2891 lines
1.3 MiB
Plaintext
2891 lines
1.3 MiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import re\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"import nltk\n",
|
||
"from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
|
||
"from nltk import FreqDist\n",
|
||
"from nltk import ngrams\n",
|
||
"from nltk.tokenize import sent_tokenize\n",
|
||
"from nltk.tokenize import word_tokenize\n",
|
||
"from wordcloud import WordCloud, STOPWORDS\n",
|
||
"\n",
|
||
"from mlxtend.frequent_patterns import apriori\n",
|
||
"from mlxtend.frequent_patterns import association_rules\n",
|
||
"\n",
|
||
"import statsmodels.api as sm\n",
|
||
"from statsmodels.tsa.arima_model import ARIMA\n",
|
||
"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf # acf和pacf展示库\n",
|
||
"from statsmodels.tsa.stattools import adfuller # adf检验库\n",
|
||
"from statsmodels.stats.diagnostic import acorr_ljungbox # 随机性检验库\n",
|
||
"from statsmodels.tsa.arima_model import ARMA # ARMA库\n",
|
||
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
|
||
"\n",
|
||
"\n",
|
||
"from datetime import datetime\n",
|
||
"import warnings\n",
|
||
"warnings.filterwarnings('ignore')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 导入数据+数据预处理(问题1)\n",
|
||
" 1、将评论时期转化为时间序列\n",
|
||
" 2、将评论内容为\"No complaints\"、\"No comment\"的内容(即默认好评),替换为\"good\"\n",
|
||
" 3、评论星数归一化、查看数据分布。\n",
|
||
" \n",
|
||
" 4、将vine、veritifed_purchase转化为0、1的数值型数据\n",
|
||
" 5、对整个数据集,新增一列销量(即reviews的数量)\n",
|
||
" 6、查看数值型数据的相关性(热力图)\n",
|
||
" 7、对数值型数据进行关联分析"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"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>marketplace</th>\n",
|
||
" <th>customer_id</th>\n",
|
||
" <th>review_id</th>\n",
|
||
" <th>product_id</th>\n",
|
||
" <th>product_parent</th>\n",
|
||
" <th>product_title</th>\n",
|
||
" <th>product_category</th>\n",
|
||
" <th>star_rating</th>\n",
|
||
" <th>helpful_votes</th>\n",
|
||
" <th>total_votes</th>\n",
|
||
" <th>vine</th>\n",
|
||
" <th>verified_purchase</th>\n",
|
||
" <th>review_headline</th>\n",
|
||
" <th>review_body</th>\n",
|
||
" <th>review_date</th>\n",
|
||
" <th>reviews</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>11469</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>43740490</td>\n",
|
||
" <td>R2XM83JYE2KDE2</td>\n",
|
||
" <td>B00005O0MZ</td>\n",
|
||
" <td>694290590</td>\n",
|
||
" <td>conair corp pers care 146np conair ionic condi...</td>\n",
|
||
" <td>Beauty</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>320</td>\n",
|
||
" <td>332</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Some pluses, some minuses</td>\n",
|
||
" <td>This is my only experience with an ionic hair ...</td>\n",
|
||
" <td>2002-03-02</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11468</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>38947355</td>\n",
|
||
" <td>R3JMGN42OJCL97</td>\n",
|
||
" <td>B00005O0MZ</td>\n",
|
||
" <td>694290590</td>\n",
|
||
" <td>conair corp pers care 146np conair ionic condi...</td>\n",
|
||
" <td>Beauty</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>78</td>\n",
|
||
" <td>87</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Excellent for fine/limp hair</td>\n",
|
||
" <td>This hairdryer far exceeded my expection for<B...</td>\n",
|
||
" <td>2002-04-20</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11467</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>37733836</td>\n",
|
||
" <td>R3GO6L5PWBS0IW</td>\n",
|
||
" <td>B00005O0MZ</td>\n",
|
||
" <td>694290590</td>\n",
|
||
" <td>conair corp pers care 146np conair ionic condi...</td>\n",
|
||
" <td>Beauty</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>The best dryer!!!</td>\n",
|
||
" <td>I love this dryer not only is it QUIET, it rea...</td>\n",
|
||
" <td>2002-07-13</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11466</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>43977044</td>\n",
|
||
" <td>R2JQPUYU65C4QD</td>\n",
|
||
" <td>B00005O0MZ</td>\n",
|
||
" <td>694290590</td>\n",
|
||
" <td>conair corp pers care 146np conair ionic condi...</td>\n",
|
||
" <td>Beauty</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>26</td>\n",
|
||
" <td>32</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Disappointment with dryer</td>\n",
|
||
" <td>I purchased it because it was supposed to be q...</td>\n",
|
||
" <td>2002-08-13</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11465</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>35599734</td>\n",
|
||
" <td>R2O50YNP83CG34</td>\n",
|
||
" <td>B000065DJY</td>\n",
|
||
" <td>919751065</td>\n",
|
||
" <td>revlon 1875w volumizing hair dryer</td>\n",
|
||
" <td>Beauty</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>18</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>great hair!</td>\n",
|
||
" <td>I just purchased this dryer, and I really like...</td>\n",
|
||
" <td>2002-08-21</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" marketplace customer_id review_id product_id product_parent \\\n",
|
||
"11469 US 43740490 R2XM83JYE2KDE2 B00005O0MZ 694290590 \n",
|
||
"11468 US 38947355 R3JMGN42OJCL97 B00005O0MZ 694290590 \n",
|
||
"11467 US 37733836 R3GO6L5PWBS0IW B00005O0MZ 694290590 \n",
|
||
"11466 US 43977044 R2JQPUYU65C4QD B00005O0MZ 694290590 \n",
|
||
"11465 US 35599734 R2O50YNP83CG34 B000065DJY 919751065 \n",
|
||
"\n",
|
||
" product_title product_category \\\n",
|
||
"11469 conair corp pers care 146np conair ionic condi... Beauty \n",
|
||
"11468 conair corp pers care 146np conair ionic condi... Beauty \n",
|
||
"11467 conair corp pers care 146np conair ionic condi... Beauty \n",
|
||
"11466 conair corp pers care 146np conair ionic condi... Beauty \n",
|
||
"11465 revlon 1875w volumizing hair dryer Beauty \n",
|
||
"\n",
|
||
" star_rating helpful_votes total_votes vine verified_purchase \\\n",
|
||
"11469 3 320 332 0 1 \n",
|
||
"11468 5 78 87 0 0 \n",
|
||
"11467 5 4 4 0 1 \n",
|
||
"11466 1 26 32 0 0 \n",
|
||
"11465 5 14 18 0 0 \n",
|
||
"\n",
|
||
" review_headline \\\n",
|
||
"11469 Some pluses, some minuses \n",
|
||
"11468 Excellent for fine/limp hair \n",
|
||
"11467 The best dryer!!! \n",
|
||
"11466 Disappointment with dryer \n",
|
||
"11465 great hair! \n",
|
||
"\n",
|
||
" review_body review_date reviews \n",
|
||
"11469 This is my only experience with an ionic hair ... 2002-03-02 1 \n",
|
||
"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 "
|
||
]
|
||
},
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df=pd.read_table(\"hair_dryer.tsv\")\n",
|
||
"df['review_date']=pd.to_datetime(df['review_date'])\n",
|
||
"index=df[(df['review_body']==\"No complaints\") | (df['review_body']=='no comment')].index\n",
|
||
"df.loc[index,['review_body']]=\"good\"\n",
|
||
"df=df.sort_values('review_date')\n",
|
||
"\n",
|
||
"df.loc[df['vine']==\"N\",\"vine\"]=0\n",
|
||
"df.loc[df['vine']==\"Y\",\"vine\"]=1\n",
|
||
"df.loc[df['verified_purchase']==\"Y\",\"verified_purchase\"]=1\n",
|
||
"df.loc[df['verified_purchase']==\"N\",\"verified_purchase\"]=0\n",
|
||
"\n",
|
||
"df['reviews']=0\n",
|
||
"unique_id=df['product_id'].drop_duplicates().tolist()\n",
|
||
"dicts=dict(zip(unique_id,df['reviews'].tolist()))\n",
|
||
"for i in range(len(df)):\n",
|
||
" pid=df.iloc[i,3]#product_id\n",
|
||
" vf=df.iloc[i,11]#verified_purchase\n",
|
||
" if vf==1:\n",
|
||
" dicts[pid]+=1\n",
|
||
" df.iloc[i,-1]=dicts[pid]\n",
|
||
" else:\n",
|
||
" df.iloc[i,-1]=dicts[pid]\n",
|
||
"\n",
|
||
"df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df=df.drop(['customer_id','marketplace','product_category','product_title','product_category','review_id'],axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 协方差"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"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(\"heatmap.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": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(0, 600)"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"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": 6,
|
||
"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": 7,
|
||
"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": 8,
|
||
"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>90</td>\n",
|
||
" <td>(star_rating_5, vine_0, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.953210</td>\n",
|
||
" <td>1.114394</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>91</td>\n",
|
||
" <td>(star_rating_5, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.953210</td>\n",
|
||
" <td>1.114508</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>46</td>\n",
|
||
" <td>(star_rating_5, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.953210</td>\n",
|
||
" <td>1.114394</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>98</td>\n",
|
||
" <td>(real_helpful_0, star_rating_5, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.953165</td>\n",
|
||
" <td>1.114341</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>117</td>\n",
|
||
" <td>(real_helpful_0, star_rating_5, vine_0, review...</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.953165</td>\n",
|
||
" <td>1.114341</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>120</td>\n",
|
||
" <td>(real_helpful_0, star_rating_5, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.953165</td>\n",
|
||
" <td>1.114454</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>70</td>\n",
|
||
" <td>(real_helpful_0, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.952978</td>\n",
|
||
" <td>1.114123</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>107</td>\n",
|
||
" <td>(real_helpful_0, reviews_dis_2.0, vine_0)</td>\n",
|
||
" <td>(verified_purchase_1)</td>\n",
|
||
" <td>0.952978</td>\n",
|
||
" <td>1.114123</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>108</td>\n",
|
||
" <td>(real_helpful_0, reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.952978</td>\n",
|
||
" <td>1.114236</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>60</td>\n",
|
||
" <td>(reviews_dis_2.0)</td>\n",
|
||
" <td>(verified_purchase_1, vine_0)</td>\n",
|
||
" <td>0.949196</td>\n",
|
||
" <td>1.109814</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" antecedents \\\n",
|
||
"90 (star_rating_5, vine_0, reviews_dis_2.0) \n",
|
||
"91 (star_rating_5, reviews_dis_2.0) \n",
|
||
"46 (star_rating_5, reviews_dis_2.0) \n",
|
||
"98 (real_helpful_0, star_rating_5, reviews_dis_2.0) \n",
|
||
"117 (real_helpful_0, star_rating_5, vine_0, review... \n",
|
||
"120 (real_helpful_0, star_rating_5, reviews_dis_2.0) \n",
|
||
"70 (real_helpful_0, reviews_dis_2.0) \n",
|
||
"107 (real_helpful_0, reviews_dis_2.0, vine_0) \n",
|
||
"108 (real_helpful_0, reviews_dis_2.0) \n",
|
||
"60 (reviews_dis_2.0) \n",
|
||
"\n",
|
||
" consequents confidence lift \n",
|
||
"90 (verified_purchase_1) 0.953210 1.114394 \n",
|
||
"91 (verified_purchase_1, vine_0) 0.953210 1.114508 \n",
|
||
"46 (verified_purchase_1) 0.953210 1.114394 \n",
|
||
"98 (verified_purchase_1) 0.953165 1.114341 \n",
|
||
"117 (verified_purchase_1) 0.953165 1.114341 \n",
|
||
"120 (verified_purchase_1, vine_0) 0.953165 1.114454 \n",
|
||
"70 (verified_purchase_1) 0.952978 1.114123 \n",
|
||
"107 (verified_purchase_1) 0.952978 1.114123 \n",
|
||
"108 (verified_purchase_1, vine_0) 0.952978 1.114236 \n",
|
||
"60 (verified_purchase_1, vine_0) 0.949196 1.109814 "
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"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": [
|
||
"## 根据提升度排序"
|
||
]
|
||
},
|
||
{
|
||
"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>antecedents</th>\n",
|
||
" <th>consequents</th>\n",
|
||
" <th>confidence</th>\n",
|
||
" <th>lift</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>102</td>\n",
|
||
" <td>(verified_purchase_1, real_helpful_-1)</td>\n",
|
||
" <td>(reviews_dis_1.0, vine_0)</td>\n",
|
||
" <td>0.908546</td>\n",
|
||
" <td>1.297761</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>101</td>\n",
|
||
" <td>(verified_purchase_1, vine_0, real_helpful_-1)</td>\n",
|
||
" <td>(reviews_dis_1.0)</td>\n",
|
||
" <td>0.908546</td>\n",
|
||
" <td>1.279281</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>68</td>\n",
|
||
" <td>(verified_purchase_1, real_helpful_-1)</td>\n",
|
||
" <td>(reviews_dis_1.0)</td>\n",
|
||
" <td>0.908546</td>\n",
|
||
" <td>1.279281</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>95</td>\n",
|
||
" <td>(star_rating_5, reviews_dis_2.0)</td>\n",
|
||
" <td>(real_helpful_0, vine_0)</td>\n",
|
||
" <td>0.859630</td>\n",
|
||
" <td>1.271268</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>119</td>\n",
|
||
" <td>(verified_purchase_1, star_rating_5, reviews_d...</td>\n",
|
||
" <td>(real_helpful_0, vine_0)</td>\n",
|
||
" <td>0.859589</td>\n",
|
||
" <td>1.271208</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" antecedents \\\n",
|
||
"102 (verified_purchase_1, real_helpful_-1) \n",
|
||
"101 (verified_purchase_1, vine_0, real_helpful_-1) \n",
|
||
"68 (verified_purchase_1, real_helpful_-1) \n",
|
||
"95 (star_rating_5, reviews_dis_2.0) \n",
|
||
"119 (verified_purchase_1, star_rating_5, reviews_d... \n",
|
||
"\n",
|
||
" consequents confidence lift \n",
|
||
"102 (reviews_dis_1.0, vine_0) 0.908546 1.297761 \n",
|
||
"101 (reviews_dis_1.0) 0.908546 1.279281 \n",
|
||
"68 (reviews_dis_1.0) 0.908546 1.279281 \n",
|
||
"95 (real_helpful_0, vine_0) 0.859630 1.271268 \n",
|
||
"119 (real_helpful_0, vine_0) 0.859589 1.271208 "
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"result=result.sort_values(\"lift\",ascending=False)\n",
|
||
"result[['antecedents', 'consequents','confidence','lift']].head(5)"
|
||
]
|
||
},
|
||
{
|
||
"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": 10,
|
||
"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",
|
||
" ss = sid.polarity_scores(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": 11,
|
||
"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>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.438</td>\n",
|
||
" <td>0.562</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.6914</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.7000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.692</td>\n",
|
||
" <td>0.308</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.9076</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.223</td>\n",
|
||
" <td>0.777</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.6269</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>11470 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",
|
||
"4 4 0.438 0.562 0.000 0.6914\n",
|
||
"3 5 0.000 1.000 0.000 0.7000\n",
|
||
"2 5 0.692 0.308 0.000 0.9076\n",
|
||
"1 4 0.223 0.777 0.000 0.6269\n",
|
||
"0 5 0.815 0.185 0.000 0.9445\n",
|
||
"\n",
|
||
"[11470 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"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": 12,
|
||
"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": 210,
|
||
"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, 0.7825]\n",
|
||
"[0.5975624999999999, 0.66055, 0.4694, 0.5935800000000001, 0.4646478873239437, 0.5892005494505494, 0.561612121212121, 0.591191362126246, 0.5735558620689649, 0.5747014218009472, 0.5953969365426689, 0.627783940242763, 0.6506840425531931, 0.674756038338658]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1d00cbe4320>"
|
||
]
|
||
},
|
||
"execution_count": 210,
|
||
"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=pd.concat([p_a,df[['review_date','real_helpful','vine']]],axis=1)\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": 212,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJQAAAJbCAYAAACyxM4eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3X2M5Pd9H/b3d5+fd0XxjjyTkvVwtEjFlBVHtV0ELdwYsWW3iJ0iQe2qtZo4YBLYKIr80dgVUAdNBKQt0hRBEwdOI9gGZLuuU8NOIsdRlTb5I04TOrGOsklJJ8mSjuLDUdTM7ezsw+zur3/MzHFJ3sPO087O7OsFLHb3uzOz3wOI4+17Pw+lqqoAAAAAwGnNjPsCAAAAAEwWgRIAAAAAPREoAQAAANATgRIAAAAAPREoAQAAANATgRIAAAAAPREoAQAAANATgRIAAAAAPREoAQAAANCTuXFfoF8PPvhg9Y53vGPc1wAAAACYGr/zO7/zSlVVl+73uIkNlN7xjnfk6aefHvc1AAAAAKZGKeXLp3mcljcAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAAAAeiJQAgAAAKAnAiUAAABguD7+8eQd70hmZtrvP/7xcd+IIZsb9wUAAACAKfLxjydPPZU0m+3Pv/zl9udJ8qEPje9eDJUKJQAAAGB4PvKRpNnM9sJyXlnZbJ81m+1zpoZACQAAABier3wlSfLX/tify3/xn/21N50zHQRKAAAAwPC8/e1Jkuc3L+ezl745O/NLrztnOgiUAAAAgOH56EeTlZXUltZTlZl87sG3Jysr7XOmhqHcAAAAwPB0Bm/XfvswSfLsEx/IH/6z/72B3FNGhRIAAAAwXB/6UOoPPpwkee6//ilh0hQSKAEAAABDdXRcZXuvXaH03AvbY74NoyBQAgAAAIbq1m4rSTI/W/Lsi7dSVdWYb8SwCZQAAACAoap1AqVve3Qr23uHeb62O+YbMWwCJQAAAGCoas2DJMl3vuuBJNreppFACQAAABiqeqdC6Tve+dYkyXMv3hrndRgBgRIAAAAwVN1A6dG3LOdtDyzn2RdVKE0bgRIAAAAwVLVmO1DaXJ7PEw9v5NkXVChNG4ESAAAAMFTdCqXN5fk8fmUjf/DKTnYPjsZ8K4ZJoAQAAAAMVa3ZytriXOZnZ/LEw+s5rpLPv6ztbZoIlAAAAIChqu+2srk8nyR5/MpGEpvepo1ACQAAABiq+u7B7UDp7Q+sZHl+Nr9vjtJUESgBAAAAQ1VrvlahNDtT8p6H1/PciwKlaSJQAgAAAIaqvtvK1sr87c+fuLKe517cTlVVY7wVwyRQAgAAAIaq9oZA6fGHN1JrtvLSrf0x3ophEigBAAAAQ1NVVerNVjaWTwZK60mSZ7W9TQ2BEgAAADA0e63jHBwdZ2t54fZZd9PbswZzTw2BEgAAADA0td2DJHldy9vm8nwe2VrOcy9sj+taDJlACQAAABiaWrOVJLe3vHU9btPbVBEoAQAAAENT320HSltvDJSurOcLN3eyf3g0jmsxZAIlAAAAYGhuVyitvD5QeuLKRo6Oq3z+pcY4rsWQCZQAAACAobm1e7eWt/Zg7udeNEdpGgiUAAAAgKF5bSj3wuvO3/HWlSzOzeQ5m96mgkAJAAAAGJpas5XZmZLVhdnXnc/NzuRbHlpXoTQlBEoAAADA0NR3W9lank8p5U1fe+LKep594VaqqhrDzRgmgRIAAAAwNLXd1psGcnc9/vBGvr5zkJuN/TO+FcMmUAIAAACGpt5svWkgd9fjV9aTJM+9oO1t0gmUAAAAgKHptrzdyRO3N70ZzD3pBEoAAADA0NR2D9604a3rLasLeXhjKc+qUJp4AiUAAABgaO7V8pa0296efUGF0qQTKAEAAABDcXRc5dbe4b0DpYc38oWbjRwcHp/hzRg2gRIAAAAwFLd2W0lyz0DpiSvraR1V+eIrjbO6FiMgUAIAAACGot4JlLZW7l2hlETb24QTKAEAAABDUTtFoPSuS6tZmJ3JcwZzTzSBEgAAADAUteZBknu3vM3PzuTq5bU8+6JAaZLdN1AqpXyslPJyKeUzJ87+Sinl+VLK73befuDE136qlHK9lPLZUsr3nTj/YOfseinlJ0+cv7OU8v+VUj5fSvk/Sil33i0IAAAAnGv12zOU7v2j/eNX1vOclreJdpoKpZ9L8sE7nP/Nqqre33n7RJKUUt6b5IeT/KHOc/5OKWW2lDKb5G8n+f4k703yI53HJsn/2Hmtx5J8I8mPDfIHAgAAAMbjNDOUkuSJhzfy8vZ+vt7YP4trMQL3DZSqqvoXSV495ev9YJJfrqpqv6qqLyW5nuQ7Om/Xq6r6YlVVB0l+OckPllJKkj+W5Fc7z//5JD/U458BAAAAOAdqzftveUuSJ660B3M/p+1tYg0yQ+knSinXOi1xb+mcPZLkqycec6NzdrfztyapVVV1+IZzAAAAYMLUd1tZXZjN/Oy944bHr6wnseltkvUbKP1MkncneX+SF5L8jc55ucNjqz7O76iU8lQp5elSytM3b97s7cYAAADASNWarWyt3H808oNri3lwbVGF0gTrK1CqquqlqqqOqqo6TvL30m5pS9oVRm878dBHk3ztHuevJNkqpcy94fxu3/dnq6r6QFVVH7h06VI/VwcAAABGpL7bysZ92t26nriynudeVKE0qfoKlEopV058+ieTdDfA/UaSHy6lLJZS3pnksST/Osm/SfJYZ6PbQtqDu3+jqqoqyf+T5E91nv/hJL/ez50AAACA8arvHmTr1IHSRj73UiOHR8cjvhWjMHe/B5RSfinJdyd5sJRyI8lPJ/nuUsr7025P+4Mkfz5Jqqr6vVLKryT5/SSHSX68qqqjzuv8RJLfSjKb5GNVVf1e51v85SS/XEr5a0n+XZK/P7Q/HQAAAHBmas1W3n1p7VSPffzh9RwcHudLr+zksYfWR3wzhu2+gVJVVT9yh+O7hj5VVX00yUfvcP6JJJ+4w/kX81rLHAAAADCh6rutbK2crkLp8Yfbm96efXFboDSBBtnyBgAAAJAkqaoqtd1WNk8ZKL378mrmZkqes+ltIgmUAAAAgIHttY5zcHiczVPOUFqcm83Vy2t5VqA0kQRKAAAAwMDqu60kydbywqmf8/jD63nuxe1RXYkREigBAAAAA6vtHiTJqWcoJcnjVzbyQn0vtebBqK7FiAiUAAAAgIHVm+0KpdO2vCXtCqUkqpQmkEAJAAAAGFhtt/dA6b1XOpvezFGaOAIlAAAAYGDdCqVeWt4urS/mgdWFPPeCCqVJI1ACAAAABlbvo0KplNIZzK1CadIIlAAAAICB1XYPMjtTsrY419PzHn94I599aTtHx9WIbsYoCJQAAACAgdWarWwuz6eU0tPznriynr3Wcf7g6zsjuhmjIFACAAAABlbfbWWrh3a3ric6g7nNUZosAiUAAABgYPXdVjZ7GMjddfXyWmZKzFGaMAIlAAAAYGDdlrdeLc3P5l2X1vKsCqWJIlACAAAABtZvy1sSm94mkEAJAAAAGFiteZCtlYW+nvvElY3c+MZubu21hnwrRkWgBAAAAAzk6LjK9v5hNvqsUHriynqS5LMvanubFAIlAAAAYCDbe61UVQZoeetuetP2NikESgAAAMBAas12q1o/Q7mT5MrmUjaW5vKsCqWJIVACAAAABlLfbQdKWyv9BUqllDxxZSPPqlCaGAIlAAAAYCC1AQOlpD2Y+7Mvbuf4uBrWtRghgRIAAAAwkFrzIEn/LW9J8vjD62keHOWr32gO61qMkEAJAAAAGMit3e4MpYW+X+PxK+3B3M++YI7SJBAoAQAAAAMZdCh3krznofWUEnOUJoRACQAAABhIfbeVlYXZLMz1HzMsL8zmnW9dzXMvCpQmgUAJAAAAGEhtt5WtAaqTuh6/sp7nXtTyNgkESgAAAMBAas1WNlf6n5/U9fjDG/ny15vZ2T8cwq0YJYESAAAAMJBbu61sLs8N/DpPdAZzq1I6/wRKAAAAwEBquwfZGmDDW9fjD68niTlKE0CgBAAAAAyk1mwNtOGt69G3LGdtcS7PvaBC6bwTKAEAAAADqe+2srUyeKBUSsnjD6+rUJoAAiUAAACgb3uto+wfHmdzCIFS0p6j9NwL26mqaiivx2gIlAAAAIC+1ZqtJBlKy1uSPH5lPdv7h7nxjd2hvB6jIVACAAAA+lbfbQdKwxjKnSSPP2zT2yQQKAEAAAB9qzUPkmQoM5SS5D3dTW8vmKN0ngmUAAAAgL51K5SG1fK2tjiXtz+wokLpnBMoAQAAAH2rDTlQSpInrqznWRVK55pACQAAAOhbvTOUe1gtb0l7jtKXvr6T3YOjob0mwyVQAgAAAPpW321ldqZkbXFuaK/5xJX1VFXyuZe0vZ1XAiUAAACgb7Xdg2wuz6eUMrTXfG3Tm7a380qgBAAAAPSt1mwNdX5Skrz9gZWsLMzm2RdUKJ1XAiUAAACgb/Xd4QdKMzMl73nYYO7zTKAEAAAA9K2+2xrqQO6uxx/eyHMvbqeqqqG/NoMTKAEAAAB9G0WFUtIezF3fbeXFW3tDf20GJ1ACAAAA+lZrtrI1kkCpPZhb29v5JFACAAAA+nJ8XOXWXiubKwtDf+33PLyeJAZzn1MCJQAAAKAv23uHqaqMpOVtY2k+j2wt57kXBUrnkUAJAAAA6Ett9yBJRtLylrTnKD2n5e1cEigBAAAAfak1W0lGU6GUtOcoffGVney1jkby+vRPoAQAAAD0pb7bDpS2VkYTKD3+8EaOjqtcf7kxktenfwIlAAAAoC+1UQdKV7qDubW9nTcCJQAAAKAv9WZ7htLGiFre3vHW1SzNzxjMfQ4JlAAAAIC+dFveRjVDaXam5D0PratQOocESgAAAEBfas1WVhZmszg3O7Lv8fjDG3n2hVupqmpk34PeCZQAAACAvtR3WyOrTup6/Mp6vtFs5eXt/ZF+H3ojUAIAAAD6UjuDQOk9D7UHc3/uJXOUzhOBEgAAANCXerM1sg1vXVcfWkuSXH+5MdLvQ28ESgAAAEBfzqLl7dLaYjaW5gRK54xACQAAAOhLbfcgW8sLI/0epZRcvbyWzwuUzhWBEgAAANCXWrOVzRG3vCXJY5fX8wWB0rkiUAIAAAB6ttc6yv7h8chb3pLk6uW1fH3nIK/uHIz8e3E6AiUAAOjDC/XdPF/bHfc1AMamvttKkpEP5U7agVJiMPd5IlACAIA+/Hf/1zP5b3/10+O+BsDY1JrtQOmsKpQSgdJ5MjfuCwAAwCR6pXGQ1tHxuK8BMDa3K5RGPJQ7SR7ZWs7y/KxA6RwRKAEAQB8a+4cCJeBCqzXb84zOouVtZqbkXZdWc/2mQOm80PIGAAB9aOwfpnlwNO5rAIxNt0LpLFrekuSxy2u5/tL2mXwv7k+gBAAAfdjZP0xj/3Dc1wAYm9uB0hlUKCXtOUpfq+9lx9+958J9A6VSysdKKS+XUj5z4ux/LqU8V0q5Vkr5tVLKVuf8HaWU3VLK73be/u6J5/yRUsozpZTrpZS/VUopnfMHSimfLKV8vvP+LaP4gwIAwLAcHVdpHhzl4PBY2xtwYdWarcyUZG3hbKbpdAdzf0Hb27lwmgqln0vywTecfTLJt1ZV9b4kn0vyUye+9oWqqt7fefsLJ85/JslTSR7rvHVf8yeTfKqqqseSfKrzOQAAnFs7B6/9dry5r+0NuJjqu61sLs9nZqacyfe7enk9SfL5lwRK58F9A6Wqqv5FklffcPZPq6rq/l/0XyV59F6vUUq5kmSjqqrfrqqqSvILSX6o8+UfTPLznY9//sQ5AACcS4291wKlk+ESwEVS221la2X0G966vvmtK5mbKQZznxPDmKH0Z5P85onP31lK+XellH9eSvkPOmePJLlx4jE3OmdJ8lBVVS8kSef95bt9o1LKU6WUp0spT9+8eXMIVwcAgN6dnN9hlgdwUdWaB9k4o4HcSTI/O5N3PLia6y8LlM6DgQKlUspHkhwm+Xjn6IUkb6+q6g8n+UtJfrGUspHkTvVvVa/fr6qqn62q6gNVVX3g0qVL/V4bAAAGsn0yULLpDbigbu22snWGgVLS2fQmUDoX+g6USikfTvKfJPlQp40tVVXtV1X19c7Hv5PkC0m+Je2KpJNtcY8m+Vrn45c6LXHd1riX+70TAACcBRVKAN2Wt7MNlK5eXsuXv76T/UNh/rj1FSiVUj6Y5C8n+RNVVTVPnF8qpcx2Pn5X2sO3v9hpZdsupXxXZ7vbjyb59c7TfiPJhzsff/jEOQAAnEuvm6EkUAIuqO5Q7rN09fJajqvkD15p3v/BjNR9A6VSyi8l+e0k7yml3Cil/FiS/y3JepJPllJ+t5TydzsP/w+TXCulfDrJryb5C1VVdQd6/8Uk/3uS62lXLnXnLv31JH+8lPL5JH+88zkAAJxbjX1DuYGL7fi4Sn0MLW9XL68lST7/8vaZfl/ebO5+D6iq6kfucPz37/LYf5DkH9zla08n+dY7nH89yffc7x4AAHBevL7lTdsFcPFs7x2mqpLNM9zyliTvvrSWUmKO0jkwjC1vAABwoTTMUAIuuPpuK0nOvOVtaX42j75lWaB0DgiUAACgR439o8zPthcZC5SAi6i2e5AkZ97yliSPXV4XKJ0DAiUAAOhRY7+V9aX5rC7MZudAyxtw8dSanQqlM97ylrTnKH3xlZ0cHVdn/r15jUAJAAB6tLN/lNXF2awszqlQAi6kbsvbOCqUrl5ay8Hhcb76qk1v4yRQAgCAHm3vHWZtcT5ri3MqlIALqbY7xgqlh7qb3rS9jZNACQAAerSzf5i1xdmsLMyqUAIupHqzPUPprIdyJ+2Wt8Smt3GbG/cFAABg0jT2D/PWtYWUUgRKwIVU321leX42i3OzZ/69N5bm89DGokBpzFQoAQBAj9oVSnOdodwCJeDiqTVb2RpDu1vX1ctruf7y9ti+PwIlAADoWaMbKC3OpblvhhJw8dR3W2Npd+u6emktX7i5k6qy6W1cBEoAANCj24HSwlwaWt6AC6g27kDpofU09g/z4q29sd3hohMoAQBAD46OqzQPjrLarVCy5Q24gOrjbnm71Nn09pI5SuMiUAIAgB50ZyatL81ldbE9Q0nLBXDRjL3lzaa3sRMoAQBAD7pb3boVSlWV7LZUKQEXS233IFsrC2P7/g+uLWRrZT7XbwqUxkWgBAAAPWjstQOl7lDuJOYoARfKXusoe63jsVYolVJy9dJarmt5GxuBEgAA9KAbHrWHcs8mSXZsegMukFu7rSQZa6CUtNveVCiNj0AJAAB60HhDy1vyWhscwEVQ6wRK4xzKnbQDpVd3DvL1xv5Y73FRCZQAAKAHO6+rUBIoARdP/RxVKCUGc4+LQAkAAHrQ6LS3tWcotVvemgda3oCLo9bsVCgtj28od3IiUNL2NhZz474AAABMksZe+weptaW57B22gyRDuYGLpNY8SDL+lrdv2lzOysKsCqUxESgBAEAPdjrVSKuLs9lttf853TwQKAEXR7flbWPMLW8zMyXvvrQmUBoTLW8AANCD7b3DLMzOZHFu9vaWt4Ytb8AFUt9tZaYk64vjr1G5elmgNC4CJQAA6MHO/uHt2UkrnaHcTS1vwAVSa7aysTyfmZky7qvk6uW1vFDfy3anHZmzI1ACAIAeNPYPs7bUDpIW5mayMDuThpY34AKp77ayNeZ2t67uYO4v3NwZ800uHoESAAD0oLF/mNWF19o8Vhdn09TyBlwgtd1WNlfGu+Gt6/amN21vZ06gBAAAPWjsHWZ96bVAaWVhLjta3oALpN48yOY5qVD65gdWMj9bBEpjIFACAIAe7BwcZvXEINq1xbnsaHkDLpDz1PI2NzuTdz64musvb4/7KheOQAkAAHrQ2H99oLS6OJsdLW/ABVLbbWVr5XwESolNb+MiUAIAgB409g5ftyp7dXEuDS1vwAVxfFzl1m7r3LS8JcnVy+v5yqvN7LWE+2dJoAQAAD3YeWOF0sJcmlregAtie/8wx1XOWaC0luMq+dIrNr2dJYESAACc0vFxlZ2Do6ydCJRWtLwBF0i92UqSbJ2TLW9JcvWSTW/jIFACAIBT6g7fXjOUG7ig6rvtQOk8VSi969JqZopA6awJlAAA4JS6s5LWlk5UKC3MZccMJeCCqO0eJMm5Gsq9ND+btz2wIlA6YwIlAAA4pW5wtPq6CqXZtI6qHBwej+taAGem1jx/FUpJu+1NoHS2BEoAAHBK23vtQOnklreVhfbHqpSAi6Db8rZ13gKlh9bypVd2cngk3D8rAiUAADil7vDt1TfMUEpijhJwIXQDpY3zFihdWsvB0XG+8mpz3Fe5MARKAABwSo3bLW+zt89WOh/b9AZcBPXdVpbmZ7I0P3v/B5+hq5dtejtrAiUAADilbqC0vvjab+ZXVSgBF0iteZCt5YVxX+NNbgdKNwVKZ0WgBAAAp7Rzhwql2y1vZigBF0Ct2TpXG9661pfm8/DGUq6/JFA6KwIlAAA4pW6F0trSyaHcWt6Ai6O+2zp385O6rl5eU6F0hgRKAABwSo39w8zPlizOqVACLqb6buvcbXjrunp5LddfbqSqqnFf5UIQKAEAwCk19g5vB0hdKwvtz5tmKAEXwHlteUvagVLz4Chfq++N+yoXgkAJAABOaWf/8PYQ7q5uwNTQ8gZcAPXdVjbPcYVSYtPbWREoAQDAKW3vv7lCaWl+JjNFyxsw/fZaR9ltHWVr5fxteUuSxwRKZ0qgBAAAp7Rzh0CplJLVhbnsaHkDptyt3VaSnNuh3G9dW8xbVuZz/eXtcV/lQhAoAQDAKd2p5S1JVhZnVSgBU6/eCZTO61Du5LXB3IyeQAkAAE5pe/8wa0tvDpRWF+eyc2CGEjDdat1A6ZwO5U6Sq5fX83mb3s6EQAkAAE5pZ/8wawt3CJQW5lQoAVOv3mwHSud1KHfSrlCqNVv5+s7BuK8y9QRKAABwSo29u1UozaZpyxsw5W5XKC2fz6HciU1vZ0mgBAAAp3B8XGXn4OiOM5RWF+bSUKEETLlas131s3mOW95sejs7AiUAADiF7ha39TsFSotzadryBky5W7utlHLnvwfPiyubS1ldmBUonQGBEgAAnMJOp6XtjhVKi3NpaHkDplxtt5XN5fnMzJRxX+WuSil5t01vZ0KgBAAAp9DYb88OueMMpYVZFUrA1Ks1W+d6IHfXVYHSmRAoAQDAKXQrkNYWZ9/0tXbL21GOj62pBqZXfbeVrQkJlF68tZdbe61xX2WqCZQAAOAUdjpDt1cX7rzlLUmaLW1vwPSq7bayuXJ+N7x1Xb3UHsz9BVVKIyVQAgCAU9jeawdKd2x568xV2rHpDZhit3Yno+XtsYfWk9j0NmoCJQAAOIVuWLR2p6HcnaqlhkAJmGK15sFEtLy97S3LWZidyfWbAqVREigBAMApNO4VKHXOmja9AVPq+Lhqz1BaOf+B0tzsTN754GquvyRQGiWBEgAAnEI3UFq9Y4XS7OseAzBtGgeHOa4yES1vSXL1oTUVSiMmUAIAgFNo7B9mfrZkce7N/4S+XaF0IFACplO92d6YNjGB0qW1fPXVZvYsSxgZgRIAAJzCzv5hVhfnUkp509e6W95UKAHTqtYJlLYmYMtbkly9vJbjKvnizZ1xX2VqCZQAAOAUGnuHd5yflJysUPKbcGA61Xcnq0LpsYfWkkTb2wgJlAAA4BQa+/cPlHZUKAFTqrZ7kCQTMZQ7Sd754GpmSnL9ZYHSqAiUAADgFHYODu84kDtJVubbLW87trwBU6o2YTOUFudm8/YHVnL95e1xX2VqCZQAAOAU7tXyNjc7k6X5mewYyg1MqUlreUuSq5fXVSiNkEAJAABO4V4tb0myujCn5Q2YWvXdVpbmZ7LUqcicBFcvr+VLr+zk8Oh43FeZSqcKlEopHyulvFxK+cyJswdKKZ8spXy+8/4tnfNSSvlbpZTrpZRrpZRvP/GcD3ce//lSyodPnP+RUsoznef8rXKn1RkAADBG9w2UFgVKwPSqN1sTVZ2UtAOl1lGVL7/aHPdVptJpK5R+LskH33D2k0k+VVXVY0k+1fk8Sb4/yWOdt6eS/EzSDqCS/HSS70zyHUl+uhtCdR7z1InnvfF7AQDAWO3sH911hlKSrCzMZseWN2BK1XYPsrW8MO5r9OSxy51Nb9reRuJUgVJVVf8iyatvOP7BJD/f+fjnk/zQifNfqNr+VZKtUsqVJN+X5JNVVb1aVdU3knwyyQc7X9uoquq3q6qqkvzCidcCAICxOz6u2hVKS3cPlNZUKAFTrNZsZXNCNrx1vVugNFKDzFB6qKqqF5Kk8/5y5/yRJF898bgbnbN7nd+4w/mblFKeKqU8XUp5+ubNmwNcHQAATq/ZalcerS3efXbIikAJmGL13clreVtbnMuVzSWB0oiMYij3neYfVX2cv/mwqn62qqoPVFX1gUuXLg1wRQAAOL3GXjsoWlu8+w9Ta4ta3oDpVd9tZWvCAqWkPUdJoDQagwRKL3Xa1dJ5/3Ln/EaSt5143KNJvnaf80fvcA4AAOdCo1N5tHqvCiVb3oApVpvAodxJO1D6ws1Gjo/vWLfCAAYJlH4jSXdT24eT/PqJ8x/tbHv7riT1TkvcbyX53lLKWzrDuL83yW91vrZdSvmuzna3Hz3xWgAAMHbdQOleW97MUAKm1f7hUXZbR9masBlKSTtQah4c5Wv13XFfZerc/f+IJ5RSfinJdyd5sJRyI+1tbX89ya+UUn4syVeS/OnOwz+R5AeSXE/STPJnkqSqqldLKX81yb/pPO5/qKqqO+j7L6a9SW45yW923gAA4FzYOUWg1N3yVlVV2r8nBZgO9d1WkmRzZbK2vCXJY5fXk7QHcz/6lpUx32a6nCpQqqrqR+7ype+5w2OrJD9+l9f5WJKP3eH86SQWdL1IAAAgAElEQVTfepq7AADAWXut5e3u/3xeXZzL0XGV/cPjLM3fvTUOYNLc6gZKE9rylrQDpe9+z+X7PJpejGIoNwAATJXuUO71pXu3vCXR9gZMnVqzHShN4lDuB1YX8sDqgsHcIyBQAgCA+9g5uH+F0spCuyqpadMbMGVuB0oTOEMpseltVARKAABwH9t7pxvKnbzWHgcwLeoT3PKWtAOlz7/cSHtCD8MiUAIAgPvY2T/M3EzJ4tzd//m80gmUmgcCJWC61Ha7LW+TN5Q7SR67vJb6biuvNA7GfZWpIlACAID7aOwfZm1p7p7b29YWZzuP1fIGTJd68yCl3HuO3Hl2cjA3wyNQAgCA+2jsH2Z14d4/SK10vt7U8gZMmfpuKxtL85mZuXuofp7dDpRuCpSGSaAEAAD30dg7vOf8pMQMJWB61XZbEzuQO0ke3ljK2uJcrr+0Pe6rTBWBEgAA3MfOQbvl7V66W952BErAlKk1WxM7kDtJSil59+U1FUpDJlACAID7aOwfZfU+FUrdr+8cmKEETJf67mQHSkly9dKaGUpDJlACAID7aOy1sn6fQGlxbiazM0WFEjB16rutbK1M5oa3rsceWstLt/Zza6817qtMDYESAADcx87+UVY7W9zuppSS1YXZNFUoAVOmXaE0mRveuq5esult2ARKAABwH439w6wt3r/dY21xzlBuYKocH1epNQ+ytTzZFUq3N70JlIZGoAQAAPdwfFy1h3Lfp0IpSVYW59I8ECgB06NxcJjjKhO95S1J3vbAShbmZgRKQyRQAgCAe2i2jlJVue+Wt6Q9mLuxr+UNmB71Znvm0MaED+WenSl514OrAqUhEigBAMA9dIds32/LW5L2DCUtb8AUqe+2A6WtCQ+Uknbbm0BpeARKAABwD9t77YBo7TSBkhlKwJSpdSqUJn3LW5I8dnk9X/1GM3stlaTDIFACAIB76FYonSpQsuUNmDLdCqXNKalQqqrkCzdVKQ2DQAkAAO6hp5a3xbnbjweYBrXdgySTP5Q7selt2ARKAABwD9u9VCgtzmXHljdgikxThdI7HlzJTEm+eHNn3FeZCgIlAAC4h95a3uay1zrO4dHxqK8FcCbqzVYW52ayND877qsMbHFuNhvL8/lG82DcV5kKAiUAALiH7pDttaXTVCi1f+DaMUcJmBK1Zmsq2t26Npfnb1ddMRiBEgAA3EOjx5a3JGlqewOmRH23NRXtbl1by/O3N9cxGIESAADcQ2PvMHMzJYtz9/+n88pCp0LJYG5gStR2D7K1vDDuawzNhgqloREoAQDAPezsH2Z1cS6llPs+tlvFtLOv5Q2YDrVmK5tT1vJ2S6A0FAIlAAC4h+39w1O1uyWvtbypUAKmxa0pa3kzQ2l4BEoAAHAPO70ESgudQMlQbmBK1HZb2ZrCQKmqqnFfZeIJlAAA4B529o9ub2+7n9tb3lQoAVPg4PA4zYOjqatQOjyuBP9DIFACAIB72N4/zNrS6X6Yut3yZssbMAW6rWFbUzRDqftn0fY2OIESAADcQ7vl7bQVSmYoAdOjvnuQJNlcmZ4tb91qq3pToDQogRIAANxDY+/0M5RW5rstb1opgMnXreKZppa3jWUVSsMiUAIAgHvY2T+8XXl0PzMzJSsLsyqUgKlQ61TxTNtQ7kSgNAwCJQAAuIuqqtI4OMz6KQOlJFlZmDPsFZgKtwOlKZqh9FqgdDDmm0w+gRIAANxF8+AoVZVTVyglydqiCiVgOkxjy9tWZx6UCqXBCZQAAOAuGp1gqJdAaWVhTqAETIXabiulJOun3HQ5CVYXZjM7UwRKQyBQAgCAu+gGSutLvVQozWXnQKAETL568yAbS/OZnSnjvsrQlFKyuTwvUBoCgRIAANxFt9JodeH0gdLq4qwtb8BUqO+2pqrdrasdKAn+ByVQAgCAu2jstX/gWOuhQmlFhRIwJWq7rakayN21oUJpKARKAABwF92Wt7VehnKboQRMiWmtUNpank+9acvboARKAABwF/0ESiuLs2lqeQOmQL05nYGSGUrDIVACAIC72Oljy1t3KHdVVaO6FsCZmNaWN4HScAiUAADgLrb72PK2sjCX4yrZax2P6loAI1dV1dS2vG0uz+fWnuB/UAIlAAC4i539w8zOlCzOnf6fzWuLs0lea5cDmESN/cMcHVfZWl4Y91WGbnN5PkfHlb+nByRQAgCAu2jsHWZ1YTallFM/Z2WhXc3UtOkNmGC1ZrslbHNKW96S1/6M9EegBAAAd9HYP8r6Um8/THXnLfnNNzDJujOGprLlrROSmaM0GIESAADcxc7+YVY7LWyn1X1888CmN2BydcOWrWkMlDp/plsCpYEIlAAA4C4a+4dZ62HDW6JCCZgO3XawrZXpnKGUqFAalEAJAADuorF/eDsgOq1uALUjUAIm2FS3vAmUhkKgBAAAd9HYP8z6Um+B0spCp+VtX8sbMLlquwdJkq1pHsotUBqIQAkAAO5iZ/8wqwv9VShpeQMmWX23lYW5mSzN9zZHbhKsLMxmfraoUBqQQAkAAO6isXeYtZ4rlNqPbx4IlIDJVW+2pnIgd5KUUrK5PC9QGpBACQAA7qCqqjQOeh/KvTA3k4XZmTS0vAETrNZsTWW7W9eGQGlgAiUAALiD5sFRqio9D+VOkpXFWRVKwESr77amciB31+byfG4JlAYiUAIAgDvobmnrtUIpSVYX5sxQAiZabbeVzeWFcV9jZDaX51NrCpQGIVACAIA7aAwSKC3O2vIGTLR682CqW962tLwNTKAEAAB3MFigNJcdLW/ABLsILW8CpcEIlAAA4A66gVI/M5RWF+Zut8wBTJrW0XF2Do6mdstb0pmhtNfK8XE17qtMLIESAADcQWOvHQitL/XX8raj5Q2YUN3Knc0pbnnbWJ5PVSXbwv++CZQAAOAOui1rfVcoaXkDJlR3WPW0t7wlseltAAIlAAC4g26FUt8zlPzWG5hQ9d2DJMnWyvRueev+2Wx6659ACQAA7qDRaVnrP1DS8gZMptstbxegQslg7v4JlAAA4A4a+63MlGRpvvd/Mq8uzObg6DgHh8cjuBnAaHWrdqZ9KHciUBqEQAkAAO5gZ/8oa4tzKaX0/Nzu3KWmOUrABLodKE3xUG6B0uAESgAAcAeN/cO+2t2S9pa3JNk50PYGTJ5uyLK+JFDi7gRKAABwB429w6wt9RsotZ9nMDcwieq7rWwszWV2pvcKzUmxND+ThdmZ1DoDyOmdQAkAAO5g5+DwdjDUq9UFgRIwuWrNg6ne8JYkpZRsrsznlgqlvgmUAADgDrb3Bml56wZKWt6AyVPfbU31hreuzeV5LW8D6DtQKqW8p5TyuyfebpVS/ptSyl8ppTx/4vwHTjznp0op10spny2lfN+J8w92zq6XUn5y0D8UAAAMameAGUorC90ZSiqUgMlT221N9UDuLoHSYPoOlKqq+mxVVe+vqur9Sf5IkmaSX+t8+W92v1ZV1SeSpJTy3iQ/nOQPJflgkr9TSpktpcwm+dtJvj/Je5P8SOexAAAwNoMM5V4zQwmYUB9/5uP5d88/l3/yxV/LO/7Xd+Tjz3x83FcaGYHSYIbV8vY9Sb5QVdWX7/GYH0zyy1VV7VdV9aUk15N8R+ftelVVX6yq6iDJL3ceCwAAY9PY73+G0ootb8AE+vgzH89T//CpHB0t5Tjb+XL9y3nqHz41taHS5vJ8ak2BUr+GFSj9cJJfOvH5T5RSrpVSPlZKeUvn7JEkXz3xmBuds7udv0kp5alSytOllKdv3rw5pKsDAMDrVVU1UMubCiVg0uweHOUj//hXs7LzE5nNVo7LrSRJs9XMRz71kTHfbjRUKA1m4ECplLKQ5E8k+T87Rz+T5N1J3p/khSR/o/vQOzy9usf5mw+r6merqvpAVVUfuHTp0kD3BgCAu9ltHeW4StaW+guUludnU0rSFCgB59juwVF+85kX8uO/+G/z7X/1k0ntz2Xp6Mlsz/7jbM/95u3HfaX+lTHecnQ2l+ezvXeYo+M7RhDcR3//h3y970/yb6uqeilJuu+TpJTy95L8o86nN5K87cTzHk3ytc7HdzsHAIAz1+gEQf22vJVSsrowl4Ytb8A5s9c6yv/72Zfzj669kH/23MtpHhzlrasL+U+//ZF8/HN/KTd2/1lSjl/3nLdvvn1Mtx2t7ia77b1WtlYWxnybyTOMQOlHcqLdrZRypaqqFzqf/skkn+l8/BtJfrGU8r8k+aYkjyX512lXKD1WSnlnkufTbp/7z4dwLwAA6Etjrx0orfcZKCXJ6uKsljfgXGiHSDfzj595IZ969qXbIdKf/MOP5D9+8kq+450PZG52Ju995r/KU//wX6bZat5+7sr8Sj76PR8d4+1Hpxso1XcFSv0YKFAqpawk+eNJ/vyJ4/+plPL+tNvW/qD7taqqfq+U8itJfj/JYZIfr6rqqPM6P5Hkt5LMJvlYVVW/N8i9AABgEDudyqJ+K5SSZHVhLjsHAiVgPLoh0ic6IdLOwVEeWF3ID3VCpO/shEgnfejJDyVJPvKpj+Qr9a/k7Ztvz0e/56O3z6dNN1CqNVv55reO+TITaKBAqaqqZpK3vuHsv7zH4z+a5E3RZlVVn0jyiUHuAgAAw7K93x7S2u9Q7qQdRqlQAs7SXuso//xz7RDp//79doj0lpX5/In3t0Ok73rXm0OkN/rQkx+a2gDpjbZWXqtQonfDaHkDAICp0q1QGiRQWlmYzc6BGUrA2fjcS9v5Uz/zL3Nr77ATIn1TfuDJK/n33/XW+4ZIF9XJljd6J1ACAIA3aHQrlPrc8pa0w6gXb+0N60oA9/Rbn3kxt/YO83N/5t/LH736YOaFSPclUBqMQAkAAN6gcXuG0mzfr7GyOJemCiXgjFx7vp53XVrNd7/n8rivMjE2BEoDEVkCAMAbdLe8DdLytrY4m4YZSsAZuXajlvc9sjnua0yUpfnZLM7N5JZAqS8CJQAAeIOd/cPMlGR5foAKpYW5NAVKwBl46dZeXrq1n/c9ujXuq0yczeX51JoCpX4IlAAA4A0a+4dZXZxLKaXv11hdnMvOwVGOj6sh3gzgzZ65UU+SvO9RFUq92lqZ1/LWJ4ESAAC8QWP/MOsDtLslyepCu7ppt2WOEjBa127UMlOS937TxrivMnE2lwVK/RIoAQDAG+x0KpQG0X3+jrY3YMSuPV/PY5fXs7Jg71avBEr9EygBAMAbNPYPs7Y02A9m3YHeOza9ASNUVVWeuVHX7tanDYFS3wRKAADwBo39w4E2vCXJSqflTYUSMEpfq+/l6zsHAqU+qVDqn0AJAADeoLE3eKDUfX5DoASM0LWv1pIkT9rw1pet5YU09g9zeHQ87qtMHIESAAC8wTBmKK10nt88ECgBo3Pt+XrmZ0ueuLI+7qtMpM3l9t/Vt/b8Xd0rgRIAALzB9hBa3tYW2y1vjX0zlIDReeZGPe95eD2Lc7PjvspE2lyZTxJtb30QKAEAwAlVVWVnKDOUOhVKWt6AEamqKtdu1PLkI9rd+rW5LFDql0AJAABO2G0d5bjKwC1vq2YoASP25a83c2vvMN9mIHffuoFSrXkw5ptMHoESAACc0A2A1pYGDJQ6W96aB1regNG49nw9SfKkQKlvm8sLSVQo9UOgBAAAJ+x0Zh51ZyD1a252JotzM9lRoQSMyLWv1rI4N5NvechA7n51K5RuCZR6JlACAIATGp1NP2uL8wO/1uriXHZseQNG5Nrz9bz3mzYyP+tH+36ZodQ//9UBAMAJ3Za31QErlLqvsWPLGzACR8dVfu/5et73iHa3QSzMzWR5flag1AeBEgAAnNANlNaHUaG0MKflDRiJL95sZOfgKE8+asPboDaX51NrCpR6JVACAIATdoZaoaTlDRiNazfaA7nfZyD3wLZW5lUo9UGgBAAAJ2x3t7wtDrblLekESlregBF45vl6VhZm8+5La+O+ysTbWBYo9UOgBAAAJ3QrlNaWhhAoLcxqeQNG4tM3avnWb9rM7EwZ91Um3qZAqS8CJQAAOKGxd5iZkizPD6nlTaAEDFnr6Di//7VbeVK721BsLs/nlkCpZwIlAAA4obF/mNXFuZQy+G/9Vxdms3Og5Q0Yrs+/1Mj+4bH5SUOyuTyfmkCpZwIlAAA4YWf/cCjzk5LXKpSqqhrK6wEkyTPP15Ik77PhbSg2l+fTPDhK6+h43FeZKAIlAAA4oTHkQOnwuMqBH1KAIfr0jXrWl+byzQ+sjPsqU2FrZT5JzFHqkUAJAABO6La8DcPqQnsOk01vwDA9c6Oe9z26mRkDuYdic1mg1A+BEgAAnNDYP8z6EDa8JclKJ5gymBsYlv3Dozz34q08+Yh2t2HZECj1RaAEAAAn7OwfZnVhOIFSt3Vu50CgBAzHcy9sp3VUGcg9RCqU+iNQAgCAExp7w2t5W9HyBgzZtefrSSJQGqLbgVJToNQLgRIAAJwwzJa3NS1vwJA9c6OWB1YX8sjW8rivMjW2VCj1RaAEAAAdVVV1hnLPDuX1upVOTS1vwJBcu1HPk49sphQDuYfFDKX+CJQAAKBjr3Wc4ypZW5wfyut1ZzE1tLwBQ7B7cJTPvbSdb9PuNlTzszNZXZgVKPVIoAQAAB2NTmva2tAqlNqvo0IJGIbff6Ge4yp58lEb3oZtc3leoNQjgRIAAHTcDpSGNEOp2/LWMEMJGIJPf9VA7lHZWJ5PzVDungiUAACgozs8u9uqNqjFuZnMzhRDuYGheOb5ei6vL+ahjaVxX2XqbK3M55YKpZ4IlAAAoGN7b7gVSqWUrCzMZscMJWAIrt2o5X3a3UZCy1vvBEoAANCxc3uG0nACpe5rqVACBrW918oXX9nR7jYiAqXeCZQAAKCjO+todYiB0srCbJoHKpSAwXzm+VupquRJgdJICJR6J1ACAICObqC0PuQKJUO5gUE983wtSfK+RwRKo7C5PJ/d1lH2D/0C4LQESgAA0DGaCqW5NA8ESsBgPn2jnke2lvPWtcVxX2UqbS7PJ4kqpR4IlAAAoGNn/zCltNvUhmV1cS4NQ7mBAT1zo25+0ghtriwkiU1vPRAoAQBAR2P/MGsLcymlDO011xZnVSgBA6k1D/KVV5s2vI2QCqXeCZQAAKCjsXeYtaXhtbslyYotb8CAnnm+niQqlEZIoNQ7gRIAAHTsHBwOdX5S0h7KvaPlDRjAtRvtQOlbDeQemW6gVGsKlE5LoAQAAB3be4dZG3KgtLIwm93WUY6Oq6G+LnBxXLtRyzsfXL0dejB8KpR6J1ACAICOnf3hB0rd1zNHCejXMzfqeVJ10khtdNqdBUqnJ1ACAICOxv5hVheHt+EtSVYW2j+kaHsD+nFzez9fq++ZnzRic7MzWV+cEyj1QKAEAAAdO/tHWVscbktJN6BqGMwN9OGZ52tJokLpDGwszwuUeiBQAgCAju29VtaGXKG0uqDlDejftRv1lGIg91nYXJ7PLYHSqQmUAAAgSVVV2Tk4ytrScGcodbfGqVAC+nHtRj1XL60NfQMlb7a5PG/LWw8ESgAAkGT/8DhHx9XQf2jrtrw1zVACelRVVa7dqOdJ85POxNaKlrdeCJQAACDJ9l67gmh96IFSZyi3ljegRy/e2ssrjf1826Nb477KhbBphlJPBEoAAJBkp9OSNvQKJVvegD59+qv1JFGhdEYESr0RKAEAQF6bcbQ2opa3HTOUgB4983wtczMl772yMe6rXAgby/PZPzzOXssvAE5DoAQAABldoLSyoOUN6M+1G/V8y0PrWZof7vZJ7mxzeT5JVCmdkkAJAACSNPZG0/I2O1OyPD+rQgnoSVVVeeb5et6n3e3MbK0IlHohUAIAgLxWQbS2NPzV3KuLc9k50EIBnN5XX91NrdkyP+kMqVDqjUAJAADy2pa3Ybe8Je05SiqUgF5ce76WJDa8naHbgVJToHQaAiUAAMhrQ7NHEigtzNnyBvTkmRv1LMzO5FseWh/3VS4MFUq9ESgBAEDagVIpycrC8IffqlACevXpG7U8cWU9C3N+bD8r3UCpJlA6Ff9lAgBAku39w6wtzKWUMvTXbs9QEigBp3N8XOUzz98yP+mMrS+pUOqFQAkAANKuUBr2hreudsubQAk4nS99fSeN/cO8z/ykMzU7U7KxNJdbAqVTESgBAECSxv7hSDa8Jd2WNzOUgNO5dqM9kPt9KpTO3ObKvAqlUxo4UCql/EEp5ZlSyu+WUp7unD1QSvlkKeXznfdv6ZyXUsrfKqVcL6VcK6V8+4nX+XDn8Z8vpXx40HsBAEAvGvtHI6tQWlnQ8gac3rUb9SzNz+TqpbVxX+XC2VwWKJ3WsCqU/qOqqt5fVdUHOp//ZJJPVVX1WJJPdT5Pku9P8ljn7akkP5O0A6gkP53kO5N8R5Kf7oZQAABwFhp7rayPKFBaW2y3vFVVNZLXB6bLMzfq+dZv2szcrKais7a5PJ9a82Dc15gIo/qv8weT/Hzn459P8kMnzn+havtXSbZKKVeSfF+ST1ZV9WpVVd9I8skkHxzR3QAA4E129o+yujj8DW9Jeyj3cZXsHx6P5PWB6XF4dJzPfK1uIPeYqFA6vWEESlWSf1pK+Z1SylOds4eqqnohSTrvL3fOH0ny1RPPvdE5u9v565RSniqlPF1KefrmzZtDuDoAALQ1RjmUuxNUNQzmBu7j+s1G9lrH5ieNyebyQuq7/q4+jWH8H/OPVlX1tVLK5SSfLKU8d4/H3mkHa3WP89cfVNXPJvnZJPnABz6gXhgAgKFp7B+OrOVtdaH9us39o8RIFOAert2oJ4kNb2OyuTyfW7utVFWVUu4UVdA1cIVSVVVf67x/OcmvpT0D6aVOK1s671/uPPxGkredePqjSb52j3MAABi5qqqyo0IJOAeu3ahlbXEu73zr6rivciFtLs/n4Og4ey0tyvczUKBUSlktpax3P07yvUk+k+Q3knQ3tX04ya93Pv6NJD/a2fb2XUnqnZa430ryvaWUt3SGcX9v5wwAAEZu//A4h8dV1pZGFSh1KpRsegPu45kb9XzrIxuZmVEdMw6by/NJYo7SKQz6f8yHkvxapwxsLskvVlX1T0op/ybJr5RSfizJV5L86c7jP5HkB5JcT9JM8meSpKqqV/9/9u48Lq7yXgP4886ZfYABEtYkQPaFkMXEfU2iibHXqm21S67dbo1ttbd6u9mm19a22NZWu6i3t2mrbS1d9GrjUjWNiXWLmpBNQjazAAECJOwzw6znvX/MDAHCzsycA/N8P598mDkz854fJ0CYJ+/7e4UQ3wewM/K870kpW8ZYGxERERHRsERnDqXEaYaSPbLkjTOUiGgw/qCKg6c68ZlLi7QuJWlFA6W2Lj9ynVaNq9G3Mf2LKaU8DmBxP8ebAazq57gEcMcAYz0G4LGx1ENERERENBoub3wDpZTuGUqhuIxPRBPD4YZO+EMqd3jTULo9MkPJwxlKQ4nFLm9ERERERONadOZQvHoo2c3soUREQ3uvrg0AsGgKG3JrhUveho+BEhERERElvWjQE69d3qIzlNwMlIhoEBW17Ui3mzAt06Z1KUmLgdLwMVAiIiIioqTnjvcMpcgub1zyRkSD2VfbjpIpTm5Xr6E0BkrDxkCJiIiIiJJevJe8WYwKTIrgkjciGpA3EMKRxk4sYv8kTaVajBCCgdJwMFAiIiIioqTXveTNGp9ACQiHVR4GSkQ0gAOnOhBSJUrYP0lTBoOA02ZioDQMDJSIiIiIKOnFe8kbADjMRrh8XPJGRP2rqG0HACyexhlKWmOgNDwMlIiIiIgo6bm8QQgB2E1K3M7hsCjw+DlDiYj6t6+2DZNTLMhNs2pdStJjoDQ8DJSIiIiIKOm5fCE4zEYYDPFrhGs3G9lDiYgGVFHbjkVT2ZBbDxgoDQ8DJSIiIiJKei5fAClxXO4GACkWI3d5I6J+uX1BHD3tYkNunUizmdDuYaA0FAZKRERERJT03L4QHJb4LXcDALtZ6e7VRETU0/66dkgJBko6wRlKw8NAiYiIiIiSXqcviBSrKa7nSLEY4WYPJSLqR0VduCE3d3jTh/RIoCSl1LoUXWOgRERERERJz+0LIiXeM5QsCtzc5Y2I+vFebTvynVZkpVq0LoUQnqEUVCWXKQ+BgRIRERERJT2XNwiHOb49lBwWI5e8EVG/3qttQwmXu+mG0xaescplb4NjoERERERESc/lCyLFGudAyWyEL6giGFLjeh4iGl/aPQFUNXuwaCqXu+lFNFBqY2PuQTFQIiIiIqKk5/IF477LmyMyPpe9EVFP++uj/ZM4Q0kvOENpeBgoEREREVFSk1JGeijFe4ZSuEcTG3MTUU/7atsAcIc3PXHaGSgNR3z/1SQiIiIi0jlfUEVQld0ziOLl7AwlBkpEBARDKv668yR+98YJzJjsQLrdrHVJFBGdodTBQGlQDJSIiIiIKKm5IgFPapx7KEVnQLm5axBRUpNSYsuBRvzo5UM4ftqNC4oycd8NxVqXRT1wydvwMFAiIiIioqQWnTEU713e7NElb5yhRJS09p5sw/0vHsSOEy2YkeXAbz65HFfPz4YQQuvSqIcUixGKQTBQGgIDJSIiIiJKap3ecMAT913euOSNKGmdbPHggc2H8fy+ekxOMeP7Ny7Ex86fBpPCtsZ6JIRAmtWIti6/1qXoGgMlIiIiIkpq0YAnYbu8sSk3UdJo8/jxyLaj+OPb1TAYgP9cOQvrr5wZ9583NHbpdjPau/jzejD8KiYiIiKipBbtoRT/ptzRJW/soUQ00XkDITzxdjUe3vY+XL4gbl42Df+1eg5y0qxal0bDlGYzccnbEBgoEREREVFScyVqhpKZS96IJjpVlXj+vXr8ZPNh1LZ24aq5Wbhn7TzMy03TujQaIScDpSExUCIiIiKipJaoQMlmUiAEd3kjmqjePtaMH750EO/VtmNBXhrKPrcIl86arHVZNDSfMlwAACAASURBVEpOmwknWzxal6FrDJSIiIiIKKl191CKc1Nug0HAblI4Q4loIigrAzZsAGpq8P7CC/Cjj96DrZ0m5DutePDmxbhp6RQYDNy5bTxz2oxo87Ap92AYKBERERFRUnNFehrZTUrcz+WwGOFhU26i8a2sDFi/Hk3CjJ+t/iL+tmg1HGd8+EZhEJ+541pYE/CzhOLPaTOhwxuElBJCMBzsDwMlIiIiIkpqLm8QKRZjQmYTOCzG7gCLiMapDRvgCYRw3fqH0WZLxSd3/wP/uf2vyMzOAO76iNbVUYyk28wIqRIuXxCpVpPW5egSAyUiIiIiSmpuX7B7B7Z4c1i45I1o3KupwZZ5V+BMSgb+8OS9uPLE7sjxTm3rophy2sIhUntXgIHSAAxaF0BEREREpCWXLxj3htxRDrORgRLReFdQgE3FVyG/owmXn9jT6zhNHGk9AiXqHwMlIiIiIkpqCQ2ULEa42UOJaFxrvu9+vD79PFx/4HUYIMMH7XagtFTbwiimumcoeRgoDYSBEhERERElNZcvCEcCAyUPeygRjWsvzL4EIYOCG1sPA0IAhYXAxo3AunVal0Yx5OQMpSGxhxIRERERJTW3L4hJDntCzuUwK3BxyRvRuLZpbx3m5aZi/r7tWpdCcZRuZ6A0FM5QIiIiIqKk1ulN7JI3j58zlIjGq+pmN/bUtOGGJVO0LoXijDOUhsZAiYiIiIiSmtsfRIo1UU25Fbj9QUgpE3I+IoqtTXvqAQAfXJKvcSUUb3azAqNBMFAaBAMlIiIiIkpaUkq4E9xDSUqgK8BZSkTjjZQSz+6tw4XTMzEl3aZ1ORRnQgg4bSa0MVAaEAMlIiIiIkpavqCKQEgmbMmbPXIe9lEiGn8q6tpx/IwbNy7lcrdk4bSZOENpEAyUiIiIiChpuSPBTqICpRSLAgDc6Y1oHNq0px5mxYDrFuZpXQoliNNuQgcDpQExUCIiIiKipOVKcKBkN3OGEtF4FAypeG5fPa6amwVnZPcvmvg4Q2lwDJSIiIiIKGlFg51E9VCKBlfc6Y1ofNl+rBlnXD7cxOVuSYWB0uAYKBERERFR0nJ5Ez1DKbzkzc0ZSkTjyqa9dUi1GrFiXrbWpVACOW0mtHkYKA2EgRIRERERJS23PxIoWRM7Q4lL3ojGjy5/CJv3N2DtwlxYTYrW5VACOW0mdHgDUFWpdSm6xECJiIiIiJJWZ/cMpcS8SXR0L3ljoEQ0Xmw52Ai3P8Td3ZKQ02aClEAn/xOgXwyUiIiIiChpuSO7raVYEtNk19HdlJs9lIjGi2f31CE3zYqLpk/SuhRKMKct/G8Dd3rrHwMlIiIiIkpa7u6m3ImZoWSPnMfD/+0mvSorA4qKAIMh/LGsTOuKNNXi9uO1I6fxwSX5MBiE1uVQgkUDJTbm7l9iFosTEREREelQdBlDdOZQvJkUA8xGA1xc8kZ6VFYGrF8PeDzh+9XV4fsAsG6ddnVp6B/v1SOoStywJF/rUkgDDJQGxxlKRERERJS03L4gHGYloTMPUixGeLjkjfRowwbA44EKgcrs6fAbjOFwacMGrSvTzKa99ZiTk4IFeWlal0IacNrDgRJ3eusfZygRERERUdJyeYMJ2+Etym5WupfaEelKTQ0A4NkFV+Lu67+KVK8LK46X45qj7+IqbwCp1sT0GtOLmmYPdlW34mtr5kIILndLRpyhNDgGSkRERESUtFz+YPfOa4mSYjHCzSVvpEcFBUB1NbYXLkaa14Vrj2zH1pkX4LkFV8H0/S24aMYkrF6Qg6sX5CDPadO62rh7dm8dAHC5WxJLt5kBMFAaCJe8EREREVHScnmDSElwoBSeocQlb6RDpaWA3Y5dU+bj/NoDeOClX2LH47fjqRmd+Myl01Hb2oX/frYSF/9wG65/+E38cuv7ONTQASml1pXHnJQSm/bW4YKiTEzNsGtdDmnEajLArBgYKA2AM5SIiIiIKGm5fYkPlBwWI1xc8kZ6tG4dmoMCxw868ZH9W4HCQiilpTh/3cdwPoBvrp2HY6dd+OeBRmw50IiHthzBQ1uOYFqmDdfMz8U1C3JwflEGjMr4n7dQWd+BY6fd+Oxl07UuhTQkhECazcRAaQAMlIiIiIgoabl8QUxzJHb2gcNsRGOHN6HnJBquXctXAgd3Yfmf/xeYntnrMSEEZmWnYlZ2Kr541Sw0dXqx9WATthxoxJ/ercZjb51Aut2ElXOzcc2CHFwxJyvhS0pjZdOeOpgUgQ+U5GldCmnMaTOivcuvdRm6ND6/u4mIiIiIYsDlCyJVgxlKXPJGerWruhUmRWDRVOeQz81OteLjFxTg4xcUwO0L4vUjp7HlQCO2HW7CM3vqYDYacOnMSfjmdfMxJyc1AdXHRkiVeG5fPa6ck410u1nrckhjTs5QGhADJSIiIiJKWm6fFk25FTblJt0qr27FwilOWE3KiF7nsBixtiQPa0vyEAyp2FnVii0HGvH3PbX4/J924R9fuhw288jG1Mrbx5rR1OnDTUunaF0K6UC63YymTs4q7c/4X9xKRERERDRKLl8QKdYEN+W2GOFmDyXSIW8ghIradiwvzBjTOEbFgItnTsK91y/Awx8/D8dPu/Hjlw/FqMr427S3DikWI1bNz9a6FNIBzlAaGAMlIiIiIkpKvmAIgZBMeFPuFIsRgZCEP6gm9LxEQ6msb4c/pGJZYebQTx6my2ZPxqcvKcLvt1dh+9EzMRs3XryBEF7e34BrF+aOeJYWTUxOmwntHgZK/WGgRERERERJyeUNzxJKdKBkjyz74Swl0pvyqlYAwLIxzlDq6xvXzsOMyQ589al96PDq+435Kwcb4fIFceMSLnejsDSbCR3eIEKq1LoU3WGgRERERERJKdoYO9E9lKLnYx8l0pvy6lYUTbIjK9US03FtZgUPfXQJGjt9uO+5AzEdO9Y27alHdqoFF8+cpHUppBNOmwkA0KnzMFQLDJSIiIiIKCl1+sJvDlIsiV3W4jBHAiXu9EY6IqXE7urWmC5362nJtHTccdVMPL27Fi/vb4jLOcaq1e3Ha0ea8MHF+VAMQutySCfSI4ES+yidi4ESERERESWlaKCTYjEl9LyOSIDFGUqkJyfOuNHs9mN5UWyXu/V058rZWDglDRv+XoEzLl/czjNa/6g4hUBI4kbu7kY9OBkoDYiBEhERERElJVdkhpIj0TOUokve2EOJdKS8Otw/aaw7vA3GbDTgoVuWoNMXxDefqYCU+upJ8+zeOszKTkFxfprWpZCOOO0MlAbCQImIiIiIkpIrMkMp1ZrgHkpc8kY6tKuqFU6bCTOzUuJ6njk5qfja6rnYcqAR/7erNq7nGonaVg92VrXixiX5EILL3eis6AylNu70dg4GSkRERESUlKIzhBLflJu7vJH+lFe3YFlhBgwJ6B302cum44Lpmbjv+QOobfXE/XzD8ezeegDADdzdjfrgkreBMVAiIiIioqTk8oYDnRSNdnnzsIcS6USr249jp91YFsflbj0pBoEHb14MKSW++tQ+qBpvxy6lxKY9dVhWmIFpmXZNayH9YaA0MAZKRERERJSUXNEZSmZtlry5uOSNdGJXAvon9TUt0457r1+Ad4634PHtVQk7b38OnOrA+00uNuOmfllNCixGAzoYKJ2DgRIRERERJSWXLwiHWUnIEp+erCYDDIIzlEg/yqtbYVIEFk9LT+h5b1k+DavmZePHLx/C+42dCT13T8/urYfRIPCBkjzNaiB9c9pMnKHUj1EHSkKIaUKIV4UQB4UQlUKIL0eOf1cIUSeE2Bv5c12P13xTCHFUCHFYCLGmx/FrI8eOCiHuGdunREREREQ0NLcvmPD+SQAghIDDYuyeIUWktV3VLSjOd8JqSuyOh0II/PDDJXCYFfzXk/sQCKkJPT8AhFSJZ/fW4co5Wch0mBN+fhofGCj1bywzlIIAviKlnA/gIgB3CCEWRB77mZRySeTPiwAQeexjAIoBXAvgf4QQihBCAfAogLUAFgD4eI9xiIiIiIjiotMXTHj/pCiH2cim3KQLvmAI+2rbE7rcrafsVCvuv6kEFXXteGTb0YSf/93jzWjs8HG5Gw3KaTNxl7d+jDpQklKeklLujtzuBHAQwGDfhTcA+KuU0ielPAHgKIALIn+OSimPSyn9AP4aeS4RERERUdy4fUGkWDUKlCwK3H72UCLt7a/rgD+oYnmRNoESAKwtycNNS6fgkVePYt/JtoSee9PeOjjMCq6en5PQ89L4whlK/YtJDyUhRBGApQDejRy6UwjxnhDiMSFE9CfTFAAne7ysNnJsoOP9nWe9EKJcCFF++vTpWJROREREREnK5Q0mvCF3lMPCGUqkD7uqWwAAywozNa3jux8sRlaKBXc/uRfeQGLCVm8ghJcqGrBmYS5s5sQu96PxxWlnoNSfMQdKQogUAE8DuEtK2QHgVwBmAlgC4BSAB6NP7eflcpDj5x6UcqOUcrmUcnlWVtZYSyciIiKiJObScoaS2QgPd3kjHSivakXhJDuyUi2a1uG0mfCTmxfh+Gk3fvzyoYScc9uhJnT6grhxCZe70eCcNhN3eevHmAIlIYQJ4TCpTEr5DABIKRullCEppQrgNwgvaQPCM4+m9Xj5VAD1gxwnIiIiIoobt1/DHkoWhU25SXNSSuyqbsUyjfon9XX57Cx86uJCPP5WFbYfPRP3823aU4esVAsumTkp7uei8c1pM6HTF0RQg8bxejaWXd4EgN8BOCilfKjH8Z57Ld4EYH/k9nMAPiaEsAghpgOYDWAHgJ0AZgshpgshzAg37n5utHUREREREQ2Hy6tloGSEx89AibRV1exBs9uP5Rovd+vpnrXzMWOyA199ah86vPGbEdLm8eNfh0/j+kX5MCox6QRDE5jTZgIAdHj5c7unsXznXArgVgArhRB7I3+uA/CAEKJCCPEegBUA7gYAKWUlgCcBHADwMoA7IjOZggDuBLAZ4cbeT0aeS0REREQUN25fCA6NAiW72QgXl7yRxsqrwv2TtGzI3ZfNrODBWxajocOL7z1/IG7nebGiAf6QihuX5sftHDRxRAMl9lHqbdT/gkop30T//Y9eHOQ1pQBK+zn+4mCvIyIiIiKKJV8wBH9IRapGPZRSLApnKJHmdlW3Is1qxKysFK1L6WVpQQbuWDELD287imsW5GBNcW7Mz7Fpbx1mZDlQMsUZ87Fp4km3M1DqD+f2EREREVHScUdmBzk02tnJbjbC4w9BVfvdi4YoIcqrW3FeYQYMhv7mCWjrSytnozg/Dd96pgJnXL6Yjl3X1oUdJ1pw45IpCHdyIRocZyj1j4ESERERESUdV6QPhlZL3qK9mzwJ2h6dqK82jx9Hm1xYrpOG3H2ZjQb87KNL0OkL4pvPVEDKsYevZRVlKPp5ERb89JPhA7byMY9JyYGBUv8YKBERERFR0onusKbVkrdokOXmTm+kkV3VrQCAZTpqyN3XnJxUfG31XGw50Iind9eNaayyijKsf349qtur4QhdBZ84hG/+63MoqyiLUbU0kaVFAyWPX+NK9EWbf0GJiIiIiDQUDZS0mqHksISX2jFQIq2UV7fCaBBYMi1d61IG9dnLpmPLwUbc91wlLpqRiakZdgRDKroCIXQFQvD6z97u8ofQFQiiy9/z8fDHh7bvgMX777AhBWZZhGbTr+AJeLBh6wasK1mn9adJOscZSv1joERERERESSca5KRoFSiZozOUJvaSt5AqceKMG7Oy9dX0mYBdVa0ozk+DTaM+YsOlGAQevHkxrv3561j54GuABPwhdcTjSKyAA15I+OATR+BRXgcA1LTXxLpkmoAsRgU2k8JAqQ8GSkRERESUdFwaB0r2yAwl1wSfoVT2bjW+81wlttx9JUMlHfEHVeyrbcO6Cwu1LmVYpmXa8btPn4+X9zfAZg6/sbeZFFgjt+2Rj1aT0v243Xz2vtVowKyHZ6C2vfqcsQucBRp8RjQeOW0mBkp9MFAiIiIioqTTHShp1EOpuym3f2IHSs/vq4eUwObKBszKnqV1ORRRWd8OX1DF8iJ9NuTuz0UzJuGiGZNG/frSVaVY//x6eAKe7mN2kx2lq0pjUR4lAQZK52JTbiIiIiJKOm6NeyjZI0veJvIMpaYOL8ojjZ83VzZoXA31FG3Irdcd3uJhXck6bLx+IwqdhRAQKHQWYuP1G9k/iYbNaTOhzcNAqSfOUCIiIiKipNPpjQRKZq1nKE3cHkqbKxsgJXDT0in4+5461Ld1IT/dpnVZBKC8qhXTMm3ITrNqXUpCrStZxwCJRi3NZkJtq2foJyYRzlAiIiIioqTj9gVhNytQDEKT89uTYJe3FysaMDPLgTtXhpe6/ZOzlHRBSony6lYsL8zUuhSiccVpM6GDS956YaBEREREREnH5QtqttwNmPi7vDW7fHj3RDOuK8nDzKwUzMpOwebKRq3LIgA1LR6ccfmwLImWuxHFQrqdPZT6YqBEREREREnH5QsiVcNASTEIWE0GuCdoU+5/HmiEKoFrF+YCANYU52BHVQta3X6NK6Pyqkj/pHHUkJtID5w2E9z+EAIhVetSdIOBEhERERElHa1nKAHhPkoTdcnbixWnUDjJjgV5aQCANcW5CKkSrxzkLCWtlVe3ItVqxJzsVK1LIRpXnDYTAHDZWw8MlIiIiIgo6bh9we7G2FpxTNBAqc3jx9vHmrF2YR6ECPeoKpniRL7TymVvOrCrugXnFWTAoFH/MKLxKhootTFQ6sZAiYiIiIiSjssX0nyGkt1shHsC7vK25UAjgqrE2shyNwAQQmB1cS7eeP80PBN0md940O4J4EijC8vZP4loxKKBEvsoncVAiYiIiIiSjssXQKpV6yVvyoScofTS/gZMSbdh0VRnr+Ori3PgC6p47fBpjSqj3TXh/knL2D+JaMScdgZKfTFQIiIiIqKk4/aF4LAomtYwEWcodXgDeOP901i7MLd7uVvUBUWZyLCbsLmyQaPqqLy6BYpBYMm0dK1LIRp32EPpXAyUiIiIiCjpuLxBpFhMmtYwEZtybzvYhEBIYm1J7jmPGRUDVs3PwdZDTfAHuUuSFsqrWlGcnwa7WdvZeUTjEZe8nYuBEhERERElFV8wBH9IRYrmM5QUeCZYoPRixSnkpFmwdFr/S6rWFOei0xvEO8ebE1wZBUIq9tW2YRn7JxGNSndTbg8DpSgGSkRERESUVNy+8DIzrZtyOyxGuCZQoOT2BfHakdNYuzBvwB3ELp89GXazwmVvGqis74A3oGJ5YabWpRCNSybFALtZ4QylHhgoEREREVFSiS4zS9E8UFLg9ocgpYzNgGVlQFERYDCEP5aVxWbcYXr1cBN8QbXX7m59WU0KrpyThS0HGqGqMfq8aVjKq1oAAMvZkJto1NJtJgZKPTBQIiIiIqKk0unVS6BkREiV8MWin1BZGbB+PVBdDUgZ/rh+fUJDpZcqGjA5xYzlRYPPgFlTnIumTh/2nGxLUGUEALuqWzE1w4acNKvWpRCNW2kMlHphoEREREREScXtjwRKVo0DpUhj5Jg05t6wAfB4UJWeh6CI/Irv8YSPJ0CXP4Rth5qwpjgXygDL3aJWzMuG0SDwTy57SxgpJcqrW7Gc/ZOIxsTJQKkXBkpERERElFSifYv00EMJADz+0NgHq6nB8Yx8rLrtf/Gzy9b1Op4Irx1pQlcghOtK8oZ8rtNmwsUzJ2FzZUPslvvRoE62dOF0pw/Lhpg9RkSDc9pMaGdT7m4MlIiIiIgoqbgiS95StQ6UzOFd5mLSmLugAL89/yaEDAr+sOx6tFsc3ccT4aX9Dciwm3Dh9OEFFmuKc1HV7MGRRlecKyMAKK+O9E/iDCWiMeEMpd4YKBERERFRUnHrbobS2AOlM/fdj/8rWYULayrgstjxh2XXA3Y7UFo65rGH4g2EsPVgE1YvyIVRGd7bi9ULciAEuNtbgpRXtyLVYsScnFStSyEa1xgo9cZAiYiIiIiSSnRGkOY9lCKBkss39iVvf8xbBr/RjPsrnsHVR9/FYxfcCPevNgLr1g394jF68/0zcPmCWFsy8O5ufWWnWbF0WjoDpQTZVdWKpYUZQ/a3IqLBpdtN6AqE4I/FZgoTAAMlIiIiIkoq3T2UzFoHSuElb54xLnnr8ofwx3eqcfX8HMys2IE7HrobbZYUlBVdFIsyh/TS/gakWY24ZObkEb1uTXEuKus7cLLFE6fKCADauwI40tTJ5W5EMeC0mQCAs5QiGCgRERERUVJxeYOwmRTNZ2tEA62x9lB6atdJtHkCuP3KGQCApQUZuHTWJPzmjRPwBmLQ8HsQ/qCKLQcacPWCHJiNI3trsaY4PKPpnwca41EaReyuaYWUwDIGSkRjltYdKPk1rkQfGCgRERERUVJx+4OaL3cDYrPLW0iV+O0bJ7BkWnqvGSh3rpiN050+PFl+csx1Dmb7sTPo8AZx3cKhd3frq2iyA3NzUvFPLnuLq11VrVAMAkumpWtdCtG4xxlKvTFQIiIiIqKk0ukNIkXjhtzA2SVvY5mhtLmyATUtHtx+xQwIcXbG1UUzMrGsMAO/fu04AqH49fp4eX8DUixGXDZ7ZMvdotYU52BnVQuaXb4YV0ZR5dUtmJ+XqnkTeqKJgIFSbwyUiIiIiCipuH36CJTMigFGgxj1Lm9SSvz69eMonGTH6uLeDbGFELhzxSzUtXXh73vqYlHuOYIhFZsrG7ByXjasJmVUY6wuzoUqga0Hm2JcHQFAIKRi78k2LC/M1LoUogkh3W4GwEApioESERERESUVly/YPTtIS0IIOCxGuEe5y9vOqlbsO9mGz102vd9+UFfNzUJxfhp+9a9jCKlyrOWe490TLWj1BHDdCHZ366s4Pw1T0m2J2+2trAwoKgIMhvDHsrLEnFcjB091wBtQ2T+JKEa6Zyh5GCgBDJSIiIiIKMm4fCGkWExalwEAcJiVUS952/j6MWTYTfjIsmn9Ph6dpXTijBv/qDg1ljL79WLFKdhMCq6ckz3qMYQQWF2cgzeOnhlzc/IhlZUB69cD1dWAlOGP69dP6FCpvKoVALC8iIESUSykRfrvtXGGEgAGSkRERESUZMJL3rSfoQSEG3OPZsnb0SYXXjnYhFsvLoLNPPDnsqY4F7OyU/A/rx6FGsNZSiFVYnNlI1bMyxr0/MOxpjgX/qCK1w6fjlF1A9iwAfB4sCdvDt4qXBw+5vGEj09Qu6pbMSXdhjynTetSiCYEo2JAisXIJW8RDJSIiIiIKKm4fPrY5Q0A7BYjXKNY8vbbN47DYjTgUxcXDvo8g0Hgi1fNxKGGTmw9FLs+ReVVLTjj8mHtKHZ36+v8okxkOszxX/ZWU4MmRwY+dcv38Kmb78OOqcXdxyciKSXKq1u43I0oxpw2EwOlCAZKRERERJRUwj2U9BEopVgUeEa41Kup04tndtfhI8umYlKKZcjnf3BxPqZl2vDItvchZWxmKb20vwEWowEr5o1+uVuUYhC4en42Xj3UBH8wfjvSoaAA917zeXiNZuR1nsEXb7wHp1InAQUF8Tunhmpbu9DY4eNyN6IYc9pM6GCgBICBEhERERElEX9QhT+oIsWsj0DJYTaOuHfQH7dXI6Cq+NzlM4b1fKNiwBeunIV9te148+iZ0ZTZi6pKvLy/AVfOyYrZbnlrinPR6Qti+7Gx1zeQF7/+AF6eeynufrMMj/3ffegyWvD5D30bvu+Xxu2cWtpVHe6fxBlKRLHFGUpnMVAiIiIiogmvqdOL375xHDc8+hYAIMNh1riisHAPpeEveXP7gnjinWqsXpCD6ZMdw37dh5dNQW6aFY9sOzqaMnvZc7INDR1erB3D7m59XTprMhxmBZsrG2M2Zk9tHj/ubcnAQmsQtzXuxuyWWjy480/Ylzsb99pKYjZzS0/Kq1uQYjFiXm6a1qUQTSgMlM5ioEREREREE5I3EMLz++rx6cd34OIfbsMP/nEQZkXgvg8W4yPLpmpdHgDAYVHgHsEMpafKT6K9K4D1V8wc0XksRgXrr5iBd0+0YGdVy0jL7OWlilMwKQKr5ueMaZyerCYFV83NxpYDjQjFsHl41PdeOIA2TwAPrF8B44njgKri2jefxZ0rZuFv5Sfx5x0Tr49SeVUrlhakQzEIrUshmlCcNhPaPAyUAEAfc32JiIiIiGJASomdVa14Znct/vHeKXT6gshzWnH7FTPwofOmYFZ2qtYl9uIwG+Ee5i5vwZCK3755AssKM0a1jOnjFxTg0VeP4pFtR/GHz14w4tcD4ev70v4GXD47C2lW06jGGMjq4hz8o+IU9tS0YnlRZszG/dfhJjyzuw53rpiFBfm9Z+vcfc0c7K9vx3efq8TcnNSYnldLHd4ADjd24tqFsZtFRkRhTjtnKEUxUCIiIiKica+62Y2nd9fh73tqcbKlC3azgrUL8/Dh86bgohmTYNDpLA2HxQhvQEUwpMKoDL544KX9Daht7cJ//9uCUZ3LZlbw2cum4yebD6Oith0lU50jHqOirh11bV348tWzR1XDYFbMy4ZJEdhc2RCzYMflC2LD3/djZpYDX1o165zHFYPALz66FB989E18oWw3XvjSZchJs8bk3FraU9MGKYHlhRMjICPSE6fNBF9QhTcQgtWkaF2OprjkjYiIiIj0rawMKCoCDIbwx7IyAEB7VwB/frcGH/nVdlz5k3/h4W3vozDTgYduWYzyb1+NB29ZjEtmTdZtmAQAdnP4zYgnMHgfJSklNr5+HNMnO3D1GJaa3XpxIVKtRjzy6vujev2LFQ0wGgRWL4jdcreoNKsJl8ycjM2VjTHrafTAy4dQ396FBz6yCBZj/2/8nHYTNt66HG5fEF/40y74gsPvaaVXu6paYBDAkoJ0rUshmnCctvDsTO70xhlKRERERKRnZWXA+vWAxwMACJysxev3/y+eqbFji9sKf1DFrOwUfOPaebhxaT7ynDaNzXIe2wAAIABJREFUCx6Z6C5pbl9w0CVk7xxvQUVdO0pvWjimnjhpVhM+c0kRfrntKI40dmJOzvCXAIaXu53CxTMnId0en6bma4pz8a2/V+BQQyfm542tmfSOEy3449vV+PQlRVg2xEydubmp+OnNi/HFst247/kDuP+mkjGdW2vl1a2Yn5cWs134iOisaKDU3hVA9gSY0TgWnKFERERERPq1YQPg8aDFlobvrfwcLv7i7/Ef19+Dtxt9+MQFBXj+zsuw5e4r8IWrZo67MAkA7N2B0uCzYja+fgyTHGZ8+LyxNxP/zKXTYTcr+J9XR7bj28FTnahu9uC6krwx1zCQaxbkQAhgc2XDmMbxBkK45+n3MDXDhq+tmTus11xXkocvXDUTf363Bn8Zx026gyEVe0+2Yfko+mwR0dCigVIbZygxUCIiIiIiHaupQZfRgs985Dt44rwP4PzaA/jN09/Du4/ciu9+sBglU50QQr9L2oaSYgkvwxpsp7cjjZ149fBpfPLiopj068hwmLHuwgI8t68e1c3uYb/upf2nYBCIy3K3qKxUC5YVZGBzZeOYxvnF1vdx/IwbP/xQCRwjmKXz1dVzccWcLHzn2UrsrmkdUw1aOXiqEx5/CMsmSINxIr3pnqHEnd4YKBERERGRfqkFhfivf/svvJc3G49u+hF+temHuOboDpimTtG6tJiwm88ueRvIb14/DqvJgFsvLozZeW+7fAaMigG/+texYb/mxYpTuHD6JExKscSsjv6sKc7FwVMdONniGdXr99e1Y+Prx3Hzsqm4fHbWiF6rGAR++bElyHVa8fkndqGpwzuqGrRUXt0CAJyhRBQnPZe8JTsGSkRERESkWw986ad4ae6l2PDqY1h99N3wQbsdKC3VtrAY6e6h5O9/yVtThxeb9tbh5mXTkOmIXd+i7DQrPrp8Gp7eXYv6tq4hn/9+YyeOnXbjupL4b0O/pjh8jtEsewuEVHz9/95DpsOMb39gdLvhpdvN+PWty9DpDeKLZbvhD6qjGkcr5dWtyHdakZ8+/paAEo0H6XYGSlEMlIiIiIhIl/66owb/e9qKdZk+/EfTHkAIoLAQ2LgRWLdO6/JiIrrL20AzlB7fXoWQKvG5y6fH/Ny3XzkDUgIbXz8+5HNfrGiAEGfDnngqmGTHvNzUUQVKG18/jgOnOvD9GxbCaR+4yflQ5uel4Sc3L0J5dSu+/8KBUY+TaFJK7Kpq5XI3ojhKtTJQimKgRERERES689bRM/j2pv24Yk4W7vvKjRBVVYCqAlVVEyZMAnrOUDo3UHL5gvjTO9W4dmEuCic5Yn7uqRl23Lh0Cv6yowanO32DPvel/aewvDAjYTsarSnORXl165B19XS0yYVfvPI+PlCSh2sXjj34+rdF+bj9yhl44p1qPLnz5JjHi7eyijJMf2gZGjq8eP74z1FWUaZ1SUQTkmIQSLUaGSiBgRIRERER6cz7jZ34/J92YWZWCh79xFIYlYn7K6vDMnAPpb/tPIlObxC3XT4jbuf/4lUz4Q+p+N2bJwZ8zvHTLhxq6MTahfHb3a2vNcW5kBJ45eDwmnOHVIlvPP0ebGYF3/1gcczq+Pqaebh89mR8e9N+7D3ZFrNxY62sogzrn1+P021pAIB6/5tY//x6hkpEceK0mRgogYESEREREenIGZcPn/n9TliMCn736eXdSwsmKpspuuStdw+lQEjFY2+ewAVFmVhaEL/myjOyUvCBkjw88XYV2jz+fp/z0v7w0rNYzPoZrvl5qZiWaRv2srcn3q7CrupW3PtvC5CVGrum4eEm3UuRnWbB55/YNaIZU4m04ZVvI+QtREroGqjwICCq4Al4sGHrBq1LI5qQGCiFMVAiIiIiIl3wBkK47Y/lOOPy4XefWo6pGXatS4o7g0HAYVbOmaH0YsUp1LV14bYr4jc7KeqOFbPg9ofw++1V/T7+0v5TWDItPaFNnoUQWLMgF9uPNqPTO/ibtpMtHjyw+TCunJOFD50X+93/MhxmbLx1Odq6/LijbDcCIX006W51+7FpTx3+8y97EGq8H7n+n8CqlqDT+DwgwjXWtNdoXCXRxJRuZ6AEMFAiIiIiIh1QVYmvPLUPe2ra8LNblmDxtHStS0oYu8XYa5c3KSU2vn4cM7McWDUvO+7nn5+Xhqvn5+Dxt6rg6hNs1TR7sL+uIyG7u/W1ZmEu/CEVrx4+PeBzpJT41t8rIACU3rQQQoi41LIgPw0//vAi7KhqQek/DsblHEORUqKyvh2PbHsfH/qft7DsB1tw19/24q2jZ6BYD+C06Uc4af0E2kxPdL+mwFmgSa1EEx1nKIUZtS6AiIiIiOjBLYfxj/dO4Z6187C2JHG9evQgxWLsNUNp+7FmVNZ34EcfKoHBEJ+ApK87V87CjY++hbJ3qnH7lTO7j79ceQoAEto/Keq8ggxMTjFjc2UDPrg4v9/n/N+uWrzx/hl874biuM9ou2HJFOyva8dv3jiB4vw03Lx8WlzPB4R7a7159AxePdSEVw83obEjvOSuZIoTd66cjZXzsrFoihN/qWzC+ucfggx4ul9rN9lRuqo07jUSJSOnzYQ2DwMlBkpEREREpKkny0/i0VeP4WPnT8PtCVjipTd2swJPj13eNr5+HJNTLLhxaeyXbw1kybR0XDZrMn7zxgl86pIiWCO9nV6saMDCKWmYlpn45YeKQeCaBTl4bm89vIFQd01RTZ1efP+FAzi/KAP/fmFhQmr6xrXzUFnfgQ2b9mNubioWTY39TLoTZ9zYdqgJrx5qwo4TLfCHVKRYjLh89mSsmJeNq+ZmITu1925760rCOx9u2LoBNe01KHAWoHRVafdxIoqtNJsJHV0BSCnjNjNyPGCgRERERESa2X7sDL71TAUumzUZ378xfkuW9MxhMXYvNTvU0IHXjpzGV1fPOSdAibc7V87Cxza+g7/tPIlPXVKE+rYu7D3Zhq+tmZvQOnpaXZyLv+w4ie3HzmDlvJxej927qRLeoIoffXhRwmZyGRUDHvnEebj+4Tfx+Sd24bkvXYbJKcNrAq6qEt5gCF3+EDz+ELoCZ293eAN453gz/nX4NE6ccQMAZmY58KlLCrFiXjaWF2bCbBy8W8m6knUMkIgSxGkzwR9S4Q2osJkT+7NaTxgoEREREZEmjp124Qt/2o3pkx14dN15MCnJ2d7TYVbQ7A7vsPab10/AZlKwLkEzbnq6cHomlhdm4NevHcPHLyjAy5Hd3dYmcHe3vi6ZOQkpFiM272/sFSi9VHEKL1c24BvXzsPMrJSE1pTpMOPXty7Dh3+1HZ95fCeWTEuPBETBfsOi6O2uQGjQcc1GAy6eMQmfvqQIK+Zmo2DSxG9KTzRepdvMAID2rgADJSIiIiKiRGpx+/HZ3++E0SDw2KfPh9Nm0rokzTgsRlS3eNDQ7sVz++qw7sJCZDjMCa9DCIE7Vs7CZx7fiU176vDS/lOYl5uKGQkObHqyGBWsmJeNVw42IqRKKAaBNo8f//1sJRZOScNtl0/XpK6FU5z46c2Lce+z+1HX1gWbSYHNrMBuVmA1Kch0mGHPCN+2m5XI48Yet5U+t42Yk5MCu5lvz4jGg+i/We1dAeQ6rUM8e+LiTywiIiIiSihvIIT1fyxHQ7sXf1l/kSb9efTEYQ435X78rRMIqRL/cZk2IQkAXDUnCwunpOFnrxxBQ4cXd62ao1ktUWuKc/D8vnqUV7XgwhmT8P0XDqLN48cfPns+jBrOart+cT6uH6BZOBFNbD0DpWSWnPOKiYiIiEgTUkp84+n3UF7dioduWYLzCjK0LklzDosR7V0B/PndGqwtydM0YBNC4M4Vs3Cq3QspgetKtFvuFnXV3GwYDRIf/dP9sN+7DE/vrsVl87tQnO/UujQiSlLRQKnN49e4Em1xhhIREZGG2rsCePd4M/aebMOcnFRcOSdLk6UuRInys1fex7N76/G1NXPxgUWJ34peb8oqyvDY3u1A4Dp4oaIg/wiA8zStafWCXMzJCS9zm52TqmktAPDskb/BbTgGpWshMrEQAXEST9Xcg2sqvGxCTUSa4AylMAZKRERECeQNhFBe1Yq3jp3B9qNnUFHXDlUCQgBSAgYBLCvMwMp5OVg5LxtzclKScterpFJWBmzYANTUAAUFQGkpsG5ivkl+Znctfrn1fdy8bCq+eNVMrcvRXFlFGdY/vx5G31pkAPAa3sP3tv8AUyeFNA1KDAaBJ/7jQoRUqVkNPW3YugEuMReT5H9CQkWj+evwBduxYesGBkpEpAmnnYESwECJiIgoroIhFftq27H96Bm8dewMdle3wR9SYTQILJmWjjtXzsalMydh8bR0HDzVgW2HmrDtUBN+/PIh/PjlQ5iSbsOq+dlYMS8bF8+YlPBtxMcsicKSUSkrA9avBzye8P3q6vB9oNd1CqkSrR4/Wtx+NLvCH1vcPjT3uN/s9qHF7Yc3oCI71YK8dBvynFbkplmRn25FrjN8f3KKBUqCtljv6d3jzfjG0+/h4hmTUHpTCYNShIMST8CDFOECAHQYn0FXwKOLoCQnTT9NZmvaayCUNmQEfHApL8OnHOo+TkSkhVSLEUIAHQyUiIiIaMQGCEpUVeJwYyfeOnoG2481Y8eJFrh8QQDAgrw0fOqSQlwyazIuKMqEw9L7n+GlBRlYWpCBr6yei1PtXXj10GlsO9SEp8pr8ce3q2EzKbh01mSsnJeNlfOy9b+ryDDDkvGqrKIMG7ZuQE17DQqcBShdVTqiECCkSpz+wQOoT5+GU9Mm47QjAy12J5rtTjS/eAItnW93h0RtXQHIASaLpNtNyHSYMclhxvTJDlhNCpo6fKiobcM/K73wBdVezzcaBHLSrMh1WpEX+ZPrtCHfGT1mQ1ZqbEKn6DWqbw0g3/8QJqfa8L//vgxmI9t4AmcDEY/yFiQC6DKU9zpOYQXOAlS3V6PeehtCaO11nIhICwaDQJrVxBlKWhdAREQ6NIFnlYw1BAgPcjYokQBq2n146xd/w1s1drwTTEGzO9ygcfpkB25Yko9LZ03GRTMmIXMEvZHynDZ84sICfOLCAngDIbxzvBnbDjVh68EmvHKwEQBQnJ/WHS4tnpoOQ4xmnYzkGvmCITR1+NDU6UVjhw+NHeGPTR1eNG5pQOPHf4rTjgyoQkCRKhRVhWGHgKH6FShCwGAQUAwCBiFgEOhxO3LcEDkeea7VpCDNaoTTZkKazYQ0qwlpNmPkowlpVmOv4xZjfGZ0RZcqeQLhsKy6vRrrnw+HZetK1kFKiRa3H6favahv6wp/bO/Cqbaz9xs7vAjecH+vcYVUkdHViUmedmQKYG5uKjIdZmQ6LJjkMHcHR5kp4dsZdjNMg+xyJaVEmyeA+vYuNLR7Ud/uRUN7+Pyn2ryorO/AlgON54ROikEgO9UCp80Ee2RLc7tZgcPS56PZCJtZgcMSfo7DbITdEj6+5cQLuGfrV+AN+pHj/xFCMoTD6l144Vin5rNv9CIalKjCBbdxW6/jdFbpqtLI91tL9zG7yY7SVaUaVkVEyc5pM6EtyQMlIQf6764EE0JcC+AXABQAv5VS/miw5y9fvlyWl5cnpLaE4Ju3YQzEazT0QLxGwxuM12kgUkr4/vRnuO7+KjxBCSkELMEAzGYjLD97EJZ1H9d0i+ax6hsCAOE3JRuv39jrOkkp4fGH0Orxo9UdQIvHj7bIcqNWtx+tv/4dWoICrTYnqjPyUOfMBgDkeNpw6aXFuGTWZFwycxLy020x/xyklHi/yYWtB5uw7VAjdlW3QpXA5BQzrpyTjVXzsyPNdAWEAATCuzaFPwIichzR+30e+/uhZ/D1LV+DJ+iBkCYoyIDdkId/L74DhamLwoFRZyQw6vCi1XPuL1ImRSA71Yrsyj3IcTUjy90KRVWhCgNCBgNUYYD6udsQkhKqKqFKiZDE2du9PqL7dkiV8AZVdHYF0OENoL0rgEBo8N9jLEZDP0GTCSkWBUaDAYpBwKQIKAYDjJFwq+99oyJg7HP/yy99CU1dDQAkFJkOo5wMRWYhRZmKotSlONV+7swgs2LonhWUH1mOlv+THyC/6jDyOs8g29WCdK8LilSBwkKgqioGXzFDi4ZOp9q9OBUJmxravTjV7oXLF4DHH4LbFwx/9Afh8YXg8YfQFQgN/xwIoNH8LfiUgyh0FqLqrqr4fULjyHB/JlGMfw8gIhqjsooybPhbO7rU07BlPz7hfiYJIXZJKZcP+Tw9BEpCCAXAEQDXAKgFsBPAx6WUBwZ6zYQKlMrKELr9dnQFwr94SgCw2YFf/gK45Rb0/Bvq9dcle96U/T+n/6ef+9gwvg6ivQ5Er2ORj+i+0ev4U5VP4ssvfznyi5KAgIDN6MBDa36Gm+Z9GFKefbOgSgkpw/VH76syXJv6wgtQ7/seVJ8vPL4EhNUC8Z17IT7wbz3eNEWqGcGbKIM4+3z0eF6/rzcMPu5o/HX/X3HHi3egK+DtPmYz2fHw2odx84Lw37+U6P4LlIhcJ4SvTfRx+fTTwNe+CnSdHQc2G/CTnwAf+lDvvzj0+XuL3u/3OdHHRJ/7A/+9D/QaAH2+nmU/x8598pMHnsLdm+9CV6Dr7KdmsuHna36OmxfcPOzzCwHgb3+DuPNOwHN2LGm3A488DHnLR0depwz/nQz2dXz2NiL3ezxfRa/nyH7OefaayO5zyz51SCmx5fgW/HT7T+EN+mGABULaYVWc+OiCT2Ju5mK4/UG4feE/Ll8IHn/0dviNYvTjUE1YDQKwGBVYTAZYjAaYjYbwfWM/900KzEr4mFkRMCoGmBQDTIqASTHAqAiYlfAbdZOxz2MGA8zG8Bv56HGjYuh1/aLBQ/Q6hiLXN6RGr2/4udHjX37pbpzxNANQYIAVBpkGRaYi1ZSHS6asDi8t8oQDJH+fMCBKCMDp6UCmpwMZXR3IdTXjwpr9uKR6H2a21kGo/b8uXlrdfrz+/mlsPdiE146cjuvUa8UgkJViQU6aBdlpVuSkWZCTakVOmhXZaRbkpIVvp9tM4dlSRUXhZW59xSgskVLCG1DR4Q2gIxIydXQFe9wPDni80xtESFURjARV0Y+jbUIsEUJItCAkTuPDC1d1B0Z5Thvy08MfJznM584i67ssEADsdmDjRt0H3SFVoisQgscXhLtP6NTlD+GjT34SAlYIaYPPUNHd90ZAQP1OYr9P9IxBCRHR+BL9z4AU1zdhkDY0WL864f4zYLwFShcD+K6Uck3k/jcBQEr5w4FeM6ECpaIi7PFbcNMnH9K6EiKawKwmAxxmIxyWyJ/IspWUHktYUixG2L/730jxeWAPdMEgJXxGM/yKCT6jGb77fwRfUIU/pMIXCMEXVMP3gyp8wcj9wNnb/sjjvmAIgZBEMKQiEJLwh/TxZlJChYpOqKITFxWUIMNuRkakH02GI3w7wx5eWpQe+ei0maDMmB7XoGS0giEVe062ob6tR2AqewTRfcJo9Hws8tzPv/D5HuFpOCQJihaoohW+e5tH1ldnHIYlqhoOJrtDppBEQFV73Q+qKlb+/hrUuxohYEAI7QiJFkCoo5t9M0FnTRb9vAjV7ed+n3CGEhERjWfRf98m+78Oszod9dYvAJhY/74NN1DSSw+lKQBO9rhfC+DCvk8SQqwHsB4ACgom0NrymhpMsadjw7bfdR8S0V/nH3zwnKf33BWlv9lCfY8P9NpzHxu4xJ6zILqP9X0M5z7nK5u/EjkuAKFGnhX++OgHHoVBoLtvRs8ZQwZDdOZQ+DHDLbfAINWzJxGAhIAUAvLJp86ZtROta7hvorpnlURe2D3rp+ft6Ov7eQM2Fve8ck+Pq9f76v509U96zKoSfWYHRY5FZ1fdcQdEpBjRsyghIH/1q3POe07Z/Xwi/c2CiR4f7O+912si16r312ePr+H+ZkX1+Rq/e/NdvWbh9RzloTU/H/L8ve5/4xvhv38Rnul29pwS+PEDo6qz59cxol+zPb6uDT2Oie7Hej7eY6ZcfzO/epyrvxli0dqu/uPVkIjMdBQ+qPBAii5I+OD77/bhL1W7fcfAYcmq2cMbYwiyxxt2f0hFMCQRCKmRP+Hgqffx8MegqkKgd18dEe21I8INEpXo9Y38HOl+TAis/MMK1HWehIQauUau7hDg6S9UDf8TKC3tPygp1bafh1Ex4PyizDGN8a23DwwYAoy4SXM0FBlHYYnBIGCAwFCb6ZVee2e/S5VG1dNl3TpdX5PROtv3JgbXiIiISCeiGye4lX/Ba9h3zvFkopdAqb/fUPt5vys3AtgIhGcoxbuohCkoQHZ1NW7b+ffexwsLgctnaFNTjPxg154B35jcelHh8Afy1g78BndR3hgq1N6P9+4c8BrddsUI/v5bKge+RiO51jr0vfJ9A16j/7hs+sgGaygf+DpdOXOUFepDTmbbgNdpRH2PEhCWCBHpS6MA1qHeucdQ6Zq7YvMGdxwGJcMV8xBggoYl0SntXKo0MF4jIiKaiKIbKnQpO845nmz00lm1FsC0HvenAqjXqJbEKy0Nv1nrSQf/0x0LpatKYTf1/txG9caE12gYA/EaDW8wXqchrVsXXpJUWBie/lRYqOslSiOxrmQdNl6/EYXOQggIFDoLR7/efd268PI2VQ1/nADXB4jxNZrg1pWsQ9VdVVC/o6Lqripeo37wGhER0UQT0/cm45xeeigZEW7KvQpAHcJNuT8hpawc6DUTqocSMGH7JwDcwWw4eI2Gxl3ehofNXYmIiIiI4mui/849rppyA4AQ4joAPwegAHhMSjlovDfhAiUiIiIiIiIiIo2Nt6bckFK+COBFresgIiIiIiIiIqLB6aWHEhERERERERERjRMMlIiIiIiIiIiIaEQYKBERERERERER0YgwUCIiIiIiIiIiohFhoERERERERERERCPCQImIiIiIiIiIiEaEgRIREREREREREY0IAyUiIiIiIiIiIhoRBkpERERERERERDQiDJSIiIiIiIiIiGhEGCgREREREREREdGIMFAiIiIiIiIiIqIRYaBEREREREREREQjwkCJiIiIiIiIiIhGhIESERERERERERGNCAMlIiIiIiIiIiIaEQZKREREREREREQ0IgyUiIiIiIiIiIhoRBgoERERERERERHRiDBQIiIiIiIiIiKiEWGgREREREREREREIyKklFrXMCpCiNMAqrWuIw4mAzgzAceJ5Vh6GyeWY+ltnFiOpbdxYjmW3saJ5Vh6GyeWY+ltnFiOpbdxYjmW3saJ5Vh6GyeWY+ltnFiOpbdxYjmW3saJ5Vh6GyeWY+ltnFiOpbdxYjmW3saJ5Vh6GyeWY8WyJj0plFJmDfWkcRsoTVRCiHIp5fKJNo4ea+LnNj5r4uc2Pmvi5zY+a+LnNj5r4uc2Pmvi5zY+a+LnNj5r4uc2PmuayJ/beMUlb0RERERERERENCIMlIiIiIiIiIiIaEQYKOnPxgk6TizH0ts4sRxLb+PEciy9jRPLsfQ2TizH0ts4sRxLb+PEciy9jRPLsfQ2TizH0ts4sRxLb+PEciy9jRPLsfQ2TizH0ts4sRxLb+PEciy9jRPLsfQ2TizH0ts4sRwrljWNO+yhREREREREREREI8IZSkRERERERERENCIMlIiIiIiIiIiIaEQYKBERERERERER0YgwUCIiIiIiIiIiohFhoES9CCFyhRC5kdtZQogPCSGKYzDu/WOv7pwx543iNaZ+jk0e4RgGIYQhctsshDhPCJE50loGGPuLsRinx3iaXKPIa+JynWJ9jbQ0nr7ftBKvaxQZj9dp6HFjeo1G8zMp8jrd/uzmz6Rhj83vt6HHnTDXiChW+P02NP7sJi0ZtS6AziWEuEZKuWWEr0kDkCWlPNbn+CIp5XvDHON2APeEb4ofA/g0gEoAPxRCPCCl/N0wx/ll30MAbhVCpACAlPI/hzPOMPwTQMEwa1oB4AkAFiHEHgDrpZRVPcY5b5jj3Ajg1wBUIcTnAXwLgBvAHCHEF6SUzw+3eCHEf/U9BOCbQggrAEgpHxruWINI+DWKjBWT65SIa8Tvt+EZ6XXS0zWKjBX366TFNYo8fzx9LQ37Z1KkJl397E7Qz21+vw3vHPx+G/ocn5FSPj7C18wDMAXAu1JKV4/j10opXx7BOBcAkFLKnUKIBQCuBXBISvniSOrpZ9w/Sik/OZYx+hlzRNdJ79coMnZMrxO/34Z1jnH9+2RkLN39XIrV91vkNePm59J4IqSUWtdAfQghaqSUI/mF+xYAPwfQBMAE4NNSyp2Rx3ZLKYf7C3cFgAsB2ID/b+/cg+2qqzv+WXmAQCSQgAnlkoSBVtCBhFeKDS0JpCMPS5yWSeuUhzhSaq2ArRgKM0XbkYe0KowzfQBCI1JH0IkRkEeNgAMC0SQkhJBS3lgCWmJJSEQCq3/8fjf3cHovZ+9z1t177ZP1ndlzz/3tsz9nrfVb63f2/p394FngQFXdICJ7Aj9U1VkFOS8A95B29iU3/wPwGQBV/beCrg03sG1fBZypqrsX5CwnxWWtiJwKXAacrqoPishKVT2sIGclcCIpRo8AR6nqehGZDnxbVY8swsmsTcDtpEF/ME7nk/oSVf18QY6rGGWWSZysYtThM6Lein1O4Th5i1FmjXqc6ohRfr+rXLIakzLL1dhdxZiUPyfqrfNnRL11/oyy32/nAp8E1gGzgPNU9bt5XZlcuoRUb+OAu0nxugeYD9ypql8oyFna3gTMA5YBqOopRTgFPqdMLrmKUWaNepyi3gp9RqP3JzPLVZys6i2/v1HjUpMUZyjVpGGScfsqYHJJ3EXAEar6Yp55/bqIXKSq32FoMCiiN1R1C7BFRJ5U1Q0AqrpRRMrMPB4M/D1p1vcCVf2ZiFzS5SB0FvDXwOvDrPtICc5OqroWQFVvEZF1wHdE5EKg1KzqYFzygLg+tz0r+VKKEno/8CVgN+DzqrpFRM7s4oDEXYwywyJOJjFKgiN7AAATXUlEQVSKeismwzh5ixEYxclhjMBfLlmNSeBv7LYatz3mUtRbMbmqNxEZ6SwGAaaUYQFnk+K0WURmALeIyAxVvYpycTqVdPC3M7ABGFDVV0XkSuAhoOhkyQDwGHAtqd4FOBL4xxK2AKZx8hYjMIpT1Ftn9fn+JPgbl6zqDRyOS/2imFCqT78LnAZsbmsXYHZJ1lhVfRFAVR+WdInArSIyQLkd7rdEZLyqvgGcvN2gdCp/4R1uVd0EnC8iRwA3ishtZbZv03LgUVV9oH2FiHyuBOcNEZnaMsiuFZHjgVuBA8oYJCJjVPUt4GMtbWOBncpwVPU54FQRWQDcLSJfLrN9i9zFKH92z3EyjFHUWzFZxclVjLIdVnHyFiPwl0tWYxI4G7sNxyTwl0tRb8Xkrd6mAB8ENra1C/D/arCDxmq+pERVnxGRuaQDuOmUO3jbpqpvMnSA+2pmbhWRt0pwjgTOAy4mHdyuEpGtqnpvCcagrOLkLUZgF6eot87q2/3JbIe3ccmq3sDnuNQfUtVYaliA7wPzRlh3X0nWA8ABbW27Az8AXi/BmQaMG6Z9X2B+l34K6VTFG7vcfhKwq0G85wMzh2mfCFxcgnMU8K5h2mcAp/Vg367AlWX73mOMRitOPcYo6q3COHmOUa9x8hYjj7lkNSZlltuxu5cxyWMuRb3VF6ceY3QdcMwI624qyVoGzGprGwcsBt4swXlocAwAxrS0TwRWdOHjAHAz8FXguS5jbBInrzGyiFPUW3UxsoyT07HbVb3l7dyNS/2y1G5ALAadCDNJ18u2t48H/rRH9oeMbDThZNbh/cjxaFM/+9bD5+9Q9davMao7TqMZI0vfDDl9O5bEmFQ9y1OMLH1zMHYPAFNHWDenBGfnEdr3Ag7pwb6TgUsjRr7jFPVWf5z6aOw2qbf8/r4dl+peajcglpbOcFj8dPkryWhxPNoUvjXTpqi3yn1zFSPjeLuKkbFvrjgebYp6qzzermJk7JsV588MfTNheeN4tMmpb1Fv1frWz2N3P9eJmU1NXLq9z0ZodPR3Dlllr08dbY4lyxvHkuWNY8my4kS9FZOVb95iZMnyFiPwl0se+80bB/zlksd+8xYj8JdLf27EsWR541iyvHEsWVFvndXP+5OWrH6uE0ubGqeYUPIlj8V/jjMOQOmn6TSEY8nyxrFkWXGi3orJ246bpW9WLG8xAn+51M9jiaVv3nIp6q2YvNWbx+83bxxLljeOJcsbB6LeiijG7mpZljY1TjGh5Eu1F7+I7C4i25+co6oP5/ZD6+DkbaaKyNT8em9gjIi8v+kca1abyj5pYrQ5liwrTu311ioR2R8YEJGDPHBaVNuOm4hMy08pQZLOAk4XkU+ISKmnlFqyhlGtO7cicsqgb4MaHHPr4GTW74nIe/PrY4ADReTkDpuNKssbZwTVnUsTRORUEfm0iHwKmCQiXe0rWrLaVPvBpIgcJCKLRORqEbkKmCciB9fFGUZ/YMCwZnnjWLK8cSxZHupttogclV+/DzhGRE6qizOMXO1PZv2lEceS1c91YmlT4yT5ur9QDRKR3YG9VfXJtvZDVXV11SwRWQh8BXiZdEO4j6rq8rxuhaoeXiUnv/8c4ELSzO8VwEeBtcAc4Iuqel0TOcY2Xd3eBJxOegICqnpulRyvNrVx9wcOAx5T1ce7YfTKEpElqvrh/HoBqWbuAX4HuExVb6iSk7efBrysqr8SESHl5OHAY8A1qrqtYs6jwGxV3SIiV5AeE78EOA5AVT/2TtuPBktETgHuUtVfFf3s0eRk1lbgNdLTZ/4duFPTo3Hr4nyFNPE7DrgTOD4zjwVWquoFVbO8cVp4E4ATgP2AbcATpLwo9dhwC07+7r4AeASYR3oC0RjgENINYtfUxDoIWEB6YpEC/w0sVdV1RRnGnEXAR4BvAi/k5gHgT4BvqurlVXI6fMZZqnp9rxxLVp2cnAP7Ag9pfhR5bj9BVe9oKsfYptmAquryPOlyAvC4qt5e0h4rziXAiaQx927gt0n7OPNJ31FfqJIzAnuxqp7R7fa9skRkaXsTadxdBqCqp9TBauMeQ/rufFRV7+qGYcnxalNjVfdNnHbUBVhI2plZRZpEOKplXambn1mx8vb75NezgceBP8z/r6yak9+/hvRo5snAZvKd/oE9gVVN5Rjb9AJwI3AGcGZefj74umqOR5uAJS2vFwBPA9cD60kTnmV8M2G11gLpYGv//Hov4JGqOXmbRxl6pOoVwC3AacDXgK/VwHms5fVPeftjXsv6ZsICtgK/AL4OnASMLWOHNWcwB/K4cTbpccMvAf8MHFsTZy1pJ3RXYGNLLown7XBVzvLGydssBJYD1wJP5lz4BrCaEk+cMeSsbvFnL9JBFsChwAMlfTNhAYtI+xQX5jHktPx6FXBh1ZzM+k9g/DDtOwFPVM3p8Blmj7K2YtXFAc4lfU8vAZ4BFrSsK7Ov7IpjbNMlwIPAT4DLSJMIfwvcB1xcNSez1gBjSWPuq8DuuX0XYHUNnKVty/dI+/BLSRPUZXwzYQErSPvKc0k/bswFXsyvjy1pkwkLeLjl9dmksfYS4H7Kjd0mHK829ctSuwE76oLtpIvVRNCatv/3IR14nUu5LyQTTt52RcvrR9rWlfHNFcfYpneTzkq5Cdg3tz3VRU6acDzahO2ki9VEUGv/PzzSZ1TFye+3mnSx4twJHJdffxuYnl9P7qLfTFg4m7xpz4H8/1TSePtj4PkaOI/mv+8iTbrskv8f25obVbK8cfI2VpMuVpw1DJ25vgtvH+vKTpaZsHA4eUPax5o+TPt0YH0NnNUjLGuA17vIyZ5Z3jgtOTkhv55Bmuw4L/9fal/ZE2cUbHIzedNuf7svlPvx1YrjcfJmDPBp0plXs3Jbt/vvJqy2eC8nXUUDsBttx4lVcLza1C9Lr/eNCHWvsar6IqR7VIjIPOBWERkgnYpdB2uTiByg+bI5VX1RROaSfvEoc18fKw7AWyIyXlXfALbfo0LSfT7K3IvBG8eMpaqbgPNF5AjgRhG5rQtbzDhObWqtg3Gq+nTm/0JESl1aYsiaKSKvks522FlEpqrqBhHZibQjVjUH4HkROU5Vl5F+5dwPeFZEJtfE+TiwWEQ+B/wvsEpEBidi/qomlqrqRuAa4BpJ90BbCFwuIgOqul/FHGi7GaSqbgCuBq4Wkek1cG4TkR+RJl2uBb4lIg+SdpLvK8GxZHnjQIr31vz6NeA9AKq6Ol/GXjXnduAOEbmXdGnIzQAiMglK33DUivUW8BvAs23t++R1VXMAzgd+ICJPAM/ntmnAgZS714gVZwrwQdIEZ6uE9KNHGVmxvHEg7StvBlDVZ/J+6S15bCuTk944lqxtmi5z3iIiT6rqq5m5teT+jRUH4NcisquqbgGOGGwUkYmUq10rzpHAecDFwAWqukpEtqrqvSUYpixNlzZ/WURuzn9fgu6O8Q1ZY0RkT9I+u6jqzzP/NREpdNsDY45Xm/pDdc9o7agL6YvwgLa2d5N+qS77q4sJC5gJ/OYw7eNJ9zyolJO3mcbwvyruC8xvKsea1bKtAJ8Ebuxme2uOF5uAN0m/km0Cfs3Q5YU7Uf7XMjPWCPw9gA/UwSFN/PyQdGD8PdJO/DLS2TTHV81p4R1Murzwj0j3PRhTlmHF4h1+7WWYsw1Gm5PfP7fXfLHkZNYHgKPz6wOAz5AmzEr3nRXLIecK0plzFwE/Ai7K7ZOAtVVz8jYnZX9+v6VtDLBzF/3WM4t035X/It2n6l/zckduO6FqTpsfR+dx5NT8uvRlqxYc4DrgmBHW3VQHyxsnv38Z+YyLlrZxpHsyvtlUjrFNDzF0tmPrmcUTKXelggknbzPseEE6G7PMJb0mnJbtBkgT5V+lx8s4LVmZdzJwaa+cXlikHxOfIt0W4imG9pUnUO6MMBOOV5v6ZYmbctckEZkJbFHVJ9raxwMLVfUbdbDydlNouWmlqr5UZntrjkebwrfm2tTG3QM4WFV/XBfLY4wkPWXot0g7pC8Ay7XkTYKNOW5yUkTmquo93X6+NaeN6SqXPPWbY85JwPtIl13endvGkH5seL1qTt7OVb9lP2ZnjjA0lpS6YbwVp8NnTNCWGyLXzQkNSdJZ+9s0nXnZvm6Oqt7fRI6xTTsPN16IyF6kW2sUupm+FafA59Reb5Ke8DlHVS8ysMOM1cI0G0ssWCKyKzBF89n9dXO82tQ0xYRSzfK04yYis0j38JgI/Cw3DwC/BD6hqiur5Hi0qYG+/YWqrqiS49WmzPNUb4cB/0Tv/W/CaWO6OOj2mJMtPBcxygxX9eax37xx2pgucsljv3X4jNoPJodhPaeq0xxxXB1MeuR4tCl8K8yKeuvMMfHNkuU0l9zZ1CTFhFJNcjoxsQo4R1Ufams/GvgXVZ1ZJcejTeFbMXmzyXLSxXAiyFWM8jauDrqd5qSrGGWWq1xy2m+uOHkbV7nksd86fEYtB5MiMtI914T0BKtJVXI6fIbHg0lXHI82hW9ve3/UW+f3mvnWpDj1c500TXFT7vp0AyPvbN1Aug9R1azd2hkAqvqgiOxWwh4rjkebwrdm2nQ9dvVmxfIWI3jnseR6ivtmxfGYkzfgK0bgL5c89ps3DvjLJXf91uHgZkLVnKxLgSuB4W6+WuahESYcS9+8xTt8a6ZNUW+Vs6xiZMbymEsebeoXxYRSfXK34wZ8X9JTtBYz9MSR/YAzSDevrJrj0abwrZk2Rb0Vk7eDbo856S1G4C+XPPabNw74yyWP/ebqYDJrBbBEVX/avkJEPl4Dx93BpEOOR5vCt2KKeussK98sWR5zyaNNfaG45K0micjVpKfDDLez9bSqFn5krDHrRNITkFpvWrlUVW8vyrDkeLQpfGueTVFvhTkmvnmMkRXLY4wyz1suueo3pxx3ueSt30TkAeBTIxzcPK+q+1XJye9/L/CK5kdFt62bogXvXWXIsfTNVbzDt2LyZlPUWzEZxtvEN0uW01xyZ1O/KCaUapS3HbdQqJ8V9VZM3g66PSpiFLJS5NI7y9vBpEc5PZh0xfFoU/jWTHnsN4/ymEsebeoXxYRSaLtEZCLwN6Sd0vfk5peB7wKXq+ovq+R4tCl8KyaPNnlTxKizPOakR3nLJY/95o3jUR77zaNafPswsHdu7iWXeuKEQv2sqLfOsvStn+MUGj3tkNf5eZCITBSRy0VknYj8T17W5bY9amJ9C9gIzFPVyao6GZhHelLMzTVwPNoUvjXQpqi3YrLyzWGMzFgOY2Tmm0OOR5ui3ipktfj2uFGMeuK0+Ta3zbeNZXyz4lj65i3e4VszbYp6q5xlFSMzlsdc8mhT30hVY6lhAe4EFgFTW9qmAhcCd9fBAtZ3s260OB5tCt+aaVPUW+W+uYqRx1wyzklXueS031xxPOaS034bybdFRjEqxfGYS8a+uYp3+NZMm6LeKo93jN0NtalfltoN2FEXp8V/F/BZYEpL25RcIP9RNcejTeFbM22KeqvcN1cx8phLxjnpKpec9psrjsdcctpvrmLkMZeMfXMV7/CtmTZFvVUe7xi7G2pTvyxxyVt9elZEPisiUwYbRGSKiCxi6CktVbP+GJgM3CsiG0XkFeAeYBKwsAaOR5vCt2baFPVWTFa+eYuRJctbjMBfLnnsN28c8JdLHvvNW4zAXy55/H7zxvFoU/hWTFFvnRVjd3Nt6g/VPaO1oy7AnsAVwOOk61JfAdbltkk1sg4C5gMT2tpPqIPj0abwrXk2Rb1V65vHGHnLJcsYOc0lV/3mlOMul7z1m8cYecsl4/53Fe/wrZk2Rb3Vwoqxu4E29ctSuwE78uKw+M8F1gNLgGeABS3rVlTN8WhT+NZom6LeKoyTpxh5zSVDjqtc8thv3jgec8ljv3mLkddcsvLNabzDtwbaFPVWHcvYN3dx8hZva5v6YandgB118Vj8wJrBwgBmAD8Bzsv/r6ya49Gm8K2ZNkW9Ve6bqxh5zCXjnHSVS077zRXHYy457TdXMfKYS8a+uYp3+NZMm6LeKo93jN0NtalflnGE6tLZwBGqullEZgC3iMgMVb0KkJpYY1V1M4CqPiMiczNrek0cjzaFb820KeqtmKx88xYjS5a3GIG/XPLYb9444C+XPPabtxiBv1zy+P3mjePRpvCtmKLeOivG7uba1BeKm3LXp7cVLDAXOFFEvkSPxd8Da4OIzBr8JzM/BOwFHFIDx6NN4VszbYp6KyYr37zFyJLlLUbgL5c89ps3DvjLJY/95i1G4C+XPH6/eeN4tCl8K6aot86Ksbu5NvWH1MFpUjviAiwDZrW1jQMWA2/WwQIGgKkjrJtTNcejTeFbM22KeqvcN1cx8phLxjnpKpec9psrjsdcctpvrmLkMZeMfXMV7/CtmTZFvVUe7xi7G2pTvyySgxCqWCIyAGxT1Q3DrJujqvfXwQqF+lFRb8Vk5VvEqDpOqLmKXOqsiFFnefx+88bxaFP41kx57DeP8phLHm3qF8WEUigUCoVCoVAoFAqFQqFQqJTiHkqhUCgUCoVCoVAoFAqFQqFSigmlUCgUCoVCoVAoFAqFQqFQKcWEUigUCoVCoVAoFAqFQqFQqJRiQikUCoVCoVAoFAqFQqFQKFRK/wcVFtD/qsJTJQAAAABJRU5ErkJggg==\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": 14,
|
||
"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": 16,
|
||
"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": 17,
|
||
"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 -3.318860\n",
|
||
"p-value 0.014056\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": 17,
|
||
"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": 18,
|
||
"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": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x1440 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=(15,20))\n",
|
||
"\n",
|
||
"plt.subplot(411)\n",
|
||
"plt.plot(ts_log, label='Original')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"plt.subplot(412)\n",
|
||
"plt.plot(trend, label='Trend')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"plt.subplot(413)\n",
|
||
"plt.plot(seasonal,label='Seasonality')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"\n",
|
||
"plt.subplot(414)\n",
|
||
"plt.plot(residual, label='Residuals')\n",
|
||
"plt.legend(loc='best')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"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": 20,
|
||
"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 -3.667490\n",
|
||
"p-value 0.004594\n",
|
||
"#Lags Used 13.000000\n",
|
||
"Number of Observations Used 114.000000\n",
|
||
"Critical Value (1%) -3.489058\n",
|
||
"Critical Value (5%) -2.887246\n",
|
||
"Critical Value (10%) -2.580481\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"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": 21,
|
||
"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": 26,
|
||
"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": 50,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"p_c=df[['product_id','star_rating','review_body','review_date','reviews','helpful_rating','real_helpful','sense_score']]\n",
|
||
"p_c['good_r']=[1 if i>=0.5 else 0 for i in p_c['sense_score'] ]\n",
|
||
"id_group=p_c.groupby(['product_id']).agg({'good_r':'count','reviews':'max'})\n",
|
||
"good=p_c[(p_c['real_helpful']==1) & (p_c['good_r']==1)]['review_body']\n",
|
||
"bad=p_c[(p_c['real_helpful']==1) & (p_c['good_r']==0)]['review_body']\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": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"finish clean\n",
|
||
"finish clean\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"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)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"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))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 查看2-gram的效果"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"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>(hair, dryer)</td>\n",
|
||
" <td>910</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(dryer, hair)</td>\n",
|
||
" <td>310</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(blow, dryer)</td>\n",
|
||
" <td>238</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(hair, hair)</td>\n",
|
||
" <td>231</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(hair, dryers)</td>\n",
|
||
" <td>168</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(time, hair)</td>\n",
|
||
" <td>96</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(dryer, dryer)</td>\n",
|
||
" <td>83</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(hair, time)</td>\n",
|
||
" <td>81</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(hair, minutes)</td>\n",
|
||
" <td>71</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(heat, settings)</td>\n",
|
||
" <td>68</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (hair, dryer) 910\n",
|
||
"1 (dryer, hair) 310\n",
|
||
"2 (blow, dryer) 238\n",
|
||
"3 (hair, hair) 231\n",
|
||
"4 (hair, dryers) 168\n",
|
||
"5 (time, hair) 96\n",
|
||
"6 (dryer, dryer) 83\n",
|
||
"7 (hair, time) 81\n",
|
||
"8 (hair, minutes) 71\n",
|
||
"9 (heat, settings) 68"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"bgram_good.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"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>(hair, dryer)</td>\n",
|
||
" <td>254</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(blow, dryer)</td>\n",
|
||
" <td>67</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(dryer, hair)</td>\n",
|
||
" <td>66</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(hair, hair)</td>\n",
|
||
" <td>43</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(hair, dryers)</td>\n",
|
||
" <td>34</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(dryer, years)</td>\n",
|
||
" <td>34</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(dryer, months)</td>\n",
|
||
" <td>30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(dryer, year)</td>\n",
|
||
" <td>29</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(dryer, dryer)</td>\n",
|
||
" <td>23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(time, hair)</td>\n",
|
||
" <td>22</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (hair, dryer) 254\n",
|
||
"1 (blow, dryer) 67\n",
|
||
"2 (dryer, hair) 66\n",
|
||
"3 (hair, hair) 43\n",
|
||
"4 (hair, dryers) 34\n",
|
||
"5 (dryer, years) 34\n",
|
||
"6 (dryer, months) 30\n",
|
||
"7 (dryer, year) 29\n",
|
||
"8 (dryer, dryer) 23\n",
|
||
"9 (time, hair) 22"
|
||
]
|
||
},
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"bgram_bad.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 由上述结果可见,hair,dryer,blow可以去除"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"good=re.sub('hair|dryer|blow','',good)\n",
|
||
"bad=re.sub('hair|dryer|blow','',bad)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 进行3-gram建模(以下结果取十个左右分析即可)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"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>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(heat, settings, speeds)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(product, warranty, product)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(YEARS, rate, end)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(rate, end, period)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(end, period, replacement)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(period, replacement, warranty)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(replacement, warranty, Dec)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(time, wall, mount)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(quality, product, price)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>10</td>\n",
|
||
" <td>(months, manufacturer, warranty)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11</td>\n",
|
||
" <td>(minutes, use, day)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12</td>\n",
|
||
" <td>(plastic, fan, blade)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>13</td>\n",
|
||
" <td>(ports, dont, cord)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14</td>\n",
|
||
" <td>(dont, cord, length)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>15</td>\n",
|
||
" <td>(cord, length, way)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16</td>\n",
|
||
" <td>(length, way, outlets)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>17</td>\n",
|
||
" <td>(way, outlets, velcro)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>18</td>\n",
|
||
" <td>(outlets, velcro, strap)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>19</td>\n",
|
||
" <td>(velcro, strap, cord)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (speeds, heat, settings) 4\n",
|
||
"1 (heat, settings, speeds) 3\n",
|
||
"2 (product, warranty, product) 2\n",
|
||
"3 (YEARS, rate, end) 2\n",
|
||
"4 (rate, end, period) 2\n",
|
||
"5 (end, period, replacement) 2\n",
|
||
"6 (period, replacement, warranty) 2\n",
|
||
"7 (replacement, warranty, Dec) 2\n",
|
||
"8 (time, wall, mount) 2\n",
|
||
"9 (quality, product, price) 2\n",
|
||
"10 (months, manufacturer, warranty) 2\n",
|
||
"11 (minutes, use, day) 2\n",
|
||
"12 (plastic, fan, blade) 2\n",
|
||
"13 (ports, dont, cord) 2\n",
|
||
"14 (dont, cord, length) 2\n",
|
||
"15 (cord, length, way) 2\n",
|
||
"16 (length, way, outlets) 2\n",
|
||
"17 (way, outlets, velcro) 2\n",
|
||
"18 (outlets, velcro, strap) 2\n",
|
||
"19 (velcro, strap, cord) 2"
|
||
]
|
||
},
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"tgram_good=to_df(n_gram(good,3))\n",
|
||
"tgram_bad=to_df(n_gram(bad,3))\n",
|
||
"tgram_bad.head(20)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"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>7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>(heat, speed, settings)</td>\n",
|
||
" <td>7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>(settings, shot, button)</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>(heat, settings, speed)</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>(speed, heat, settings)</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>5</td>\n",
|
||
" <td>(air, flow, heat)</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>6</td>\n",
|
||
" <td>(speed, medium, heat)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>7</td>\n",
|
||
" <td>(folding, handle, cord)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>8</td>\n",
|
||
" <td>(heat, settings, button)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>9</td>\n",
|
||
" <td>(settings, heat, settings)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>10</td>\n",
|
||
" <td>(drying, time, half)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11</td>\n",
|
||
" <td>(heat, settings, speeds)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>12</td>\n",
|
||
" <td>(settings, speed, settings)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>13</td>\n",
|
||
" <td>(flow, heat, settings)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>14</td>\n",
|
||
" <td>(shot, button, heat)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>15</td>\n",
|
||
" <td>(heat, settings, fan)</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>16</td>\n",
|
||
" <td>(cord, folding, handle)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>17</td>\n",
|
||
" <td>(shot, button, style)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>18</td>\n",
|
||
" <td>(wall, mount, s)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>19</td>\n",
|
||
" <td>(time, time, house)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>20</td>\n",
|
||
" <td>(heat, settings, price)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>21</td>\n",
|
||
" <td>(cord, outlet, bathroom)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>22</td>\n",
|
||
" <td>(drug, store, s)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>23</td>\n",
|
||
" <td>(items, bb, gold)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>24</td>\n",
|
||
" <td>(settings, temperature, settings)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>25</td>\n",
|
||
" <td>(speeds, heat, levels)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>26</td>\n",
|
||
" <td>(minutes, heat, settings)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>27</td>\n",
|
||
" <td>(cuts, time, half)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>28</td>\n",
|
||
" <td>(shot, button, time)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>29</td>\n",
|
||
" <td>(settings, heat, speed)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>30</td>\n",
|
||
" <td>(heat, speed, lot)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>31</td>\n",
|
||
" <td>(settings, air, flow)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>32</td>\n",
|
||
" <td>(speed, settings, heat)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>33</td>\n",
|
||
" <td>(tooth, comb, attachment)</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>34</td>\n",
|
||
" <td>(shoulder, length, minutes)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>35</td>\n",
|
||
" <td>(lot, money, lot)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>36</td>\n",
|
||
" <td>(couple, position, hand)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>37</td>\n",
|
||
" <td>(position, hand, airspeedheat)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>38</td>\n",
|
||
" <td>(hand, airspeedheat, settings)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>39</td>\n",
|
||
" <td>(airspeedheat, settings, shot)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>40</td>\n",
|
||
" <td>(shot, button, heater)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>41</td>\n",
|
||
" <td>(button, heater, fan)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>42</td>\n",
|
||
" <td>(heater, fan, speed)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>43</td>\n",
|
||
" <td>(fan, speed, shot)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>44</td>\n",
|
||
" <td>(speed, shot, feature)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>45</td>\n",
|
||
" <td>(shot, feature, style)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>46</td>\n",
|
||
" <td>(feature, style, place)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>47</td>\n",
|
||
" <td>(style, place, ions)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>48</td>\n",
|
||
" <td>(place, ions, difference)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>49</td>\n",
|
||
" <td>(ions, difference, performance)</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" key_words frequence\n",
|
||
"0 (speeds, heat, settings) 7\n",
|
||
"1 (heat, speed, settings) 7\n",
|
||
"2 (settings, shot, button) 6\n",
|
||
"3 (heat, settings, speed) 6\n",
|
||
"4 (speed, heat, settings) 5\n",
|
||
"5 (air, flow, heat) 5\n",
|
||
"6 (speed, medium, heat) 4\n",
|
||
"7 (folding, handle, cord) 4\n",
|
||
"8 (heat, settings, button) 4\n",
|
||
"9 (settings, heat, settings) 4\n",
|
||
"10 (drying, time, half) 4\n",
|
||
"11 (heat, settings, speeds) 4\n",
|
||
"12 (settings, speed, settings) 4\n",
|
||
"13 (flow, heat, settings) 4\n",
|
||
"14 (shot, button, heat) 4\n",
|
||
"15 (heat, settings, fan) 4\n",
|
||
"16 (cord, folding, handle) 3\n",
|
||
"17 (shot, button, style) 3\n",
|
||
"18 (wall, mount, s) 3\n",
|
||
"19 (time, time, house) 3\n",
|
||
"20 (heat, settings, price) 3\n",
|
||
"21 (cord, outlet, bathroom) 3\n",
|
||
"22 (drug, store, s) 3\n",
|
||
"23 (items, bb, gold) 3\n",
|
||
"24 (settings, temperature, settings) 3\n",
|
||
"25 (speeds, heat, levels) 3\n",
|
||
"26 (minutes, heat, settings) 3\n",
|
||
"27 (cuts, time, half) 3\n",
|
||
"28 (shot, button, time) 3\n",
|
||
"29 (settings, heat, speed) 3\n",
|
||
"30 (heat, speed, lot) 3\n",
|
||
"31 (settings, air, flow) 3\n",
|
||
"32 (speed, settings, heat) 3\n",
|
||
"33 (tooth, comb, attachment) 3\n",
|
||
"34 (shoulder, length, minutes) 2\n",
|
||
"35 (lot, money, lot) 2\n",
|
||
"36 (couple, position, hand) 2\n",
|
||
"37 (position, hand, airspeedheat) 2\n",
|
||
"38 (hand, airspeedheat, settings) 2\n",
|
||
"39 (airspeedheat, settings, shot) 2\n",
|
||
"40 (shot, button, heater) 2\n",
|
||
"41 (button, heater, fan) 2\n",
|
||
"42 (heater, fan, speed) 2\n",
|
||
"43 (fan, speed, shot) 2\n",
|
||
"44 (speed, shot, feature) 2\n",
|
||
"45 (shot, feature, style) 2\n",
|
||
"46 (feature, style, place) 2\n",
|
||
"47 (style, place, ions) 2\n",
|
||
"48 (place, ions, difference) 2\n",
|
||
"49 (ions, difference, performance) 2"
|
||
]
|
||
},
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"tgram_good"
|
||
]
|
||
},
|
||
{
|
||
"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": 78,
|
||
"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",
|
||
" </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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11468</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2002-04-20</td>\n",
|
||
" <td>0.7204</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>11466</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2002-08-13</td>\n",
|
||
" <td>0.1445</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2015-08-31</td>\n",
|
||
" <td>0.6914</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2015-08-31</td>\n",
|
||
" <td>0.7000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>2</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2015-08-31</td>\n",
|
||
" <td>0.9076</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>1</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2015-08-31</td>\n",
|
||
" <td>0.6269</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>2015-08-31</td>\n",
|
||
" <td>0.9445</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>11470 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" star_rating review_date sense_score\n",
|
||
"11469 3 2002-03-02 0.4581\n",
|
||
"11468 5 2002-04-20 0.7204\n",
|
||
"11467 5 2002-07-13 0.7555\n",
|
||
"11466 1 2002-08-13 0.1445\n",
|
||
"11465 5 2002-08-21 0.7477\n",
|
||
"... ... ... ...\n",
|
||
"4 4 2015-08-31 0.6914\n",
|
||
"3 5 2015-08-31 0.7000\n",
|
||
"2 5 2015-08-31 0.9076\n",
|
||
"1 4 2015-08-31 0.6269\n",
|
||
"0 5 2015-08-31 0.9445\n",
|
||
"\n",
|
||
"[11470 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"p_d=df[['star_rating','review_date','sense_score']]\n",
|
||
"p_d"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 87,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.collections.PathCollection at 0x1d009037c18>"
|
||
]
|
||
},
|
||
"execution_count": 87,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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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": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_set"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 90,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"p_d_ts=p_d.set_index('review_date')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"month=p_d_ts[(p_d_ts.index>'2015-01') & (p_d_ts.index<'2015-02')]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 117,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(735599.0, 735629.0)"
|
||
]
|
||
},
|
||
"execution_count": 117,
|
||
"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": [
|
||
"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": 151,
|
||
"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": 148,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"month.to_csv('test.csv')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 165,
|
||
"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": 208,
|
||
"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": 260,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"finish clean\n",
|
||
"finish clean\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"good=p_c[p_c['sense_score']>0.6]['review_body']\n",
|
||
"bad=p_c[p_c['sense_score']<0.2]['review_body']\n",
|
||
"good=data_clean(good)\n",
|
||
"bad=data_clean(bad)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 252,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"finish clean\n",
|
||
"finish clean\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"res_g=select_tag(['JJ','JJR','JJS','UH'],nltk.pos_tag(word_tokenize(good)))\n",
|
||
"res_b=select_tag(['JJ','JJR','JJS','UH'],nltk.pos_tag(word_tokenize(bad)))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 253,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"good_adj=FreqDist(res_g)\n",
|
||
"bad_adj=FreqDist(res_b)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 254,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-0.5, 399.5, 199.5, -0.5)"
|
||
]
|
||
},
|
||
"execution_count": 254,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 7920x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"wc=WordCloud(background_color='White')#设置词云背景颜色及形状\n",
|
||
"wc.generate_from_frequencies(good_adj)#读进词频数据\n",
|
||
"plt.figure(figsize=(110,8))\n",
|
||
"#展示图片\n",
|
||
"plt.imshow(wc)\n",
|
||
"plt.axis(\"off\")#去除坐标轴"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 261,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-0.5, 399.5, 199.5, -0.5)"
|
||
]
|
||
},
|
||
"execution_count": 261,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 7920x576 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"wc=WordCloud(background_color='White')#设置词云背景颜色及形状\n",
|
||
"wc.generate_from_frequencies(FreqDist(word_tokenize(bad)))#读进词频数据\n",
|
||
"plt.figure(figsize=(110,8))\n",
|
||
"#展示图片\n",
|
||
"plt.imshow(wc)\n",
|
||
"plt.axis(\"off\")#去除坐标轴"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.1"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|