg9MYxffHyMa5/Z7fC5med6/1AF1z2zm4ZWM/+4bQEPXj6NJSmRAOx1YUxKCKENG3IMxEf4kz5x8F22A5HJFKFZ+YZmYoN0/OO2BTz/nbm0mKzc+MI+fvT2Ec40D973td1s46fvZ/PAu9nMnhjKph8tZ8XUaAAiAn2YKCsvhfBYZ1vN7DpVxzWzJzg88XH7siQU4KUv+p70eGFnMbGhflyd5tjgQ7eIQB+unzuRD45Uuq0t4Vhisdk5Xm9z2/VUVT2vHzhAxsTOCbUj5TJYIMa+E9UtqCpcmeTN5z9ZxVcz4vjbjmIu+d12Ps6ucqj117ltvZ68fja//2Y6gb5eAKRG6Gm32GT3rhAeakOOAR+9jstnDtziq9u4YD++MXci7x+q6PNsjb3F9RyrauaO5clOt8S4ZckkAP6+p9Spr7tYnKhu4azJfRPX554p1y0zPoyciiZpTSQuCscNzcQF63j99gX89f/NoanNzA3P7+XH7xylxoExpO62Xj95L5v0+M4xpOVTOseQooJ8iQtSZEGuEB6qodXM7sI6rpkd69Ti2b7IZIrQrHxDM/HBOhSls9/v1gdWct8lk9mcV80lT2/nbzuKMFv7flJ46kwLa5/dxXuHOrdkvvm9hYwP8TuvZnqknoOnG+iwum+QTwgxMrYcq8ZqVwc8WPVCsWH+fDUzjrcPlNHQaj7vc7kVTWSVNHDr0iS89c4/NN62NAmz1c6b+8qc/tqx7r2DFTx5wMSJave0Qas1dtBisjI5+suBgvBAH5KjAuXcFHFRyDd0/i4lBOuIDvblqRvS+eDuJUQH+3LfW0f41gv7+j0f6ty2XiF+Xnx0z1K+OT/+vBcUqRF6AFlwIoQHsttVNuYYWDE1uqcVpiO+vzwZa9e5KBd66YsSooJ8+GpmnNN54sL8uWpWDG/tL5NWnBdQVZXvvJzFm/nmwYsdVFTbSniA93nt3TITwmkz2zh5xvWWkEJ4inxDS88Y0lVpE9j64EruvWQyG3MMrH56Oy/uLO535+3Jc9p63bdmCm9+b1GvMaTO3bsNsntXCA+0Oc+Aza5yrQNt4gcjkylCkxpazZxp7iA++Mv/RP199Dxw+TQ+/fEKFqdE8r+bC7jyTzv54oJDUv/VtSWz3vjllkyvPgZHUyP0mCx2aQsjhAdan1PFpMgAZsaGOPV1d65MxmSx89oFKyRf/KKYIF8vblwQ71KeyeOCWDUtmtf3lWKyyATtufYU1QGQ7aZ+3d2rLlPOWXUJna2+jpQ1uu1AbiG0Kt/QTLCvF1H+X06AzEkI56MfLuM3X0vjxJkWvvLnXTy2/hhN7ZaempoWEze//GVbr4/vWUZqTO+/ocE+CqkxwbLyUggPdPD0WaqbTVyb7twu20lRgVw1awJv7D1Ns+nLvxuFNS18XlDDzYsm4eetdynT7cuSaDFZee9guUtfP1YV1RqpbemgpMl9g7JFF+zchS8PoZfdu2Ksq23poM54/hhSgI8XD14+jf/8eAULkyN5YlM+V/3pC3adqjvva987WM51z+zibJuZ129byAOXTUXfx0681Ag9bWabjCEJ4YE2ZBtIjg5k+oTgIV9LJlOEJuUbOldUJgT3/k80MTKQl26Zzyvr5mGzq9z88n7ufP0QhTUtvJzbwYPvfdnWq3tLZl+mhetRFFl5KYSnqW3pYG9RvUvbMyePC+ayGeP5x97SnhWSlY3tbMw18K358YT4Ob6K80K3L0uizmjm4+wql68x1qiqyv6SzgHZvCr3vOgoqu08ILf3YEE4dcYOKs5KX3YxtuUbmkmdENzr759ep/DthQlse3AV35ofz2t7Slnzu+28d7Cc4/U2rv7TLg6X9W7r1ZdFyZGye1cID7QhpwpfLx1rpo93+mvvXJlCS4eVf2Z9ucv2pS9K8PXS8Z1FCS5nykwIZ05CGK/sLsVmlwUP3bK6nh/Vm9ReO6ZdVVTbezIlISKAiEAf2b0rxryBxpAmRQXyyrr5vHzLPMxWO995OYu73+wcQ3oxp4OH3s8hIz6MTfctZ9mUqH6/R/fu3X1ybooQHqWm2cS+EtfGkPoikylCk7ofCOND+v9P9JLU8Wy5fwUPXTGN7SdruPT3O9lVaeW+ftp6XSjIRyE1JkQeCIXwMJ/kGbCrONXi61x3rkyhsc3C2wc6V0i+trvzDJVblyUNKdeyyVFMGx/MK7tKZHdEl9P1bdS0dJ4jk1vppsmUGiOBPnpiLvgbnxnfufLyqJt2wAihRXa7SkF1C9Mn9L8rLzzQhye+lsb6e5YRHxHAQ+/n8OQBE6H+Xnz0w2W92nr1ZVFypOzeFcLDWG12NuUaWDN9HEEDTJb2J21iKMsmR/HyrhJMFhtNHSofHKnk+rkTiQzyHVK27y1Ppqyhja35Z4Z0nbEk65zdf3lueI50ttVMfau55/D5boqikBkfJs+PxJjXM4bUx2RKtzXTx/OfH6/gwcum8nlB5xjSniorP+pq6zVukDGkL3fvyhiSEJ5kU64BVYVrZzu3c7c/MpkiNOm4oZlxwb6E+Az8Yt/PW88PV0/mswdXsW7JJH4yz48H+mnr1ZfFyZEcOn1WVl4K4UHWZxuYMi6IaTGubc+cmxjOgqQIXv6iGKNZ5a395XwlbQJxYf5DyqUoCrcvS6KguoU9suMNgKySzp9DWpSefEOzWw4/LawxkjIuqNdgcGpMMH7eOll5Kca0irPtGDusA06mdJsVF8q/7lzC725I5+okbz6+Z5nDfzcXJUfI7l0hPExWSQN1RjPXDKEX+F2rUqht6eDfRyr5vMyCxWbn9iEuNgG4fMZ44sL8eXlXyZCvNRZ079xdMbWzi4I7du8W1vbdBhU6W30V1hjPa/0oxFiTb2hmQqgfQQ6MId27ZgpbH1jJuiWTeGi+Hz/up61XXxYlR3Kw9Gy/5/cKIbRnQ46B1JhgpowfeosvkMkUoVH5hoFXXV4oLsyfX143k5lRzvXyXZQcQYfVzlEZfBPCI1Q3mThwumFIAwUAd61MoarJxB8PmzB2WLljebJb8l2XEUtUkI8MFnTJKmkgMtCHRRM6z6gqrmsd8jWLao29Vl0CeOl1zI4Lk57gYkw73rXq0tHnSDqdwvVzJ/LNaT4DtvW6UFiAj+zeFcLDbMipIsBHz+pp41y+xpKUSNLiQnl+RxGfl1lYkzq+z8dcZ3npddy6dBL7SxoobZJFbGUNbVQ3m7hsxnii/RWOVTYP+ZpFXWfKTe7j3ysjPhxw3/l1QmiRs2NIE8MD+OV1M5kR6ewYUiTtFhs5FfL7JIQnqGps5+Dps1zjpl0pIJMpQoPMVjuFNc49ELpqYVJk58pLGSwQwiNs7NqeeY2TB6teaNW0aFJjgilstLMwKYK0iaFuyefnrec7ixL5vKCGKqOsVsoqbmBBUgRJoZ0vUnKH2DLI2GHF0GTq1Q+8W2ZCGMcqm2W3oRiz8g3N6BSY5qZVVQOR3btCeA6Lzc7mvGoumzEefx/XDoqHzl22d61K4XR9Gy0WuGP50HeldPvm/HiCfL3YUiq7I7rPS1mUFEFiiM4trVALa4z4eun63Gk9Oz4URUF274oxq8Nqo6jW6JaDpQcju3eF8CwbcwwAQ16Qe65hn0xRFOVKRVFOKIpSqCjKI318foWiKIcVRbEqivKN4c4jtK+o1ojFpo7IA2FogDczY2XlpRCeYn12FTMmhAx5lWT3YAHAD1a6Z1dKt+8sSsTHS8fHReaL+uyUirNtVDa2syApgphABX9v/ZDbWBR3t7Do598/MyEMs83O8aqhr/AUQovyDc1Migoc0mCpoxanRMruXSE8xK7COhrbLG4ZKLhiZgzJ0YEkh+pYkBThhnSdQvy8+ea8ePZX2zh1psVt1/VEWcUNRAT6MHlcEJNCdJQ1tNHUNrRJpqJaI8nRQej6aFUU4ufNlHFBsntXjFmnzhix2tURWZAbFuDD9JgQWZArhIfYkFNFWlwok6IC3XbNYZ1MURRFDzwLXAXMAG5SFGXGBWVlwDrgn8OZRXiO7oPDZozAAyHAoqRIDpc1YrLIykshtKy8oY2j5Y0uHzx/oevSY/nNMn8uSR3vlut1iwry5c6VKewz2PjD1lNuvbYn2d+16nJhUiQ6RWFGbMiQD1gt7G5hMa7vJ0KZCZ1tLGTlpRir8qubR2SgAGDBpAjZvSuEh9iQbSDYz4sVU6OGfC29TuHdHyzmgbl+vc4nG6rvr0gm0Fvhu6/sp6qx3a3X9iT7S+uZPykcRVFIDOkckjk2xAUnhbXGfnfuAmTGh3OkrPGiXugjxq7uMaTUmBEaQ5Ldu0J4hNP1rWRXNHHtEDubXGi4d6YsAApVVS1WVdUMvA2sPbdAVdVSVVVzAOmHIoDOB0IfLx1Jbpw1HMjilEjMVrsMvrnR2VYz20/U8Oy2QumLLNxmQ8/2TPc8ECqKQmzQ8DwM/vjSKSyP8+LPn53itd0X5/kp+0saCPHz6jnwOi0ulGNVzdjtrr+IL6o14qVTSIzs+/FhfIgfsaF+HJGe4GIMajFZKG9oH7HFJrJ71/2sNjsF1c28e6CcLaWWIf09FKKbyWLjP8equWJmDL5e7tm1FhXkO+ghzq6ICfXjJ/N8MXZYufnlLBpazW7/HlpX1dhOeUM7C5MiAUjsaoU6lN27JouNirPtpET3//o5MyGMpnYLJW44v04Irck3tODnPbJjSLJ7170azhlDOt0sY0jCPbrHkL7ixhZfAI6fROmaOKD8nPcrgIXD/D2Fh8s3tDBtfDBe+pE50md+UgS6rpWXi1MiR+R7jiXGDiu5FU3kVDSSU9n5v+UNX640mxymY93aAS4ghIM25FSRHh9GfETAaEcZlKIorJvpg39oJL9cf5zwQB/WZsSNdqwRlVXSeV6KvqvdxMzYENrMNkrqW11u01ZYYyQhMgDvAR4fMhPCOVImbSzE2FNQ3dkWZyTaoHZblBTJP/adxmSx4ec9/K3FxhK7XaW0vpWciqaut0aOVTXTfs5O6K8U1bNsytB3EoiL286TtbR0WN16sOpwSgjR8/Itmdz8cha3vrqfN+9YRJDvcA9LaEf3zt3uFmohPgqxoX7kDeEQ+uLaVlSVgXemnLN7N3mI7XKF0Jp8QzPTxgf3vO4Ybt27d/cVN7AwWcaQnNVispBX2dw5hlTRRHZFIxVnvxxDmhqu45brRjGgGDPWZ1cxJyGsz/PEhkIZzm2eiqLcAFyhqur3ut6/GVigquq9fdS+BmxQVfX9fq71feD7ANHR0XPfffddhzIYjUaCghx7suBM7XBe+2LOrKoq921rIyPai9vTfEfs/h7b046PHh5d2Pcv2MX8b3KhSqOdI1VtGEzelDTZMLSqdP8VifRTSArVkRyqIylUz/EGG+uLLDy1wp/ogMEnx+TnrL0cWslcVGvkV4cUbkr14YpJ3qOSwZVr+/gH8ruDJgob7fxoji+zo/seLNBSZnfUNprs3L+9nRun+XBVkjdGo5GzagA/293OD2b7sjh24EGT/q79X1+0EROo4745fv3WflJi4e0TZv60OoBQ3/NfUI21n/NQarWSY6xnduf9bT1t4Y18M79b6U+kv25EMh+tsfLHwx08PN+P6ZF9T6Zo4Wenhf+OzDaVrPJWqjt8KGm2UdJkp93a+TkfHSSE6Ejqen4UH6zjiX1tzI/x5vY031HLPJy1Wskx1jMbjUbeKPIir87GH1cH4DXIQKJWMgcFBXGkxspfjnQwPULH/XP98O4nu5YyO2qg+lfzOthfbeXZNQHoFAWj0cgrJ72oMtr57YqBFwz1d90sg5W/Znfwq6X+xAfr+qy1qyp3b21jSZwX353R+++OFn52Y/33VSs5xtr9qarKPZ+3MXe8F7fNGrkxpF/sacffCx5ZIGNIg6lssXPE0EZV1xhS9TljSFH+nWNISSGdz5GO1dvYUGzpeb47WpmH89qSeWSuXVhj5NeHFf5fqg+XDTKGtHr16kOqqs5z6MLQ+YdnuN6AxcCWc95/FHi0n9rXgG84ct2pU6eqjtq2bduw1A7ntS/mzGea2tXEhzeoL39R7PR1h5LjiY3H1Sn/tUltN1vdel131492bVFNizr5vzaqiQ9vUOf+6lP1tlf3q3/89KT6ecEZta7F1Ku+vKFVTXx4g/rM56dGLfNwX1syj8y1739xi5r48Aa1qrFt1DK4eu2mdrN61R93qqn/s1k9WNrgtusOR727aj8+WqkmPrxBPVp2tqfWYrWpU/97k/rrDcdcurbZalNTHt2o/nZz/oC1B0rq1cSHN6j/OVbtVOah1A7ntSWz9nKM1v098q9sdfYvt6h2u31Yc5xb29RuVpMe2aD+7j8n3H7t0aodrms/8M5RNfHhDWrKoxvVr/x5p/roBznq2/tPq8cqm1SL1dar/tt/+kSd9fNP+n3uORKZh7NWKznGeuZPtn6uTv/ZZvWRf+WMag5Xa987WK4mPrxBvfuNQ6rVZh+1HO6sHax+9dPb1Ftf3X9e7Z+2nlQTH96gNrebXbru7/9zQk16ZMN5f0/6qr3phb3qV/680+nMWqzVSo6xntkT7q+qsU1NfHiD+truEqevO5Qcv1p/TJ3y3zKGNJjCc8aQ5v36U/X21/arf9ra/xjS6brOMaTnthWOWubhvrZkHplr/+jFLeqkRzao1U3tg9YCB1Un5juGu4/SAWCKoihJiqL4AN8CPh7m7yk8WH5PC4uR6QfebXFyJGabncOnpTXMQDbkGLDYVH691J8D/72Gl9fN50eXTmH1tHFEBvVe4TQxPICp4To+PFIphx2KIdlfbWX+pHAmhLp3e+ZICPHz5u+3LWB8iC+3vXaAk2daRjvSsNtf0kCgj56ZsV/+LffS60idEOJyG4vT9W1Y7SqTB2lNMSsuFC+dIq2+xJhz3NDC9AnBbj8QeiAhft7MiguVc1MG0W62sSnXwJJYL/Ieu4IN9y7nN19L48b5CcyIDemzde3iWC9aOqxsK6gZhcRirMiutdFmtnGth7T4utA35k7kv6+ezsZcAz//KG/Mv16oaTFRXNvKwq4WX91mxXU+X8o3uPYcsbDWSHxEwKDtGDMTwsg3tNBulvMIxNhRYBilMSQ5e9ch67OrsNpVnljmz/7/WsNLt8znvjX9jyElRAYwOUzHR0crRyGtGCtUVSXLYGXBpAjGh/gN/gVOGtbJFFVVrcA9wBYgH3hXVdVjiqI8rijKdQCKosxXFKUCuAH4m6Iox4Yzk9C2fEPnINtIHa7abd6kcPQ6hb0yWDCgTbkG5iWGMzFY5/BgzqIJXpyqMbr84kCIE9UtVBpVrk1376FhIyk62JfXb1+Ir5eOm1/OoryhbbQjDausknrmToroNYCYFhdCXlWTS4MlRbVGYOB+4AB+3npmxIbICxsxptjsKieqm0d8oABgUXIkR8saMVlk8K0/20/U0G6xsSzOy+GzZaZH6IgK8uVDGSwQQ7DfYCUqyNeje/bfsSKZO1em8GZWGX/49ORoxxlWB0o6F3os6DWZEgpAbqVrh9AX1RgdOo8uMz4cTm1ZkQAAIABJREFUm111+fsIoUXHu8aQUkfwTDn48uxdWXAysE25BuZPiiAuyLkxpILqFk5UyxiScE1BdQuG1uEbQxr2E75VVd2kqupUVVVTVFV9outjP1dV9eOu/39AVdWJqqoGqqoaqarqzOHOJLQr39BMbKgfoQED97Nzt+CulZd7i+SBsD9FtUYKqlu4Os25lW/zY7zw0il8lC2DBcI1G3KqUICrZnnmqstu8REB/OP2BbSbbXz3lf3UGTucvoaqqrRbtb1qs6HVzMkzxl6rLgFmxYbSYrJS5sJkUmFN52RKcnTgoLWZ8WFkVzRis2v7ZyWEo0rrWzFZ7KMymdK9e/eQ7N7t18ZcAxGBPkwLd/yllV6ncG36BLYV1NLUbhnGdGKsMnZYya618ZW0mBE7dHm4PHzlNG6cF8+fPy/k1d0lLl2j3WzT/ON+Vkk9AT76nsmTbuOC/RgX7MsxFyY5bHaV4rrWQRebAGQkhAHI7l0xpuQbmpkY7k+I38iOIXXv3pUFuf0rrGnh5BkjX3FyDGlBjBd6nSK7U4TL1mdXoVPgqlkxw3L9YZ9MEcIZ+YbRWXUJnYMF2RWNtJmto/L9tW5TjgGAq9Kc+2MU7KOwYmo0649WYdf4CxyhTfuK60kJ0xEd7NghvVqWGhPCK+vmY2hqZ92r+2kxDT6AZrOrZBXX86sNx1nx1Dbu+ayNkrrWEUjrmv0lDQB9T6YMYeVlUa2RmBA/gh14oZSZEE6b2XZRtFQTF4fR2rkLX+7elZWXfTNZbHxeUMMVM50f0F6bEYfZZueTPMMwpRNj2dGyRix2uHTG+NGOMmSKovDE12Zx+YzxPLb+OB8ecWwArabFxD+zyrjllf3MfmwLrx4zD3PSodlf0sDcxHC8+2j9Nysu1KXnR5Vn2zFb7aQ4sNgkKsiXhIgA2b0rxpTRHkOS3bv925hTjeLCgHaIr8KyyVF8JGNIwkX7iuuZHKbrs5WcO8hkitAMk8VGUW3rqD0QLkqOwGJTZeVlPzbmGpib6NqZFWszYqlqMnGgtGEYkomxrqndQqivZ6+4PNe8SRE89//mkG9o4fv/ONTnk2+TxcZn+Wd4+P0cFjyxlRtf2Mfre08THx6ATYU9RXWjkNwx+0sa8PXSkTYxtNfnpo4PxluvuHRuSlGNkZRxgw8UQGdPcEAGC8SYkW9oRq9THFp57G6ye3dg20/U0Ga2Ob3qEiB9YiiTIgP46GjVMCQTY133jqaxsNgEOs9W+/NNmSxKjuAn72Wz7UTf5wmV1rXyws4irv/rHhb+5jP+69+5lNS1Eh8eQG6dTbPnrpxtNVNQ3dLnYhPonEwpqjU6vbCvsLZz4Yijjw+ZCWEcKZfXu2JsMFlslNSN5hiSnL07kE25BuYnRjDOhTMrvpoZS2VjO4dlJ51wQVO7hRCf4RtDkskUoRmFNUZsdnXUHgjnT4qQlZf9KHaxxVe3y2aMJ8BHz4cyWCBc0GKy4u81diZTAC5JHc/TN8xmb3E99799FLuq0tRu4aOjldz95iHm/OpTbv/7QTblGlg6OYpnvp3J4Z9fxpvfW0iwD5qe9M0qqWdOQji+Xr3PDfDx0jEtJphjVc6tvFRVlaLa1kEPn++WEBFARKAPR2WwQIwR+YYWUqIDHT6Pw91k927/NuZWExHow6LkvgdIB6IoCtdlxLG3uJ7qJtMwpBNjWffuVkd2bHoKP289L353HtNigrnrjUMcOt2AqqrkVTbxu/+c4Io/7GTV09v5zaYCTBYb96+Zyif3L2fHQ6tYt3QSTR0qFWfbR/s2+tS9qGxBUt/n28yKDcGuOn8IfVFN525lR85Mgc5WqGeaOzA0afPnJIQzTlS3YFdhxgifl9JNzt7tX2GNkRNnWrjayc4m3S6bEYOft07OlhMuaTFZCfAevjEkr2G7shBO6j44bPooPRAG+noxe6KsvOzL5rxqwPV+gwE+Xlw+Yzybcg08dt1MfLxkHlc4rsVkxT9stFO439cyJ3K21cLjG46TU6pQu/VTLDaV6GBfvpoZxxUzY1iUHNFrUmJymF6zq5+aTRaOG5q575Ip/dbMig3lk2PVqKrq8CGEZ5o7MHZYSXFw1aWiKGTEh8nOFDFmFBiamd/PauaRsCg5gud3FHHo9FmWT4ketRxa072LcG1GLF59tO1xxNqMWP782Sk25FTxveXJbk4oxrIWU+fkZrDf2HpJH+znzd9vW8ANz+9l3asH8MFG/ZZd6JTOxW8/v2YGl80YT3xEwHlfNychHIDDZWd7fU4Lskoa8PHSkR7fe+cu0LOjN6+yibmJ4Q5ft7DGSFSQD2EBPg7VZ3T9nI6UNTIhzfmOA0JoSX7PGNLoLMjt3r0rC3J725Tb3SbetQW5Qb5eXDYjho05Bn5x7cw+2yMK0Z8WkxX/SNmZoilNbRbufesI+fXSF9Gd8g3N+HvrSYx0rI3LcFicHElORROtHbLy8lwbcwxkJoQRG+b6E+61GXE0tVvYcbLWjcnEWGezqxg7rASMsZ0p3W5blsSDl01FUeC2pUn8664lZD26ht98LY2VU6P73N0xJUxHaX0b9S4cYD/cDpY2oKqwcIAV2rPiQmlss1DZ6PiKyO7D5x3dmQKdKy9P1RjlYOcR9s6BMt4u6JDe0W7U2Gamqsk0agMFILt3+7P9RC1tZpvLO3ehczV5WlyorLwUTmsxWVCAIJ+xNZkCnWd7/OO2BSREBBAfrOPJb8zmwH9fyjs/WMxty5L6nCxJjQnGV49mF5zsL2kgMz6sz+d2ADEhfkQG+pDn5LkphbVGh3elQOfZWz5eOjmEfoQ1tpm5960jFDTI8yN3yjc0E+ijJz589CZQFydHcrS8kXaz/Nuea1OugXmJ4Yx3ocVXt7XpsZxts/DFKRlDEo6z2Oy0W2zDOoYkkyku2JRnYH12FU8dNPHizmLN9mX1NPmGZqbFBDt9eKc7LUqOxGpXOajRJ+GjobSuleOGZpd6gZ9r2ZQoIgJ9ZLBAOMXYNbE51tp8neveNVN4YlkAj149nbmJ4egG+Rs4ObzzRfhhDe66yCppwFuvkBnf/4rK7kPonRksKKrtmkxx4ryIzK6VlzkVzv+c2sxWjtZYsdjsTn/txUxVVX7/6Uk+KbVy/V/3UN7QNtqRxoTuli+jOZkiu3f7tinXQHiAN4uT+27b46i1GbHkVTb3TBwL4YhmkxU/LwZ93uCp4iMC2Hjfcu6f68c358UPeoisl15HcqiOQxqcJGg2WThW1cTCAf5WKIrCTCcPoVdVlcIao8M7d6Gz5eqs2BCXd+8eLW+kulWeHzlrY27nGNKTB0y89IWMIblLvqGF1Akho/p3UM7e7a1oiG3iu62YGk1YgDcfHpF28cJxRtPwjyHJZIoLPi+oYUKoH3PG6XliUz73/PNIz4CfcI2qquQbWkZ1oAA6e156ycrL82wc4vbMbt56HV9Jm8DW42fk90U4rLsfuP/YaQc+ZJNCdHjrFU0+Yc8qbiB9Yhj+Pv2f65DaNWnuzCH0hTVGgn29nDpkd3Z8KIri/CH0qqry0Hs5/PFwB5f9fgcbcwzygtdBx6qaOdPcwbI4L8ob2rj2mV2yG9EN8ke5DWo32b17vu4WX1fMjHG5xVe3a9NjURT4WBacCCeMxTPlhmpyuJ58Q4vm/k4dOn0Wu0q/h893S4sL4VSN0eHdnfWtZpraLU7t3IXOBSe5lU2Yrc5NiuRVNnHD83t49It2Hv0ghzPNctaTo7YV1BAX5k/mOD2/3pjPvW8d0dx/p55GVVXyq5tJjRnd50fdu3f3FteNag4t2dwzhuRam/huPl46rk6bwKfHz8jvi3BYS89kyvB9D5lMcVKH1cbuwjouSR3HDzN8efSqVDbnGfjqs7t7Vs4K5xmaTDS1W0bt4LBuAT5epMeHycrLc2zKNZARH0bcEFp8dftqZiwdVjtbus5gEWIw3Q+EY7XNlyt89AozYkM118aitcNKXmUTCwYZKPDz1jNlXBB5ThxCX1TbuerS0TNWAEL8vJkyLsjpNhbvHapgY66B5XFe+Hjp+OE/D/PV5/bIJLsDthXUAHDDVB/W37uMmBA/1r26n798dgq7XSakXJVvaCYqyIdxwa63SXAH2b17vp0na2kdYouvbuND/FiSEslH2VUyeSsc1mKyEDD2OnwNyeQwHTa7SrYLu1KHU1ZxA146pedcl/7Mig3FZlc5Ue3YIfRFXbvZnNmZApCZEEaH1U5BteMLW9rMVu576wiRgb5ckuDF+4cqWPXUdp7ecqJn8ZPom8liY3dhPWumj+OeDF8evjKVTbkGvvbcboplDMllFWfbaTFZR31Bbvfu3X3FDaOaQ0s25lYzNzGcCaFuGEPKiKPdYuPT42fckExcDJq7HpOG8wB6mUxx0v6SBtrMNi5JHYeiKPxgZQpv3L6Qs61m1j6zm09kkNglo31w2LkWJ0eSW9kkuyeA0/WtHKsaeouvbnMSwpkY7s9H2bJNUzimZQS2aHqiuQnhZFc0Or2icDgdLjuL1a4O2MKi26y4UPIqmxweNCysca4feLfM+HCOlDc6/H1K6lr55cfHWJwcya2zfNj8oxU8ef1szjSZ+NYL+7jttQMOD3BcjLadqCF9YiihvgqJkYH8++6lrE2P5XefnuT7rx+U82tclF/drInnR7J793ybcg2EBXizOGVoLb66rU2P43R9G0fLtTUILLRLdqb0lhLa1QpVY5O++0vqmT0xdMCdu/BlK1RHW30VutAGFb5sherM7t1fbThOSX0rv/9mOjfP8GXrAytZM30cz2wrZOVT23l1d4mmnpdqSVZJA+0WG6u7xpDuWpXCP25bSJ2xcwzpP8dkDMkVWhtDyi5vlN0TdL6eyjc0u2WxCcC8xHBiQ/34SHbvCgeNxBiSTKY46fOCGny8dOe9cFoyOYr19y4jZVwQd75xiP/7pACr9Fl3SvcDYaoGHggXJUdis6scKNXWyoKnt5xgX9XIPjhvdNP2zG6KorA2I5Zdp2qpbdHe4dlCe7pXusnKy/PNTQynw2rv+dupBftLGtDrFOYmDrzqEiAtLpQ6o5kzzYP/HWg2Wahp6XB6oAA6V142tlkorR/87A6z1c6P3j6Ct17H729MR6co6HUK35wfz/aHVvHTK6dxoLSBq/60k4fey8bQ1O50nrGsodXMkfJGVk0b1/Mxfx89f7gxg8eum8n2E7WsfWaXU6tgBVhtdk6eMWpioECru3dPnmnhuaMmh9viuIPJYmNrfg2XzxiP9xBbfHW7Mi0GHy8dHx2VBSfCMS0dFvyHcdWlJwryUZg8LkhT58q1ma3kVAx8Xkq3ieH+hPp7c8zB3btFNa34e+uZ4OQBz7GhfowL9nV49+7mXANv7S/nBytSWDI5CoDEyECe+fYcPvrhUqaND+ax9ce59Pc7+Di7SnajXmBbQQ1+3rrzztdaNqVzDCk5OpDvv36IJz8pwCY/N6fkG1pQFEa9zRdod/fuU1sKyDKM7BjSpq4xpKvdNIak0ylclxHHzlN11BtlDEkMbiTGkGQyxUnbCmpYnBxJgM/5/yqxYf68+4NFfHthAn/dXsQtr+6XX3Qn5BtaSIgIIMh39EdM5yaG4613beVlu9lGTq3V7U8gd56s5ZlthewZ4cmUTbkG0uPDmBge4LZrrs2Iw67CxhwZLBCDk50pfZuTGAagqXNTsoobmBUb4tDf8VlxnQPDjhxC39PCIjrQ6UwZCZ0/p6Plg/+c/rD1JDkVTfzf9Wm9tqT7eeu5e9Vkdj60mtuWJvHR0SpWPbWd324ukN0WXXacrEFV4ZLUced9XFEUblkyibe/v4g2s42vPbtHVpY5obiuFbPVPurnpXQbyu7dvMomatrcu9hIVVUe+VcO+6ttI7pr7ItTdRg7rG5bdQmdrQkvmTaODTlVsihLOKTFZJXFJn2YmxDO4bKzmhnQP1LWiNWuDtoGFTofM2fFhTh8rlxhrZGUcYFOH76tKAoZ8WEO7YQzNLXzyAe5pMWF8sBlU3t9Pj0+jH/esZBXb51PgI+e+946wtpnd7OnUM6PgM7Hqc8LaliSEoWf9/k7k+LC/HnnB4u5aUE8z20vYt2r+2loNY9SUs+Tb2gmMSKAQA2MIc2bpL0xpO0nanh2W9GIjyFtzDEwJyHMLS2+uq3NiMVmV3smaoQYiOxM0ZiSulZK69t6DRR08/XS85uvpfHkN2ZzoPQs1/5lF9myVd8h+YZmzQwU+PvoyYwPZ5+TKy+tNjt3v3mI3x/q4I2s027LY7baeWz9MQCazCP3oqCsvo28yma+4qYVBd2mjg9m+oQQPpSVl8IBcgB93yaE+hMX5s8hJ88DGS4mi42j5Y0ODRRA53Z8neJYG4ui2lbA+RYWAFPGBRPoox+0jcWeojqe31HETQviuXJW/4Oj4YE+/M81M/jswZVcnTaBv+0sYuVT23hhZxGnzto4eaaFM80m2s22i+7cg20FtUQF+ZLW1aLkQvMmRbDhvmWkxYXyo7eP8suPj2GRAeNBaamFBcDiFNd27+4pquNrz+3m//abaDO770X9v49U9qxArxvBRUybcg2E+nuztGuFtrt8NTOWOqOZPRrb/SO0Sdp89W1uYjiNbRaK61pHOwoAWcX16JTOVjWOmBUXyonqFodaZhW52AYVOlt9lda3DTh4b7OrPPBONhabnT99KwMfr76HjxRFYfW0cWy8bzlP35BOvbGDb7+UxS2v7Cen1kpuRRNl9W00tpkvut0XxXWtlDW0sbqfMSQ/bz3/+/XZ/N/1aWSVNHDtX3aRW+H4uYIXM620QYWu3bsTnd+9a7HZufONzjGkN/eXuS2P2Wrn8fXHAWjuGLnfudK6Vo67scVXt+kTQpg2PljGkIRDvhxDGr7nSKM/hetBPu86WHX1tL4fCLt9c14802NCuPONQ9zw/F4eWzsT9/4pGVvazFZK6lu5LiN2tKP0WJQcwTPbCmkxWQj2G3wUV1VVfvZRHttO1BLlr/DkJye4fEYMMaFDPyz2H3tLKaptJSEigKbWkWsr09Pia4CBRVetzYjlt5sLOF3fSmKk86vNxcWjWQ6g79ecxHAOaqQd4dHyRsw2OwuTHDs7IMDHi5ToIIfaWBTWGPHWKyREOL9DTq9TSI8PG3AypbHNzAPvZJMUFcjPrpnh0HXjIwL4w40ZfG95Er/dXMBvNhUA8ETWzp4aH72OEH9vQvy9CPX3JtTfmxA/b8ICvElRRq4d0Uiw2uzsOFnLZTPGD7g6dlywH2/esZD/3VTAK7tLOFbVxP+bJBMqAzluaMZbr7g8WOZucxK+XHk52PPhbieqW/jB64cYF+xHZWM7f9x6iv+6evqQsxg7rPzv5gISIgIoa2gbsfahHVYbW4+f4cpZMW5r8dVt1bRxBPt58eHRSlZMjXbrtcXYoqoqLSYL/l7ycv5Cc7omLQ6fPuvSQgx3yyppYGZsqEOvKaHzEHqzzc7JMy09Z6j0pc1spbKxnW9Fx7uUK/Oc3buXpI7vs+aFncXsLa7nyetnk+zA45Bep/CNuRO5ZvYE/r6nlGe3FbLDZOX3h3adVxfs60VI93Ojc54n0Wxm5UoVRRk7z/u39YwhDfw3/cb5CUyfEMJdbxzm+uf38Ku1M+n7X0VA53OA0/VtXD9n4mhH6bEoOZK/7ijC2GF1aKe+qqr8z7/z2HGyawxpcwGXzxjPeCfb9vXltT0lFNd1jSG1jfwYkrsnUwCuy4jlqS0nKG9oI96F14Xi4tHSM4Y0fN9DdqY4YVtBDSnRgSREDv6LmzYxlA33LmNhcgSPfpDL5hJpA9Kfk2eMqCqkxmhjVQHAopRI7CoOr7x8dlshb+0v54erU/jpfD8sNju/+DhvyDlqWkz8cespVk2L5tr0CTSb1RHbsr4p10D6xNBheaC6Lr1z4kz6govBtJiseOsVvOXRqpc5CWEYmkxUNY7+2R37SxpQFJg/ybGdKdC58tKRnSmFNUYmRQbi5eKgZWZCGPmGZtrNvScwOlsE5VLf2sGfv5XZq4XnYGbGhvL67QvZcv8KfjLPl7/clMmvvzqLn145jVuXTeKyGeOZHtPZ+qyh1UxORSP/zCobc88JjpQ30tRucWhw3Vuv4+fXzuDPN2WSV9nM4/tMNJvG1s/DnfINLUz+/+ydd3iT5frHv2+SJmlG07RN9950QVuG7CEgiIrice89jv4cRwVRj+M4cI/jOO7F8YgDlL3LEBQohdLSRfdKm+4mTbOf3x9pSgsdGW9Gy/u5Li87njx5aJL3ed7vfd/fO1BMu2hvL7ZW7zZ1aXDH10fh7cXGuvsuwtxwDr44WGmVxd9o/HvvGbQotXjrmokA4LJgysGyVii1BlyaQb9QwPdiY2laMHYUNrm0BwzD2ENrMEFvJIzN1xDEBggh8fbyCCtUjd6IE3WdmGZl5S6A/grP0a6TlX2Vu3F2BowywiVgUcM3oT9V34m3d5bi0vRgXDPZNsGa78XGfXPj8MeqBVg1lY/PbsnGW9dMxHOXpeCRixNwdXY4psX4IdSXD6OJoLpVjd3FCvxUpkeNFX3uxhJ7SxRIDBJZZZudEe6LTQ/PwrQYP6z8tQA7qpnz0XBYrD09pTIFsL1694M95ViXW4eHF8Tjycl86IwmvLDxtMPrUHRr8P7uM7g4ORCXpoegS+taDSkz0hehvvRZfFmwaEgb8xkNiWFklFoDeBwWODZaYNqCZ9yZjQFUWgOOVLUNa/E1FFIhF9/cMRULkgPxe7mO8b8cBouFRYoHbYRZkVJw2Sz8VTn6RvjL8Xq8tbMMKzLD8MTiJAQKWHh0YSJ2nG7G9sImh9bxxvZSaA1G/POyFMhEPJgI0KF2/vuotk2NgoYup2QUAOYeQ1Nj/PDbyYYLzgqHwTYs1WHjKUONLiyN3j1BLDhS1YbkYB9IBNb7saWFSdDcrYVCqRlxXGWLyqHM0swIKQwmgsIhqmDWHavD9tNNeGJx0ojZn6ORFCxGWgAHl08Mxc0XReHBefF4eukEvLYiHR/dlIXv75qGjQ/Nwr4n52NGfADkPePrure3RAEOi8LsROstj66YGIq1d09Du4bgs/2VTlzd2MaTbFAtXBTrh4KGrv4S+uFQavS4/euj6OrV4+s7piBcKsC1SVz4CXl4en2BQ31BKlpU+OqPKlyTHY6pMX4QcIAWF9l8bS2Qw4fPwcw4ei2+LCyfFIYenRF7ihVOmZ9hfNDtAguLsQqLRSEr0tcjrFBP1XdBZzBZbYMKAJF+Aoh5nCHPLQOpaDH3lLP3jCTgcpAc7DNkMKVHa8AjP56ETMzDa1dl2H0O9+F7IdmPjcWpwfhbdjjumhWDxxYl4oUrUvHOdZPwxW1T8PP9M7DjsTn4/NbJg/5d4wGlRo+jVe3DWnwNhV+fhjQvSYbfynXoYDSkITlrg+o5Z6SB1buj8VNuHd7dXYYVWWF4fFEigoQs/N/FCdhW2ISdpx3TkNZsL4HeSPDcZSmQiXkwErikx2NNWw9ON3ZjmZM0pAg/ASZHSfHbCUZDYhgZax2GHIEJpljJofJW6I3Epo0QMJe6rr40GVqjuXqB4XyK5d0Q8TgIl9IfvbYXvhcbmZGje14ePNOCVb+ewsx4f6y5+uxB8+7ZMUgOFuP5jYWjig3DcaK2A78cr8eds2IQKxNBJjaXe7aqnH+g2lrovPJMC1dOCkNli3nDZWAYDqXGADGfSbscigkhPuB7sZDnZrFAZzDheE2HTVmXAJAWag6gj3QN0BlMqGlXO2RxZGlCf+Kcv1NFiwovbirCzHh/3DM71u75bSVeJoJcZfKYxrh0kFOiwORoKXxsPLRmR0kxLZiNL/+ogqJ75KDahUirSosWpdajkk0A66p3dQYTHlibh3KFCp/cnI3UUHOwUuhF4YUrUlDQ0IVvDlfb9fyEELy0qQh8DhtPLUkGAEh4lEt6pmgNRuwqasbi1OBhewc4ykWx/ggU8/DbyQanzM8wPnBFc9WxTHaUFOUKFbrU7s3sP9InqtoSTGGxKKSEjt6EvlyhAptFIcoK14zhyIw0N6E/t4/JS5uKUN3Wg3evm2RToowjWIJC5YrxE0w5VN4Kg4lggZW2mBbMGtIEaAzAx/sYDWkoiuXd8OFzEOaECgh7sbZ6d39ZC55eX4DZCQFYs+KshnTvnFgkBYnxz99P260hHa/pwPq8Btw9OwbRAULIxDwArukr128T70QNaXlmGM4oVCiWK532HAxjn26NAT5O1pCYYIqV5JQoIOJxbLIwsRAfKMasMA6+/7MG9R3jq2yVDorl3UgOFo/os+4OLor1x+nGrmGj+Kcbu/DA2jzEB4rwyc3Zg26qvdgsrLk6AwqlFm/uKLX5uU0mghc2nkagmIeHFyQAQP9G6Aobi20FcmQ4yeLLwqXpwfBiU/idEQsYRsCcVcAEU4bCi83CxHBf5Lm5MqWgoQsavcnmYEpKXzClcIQmmzVtPTCaiEOVKQEiHiL9BIMyL3UGEx758QT4Xiy8c+0kl+4/8YEi6ExAY5f77dnooLGzFyVNSpsqdweyIoELvdGED/aeoXllYx9Paz5vwVK9O1zCidk+7xT+KG/Fmqszzuv9sSw9BAuSA/H2zjLUtdt+Lt5bosD+shY8sjCh/2wk4VEuOR/9ccZs8eWsrEvALKJdPjEU+0oVbheCGTwXV/iBj2X6+6bUufeMdLS6HcnBYvgKuDY9Lj1MgmJ594gVfBUtKkT6CcDjsO1eX2akFCqtYVA1yNYCOdbl1uHBeXG4KNa6Xnh0IPH2goRHjatgyt4SBcR8Tn81uS0kBokxM4yDb/+sQYMHWPp6GsXybiSH+Hice8Fo1buFDV14cO1xJAaJ8fFNWedpSK9dnY5mpQZv7yyz+bktGlKwDx9/nx8PAJCJXKchbS2QY1KEr1MDXMvSQ8BhUfg9n9GQGIbHFQm5TDDFCgghyClVYHZCgN2e1VfGe4GigHd22X6B3gPcAAAgAElEQVRRHM8QQlAiV3qcUACYPS9NBDhWdX7mZUNnL+74+hjEfA6+uWPqkNm4kyJ8cdv0aHz/V43NNjy/HK9Hfn0Xnr40ub95WYDIfAhvUTk3e7euXY38eudZfFnwFXAxNzEQG/Mbz8uGYmCwoNQYIOa5JiNuLJIdJcXpxqH7gbiKo33XyCk2BlPEfC/EBghHtLGw3FA72nx7UoQ589LC2ztLUdjQjdevzqClyaMtxMmEAMZP5mVOqaWxqn3BlCAhCzdMjcT/jtahqrWHzqWNeTw1mGKp3h3OCvXtnWVYf6IBjy9KxN+yz/fZpygKLy1PBUUBz/1eaJNVg0ZvxEubixAfKMJtM6L7f+7DdU0wZYvF4iveORZfFq6cFAa9kfRXCjMwnItFqGMqU4ZmYrgv2CzKrQkneqN9lbuA2QpVazChfATLq3KFipbzEQCc7Es4aezsxapfT2FihC8eXZjo0Nz2ECKkxo3Nl8lEkFPagjmJMrv7/l0Vb74HepfRkAZhMhGUNCk9rnIXGLl6t75DjTu+OQaJtxe+uWPKkDZEWZFS3HpRFL79s/q8qvrR+Cm3DgUNZg1J2KchycQWDcm5Z6TaNjUKG5xn8WXBT8jFnEQZNp1sHFdV/gz0wth8eQinG7vR3K212eJrIP7eLNw+IxobTjSgpImxNbJQ39ELpdbgcUIBYD5ccjks/HmO52WXWo/bvzqKXr0R39wxFcGS4YW4Jy5JQrAPH6vXF0BvpTd4V68er28vQVakL66cFNb/c1dVpmyzWHylOXcjBIDlk0LR3K3FkSrrGtkyXHgwNl8jkx1l7gdyqn7o5qGu4EhVG+IDRQjoy3yyhdQwyYg2FpYb6ti+AIS9ZEb6Qt6lQbvGhEPlrfj0QCVunBaJxanBDs1rD5Yqm4qW8RE4yClRIFzq7VD10MMXx4PHYeGtnbZXco5niuVKBPnw4Ce0LaPZFQxXvfvDkVp8mFOO66dE4OEF8cM+PlwqwD8WJ2FfaQs2n7I+YPDlH1WoaVPj+ctTBiU4uaIyxWLxtSjFeRZfFtLCfBAbIGSqdxmGpb8yhemZMiRCHgcTQsRu7StX2NAFtc6IqTG2V3dY+rgVDFO9azCaUN2qRlygY+ej2AAhfPgcnKjrgIkQPLbuJIwmgvevm2R3EqkjhApZKFeoxkU/hNON3WhRam22+BqIvzcLt02Pwvq8epQ1M7ZGFmrb1VDrjB7VL8XCcNW7nWodbv/6GDR6I765c+qIyVxPXJKEIDEfT9uoIb2xoxRToqX9jdoBQCYyP4+zz0hnLb6cf2+1fFIoGrs0I9rNMlzYMJUpHsK+vqzLeUmyUUaOzAPz4iDmcfDmdnrEgjPNSmys0I3pss8iD2wcZoHvxUZ2pHRQAzGtwYh7v89FdVsPPr0lG0nBI69bxOPgX8vTUNqsxGcHrGuw+8GeM2hX6/DS8rRBZasiHgdclvN7pmwpaEJamA8iHfDftZaFE4Ig5LLx+4lGpz8Xw9jEFVkFY5nMyL4m9G7qm2I0EeRWd9jkBT6QtFAfNHT2on2Y5prlChVCJfz+7Cp7sfydTrUY8fhPJxEnE+K5ZSkOzWkvfkIuhF7jozJFozfiUHkbFiQHOmSzECjm4+5ZMdhySk5LYJAQgq8PVSG3yTCmKx/Nzec9L9kEGLp6d09xM579rQDzk2R4+cq0Ud8Tt8+IRka4BC9uKrLKzkre1YsP95bjktQgzE4YfCaX8Cj06IxQ6wz2/YOs4FB5K5QaA5ZlOF8ooCgKyyeF4UhVO+TjxBKQgV7OVqa4eSEeTFakFCfrOke0ynImR/quj/ackWIChBBw2cP2lavr6IXOaEK8g5UpLBaFSZFSnKjtxNZKPY5UtePF5WmIDnAsSGMvIUIWujUGl/QIdTY5pQpQlOMa0oPz4iHkcvAGTRpS2TjQkDy1chcYunpXozfi3u+Oo7ZNjc9umYzEoJE1JDHfCy8tT0VJkxJfHKyy6nnf212GTrUOL1yROuj85ePNAYdyfmXK1gI5JoZLEC51voa0KCUI3l5s/HaS0ZAYhsYVVvFMMMUK9pYokBEuQaDYMSsQXwEX98+Lw54SRb8tir10qnW445tjWH9Gjzlv5ODh/50YZGEyViiWd4OiMGpQwl1cFOuPInk3VDoCk4ngiZ9P4UhVO966ZiJmxFln8bAwJQhL04Lx/p4zo1qYnGlW4tvD1bh+SmR/RpIFiqLg4+TMy/oONfLrOp1u8WXBm8vGJanB2Fooh9bgPpsiBs9FqTHAh1EKhsVPyEVsgBB5Ne65/hc1dkOlNdhlYQGYPcEBcw+qoaho6UGcAxUPFlJCfMDlsLC2SIeOHj0+uCET3lz7PcYdgaIohApZqBgHwZQjVe3o1Rsdqty1cM+cWPgJuXh9e4nDc335RxVe3FSED09qMe+tHHx9qAoqrfNEdmegNRhRrlB5pFAAnF+9m1/XiYd+OIHUUAk+vDHLKksTNovCq1elo0Otw5rtxaOOf21rCUyE4NkhAqESrlk4aFU6T4DbcqoJYj4Hs+IdE8asZfmkUBACbMpnxAKG8znbM4WpTBmO7Cgp1DojSt2U0X+0qh2xsrMNoG2BzaKQEuKDwoZhzkcWG1QazkiZEb4obVZiQ7kel2WE4OqssNEf5CRCROa9YzwknOwtUWBiuC/87ajcHohUaNaQdhc3I9fBTPyOHh3u+HqwhpQ/RjUkFoVRgxLuwlK926M3a0j/+DkfR6vb8da1EzE9zrpKtcWpwbgkNQjv7S5DTdvIGlJpkxLf/VmDG6dFIjX0fA3J2dW7tW1qFDQ43ybegoDLweLUIGwtkENncE+wnMGzUWoMQ7ZioBMmmDIK7T06nKjrxDwHyjMHcseMGAT58LBmW7Hd5asmE8HjP+WjuVuDhzN5uGtWDPaVKHDlR4fwt08OY3uhfMxkYhbLuxHjL4SA65li6fQ4fxAClHUY8fr2EmzKb8SqpclYPsm2Q+YLV6SCx2bhmQ0Fw77uhBC8sOk0BFw2nlg8tEetxMme4NsKmgDA6V6XA1meGQalxoCckhaXPSfD2MBkIlDpDExlyihkRUmRV9vhFksEi0XfNDssLAD0H/gLhhALTCaCihaVQ/ZRFrgcFtJCfWAgwFNLks670XA1ISLWuPAEzylRgO/FwnQaGtSK+V74+/x4HCpvw8Ez9u8Hx6rbsWZbCRanBOGhSTwEifl4cVMRpr+2B69tLUbjGMnELFeoYDARjw2mDKzeVahNuPObYwgQc/HV7VNsqiRLC5Pgrlkx+N/ROhypHN7y82hVOzbmN+K+uXGI8Ds/61HCMwvKzuorpzOYsKuoCYtSgpxu8WUhOkCIiRG++I2p3mUYgm6NARQFME6ow5PVV5Xqjr4pJkJwrKrd7vMRYL4+nm7sHvK+3tJLxdGeKYDZCpUQwJdH4ZWr0t3a0DtEaH7usX5GalNpkV/faXc/uXO5Y2Y0ZGIe1mwrcUhDeuynk2hRavFwJg93zozGvhIFln90CNf85zC2FzaNGQ2pSK5ETIAQfC/3JEaNhqV6t6zDiNe2FWPLKTlWX5o8yH7LGl68Ig1ebBae2TB8fzlCCF7cdBoiHgf/WJQ05BhnJ+Ra+ru5KpgCmHvLdfXqsb+M0ZAYBmMwmqDWGZmeKe5mf5kChAALaMi6BMyZ+I8uTERebSd2FTXbNcfH+8qxt0SB5y5LQXYQB6svnYA/V1+Mf16WgqZuDe5fm4f5b+0bE5mYxR7afN7CxAgJ+F4srCvV4dMDlbh1ehTumxNr8zxBPnysXJqMwxVt+DVvaP/rHaebcKi8DY8vShw2g0XCo9DqxBLNLQVypIb6IMrfdaXdM+P8ESDiYmM+4wvOMBiVzgBCAB9GKRiR7Cgp2nt0qG5Tu/y5j1a1I8pfMGLvqJGQCLwQ6SfA6SH6psi7NVDrjLQIBQBw07QozIvg4M6ZMbTM5wghQhbaenToGMbebCxACMHeEgVmxAXQdjN780WRCPP1xuvbS+xqKtmi1OLv/81DuNQbb107EZODOfjlgRnY8OAMzE2U4Ys/qjD7jRz83/9OuLXPkDUUy82Z1CkeaINqYXqcuXr3rVwNjITgmzum2pWB/ejCBIRLvfH0hoIhq1SNJoLnN55GqISPB+bGDTlHfzDFSZUph8pb0a0xuDTZBACWTwxFkbwbZxivfIZzUGr0EHE5YLlR+PZ0wqXeCBTz3NI3pU5pgtKByl3AHEzp1RtR1Xp+YKFcoYJMzIPE23GxaEq0HxYkB+KBSfTM5wh+fAoCLnvMV6bsK22hVUMScDl4dGECcms6sKdYYdccH+aUY19pC5673KwhPbMsBYefXoDnLkuBvEuD+9cex/y39uGbQ1Xo8XgNyXNtUAFz9S6Pw8KPJTp8frAKt8+Ixj2zbdeQgiV8rFyShD/KW7HhxNBaybbCJhyuaMMTixMhHabHnoRLOdU6b2uBHBnhkiGTXZzFrIQA+Am5TG85hvOwaOCMzZebySlpQYCIi4ww+rJYr8kOR6xMiDd2lNrs4XqovBXv7CrDFRNDcctFUf0/F/E4uHNWDPY/OR+f3JQFmZjn8ZmYSo0ete1qj+yXYoHHYSM7SopmNcGilCA8f3mq3dk6N06NRHaUFC9vKULbOQERjd6If20uRlKQGDcPeF3PxZklmg2dvTjpQosvCxw2C5dlhGJ3sQJq/djIhmFwDRYLC6YB/chkR/X1TXGxWGAiBEer2zE12n6hADA3Wi4cwubLYmFBR2UKAFydHY7bU3lgsdwvPI2HzMvK1h7UtqtpsfiywOOw8Y/FiShs6MbmAuubkgPmLKT/+98JdPXq8fFN2YNKuzMjpfjwxizsf3Ie7pwZjZwSBa748BCu/c+f2HHaMzMxi+Xd4HFYiHZhcoOtXBRrrt7t0BB8edtkuwOfAi4HL1+ZhsqWHnycU3He7384WotieTeeWZYyrD2fxebLWZ7gWwrkEPM4mJVgncUrXVw2MQQsCvid8QVnOAdXNFcd61AUhewoqVv6ypW0m+/x7e0pB5y1Qi0cIuGkokXlcL8UC0IeB1/dPgXxvu7P8qcoCnEy0Zg+HwHmfikyMQ+pofQJ/tdOjkBMgBBv7Cix+dxy8EwL3t1dhqsyw3DztMj+n4v5XmaXkyfm4eObshAg4uIFi4a0rdgje3Z19erR0Nnr0cEUvhcbWZFmDemS1CA8d1mK3RrSTdOikBXpi39tLjqvx2SvzohXthRjQogPbpzmHg2prl2NU/Wus/iy4MVmYVl6CHYXN6PX4HnneAb34SoNiQmmjIDBaML+shbMTQykVXzhsFl46pIklCtUWD9MlcJQyLt68X//O4E4mQivrRi6BJfNorA0PQS/PjAD6x+cgTmJMnx+sBKz38jB33/Iw45qPXYXNaNcoXR7j4rSJnOWnSdvhABw87QoTA1m44PrM8F24H3AYlF4bUU6erQGvLxlsDf4p/sr0dDZi+evSBnRZ9yHS6FdrYPeCY0Ut/UJV67OugSAKyaFQmcw4XizZ2fBMLgWS3NVxuZrZOJlIoj5HJcHUxpVBJ1qPaY5aPGUGipBTZsaXb2DG1BbshLpqkzxJELHgSd4Tok5M3K+g41Vz2X5pDAkB4vx9s5Sm3yQ39lVhj8r2/DKVelIGUa8CJcKBmViNnT24r7vj2PB2/vwS5kOvxyvR251O1pVWrfY5g2kWN6NpGCxVb1H3MWkCF8snBCIByfxkB3lWFB1XlIglk8Kxcf7ylGuOFuF0dGjw9s7SzE91h+Xpg/f+F3MpUBRcIpYYDAR7DxttvjicVwrNgaK+ZgZH4Df8xvc/p5k8CzMzVWZ89FoZEVKUdfeC0W3cywAh6Osw4gIP2+E+nrbPUecTAgeh3WeFSohBOUKemxQPZH4QNGY7itnMJpwoKwF85NktGpIXmwWnlichLJm1bBVCkPR2GnWkBICRXjlqrQhNSQOm4VL00Ow/sGZ+PWBGZidIMPnByox+/UcfHxSgy8OVvZpSCq3a0glfc3nUzxdQ7ooCtOC2XifFg0pA0qNAS9vKRr0u//sr0BDZy9euDxlxOfw4VFo79E6JXloqxs1pOWTQqHRm5DHaEgMA+h2kYY0rtNZPt1fgaNFWsydS+yKBJ+o60RXrx7zk+lvNHlJajAmRfji3d1luGJS6KgWGTqDCX//bx40eiM+uTnbKj/qrEgpsm6Uoq5djW8PV+PXvHp0qPX4X0kuAICigFCJN6IDBIj2FyLaX4gofwGiA4SIdEGJXnHfRujpwZSl6SHwbiulpVlxYpAYD8yNwwd7y7EiKwyzE2Ro7TXh40PlWJYeMmpTewmPAiHmXj5BPvbZ6gzHlgI5UkJ8EB3g+izYzAhfRPoJ8JfctTc6DJ7NwKwC9x7bPRsWi0JmpNTlnuAl7eZXxRELC2BwE/qB18CKFhUk3l4IEA1dsj6WCfCmwOW4r29KQ2cvVv16ChcH2P/J2luiQGKQCOFSes8LbBaFp5Yk4c5vcrHuWC1umR496mN2FTXj430VuGFqBP6WHT7qeEsm5m3To7DjdDO+OlSFLZVqbK7M7x8j4nH6z0TR/gJE9Z2TogMEThe1CSEolndjccrwwQNPgMth4YvbpmDfvn20zPfcZSnYV9qC1esL8eO9FwEA3t5VCqXGgOevGDmrk82i4CfgOiWYUtRmRLfG4PKsSwvLJ4XhiZ/zUdHJx3y3rIDBE+nutVSmjF27SFeQ1Ve9m1fbgSVprvkMm0wEpe1GXJLuWLIJh83ChCGa0LeotFBqDIiTeW7loiPEyYTYcKIBPVqDTT246OKTfRU47oCGdLymA90aA239UgZyaXowMsIleGdnKS7LCLFKQ3rwv3nQGwk+uTnbqj612VFSZEeZNaRvDlfjxyNVODogEdSiIcUE9GlHfRpSTIDQJTZPY0VDWpYRAmF7KS1WuEnBYtw/Nw4f5pTj6qxwzIwPQIvahP8crsDlE0NHTWyTcCmYCNDWo0WgmF4NaWuBHOlhrrX4spAdJUW41Bt/yZl9kOEsFg3Jh89x6glp3AZTKlpUeGNHKYwmgo35jTY3DAfMQgGbRWF2Av3BFIqisHJJMm74/C9892c17p0ztAe0hde2FSOvthMf3phpcxZKhJ8Az16WgmeWTcCWXfsQmjwJNW09qG5Vm//fpsaWAjk61WezgikKyA5kIzJVhVgnZQUXyZWQeHshxE6v/bHKg/PjsfmUHM9sKMSOR+fgxxIdKApYvWzCqI896wmupTWY0tZrwonaTjx5ydBNy5wNRVFYnBKEbw9XQWcwuay5K4NnM7AyxbO7G7if7Egp3ttThm6NfpC9kTMp6zAiVMJHuNT+rEsA/RYIhQ2DgynlChXiZEK3NkJ1FiyKQmyA0G2VKW9uL8HBM62oklO4cZnt11ylRo+jVe24a7Zz+s/MTwrE1Bg/vL+nHCuywkcUU2rb1Hj8p5NIC/PB85en2vQ8HDYLyzJCsCwjBLv35iA2fQpq2tSobuvp///phq7zmrL68ig8JajFtZPDnVI5olBq0aHWe7QNqjMIEPHwzLIJeOqXU1iXWwddtxE/HKnFrdOjkRw8umgiE/Oc0lfuWJMRYh4HsxNda/FlYdGEIABAUTuTVsBwFqVWD5mIByaYMjJpYT7gslnIq+10WTClvEUFlR6YFutYsglgTjjZcKIBJhPpr3Io77dBHZ97hEXrqGzpQXo4fVbr1nCmWYm3dpo1pM2n5LjcxobhALC3VAEvNuUUW0iKorBqSTJu/OII1v5Vg7tH6cPxypYinKzrxMc3Zdlc6R3hJ8Bzl6VglrAZE6fO7DsbmTWk6lE0pKi0HsQ4KUGzWK6EVOCFIB/be7SNZR5aEI8tBXKs3lBg1pBKdWBRFFZfmjzqYy0aUqtSR2swpUVtQn59F1YuGX0NzoCiKCxKCcJ//6yGwWjy6GpuBtdxNiHXC21OfJ5xG0xZs60E3l5s+PNMeGlTEeYkyIZtyDQcOSUKTI6SOq0R2/Q4f8xLkuGjnApcNyVy2OfZlN+Irw9V446Z0bgsw/YN3QJFURBxKXPFSqT0vN93qnVnxYPGbnx3qBKL3z2AG6dF4v8uTkDAME3R7cXcOEw8LoWykeB7sfHqinRc/9lfuPf7XOQ2G/H4okSEWVEG3h9MoVksyG0236C7K+sSMGeOffFHFYrl3ZgY4eu2dTB4DgMrU5hgyshkR0lBCHCythNzEulPADgXQghK2k1YkOLn8DXcX8RDqIR/nid4RUsPFjihMtRTiA8U4VT9+b1inM2p+k78drIR02L8cKSqHZ/ur8DDFyfYNMeh8lYYTAQLnJB1CfSJBUuTseLjw/jyjyr83zDr0+iNuH/tcbAoCp/clO1Q9h+HRSFWJhoygURvNKGxsxfVbeYklO/3F2P1hgJ8+UclVi2dgIUTAmk9yxSNkaxLZ3BNdjjW59Xj1a3FCOCZ4Cvg4rGFiVY9Vibm0V6ZojeakKcwYHFamMstvixIBF5m2xsP7H/I4D6UGgNiA8anzROd8DhspIdLXGqFeqTSLN84WrkLmINB3/9Vg5p2db84XdHSAwCICxyvlSnm93VFi8rlwZQ120og8GJDyjXhxU2nMTshAL4C2zSkfSUtmBLt5zSLmRnxAZidEIAPc8px7ZSIYZOofj/ZgG//rMFds2IcusenKAp+Qi78hNxRNaTChi58d7gKi97Zj5umReJhZ2hITebm8xeihvTKVWm48fMjuOe7XBxvNuLJS5IQIhldQ/J1sobkDosvC1mRUnx9qBolTUqk0djnmmHscjYhl+PUYMq4DN0drWrHrqJmPDAvDnen89DVqz+vR8VoNHb2oqRJiQU0NlYdiqcuSUa3Ro//7D+/4SYAlCuUWPXrKWRF+uLppaNXLjiCr4CLiRG+WD4pDKsvnYDX5whww9RI/PdILea+kYMP9pyBWkePH6HRRFDapLwghQLA3LT12snhOHimFTJvCvfOGTmrxEJ/g1WaxYJjTQZMCPFxWgaJNWRGmgMoJ9zQJJLBM+lmGtBbzcQICViU65rQV7X2oFtHHO6XYiEtTDKoCX2PnqBVpR23fuCAWSyo61BDo3ddtjkhBK9uLYafkIvPb5uMqcFs/Htvuc0VMntLFBDzOciOOv+mmi6yIqVYnBKEzw5Uom2Ym7/nfz+NInk33r1uolPtBbzYLET5CzE3UYZbp0dj9TQ+PrslGwTAPd/l4rpP/6J177JYWCRfgGckiqLw6lXp0BpMqOoy4clLkiARWCdIBYjoD6YcKm9Fj969ySaA2Q61otPI9E1h6IdpQG892VFSFNR3uazXw5Gqdkh5FC222Wn9TejPnpEqFCoIuWwE02z57ClE+QvBZlEur979s6INe0oUeHB+PO5O56JDrccrNmpIDZ29KG12voa0ckkyOtV6fLa/csjfn2lWYtWvBZgcJcWqpc6tGhioIT2zLAWvz/HG9VMjsPZILea9uQ8f7j2DXh09nz2D0XRBa0gz4gLwt2yzhhQooHDXLOsqxH2cqCGlhfkg0t/1Fl8WGA2J4VzGTQN6iqKWUBRVSlFUOUVRq4b4PY+iqHV9vz9CUVS0I89HCMErW4sR7MPHnTNjECFm4f65cfg1rx4Hz7RYPU9OaV9jVSdvhCmhPlg+MRRfH6pCU9fgfhE9WgPuX5sHvhcbH92U5XLrIwmPwr+uTMPOx+ZgdoIM7+wqw7w39+F/R2thcLABek1bD3r1xgt2IwSA1ZdOwNxEGe5I41mdTevDo38jbOzsRXmnCctGaOzqCkIk3pDyKJyoY2oQnMnPuXXYVqUffaAHYMkqcJVt1VhGzPdCUrAP8lxwkNTojf3NBqfSkHUJmMWCqtYeqLTmw0+jyrzHjMfm8xbiA0UgxByYchV7SxT4q7Idj1ycAB++F26awIM3l43V6wtgsrIppclEkFPagjmJMqeX0z+1JAlqnQEf5ZyfcPLTsTqsy63DQ/PjsSA5yKnrOBeKorA4NRg7H52DV65KQ2VrD676+DD+/t88VNPwehbLlQjz9XZaZbSnEysT4aUrUjE9hI1rJ0dY/TiZmIcWlZbWgMPWAjn4bGC2E+xabCEzUgqVHqhpU7t1HeOZrl49Hv7fCbT2OnaP4woIIUwDehvIipRCZzSdVwFLN4QQ1LWrcaSqHUl+LFoy5xMCxeCyWYOCKeUKFeICReM2M5/LYSHKT+DSYIrJZE42CZXwccfMaET6sHHvnFj8fLweh8pbrZ5nb4lZQ5rnpMpdC2lhElw+MRRf/FEJRfdgDUmlNeD+tcch5Jk1JC8XWx/58lh4+cp07HxsDmbG++OtnWWY91YO1h2rdbgBenVbD7QG0wWtIT1j0ZBSrdeQ+m2+aKxMqe9Qo7LL5PZkkzBfb0h4FE7UMhqSM/npWB22jzENydlnJKdeWSmKYgP4CMBSACkAbqAoKuWcYXcB6CCExAN4F8Drjjzn5lNy5Nd14h+LE/sbhj+0IB6xAUKs3lBgdVQ8p0SBMF9vJLggK/Yfi5NgNBG8v6es/2eEEDy9vgCVLSp8cEOmVeV7ziJOJsJ/bsnGrw9MR4SfAE+vL8CS9w9id1Gz3TesJU1KAEDKBbwR+gq4+PbOqUjxt942gsemIOZxaN0ID1eYi98WeUCj2zhfFrMROpkfjtbip1Jdf+azJ6PUGODFpsBjeuhYRVakL07Udjp8ozIQvdGEwoYu/PdIDVb9egpL3z+I1Od34K2dZfDnm/t+0EF6mASEAEWN5velvMcsZo33yhQALhMLDEYTXttWgpgAIW6cFgnAfHP1zLIJOFrdjh+P1Vk1z+nGbrQotU6z+BpIfKAY12RHYO1fNahrPysin27swnO/F2JmvD8eW2SdBZQz4LBZuGlaFPY/OQ+PLkxATqkCC9/Zjxc2nh62msYazDaoF+75CACunxqJ+ybywWZZLxbKRDzoDCYotfRUUQPAofI2pMvYtDSQdYT+zAxDFDoAACAASURBVMs6JvPSWeTVdmBTfiPWlXp+DxKtwQS9kTCVKVaSFWX+/OTRXL2rUGqwp7gZ7+wqw+1fH8Xkl3dj9hs5aFFqkWrD/d1IcDksJAWLB1XvVrSoED+Ok00AIC5QhIoW1wVTNp1qREFDF564JKn/ev/IxQmI9hfYrCFF+gkQJ3O+28MTixNhMBK8v+dM/88IIVj56ylUtfbggxsyae2xaitxMhE+vWUyfrl/OsJ8vbHy1wIsff8A9pbYryEVy80a0oXWU24gUqFZQ5pgwzWGz6Eg4LJpTci1aEiLU1yb0HQuFEUhTsJiEnKdzH+P1GBdqQ5lzUp3L2VUlBoDeByW04sRnK1QTQVQTgipJIToAPwIYPk5Y5YD+Lbv618AXEzZmWahNRjx+vYSTAjxwYqs8P6f873YeG1FOurae/Hu7rIRZjCj0RtxqLwNC5Lp9cAejgg/AW6aFoWfcuv7Dw3f/1WDjfmNeHxRImbGuzcbzkJ2lB9+uX86Pr0lGyYTwd3f5eK6z/7CSTsuXMXybrBZ1LgWypxFAM2e4A0dZg/u6AD3lWdaiPNlo7Zd7ZQGsgxmmro0IABe21bi7qWMiiXrcrxm3tFNdpQUKq0BZxT2HXKMJoIGlQm/HK/H878X4sqPDiH1+R247N9/4JkNhdh+ugkBIi4emBuHz27JxoszvGl7bVLDzMJxQV/mZaOKgMthIVzq/uuSs4iVCUFRcJlYsC63DuUKFVYuSR6UpXhNdjhmxPnjta3FaD4nu3EockoVoChgbpJr+tk8uigBFAW8u8t8fuvREzywNg9SARfvX59pk9juLIQ8Dh5dmIh9T87DdVMi8P1fNZj75j58lFMOrdE2wUBnJKhsUSHlAhYK7EUmNvuy03VGMpoImro1CBa4P6CfGCQGjw0m4cSJWBwCjjUZXVLl6Qjd/ZW7TDDFGgLFfET4eTv0uvboCf4404qPcspx3/e5mP7aHkx9ZQ/u+jYXH+49A3mnBguSA/Gv5anY+NBMzAqj77VJC5OgsKEbhBD0GgjkXRrEjfN76DiZCNVtPQ67YViDRm/EG9tLkRrqgysnhfX/3NLntKZNjff2WKchHa5odZmGFOVvTo758Vhdf5XzN4erseWUHE9ckoQZcZ6hIU2O9sOvD8zAf27Ogt5IcOc3ubjh87+Qb6eGxGE0JLugu69cQ0cvKJjfh+4mzpeFqtYedPR4fjLEWEVu0ZC22mZ96A66NQaXVO5SzvTepSjqbwCWEELu7vv+FgDTCCEPDRhT2Demvu/7ir4xrefMdS+AewFAJpNl//TTT+c93/YqPX4s1eGJyXykBZgjtSqVCiKR+WL7TaEW++sNeH46H9GS8yO5lrEFLQa8fVyLR7N4mBQ4/EFo4NyjMdrYbi3BUwfUSAtgY26QAe8VUEgLYOORLB5YI2zGtqyBzjUbTAQH6g34rVyHbh0wPYjgzolCeFkhaqhUKnxRyoGi14RXZ40slLnr3+eqsfbM/cFpNigAT08buVrJ2nm/LtQir1mPf1/s/r9zfoMK7xZQeCSLh8wRPnu2zmvreE8Y64y5jSaCe3apIfIi6NZRg66Vnrjm/+RrUNllwhtzBOP2NaFzrEJtwlMHenFbChfzI71GHT8Qg4lgzVENyjvNN618NhDlw0KMhIUYCRsxEhZk3tSgm0O6/32P5qiR4s/GvRk8vHVEhU49Cy+Pskc4Yx32jLV37if3qxEjYeHBScNnDtKx5l4DwcoDvQgSUFg9jd//OlrGN/eY8OyhXmTI2Hg4c+i1WMa+9Kc5AP/P6cPvQXT/ndeV6rC9So8XZ/Dxc0kvijoorJrKR4KUvusXnWMbVSb8UqZDnsIIXy7B3zO9R12rhdNyFd7Mp/D3STxMCaZvH/S0974zxtZovPFmrgarpvKR7Of4e6NDY8Jj+3pxfRzBkgT3/51f/VMFHWHjhRmjV6t7wmviKeuwduyGMzpsrNBD5EUQLGQPulZ62prlKhOe/qMX92bwkOGjGbevCZ1zf5qvQVG7Ce/N8z5vDxyN480GfHRSAxMxPy5IQA06H0WKWeBzBr9X6Px75NTq8W2RDm/O8YaiS4038yk8nMlDdtD4vVf6o0GPLwp0WDPbG8HC4QPadKxja5UOP5Xq8dQUfr9jxMCxXxVq8UeDWUOK8hleQzrVYsA7x7V4PJuHDJlrNKSuPg1pooyNWYEGvF9A9Z3l6NOQ6HwfGUwE+/s0JKUOmBlMcEeGEBwrNaTPSjlo7zWNen8wlt/71mLr3O8VsuHFAlZOpUdD+qpQi5MKPT5Y4P6/84kGFd4voPBYNg8TR/js2TqvreM9Yawz5jaYCO7ZqYaYa9aQBl4rPXHNH5/UoLbbhDU2akjz588/TgiZbNVgwFwK6Kz/AFwD4IsB398C4N/njDkNIHzA9xUA/EeaNzExkZxLR4+WZLywg9zy5ZFBP8/Jyen/ulOtI1Ne3kWWvneA6AzG8+awjH3+90KS+MxWotYazhsz3NyjYc3Yd3eVkqiVm0nac5vJzDV7SGePjpZ57R1vzVilRk9e3VpEolZuJtf85zBpV2mtmnfGa3vIwz/k0bIGe8d7wlh75n5w7XEy/63RH2PtvLd+eYTMeWWr1WuwZW5bx+7YvZfEPb2FvLG9mNZ5bR3vCWOdMbe8s5dErdxMVn+9k8xcs4csee8AMRpNtK3B1vGjjb39qyNk2QcHaJ/X3rGeso7hxppMJpL9r53ksXUnbJ7745xyErVyM/nHlztIWVM3MYzyvrB2XlvG3vn1UbLonX2EEEKmvLiFPLj2OG1zO3usvXPf/tURsuS9A7TPey5v7zSfL47XtA873vIe2FbQOOzcrUoNiV61mby3q8zpax5IR4+WpD+/nWT/ayeJWrmZfHmwkra5nTn2aFUbmfriFpKweiv57US9VY954Xvzv7GyRUXbOpw51lPWkZOTQ0rk3SRq5Way8WQDLXMfr2knUSs3k3fX7bJpHc4YSwghf/90B4l7esuo9yfOXMdYfW9Yw5M/nyRTXt5F/vmt+TO4vVDulnVYM/ZEbQeJWrmZ7C5qGtevCZ1zf3e4ikSt3Exq23psmrezR0ey/7WTzH55KzlY1mLV/bm1c1s79mTf6731VCN5ea35/XmmWUnrGmwd7+yxlvf4jlE+h46uo12lJWnPbye3fzWChtSjI9n/2kWWfXCA6EfQkJ77rYAkP7uN9OpcqyG9vaPErCE9u5nMfn0v6VTTqyE5432k1OjJK1vMGtJ1nx4mHT3WaUjTXtlNHv3xhFVjbcGT3vvOmvu+73LJwrf30TbvzV/8Rea96hka0vZde0ns01vI2ztKaJ3X1vGeMNYZc9d3qM0a0jc7yYzX9pBlH3i2hnTLl0fIFf8+aPO8AHKJDfEOZ9et1wMY2DkyHEDjcGMoiuIAkABot/WJPtxbjm6NHk8vTR52jMTbCy8tT0WRvBtf/lE15BhCCPaWKDAjzr+/54qruHt2LAJEXPQagE9uyoZE4PlNBUU8Dp5eOgH3Z/BwsrYTKz45PGoz3R49QUNn7wXvB24vMjEPrTSWaDZ1aeDHd79NCgBw2RRSQn0YGwsnIe8yZ5TLBBSevCQJxfJubDjR4OZVDY9SY4CY5/nXQU+BoihkRUpt9gSvbu3Be7vLsCQ1GJfFcpEQJHaLdVJqmATlChU61Tq0qMm4t7AAzDYWlS0qWvvcnEtztwafH6jEsowQZEVKhx139+wYpIT44J+/n0ZX79ANBveVtoAQYEGy8/ulDMRXwMUD8+LRqtJhajAbd8yMdunz28uUaD88d5E3JkX64pEfT+KDPWdG9Qmv6zZBwGUjym/8Wtw5C4vNF11WoRbbJ39v99t8AWYbC4OJDOqdwEAf8i4NQiR8zAnnIE4mxOvbSqB3gcWQPbiquep4IivKvP/ZavX16tZidKj1uCudi1kJAW65P08KFoPDolDQ0AV5DwGHRSHKf3zvEbF9PUcqWkbWFRzl33vL0aM14OlLJww7RiLwwotXpKKwoRtfHRpZQ5oZ7+/yHlv3zImFn5ALjRH45OYsSLw9/7og4nGw+tIJuDeDh7yaTqz4+DBq2kZ+rVU6s/XmhdwvxRFkYh5aaLRS9yQNicehkBwsRh6jITmFpj4NKUhA4YlLElHY0I2N+efK+p6DxSre2Tj77uAYgASKomIoiuICuB7AxnPGbARwW9/XfwOwl4x2p3kOde1qfPdnDa7JDh9VoF+SFoJLUoPw7q4yVA8h+le29qC2Xe1yoQAwbypf3z4VK6fwkR4ucfnzO8JFoRz8cM80dKp1uOrjQzhaNXw8rE5pvjFhNkL7CBBx0a0xQKO3rhHeaDR29XrMRggAmRG+yK+jt4k2gxmLMOTHp3B5RijSwyR4e2cpbe8lulFqDExzVRvJjpKius36vkOEEDzzWwG4HBZeXJ7q5NWNTFqoD0wE2FrQBILx3XzeQnygCFqDCY2dvU57jnd3lcFgMmHlJcMnmwCAF5uF16/OQKtKi9e3D91TKadUAZmYh9RQ1ydD3DUrBu9cOxF3pvHGVB8lEZfC93dNxYrMMLyzqwz/+DkfWsPw19w6pQlJwWKwPKAXzFjD19sLHBZFmye45XMp5XnGaxHXZ1F8wsP7eYxVmro0CJbwwWZRWLV0Aipbe/Dj0Vp3L2tIlBoDADBnJBtIChJDyGXjuA0JJ39WtGFdbh3unh0zpL2Tq+B7sZEQJEZhYzfkPSZE+QsG9T4bj/jwvRDkw0O5wnl95WraevD9X9W4dnIEEoNG1iUuTQ/GwglBeGdXGWrb1Of9vqJFhfqOXsx3g4Yk5nvh69un4KkpfKSGji0NaUYoB2vvnoYOtQ5XfnQIudXDa0i1fRpScjCTkGsPMjEPnWr9iGdQW5B7UDAFADIjfXGS0ZCcgrxPQ5LyWVg+MQxpYT54cwejITl1FyaEGAA8BGAHgGIAPxFCTlMU9RJFUVf0DfsSgD9FUeUAHgewytbneWNHKVgs4PFFSVaNf2l5GrhsFlZvKDgvQzCnRAEAmJfk+o0QANLDJVb7ansak6P9sOHBmfATcHHzF0ew4UT9kOPqus0bYQpTmWIXdGZeqrQGKDUGD9sIpejRGVHWbF8TbYbhkfcHU1hgsSisvnQCGrs0w2ZZuRtXZRWMJ/ozL60UC345Xo9D5W1YtTQZQT7D9+1wBZYkgt9Pmqul4mTub2jobCzVN84SC0qblPgptw63XBSNSCuyWNPDJbhrVgx+OFKLI5Vtg35nNBEcKGvBvESZW4R+LoeFFVnh5/nSjwV4HDbevnYiHl+UiPV5Dbjly6PoVJ/fJJMQglqlianctRMWi4K/iEtbMKWpSwNvLzaEHrIN+fAoRPoJkFfDZF46g6YuDUIkZi/5hRMCMTXGD+/tPtNfBeJJnK1MYYIp1sJhszAxwtfqYIpGb8TqDQWI9BPg0YsTnby60UkP88Hphi40qkyIk43/ZBPAXL1b0eK8YMob20vBYbHw+KLRX1+KovCvK1PBYQ2tIe11s4Y0McJ3zGpIU2PMGpKvgIsbPz/Sfx9wLmcTcpkzkj0EiMwaUpvK8SbtSo0eKq0BfnzPCepmRkih0hqces24UBmYkMtiUVi9dAIaOnvx7eFq9y5sGMwa0hgPpgAAIWQrISSREBJHCHml72f/JIRs7PtaQwi5hhASTwiZSgiptGX+k3Wd2JTfiHtmxyJYYp0QFOTDx6pLk3G4og0/Hx8s+O8tUSAhUIQIxl7BLqIDhFj/4AxkRfnisXX5eHdX2XmHjVqlCf5Cbn9QgME2zgZTHN8ILSV7Uk/aCCN9AYCx+nICTd0a8L1Y/cLQ9Dh/XJwciE9yKtDe4/j7iW6YyhTbSQ+TwItNWVXm3KrS4pWtxZga7YcbpkS6YHUjE+zDh7+QiyNV7aAAxAaMf7EgXubcYMpr24oh4nHw8IJ4qx/z2KJERPh54+n1BYMyjso7TejWGNxSuTseoCgK/3dxAt6/fhJO1nbiqo8Pn1ch3dDZi14DIxQ4gkzMo83my2L75EmVUJmRvsir7RjVLo7BNpQaPZRaA0L67iUpisIzl05AW48Onx2w6dbUJZytTPGQSN8YITtKipImJXq0hlHH/nvvGVS19uDVq9Jdbv09FGlhErT16CDvIRdE5S5grt6tUKiccr3Lq+3AlgI57p0Ti0Ark4lCJN5YuSQJf5S34te8wYL/3hIFkoPFCPMdubk3w9BEBwix/oEZI9qi1nabECDiMRqSndCZkHu2UsGzzkcAU73rDORdGgi4bAj6ZJkZ8QGYnyTDhznl6PBYDWns23w5FUIIXt1SjAARF/fNjbPpsTdMicTUaD+8sqW4P4Ot10BwtKqdEQocxFfAxXd3TsPVWeF4f88ZPP7TYEuLur6sS0+6OR1LyETmAx8dmZeWjdDfgzbCSD8B/IRcZiN0AvK+rMuBn71VS5PRozPggz1n3Liy8zGZCFQ6A3yYYIpN8L3YSA2VWFWZ8tKmIqi1Rry6It0jLIUoikJqmLk6xd+b8gjxwtlIhVz4C7lOyaI6VN6KfaUteGhBPKRCrtWPE3A5ePWqdFS29uCjnPL+n+e3GOHFpjArIYD2tV5ILJ8UNsgW9dgAS4tiubkiM4WxQbUbmYg+T3B5Vy9CfN1bsXcumRG+UCi1/ec3Bnpo7jb/PQcm5k2M8MXlE0Px+cHK/qxMT6G7L5gi4jFnJFvIipLCaCLIrx854aRY3o1P91fi6qxwj9nzBto3XUiVKUqtgbZqQwsWDUkm5uHeObE2PfamaVHIjpLi5S1F/aK0Wk+QW93hFouv8YRUyB3RFtWsITHnI3uxBFPGq4YUEyCExNuLSch1AhYb1MEa0gT0aA34997yER7pegxGE9Q64/ioTHEmu4qacbS6HY8uTLT5MMliUXh1RTp6dUa8uOk0AOB0qxEGE2E2Qhrgclh465oMPLE4ERtONOCWL46io0cHg9GEehWzETpCgNgsitGyEXZ6XlYBRVHIjPDFiTr6NkImg9NMU1cvgs/JvkoIEuO6KZFY+1fNkH2k3IVKZwAhTNalPWRHSZFf3wmdYfjGuTmlCmzMb8Tf58d7VIZjepg5Iz9UOKaPJzYRJxPRXpliMhG8sqUYYb7euHV6tM2Pn50gw4qsMHyyrwIlTd0AgFMtBkyJ9mM+kzRgsUWVCri46fMj+O2EOcO1WG7+WycxfuB2IxPzaBPe5F0aBPt4VpZxZqTZypFOsYA5I50Vhiw2XxaeuiQJRhPBO7tK3bGsYVFq9BDxOGB7QCLEWCIrYnQrVKOJ4On1BfDx9sKzy4ZvSu5qUkJ8YHm5Penc5kzinWSFuuN0M3JrOvDYwkQI7dCQ1qxIh1prxEubigAAp9vMGhKTkOs4w9mi6o0mNKpMjE28A9AaTLH0lPM0DSnSlzkfOQF5V29/5a6FpGAxrsmOwPd/VQ/ZR8pdqLSuq9wds2qF3mjCmu0liJMJcf2UCLvmiA8U4aEF8dh8So49xc3IbzFHsLL7POcZHIOiKDy0IAEf3JCJk/WduOrjQ9hbooDBxFhYOIK/kP6sAk/aCAFzmWa5QoWuXsd9qhs7e5Hxwk6sOqjGyl9O4efcOlS19lyQm2Njp+a8jRAAHluYAC6HhTd2DN102h0wzVXtJztKCq3BhKI+YfZcerQGPLuhEPGBItw/z7aMPGeT1pd5GSL0rGuSM4kLpN8TfMOJBhTJu/HUkiTwveyr8Hl2WQp8vL2w6tcC1LWrUa8imO8mL/DxyEBb1EfXncR7u8tQ1NiNQAHFZJs7QICIh1aVDiYHG5AajCYolFqEelhlyoQQH/A4LNqqd1/cdBoP7Fbjli+P4P3dZ3C4vBVq3egWSOMNS3LRuWekCD8Bbp0ejZ+P1/cHlj0BxgbVPiQCLyQEikbsm/L9n9U4WdeJf16WYlNVp7Px5rL7gwuxF0BPOeBsBU45jWckvdGE17eXICFQhGsnh9s1R0KQGA/Oj8PG/EbklCiQ32KExNsLmRG+tK3zQmYoW9Q9xQoYCKMhOYJ/3/WMDpuvxi4NKArw5XnW/VpmhBRlCiUtvc7qO9RIP0dDqr5ANaThkoseX5wIDuvC1ZDG7Cnsx6O1qGzpwee3TgaHbX9M6P65cdh8qhHP/laInl4j5iQFw8uB+RjO54qJoQjz5eOe747jvrXHATAboSNwOSxIBV40+V32IkDEhZeHZbZZMi/z6zoxJ1Hm0FzbCpug1BoQI2ZjR1ET1uXWAQACRFxMjvLD5GgppkT7ISXUZ1x/9k0mguZuzZC9pQJ9+Lhndize33MGebUdyIp0f0D5bHNVJgveViwJAcdrOjBpiBu7t3eWoaGzF7/cPx08jmdZaU2K9AWHRSFa4lnrciZxMiE61Hq0qbTwFznuA63RG/H2zlJkhEtweUao3fP4Cbl4/vIUPPLjSTz0Qx4AMJW7NGOxRX16fQHe230GFAVkBV44731nIBPzYDQRdPbq4eeAENqi0sJoIuY9s5fGBToIl8NCepiElupdg9GEDSca4Men0KrS4b09ZSAEYLMopIX6IDvKD1OipciOliJQ7FlBJbqxJBcF+vBQcc7vHl4Qj59z67BmWwm+uWOq6xc3BK5qrjoeyY6SYlth05AB18bOXry5oxRzEmVYPsn+/dNZTIn2Q7ey54I5Gwf58CDicVBBY2XKD0dqUdXag69ud0xDemBeHLackuOZDQVQ9Rowd0KoQ/MxnM/ySWEI8/XGPd/l4oH/MhqSo/C92PDhc2hJyG3q6oVMxAPHwzSkrChfEALk13U5bNG4raAJqiE1JB6mREsxOdp8RkoJ8RnXn31LctFQCblBPnzcMzsGH+wtx92zO4fUHVxNd5+G5Aqr+DF5CjMR4L3dZzA1xg8LJzh2Y8/lsLDm6gxc/clhEMIIBc4iO8oPGx6cgTu+OQZ5R88F4/XqLOiysbD00AA8KwsxI1wCijLbWDgaTNlV1ISkIDEezzRhzpy5qGxV4Vh1B45VtyO3ugPbTzcBALy92MiM9MXkKCmUCj06TtSDx2GDy2aB58Uyf81hgdf3n/lrNvQOZr+6itYeLQwmYt4Ih3jr3DsnFj8crcWrW4rx8/3T3d7TiKlMsZ8gHz7CfL2RV9uBuxAz6Hf5dZ345nAVbr4oEpOj/dy0wuEJkXhj35PzUHbyiLuX4jIsmaYVLT20BFO+OlSFxi4N3rluksO9cK6YGIr1eQ3YX9YCmTeFuAskG9aVWGxRYwIEeGtnGeJ8x+8NmSsYaGPhSDDFIq6HSrw9KpgCmKt3v/2zBjqDCVyO/e+XY9Ud6FTrcfMkHp64fja6NXrk1XQgt++M9N8jNfjqUBUAINpfgMnRfuCr9WjJrQPPiz3gLGQ+D517PvL2Yo+ZDM6mbnNy0VAJBr4CLh5aEI9Xt5bgUHkrZsa7v4eGq5qrjkeyIqX48VgdKs+xtiWE4LnfCmEiwCtXprn9HDwUzyybgGmCVncvw2VQlPncQVdlilpP8P7BM5ge6+9wpS2Pw8aaq9Pxt//8CUKABcmO3a8yDI3FFvXOb45B3tlzwVRlOQuZmJ6+cvIuDUJ8vQE4XgFCJxMjfPs0pA6Hgym7ipqRHCzGPyaZNaSKFrOGlFvdjmM17dhWaNaQBFyzhpQd5Qdl81kNaeB5aCgNyTBWNCSV7mxy0RDt4+6dG9evIa277yK3751nNSTnn5HGpErVpSXQ9+jw1aUTaHmxsiKluG16NNb+VY15ScxG6Cyi/IXY/PAsbNl9wKGbPwZzRJyejbAX0f5CAPQ3P3YEMd8LSUFinKhzzMaiU63DseoOPDA3DoAcLBaF+EAx4gPFuGFqJABz01GLcJBb044Pc8phIgAK8616DgpA5PEcxMlEiJMJESsTIU4mQqxMCH8h1+0bigVL89RgiTegOP/3Qh4Hjy1MxOoNBdhxuhlL0oJdvMLBnK1MGZPblNvJipIid0Bja8BsbbDy11OQiXl4akmym1Y2OuFSAco95HPjCvptLBQqTI1xLMDVrSP45FAFFk4IxEWx/g6vjaIovHJVGi559wCygyiPuZ6NNyy2qMsyQlFx6qi7lzOmkYnOBlOSgu3vz2exfQqW8NHcRMvSaCMzUorPD1ahWN6NiQ5kAe4qagaXw0JagDmA4MP3wrykQMzrExl1BhNON3b1n5H2lijQ3qPD2uJTVj+HgAMkFh3qPxfFyUSIDxQi0k/oUfcC8q6hK3ct3Do9Gt8ersGrW4ux6aFZDgeqHUWpMcBf5DkWVGOJrKizfVMGyulbCuTYU6LAs8smIMJP4J7FjYKAy4GPh9nqOJu4QBEOl7fRMtfWKj3ae/RYTZOGlB3lh1svisIPR2owN5FJyHUW0QFCbP6/Wdi658C4dpFwBXQm5MbLRPC0YIoP3wvxMpHD1bvtPTrk1rTjofnxsGhICUFiJASJceM0s4bU1KVBbk17/xnpw71nbNaQoo7n9GlHwr5zkvlrPw/SkORd5oyikGGCKSIeB48sTMRzvxViV1EzFqe6W0NibL5GpFtHcP3EUIduIM7luctSkO7VjAAaskIZhkfA5UAmYDZBR5GJebQ015J3ajA91h+eFkwBzJmXWwvMZfj23rTmlCpgNBEsTAlCZ4V8yDFBPnwsywjBsowQAIBaZ8C2PQeQNWUadAYTtAYjtAbT2a/1JuiMJmj15u+PFZbBKJSgQqHCofJWaAc0/ZZ4e/WLB3EyEVjtRsyz61/iOGebq/LROkQwBQCunRyOrw5V4fXtJbh4QqBbD6yuzCoYj2RH+mJTfiMaO8+mVH9xsAolTUp8eks2fJi/q8cQ5usNvheLlr4pG8t1UOuNWLWUvmBZuFSAnCfn4eTRP2mbk2FoYgKEqPEwy4SxRoClMkU1xB2fDVhuHkMl3mh2eFX0khlpvv/Jq+2w+16IEIJdxU2YGecPPmfoxqFcDguZkVJkRkpxz5xYEELw+84cZE+5s+gR2wAAIABJREFUqP9spDWYBpyLBp6XTFDrDDhccAYaLzb+KG/Br3n1/XOzWRQi/QSIDRAiLtAsHgh17svSbOrSIFw6vIDO92LjqSVJeOTHk/jtZANWZNnXa4EulBo9ogOYDG17iA0QwlfgheM1HVjal7jcpdbjhY1FSA+T4PYZ0W5dH8Ng4mQirM9r6LO2s//s2tjZix3VelyVGYb0cAlt6/vn5anI4CocqoRkGB0Bl4MAb0ZDcpQAEQ+nGx3r/0UIgbyzF7MTAgAo6VkYjWRG+mJXUTMIIXYHJPaWKGAiwMKUILSXD60hBUv4uCwjFJf1WSr3aA3YvndkDcnyvcZgRO4oGtLAJF13akhnE3L5aBnmQHz9lAh8fagKa7b/P3t3Hh7XdZ4J/j213VuFuoWFKKBAiaQkUiQlUgu12JYcW6IWS7IT21kmyXQWZxsn6clid+KmYyeZZ2Jnm3gyyUy7M0mc6XbiTidKZ3FCW5ZIkZYsW5YsWTtJiaIkLsJGgEAtqLq13TN/XNwCSGy13OUU8P6eh4+4HBYPCAr31He+5QT27w46huRfq/iuvEwBgE/ct8vV1wuHBDbxCzR1iXRS63hmSt6sIl+u2SWaClYZ7tvSj//+9Fm8Od1+W7hDxyYwZGi4/rJePH5pE+wVJGIRbIqHcGWTb1K3lN/CnXfeBMCeS/L2bAmnzhfwxvm5xn8ff+08/sez5yAA/Lv3d/ZmoF2LH4QrNQiIhEP4jQd242e/+Az++9Nn8JO3XeHb/i6Vm79M8aPf5Xp08za7wuHZ0zMwALw1NYc/Ofwa7t+TwX0BZ4zQxUIhgasGk3i9w57gb07N4ejZGn70HVuxY6j9jPzlDBk6YmEG+Ul9TpuvqXylo9cZy5pIxMJIxdV7Bo30xpFJ6XjuzCx++t3tvcZrEwWcvVDCL96xAyi90dTvEUKgTwu1lLW/o34Gd975LgD2ufPNqbmLzkinJufwjdenUKlZeODKKL63rY+mc2NZE7eu0fry+67fjC9840187uFX8f7rRqBHg5tvxAH07QuFBG7a2o9nzyxcpvz+Q8cxU6zgiz9z67rufd+NnFaob5yf6yiR9v985DVIAL/2vp0u7czGGBJ1EzcqU/LlGuYqdbsNqrX2er/t29qPB585h9PTxbaTDg4dG0cmpeO6y3rx2OvN/Z4erbUY0tYVYkinzs/hjfMFnDpfwGOLYkg//oEaejT/n/sLCblxnF9hTTQcwifv342P/s2z+PvvnMWPv2ubfxu8BCtT1mDEhLLlt0R+GDQ0FCt1zJXb/6I6vqhSAZ0XubjOybx87sxsW5cp5Vodj716Hh/ad5lv7RhCIftr05aBBO685L73754+g0/+00uYLQZzmTKWNRELhzCQWD1z6q7dQ3jnlQP408Mn8f37LvNpd0txAH1ndo8YiEfDePb0DO4wJD79Ly8hFgnhf//QnqC3RsvYMZTEd8901tbw775zBgDwsXvcDRQQdRNDi0CLhDpuhTqWLSHTqyvTZuFS+7b2ddQK9dAxu3fZPdcM4dh3m7tM6ZShR3H95X24/vKLA6J1S+J7/vAI8pVg5vcVKzVkS9VV23wB9hnvN96/G//uL5/Cf/3WW/iFO7b7tMOleJnSmZu39ePIiUkUKgl8+41p/N13zuLn77gKeza7V7FA7ljcCrXdy5RsqYovP/829m+JrFqBRrTepQ0NhXINxUoNiVh7z5DFbVDR2VsXTzRiSGdn2rpMMat1PP7aFH7w5st8OwOuFkP6b0+dxqf/+WXMlqqBXKaM50zEIiH0J1aPydx77TDeccUA/uTwa/iwEjEk7/+uuvIavW+D9QolutTinuDtWnzLrKLt6SQMLYLn2gwwPnlqGnOVOu69ZtjlnbWnb/4SI2cG01t0PFvCcK+25sWSEAKf/sA1mJ6r4M8f8yfAspy8WUMkJKBHu/IxFbhoOIQbtvTiu2dm8MTbNXzz9Wl88oHdGE6tHiyiYGxPJ/H2bAmlSr3t1zhyfBK7B0KNzHyijUgIYc+V6zDzcixr2lmXitq3tQ9nL5Ta/jgPHZ/EDVv6MKTAMyEcEkjpUZRqwZRJX5RctIbbtw/irt1D+PzR1zEz11n1U7vMah2VusV2nR24aas9N+XEhTo+9U8vYetAAh+7m4kIKtq2KYFISHTUCvUbJ8+jZkm8I8MLSNrYnJEGnVTvNtqg9gV/fljO1UMGemLhtlvif+vUFErVOu5RJIbUPx9DygcUQxrLmhhpIrlICDvhZKpQwV881mRLGA/kzRpikRC0iPfVw10ZpWI7adro0o2e4J1cpiwaJqWgUEjgxq19bT8IDx2bQCIWxm3bOx/C7AanXZVTeui3sayJkVRzgaHrL+/DB2/YjC888QZmzGDqd+3eyBFls4K7wU1b+3FsNIe/e7WCW6/ox/9869agt0Qr2DGUhJTAG1PtBQvOTBdxcrKAG9IMFBC50cZibHb1geRB2zcfDH6+jSGrEzkTL5ydxfuuVSNQANgZhMVqsJcpzX6+f+OB3Zgr1/B/Hznp5bZW5GcLi/Xqhi29CIcE/vpYBW9MzeH3vv86xGPBtW2jlUXDIVwx2NNRK9QjxyfRn4hie19Xhr6IXONODMl5ZqqZcBIOCdywpa/tiv9DxyaQ1CLKxJCMgGNI49kSMk0m3uzb2o8PXD+Cv/zGm4HFkHJmzbc28XyiEHWhhZ7gnT8IVc5U37elDyfGcyi22PrBsiQOH5/AHTvTgfa0XsxpVxXYgzDXWmDoE/ftgmUB/3QymCwIu4UFsy47cfO2ftQsiXIN+P0fuM63dnfUOqcneLvBgiMn7ImANw6p8fWOKEhpo7O5crW6hcm8ic0KX6Zcd1kvIiHRVvXu4eP214t7FbtMKQVzPGq5UvvqYQM/cusWfOnbpzFZ9D9Y4GcLi/UqEYvgmhEDuYrED9x0Gb7n6sGgt0Sr2J7uabsypW5JHH11Evt3DSHEBC3a4NzqbhISwJDClfA3be3H8bF8yxX/dgxpEnfsTPtS2dCMhRhSsJUpzTpw327ULAv//HpQMST/WurzMoWoCzklmh1lFcyaGExqiEXU/TKwb2s/LAm8eC7b0u97eTSLiVxZmfJMYOFNb67k/4NFStnyg3DLQAI/cds2PPF2DZN508PdLY/9wDt387Z+JGJhfHBH1PWB5OSuKwYTCAng1Pm5tn7/oycmsT3dg6GEul/PifzSaWXKZL4MS6qbdQkAejSMazen2qrePXxsAlsHErh6qPV5dF4x9CiKQbX5ys1n2baQXPTxe3YiJAQefsv/M12jMkVjwkkn3nN1Gr2awG9+4Nqgt0Jr2DGUxOnpIqr11i8vnz87g5liFXddM+TBzoi6y5AblSmzJaQNDdGwuu859m3tQ92SeOnt1mJIL5ybxfl8Gfdcq87Xi4UYkv8ZJ5YlMZEzWzoPb92UwI+9cxu+ca7WUWJTu/yMIan7fwARrWigJ4aQ6DCrIGcq2+vSceOWhSH0rTh0bALhkMBdu9V7EAaRVTBTrKJSs1puWfLDt2yBBPDIKxPebGwVTpsval9fIoanPnU3vu8qBlxUp0XC2DqQwKk2KlMK5RqeeuMC7lbo8pgoSINJDReKlbYCb8CiSgXFz0j7tvThhXOzqFvNX0LMlWv45qlp3HvtsFJtNA09glJAbb7GsiX0JaIttXkaSunYv2sIz07UYbXw9+8Gtvlyx6+/bxf+8D1xDPTEgt4KrWF7OomaJXF6utjy7330+CQiIYH3XJ32YGdE3WWgJwYhOu9uourMXcdCDKm16l0nhrR/F2NIADA9V0G1LlseC+DEkA4dW98xJF6mEHWhcEhgU4cDVsdmS8rOS3H098Rw5WBPyz0vDx2bwC3b+tGv0BukINt8tTsfZ+dwEsMJga+9PO7FtlbFNl/uMPSoUgEzWtn2dLKtNhZPnJxCpW4pdXlMFKS0oUFK4EKbA8JVnynn2Le1H8VKHa+O55v+PY+/dh6VmqVUiy8ASMWjKNbsSlq/jWfNlqpSHPfvzWC2LPHc2fb6srdroc0Xz0idCIcE9AjPR92gk1aoR05M4tYrBtAb5/8vRJFwCAOJWMdzd1U/H21Kati2KdFWQu47rhhAX0KdGFJq/lmfCyCG1OpMOcc1IwbScYGHgooh+VS5y8sUoi6VTnbWE3y8C7IKALtM87kzs02/wT57oYgT43nlAgWxSAixEJAvB/kgbO3zLYTALcMRPPnGNGaL7QWl2sU2X7TR7BhK4o2puZayzAF7XoqhR3Dztn6PdkbUXTrtCT7e4gyNoOzbOp952UIw/9CxCfQlorhFsa8Xhh5BXQLlmv8zSFptg+q465ohhAV8TzhhZQptNFel7cuUVhNOzs3Y7wmZbEK0oJNWqAutw9U+HwF29e53z8w0HUN6a2oOJycLysWQ9GgYEdFdCblCCNySieBbr08h63OLe7b5IqI1DXbwIMybVeTLNeWzCgA783KqUMa5mVJT651yQtUehAAQj4pASjSdliXtDNO9JRNG3ZK+l2nmzGojE4NoI9ieTqJSs3Bupvk2FpYlceTEedyxM61072IiP6U77Ak+OmsiEQsjpXiweutAAgM9saYzL2t1C0dencRdu4YQUezrhdHIvPT/jDSeNTHS13pgKKVHsWcwjIdeHve1osb5O+IZiTaKpBbBSK/ecivUoycmAYDzUogW6eQyJWfWUKzUuyaGNJkvN+Igazl8XOUYUjBtvpyZcu1cnt0yHEbNknj0uL8xJA6gJ6I1pTto8zXWZsleEPY5PS/PNhcsOHRsAjuHk9i2qcfLbbUlHglmeNh41kRkvjVcq65IhXBZXxwPv+Jf5qVlSRTKrEyhjWV7G20sXno7i6lCGXczUEDU0GllitPCQvUWiUII7NvS13RP8GdOz2C2WFUyUJAKaMCqWa1jeq6CkTbafAHAzcNhnJsp4ZXRnMs7W5mTnZrkGYk2kO3pJF5vsTLl0ROTuGJTAlcNqveekCgogx10N2lUKig+Uw5YqN5ttl38I8cmsDtjYMtAwstttSUREYG0+RrLmoiGBTa10Tr/yt4QMind1+rduiUxV6mzMoWIVpc2NEwVKm1lwzUqFdrIxPPb7owBPRpqKlgwW6zg6bcu4B5FBzHbD8JgKlOGUzrCodYDQ0II3Lcng8dPTqHgU4uyuUoNUrKFBW0sO9KtX6YcOTGJkADu2MnLFCLHoGG/6Ws/WNAdLSwAO1hw6vwcssW1zxaHjk0gFg7hvTvVG8Qc1IDVyZz9b6Td5KKbhiII+dzqK2/W0BMLt3WmI+pWO4aSODVZaPp9b7FSw7dOTeOu3cPKX4wT+cmpTOkkhtQNlSm7MylokVBT1bszcxU889YFJZNNACAeCaa7yfh8DCnUxnkjJATu35vBY6+dx5xPMaSCz21QeZlC1KUGkzFU6lZbWXxjs3ZWQTsDN/0WCYdw/eV9TT0Iv/7qedQtqfCDMLh+l51UId2/N4NKzWqUy3ttoR84W1jQxtGbiGIwqbXUE/zIiUnctLUfA21kDBGtV4lYBEkt0nFlSje4aas9++T5c6ufkaSUOHx8Arfv2IQeTb1EBadlld9npNFGP/D2Ls+MmMA7r9yEr/lYvetnCwsiVWxP92CuUm+0nVnLt16fRqVmsXKX6BLppIZyzWprjuvYbHfMlAPsebXXX97bVELukROTsCSUTcgNKoY0OtvZefi+PRmUaxa+/up5F3e1Mr/boPIyhahLLfQEb+5QudhY1oQQwHAXXKYAdublsdEcyrX6qusOHZtA2tBww+V9Pu2sNYmAZqaMZ82OLlNu3taPwaTmW+Ylh6vSRrU93dN0ZcpEzsRLb2fZC5xoGe32BK/WLUzmy23N0AjC9Vv6IATWDBacnCzg9HRR2WQTI6DLlHEX2t4+cF0Gr08W8Ppk3q1trcrP4apEqnBaoZ6anGtq/aMnJpHUIrj1igEvt0XUdRoxpDbOSOPZEkICGDJabx0ehH1b+/FykzGk4ZSG6y7r9WlnrQkshpQzkeng4uwdVw5gU0/Mt4QTv2NIvEwh6lLOg3CyjQfhWLaEwaSGWKQ7vgTs29KPSt1atSd1uVbH11+dxD3XDLVViugHu0TT30CBlNJuWdLBxVk4JHDfnmEcfXUSZnX1w4gbnMMCMy9po9kxlMSp83NNld47lWJ371YzOEoUpMFkrK1AwWS+DCm7o4UFYA9m3jVsrFm9e+iYPQBU1azLoNp8uTFD8H3XZgAAD73kU7CgXOVlCm04C61Q1760lFLiyIkJvHfnYNe81yXyy+D8XLmpNs5Io1kTQ4aOSLg7/r/at6UPlZqF42Mrf90wq3U8fvI87rlmWNkYUiLIGFIH56NwSOB9e4Zx5PjEuowhdcf/BUS0hJMRMFWotPx7x7ImNndJoABYNEDs9MqZl0+emsZcpa5s1iUAJAIo0cyVaihV6x0FCgC71VexUsfjr3lfpsnKFNqodgwlkS1Vm/q6/uiJSVzWF8fO4aQPOyPqLvZcufayLoHuuUwB7DPSc2dmYFkrX8I+cmwCN2zpU7YieeEyxe/KlBIM3W4L165Mr46btvb5mnnJZBPaaNKGBkOP4NT5tStTXhnNYSJXxl1MNiFaYqG7SXsJud0wfN6xb74V6mrVu0+emkZR8RhSEG2+ZopVVGpWx2MB7tuTwVyljidOTrm0s5WxMoWImuJkFbSTedlNw1UBux3ZZX1xPHd25czLw8cnEI+Gcfv2QR931pp4RKBUraNat3z7M8dynfUDd7zrqk3ojUd9afW10O+Slym0sWyfz7xca26KWbUPpXdfM8TBqkTLSCfba/M12kX9wB37tvQjZ9bwxtTyQcbJnIkXzs7iXoVbAvbEIhBYeP77pdOsS8cDe0fwymgOZ6aLLuxqdWzzRRuREALb08mmWqEeOTEJIYA7d6V92BlRd+mkzZdbz0y/ZHp1jPTqq1bvPnJsAj2xMG7bvsnHnbUmHhEolGuor5I047Yxl5KLbt8+CEOP+JJwki87lSm8TCGiVfTGo4iGRZv9LjuboRGEfVv78PwKD0IpJQ4fm8R7dw5Cj4Z93lnzEhE76OlnZoEbLSwAIBoO4d5rh3H4+AQqNW8vgziAnjaqHUNOG4vVgwXffmMapWod+3erGxwlClLa0JAzay23FXBmaHRX5qVdvbtS5uXh43ZLwHvn21GpKBQS0APIvOy0H7jj/r323+3DfgQLOICeNii7FeralymPnpjEDZf3NRIPiWhBXzyKSEi0XL0rpcTYbHcl5AL2Gem7K5yPLEvi0eMTuGNXGlpE4RhS1I4hFXw8I7kxUw4AYpEQ7r1mGIeOTXieUOx3DImXKURdSgjRVuZlzqyiUK5hcxcFCgC7TPPt2RImcuaSX3vp7SzGc6bSgQIAiM9/XfezJ3gjMOTC5dn9ezLImTU8+cZ0x6+1Grb5oo1qpFdHIhZeM1hw5MQk4tEwbrtK3SwqoiA1eoK3GCwYzZbQEwvD6KDtk9+2p5Mw9MiK1buHjo1j60BC+ZaAiYgIpjLFhdZnWwYS2LM5hYdeHnNhV6vLmTVW7tKGtD2dxGS+vOrXifP5Ml44O4u7mWxCtKxQSGBTG3PlnNbh3VSZAtjVu+dmSpjML40hvfh2FpP5stItvgC7zRfgb/XuWNa9Su379maQLVXx1BsXOn6t1bDNFxE1rZ2e4Au3zN2XVQBg2TLNw8cmEBLAXYofnIOqTAmJhZLeTnzP1YPoiYXxNY+DBXmzinBIIK5wlRGRF5ppYyGlxKPHJ/HuHWpX4hEFKd3mXLnxrImRvnhXtc8LhQRu3NK37PlorlzDN09N455rhpX/mBJRfwesVmoWpgpl1yq179+TwXfPzDbO2V4wq3VUahaTTWhDaqZ69+irdiXeXQq3NSQKWtpoPSF3NOtO63C/3bTNjiEt1+Hk0LFxhEMC+3ep/fUiiBjSeNZEOCRciSHdsTONeDTsecJJzqwiFg759v6YlylEXWywjcqU0Vn7QdhNA+gBYM/mFGLhEJ47u7RM85FjE7hl2wAGemIB7Kx58fkHoZ9ZBePZEtKGhmi48y/3ejSM/buH8MgrE5727MzPZ12qHvgh8sL2dA/eWGXA6msTBbw9W8LdDBQQrajdnuCjXdYP3LFvaz9eHc9hrnzxG+1vnDyPSs1SPusScAas+nc+msybkNKdyl0AeOA6uzr6kWPetfpyAimpONt80cbjXKacWuUy5cjxSWRSOq4dSfm1LaKuk05qLQ+gd6vtk9/2bO5FNCyWrd49fGwSt17Rj76E2jEkp82Xn2eksayJIUNDONR5PMaOIaXxsB8xpLh/ySaeXaYIIQaEEIeEECfn/9u/wrqvCSFmhRAHvdoL0XqVNjbOg1CLhHHt5tSSzMuzF4o4MZ7vikBBotHmy9/KFDerkB7YO4LpuQq+85Z3ZZrsB04b2Y6hJN6eLS0JijqOnLCzLlXPoiIKktPmq9XLlPFsqUsvU/pgSeDFc9mLfv6RYxPojUdx6xXLvg1TSjzib2WK2+fhHUMGdgwl8dBLXl6m+DtclUglW/rjiIVDeH2FVqiVmoVvnDyPu64ZYkIW0SoGkxqm8q1V7jqVKd3WKl6PhnHtSGrJXLkz00W8OpFXvk08sNDmy9czUq7karzw/r0jmCqUV5xf44a8WfM1huRlZconATwqpbwawKPzP17OHwH4CQ/3QbRupQ0N04VySze8o1kTQgDDLvSI9tu+rX148dwsaouGVx0+PgEAuKcLLlMalSklf2emuNEP3HHnrjS0SAhfe9nbzEsGCmij2p62My/fnFq+OuXIiQnsvSzVdRfiRH7alLSzDFu5TKnWLUzmy13XBhUAbrx8vhXqourdWt3C0ROTuGv3ECIuVKd6LRHp3n7gjvv3ZPDUm9O4MNdakKpZjX7gGhNOaOOJhEO4YjCBU5PLn4+efvMC5ip1zkshWoPTKt5qIYY07rQOT3be9slv+7b248Vz2YtiSE4V6b3XdFEMyeczkpvJRXftHkIsHPI84cTPGJKXJ+sPAfji/Pe/CODDyy2SUj4KIO/hPojWrcGkBksCM8Xm37SNzZaQTrrT9slv+7b2w6xaODG+8CXj0LEJ7BhK4srBngB31pyg+l26GXTt0SJ47840Hn5lvKUDWCt4mUIb2Wo9wWfmKnj29Azu2q3+wZ8oSFokjL5EtKW5chM5u+1Tt7VBBYD+nhiuGuy5qHr32dMzmClWu6JyFwDiPs9M8aJS+/69GVjS7sPuBb+HqxKpZns6iVMrVKY8emICWiSE27cP+rwrou6SNjTULInZFhI8R2dNDKf0rkjOuNS+rX0oVup4bWLha8fh4xPYNWxg66ZEgDtrjt8xJCmlHUNKuZdsktQieM/Vg3j4lXFIuT5iSMKrD0QIMSul7Fv04xkp5Uqtvu4E8OtSyu9d5fU+CuCjAJBOp29+8MEHm9pHoVBAMpl0fa2Xr809t7dWlX34uefvjNfw+efL+My749hihFZd6/ij75RQqgG/fVt8zbVe7LmTteeLFj7xeAk/cW0M7xwoQ2g9+OUjRTxwRRT/067Ve12q8PnO5gr41W8JfP+OKD60Y+3enJ3uo1ST+MXDRfzwrijef2Vs1bWtvO43367iL1+q4LfepWN7X3jN9a28NgD81jdLGIwL/OpN+pprW3ndTteqsg/uWb21br52zZL46KEiPnBVFD94deyitd8areEvXizjt2/TcVXv0uF6/Hvu7rWq7GO97PlTTxQx0hPCL+9bGixfbv3JmTp+9ykTv3azhuvSkVXXerXnTtb/5YtlvDRVw5/uT2Bubg7/di6KR0/X8P/cnWhkNaq258X+9uUCDr8t8FfvS6zZoseNPf/t8TIeO1fD/3vPxX9eJ68tpcQnHi9hc08I/+EWfdW17ezZOff/zu06tqbCLb+uW/vwc60q++Ce1Vj7jycr+MobVfz5vQlEQ6KxXkqJ//h4CZuTIXz85uUvSFX4+FTZBz8+9fbh556fHqvhP79QxmffHcflTcaQ/vDpEqoW8Jvv6r4Y0mTRwn98vISfvDaGdwyUgVgPfuVoER+4Moof3Kl+DGkmV8DHvyXwA1dH8cHt3seQ5qoS/+ujRfzIrhgeuDK66tpWXvcb56r4q5cr+N9u03Flr/sxpE8/UUTmknN/K6+7f//+Z6WUtzS1GLAPfe1+A3AYwMvLfPsQgNlL1s6s8jp3AjjY7J+7c+dO2ayjR496stbL1+ae21uryj783PPTb07LbQcOysdenWz6de/63FH583/9TNt7aHW9m2sty5I3f+aQ/PjfPSePHj0q//m75+S2Awfls6cv+LqPTtZe81sPyc/82yu+7OPkRE5uO3BQfvn5t1193dm5itz+G1+Rv/fVY02tb+W1pZTy9t9/VH78759z/XU7XavKPrhn9da6/dr7/+io/IW/eWbJ2l/62+/Kmz9zSNbrVsd7aHW9CmtV2Qc/PvX2sdzaH/3zJ+UP/OdvNr3+y8+/LbcdOChfHc+5ug831jaz/q+ffEtuO3BQnpmek0eOHJHv/T+OyI/8f0+5ug8v/2184q8eltsOHJRz5aqrr7vS2l/80jPyrs8t/bVOX/uzB1+ROz71FZktVVx9XSml/PunzzQ+x+28rlv78HOtKvvgntVY67z3c75OO+tPTuTltgMH5d88+ZYv+2h3rSr74Men3j783POTp6bktgMH5RMnzzf9uvv/6Kj89196tu09tLrezbWWZcmbfucR+R/+/nl59OhR+Y/PnpXbDhyUz5+Z8XUfnazd+emvyt/7ytLYixf7ODFmx5D+7QV3Y0gXCmV51W98Rf7BQ8ebWt/Ka0sp5bt+77D89Qefb/t1ATwjW7gP6ahGS0p5j5Ry7zLfvgxgQggxAgDz/53s5M8ioqXSLQ5YlVLa/Q+7bHCYQwiBm7b24bmzdhuLQ8cnMJjUGr3Cu4GhR3wr0VzoB+7RdA8FAAAgAElEQVTu57s3EcXtOwbxtZe9KdPMm1WkOICeNrDtQ0vbWFTrFh57dRL7d6URCnGwKtFa0obW0syU8fnhqt04gB4A9m2xz0LfPTOD0TmJ09NF3NMFvcAdcZ/bWNj9wN2fj3P/3gyqdYkjx91/6+v0S+cZiTYqpxXqqUtaoR45Yc/Q3M95KURrShutx5BGs6WuPR8JIbBva19jrtzh4xMYMjRcd1lvwDtrnqFHkfPtfOTNebi/J4bbrtrkYQxp/Qyg/1cAH5n//kcAfNnDP4toQxqcfxA22xM8Z9ZQrNSxuQuHqzr2be3Hm1NzmDEtPPbqedxzzVBXBRYNPYp82Z/hYc5lSsbFAfSOB/ZmcHq6eNH8GjdIKVEoc2YKbWzb00m8OTV30aDEZ0/PIGfWcPc1DBQQNcMZsNqs0VkTSS3i6xsxN+3OGIhHw3juzCyem7DfcHfLvBTAnpkC2AkVfnB7ppxj35Z+DKc0fO1l9+emOBdNSZ6RaIO6Km3PyLx0rtyjxyexO2Pgsr7ufY9L5JdWL1OypSrMquXJM9Mv+7b2443zc5h1YkjXDndVDCmlR3w9HwFAxqOEkzen5i6aX+OGuuV/DMnLy5Q/AHCvEOIkgHvnfwwhxC1CiC84i4QQ3wDwDwDuFkKcE0Lc5+GeiNaVnlgY8Wi46QehF8M2/bZvq515+dU3qyiUa10VKADsypRcyZ+sAufzPezBZcq91w4jJICHXA4WzFXqsCSHq9LGtmMoiWpd4syFYuPnjpyYRDQs8D1XpwPcGVH3SBsaipU65srNPXPHs2bXZl0CQCQcwvWX9+K5s7P47mQdN1ze68nz3yuJ+cd+1oczUq1uYTJf9uTzHQoJ3Lcng6+/Nolixd2PJW/W0BMLI9xFASAiNyViEVzWF7+oejdbrOKZ0zNMNiFqkqFFoEVCTSecjM7aMYXNXXxZ6cSQvvJmFXOVenfGkHys3BUCGJq/dHPT+/YMQwjgoZfHXH3dwvxZf11cpkgpp6WUd0spr57/74X5n39GSvlzi9a9R0qZllLGpZSXSykf9mpPROuNEMJuY9Hsg3C+ZG9zl7b5AoDrL+9FSABHz9QQj4bx7h2DQW+pJYYe9S2rYCxbwmBSQyzi/pf6waSGW68YwNdcfhA6fzfdmhlM5Ibt85mXp87PNX7u0eMTeNdVm5DUeNFI1IzBFluhjmVLXZ1sAtiZl6+8ncUbWaurWnwBi9t8eX9GOl8oo25Jzz7f9+/JwKza2a9uyptVno9ow7sq3YPXF12mPHbyPOqWxF27u+trHlFQhBAYTDbfCnU8Z8eQuvmMdP3lfY0YUiIWxm1XbQp6Sy3xO4aUTmqIht2PIQ0ZOm7Z1u969W4+gDaoXlamEJEPWmlj4WXJnl8SsQh2Z1KoSeA9Vw9Cj4aD3lJL/J6Z4mWW7QN7M3htorBktkMnnL8bVqbQRrZ9vie408bi9PQcTp2fw13sBU7UtHSLrVDHsmZXt0EF7MzLmmX3ob53T3cFFhNR/2ameDVTzvGOKwfQn4jia6+4HSxgG1SiHUNJnJqcgzX/te7oiUkM9MRw45bumaFJFLSWEnKdypQuPiMltQh2DhuoSeCOnWnGkFbhdQzp/r0jODGex1tTc2svblIQMSRephB1ucFkrPmsy9kSQh6V7PnJKdPstvJMwL4t96tE06t+4I779mYAwNXMAlamENlfJ4YMrXFReeSEPciYlylEzUu3UJlSqVk4Xyh3ddYlsDCEPh0X2DVsBLyb1jhtvvwIFjSSi1LeBIYi4RDuvXYYR45Polyru/a6+XKVlym04W1PJ1Gq1jGWM2FJiaOvTuLOXWm2vyNqQdpooTIlayIcEo0klW61b2s/gO6NIXX7TDnHffPJPm62i1+4TGFlChE1qZUH4VjWRNrwpmTPT/dcO4wBXeDuLmthAfg7PMzrrIKR3jhu3NKHh13MvMyxMoUIgJ156VSmHDkxiR1DSWzb1BPwroi6R2PAahOZl5N5E1J2dxtUABhK6bj1in685/IIhOiuwKKfbb68rkwBgAf2jiBfruFbr0+79pp2ZQqTTWhj27GoevfUrIXZYhV3s8UXUUta6W4ymi1h2NC6/sLy3muHMKCLrkxO87MyxZ4h6F0V0uX9CVx/ea+r1bsLCbmsTCGiJqWTOmaKVVTr1pprxzz+wuiX/buG8Md3JjDQEwt6Ky0z9AjKNcvVTMXlFCs1ZEtVz7Ns79+bwYvnsjg3U1x7cROcQ0KKlym0wW1PJ3HqfAGlmsS335jG3V148CcK0kBPDCHRXGXK2Dpog+r4h1+4HR/c3n3nIy0MhEPCp8qUErRICH0J7y4mbt+xCYYWcXXIKtt8EdnnIwA4NVnA85N1REIC79nZXTM0iYI2mNQwPVdBrYkYkteVCn65a/cw/vjOBPoS3XdGMvQoipV6U5+vTuTNKvLlmuef7/v2ZPDC2VmMzpZceT22+SKiljmZl9OFypprR7MlT7PwaG1ORqHXwYJxH7IuAXtuCuBeqy+2+SKy7RhKIm/W8M23a6jWZVdmUREFKRwSGOhpLvPSeTO3mWekwAghkNQiyPlUmTLSq3tavaNFwrjrmiEcOjbhWvCDA+iJ7BbXvfEoXj9fwAvna3jHlQO+Dh0mWg/ShgYpgQtza8eQxrImRvq6P9mkmzmXBF7HkCZy/saQ3OpwEkQMiZcpRF1uMGnfrK+VeSml9Lxkj9bm14PQ637gjm2benDNSMq1B2GuxDZfRMBC5uXDb1WR0iO4eVt/wDsi6j7NtkJtPDN5mRKoVNyfNhZ+Zdk+sDeDmWIVT795wZXXy5k1Vu7ShieEwI6hJJ44OYVzBSabELXDmSs32UQMaXS2hJEUz0dB8iuG1KjU9vjzfVU6iV3DhmtzU4JoFc/LFKIut9AT3Fx1Xa5UQ7FS7/p+4N0u1ahM8Tbz0o9+4I7792TwzOkZTOZX/zfYjLxZRTgkEI+GXdgZUfdyeoKfL0ncsWsIkS6fdUUUhGYvU8ayJgwtwqz/gBmaPwNW/Wp7+96daejRkCvBgnKtjkrNYrIJEYDt6R6cuWC3GOZlClHrnBjSWtW7s8UqyjWLlSkBS8Xt86nX1bsLMSTvP9/37c3gO29daHr+82pyZhWxcAi6jzEkvjMn6nKNy5Q1vgiN5ewWFsy6DJZvlSk5/7JsH7guAymBR16Z6Pi1nH7g3TY4l8htwykNSc3+esF5KUTtGUzGmrxMKWGEySaBM/RII7vQK5YlMZHzpzIlEYvgzp1DePiVcVhSdvRaC/3AeeFH5CScDCcErpqv5CWi5jmVKWudkUazbIOqAr+7mwylNE//HMCu3pUSOHTMvRiSn3iZQtTlBpNOVsHq/S7HZv27ZaaVGb5VppTQn4j6cjt/9VASVw32uDI3xe4HzqxLIiEEtqd7IADcsTMd9HaIulLa0DBVqECuEcgey5rrYvh8tzP0qOeBgqm5MmqW9G2G4P17M5jMl3FqtrO5KUEMVyVSldMK9cY0K9mJ2jFozLeKX6MyhW1Q1eBnd5NNPTFfYki7Mwa2bUrgoZfHOn4tXqYQUcv0aBiGHlm7MsXHtk+0MueLvNeZl+M+BoaEELh/bwZPvjGNQqXzzEtDY9YlEQC8/7oRvOfyCPp7YkFvhagrpZMaKnWrMY9rJWNZk1mXCkjpEc8DBeM+9QN33HXNEKJhgWcmOjv3BTFclUhV+7b249qRFN59GS8XidqRiEWQ1CKYyq+ekDs6/8zczDZfgfKvMqXk28VZI4Z0ahpz1U5jSFXfz0e8TCFaB5rpCT6WLSEkgCHD+5I9WpmTVZAreZ9V4OfF2Z27hlC3JF6frXf0OkFkFRCp6ufv2I6f2cuv2UTtamauXKVmYapQZtalAgw94sv5CPCvUjulR3Hztn6cnGFlCpFbBnpi+OqvvgdbU6xMIWpX2tCaqEwpIRISjW4oFAznosCPmSm+xpB2DqFmSZzqwhgSL1OI1oF0spnLFBNDhs4hxgFL+tjv0s/A0OX9dlBittxZVkEugKwCIiJan5ye4JOrnJEmciakBDazzVfgUvEoCuXamm3ZOhFEy5LL+xOYMTvPugR4mUJERO6w58qtnGwC2K3ih1M6wiHOMw2Sn3N3g4ghzXQYQwqiVTyjqkTrwKChYWqNrAIOV1VDOCSQ1CKePgjNah3TcxVfW5akDQ1CwIVgQQ0pBgqIiMgFTmXKanPlxtgPXBmGHoElgblKZxmKqxnLmoiFQ9jkY/vETEpHtiJRt9o/IzntYVNMOCEiIhc0193E3+A6LS8aDiEeDXvaCrVUqWO2WPV1xvLwfMvVWRdiSGzzRUQta7YyhfNS1GB43BN8Mmf/W/BzmG40HMJgUuvKrAIiIlqfGm2+VjkjjWVLAIDNTDgJnOHDgNXxbAnDvRpCPmbZDvfqsCTWTHxaDdt8ERGRm9JJbdVkE2A+IZcxJCXYMSTvEnLHc/7PWI5F7OQWNxJyWZlCRC1LGxry5RrM6vKZfFJKjM2avt4y08q8fhA6gSG/Dz6ZlN7Rg1BKiULZ/6wCIiJan3rjUUTDYo3LFKcyhWekoPnRxmIsa2Ik5e/n2hl277QYa4dzwZTUeJlCRESdG0xqyJaqKNdWiSExIVcZfsWQ/K5EGk7pHSXk1q1gYki8TCFaB9bKvMyVaihV63wQKsLQo8iXPcy6zAXTsmQ4pWPGbH/A6lylDksy65KIiNwhhD00dbWKgPGsCUOPMEitAF8qU3zuBw4sukzJdXKZUkMiFubsQyIicsVarVBnilWUaxYTchVh6FFPB9A7CR9+f74zvZ0l5BbKThtUVqYQUYucAavnVwgWjDYqFfggVIGhR5AreZdVMDo7f5mS8jlY0NtZm6+F4aqsTCEiInes1RN8dJYtLFThJFN4dUYKKst2uNc+p090dJnCNqhEROSetRJyR2eD6XZByzP0SGN+mhcaldo+x5DsypT2E3IXYki8TCGiFq31IGy0fWI/cCUYetTzfuApPYIen7NsMykdc1Ws2G5uLewHTkREbltrrpwdXGeyiQqc4epeZV5emKugUrN8r0wZ7NEQFp22+WIbVCIick+jMmWFM1KjUqGPZyQVpDyOIY1lS+hLRBGPhT37M5aTSenIV7Biu7m1LMSQ2OaLiFq09mWK/8OkaGUpz/tdBhMYGp7PYmg38zKorAIiIlq/BpPaipW7ANgPXCEpj2emBHUeDoUEejXRcZsvno+IiMgtg2t0NwlqDistLxX3eAB91vS9KgWwu5sAwGRu5bP6aoJKyOVlCtE6MNATA4AVe4KPzZoIhwSGDD4IVWBXpnj4IAygHziwMKOl3czLXEBZBUREtH6lDQ0X5iqoW0vbUJZrdUwVyqxMUcTCzBRvzkjO+SQTwOe7XxMutPni+YiIiNyxKWnHkFZLyI2EROPShYLldXeToJKL3EvIZWUKEbUoGg5hoCe26oNwyNAQDgmfd0bLMfQIKnWr7XZYawnqQdjpgFUneOL38DAiIlq/0oaGuiUxU1w6YNXJgmMbVDXo0RAiIeFZsGAsF1yldr8uXGjzxfMRERG5Q4uE0ZeIrpyQmzUxnNIZQ1KEoUVgVi1Uau3PF1nNeNYMJNmkkZDbYQyJlSlE1JbVeoKPZTlcVSXOZYEXPcErNQtThXIglSnDvd2ZVUBEROvXaq1QOVxVLUKI+QGr3lymjGdLCAeUZduvC0y02cICsKt3mWxCRERuYgypexiNVqjun5HMah3Tc5VgE3LbTDjhAHoi6kjaWLkn+DiHqyrFyzYWk3kTUgYTGDK0CLQwMJ7trn6XRES0fjV6gi8TLBhvVCrwjKQKL1uhjmVNDAdUqd2vCRTKNRTK7X1sbPNFRERuG1z1MsXk8HmFeBpDmk/2CCIhtzceRTTUfkJurtHdhG2+iKgNg8nYsiWaUkqMMqtAKYaHA1aD7AcuhOioJ3jerCIcEkjEwi7vjIiINiqnMmW5M9LobHBtn2h5Xg5YtVtYBPO57tNDjT20qlKzUK5ZMDQmmxARkXtWSsiVUgbWOpyW52UMaSwbXKW2EMJuhdrBAPpoWECL+Hu9wcsUonUibdhZBVJePGA1W6rCrFqBvXmkpVJxJ6vA/RLNsWywgSH7Qdh+v8ukFoEQ7MtKRETuWK3N13i2hJQeQQ+D1MowNO8GrAZZqd2v2WebdhJOgmphQURE61va0DC1zPnowlwFlZrFyxSFeBlDGg9wphxgn5EmOmjzZehR32NIvEwhWifShgazai1pH+BkXW5miaYy/KlMCSrzsv0BqxyuSkREbuuJhRGPhpefmcI2qMoxdG8qU5ws26DOR/26/Sa/nTPSQhtUtvkiIiL3pA0Nc5U65i6JIQWdoElLGY25u15UpgTX3QToPCE3iBgSL1OI1omVMi/HcxyuqpqFfpfeVKb0xMKBtYLo10KYzJuwLLn24kuwHzgREblNCIFBI7ZsG4vxrImRPp6PVOLVzJRcqYZStR5o5S6AtoIFnClHRERecObKXdoKdeEyhQknqkh5GEMaz5owtAiSAcWQ+rQQxnPmki47zbBjSLxMIaI2LTwIKxf9/EI/cD4IVdHIKih5UJmSKyHTqwfWKqtfF6jWJS4UK2svvkSOlSlEROSBdFJbdmbKGGfKKcfQI8iVPEg2mU8uCqoyRQsLpPRIW22+co02X0w4ISIi96w0Vy7IGRq0PG8rU0qBjgXo1wUqNQuzxdbPf3mzBkPz/3zk2WWKEGJACHFICHFy/r/9y6y5UQjxpBDiFSHEi0KIH/FqP0Tr3YqVKVkT4ZBo/DoFLxmLQAjvKlOCbOnm9ARvt41FipcpRETkMmeu3GLlWh1ThQqTTRSTikdRqNTaqnBdjQpZtplevc3zEWemEBGR+9LJ5WNIY1kTkZBoJOxS8JyqEa8qU0aCjCF1WL273ipTPgngUSnl1QAenf/xpYoAflJKuQfA/QD+RAjR5+GeiNathQfhxV+ARrMlDBsawiEO9VZFKCSQjEU8ySoYz5rIpILNKgDaH7DKrEsiInLbcpcpE1n7x0Fm4tFSKT0CKYFCxd0z0rgC/d+HU3qblSn230WKZyQiInLRSgm5Y7MlDKd0hBhDUkYkHEIiFvakFepY1sRIkDEkrZPLlGBiSF5epnwIwBfnv/9FAB++dIGU8jUp5cn5748CmASQ9nBPROtWfyKGcEgs6Qk+NhvsLTMtLxV3vyd4rW5hMl8ONFDQjVkFRES0vg0mNcwUq6jWrcbPjc63sNjMyhSlOOcAt89IY1kTIYFAK7UzKZ0zU4iISBkDPTGExPKVKZs5U045KT3qemVKtW7hfKEceJsvAJhos7tJEOcj0c6Al6ZeWIhZKWXfoh/PSCmXtPpa9OvvgH3pskdKaS3z6x8F8FEASKfTNz/44INN7aNQKCCZTLq+1svX5p7bW6vKPoLc88eOFnF9Ooyf2as11h54vIhtqRD+/Y0rf3Hk37P/a3/ziSKGEiH8yk3ufF4KhQKqkQQ+/vUSfmpPDHduWfl23su/52y+gI99U+D7tkfxA1fHmn5tKSV+9pEi3n9lFD+0c+nvU+Hzp8o+uGf11qqyD+65u9eqso/1uOejZ6r44rEK/q874+jXQygUCngxp+MvXizj978njpHkyvllKnx8quzDjz1/Z7yGzz9fxmfeHccWY/nPSzuv+1cvlfHSVB1/sj/h+p6bXfvwWAwHT1XxhfclVq0Yv/R1/+X1Cv7ldfv3RS75ffx3pN5aVfbBPau3VpV98ONTbx9B7vlXjhRx01AYP7UohvSJx4rY3hfCL9zAGFLQ+1i89lNPFLG5J4Rf2udeDKkcTuDXHivhp/fEcEdAMaTZXAEf+5bAh3dE8eEdzceQLCnxsw8XV4w9tbKP/fv3PyulvKXpTUsp2/4G4DCAl5f59iEAs5esnVnldUYAvArgXc38uTt37pTNOnr0qCdrvXxt7rm9tarsI8g9v/9PH5c//V+ebqy1LEvu/PRX5WcPvuLaHlpdr8JaVfaxeO0P/dk35Y/++ZOuvvZ3T1+Q2w4clEeOT7j6uq04evSovPWzh+Qn/uH5ll67YFbltgMH5Z99/fWO97GR/h11yz64Z/XWqrKP9b7n9f7xqbKPtdY+/PKY3HbgoHzx7Gxj/eePnpTbDhyUc+Wqb/tod60q+/Bjz4+/Nim3HTgon35z2tXX/fEvfFt+8D890fT6Vl672bV/8+RbctuBg3JsttTS6/7Ov70id//mQx3vodX1KqxVZR/cs3prVdnHet/zev/4VNlHkHu+/08elz/7X7/TWGtZlrz6U1+Vv/eVY67todX1KqxVZR+L137/55+QP/aX33b1tZ95a1puO3BQHj0RbAzp5s88Ij/5jy+09NrZUkVuO3BQ/sVjpzreB4BnZAv3IR3Vwkgp71np14QQE0KIESnlmBBiBHYLr+XWpQB8BcBvSim/3cl+iDa6S3uCzxarKNcsZNjCQjmGHm2rb/ZqnOGqQfd/z/TqGM+V1164CFtYEBGRVwadnuAFE0AvAHuGRm88ikSMzx2VOH2vcyV321iMZU3sSDefJekFZ6bdeM5s6axm9wPnv1MiInLfYDJ2Uav46bkKKnUr0NbhtDxDj2KmWHH1NUdnnZlywcYMh1N6Y75ds4KMIXk5M+VfAXxk/vsfAfDlSxcIIWIA/hnAX0sp/8HDvRBtCINJDVOLHoQL/cD5IFSNoUc86QcOBDtcFZgfsNryg9AOmnAAPRERuS2dtC9TpvILb0BHZ83An5e0VMqjmSnj2dYuMLzg/PntBAt4mUJERF5IGxqmFiXkjs06CZpMyFWNFzGkcVUSclPtJOQGF0Py8jLlDwDcK4Q4CeDe+R9DCHGLEOIL82t+GMB7AfyUEOL5+W83ergnonUtbdiXKZZlz0JS5QsjLWU/CN3NuhzPlqBHQ+iNB3sh0c6A1dz8oSDFYAEREbks3ahMWXiTNp4r8TJFQc4bYjfPSHmzikK5Fvjne3i+MqXVyuS8WUMq4LMdERGtT2lDw/lC2RnBgDEnIZcD6JVjeDCAfixrIhELBx6HGe7V2zofAUAq7v/ePfsTpZTTAO5e5uefAfBz89//EoAvebUHoo0mndRQrUtk51sjjM5fpmzuY1aBalJ6FHmzBiklhFh5CGkrxrImRnrjrr1euzK9OrKlKsxqHXo03NTvYWUKERF5RY+GYeiRi1qhjs2auO6yvgB3RctxKjByLmZeqpJctKknhmhYtJxwkjer6E2sPpCViIioHemkhkrNajx3VWkdTkul4hFXz0eAnVyU6dWDjyGldFyYq6Bcq0OLqB9D8rIyhYh8dmnm5Xi2hEhIYHC+vQWpw9CjqFkSZtVy7TXHs2ajH3eQnMzLVtpY5FmZQkREHkonF+bKVeoS03MVtkFVkB4NIxYOudrGYqENarDJRaGQwJDRTitUtvkiIiJvNGJI82eksayJaFhgsIcxJNWk9CgqNQvlWt2117QTcoM/DztxrMkWWn2t15kpROSzwUZP8PkH4ayJ4ZSOcCjYW2Zaymj0BHevTFO1B2ErmZcLD0JWphARkfsG59tYAMBs2W5lwaxLNbndCnVckZlyADCc0tpqhcpkEyIi8kJjrlzBuUwpYTilI8QYknIMD+bK2Qm5wXeyGe5tPYaU42UKEbnh0soUVYLrtNRCGwt3ggWWlJjIBT9cFQAyvfa/w1Z6Xi6UaDJYQERE7ls8YPWCaV+msA2qmgzd3TYWTmXKUCr4LNtMb+tz5fJmlckmRETkieUqUzZz+LySGjGkkjsxpLolMZkvKxEzzLTV3cT+e0ixzRcRdWLpg7CkRHCdlnK+4LsVLMhVJGqWVOJB2G6br3BIIBFrrj8mERFRKxa3+XIuU3hGUlMq7u6A1fFcCYPJWNM9uL00nGqtzZfdzsOCoTHZhIiI3McYUvcwNDuG5FZlSq4iUbekEp9v5zKltYTcGqJhAS3i/9UGL1OI1pGUHkEsEsL5fBlSSjurgFmXSnK7RHOmERgK/vNt6FH0xMIttvmqIqlFAh98RkRE61Pa0JAv12BW67hQsueVqZCAQEvZbb7crUxRIVAA2MGCuUq96csiVu4SEZGXeuNRRMMC5wtlu9tFtoyRPjWemXQxt2NITnKRCufhVDwCPRpquTLF0KOBxJB4mUK0jggh7MzLQhmFKlCuWUoMJKelUnEnq8CdzEuVHoTAfOZli1kFDBQQEZFXnJ7g5/NlXChL9MajSMT43FGRoblcmaJIP3BgoRqq2TMSZ8oREZGXhBAYTNqtUPMVoFK3MMIYkpK8iiGpkHAihEAm1Vor1CBjSLxMIVpnBg27jcUF08663MysAiV5V5mixud7OKW3lFWQM2sMFBARkWcWz5W7UFKjLSYtz4vKFFU+3wutUMtNrc8HOFyViIg2hrRhJ+Q6MaQRdjdRklcxpBEFupsA3ZWQy8sUonXG6Ql+QaG2T7SUc3HgZlZBLBzCQCLmyut1KtOrYyLXXKAAcEo0GSggIiJvLO4JPlOWbIOqMEOPuhYoKNcksqWqMskmjQGrTVemOG2+mHBCRETeuDSGxAH0ajIac3fdiyFpkRD6E2qcMTK9rVamVBtzZPzGyxSidSZtxDBVWPwgVOPNI12sJxZGSAC5kltZBRYyvTpCITVmjjhZBZYlm1qfN2tI8TKFiIg8Mri4zVfJUia4TksZegSFcg31Js8Qq5kpz5+HFanUbrXNV46VKURE5LHBJQm5ajwz6WJJzT4L5FyrTLEw0qsrM7c2k7ITcqVsPobEyhQickU6qeHCXAXTJYlISDSCB6QWIQSSWsTVyhSVDj2ZlIaaJTE9V2lqfb5cZdYlERF5ZlPSrtx8e7aEfJXJJipzeoIXXAgWNAJDisxM0aNh9MajTbdCdc6JKZ6RiIjII2lDw/R8DCkWDmFTjxrdLuhi4ZC7MaSZsloxpOGUjkrNwkyxuY8vH2CreF6mEK0zaRGydy0AACAASURBVEODJYHTuTqGU+pUKtBSbraxmCmr1f+9nQGrzLokIiKvRMMhDPTE8NK5LAC2QVWZcx5wo43FjNP/XaUzUgsDVjkzhYiIvJY2NNQtibP5OoZ7NcaQFObmXLkLplRmXgqwEENqNuEkF2CreF6mEK0zTk/wN7OWMi0NaHmpeNSVEk0ppXKVKQsDVtd+EEopeZlCRESeSyc1vHhuFgArU1SWcnHAqootS4Z7mx+w6vwdJHlGIiIijyyOIakUXKelUnrUlcoUy5KYUTSG1MwZybIkCuXgWsXzMoVonXHaehVrzLpUnZ1V4ELWZbGKmgWMpNR5EDayCpp4EJaqddQtyTZfRETkqUEj1khiUOnNI13MOQ+4ckYyJfoTUejRcMev5ZZMSmupzVc8GkY0zLftRETkjcUxJJUqOWkptypTpucqqEu1Pt+txJDmKjVICbb5IiJ3OFkFALMuVZdy6UE4OlsCoNblWTqpISSayypgCwsiIvJDetEcOWZeqstwsTJl2pRKnY8Au83XVKGMWt1acy0rd4mIyGuLY0g8H6nNrcuUsex8DEmhhNwhQ4MQzXU3CTqGxMsUonVm8cB5Zl2qzdCjrvQDdx42KmUVRMIhDCaby7x0Mk9ZmUJERF5yggU9USAeU6dSgS7mDFt3Z2aKWjPlALvNlyWB84Xymmvz5eD6gRMR0cZw8WWKWs9MuphbMaSxRgxJncuzaDiETT1aiwm5rEwhIhf0aBH0zAcIVPrCSEu5llWQU+8yBbAv85op0cyxMoWIiHzgBAsGdL4FUpmblSkzpqVcclGmhblydmUKk02IiMg7PbEw4lEnhqTWM5Mu5lYMyTmDKHdG6tWaiiEtJOSyMoWIXDI4Hyzgg1Bthh5BoVyDlLKj1xnPlhAWwKZFVUkqGE41N2DVOQwENTyMiIg2Bqd6d0AXAe+EVuPWzBSzWke+qtZMOaC1Aas5tvkiIiKPCSEwaMQAMCFXdcb8APpOY0hjWdOOIfXEXNqZOzIpnW2+iCgYTk/wkT613jzSxVJ6FHVLolipd/Q6Y1kTfZpAOKRWcKjZB2GuxDZfRETkvYXKFLWel3SxWCQELRLqOPPSuaxQL+uylcqUaqPtGRERkVcYQ+oOqXgE1bpEubb23LXVjGdL6NcFQorFkJpNyM0F3CqelylE61Da0BAWwGCPWpUKdLGFzMvOggXjWRP9CgaGMr06cmYNpTUui4LOKiAioo3BuUxR8ZlJF7N7gnd2PlKxHzgADCRiiIYFxnNNzExhZQoREfkgbWiICPsZReoyXJorN5Y1lUwuyqR0zBSrMKurx5ByAXc34WUK0Tp0+/ZNuHEorNwtM11soSd4Zw/CcUUfhE4bi7V6XnIAPRER+WHrQAK7MwZ2D3D4vOpSesSV8xGgXmVKKCQwZDTbCpUD6ImIyHu3bx9kDKkLpFyaKzeeM9Gvqfe5Hp4/s02ukXASdAyJlylE69BP3HYFfnmfWm8caSnnzXEnWQVSSoypWpnS5IDVvFlDSNiD74iIiLySiEXwtY+9Fzv7+bxRnRF3rzJFtcsUwN7TWuejat2CWbWYbEJERJ77yO1X4JcYQ1JeI4ZUciOGpN6VQKbphNwaIiEBPRrMx6De3xwR0QaxUKLZfrAgV6qhVK1jQMUHYa/dTmWtzMu8WUVSi0AI9S6EiIiIyH/uVKaUEI8ASU29yo5MEz3B2QaViIiIFnOjVfxMsYpKzVKyu0ljrlwTMSRDDy6GpF70jYhog3CjRHMsVwKgZv/35tt81Zh1SURERA2GHum4hYWq/cAB+4w0njMhpVxxTdAtLIiIiEgthhsxpKz6MaSJJrqbBHk+4mUKEVFAUnEnq6D9zEunhcWAgv0uDT2Knlh4zTYWOQ5XJSIiokUMLdp5ZUpOzRYWgF29W6zUkS+vHAxhZQoREREtltI7jyE58RkVE05SegTxaLjJhNzgzkdqni6JiDYAN7IKnAehilkFgD1ArJk2XylmXRIREdG8jVCZAqyeeZlrVKbwMoWIiIjcqkxR9zJFCGHPlWuyzVdQeJlCRBSQeDSMcEh0NDxsLGsiJIA+BStTALsnuOpZBURERKQWQ4+iWKmjWrfa+v2VmoWpQlnJQAHQ3IBVJ1DChBMiIiICgJ5YBEIsJFy0YzxrIhwS6FU0hjSc0tjmi4iIlieE6DjzcjxbwpChIxxS80GYSelrPwjLwWYVEBERkVpScftcUGjzjDSZNyGlupW7jQGrq5yR2OaLiIiIFguFBJJaZzGksayJYUNDKKDh7WvphoRcXqYQEQXIvkzprDLFeUOuouFeHZP5MixrtQGrHEBPREREC4xGT/D2ggXjCs+UAxa1+Vq1MoUD6ImIiOhiKT3aWWVKrqR+DClXhpQrx5ByAbeK9+wyRQgxIIQ4JIQ4Of/f/mXWbBNCPCuEeF4I8YoQ4he82g8RkYrsAaudzUwZUfhBmEnpqFkSU3PlZX9dShl4VgERERGpxTkXtBssWOgHrmbuoB4Noy8RbarNF89IRERE5Oi0u8lY1sRIb9zFHbkrk9JRqVu4MFdZ9tctS6JQXr+VKZ8E8KiU8moAj87/+FJjAG6XUt4I4J0APimE2OzhnoiIlJKKd9rmS/HKlMaA1eUvU0rVOuqWZNYlERERNXQ6YNWpTFG1zRcw38ZihfMRAORKVejREKJhNS+EiIiIyH8pPdp2dxMppfIxpLXmys1VapAy2GQTL09mHwLwxfnvfxHAhy9dIKWsSCmdE6Tm8X6IiJRjdFCimTeryJdralem9K7+IGTWJREREV0q1Wjz1d4ZaTRbQk8sjLjCx4vhlL5Gmy+2QSUiIqKLdVKZkivVUKzUlY4hDfeu3gp1IYa0Dtt8ARiWUo4BwPx/h5ZbJITYIoR4EcBZAH8opRz1cE9ERErp5EHoZF1mFC/RBFa7THH6gSsc7SAiIiJfLbT5av+MlOnVIRQdrgqsPWA1X67yfEREREQXMfRI+21QcyUA6I7KlBWqd1VIyBWrDXRZ8zcLcRhAZplf+jSAL0op+xatnZFSLpmbsujXNwP4FwDfJ6WcWObXPwrgowCQTqdvfvDBB5vaY6FQQDKZdH2tl6/NPbe3VpV9cM/qrVVlH8ut/dKxMr45WsOf3dPT8mu/PFXD554p41Pv1LE5Wgr841tufd2S+LlHivje7VH84NWxJWvHa3F89tsmPn6zhhvSKz8MVfj8qbIP7lm9tarsg3vu7rWq7IN7Vm+tKvvwc8+FisQvHSnix3bHcO8V0VXXLud3niwhHgF+8Zq6sn/P/3yygn89VcUX3pdAOCSWrP2j75RQqgG/fdvKSTP8d6TeWlX2wT2rt1aVffDjU28f3LN6a1XZx3Jr//pYGU+N1fD5u1uPIb14voY/fraMT79Tx4iiMaSaJfG/PFLEB7dH8f3LxJDGqnH87lMmfu1mDde5FEPav3//s1LKW5retJTSk28AXgUwMv/9EQCvNvF7/guAH1pr3c6dO2Wzjh496slaL1+be25vrSr74J7VW6vKPpZb+7mHT8grPnlQ1utWy6/990+fkdsOHJRnpueU+PhWWv+O3z0kf/3B55dd+/VXJ+W2Awfld96cdm0fG/Hfker74J7VW6vKPtb7ntf7x6fKPrhn9dZ2+tqVWl1uO3BQ/unh19p63Xf+7mH5aw8+r/Tf83/79mm57cBBOTpbXHbtB//TE/LHv/Bt1/bQ6noV1qqyD+5ZvbWq7GO973m9f3yq7IN7Vm+tKvtYbu0fPnRcXvUbX5GW1XoM6W+fss8e52aKSnx8K62/5bOH5IH/8cKya48cn5DbDhyUz56+4No+ADwjW7jz8LLN178C+Mj89z8C4MuXLhBCXC6EiM9/vx/Au+cvYYiINgRDj0BKe4hWq8bm23w5Q95VtVobi4U2X+wJTkRERLZoOIR4NNzWzJRa3cJk3lS6HzgADKc0AAttWy+VN9nmi4iIiC5m6FHULYlStd7y7x3LmhACGDI0D3bmnuGUtmIMyWlxllqnA+j/AMC9QoiTAO6d/zGEELcIIb4wv+YaAE8JIV4A8BiAz0kpX/JwT0RESlkYsNr6Zcp4roTBpIZYxMsv5Z1bbcCqCv0uiYiISD3tzpU7XyjDkmr3AwcWkmFWOyMZGpNNiIiIaEEqbsdO2oohZUtIJzVEw2rHkDIpfZVkk+AH0HsWvZJSTgO4e5mffwbAz81//xCA673aAxGR6owOLlPGsupnXQJ2MOPbb0wv+2scQE9ERETLafcyxancHenVgZLbu3KPc9nDyhQiIiJq1kIMqdpyl5JuiSENp3Q8e3pm2V9TISFX7asoIqJ1znkA5NpoYzGeNZXPugTsB2HOrKFUWVqGmjdrEALoiTFYQERERAtS8Wjb5yMAyKRWHtyugoFEDNGwwHiuvOTXqnULZtViG1QiIiK6iBNDypbaqUzpjhhSJqVjpliFuUwrs7xZRTgkEI+GA9iZjZcpREQBch6E7fQE75asgsx8tsRyPS/zZg1JLYJQSPi9LSIiIlKYoUeR67QyRWGhkMCQsXwrVBWyLomIiEg9qQ5iSONZEyO9aiebAMDw/BlucpmEk7xZg6FHIERwMSRephARBajdNl/FSg3ZUrU7sgpWaWORM6uNuTFEREREDrvNVzuBghK0SAh9CfXPF5ne5XuCsw0qERERLafdGFLerCJfrnVHDGnVhNzg26DyMoWIKECpRpuv1h6E412SdQmsPmDVySogIiIiWizVwcyUkV490IzFZmVSa1WmqH8hRERERP5Z6G7S2hnJOW90QwypkZC7UgxJC/Z8xMsUIqIApeILw8NasXCZon6J5uoPwuCzCoiIiEg9hh5d1y0sADvhZDxnQkp50c87s2JSPCMRERHRIim9vRjSWBfFkBoJuctW7wafkMvLFCKiAGmREKJh0XJWQbf0AweApBZBUous0MaixqxLIiIiWsLQIjCrFio1q6Xf1y0z5QAg06uhWKkjX774HMjKFCIiIlpOIhZGOLS+Y0gpPYJ4NLxsQm7OrAZ+PuJlChFRgIQQ9oDVUouVKfMPFefGXnXDKW3FNhbMuiQiIqJLtVO9a1kSEzmzK/qBAytnXjoBklScZyQiIiJaIIRAUos0qlib5SS3DqU0L7blKiGEPVdupRhSwOcjXqYQEQXMaKMn+Fi2hIGeGPRo2KNduWvlB2HwWQVERESknnZ6gk/NlVGzZFdkXQIrD1hdGEDPMxIRERFdrL0YkonBZAxapDtiSMMpbYU2X9VGq7Og8DKFiChg9oOw9ayCTJdUpQB25uWlD0IppRL9LomIiEg9RqMnePPBAifrMtMF/cCBRXPlVqhM4RmJiIiILtXOXLnxbKlrKncBO+Hk0mQTKSUK5eBjSLxMISIKmKFF28oq6JasS8B+EE7my7CshQGrFQuoWZJZl0RERLTEQmVK88GCbuoHDixq87VMZYoeDSEa5tt1IiIiupihR5BrI4aUSXVHsgkADPfqmMyVIeVCDMmsA5YMPtmEpzMiooCl4q2XaI5nu6cfOGBnXtYsiam5cuPnSlX7oRj0g5CIiIjU45wPWgkWLFSmdMcZSY+G0ZeILtPmq8ZkEyIiIlpWSm89IXc8130JuZW6hQtzlcbPlWpODIltvoiINrRWSzTNah3Tc5WuehAuDFhduEwpzj/7eZlCREREl0rprQ+gH82WEAuHMJCIebUt12VSOsYXnY8AsA0qERERrSjVYqv4UqWO2WK1a5JNgOXnypXmP+Sgz0i8TCEiClirJZpOK4hu6QcOrPAgnM8qCHp4GBEREanHOR+0Wpky3KshFBJebct1wyl9SZuvnFkNPOuSiIiI1GToEeRKrbRBLQHonjaogN3mC7i4FWqRlSlERATYD4JCuYb6onkiq+m2fuDAogGry1ymBJ1VQEREROpJtjkzZaSL+oEDyw9YzZs1pHg+IiIiomU4MaTF80RW021tUIFFCbn/P3v3Hh9pXd/9//3JYZPdTbLsid1FDosiKhYBBfyhVsEjghZbrbb1gFTAVq3U3lbwtlWsVm0923rrz6p4bC1Yq4ioKIJ6a0UOoiCoeOCwsLvAHpLNbpLN4XP/cV2TTCYzs3MluTKfa+b1fDzmkcmVT668r5lv5jtzfa/re5WdvRtlHxKDKQDQZKUPy8NjjR15WcSOcF1fjzo7TNsHy48qSL42+6gCAAAQT2eHaeWyzkxzghftmnJScuTlg8NjGp+cml62Z3S86TsKAABATP29XZpyae/+yYbqZw7ILc4BJ+v7e2Q2+4Dc0j6kZh9wwmAKADRZ1jnBSx1haaS+CDo7TOv7eirmu4xxVAEAAIgpy3Xl3F3bBot1cVUpeT/nLj2wZ+bIyz2jE+rv4WATAAAw18DybPuQSvthirQPqbuzQ+v6emYdkDuzD4lpvgCgrfVPT2PR6JkpIxro7dLKnmINQmxY1Vsx32XylcEUAABQTX9vV8Pvj3bu3a/9k1OFOzNl46oeSbOPvOQC9AAAoJas+5C2Do7ooBXdWr6sM89Yi65yKlSm+QIASJoZVW+8Ixwt1OmZJRsHeqanKJOSjtBMWrmMnQUAAGCuLIMpRbymnJRcgF7S9JGXE1OukfHJph91CQAAYurPOLvJtsHRQp2VUrJhYO4BuZ0dpuXdzR0UYjAFAJqsNKo+NNL4KZpFO+pSqn5UQV9Plzo6rImpAABAVAPLuzWUYUeBJG0s2AEn0xdYTd8jjXLmLgAAqGNmH1KWA3ILuA9pVc+cfUj9vV0ya+4+JAZTAKDJpk/RHGv8milF7AgPHujVntEJ7dufdPj7xmeuFwMAAFApuWZKgzsKhop5Zsqalcu0rLNjemfBviBTWAAAgJhKF2DPcsBJ0Q42kZIDTnbvG9fo+KSk5D1ShPdHDKYAQJNlmeZr/8SUHhweK+yZKdLMkaMjQTpCAAAQUzLNV6M7CkbU1WFa19eTc6rFZWY6eGDmAqsz84FzwAkAAJgryz6k0fFJ7di7v3AHm0hlU6GmB5yMjEv9Pc1/f8RgCgA0WZaLh92/Z1Tu0iFFPKpg1expLBhMAQAA9fT3dmkowzVTNgz0qrOA04eWT4W6Lx07GuA9EgAAqGIgw2DK/UNjkop35q5Utg8p2AG5DKYAQJP1dndqWVdHQ6dozswHXryOsPKogn0THHUJAABqG+jt1v6JKY1NTB6wNpnConjvjyRpw6pebU93dnBmCgAAqKe3u0NdHdbQ2btbB0ckSZuKeEBuxXXlouxDYjAFAAIY6O1q6KiCrYPFnA9cKj+qYGZnQYSjCgAAQEwDGc7eLfJgysaBXm0bHJW7lw2m8B4JAADMZWbpVKgNvD8aKvABuasqpvma8BBn7jKYAgAB9Pd2a2iktc9M6evpUl9PV9l8lwymAACA2kpHHx7oPZK7a+vgqDYNFO/9kZQMpoyMT2podEL70v0ivEcCAAC19Pd2NzS7ydYC70Pq7+nSimWd4Q7IZTAFAAJo9KiCrYOj6uvpCnFq43xsGOiZPvIyyimaAAAgpkavKzc0MqGR8clC7iiQZh95yTRfAADgQBo+M2VwVP29yYGtRWNm2jjQq+1DpbN3Y7w/YjAFAAJIOsIGzkwZGinsjgIpORpi29CoxiamNOkcdQkAAGrrb/ACq1uHijsfuFQ2J/jgqPaNSz1dHVrWxUd1AABQXaP7kLYOjhRymviSDQPJPqR9+yc1FWQfEu/QACCAgd7uhs9MKXpHuH1odPp01AhHFQAAgJhmzkypv7OgyFNYSLMvsJpMYcH7IwAAUFuj+5CSa8oV82ATKT0gd3B0elsjvEdiMAUAAmh4mq/do9MfuIto40Cv7t8zpsF9yU6RCBcPAwAAMTU6zdfW3clgSlEPODl4oEeStH1wNMzFVQEAQFz9DQ6m3Ffga8pJyQG59+8Z1eBI6YDc5r9Hym0wxczWmNm3zOyO9OvqOrUDZnavmf1rXnkAILJGLh42MTml+/cU+8yUjat6NTnl+t2DeyXF6AgBAEBMA8vTC9Af4D3StsERdZi0vr9nKWItut7uTq1e0Z1MYzHB+yMAAFBff2+Xhkbqvz/aPzGlB4fHCnvmriRtHOjR+KTrrh1x9iHleWbKRZKudveHS7o6/b6Wt0n6bo5ZACC0/t4u7ds/qYnJqZo1DwyPacpV6FM0N6RHRNxx/7CkGKdoAgCAmPqWdclMGjrQmSmDo1rf36PuzuJOvFCaCnXfONN8AQCA+gZ6uzS8f0JTU16z5v49o3Iv7pm70swUrpH2IeX5bvMsSZ9O739a0vOqFZnZ4yRtkHRVjlkAILRShzA8VntnQWk+8EJ3hOlgyq+nO8LmH1UAAABi6ugw9S078AVWtw0Vez5wKZ0TfPqaKbw/AgAAtfX3dstdGt5fex/StoJfU06aOSC3tA8pwlSo5l57BGtBKzbb7e4HlX2/y91XV9R0SPqOpJdKepqkE939NTXWd76k8yVp/fr1j7v00ksbyjE8PKy+vr5Fr81z3WSeX22UHGSOVxslR73a728Z1ydu3a93P3m51q/oqFp//bYJffjmMb3tict1WP/ssfAI29dI/a7RKb3u2hEdMdChu4am9N6nLNfa5Qce1y/K9kWrjZKDzPFqo+Ro9cytvn1RcpA5Xu1irvtvrt2nY9Z26txje2rW/u/v79Omvg791QmzdxYU6XH+5K1juvn+SUlTOm59t15x7IGnLCvS9s2nNkoOMserjZKj1TO3+vZFyUHmeLVRctSr/e4947rk5/tn7VOprL9u64Q+8tMxvf2Jy3VoQfch7Ryd0t+U7UN6/6nLtbp3cfchnXbaaTe6+4kNh3b3ed8kfVvSrVVuZ0naXVG7q8rvv0bSG9L7L5f0r4383aOPPtobdc011+RSm+e6yTy/2ig5yByvNkqOerVfv2WrH3HhFX7rvbtr1n/8+7/1Iy68wnftHcstx0JqG6mfmJzyh77xa/6Iv7vSj7jwCh8c2b/oOdq5HUXNQeZ4tVFytHrmVt++KDnIHK92Mdf9zPd918//zPV1ax/95m/4W75y64IyZK1f7Nr3XfVL33zRFf6wN17h//DVny96hqz1EWqj5CBzvNooOVo9c6tvX5QcZI5XGyVHvdqv/ew+P+LCK/z2rYM16z/23d/4ERde4bv3zd3vEmH7Gqkfn5j0Iy+6Ynof0vDo+KLnkHSDZxgPWdC5Me7+9Fo/M7PtZrbJ3bea2SZJ91cpO0XS75vZqyT1SVpmZsPuXu/6KgDQckqnKu6pMyf4tsER9XZ3aNXy5s8ROV+dHab1fT3aNjQqUzIXOgAAQC39vV113x/tGR3X8NhEoadBlZIpONylCWcaVAAAUF9/A/uQtg6OasWyzhBTY81XV2eH1vX16P49Y+owacWyzmZHyvWaKZdLOju9f7akr1QWuPuL3f1wd98s6fWSPsNACoB2VLpmytBI7TnBtw6OatOq5TKzpYqViw3pzo7ermQudAAAgFoGlndrqM41U1phPnBp5rpyUoyLqwIAgLga2Ye0bWhEG1f1Fn4fUuk93vIuhdiWPAdT3iXpGWZ2h6RnpN/LzE40s4/n+HcBoHAaOapg2+DorA/aRbVxIJkDfHlX8ztBAAAQ24HOTNmaDqZsKvgF6DfMGkwp7hGkAAAgf42emVL0M3elmfdIUfYh5fYuzd13KLmofOXyGySdW2X5pyR9Kq88ABDZTEdY/8yUxz90zVJFyk1pQGgF+wkAAMABHGgwZdv0YEqxdxaUn1lT5Ok4AABA/hrZh7RtcFRPPGrdUkXKzcZggyl5npkCAGhQ6RTNWjsLpqZc24da5KiCVbE6QgAAEFd/b7f2jI4ruT7oXKUzUzYU/Ozd1Su6tawr+XjONF8AAKCegdI0XzX2IU1MTun+PWMtsQ+pdMBJlANyGUwBgACWdXWot7tDe8aqd4QP7h3TxJRrY8GnsJDKjiroZjAFAADU19/bpfFJ19jEVNWfbxsa0bq+numBiKIyM21Ip0Jlmi8AAFBPT1eHlnV21Dwg98Hh/Zqc8sJfU06KN81Xsd9xAkALKR15Wc30FBYFP+pSYpovAADQuOkLrNZ4j9Qq84FLM++RODMFAADUY2bpVKi13h+NSCr+NKhS+QG5TQ6SYjAFAILo7+3S0Ej1owpKU1i0xFEFTPMFAAAaVLp+SK33SNsGR1vi/ZE0c+QlZ6YAAIAD6e/tqjnNV+mA3I0DLTC7yarkzN0VQfYhMZgCAEH093bXPOqyVS6uKsW7eBgAAIhrYPq6cu10ZgqDKQAAoL56s5tsbaF9SNGm+eJdGgAEMdDbVXO+y62Do1rW2aE1K5ctcarFt7KnS3935qO0fPDOZkcBAADBlQYWqr1H2rd/QoMj4y1zZsoLTzpMww/cq56uzmZHAQAAwfXX2Ye0bWhUPV0dOmhFkLmxFqC/t1tvOuNRWjl0Z7OjSOLMFAAIo958l9sGR7RxVa/MYozEL9S5v/9QPaSPLggAANTXP31mytydBa105q4kHb2hX6cfWfydHgAAIH/1r5mSnLnbKvuQznvyQ3VIkH1IMVIAADTQ213zqIL7Wmg+cAAAgEbNnJkyd2fB1haaDxwAACCLevuQtu4eYR9SThhMAYAg6p6i2ULzgQMAADRqYHntM1NaaT5wAACALPrrDaYMjmrTKg42yQODKQAQRH9vt0bGJzU+OTVrubtrG2emAACANrRyWac6TBqqcmbKtsERSeI9EgAAaDv9vV0aHpvQ5JTPWj415do+xD6kvDCYAgBB1LrA6s69+7V/ckqbBugIAQBAezEz9fVUP3t36+CoVq/oVm83F2wHAADtpbQPabjiPdKDe8c0MeWcuZsTBlMAIIiZC6zOPvJyej5wTtEEAABtqL+3u8aZKaO8PwIAAG1pIN2HVPkeadv0NeUYTMkDgykAEEStM1O2MR84AABoY7WuK7eVa8oBAIA2VWsf0sw15TjgJA8M6G3dDgAAIABJREFUpgBAELWOKtg6xGAKAABoXwO93XPO3JWkbcwHDgAA2tTA8uqzm0yfmcJ7pFwwmAIAQdQ+M2VEXR2mtX09zYgFAADQVAPL556ZMjo+qZ1793NNOQAA0JbqnZnS3Wlau3JZM2K1PAZTACCI6TNTRuZeM2XDQK86O6wZsQAAAJqq2jVTtg9x1CUAAGhf/TWvmTKiDQO96mAfUi4YTAGAIOpdM4UpvgAAQLuqds2U0nzghxzEfOAAAKD91Dsz5RCul5IbBlMAIIi+OoMpHHUJAADaVWkwxd2nlzEfOAAAaGczgykVZ6ZwTblcMZgCAEF0d3ZoeXfnrI7Q3bWVM1MAAEAb6+/t1uSUa2R8cnpZ6cyUjVwzBQAAtKGerk4t6+qYdUAu+5Dyx2AKAARSeYHVoZEJjYxPaiOnaAIAgDZVbRqLbYMjGujt0sqermbFAgAAaKqB3m4Nlb0/2rVvXPsnpjgzJUcMpgBAIP293dozNnNmytahEUniqAIAANC2BtILrJafvZscdcnBJgAAoH0N9HZVvD9iH1LeGEwBgED6e7s0NDJzVMFW5gMHAABtrnRmymDZeyTmAwcAAO2uv7dr1pkpM9eU44CTvDCYAgCB9Pd2zzqqoNQRclQBAABoV/01z0zh/REAAGhflfuQtrIPKXcMpgBAIP29s6+ZsnVwVB0mre/raWIqAACA5hmouGbK/okpPTg8xpkpAACgrVXuQ9o2OKrODtM69iHlhsEUAAhkoOIUza27R3Rwf6+6Onm5BgAA7WnmzJTkPdL2oVG5c9QlAABob/0V10y5b3BEG/p71NlhTUzV2tg7BwCBDFRO88V84AAAoM31T5+ZkrxH2jbEfOAAAADJPqTZZ6awDylfDKYAQCD9vV0am5jS2MSkJOYDBwAAWLGsU50dNr2zgPnAAQAAkrN39+2f1MTklKRkMGUTB5vkisEUAAikchoLjioAAADtzszU39ulodKZKYMjksR7JAAA0Nb6y64r5+7ayj6k3OU2mGJma8zsW2Z2R/p1dY26STO7Ob1dnlceACiC8o5wZMI1PDbBUZcAAKDtlV9gdevgqFYu61R/T1eTUwEAADRP+T6kfRPSyPgk+5BylueZKRdJutrdHy7p6vT7akbc/fj09gc55gGA8GbOTBnXzlGXxHzgAAAA/T0z15UrnblrxsVVAQBA+yrtQxqatQ+JwZQ85TmYcpakT6f3Py3peTn+LQBoCeVHFewaTea85KgCAADQ7pJpvmbOTGE+cAAA0O4G2Ie05Mzd81mx2W53P6js+13uPmeqLzObkHSzpAlJ73L3L9dY3/mSzpek9evXP+7SSy9tKMfw8LD6+voWvTbPdZN5frVRcpA5Xm2UHI3U3j00qTf/cFSvOb5Hu4ZH9flfm9795OVav6L+2HeE7YuSg+2Ll4PM8Wqj5Gj1zK2+fVFykDlebR7r/uBNo3pwxHXhcZP6++s79Oh1nTr32J7QmSPVRslB5ni1UXKQudi1UXKQOV5tlBytmvnOwUld/D+jeu0JPXpgz6j+49em9z5ludYuZx9So7WnnXbaje5+YkPFkuTu875J+rakW6vczpK0u6J2V411HJJ+faikOyU97EB/9+ijj/ZGXXPNNbnU5rluMs+vNkoOMserjZKjkdq7d+z1Iy68wv/zx3f7X//bN33zRVf42PjkkueYT22UHGxfvBxkjlcbJUerZ2717YuSg8zxavNY9+v+8yf+hHde7d+++jt+5EVX+Hu++YtFzZC1vmi1UXKQOV5tlBxkLnZtlBxkjlcbJUerZr7zwWE/4sIr/LIb7vHXfizZh7R/gn1IWWol3eAZxkMWdMU+d396rZ+Z2XYz2+TuW81sk6T7a6zjvvTrb83sWkknSPrNQnIBQFENVMx3ua6vR8u68pyREQAAIL6B3uSaKYP7uzXlYpovAADQ9iqvu3twf4+6O9mHlKc8H93LJZ2d3j9b0lcqC8xstZn1pPfXSXqipNtyzAQAofXNmu/SmesSAABAyTVThscmtHMkmaaa90gAAKDd9VfsQ9rIwSa5y3Mw5V2SnmFmd0h6Rvq9zOxEM/t4WvMoSTeY2U8lXaPkmikMpgBoW50dppXLOrVndEI7R6e0cYAdBQAAAP29XZpyaeve5OKqGxlMAQAAba67s0O93R3JmSljU9rEPqTcLWiar3rcfYekp1VZfoOkc9P7P5R0bF4ZAKCI+tNpLHaNcWYKAACANDONxb3DyWAK75EAAABK+5BKZ6bw/ihvTKIGAMEMLO/S9j1j2jsuTtEEAADQzHXl7h129XZ3aNXy7iYnAgAAaL6B3i7dNziqkQkONlkKDKYAQDD9vd26Y/seSXSEAAAA0syc4PcOT2nTquUysyYnAgAAaL7yfUicmZI/BlMAIJj+3i5tHRyVREcIAAAgzQym7Bx1rikHAACQKt+HtInZTXLHYAoABFOaE1zizBQAAACJ90cAAADVDPAeaUkxmAIAwZSOvJSkDRx5CQAAoIGy90ecuQsAAJAo34d08EBPE5O0BwZTACCYUkfY3y31dnc2OQ0AAEDzcWYKAADAXKV9SAPLpJ4u9iHljcEUAAimdIrm6l5eogEAACSpt7tD3Z3JRec3Mh84AACAJPYhLTUeZQAIpjSNxepea3ISAACAGMxs+uwUzkwBAABIlM5MWcM+pCXBYAoABFPaUUBHCAAAMKO0s4BrpgAAACT6p89MYR/SUmAwBQCC6efMFAAAgDn6e7vUZdKaFcuaHQUAACCE6TNTetiHtBQYTAGAYDgzBQAAYK7+nm6t7jV1dPAeCQAAQOLMlKXW1ewAAIDZHrGxX7//8HV65Jq9zY4CAAAQxhnHbtRNHUPNjgEAABDGMZsG2Ie0hDgzBQCCWbW8W599xeO1bjkv0QAAACUvPWWzzjq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\n",
|
||
"text/plain": [
|
||
"<Figure size 2016x1800 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"ts_log.dropna(inplace=True)\n",
|
||
"# ts_log=ts_log.set_index('DATE')\n",
|
||
"decomposition = seasonal_decompose(ts_log,freq=52)\n",
|
||
"\n",
|
||
"trend = decomposition.trend\n",
|
||
"seasonal = decomposition.seasonal\n",
|
||
"residual = decomposition.resid\n",
|
||
"plt.figure(figsize=(28,25))\n",
|
||
"\n",
|
||
"plt.subplot(411)\n",
|
||
"plt.plot(ts_log, label='Original')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xlim('2002-03','2015-08')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.subplot(412)\n",
|
||
"plt.plot(trend, label='Trend')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xlim('2002-03','2015-08')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.subplot(413)\n",
|
||
"plt.plot(seasonal,label='Seasonality')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xlim('2002-03','2015-08')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.subplot(414)\n",
|
||
"plt.plot(residual, label='Residuals')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlim('2002-03','2015-08')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"* 以上图中趋势可以看作信誉变化的趋势,周期我认为可以理解为产品的使用年限"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### B4、差分运算,进一步降低波动性"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Test Statistic -6.339178e+00\n",
|
||
"p-value 2.781981e-08\n",
|
||
"#Lags Used 1.000000e+01\n",
|
||
"Number of Observations Used 1.170000e+02\n",
|
||
"Critical Value (1%) -3.487517e+00\n",
|
||
"Critical Value (5%) -2.886578e+00\n",
|
||
"Critical Value (10%) -2.580124e+00\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ts_log = np.log(ts_data)\n",
|
||
"rol_mean = ts_log.rolling(window=12).mean()\n",
|
||
"rol_mean.dropna(inplace=True)\n",
|
||
"ts_diff_1 = rol_mean.diff(1)\n",
|
||
"ts_diff_1.dropna(inplace=True)\n",
|
||
"\n",
|
||
"draw_acf_pacf(ts_diff_1)\n",
|
||
"testStationarity(ts_diff_1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## B5、训练模型,模型评估(评估参数:均方误差RMSE)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"\n",
|
||
"def ts_model(ts_data,ts_colname,save_name):\n",
|
||
" '''\n",
|
||
" ts_data:The time series data\n",
|
||
" ts_colname:colname of original dataset\n",
|
||
" save_name:output picture \n",
|
||
" '''\n",
|
||
" ts_log = np.log(ts_data)\n",
|
||
" rol_mean = ts_log.rolling(window=12).mean()\n",
|
||
" rol_mean.dropna(inplace=True)\n",
|
||
" ts_diff_1 = rol_mean.diff(1)\n",
|
||
" ts_diff_1.dropna(inplace=True)\n",
|
||
" testStationarity(ts_diff_1)\n",
|
||
" def rmse(predictions, targets): \n",
|
||
" predictions=np.array(predictions)\n",
|
||
" targets=np.array(targets)\n",
|
||
" return np.sqrt(((predictions - targets) ** 2).mean()) \n",
|
||
"\n",
|
||
" model = ARIMA(ts_diff_1, order=(5,1,6)) \n",
|
||
" result_arima = model.fit( disp=-1, method='css')\n",
|
||
"\n",
|
||
" predict_ts = result_arima.predict()\n",
|
||
" print(len(predict_ts))\n",
|
||
" # 一阶差分还原\n",
|
||
" diff_shift_ts = ts_diff_1.shift(1)\n",
|
||
" diff_shift_ts.dropna(inplace=True)\n",
|
||
" diff_shift_ts = pd.Series(diff_shift_ts[ts_colname].values, index=diff_shift_ts.index)\n",
|
||
" diff_recover_1 = predict_ts.add(diff_shift_ts)\n",
|
||
" # 再次一阶差分还原\n",
|
||
" rol_shift_ts = rol_mean.shift(1)\n",
|
||
" rol_shift_ts = pd.Series(rol_shift_ts[ts_colname].values, index=rol_shift_ts.index)\n",
|
||
" diff_recover = diff_recover_1.add(rol_shift_ts)\n",
|
||
" # 移动平均还原\n",
|
||
" rol_sum = ts_log.rolling(window=11).sum()\n",
|
||
" rol_sum.dropna(inplace=True)\n",
|
||
" rol_sum = pd.Series(rol_sum [ts_colname].values, index=rol_sum .index)\n",
|
||
" rol_recover = (diff_recover*12).sub(rol_sum.shift(1))\n",
|
||
" # 对数还原\n",
|
||
" log_recover = np.exp(rol_recover)\n",
|
||
" log_recover.dropna(inplace=True)\n",
|
||
"\n",
|
||
" log_recover.plot(color='blue', label='Predict')\n",
|
||
" plt.plot(ts_data,color='red', label='Original')\n",
|
||
" plt.legend(loc='best')\n",
|
||
" plt.title('RMSE: %.4f'% rmse(log_recover,ts_data))\n",
|
||
" plt.savefig(save_name)\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"122\n"
|
||
]
|
||
},
|
||
{
|
||
"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": [
|
||
"ts_model(p_b[['h_sense_score']],'h_sense_score','ts_2.jpg')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Problem_c\n",
|
||
" * 首先选取real_helpful==1(在之前有定义,helpful_rating>0.5的评论)的评论,这就是我们所要分析的主要数据\n",
|
||
" * 对评论进行分词,选取名词建立2-gram模型,找到包含产品本身评论信息的内容,将这些去掉(eg:吹风机中频繁出现的dryer、hair)\n",
|
||
" * 去除上述关键词,选取名词建立3-gram模型,找出决定成功,失败的因素,进行词频统计\n",
|
||
" * 通过好评、差评的结果分析,最高频率的好评差评的关键影响因素一致,说明这些是决定产品成功与否的关键"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"p_c=df[['product_id','star_rating','review_body','review_date','reviews','helpful_rating','real_helpful','sense_score','product_category']]\n",
|
||
"p_c['good_r']=[1 if i>=0.5 else 0 for i in p_c['sense_score'] ]\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"def data_clean(review):\n",
|
||
" if(type(review)!=list):\n",
|
||
" review=review.tolist()\n",
|
||
" \n",
|
||
" review=''.join(review)\n",
|
||
" review=re.sub(r'[^\\w\\s]','',review)\n",
|
||
" review=review.replace('br','')\n",
|
||
" print(\"finish clean\")\n",
|
||
" return review\n",
|
||
"\n",
|
||
"def n_gram(review,n):\n",
|
||
" reviews=word_tokenize(review)\n",
|
||
" n_grams = ngrams(reviews, n)\n",
|
||
" \n",
|
||
" ngramsDist = FreqDist(n_grams)\n",
|
||
" return ngramsDist\n",
|
||
" \n",
|
||
"def select_tag(my_tag,pos_tags):\n",
|
||
" '''\n",
|
||
" Choose a specific part of speech\n",
|
||
" '''\n",
|
||
" result=[]\n",
|
||
" for tag in pos_tags:\n",
|
||
" if tag[1] in my_tag:\n",
|
||
" result.append(tag[0])\n",
|
||
" return result\n",
|
||
"\n",
|
||
"def to_df(n_gram):\n",
|
||
" '''\n",
|
||
" Translate FreqDist to DataFrame\n",
|
||
" '''\n",
|
||
" key_word=[]\n",
|
||
" frequence=[]\n",
|
||
" for i in n_gram.most_common(50):\n",
|
||
" key_word.append(i[0])\n",
|
||
" frequence.append(i[1])\n",
|
||
"\n",
|
||
" data=pd.DataFrame({\n",
|
||
" 'key_words':key_word,\n",
|
||
" 'frequence':frequence\n",
|
||
" })\n",
|
||
" return data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 第一步分析、2-gram分析,找出关联产品自身的词语"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def first_analysis(p_c,name):\n",
|
||
" p_cn=p_c[p_c['product_category']==name]\n",
|
||
" good=p_cn[(p_cn['real_helpful']==1) & (p_cn['good_r']==1)]['review_body']\n",
|
||
" bad=p_cn[(p_cn['real_helpful']==1) & (p_cn['good_r']==0)]['review_body']\n",
|
||
"\n",
|
||
" pos_tags = nltk.pos_tag(word_tokenize(data_clean(good)))\n",
|
||
" good=select_tag(['NN','NNS'],pos_tags)\n",
|
||
" pos_tags = nltk.pos_tag(word_tokenize(data_clean(bad)))\n",
|
||
" bad=select_tag(['NN','NNS'],pos_tags)\n",
|
||
"\n",
|
||
" good=' '.join(good)\n",
|
||
" bad=' '.join(bad)\n",
|
||
" bgram_good=to_df(n_gram(good,2))\n",
|
||
" bgram_bad=to_df(n_gram(bad,2))\n",
|
||
" return bgram_good,bgram_bad"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"finish clean\n",
|
||
"finish clean\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>key_words</th>\n",
|
||
" <th>frequence</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>0</td>\n",
|
||
" <td>(hair, dryer)</td>\n",
|
||
" <td>1069</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(dryer, hair)</td>\n",
|
||
" <td>362</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(blow, dryer)</td>\n",
|
||
" <td>298</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(hair, hair)</td>\n",
|
||
" <td>264</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(hair, dryers)</td>\n",
|
||
" <td>189</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(time, hair)</td>\n",
|
||
" <td>97</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(hair, time)</td>\n",
|
||
" <td>96</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(dryer, dryer)</td>\n",
|
||
" <td>91</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(heat, settings)</td>\n",
|
||
" <td>84</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(hair, minutes)</td>\n",
|
||
" <td>75</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>10</td>\n",
|
||
" <td>(dryer, years)</td>\n",
|
||
" <td>69</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11</td>\n",
|
||
" <td>(dries, hair)</td>\n",
|
||
" <td>66</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12</td>\n",
|
||
" <td>(dryers, hair)</td>\n",
|
||
" <td>55</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>13</td>\n",
|
||
" <td>(hair, blow)</td>\n",
|
||
" <td>47</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14</td>\n",
|
||
" <td>(minutes, hair)</td>\n",
|
||
" <td>43</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>15</td>\n",
|
||
" <td>(product, hair)</td>\n",
|
||
" <td>43</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16</td>\n",
|
||
" <td>(dryer, time)</td>\n",
|
||
" <td>42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>17</td>\n",
|
||
" <td>(dryer, price)</td>\n",
|
||
" <td>42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>18</td>\n",
|
||
" <td>(heat, hair)</td>\n",
|
||
" <td>41</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>19</td>\n",
|
||
" <td>(shot, button)</td>\n",
|
||
" <td>41</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>20</td>\n",
|
||
" <td>(job, hair)</td>\n",
|
||
" <td>40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21</td>\n",
|
||
" <td>(blow, dryers)</td>\n",
|
||
" <td>40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>22</td>\n",
|
||
" <td>(night, light)</td>\n",
|
||
" <td>40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>23</td>\n",
|
||
" <td>(air, hair)</td>\n",
|
||
" <td>40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>24</td>\n",
|
||
" <td>(dryer, job)</td>\n",
|
||
" <td>39</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>25</td>\n",
|
||
" <td>(hair, lot)</td>\n",
|
||
" <td>38</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>26</td>\n",
|
||
" <td>(dryer, cord)</td>\n",
|
||
" <td>36</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>27</td>\n",
|
||
" <td>(hair, product)</td>\n",
|
||
" <td>36</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>28</td>\n",
|
||
" <td>(style, hair)</td>\n",
|
||
" <td>33</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>29</td>\n",
|
||
" <td>(hair, heat)</td>\n",
|
||
" <td>33</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>30</td>\n",
|
||
" <td>(air, flow)</td>\n",
|
||
" <td>32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>31</td>\n",
|
||
" <td>(dryer, heat)</td>\n",
|
||
" <td>31</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>32</td>\n",
|
||
" <td>(price, hair)</td>\n",
|
||
" <td>30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>33</td>\n",
|
||
" <td>(dryer, year)</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>34</td>\n",
|
||
" <td>(time, dryer)</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>35</td>\n",
|
||
" <td>(length, hair)</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>36</td>\n",
|
||
" <td>(years, hair)</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>37</td>\n",
|
||
" <td>(travel, dryer)</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>38</td>\n",
|
||
" <td>(dryer, weight)</td>\n",
|
||
" <td>26</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>39</td>\n",
|
||
" <td>(dryer, dries)</td>\n",
|
||
" <td>25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>40</td>\n",
|
||
" <td>(dryer, product)</td>\n",
|
||
" <td>24</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>41</td>\n",
|
||
" <td>(difference, hair)</td>\n",
|
||
" <td>24</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>42</td>\n",
|
||
" <td>(thing, hair)</td>\n",
|
||
" <td>24</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>43</td>\n",
|
||
" <td>(power, hair)</td>\n",
|
||
" <td>24</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>44</td>\n",
|
||
" <td>(dryer, hotel)</td>\n",
|
||
" <td>24</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>45</td>\n",
|
||
" <td>(hair, frizz)</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>46</td>\n",
|
||
" <td>(medium, heat)</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>47</td>\n",
|
||
" <td>(lot, hair)</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>48</td>\n",
|
||
" <td>(hair, air)</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>49</td>\n",
|
||
" <td>(dryer, minutes)</td>\n",
|
||
" <td>22</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (hair, dryer) 1069\n",
|
||
"1 (dryer, hair) 362\n",
|
||
"2 (blow, dryer) 298\n",
|
||
"3 (hair, hair) 264\n",
|
||
"4 (hair, dryers) 189\n",
|
||
"5 (time, hair) 97\n",
|
||
"6 (hair, time) 96\n",
|
||
"7 (dryer, dryer) 91\n",
|
||
"8 (heat, settings) 84\n",
|
||
"9 (hair, minutes) 75\n",
|
||
"10 (dryer, years) 69\n",
|
||
"11 (dries, hair) 66\n",
|
||
"12 (dryers, hair) 55\n",
|
||
"13 (hair, blow) 47\n",
|
||
"14 (minutes, hair) 43\n",
|
||
"15 (product, hair) 43\n",
|
||
"16 (dryer, time) 42\n",
|
||
"17 (dryer, price) 42\n",
|
||
"18 (heat, hair) 41\n",
|
||
"19 (shot, button) 41\n",
|
||
"20 (job, hair) 40\n",
|
||
"21 (blow, dryers) 40\n",
|
||
"22 (night, light) 40\n",
|
||
"23 (air, hair) 40\n",
|
||
"24 (dryer, job) 39\n",
|
||
"25 (hair, lot) 38\n",
|
||
"26 (dryer, cord) 36\n",
|
||
"27 (hair, product) 36\n",
|
||
"28 (style, hair) 33\n",
|
||
"29 (hair, heat) 33\n",
|
||
"30 (air, flow) 32\n",
|
||
"31 (dryer, heat) 31\n",
|
||
"32 (price, hair) 30\n",
|
||
"33 (dryer, year) 28\n",
|
||
"34 (time, dryer) 28\n",
|
||
"35 (length, hair) 27\n",
|
||
"36 (years, hair) 27\n",
|
||
"37 (travel, dryer) 27\n",
|
||
"38 (dryer, weight) 26\n",
|
||
"39 (dryer, dries) 25\n",
|
||
"40 (dryer, product) 24\n",
|
||
"41 (difference, hair) 24\n",
|
||
"42 (thing, hair) 24\n",
|
||
"43 (power, hair) 24\n",
|
||
"44 (dryer, hotel) 24\n",
|
||
"45 (hair, frizz) 23\n",
|
||
"46 (medium, heat) 23\n",
|
||
"47 (lot, hair) 23\n",
|
||
"48 (hair, air) 23\n",
|
||
"49 (dryer, minutes) 22"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"bgram_good,bgram_bad=first_analysis(p_c,'beauty')\n",
|
||
"bgram_good"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 第二步分析,删除第一步分析找出的关键词,进行3-gram处理"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"del_pattern1='i|pacifier|babys|baby'\n",
|
||
"del_pattern2='microwave'\n",
|
||
"del_pattern3='hair|dryer|blow'\n",
|
||
"def second_analysis(p_c,del_pattern,name):\n",
|
||
" p_cn=p_c[p_c['product_category']==name]\n",
|
||
" good=p_cn[(p_cn['real_helpful']==1) & (p_cn['good_r']==1)]['review_body']\n",
|
||
" bad=p_cn[(p_cn['real_helpful']==1) & (p_cn['good_r']==0)]['review_body']\n",
|
||
" \n",
|
||
" pos_tags = nltk.pos_tag(word_tokenize(data_clean(good)))\n",
|
||
" good=select_tag(['NN','NNS','NNP','NNPS'],pos_tags)\n",
|
||
" pos_tags = nltk.pos_tag(word_tokenize(data_clean(bad)))\n",
|
||
" bad=select_tag(['NN','NNS','NNP','NNPS'],pos_tags)\n",
|
||
"\n",
|
||
" good=' '.join(good)\n",
|
||
" bad=' '.join(bad)\n",
|
||
" good=re.sub(del_pattern,'',good)\n",
|
||
" bad=re.sub(del_pattern,'',bad)\n",
|
||
" \n",
|
||
" tgram_good=to_df(n_gram(good,3))\n",
|
||
" tgram_bad=to_df(n_gram(bad,3))\n",
|
||
" \n",
|
||
" return tgram_good,tgram_bad"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 80,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"finish clean\n",
|
||
"finish clean\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"tgram_good,tgram_bad=second_analysis(p_c,del_pattern3,'beauty')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>key_words</th>\n",
|
||
" <th>frequence</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>0</td>\n",
|
||
" <td>(speeds, heat, settings)</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(Dont, waste, money)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(heat, settings, speeds)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(Ive, s, years)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(heating, element, air)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(months, heating, element)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(DO, NOT, THIS)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(heat, settings, cord)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(air, flow, heat)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(product, warranty, product)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>10</td>\n",
|
||
" <td>(Ive, s, past)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11</td>\n",
|
||
" <td>(cord, folding, handle)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12</td>\n",
|
||
" <td>(YEARS, rate, end)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>13</td>\n",
|
||
" <td>(rate, end, period)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14</td>\n",
|
||
" <td>(end, period, replacement)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>15</td>\n",
|
||
" <td>(period, replacement, warranty)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16</td>\n",
|
||
" <td>(replacement, warranty, Dec)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>17</td>\n",
|
||
" <td>(time, wall, mount)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>18</td>\n",
|
||
" <td>(NOT, BUY, THIS)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>19</td>\n",
|
||
" <td>(Reel, Folding, Handle)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>20</td>\n",
|
||
" <td>(settings, heat, speed)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21</td>\n",
|
||
" <td>(DRYER, DOES, NOT)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>22</td>\n",
|
||
" <td>(months, manufacturer, warranty)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>23</td>\n",
|
||
" <td>(minutes, use, day)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>24</td>\n",
|
||
" <td>(heat, speed, setting)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>25</td>\n",
|
||
" <td>(plastic, fan, blade)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>26</td>\n",
|
||
" <td>(ports, Gosh, dont)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>27</td>\n",
|
||
" <td>(Gosh, dont, cord)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>28</td>\n",
|
||
" <td>(dont, cord, length)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>29</td>\n",
|
||
" <td>(cord, length, way)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>30</td>\n",
|
||
" <td>(length, way, outlets)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>31</td>\n",
|
||
" <td>(way, outlets, velcro)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>32</td>\n",
|
||
" <td>(outlets, velcro, strap)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>33</td>\n",
|
||
" <td>(velcro, strap, cord)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>34</td>\n",
|
||
" <td>(strap, cord, package)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>35</td>\n",
|
||
" <td>(cord, package, loop)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>36</td>\n",
|
||
" <td>(package, loop, back)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>37</td>\n",
|
||
" <td>(loop, back, bathroom)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>38</td>\n",
|
||
" <td>(back, bathroom, door)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>39</td>\n",
|
||
" <td>(bathroom, door, Cons)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>40</td>\n",
|
||
" <td>(door, Cons, settings)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>41</td>\n",
|
||
" <td>(Cons, settings, setting)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>42</td>\n",
|
||
" <td>(settings, setting, way)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>43</td>\n",
|
||
" <td>(setting, way, handle)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>44</td>\n",
|
||
" <td>(way, handle, onoff)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>45</td>\n",
|
||
" <td>(handle, onoff, rocker)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>46</td>\n",
|
||
" <td>(onoff, rocker, switch)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>47</td>\n",
|
||
" <td>(rocker, switch, cool)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>48</td>\n",
|
||
" <td>(switch, cool, shot)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>49</td>\n",
|
||
" <td>(cool, shot, switch)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (speeds, heat, settings) 5\n",
|
||
"1 (Dont, waste, money) 4\n",
|
||
"2 (heat, settings, speeds) 3\n",
|
||
"3 (Ive, s, years) 3\n",
|
||
"4 (heating, element, air) 3\n",
|
||
"5 (months, heating, element) 3\n",
|
||
"6 (DO, NOT, THIS) 3\n",
|
||
"7 (heat, settings, cord) 3\n",
|
||
"8 (air, flow, heat) 3\n",
|
||
"9 (product, warranty, product) 2\n",
|
||
"10 (Ive, s, past) 2\n",
|
||
"11 (cord, folding, handle) 2\n",
|
||
"12 (YEARS, rate, end) 2\n",
|
||
"13 (rate, end, period) 2\n",
|
||
"14 (end, period, replacement) 2\n",
|
||
"15 (period, replacement, warranty) 2\n",
|
||
"16 (replacement, warranty, Dec) 2\n",
|
||
"17 (time, wall, mount) 2\n",
|
||
"18 (NOT, BUY, THIS) 2\n",
|
||
"19 (Reel, Folding, Handle) 2\n",
|
||
"20 (settings, heat, speed) 2\n",
|
||
"21 (DRYER, DOES, NOT) 2\n",
|
||
"22 (months, manufacturer, warranty) 2\n",
|
||
"23 (minutes, use, day) 2\n",
|
||
"24 (heat, speed, setting) 2\n",
|
||
"25 (plastic, fan, blade) 2\n",
|
||
"26 (ports, Gosh, dont) 2\n",
|
||
"27 (Gosh, dont, cord) 2\n",
|
||
"28 (dont, cord, length) 2\n",
|
||
"29 (cord, length, way) 2\n",
|
||
"30 (length, way, outlets) 2\n",
|
||
"31 (way, outlets, velcro) 2\n",
|
||
"32 (outlets, velcro, strap) 2\n",
|
||
"33 (velcro, strap, cord) 2\n",
|
||
"34 (strap, cord, package) 2\n",
|
||
"35 (cord, package, loop) 2\n",
|
||
"36 (package, loop, back) 2\n",
|
||
"37 (loop, back, bathroom) 2\n",
|
||
"38 (back, bathroom, door) 2\n",
|
||
"39 (bathroom, door, Cons) 2\n",
|
||
"40 (door, Cons, settings) 2\n",
|
||
"41 (Cons, settings, setting) 2\n",
|
||
"42 (settings, setting, way) 2\n",
|
||
"43 (setting, way, handle) 2\n",
|
||
"44 (way, handle, onoff) 2\n",
|
||
"45 (handle, onoff, rocker) 2\n",
|
||
"46 (onoff, rocker, switch) 2\n",
|
||
"47 (rocker, switch, cool) 2\n",
|
||
"48 (switch, cool, shot) 2\n",
|
||
"49 (cool, shot, switch) 2"
|
||
]
|
||
},
|
||
"execution_count": 104,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"tgram_bad"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
" CC Coordinating conjunction 连接词\n",
|
||
"2. CD Cardinal number 基数词\n",
|
||
"3. DT Determiner 限定词(如this,that,these,those,such,不定限定词:no,some,any,each,every,enough,either,neither,all,both,half,several,many,much,(a) few,(a) little,other,another.\n",
|
||
"4. EX Existential there 存在句\n",
|
||
"5. FW Foreign word 外来词\n",
|
||
"6. IN Preposition or subordinating conjunction 介词或从属连词\n",
|
||
"7. JJ Adjective 形容词或序数词\n",
|
||
"8. JJR Adjective, comparative 形容词比较级\n",
|
||
"9. JJS Adjective, superlative 形容词最高级\n",
|
||
"10. LS List item marker 列表标示\n",
|
||
"11. MD Modal 情态助动词\n",
|
||
"12. NN Noun, singular or mass 常用名词 单数形式\n",
|
||
"13. NNS Noun, plural 常用名词 复数形式\n",
|
||
"14. NNP Proper noun, singular 专有名词,单数形式\n",
|
||
"15. NNPS Proper noun, plural 专有名词,复数形式\n",
|
||
"16. PDT Predeterminer 前位限定词\n",
|
||
"17. POS Possessive ending 所有格结束词\n",
|
||
"18. PRP Personal pronoun 人称代词\n",
|
||
"19. PRP\\$ Possessive pronoun 所有格代名词\n",
|
||
"20. RB Adverb 副词\n",
|
||
"21. RBR Adverb, comparative 副词比较级\n",
|
||
"22. RBS Adverb, superlative 副词最高级\n",
|
||
"23. RP Particle 小品词\n",
|
||
"24. SYM Symbol 符号\n",
|
||
"25. TO to 作为介词或不定式格式\n",
|
||
"26. UH Interjection 感叹词\n",
|
||
"27. VB Verb, base form 动词基本形式\n",
|
||
"28. VBD Verb, past tense 动词过去式\n",
|
||
"29. VBG Verb, gerund or present participle 动名词和现在分词\n",
|
||
"30. VBN Verb, past participle 过去分词\n",
|
||
"31. VBP Verb, non-3rd person singular present 动词非第三人称单数\n",
|
||
"32. VBZ Verb, 3rd person singular present 动词第三人称单数\n",
|
||
"33. WDT Wh-determiner 限定词(如关系限定词:whose,which.疑问限定词:what,which,whose.)\n",
|
||
"34. WP Wh-pronoun 代词(who whose which)\n",
|
||
"35. WP$ Possessive wh-pronoun 所有格代词\n",
|
||
"36. WRB Wh-adverb 疑问代词(how where when)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Problem_d"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>star_rating</th>\n",
|
||
" <th>review_date</th>\n",
|
||
" <th>sense_score</th>\n",
|
||
" <th>product_category</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>11469</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2002-03-02</td>\n",
|
||
" <td>0.4581</td>\n",
|
||
" <td>beauty</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11468</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2002-04-20</td>\n",
|
||
" <td>0.7204</td>\n",
|
||
" <td>beauty</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11467</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2002-07-13</td>\n",
|
||
" <td>0.7555</td>\n",
|
||
" <td>beauty</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11466</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2002-08-13</td>\n",
|
||
" <td>0.1445</td>\n",
|
||
" <td>beauty</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11465</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2002-08-21</td>\n",
|
||
" <td>0.7477</td>\n",
|
||
" <td>beauty</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" star_rating review_date sense_score product_category\n",
|
||
"11469 3 2002-03-02 0.4581 beauty\n",
|
||
"11468 5 2002-04-20 0.7204 beauty\n",
|
||
"11467 5 2002-07-13 0.7555 beauty\n",
|
||
"11466 1 2002-08-13 0.1445 beauty\n",
|
||
"11465 5 2002-08-21 0.7477 beauty"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"p_d=df[['star_rating','review_date','sense_score','product_category']]\n",
|
||
"p_d.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.collections.PathCollection at 0x1b9bfec7710>"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x864 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15,12))\n",
|
||
"plt.scatter(p_d.loc[p_d['star_rating']==3,'review_date'],p_d.loc[p_d['star_rating']==3,'sense_score'])\n",
|
||
"plt.scatter(p_d.loc[p_d['star_rating']==1,'review_date'],p_d.loc[p_d['star_rating']==1,'sense_score'])\n",
|
||
"plt.scatter(p_d.loc[p_d['star_rating']==2,'review_date'],p_d.loc[p_d['star_rating']==2,'sense_score'])\n",
|
||
"plt.scatter(p_d.loc[p_d['star_rating']==4,'review_date'],p_d.loc[p_d['star_rating']==4,'sense_score'])\n",
|
||
"plt.scatter(p_d.loc[p_d['star_rating']==5,'review_date'],p_d.loc[p_d['star_rating']==5,'sense_score'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(735599.0, 735629.0)"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"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": [
|
||
"p_d_ts=p_d.set_index('review_date')\n",
|
||
"month=p_d_ts[(p_d_ts.index>'2015-01') & (p_d_ts.index<'2015-02')]\n",
|
||
"month=month[month['product_category']=='beauty']\n",
|
||
"\n",
|
||
"plt.scatter(month.loc[month['star_rating']==5].index,month.loc[month['star_rating']==5,'sense_score'])\n",
|
||
"plt.scatter(month.loc[month['star_rating']==1].index,month.loc[month['star_rating']==1,'sense_score'])\n",
|
||
"plt.scatter(month.loc[month['star_rating']==2].index,month.loc[month['star_rating']==2,'sense_score'])\n",
|
||
"plt.scatter(month.loc[month['star_rating']==3].index,month.loc[month['star_rating']==3,'sense_score'])\n",
|
||
"plt.scatter(month.loc[month['star_rating']==4].index,month.loc[month['star_rating']==4,'sense_score'])\n",
|
||
"\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlim('2015-01-01','2015-01-31')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 要通过变化趋势,来查看评论对未来的影响\n",
|
||
" 因素:评论的增减数量"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"month=month.groupby(['review_date','star_rating']).agg({'star_rating':'count'})\n",
|
||
"month.rename(columns={'star_rating':'count'},inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# month.loc[('2015-01-02':'2015-01-31',1)]\n",
|
||
"month.loc[('2015-01-02', 1):('2015-01-31', 1)]\n",
|
||
"month=month.reset_index()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 864x864 with 5 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12,12))\n",
|
||
"for i in range(1,6):\n",
|
||
" one=month.loc[month['star_rating']==i][['count','review_date']].set_index('review_date')\n",
|
||
" plt.subplot(5,1,i)\n",
|
||
" plt.plot(one.diff(1),label='★'*i)\n",
|
||
" plt.grid()\n",
|
||
" plt.xlim('2015-01-02','2015-02-01')\n",
|
||
" plt.legend(loc='upper left')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Problem_e"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"\n",
|
||
"X = df['review_body']\n",
|
||
"# X=data_clean(X).split()\n",
|
||
"y_dict = {1:0, 2:0, 4:1, 5:1}\n",
|
||
"y = df['star_rating'].map(y_dict)\n",
|
||
"\n",
|
||
"c = CountVectorizer(stop_words = 'english')\n",
|
||
" \n",
|
||
"def my_confusion_matrix(y_true, y_pred):\n",
|
||
" from sklearn.metrics import confusion_matrix\n",
|
||
" labels = list(set(y_true))\n",
|
||
" conf_mat = confusion_matrix(y_true, y_pred, labels = labels)\n",
|
||
" print (\"confusion_matrix(left labels: y_true, up labels: y_pred):\")\n",
|
||
" print (\"labels\\t\")\n",
|
||
" for i in range(len(labels)):\n",
|
||
" print (labels[i],\"\\t\"),\n",
|
||
" print()\n",
|
||
" for i in range(len(conf_mat)):\n",
|
||
" print (i,\"\\t\")\n",
|
||
" for j in range(len(conf_mat[i])):\n",
|
||
" print (conf_mat[i][j],'\\t'),\n",
|
||
" print ()\n",
|
||
" print ()\n",
|
||
"def my_classification_report(y_true, y_pred):\n",
|
||
" from sklearn.metrics import classification_report\n",
|
||
" print (\"classification_report(left: labels):\")\n",
|
||
" print (classification_report(y_true, y_pred))\n",
|
||
"def text_fit(X, y, model,clf_model,coef_show=1):\n",
|
||
" \n",
|
||
" y=y.fillna(0)\n",
|
||
" X_c = model.fit_transform(X)\n",
|
||
" print('# features: {}'.format(X_c.shape[1]))\n",
|
||
" X_train, X_test, y_train, y_test = train_test_split(X_c, y, random_state=0)\n",
|
||
" print('# train records: {}'.format(X_train.shape[0]))\n",
|
||
" print('# test records: {}'.format(X_test.shape[0]))\n",
|
||
" \n",
|
||
" \n",
|
||
" clf = clf_model.fit(X_train, y_train)\n",
|
||
" acc = clf.score(X_test, y_test)\n",
|
||
" y_pred=clf.predict(X_test)\n",
|
||
" my_classification_report(y_test,y_pred)\n",
|
||
" print ('Model Accuracy: {}'.format(acc))\n",
|
||
" \n",
|
||
" if coef_show == 1: \n",
|
||
" w = model.get_feature_names()\n",
|
||
" coef = clf.coef_.tolist()[0]\n",
|
||
" coeff_df = pd.DataFrame({'Word' : w, 'Coefficient' : coef})\n",
|
||
" coeff_df = coeff_df.sort_values(['Coefficient', 'Word'], ascending=[0, 1])\n",
|
||
" return coeff_df\n",
|
||
" \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"# features: 22249\n",
|
||
"# train records: 24015\n",
|
||
"# test records: 8005\n",
|
||
"classification_report(left: labels):\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" 0.0 0.81 0.53 0.64 1701\n",
|
||
" 1.0 0.88 0.97 0.92 6304\n",
|
||
"\n",
|
||
" accuracy 0.88 8005\n",
|
||
" macro avg 0.85 0.75 0.78 8005\n",
|
||
"weighted avg 0.87 0.88 0.86 8005\n",
|
||
"\n",
|
||
"Model Accuracy: 0.8750780762023735\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"tfidf = TfidfVectorizer(stop_words = 'english')\n",
|
||
"res=text_fit(X, y, tfidf, LogisticRegression())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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"<style scoped>\n",
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|
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" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Word</th>\n",
|
||
" <th>Coefficient</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>11657</td>\n",
|
||
" <td>love</td>\n",
|
||
" <td>7.971665</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11671</td>\n",
|
||
" <td>loves</td>\n",
|
||
" <td>7.044402</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8969</td>\n",
|
||
" <td>great</td>\n",
|
||
" <td>6.889141</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14192</td>\n",
|
||
" <td>perfect</td>\n",
|
||
" <td>5.995891</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6734</td>\n",
|
||
" <td>easy</td>\n",
|
||
" <td>5.232032</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2555</td>\n",
|
||
" <td>best</td>\n",
|
||
" <td>4.384276</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7332</td>\n",
|
||
" <td>excellent</td>\n",
|
||
" <td>4.263403</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9304</td>\n",
|
||
" <td>happy</td>\n",
|
||
" <td>4.118806</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9564</td>\n",
|
||
" <td>highly</td>\n",
|
||
" <td>3.496373</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14552</td>\n",
|
||
" <td>pleased</td>\n",
|
||
" <td>3.381403</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1977</td>\n",
|
||
" <td>awesome</td>\n",
|
||
" <td>3.303229</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8736</td>\n",
|
||
" <td>glad</td>\n",
|
||
" <td>3.148119</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7706</td>\n",
|
||
" <td>favorite</td>\n",
|
||
" <td>3.089935</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12978</td>\n",
|
||
" <td>nice</td>\n",
|
||
" <td>3.051845</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21904</td>\n",
|
||
" <td>wonderful</td>\n",
|
||
" <td>3.045538</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1404</td>\n",
|
||
" <td>amazing</td>\n",
|
||
" <td>2.973404</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11659</td>\n",
|
||
" <td>loved</td>\n",
|
||
" <td>2.860681</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16929</td>\n",
|
||
" <td>satisfied</td>\n",
|
||
" <td>2.684600</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6512</td>\n",
|
||
" <td>dries</td>\n",
|
||
" <td>2.515207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21958</td>\n",
|
||
" <td>works</td>\n",
|
||
" <td>2.487304</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Word Coefficient\n",
|
||
"11657 love 7.971665\n",
|
||
"11671 loves 7.044402\n",
|
||
"8969 great 6.889141\n",
|
||
"14192 perfect 5.995891\n",
|
||
"6734 easy 5.232032\n",
|
||
"2555 best 4.384276\n",
|
||
"7332 excellent 4.263403\n",
|
||
"9304 happy 4.118806\n",
|
||
"9564 highly 3.496373\n",
|
||
"14552 pleased 3.381403\n",
|
||
"1977 awesome 3.303229\n",
|
||
"8736 glad 3.148119\n",
|
||
"7706 favorite 3.089935\n",
|
||
"12978 nice 3.051845\n",
|
||
"21904 wonderful 3.045538\n",
|
||
"1404 amazing 2.973404\n",
|
||
"11659 loved 2.860681\n",
|
||
"16929 satisfied 2.684600\n",
|
||
"6512 dries 2.515207\n",
|
||
"21958 works 2.487304"
|
||
]
|
||
},
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
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|
||
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|
||
],
|
||
"source": [
|
||
"res.head(20)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
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|
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|
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|
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>6049</td>\n",
|
||
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|
||
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|
||
" </tr>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>18813</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <td>21479</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <td>3130</td>\n",
|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>20976</td>\n",
|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16409</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6050</td>\n",
|
||
" <td>disappointing</td>\n",
|
||
" <td>-3.595231</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9904</td>\n",
|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>17240</td>\n",
|
||
" <td>send</td>\n",
|
||
" <td>-3.159962</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21986</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"</table>\n",
|
||
"</div>"
|
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|
||
"text/plain": [
|
||
" Word Coefficient\n",
|
||
"6049 disappointed -5.745907\n",
|
||
"16406 return -4.777641\n",
|
||
"18813 stopped -4.289956\n",
|
||
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|
||
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|
||
"20976 useless -3.721655\n",
|
||
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|
||
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|
||
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|
||
"9904 idea -3.268725\n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
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