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@goodvc78
Last active June 16, 2016 15:07
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# Violin Plot 그려보기\n",
"## 챠트로 나의 PC App사용 트랜드 살펴보기 \n",
"\n",
"데이터에 숨어있는 시즈널한 패턴, 비이상적인 신호를 찾아내기 위해서는 데이터를 Plotting 해 보는 것만큼 좋은 것이 없다. 그중에서 요즘 개인적으로 많이 사용하는 Violin Plot으로 나의 2014년, 2015년 PC 사용 패턴을 그려 보고자 한다.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import rcParams\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime\n",
"import seaborn as sns\n",
"import math\n",
"\n",
"## ploting theme \n",
"sns.set(style=\"whitegrid\", palette=\"colorblind\", color_codes=True, font_scale=1.4,\n",
" rc = {'font.size': 12, 'font.family':'NanumGothic'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--- \n",
"## 파이썬 Seaborn 패키지로 그냥 Plotting 해보자 \n",
"https://web.stanford.edu/~mwaskom/software/seaborn/ \n",
"### 랜덤 값 100개를 생성하고 "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[99 80 46 76 42 95 78 72 27 85 74 96 2 62 85 22 85 64 91 34 62 40 23 80 86\n",
" 65 42 14 92 99 20 88 47 54 70 28 29 22 50 10 65 14 4 46 52 1 31 89 50 29\n",
" 41 52 14 82 69 92 34 92 5 19 71 31 13 79 74 30 98 4 49 95 1 69 9 67 80\n",
" 81 58 9 15 21 28 27 84 71 72 62 71 89 77 83 2 79 21 62 99 3 91 88 62 47]\n"
]
}
],
"source": [
"import random\n",
"data = np.array( [random.randrange(0,100) for x in range(100)])\n",
"print(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 최소값, 25% 구간, 중앙값, 75%구간, 최대값을 볼 수 있는 Box Plot도 그려보고"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10a00efd0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10516a668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns \n",
"sns.boxplot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 데이터의 분포를 볼 수 있는 KDE(Kernal Density Estimation) Plot도 그려보고 "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10a0b8630>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0aVOLX/eWhISEtoZk9bKzs21+HNY2hhv1Ojy7Kh1l9UYsGxODPw3vadHnWds4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\nURQFOiGgKIqiKArA/wNJoXRpBALZCQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a0c4c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(np.array(data))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Box plot과 KDE plot을 한꺼번에 그려주는 Violin Plot을 그려본다"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10a289518>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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b0VGI6B98XB3xSo8WomNQFWAp0xO1ql0D294I4r2YiWTm/aHteStWM8VSphI1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a292160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 데이터셋 만들기 \n",
"2014, 2015 나의 PC에서 사용하는 프로그램별 사용시간 데이터 "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"idx,uid,computername,shortsessionid,longsessionid,filename,title,catecode,usetime,jobclass,timestamp,inserttime,idate\r\n",
"1088,CHOIKYUMIN,CHOIKYUMIN,,,EXCEL.EXE,Microsoft Excel - 추천시스템 기능 기술 세분화.xlsx,6,270000,문서,1391404937,,\r\n",
"1089,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,AfreecaTV Analytics :: Collaboration Search 검색어 - Chrome,2,5000,인터넷,1391404707,,\r\n",
"1090,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,AfreecaTV Analytics :: Hot Boost Search Word - Chrome,2,5000,인터넷,1391404702,,\r\n",
"1091,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,AfreecaTV Analytics :: Hot Broadcast by StarBalloon Cnt - Chrome,2,5000,인터넷,1391404712,,\r\n",
"1092,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,AfreecaTV Analytics :: Starballoon Statistics - Chrome,2,15000,인터넷,1391404827,,\r\n",
"1093,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,AfreecaTV Analytics :: pilot project~ - Chrome,2,40000,인터넷,1391404732,,\r\n",
"1094,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,마이테이블 :: Pearson 상관계수(sample correlation coefficient) - Chrome,2,130000,인터넷,1391405107,,\r\n",
"1095,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,\"상대거리 계산 - 피타고라스 정리, 유클리드 거리 공식 : 네이버 블로그 - Chrome\",2,30000,인터넷,1391405197,,\r\n",
"1096,CHOIKYUMIN,CHOIKYUMIN,,,chrome.exe,새 탭 - Chrome,2,35000,인터넷,1391405162,,\r\n"
]
}
],
"source": [
"!head ./resource/pc_usetime.csv"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"total_ds = pd.DataFrame.from_csv(\"./resource/pc_usetime.csv\",index_col=None)\n",
"## type casting float to int \n",
"total_ds[['usetime','timestamp']] = total_ds[['usetime','timestamp']].fillna(0).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>13000</th>\n",
" <th>13001</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>idx</th>\n",
" <td> 21244</td>\n",
" <td> 21245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uid</th>\n",
" <td> CHOIKYUMIN</td>\n",
" <td> CHOIKYUMIN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>computername</th>\n",
" <td> CHOIKYUMIN</td>\n",
" <td> CHOIKYUMIN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>shortsessionid</th>\n",
" <td> 1394520453.0</td>\n",
" <td> 1394520453.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>longsessionid</th>\n",
" <td> 1.394511e+09</td>\n",
" <td> 1.394511e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>filename</th>\n",
" <td> OUTLOOK.EXE</td>\n",
" <td> chrome.exe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>title</th>\n",
" <td> 받은 편지함 - goodvc@afreecatv.com - Microsoft Outlook</td>\n",
" <td> AfreecaTV Analytics :: Related Word Test Admin...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>catecode</th>\n",
" <td> 7</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>usetime</th>\n",
" <td> 20000</td>\n",
" <td> 160000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>jobclass</th>\n",
" <td> 기타업무</td>\n",
" <td> 인터넷</td>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</th>\n",
" <td> 1394520603</td>\n",
" <td> 1394520823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>inserttime</th>\n",
" <td> 1.394521e+09</td>\n",
" <td> 1.394521e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>idate</th>\n",
" <td> 2014-03-11 15:53:43</td>\n",
" <td> 2014-03-11 15:53:43</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 13000 \\\n",
"idx 21244 \n",
"uid CHOIKYUMIN \n",
"computername CHOIKYUMIN \n",
"shortsessionid 1394520453.0 \n",
"longsessionid 1.394511e+09 \n",
"filename OUTLOOK.EXE \n",
"title 받은 편지함 - goodvc@afreecatv.com - Microsoft Outlook \n",
"catecode 7 \n",
"usetime 20000 \n",
"jobclass 기타업무 \n",
"timestamp 1394520603 \n",
"inserttime 1.394521e+09 \n",
"idate 2014-03-11 15:53:43 \n",
"\n",
" 13001 \n",
"idx 21245 \n",
"uid CHOIKYUMIN \n",
"computername CHOIKYUMIN \n",
"shortsessionid 1394520453.0 \n",
"longsessionid 1.394511e+09 \n",
"filename chrome.exe \n",
"title AfreecaTV Analytics :: Related Word Test Admin... \n",
"catecode 2 \n",
"usetime 160000 \n",
"jobclass 인터넷 \n",
"timestamp 1394520823 \n",
"inserttime 1.394521e+09 \n",
"idate 2014-03-11 15:53:43 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_ds[13000:].head(2).T "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 확률 밀도를 그릴수 있도록 데이터 셋 변경 "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## dataset 펼치기\n",
"data_arrays = []\n",
"for (idx, row) in total_ds.iterrows():\n",
" for ut in range(0,int(row.usetime),5000):\n",
" ts = row.timestamp + round(ut/1000)\n",
" now = datetime.fromtimestamp(ts)\n",
" days = (now - datetime(now.year, 1, 1)).days+1\n",
" data_arrays.append(['total', ts, now, now.year ,days, row.filename, row.jobclass])\n",
"\n",
"## pandas 객체 생성 \n",
"fully_expended_ds = pd.DataFrame(data_arrays, columns=['total', 'ts', 'time', 'year', 'days', 'filename', 'jobclass'])\n",
"## 주요 필드 만들기 \n",
"## quater label \n",
"fully_expended_ds['YYYYQt'] = fully_expended_ds.time.apply(lambda x : \"%d' %dQ\" % (x.year-2000, x.quarter))\n",
"## day trend values \n",
"fully_expended_ds['day-minute'] = fully_expended_ds.time.apply(lambda x : x.hour*60+x.minute)\n",
"## hour label\n",
"fully_expended_ds['hour'] = fully_expended_ds.time.apply(lambda x : \"%dh\" % (math.ceil((x.hour+1)/3)*3 ) )\n",
"## month label\n",
"fully_expended_ds['month'] = fully_expended_ds.time.apply(lambda x : x.month)\n",
"## week label\n",
"weekday_str = '월 화 수 목 금 토 일'.split()\n",
"fully_expended_ds['weekday'] = fully_expended_ds.time.apply(lambda x : weekday_str[x.weekday()])\n",
"## app rank \n",
"apps_stat = total_ds.groupby(['filename']).sum().sort(['usetime'], ascending=False).reset_index()[['filename','usetime']]\n",
"apps_stat['rank'] = range(1,apps_stat.shape[0]+1)\n",
"fully_expended_ds = pd.merge(fully_expended_ds, apps_stat, on='filename')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total</th>\n",
" <th>ts</th>\n",
" <th>time</th>\n",
" <th>year</th>\n",
" <th>days</th>\n",
" <th>filename</th>\n",
" <th>jobclass</th>\n",
" <th>YYYYQt</th>\n",
" <th>day-minute</th>\n",
" <th>hour</th>\n",
" <th>month</th>\n",
" <th>weekday</th>\n",
" <th>usetime</th>\n",
" <th>rank</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> total</td>\n",
" <td> 1391404937</td>\n",
" <td>2014-02-03 14:22:17</td>\n",
" <td> 2014</td>\n",
" <td> 34</td>\n",
" <td> EXCEL.EXE</td>\n",
" <td> 문서</td>\n",
" <td> 14' 1Q</td>\n",
" <td> 862</td>\n",
" <td> 15h</td>\n",
" <td> 2</td>\n",
" <td> 월</td>\n",
" <td> 434725000</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> total</td>\n",
" <td> 1391404942</td>\n",
" <td>2014-02-03 14:22:22</td>\n",
" <td> 2014</td>\n",
" <td> 34</td>\n",
" <td> EXCEL.EXE</td>\n",
" <td> 문서</td>\n",
" <td> 14' 1Q</td>\n",
" <td> 862</td>\n",
" <td> 15h</td>\n",
" <td> 2</td>\n",
" <td> 월</td>\n",
" <td> 434725000</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> total</td>\n",
" <td> 1391404947</td>\n",
" <td>2014-02-03 14:22:27</td>\n",
" <td> 2014</td>\n",
" <td> 34</td>\n",
" <td> EXCEL.EXE</td>\n",
" <td> 문서</td>\n",
" <td> 14' 1Q</td>\n",
" <td> 862</td>\n",
" <td> 15h</td>\n",
" <td> 2</td>\n",
" <td> 월</td>\n",
" <td> 434725000</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> total</td>\n",
" <td> 1391404952</td>\n",
" <td>2014-02-03 14:22:32</td>\n",
" <td> 2014</td>\n",
" <td> 34</td>\n",
" <td> EXCEL.EXE</td>\n",
" <td> 문서</td>\n",
" <td> 14' 1Q</td>\n",
" <td> 862</td>\n",
" <td> 15h</td>\n",
" <td> 2</td>\n",
" <td> 월</td>\n",
" <td> 434725000</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> total</td>\n",
" <td> 1391404957</td>\n",
" <td>2014-02-03 14:22:37</td>\n",
" <td> 2014</td>\n",
" <td> 34</td>\n",
" <td> EXCEL.EXE</td>\n",
" <td> 문서</td>\n",
" <td> 14' 1Q</td>\n",
" <td> 862</td>\n",
" <td> 15h</td>\n",
" <td> 2</td>\n",
" <td> 월</td>\n",
" <td> 434725000</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total ts time year days filename jobclass \\\n",
"0 total 1391404937 2014-02-03 14:22:17 2014 34 EXCEL.EXE 문서 \n",
"1 total 1391404942 2014-02-03 14:22:22 2014 34 EXCEL.EXE 문서 \n",
"2 total 1391404947 2014-02-03 14:22:27 2014 34 EXCEL.EXE 문서 \n",
"3 total 1391404952 2014-02-03 14:22:32 2014 34 EXCEL.EXE 문서 \n",
"4 total 1391404957 2014-02-03 14:22:37 2014 34 EXCEL.EXE 문서 \n",
"\n",
" YYYYQt day-minute hour month weekday usetime rank \n",
"0 14' 1Q 862 15h 2 월 434725000 6 \n",
"1 14' 1Q 862 15h 2 월 434725000 6 \n",
"2 14' 1Q 862 15h 2 월 434725000 6 \n",
"3 14' 1Q 862 15h 2 월 434725000 6 \n",
"4 14' 1Q 862 15h 2 월 434725000 6 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fully_expended_ds.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 바이올린 챠트 그리기\n",
"* 바이올린 챠트는 입력 데이터에 대한 box plot과 커널 밀도 추정(Kernel Density Estimation) Plot을 카타고리컬하게 표현하는 챠트이다.\n",
"* 중앙에 있는 box-plot대신 stick, point"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2014,2015년도 나의 PC사용 시간을 1년(1~365)을 기준으로 바이올린 Plot으로 보기 "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"# plot style \n",
"sns.set(style=\"whitegrid\", palette=\"colorblind\", font_scale=1.4, rc={'font.family':'NanumGothic'} )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2개 그룹를 하나의 Violin으로 Plotting하는 hue 설정"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1317f52e8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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s/ZpuPGXxazw8PPDpp5/Cz88PhYWFmDlzJj777DO8+uqrAIAXXngBw4cPR2xsLAoKCvDc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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f1803c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(data=fully_expended_ds, x='days',y='total', hue='year', split=True )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 보기 좋게 다듬기 "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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ebQNtVDHVZPaG49AZ5PWzZ/62U5g6oCvcXbmuay2GcVK1lLxS5JQ4/8eCVL9L\n2UXYfi4FY3u1b/A1DiewRYXk5+TlXGyJ88SA2xr2eq3eiJd/PYCE7KIaHz+fno91L423okKqy6GL\nmdh8Kll0GRZLyS/Fn5EJmD6wm+hSZI9vZ0jV2KKiLN/uOmPV67l5k+RIA+DH6ExkFZU16PXf7j5T\naxAHgMikbKc5gEZpjCYT3v9DvmMq520/BQM/TbQawzipGjdvKktkUjaOXWrYgT3lOgOinHSkGFFd\nJAAVehP+9ecxi1+blFNc77HreqOJeynsZMXheMRmyHcyyeXcEqw9Yf1+HbVjGCdVYxhXni+3nWzQ\n6yIupHOFh2Rt48kkbD6VZPbzJUnCW6sPmdWrfDA+w5rSqAZF5Vr83+YTaPguF+fA1XHrMYyTahWV\na3FBxisSVLOICxk43IDxhMsjYu1QDZFjvfDLfsRnFZr13HVRiYiIMy9kM4zb3pfbTqKgTAtJdCFW\nSsopxvroRNFlyBrDOKlWVHKO7H8IUs3mbI6CJJn/rxubkY8DDBukAOU6Ax75bieKK3R1Pq+wXIt/\n/Wn+seunLueitLLua5L5Eq4UYpmCFgDmbTsFo4mr4w3FME6qxRYV5TqWeAV7z5t/ZPN3e2PsWA2R\nYyXmFGPWLxEwmWp/Q/rJxhPILa00+5pGScJRjoG1mQ/XHoOxjn8fubmUXYQN0ea3SNGNGMZJtThJ\nRdk+3XzCrNXxnJIK/HkiwQEVETnO9rMptW7MPJqQhZ8PXbD4mjyd1jZ2x6RiV2ya6DJsbt62k1wd\nbyCGcVIlg9GEqGROzlCyM6l52Hrmcr3P+/ngBdkdtkFkjs+3RGPHuRQAQJlWj9+PXcR9C7Zg0td/\nNeh6B83sL6faHU3IwvO/RIguwy4uXinCbgW+yXAEHvpDqhSTns+5uSowZ3MUxvRsB1eXmtcdtHoj\nfjignL5Nops9++M+jO3VHptPJ1v9M+9sWh4Ky7Xwbexpo+rU5dfDcXhr9SEYFNSecrM1xxMw+tZ2\nosuQHa6MkyqxX1wd4rIKsb6OPsYN0YnILTG/b5ZIbkq1eqyJTLDJ4oMENGhSkdoZjCa898cRvPbb\nQUX1iddk29nLKCrXii5DdhjGSZVi0vNFl0AO8vlfUTXOwJUkCUv3nhNQEZF8sW/cMoXlWjy0eHvV\n5BRlR3FAZzBh06lk0WXIDttUSJUSrpg3h5fkLzm3BCuOxOGRO7vf8PUjCVk4xzdlRBY5GM8wXpMr\nReX49XBVmqyxAAAgAElEQVQcckoqUFiuRVG5DgXlWlzOLUZ+mbpWitccT8DMwSGiy5AVhnFSHUmS\nzD4Ug5ThzdWHsfZEIu5u2wi9+pjg7urCVXGiBriQWYCckgo09/ESXYrTOJOai5lLduBKcYXoUpzC\n0UtZSMkrQbsAH9GlyAbbVEh1ckoqUVTPgRikPEcvZeHTfcno/+FqfLzhOLafTRFdEpEssW/8b3+d\nSsaErzYziN/kj0iOi7UEwzipDltU1C2rqBwLd51VfO8mkb2wVeXqJ6wLdpzGY8t3Q6s3ii7H6aw5\nnmDRKchqxzBOqnORYZyIqMEOXlT3vHGt3ogXf92PTzadAKD8TZkNkZhTjJOXc0WXIRsM46Q6F68U\niS6BiEi2ErOLkVlYJroMYV5ZeQC/H2cbRn3WsFXFbAzjpDoXuXmTiMgqah1xWFxpwProRNFlyMK6\nE5egM7CFxxwM46Q6bFMhIrLOgXh1tqoculyo+IN7bKWgXIs959NElyELDOOkKmVaPdIL1PvxKhGR\nLRyMU+fKeEQSF3Ms8QfbeczCME6qcimb/eJERNZKKyhFXmml6DIc6kpROc5mlYouQ1a2n0tBUbm6\nDj1qCIZxUhUe9kNEZBtqGxO78WQSJ6dYSGcwYcPJJNFlOD2GcVIV9osTEdmG2hY31kdx42ZDrOPf\nW70YxklVEjjWkIjIJtS0uJGSV4ITydmiy5ClIxczcaWoXHQZTo1hnFRFbSs5RET2cjFLPYsbGzjO\nsMEkAJtOsVWlLgzjpBoGowmJOcWiyyAiUgQ1LW6wRcU6fDNTN4ZxUo3LeSUwGE2iyyAiUoS0glKU\nafWiy7C7i1mFOJeeL7oMWTuemI30Ak6iqQ3DOKmGmvobiYgcIVEF42K5qmsbmzhVpVYM46QaF1X0\nkSoRkSPEK3xTvCRJWMsWFZtYzzc1tWIYJ9XgJBUiIttS+iJHTHo+D4uzkZOXc3E5t0R0GU6JYZxU\nI55tKkRENqX09j/OyLatjSf591kThnFSBUmSVLXzn4jIEZT8c1WSJKyPuiS6DEXhVJqaMYyTKmQX\nV6C0Uvm7/omIHCkxp1ixU6ouZBYgraBMdBmKco5tPzViGCdVUPLqDRGRKAajCZfzlNkHfDzxiugS\nFInTaapjGCdVSFB4XyMRkShKXew4dolh3B7YqlIdwzipgtLHbxERiaLUiSoM4/YRl1WIC5kFostw\nKgzjpApcGScisg8lTlRJLyhFGk+MtBu2qtyIYZxUQakfoxIRiXZRgZ88sl/cvtZHJUKSJNFlOA2G\ncVK80kodsorKRZdBRKRI8VmFigtWxxOzRZegaIk5xTjPVpUqDOOkeEpctSEichZlWr3iFjyOX8oS\nXYLibT6ZLLoEp8EwToqn1M1FRETOQkmtgMUVOsRm5IsuQ/E2nUoSXYLTYBgnxePKOBGRfSlpE2dU\ncjZMyuq6cUrxWYWIY6sKAIZxUgEl/ZIgInJGCQpa9OBIQ8fZfCpZdAlOgWGcFI9jDYmI7EtJbSqc\npOI4m06yVQVgGCeF0xtNSMopFl0GEZGiKSWM640mRCVzkoqjnM8s4IIZGMZJ4ZJzimFg8x8RkV3l\nlFSgqFwrugyrnU3NQ6XeKLoMVWGrCsM4KRz7xYmIHCNeAT9vjydypKGjsVWFYZwUjpNUiIgcQwmb\nOLl50/HOpeervp2UYZwUjb1oRESOIfczHSRJwjFu3hRis8pnjjOMk6IpZVMREZGzk3ubSlJOMfJK\nK0WXoUqbVN43zjBOiiVJEttUiIgcRO4r41wVF+d0Si5S8kpElyEMwzgpVn6FAWVavegyiIhUISWv\nFJV6g+gyGoz94mKpeaoKwzgpVmohP24kInIUkyQhUcYb8Y5xkopQap6qwjBOipVaxDBORORIcZkF\noktokNySCiRmy/eNhBJEX85BWn6p6DKEYBgnxUotkv8BFEREcnIuLU90CQ1ynP3iTmFXTKroEoRg\nGCfFSuPKOBGRQ51OkWcYPxCXIboEArA7Nk10CUIwjJNipbBnnIjIoc6k5kKSJNFlWESSJOxU6Yqs\nszkQlw6t3ii6DIdjGCdFKqnQIb9Cvrv6iYjkqKhCh5Q8efX9XrxShFSV9io7mwq9EUcvqW8jLcM4\nKVJCNueLExGJcCY1V3QJFlFrn7Kz2h2rvn8PhnFSJLkfPkFEJFdnUuXVN84w7lzU2DfOME6KxJM3\niYjEkNPKeHGFTpVtEc4s4UoRLueq6zROhnFSpItXuDJORCSCnDZx7o9Lh9Ekj1rVZI/KWlUYxkmR\nEhjGiYiEyC/TIr2gTHQZZtkVo76WCDnYfV5d/y4M46Q4eqMJSTI+kpmISO7k0KpiMknsF3dSB+My\noDOYRJfhMAzjpDjJOcUw8GNHIiJh5LCJ81x6HnJKKkSXQTWo0Btx7op6xk0yjJPisF+ciEgse62M\nS5KEiAvpNlnR5qq4czuRrp5NnG6iCyCyNU5SISIS63TK1U2cGo3GJtczmkzYdDIZ3+w8jXPp+QCA\nHx4fgfF9OjT4mgzjzi0yTT3tpgzjpDjcvElEJFZuaSWyisoR7Ott1XW0eiN+P34RC3edQfJN4+5m\n/RKBLi2bISTYz+Lr5pVWIjo5x6rayL7Si7VIzi1Gh8CmokuxO7apkOLE88AfIiLhTlvZqlJSocPQ\nT9fi9VWHqgVxACjXGfDI97tQVK61+Np7z6eBO4uc3x6VHADEME6KIkkS21SIiJzAWSs3cf5yOK7e\nyVhJOcV47ucImCzctM8WFXlQy2mcDOOkKFeKy1Gm1Ysug4hI9axZGdcZjFiy56xZz90Vk4ovtkab\nfW2D0aSaFVe5OxifgUq9QXQZdscwTooSn8VVcSIiZ3AmpeEr43+euIQrxeaPHZy37RS2nE4267nR\nl3NQVKFrYGXkSJV6I44kZIkuw+4YxklRuHmTiMg5XCkuR3ZxucWvM5kkLNx5xqLXaAA8/3MEYjPy\n630uW1TkRQ2tKgzjpCgXuXmTiMhpnE6xvFVlR0wKErIt+5RTwtUNnVMXbkNybu195tHJOfhhf6zF\nNZE4e88zjBPJCjdvEhE5j7NplreqWLoqfr2ckgo88M1WZBWVVXssOjkHU7/dipJK7iuSk4QrRUjN\nV/YBQAzjpCjxbFMhInIalq6MH0+8gsikbKvumZpfimnfbkNB2d8jDxnE5W3v+XTRJdgVwzgpRkmF\nDleKLO9PJCIi+zhj4XjDb6xYFb/ehcxCzFiyHWVaPYO4AuxTeBjnCZykGBcyC0SXQERE18koLENu\nSQUCfbzqfW5cZgF2nEux2b2jknMwfdE2nM8oYBCXuYgL6dAbTXB3VeYasjK/K1Ilaz/aJCIi2zO3\nb3zRbvPmilvieGI2g7gClGr1iE5W7u94hnFSjOOJV0SXQERENzGnbzyjoAx/RCY4oBqSKyX3jTOM\nkyJIkoRIhnEiIqez+VQyDEZTnc/5ZFMkDBYeaU/qouQRhwzjpAiXc0uQW1opugwiIrrJ2bQ8fLcv\nptbH98Sm4Y/ISw6siOTodEou8hT6e55hnBSBLSpERM5rzuYoJNZwkE+ZVo/XVx0UUBHJjYSrGzmV\niGGcFIGbN4mInJfWYMQrKw/AdFMryqebo5BeUP2AHqKaKHXEIcM4KQJXxomInNvRS1fw08HzVX8+\nkZSNZXW0rxDdbM/5NEiS8vYWMIyT7BWVaxHHGeNERE5NA2D2hkik5pdAbzTh1ZUHoLxYRfaUU1KB\n2PR80WXYHA/9IdmLSs7hD3QiIicnASjXGfD6b4fQppERcVmFoksiGdp7IR23tAkQXYZNcWWcZC8y\niS0qRERyse9COn49lSW6DJKpPbHKG3HIME6yx35xIiL50IgugGTtWOIVlGmVdaoqwzjJmsFoQnRy\njugyiIjITGwrJGsYjCYcupgpugybYhgnWYvNyEe5ziC6DCIiInKQvQobccgwTrIWmcj54kRERGqy\nOyZVUSMOGcZJ1tgvTkREpC6X80pwIlk5i3EM4yRrnKRCRESkPquPXRRdgs0wjJNsZRSU8RhlIiIi\nFVoflYgKhewZYxgn2eKqOBERkTqVVOqx/WyK6DJsgmGcZCsySTn9YkRERGQZpbSqMIyTbHHzJhER\nkXrtu5CGrCL5t6syjJMslWn1OJeWJ7oMIiIiEsQkAX9EXhJdhtUYxkmWTqXkwmhSzoxRIiIistzq\nYxdlP3OcYZxk6UBchugSiIiISLD4rEKcSskVXYZVGMZJdsq0evx48LzoMoiIiMgJ/C7zjZwM4yQ7\nK47EoaBMK7oMIiIicgJ/nrgErd4ouowGc6vtgb/++gt6vd7sC3l4eGDcuHE2KYqoNlq9Ed/uOiu6\nDCIiInISRRU67IxJwb19OooupUFqDeNr166FTqcz+0IM4+QIayITkFVULroMIiIiciKrjyUoL4wv\nX77ckXUQ1ctgNGHBztOiyyAiIiInszsmFRkFZWjl5y26FIuxZ5xkY9OpJFzOLRFdBhERETkZoyTh\npRX7YZLh2ONaV8ZvZjQa8fvvv+Po0aMoLCyEyWQCAGg0GkiSBEmS8Ouvv9qtUFI3k0nC19u5Kk5E\nREQ12x+XgW93n8ELo3qLLsUiZq+Mf/XVV9iyZQsGDhyI06dPY9KkSbj99tuh1WpRWFiI559/3p51\nksrtjEnF+cwC0WUQERGRE/t0UxROJGWLLsMiZofxv/76CwsXLsSDDz4Id3d3TJo0CbNmzcLq1asx\ncuRI7Nq1y551kopJkoT520+JLoOIiIicnFGS8PSPe1FULp8RyGaH8dLSUjRr1gwA4O/vj9TU1KrH\nnnzySWzdutX21REBOBifiejLOaLLICIiIhlIyy/F66sOQZLk0T9udhj38/NDdvbVZf/Q0FDs2LGj\n6jG9Xg9XV1fbV9dA0dHR+Mc//iG6DLKRxXs4V5yIiIjMt/FkEn49HCe6DLOYHcYnTpyILVu2AAD+\n+c9/YunSpfjiiy+wYsUKPP300xg1apRZ1ykvL7d4o2d0dDROnDhh9vP1ej0MBoNF9yDnxQkqRERE\nZAkNgPf+PIo4Gew3MzuMz5o1C48++igAoE+fPvjhhx+Qm5uLiIgIDBkyBG+//bZZ18nPz8f3339v\nUZGHDh3CwYMHLXoNEREREamThKundv92NF50KfUye7ShwWCAm9vfT+/bty/69u0LANDpdNi/fz9G\njhxZ5zWWLFmCTZs2IS8vD+Hh4Rg7diyefvpp/Pjjj1i1ahVcXFzg6uqKJ598EhMnToQkSZg+fTrS\n09MBAPv27cMXX3yBrl27Yvny5Vi/fj1cXFxgMpkwY8YMTJ8+vSF/B0RkJRddGTQmo+gyiKiBJBdX\nmDzkd1gKUX10RpPoEupldhgfNmxYravT7u7umDt3br1h/JlnnsGECRPw0EMPYf369QCA1atXY+vW\nrVi5ciX8/f2RmZmJJ598Es2aNcPQoUOxevVqLFy4EEajES+99FLVtfr27YtHH30Urq6uKCwsxOTJ\nkzFgwAB06tTJ3G9JFRLyryC1KF90GVYpc8mH1KhMdBlUA7fSAvif3ge38mLRpZCN3HbbbXjuuecA\nAIsWLUJkZKTgishRDI2bIr/3MBia+IkuhchmdCad6BLqVW8Yz87Ohl6vR0VFBTIyMqo9LkkSYmJi\nUF5ebtYNb97ZunTpUixatAj+/v4AgODgYLz22mtYunQphg4dWuvrwsLCqv63r68vwsLCEBsbyzB+\nnVJdJYb89xPobbRi2TQ6CV4peTa5lqVaCLkr1ce1XAeNTHark3mee+65qk89n3vuOfzzn/8UXBE5\nilt5MZof3QRjYw/RpRChol0AisM6Wn2do/kmAEPrfZ5I9Ybx4cOHV22GHD58ePULuLmhRYsWePnl\nly2+eWlpKQoKChAaGnrD18PCwhAXV/cO2DNnzuCnn35CQkICDAYDcnNzMWjQIItrULIyndZmQZyo\nGkliECdSGI0kAZIEaDSiSyGyiUBfd9El1KveMH7u3DlIkoQBAwY47ONKSZLqHJWYkJCAp59+Gu+/\n/z4++ugjNGnSBK+99ppDalOz4rCONnmXSsrRYmMU3EsqRZdBNrRo0aIb2lRIXfRNvZA9Iaz+JxLJ\nhJ+Xl+gS6mVWz7hGo8GkSZNscsPrQ3aTJk0QGBiI2NhY9OjRo+rr0dHRN/zZxeXGoS8REREYP348\nxo8fX/W1+Ph4rowTOVj+kFD4H4iDe3GF6FLIRiIjI9maolL6pl7IvytEdBlENtPRtzneumN8/U8U\nzOwNnO+//37V/75y5QqysrLg7++Ptm3bWnTDpk2bori4GBUVFfDy8sLTTz+Nf//731iyZAn8/f2R\nnp6OL7/8Eu+++27Va3x9fXHmzJmqP7do0QL79++H0WiEq6srVq5ciZwcntB4s+bePujRvBVic6r3\n+hPZgsHXG9kTwuBSoYNGBjvWiahmkqsLTF7sFSf50+DqWMPptw7EpyOmoIlHI9El1cvsMA4A27dv\nx7x585Camgo/Pz8UFBSgU6dOePnll+udpHKNt7c3pkyZgilTpqB169ZYunQpdDodZs6cCeDqZJYX\nX3wRd9xxR9VrRo0ahT/++APTp0/HuHHjMGPGDJw9exbh4eEAgIEDB2LmzJkwma6GAQ8PD7i7O3+P\nkL25aFzw/YTHMeLnOdAa9GB3L9kLf4kTEZEz8PbwxLzRD2Fy9/6iSzGbRrp5TEkttmzZgjlz5uDN\nN9/EqFGj4OnpCZ1Oh+3bt2POnDmYPXs2RowYYe96bSoqKgr9+vUTXYbdrT53DLO2/iy6DCIiIiK7\n6RfcAUvv/Sfa+waKLqWaujKn2SvjS5cuxbx589C//9/vNDw8PDBhwgQEBARg7ty5sgvjajHt1ttx\nICUOq2OOiS6FiIiIyOam3XI7vhozA+51DABxVi71P+WqjIyMG4L49QYPHozU1FSbFUW2N2fkVHTx\nbym6DCIiIiKb6ujbHJ+NnCbLIA5YEMYbNWqEvLyaD3zJzc2FlwxGx6hZE49GWD7xcXi6uoHTY4mI\niEgJXDQaLB7/CLw9PEWX0mBmh/ExY8bgww8/REXFjSPMysvL8cEHH9wwZpCcU4/mrfHpiKncyElE\nRESK8PLAMejXSt5noJjdM/7KK6/gpZdewrBhw3D33XejefPmyM7ORkREBPr06YOXXnrJnnWSjczs\nNRgHUuKw7kKU6FKIiIiIGqxXy7Z4fdA40WVYzeyV8dLSUixbtgwLFixAmzZtUFRUhKCgICxatAgL\nFizAn3/+ac86yUY0Gg0+HTEVrhqz/+mJiIiInIYGgIerGxaNe0S2feLXM3tlfOLEiTh27Bhuv/12\n3H777dUe//HHHzFjxgybFkf2EdC4CYZ2CMWepFjRpRARERFZRALwryGTEBIYLLoUm6g3jJ86dQo6\nnQ46nQ6RkZHVHpckCTExMTAajXYpkOxjcmg/hnEiIiKSnTvbdsNT/YaJLsNm6g3jb731FvR6PSor\nK/HWW29Ve9zd3R0tWrTA7Nmz7VIg2ce4rr3x6vaV0Jv4JoqIiIjkwcvNHd+MexguCmq3rTeMb9++\nHQBw2223Yc+ePXYviByjqacXRnTqgW0JZ0WXQkRERGSWGb0Go01Tf9Fl2JTZbyueffZZe9ZBAkwO\nrfkQJyIiIiJnowHwVNjdosuwObPD+GOPPWbPOkiA0Z1vRSM3d9FlEBEREdVrbJfe6OjXXHQZNqec\nhhuyWBOPRhjV6VbRZRARERHV65nbhosuwS4YxlVucmg/0SUQERER1alPy3YY2Lqz6DLsgmFc5UZ2\nugWN3T1El0FERERUq2dvGwGNRiO6DLtgGFc5L3cPjO3SS3QZRERERDUKbuKLCd36ii7DbhjGiVNV\niIiIyGk91W+YIo69rw3DOGFYh1D4eDQSXQYRERHRDbzcPPBwrztEl2FXDOMETzd3jO/WR3QZRERE\nRDeY2WswmjVqLLoMu2IYJwBAeGiY6BKIiIiIqmgAPNVPeYf83IxhnAAAQ9qFwk/h7zyJiIhIPsZ1\n7YMOvoGiy7A7hnECALi7uip6pzIRERHJy1P9hokuwSEYxqnKiE63iC6BiIiICC08vTGoTRfRZTgE\nwzhVCQtuL7oEIiIiIgxp2Umxh/zcjGGcqgQ18UVQk2aiyyAiIiKVG9qio+gSHIZhnG7QL7iD6BKI\niIhIxTo0C0QXnwDRZTgMwzjdoC/DOBEREQkU3r2falpUAIZxuklYEPvGiYiISJxJIeo6+4RhnG7Q\nJ6gd1PNelIiIiJxJF78WuKV5a9FlOBTDON3Ax9ML3QKCRJdBREREKhQeqq4WFYBhnGrAvnEiIiIS\nITy0n+gSHI5hnKph3zgRERE5WmhgMEICg0WX4XAM41RNGFfGiYiIyMHUuCoOMIxTDbo3bwUPVzfR\nZRAREZGKMIwT/Y+Hqxt6tWgrugwiIiJSiZ4t2qCzXwvRZQjBME416hvMvnEiIiJyDLWuigMM41SL\nMIZxIiIichC1HfRzPYZxqhHHGxIREZEj9A1qj/a+gaLLEIZhnGrUybc5mnl6iS6DiIiIFC48VL2r\n4gDDONVCo9FwxCERERHZ3dguvUWXIBTDONWKYZyIiIjsqYtfC3T0ay66DKEYxqlW3MRJRERE9jS6\nc0/RJQjHME616hPEME5ERET2M7rzraJLEI5hnGrVwrsp2jT1F10GERERKZCPRyMMaN1ZdBnCMYxT\nndiqQkRERPYwotMtcHd1FV2GcAzjVKewoA6iSyAiIiIFGt2JLSoAwzjVI6xVB9ElEBERkcK4aDQY\n3rGH6DKcAsM41alXi7Zw0WhEl0FEREQK0i+4IwIaNxFdhlNgGKc6eXt4IjSwlegyiIiISEE4ReVv\nDONUr74ccUhEREQ2xDD+N4ZxqldoYLDoEoiIiEghWvv4oTs/da/CME71CglgGCciIiLbGN25JzTc\nj1aFYZzqxZVxIiIishW2qNyIYZzqFdSkGXw8Gokug4iIiGSukZs77mjbVXQZToVhnOql0Wi4Ok5E\nRERWG9o+FF7uHqLLcCoM42SWEIZxIiIishJbVKpjGCezcBMnERERWWtUJ4bxmzGMk1kYxomIiMga\nPVu0QbCPr+gynA7DOJklJDBIdAlEREQkY6M79xRdglNiGCezBDfxRRNOVCEiIqIGGtull+gSnBLD\nOJlFo9EglK0qRERE1ADBTXzRq2Vb0WU4JYZxMhsnqhAREVFDjO3ai6du1oJhnMwWEsC+cSIiIrIc\nW1RqxzBOZuPKOBERkWU0Vf9XvavCPh6NMJinbtaKYZzMxlM4iYiILOPl7oGPhk3GzoffRCM3d1VG\n8lGdb4WHq5voMpwWwziZjRNViIiIzDcpJAxHH/8Qz902Er2D2mHRuEcgiS5KALao1I1hnMzGiSpE\nRET16+TbHGumzMKyiY/fcMjNhJC+eHPwOIGVOZ6biytGdOwhugynxjBOFunGw3+IiIhqpAHQ2N0D\n66e/jGEdutf4nNcGj8W93fo4tjCB7mrXDT6eXqLLcGoM42QRrowTERHVTALw1h3j6zzy3UXjgoVj\n/4Fbmrd2XGECjevaW3QJTo9hnCzClXEiIqKadQsIwpNhd9f7PG8PT/wy+Wn4e3k7oCqx7unSU3QJ\nTo9hnCwSGtBKdAlERERO6fOR0+Du6mrWc9s2C8BXY2bYuSKxwoLaI6hJ7Z8S0FUM42SRVj6+8Hb3\nFF0GERGRU7m/e3/c0a6bRa8Z07kngpo0s1NF4t3TlVNUzMEwThbRaDScN05ERHQdb3dP/HvYfRa/\nztXFBTN6DrZDRc6BIw3NwzBOFusWwL5xIiKia96+894Gr3A/1HOQIg8C6ujbHCEc+mAWhnGyGFfG\niYiIruoe2ApPhA1t8OvbNQvA0PahNqzIOYzt0gsajRLfZtgewzhZLIRhnIiICADw2ahpcHMxb9Nm\nbWb0Ul6rylj2i5uNYZwsxo+diIiIgAe634ZBbbpYfZ2xXXrBr1FjG1TkHAK8muC2Vp1ElyEbDONk\nsdY+fpyoQkREqubl5oEPhobb5Fqebu6YdstAm1zLGYzv2huuLoyY5uLfFFlMo9EghIf/EBGRir0y\naEydJ21aakavQTa7lmhKbLuxJ4ZxahC2qhARkVq1axqAZ/uPsOk1QwNboX+rjja9pgihgcHoG9Re\ndBmywjBODcIwTkREajX77vvQyM3d5tedqYAV5Rk9B3OKioUYxqlBOFGFiIjU6K52IRjXtbddrj0p\nJAyN3T3scm1HcHNxxZQeA0SXITsM49QgITz4h4iIVEYD4JPhD9ht5beJRyPc3/02u1zbEcZ26YWA\nxk1ElyE7DOPUIG2a+sNbxu/e7cXdxRXju/YRXQYREdnBva27o3vzVna9h5xbVZS0CdWRGMapQTQa\nDbqxb/wGk0P74egTH+K/k55A75ZtRZdDREQ2ogHg26gx/tEpzO736hvUHt0D7Rv47aGVjy+Gte8u\nugxZYhinBuvKVhUAwIDWnbBtxuv4bsJjaNcsABqNBm/eca/osoiIyEYkAG/fcS98HHDGhkajwdRb\n5Nd3/eCtgzhbvIH4t0YN1tW/pegShLuzXTdsfvBV9LtpHNWoTrcgjKOdiIgUITQwGI/0udNh95vQ\nra/D7mUrD96qnEOLHI1hnBqsG1fG8XjfoTVu5NFoNHjzzvECKiIiIlv7YtR0uLm4Oux+7X0D0adl\nO4fdz1pD2oWgvW+g6DJki2GcGkztK+NBTZrhni49a318eIce6BfcwXEFERGRzU275XYMbNPF4fed\nGGL//nRb4Ymb1mEYpwbr4NscbiruD3u09111rpRoNBq8fSd7x4kawsuN05pILA2App5e+HDoZCH3\nnxAij1aVpp5eGNull+gyZE29SYqs5u7qio6+zUWXIYSrxsWslYCh7UMxoHUnB1REJH8tvJviqX53\nY+uM1xH7/Kfo2aKN6JLIhvy9vEWXYBEJwPt3TURzbx8h9+/gG4heMpjM9UCP2+DFUcdWYRgnq3T1\nVxhBW9AAACAASURBVGff+ISQvghq0qze52k0GrzNySpEdZoUEob101/GmWc+wSfDH0D/Vh3RxKMR\nVtz3LFp6NxVdHllpQOtO2PTgK4h6ajYmymS1FwD6tGyHf/R23KbNmsihVWVGT7aoWIthnKzSNUCd\nfeP/7HOX2c+9s103DBLQb0jkzK5te35j8Dh8P+Ex3NG2a7WxaME+vlhx37No5OYO+5x3SPbUPbAV\nVtz3LDY/+CoGtumCJh6NsGzC4/hwaLjT/3tqAHwxerrwUX0TnXyqSp+W7WSxeu/sGMbJKmpcGQ8N\nDLYoXGs0Grx1ByerEF1zLYh9NnIa3rxjfJ1Hi/cOaofF4x+FdN3ryPl9OfpB7H3kHYzufOsN/74a\njQazBozCJ33GwK9RY4EV1u3RPnehjxOMp+3o19yp27WeHzBSdAmKwDBOVlHjyvhjfYbUGR5qcke7\nbrileWs7VUQkL64uLvhuwmN4rO8Qs55/b7c++NeQSZDsXBfZxv3d++Mfve+sc1U5zL81dv/jbadc\nVQ3w8sa7d00UXUYVZ93I2a5ZAO7t1kd0GYrAME5WUdt4Q293T0xp4MlozvoDlciRGrt7YNX9zyM8\ntJ9Fr3thwChM56EiTk0DoImHJ/497D6znt+2WQBWP/A8ApxsY+e/h90HXydatXfWvvFn+w936Ox1\nJWMYJ6v4eHqhpXf9GxmVYtqtt6OJR6MGvXaSk/5AJXKEa0Ftw/SXMbRDqOWv12gwd9R0NG8sZrIF\n1U8C8PadE8za3H5NYGMffDHqQfsVZaH+rTpi2i23iy7jBp39WjjdJ6t+jRrjwVsHiS5DMRjGyWrd\nVNSq8lgf8z5Wr0kX/5YIDQy2YTVE8nEtqFnTh+vp5o6Zve6wXVFkUz2at8LjZrYeXW9CSF+nWaz4\nv+FTLG5DdARnWx1/vO9QeHt4ii5DMRjGyWpdA9SxifOOtl0RYmWYdvad8UT2EhIQbNWb2Wse7jWY\nGzmd1OcjG35k/JyRU4XPIX/w1oHoGyx+02ZNnGkkpKerGx4PGyq6DEVhGCerqaVv/J8NWPG5GfvG\nSa0+HTEF7q7W95e2bRaA4R172KAisqXptw7E7W06N/j1V9tVptuwIvNpcHUvw3tOtGnzZl38W6J7\nYCvRZQAAHuo5CIFsF7MphnGymhrGG7b0boZxXXpbfZ2QgGDVvHkhumZCt764q32Iza73iOCDWOhv\n146M/2BIuNXXmhgSJqRdRQLw+qBxaGlBr7sIztDK46LR4Jn+w0WXoTgM42S1bipoU3m0z502WdXT\naDRcHSdV8XR1w0fDJtv0mqM632rRJkGyH1sfGT9n5FT4N/J2aCtSB99APNVvmAPv2DDO0Koyvmsf\ndPJrIboMxWEYJ6sFNWkGb3flbuRw1bjYdNPYxG7iVzeIHOWl20ejbbMAm17TzcUVM3kEt1Po3bKt\nTY+MD2zsg89HT3foTPn/3P0APN3cHXjHhukaECR8CMAsHvJjFwzjZDWNRqPow38mhPS16Spcj+at\n0Mmvuc2uR+Ss2jT1w6wBo+xy7Zm97oCLE069UJv/DH/A5kfGTwoJc9gq8LAO3TG6860OuZctWDqf\n35YGt+mCsOAOwu6vZAzjZBPdFNw33pBRXXXRaDSYwKkqpAIf3/0AvNw97HLt1k39MLLTLXa5Npln\nfNfeGNimi12u/dnIaXafruKq0eCT4Q845SjD2kwWGMaft9Mba2IYJxvpotCV8R7NW+H21g2fEFAb\n9o2T0t3VLgTju1q/6bku3MgpjqvGBf8aMslu1w9s7IO5dj4M6PGwYbLb89TJrwX6tGzn8Pt29Q/C\nyE6cYmQvDONkE0qdqPJ436F2WTXp1aIt2tm4j5bImfx72GS7rziO6HgLWvn42vUeVLNH+9yFznae\nDDUhpK/d2jJa+fjizcHj7HJte5vc3fGr48/0vxsuGkZGe+HfLNmE3FYXzOHj0Qj3d7/NLtfWaDQ8\nAIgUq03jpujZoo3d7+Pq4oKHeSKnQ2kANPHwxOuDxzrkfnNGTEWAVxObXlMD4Ntxj6BZo8Y2va6j\nOLpv3K9RY0zpMcCh91QbhnGyiQ6+gXBV2Lvmh3oOsutxv852vDGRrdzZvKPD+nBn9BwMVxn1/Mqd\nBODlgfc47NCXgMZN8OVo27arPNt/BO5s182m13SkVj5+GGjFAUuWerTPELvt/aCr3EQXQMrg4eqG\njn6BSMjPFl2KzdjixM269Alqh9Y+fkgvKbDrfYgc7c4WHRx2r2AfX4zu3BNbE87Y5Hq3NG+Njn7N\n0cSjEbzdPdHEwxNZpUVYHXPMJteXu1Y+vngqbJhD7zm+Wx/c170/1p4/YfW1uge2wrt3TbBBVWJN\nDu2Po2mX7H4fNxdXPGbn34XEME421NU/SDFhfFiH7uhs54MNNBoNJob0xeITe+x6HyJHat8sAJ2b\n+Dv0nk+EDbVJGO/UxB9bZryOxjetAkqSBB/PRlgWHWH1PeTuvbsmClkl/XTEFOy/HIfc8pIGX8Pd\nxRVL7n1UFjPF6zOhW1+8u/t3GCX7TmS/L7QfD9hyAGX1FZBQXRR0zPsTfYc65D4ccUhKM6FbX4eP\nihvSPtTq/1/y9WyMD3qOqBbEgatvnD8Z/gCm9LDPHhK56NmiDR4Q9Hfg79Xk/9u787Ao671/4O9Z\nGGZgBpB9VXZQdpBdQERAUBEXcl9RUkHtmHbs93RQ08rsePplLiXaOVqpJ32utFPn16k8qWW7mZkl\nlpV7Wh33UhT4/cHDPIygbPc2+H5dV9cV99zzvd/KOPOZ+/7eny/+0snpKo9kFqGXm49AieTlZm9C\nRo9w0Y9zf+9+oh+DWIyTgLrKTZy+EvYv7u0dgO527AZBXYdcbTsfzxkBo8623cuoqwCoVSpUFU2B\np+HO86DVKjWeGTDeqhaIEdrivsNk7ahREBKD2cl5ANDu33Mfv1BM72KFpdg9x9N8gxHt4SfqMagB\ni3ESTEgXOTM+JTZL8BXl7kSlUmGQr/hnNyyOCUCvtcHU+Cx0s9JuAqRM3iYnxHn2kOXYnkYnLMwa\n2u5l1OsBPJIxBH39e7a6r41Gg/WDSyW9eU4pBobEIqNHmNwx8KfMIVhdOAE6Tdtm2arQ0BlrVeGE\nLteab2BIDGzUGtHG72pfXpSsa70ySVYhXeDMuKudCZPjMiQ9Zo5ncIuXxsVSD+DRvsPwRM59+HLG\n43hu4CSkirSKHt1b5Jii0tSEmHQkege26zlFYXGoSOrf5v0NNjq8PGwGIt3Eb92oFKEunni2YJzc\nMczui0jGG2MfhI+pW6v76jRarCwYDx+H1ve1No56O9Gu4vo7uiIvKEqUsak5FuMkGAdbAzzsHeSO\n0SkL0gfCqNNLekx7rQ4jI1IkO16/gF6YFNvwhUOvtcHwXol4bfQf8P7kR+Bhf2/cqMNGeOKQ+x4I\ntUqNv+SPhraNV7bCXb3wzIBx7f4C4WBrwN9LyhHu6tWRmFbFSW+Hl4fNgMnWIHcUCzEe3fHOhD8i\n3S+kxccDnNzwaN9hODTjcQwKjZU4nXTEmqpS1jtbsivExGKcBGbNZ8eDnT0wNjpNlmNPkehsvJOt\nHZ4ZMLbF4iPM1Qsz7oHLko1/8vygKPT2CoCHvSNUTcpzFuod427vgESfALljINzVG7OS8lrdr5ve\nDhuLyzr85dvd3gH/HPMgcgKEWyLcRq1Bgpc/psZnYXXhBMxLLZDtC7IKDUve/23INPg7ucqSoTWu\ndiZsv28W7k/IBtAw978gOBqvjKjAR1MrMSMxB90M9jKnFFdeUBQMAneHMen0GB0p3QkiYmtDEliI\nswfeP3FU7hgdsjCrGFoR59/dTbirN9L9QrDv5LeiHmdF/mh4Gu98w+iEmHT8+cN/4mrNDVFzyEmr\n1mDtoEkY0mTRpZraWzh75SJ2VH+OpXt3ypjuf+k0WtTU3pI7RpsNCo1VzJzcuakDsOPIfvxw8edm\nj2lUKkyMzcC81EK42Xdu4RqTrQEvDZuOhbtfxbr970IFtHvOupfRCdN7ZyPNLwS93HyazYV+MK0A\nbx/7ChsPvo9///B1u8fvqHoAT/a/D+kKXxxHq9Zgab8RKP6fFny+DtK21ZSbvc4WA4Kj8eqR/YKN\nOSEmXfIrxPc6FuMkKGs9M57qG4x8mefHTYnLFLUYL+mV2OqqnyZbAybHZuLZT94WLYec9GotNo+Y\n2exGNJ1Gix5OrpiTnIefr13G8/vflSVfYzGX5BOIVQUTcP3WTaz8+C389zefSlaEdZTcU1Sa0mtt\nsCJvNIa9stJi+4DgKFRmFgv6PqVVa/BYvxEI7uaOh9vR99nT6Ig/pAzA2KjUu/a91qo1KAiJQUFI\nDE5c+hVV+3ej6vN3Re8vXRqXhYmx0t4/0xm9veW/KiOXoeEJghXjOo0W0+KzBRmL2o7FOAnKWjuq\nLOo7VNYbzwCgIDgGHvaOOHftkuBje5uc8ETOfW3atywhG8999m/crKsVPIecnA32WByR02pHiMV9\nh+HEpV8FW9GxPTRqNRb0GYyKxP7m+ZprB01CoWMPvPvbWWz56iPcUuDvxcVgVFyHkYweYRgdmYIt\nX32EGA8/LO47TNSzvJPjMuHv5IYpr1Xd9cqSh70DHkjJx7jodOjbOb2gu6MLlvQbjpKIJPzhXy/j\ny3MnO3Q2vjWZPcKwtN9wgUclsfQL6AUnvR0uXv+t02OVxmV2yZtdlY7FOAkqxNn6zowXhycg3stf\n7hiw0WgwKbYPntz3huBjryqYAMc2tjH0NDpiZGQyXvryA8FzyMXPwRnb7puFi9+fbHVfjVqNtQMn\noXjr/8UX505IkK5BmIsX1g6ciKgW+vp62zngLxnZmJdWgMKXV+D0lQuS5WqLwpAY2aZ43c2KvDGY\nGNMHcV49JJlCkx3QE/8a9xCe+fgt1NfXwd7GFkadHvY6W9jb2MLD6IjCkJh2F+G3i/bww7/Gzce6\n/e/iifdfx/VbNwX6EzQsF79+cKkif5/UMlutDR5IzseiPa92ahyjzhZzkvMFSkXtwWKcBOVtcoK9\njS2u3bSOOcdatQb/lVEkdwyzcdHp+PMH/w+19XWCjVkal9Xu/sDlif3x8pcfKH5qRFsEdXPHjlEP\nwNPoiP1ovRgHGuZhvjRsOvJfekqSwnd0ZAqW545qtUjzNnXD0n4jMHlnleiZ2kNJU1SastFokCDx\n9IVQF0+sLpwg+nG0ag1mJvZHYUgs5r21BXuOH+nUeO72DngorRBjotJgo2Ehbm1K47NQ9fnuTr1f\nVSTlwsXOKGAqaitl3G1DXYZKpbKq5YanxmUpqlOAp9FR0BUMvU1OeCSz/V82gp09UBAcI1gOOTQu\nbvS34mnwNLa/I4WH0RFbhs+EUWcrfLgmknwCsSJvTJvPlg4MiUGWBMtgt5WjrQF9FH6TX1fm7+SK\nbSUVWBydi6KwuDYvhtPIpNPjvzKK8Om0xZgYm8FC3ErptTZ4uM/gDj1XhYbONI1daUh6LMZJcJHu\n1rEYhkmnxx9SlXdJbkpcpmBjPZU7qsN3xbdnIRQlaugGMRLhrt4dHqOnmzf+OmQa1CLdT+BiMGJD\nUWm7CiCVSoUnckqgUUjnkoKQGBZwMlOpVEh29cOGoqn4euYTeDp/LNLu0H+7ka1Gi/LEHHxWthgP\npORLuvAYiWNEr0T0cmv/+109gHmpBeygIiNOUyHBRbpbx5nxB1Ly4WxQ3iW5FJ8g9HT1xje/nOnU\nOEPC4ju1glqiTyCSfYLw8eljncohl/sikgXpldvXvycW9BmEx9/7hwCpGqjQUEBtKCq9a6vJOwlx\n8cT03tlY/ekuwTJ1VGFwtNwRqAlHvR3GRadhXHQaTl3+D/Yer4atRguTrQEOtno42trBwdYAZ4M9\nDCzAuxSNWo3KrGKM2r6mXc/r4eiC8THpIqWitlDGqRXqUpR+ZrzxktzU+L5yR2mRSqXC1Pisjj8f\nDSsEPtZvRKezzErK7fQYcgh29sCT/e8TrEPOnOQ8ZPv3FGQsoOFM1CMZQzrV3ePB1AK4y7zirY1a\n0+77EUg6vg7OGBOViuG9EpEXFIkU32D0dPOGj0M3FuJdVD//Xsho5/vKw30Gt3t6EwmLxTgJLtzV\nW7TL+kKoR8OiIEq+LDsmKhUDgjt2VrseDe35PDowT/p2uUERCLWi3vEqNFx+31BUKuglV7VKjTUD\nJ8JDoOK3MDim09OATLYGLMoaKkiejkr3C+GlbSIFUalUWNiO94VIN18M7ZkgYiJqCxbjJDg7Gx2C\nurnLHeOOvE1OmBCt7EtyWrUG6wZNQbJP+3s39/ELxdioVEFyqFVqq5o7Xg9gWf+RotxE7GpnQlVR\naae/aPo7ueLZwvGCnLUf0SuxQ68RoeQERsh2bCJqWYxndwwNb1uB/UhWkWJWzr2X8TdAolDyVJV5\naYV3XfFOKQw2Orw0bDrCXLza/BydRos/548WdAGjkl5JCFTwl6umRvRMFOyLSEtSfYM73LEA+J/u\nLkPK4GBrECRP482ccl2Jyg2KlOW4RHR3/yejCFr13Uu8NN9g9PPvJVEiuhsW4yQKpRbj/o6uGBXR\n+Zv6pOKkt8O2kgr4mNq2Itr8tELBr0po1Ro83GeQoGOKoaerN57KGyX6Sqqzk3PRL6D9H2Dd9PZ4\npaQCEQLf4Bzl4YeJMX0EHbMtApzcFH0FjOhe5u/kiilxLd97pNNokegdiKfyhD1xQx3HGfskCqUW\n4w+lD7S6NmxeJidsK6lA4csrcPFGy8sda1RqFIfHozxRnCklRWFxeOZjX3x1/pQo43eWl9EJW0fM\nlGT+slqlxurCCcje+AR+unqpTc8Jc/HCy8Omo4dIPe3nJOdj48H3UVcv3TJN/TlFhUjR5qYMwKen\nv8eN339HWlBPRHv4Idq9O0JdPK3uc7CrYzFOoohQ4MI/oS6eGNazt9wxOiTExRNbR8xE8d+fMS99\nrVapkNE9DMXhCRgYEoNuBnvRjq9WqfFfGUUY/d/ta5klBZNOj1dKyuHdxqsHQnC1M+FvQ6ah9LUN\nra54lxsYiecHTYJJoKkpLfFx6IaC4Bi88e0Xoh3jdizGiZTNxc6It8Y/hP379yMhgTdpKhmLcRKF\nh9ERbnYm/PzbFbmjmC1IHwRNK3PolCzBOwAvD5uO9Z/vQbZ/TwwKjYObvUmy4+cE9FJU33EVGqbQ\nvDj0/k4t7NNRCd4B2F/2KP7949fYdPB9vHXsq2Znpmf2zkFlVrEkr7vSuEzJinGD1qbVRWWIiKht\nWIyTaCLdffHuj9/IHQMAEOXui4Gh1r28OwBk9ghHpkxLoatUKjySWYTBW56W5fgWWdDQOWV14YRO\n9eruLI1ajdzASOQGRuLMlQvYfOhDvPjlPpy/dgV/zhuFsVFpkmXp0z0UIc6e+PY/P4l+rMwe4dBb\nwU3QRETWwHpPE5LiKWne+II+g9m+SQApvsGKmJ7Q0Et9KIYqaNqRt6kb5qUV4vOyJThSvkzSQhxo\n+LJUGpcpybGU8BogIuoqWJ2QaJRSjCd4+SOXxYNgOtPaTyjT4vtiRu8cuWO0SKNWw1FvJ8uxR0Ym\nw97GVvTjsBgnIhIOi3ESjVKK8em9+7F9k4CiPfxQ3MYFJYSW4OWP5wdNxtJ+w/k7bYFRp8eoSHFb\nd4a7esHXwVnUYxAR3Us4Z5xEE9TNHXqtjbn7hxw8jY4YGBIr2/G7qgXpA/Hakc9Rh/a30lNBBaPO\nFg62Bphs9bC3scXpKxfu2CbQRq3B0PAETI3vizivHp2N3uVNicvEhgN7RBs/N5AL/RARCYnFOIlG\no1ajp6s3Dvx0XLYMk2Iz2E9VBEHOHijwCcMbp4+0aX8voxPmJOehJCIJJp2+xbPaF6//hm9+OYNv\nfj6DI7+cwQ8XfkaKXzAmRPeRtGuMtQt18URm9zDsPVEtyvg5nKJCRCQoFuMkqkh3X9mKca1KjfHR\n6bIc+14wIyQFg2KT8c73h7Hrh69x8XrzBYm8TU54IDkfY6JSYdtK9w0nvR1SfYOR6hssVuR7Rml8\nlijFuEmnR5J3oODjEhHdy1iMk6jknDee6R4Ad3sH2Y7f1WnVaozolYARvZJQW1eHz8/+iHd+OIy3\nj32F67du4v6EbIyKTGm1CCfh5QVFwtvkhDNXLgo6bnZAT15pIiISGItxEpWcxfgQv16yHfteo1Gr\nkegTiESfQEV0W7nXadUaTI7NxGPvvSbouOyiQkQkPHZTIVH1cpN+ZUQAiPfsgTAHN1mOTaQE46LT\nYKMW9ix2P39+wSUiEhqLcRKVUadHgJP0RfHU+L6SH5NISVztTIIuihTr0R0eRkfBxiMiogYsxkl0\nUk9VcTEYURQWJ+kxiZToDyn5UAvUj70oLF6QcYiIyBKLcRJdhLuPpMebFJvBmwaJAAQ7e2BkRHKn\nx3G0NWByXIYAiYiI6HYsxkl0URKeGdeo1JgU20ey4xEp3by0QmjVnXurn9E7B0adXqBERETUFItx\nEp2U01QGh8XB0+gk2fGIlK67owvGR3f8C6pJp8fU+CwBExERUVMsxkl0XkYndNPbS3KsqXEsGohu\nNzc1H7aajnWyvT8hG456O4ETERFRIxbjJDqVSoVICeaNR7r7IsmHqwMS3c7T6IQpcZntfp6djQ5l\nCdkiJCIiokYsxkkSUkxVmRqfBZVAnSOIuprZyXkwaHXtes60+L7oZpDmqhYR0b2KxThJQuxi3Elv\nh2HhwvVUJupqXO1MmN67X5v3N2h1mNE7R8REREQEsBgniYhdjI+LSoPBpn1n/YjuNeWJOXCwNaAt\n14+mxGXAxc4oeiYionsdi3GSRJiLF9zsTKKMrUJDb3EiujtHvR3KE/ujvpX9bDVazEzsL0kmIqJ7\nHYtxkoRGrcZgkVbFzAuKQg8nV1HGJupqyhL6wrmV7kaTYjPgbu8gUSIionsbi3GSTFGoOMV4KdsZ\nErWZUafHtvtmYWJMH0S4+UB9203POo0WFUk8K05EJJWONZ4l6oAU32C4Goz45fergo0Z2M0dWf5h\ngo1HdC+I9vDDn/NGAwCu1lzHwXMnsf/MD/jipxPI6hHGhbOIiCTEYpwko1GrMSg0Fn87+L5gY5bG\nZUKt4gUeoo4y6vRI9wtBul+I3FGIiO5JrGJIUkLOGzdodRgVmSLYeERERERSYzFOkkrzC4GzQIuI\njIxIgoOtQZCxiIiIiOTAYpwkpVVrMDAkVpCxpvDGTSIiIrJyLMZJckUCTFVJ9wtBTzdvAdIQERER\nyYfFOEku3S8UTnq7To3BdoZERETUFbAYJ8nZaDQoDInp8PPDXLxQEBItYCIiIiIiebAYJ1l0ZqrK\nirzR0Ko1AqYhIiIikgeLcZJFRvewDnVCmRCdjmTfIBESEREREUmPxTjJQqfRtnuqiovBiD9lFYuU\niIiIiEh6LMZJNoND2zdV5bF+Izp94ycRERGRkrAYJ9lk9QiDUadv477hGNazt8iJiIiIiKTFYpxk\nY6u1QWFw611RdBotlueOhEqlkiAVERERkXRYjJOsSiKSWt3nwdQCBHZzlyANERERkbRYjJOs+vr3\nxKsj52BybAY8jY7NHg9x9kBFUn8ZkhERERGJTyt3AKI+3UPRp3sonuw/EofOn8Jbxw7hze++xLf/\nOYen88dCp+HLlIiIiLomVjmkGCqVCtEefoj28MO8tEK54xARERGJjtNUiIiIiIhkwmKciIiIiEgm\nLMaJiIiIiGTCYpyIiIiISCYsxomIiIiIZMJinIiIiIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiI\niGTCYpyIiIiISCYsxomIiIiIZMJinIiIiIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiIiGTCYpyI\niIiISCYsxomIiIiIZMJinIiIiIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiIiGTCYpyIiIiISCYs\nxomIiIiIZMJinIiIiIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiIiGTCYpyIiIiISCYsxomIiIiI\nZMJinIiIiIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiIiGTCYpyIiIiISCYsxomIiIiIZMJinIiI\niIhIJizGiYiIiIhkwmKciIiIiEgmLMaJiIiIiGTCYpyIiIiISCYsxomIiIiIZMJinIiIiIhIJizG\niYiIiIhkoqqvr6+XO4Rc9u/fL3cEIiIiIroHJCQktLj9ni7GiYiIiIjkxGkqREREREQyYTFORERE\nRCQTFuNERERERDJhMU5EREREJBMW40REREREMmExTl3O1atXUVlZiYyMDMTFxWHUqFHYt2+f+fEj\nR45g4sSJMib8X9aUtSlrzM3M0mFuaVljbmvMfLs9e/ZgxIgRiIuLQ2ZmJpYuXYrff//d/Hh5eTk+\n++wzGRM2Z42ZAevN3VYsxslq7dmzBwkJCfjkk08stj/22GOor6/H9u3b8dFHH2HOnDmorKzEkSNH\nAAA3b97EzZs3Jcn49ttvY/z48SgqKsLgwYOxcOFCXL9+XZFZm3r11VcxdOhQFBUVoaCgAOXl5Th2\n7Jjiczf67rvvEBkZiVWrVpm3KTHzzp07kZSUhOLiYvN/w4cPx40bNxSbGQCuX7+OlStXYtiwYRg6\ndCgKCgrw4Ycfmh9Xau6RI0da/F0XFxcjKSkJ//jHPxSd+7fffsOSJUswZMgQFBcXY/To0Yr/+751\n6xZWrVqF4uJiFBQUYPz48Yp8D7nT58ivv/6KmTNnoqioCIMGDUJVVZXF48ePH8ef/vQnzJ07Fx9/\n/DFeeeUV1NfX4+GHHzbvU1tbK8qf4U6ZgYbXyvTp0zF+/Phmj8mZ+U65r1y5gsrKShQVFWHIkCEo\nKSmxeG0rIbcUtHIHIOqIzZs347XXXoOPjw9qa2stHvvmm2/w/PPPw8PDAwCQmpqK7OxsfPXVVwgP\nD5c0p8lkwtNPPw1XV1fcunULDz30EJ555hn88Y9/VFzWplJSUlBQUAC9Xg8A+Pvf/45JkyZhdUiH\njgAACvlJREFU165d0Ol0is3daMmSJUhLS8OtW7fM25SYua6uDn379sXy5ctbfFyJmW/duoVp06Yh\nOTkZW7duhU6nAwCLf4dKzA00vI6bqqurQ05ODmJjYwEoN/fcuXMRHx+PnTt3AgAOHz6M6dOn45VX\nXoGXl5cicz/99NP46aefsG3bNtjY2GDfvn2YOXMmXn/9ddjY2Cgi890+R2bPno2SkhIUFxejpqYG\nM2fOhJOTE0pKSgAA3377LTIzM5GWlgYA8PT0REVFBYYOHSpb5vPnz2PWrFnw9/fH5cuXmz1Xrsx3\ny11XV4e8vDw8+uijAIBDhw7h/vvvx86dO+Hm5iZ7bqnwzDhZJY1Gg40bN8LR0bHZY7m5uXj22Wdx\n7tw5XL9+Hbt378aHH36IjIwMyXOmpKTA1dUVAKDValFWVmZxKVZJWZvy8vIyF+JAwxlFJycnfP31\n1wCUmxsA3njjDXh7eyM6OtpiuxIz19fX427rrikx886dO+Hg4ICKigpzIQ40/JtspMTcLdm1axcC\nAwPh5+cHQLm533//fYwZM8b8c0REBCIiInD48GEAystdX1+PrVu3YuHChbCxsQEApKenIzIyEnv2\n7FFM5jt9jhw9ehQ3btxAcXExAECn0+Ghhx7C1q1bzfvEx8fj4MGD2LdvH2pqanDmzBksX74cgwcP\nliUzAFy4cAFz587F8OHDW3yuXJmBO+d2dHREnz59zD9HRUUhLi4OX3zxhSJyS4VnxskqjRw58o6P\nlZeXY8eOHaisrMTly5cRGhqKtWvXwsPDA3V1dVCpVBImtXThwgXY2tpaRdam6urqcPXqVbi7uwNQ\nbu5r165h9erVePHFF7FlyxaLx5SYubVjKjHzP//5z1bn8ioxd0u2bt1q8V6i1NyxsbH461//ilmz\nZgEAPv30Uxw4cACLFy9WZO5ffvkFNjY2cHBwsNgeFBSEQ4cOoX///orIfKfPkQ8++AApKSkW20JD\nQ3H27FlcunQJjo6OcHZ2xtq1a7FhwwasXr0aRqMRubm5GDFiBICG90wpMwNAWFgYAODjjz9u8XG5\nMgN3z327S5cuWXxOyplbKizGqUtZtWoVfv75Z6hUKvj4+ECr1cJgMGDTpk24efMmjEYjBgwYIFu+\nLVu2mM+2KD1roxMnTmDNmjXIy8uDt7e3onOvXr0aw4cPh4uLi8V2pWa+21lxpWaurq6Gra0tZs+e\njR9//BFOTk4oLS1FVlaWonPf7sSJEzh69ChycnIAKDv3smXLMG3aNHzxxRcICAjA66+/jqeeegoe\nHh6KzG0ymfDbb7/hypUrMJlM5u3Hjx+HjY2NIjM3df78eXh7ezfb7unpiVOnTuHUqVPYtm0b6uvr\nodVqzVcSv/vuOyxZsgS3bt1CUVGRDMnv7PDhw1aRubq6GqdOnTJ/GbKW3J3FYpy6lIqKCvP/nz59\nGlOnTsXq1atx7NgxPPDAAwAabqpsnIsmpd27d+Po0aNYsWKF4rMCwLp16/DSSy/h/Pnz6Nevn3lO\nn1JzHzt2DHv37sWOHTuaPabUzGq1Gp999hnGjBmDixcvonv37igrK0N8fLxiM1+4cAGrV6/GokWL\nEBgYiGPHjqGsrAxLly5FamqqYnPfbuvWrRg+fLh5eo2Sc3t7e2PMmDFYtmwZPvjgAxQWFprnVSsx\nt16vx8CBA/H4449j0aJF0Ol0eOedd7Bv3z5kZWUpMnNTly9fRkBAQLPtOp0O169fR0JCAiIiIszb\nH374YaSnp6OwsBBLly7FgQMHcODAAZw5c0YxHWEapzY1UmLm2tpaVFZWYs6cOeYpcNaQWwgsxqlL\na7zUGRQUZO6YcPLkSWzevFnSHKdOncLixYuxdu1a8xzK2ykla6OysjKUlZXh2rVr2LRpE6ZOnYpN\nmzY1208puZcuXYr58+dDq239bU0pmfPz85Gbmwt7e3sAwN69e1FeXo7Nmzc3KwaUklmtVqO0tBSB\ngYHmPFOmTMH27duRmprabH+l5G6qpqYGO3fuxLZt2+64j5Jyz58/Hz/88APWr1+PgIAArFu3DoMH\nD8bmzZsRFBSkyNyN73ejR4/GzZs3kZqaipKSEotuUkrL3Ein05k7GjV148YNi3tpWvLII4+Y/3/l\nypXme4aUTCmZn3rqKfj6+rb5xkyl5BYCi3Hqkt58800cPHgQ8fHxePLJJy0eU6vVFjeMiO3q1auY\nMWMG5s+f32KXACVlbYm9vT1mzJiB119/HdXV1eZ5iUrK/fbbb0Or1ZqnSgAtTwFRUmYAMBgMFj9n\nZmYiLy8Pe/bsMRfjSsvs4uLS7IuCr68vdu3aZbFNabmbevPNNxEREdHiVASl5T5+/Dj27t2Ld999\nF0ajEQBQWVkJo9GIqqoqLFu2TJG5dTod5syZgzlz5pi3zZ071+LfqNIyN/L09MSZM2eabT979iy8\nvLzMP1+9ehVr1qyBTqfD559/jkOHDlnsb29vD19fX9HztodSM2/fvh2ffPJJs3t9Gik1t1BYjFOX\nFBUVZfGm2dTXX3+NqqoqpKeni57j5s2bmDVrFvLz81FYWNjiPkrJ2ppr165ZFLhKyn3q1CmcPHnS\nPB8faLiJDADee+89bNy4EUajUVGZ76S2ttbi7L7SMkdFRaG6uhrdu3c3bzt+/Dh69OjRbD8l5W5q\ny5YtmDp1aouPKS331atX4ebmZi7EG4WHh+Po0aPmn5WW+3a//vor9u3bh0WLFpm3KTVzfHw8nnji\nCYtt1dXVMJlMcHZ2Nm8zGAwYMGBAi1/86+vrsWTJEqSkpKB3796iZ24rJWbet28f1q5diy1btljc\nuNmUEnMLicU4dUmHDh3Cc88916wPK9CwKIJU7bMqKyvh6upqMUfydkrJ2qi+vh6nT582n2X4/fff\nsWLFCvj6+lqc2VdS7smTJ2Py5MkW21atWoXa2lqLM3NKygwA586dg4uLi7n4fuedd7B7927Mnj3b\nvI/SMo8ZMwZLly5FTEwM3N3d8f3332Pjxo1Yt26dxX5Ky92ouroap0+fRnZ2douPKy13r1694ODg\ngBdeeAGTJk2CWq3GuXPnsH79ekyZMsW8n9Jy19XVQa1u6J588uRJzJs3DxUVFRYdVpSWuVFjQbdj\nxw4UFxfjxo0bWL58eYtzkp999ln89NNPLY5z4cIFcx91JVFS5urqaixYsABVVVXmbl13oqTcQmMx\nTlZNp9O1OAf7o48+wtixY80LNMjh7NmzePXVVxEcHGxxxlalUmH9+vXmjh9KyNrUtWvX8OCDD+LS\npUvm+ZHZ2dnNii2l5b6dVqtt1h5NaZnfe+89vPDCC+bXsL+/PzZu3GjxoaS0zKmpqZg0aRLGjx8P\ntVoNg8GAhQsXNpu7rLTcjbZt24bRo0ebC8XbKS23SqXCc889h5UrV6K4uBhqtRo6nQ4TJkzAoEGD\nzPspLfejjz6Kw4cPo6amBvb29pg8eXKzDilKydzS58iaNWtQWVmJDRs2oLa2FoWFhRg3bpzFPhcu\nXMDRo0fNvdOldKfPvsbHmq4B0JScmYHmuTdt2oSamhosWLDAYr/c3FyUl5ebf5Y7t9hU9XfrrUVk\npV588UVUVVW1uDAC0DAfcdu2bXd8w5KSNWVtyhpzM7N0mFta1pjbGjM3VVNTgwEDBsDOzu6OfdFH\njhzZrIiXkzVmBqw3d1uxGCciIiIikknL1+mIiIiIiEh0LMaJiIiIiGTCYpyIiIiISCYsxomIiIiI\nZMJinIiIiIhIJizGiYiIiIhk8v8BHV/pqFbR3LoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15d16eb70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"sns.set(style=\"whitegrid\", palette=\"colorblind\", color_codes=True, font_scale=1.4,\n",
" rc = {'font.size': 12, 'font.family':'NanumGothic'})\n",
"## ploting\n",
"g = sns.violinplot(data=fully_expended_ds, x='days', y='total', hue='year'\n",
" , scale=\"width\", orient='h', split=True, cut=2 )\n",
"## draw x-ticks\n",
"ticks = fully_expended_ds.groupby('month').max()[['days']]\n",
"plt.xticks( ticks.days.tolist(), [ \"%d월\" % m for m in ticks.index.tolist()] )\n",
"plt.xlabel('')\n",
"## set x-axis range\n",
"plt.xlim(-50, 400)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>YYYYQt</th>\n",
" <th>15' 1Q</th>\n",
" <th>15' 2Q</th>\n",
" <th>15' 3Q</th>\n",
" <th>15' 4Q</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>usetime</th>\n",
" <td> 6.987449</td>\n",
" <td> 6.924741</td>\n",
" <td> 6.291538</td>\n",
" <td> 5.447402</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"YYYYQt 15' 1Q 15' 2Q 15' 3Q 15' 4Q\n",
"usetime 6.987449 6.924741 6.291538 5.447402"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmp_ds = fully_expended_ds[fully_expended_ds['year']==2015].groupby(['YYYYQt','days']).count()[['usetime']].reset_index()\n",
"tmp_ds = tmp_ds[tmp_ds['usetime']>12*120]\n",
"(tmp_ds.groupby('YYYYQt').mean()[['usetime']]*5/60/60).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Y축을 여러개의 그룹을 Plotting하기 \n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10b068710>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KcSyQQCiEOCQtJYnA0IEEhg7Eqg1h7CzFqq7BrKrBqg2haFpiZqGWmuTcKi4tpVVa7MSx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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15d1800f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(data=fully_expended_ds[fully_expended_ds['rank']<11], x='days', y='filename' )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 깔끔하게 다듬에서 Plotting 하기 \n",
"### 주요 Parameters \n",
"* y : 카테고리\n",
"* hue : 카테고리 \n",
"* scale : 각각의 카테고리별 violin의 width의 scaling을 하기 위한 옵션 \n",
"* bw : Kernel의 Band width를 나타낸다 "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"\n",
"## 다듬어진 Violin Plotting하기 \n",
"def drawViolin(ds, x, y, hue, label=None, figsize=(14,50), order=None, scale='width') :\n",
" sns.set(style=\"whitegrid\", palette=\"colorblind\", font_scale=1.4, rc={'font.family':'NanumGothic'} )\n",
" plt.figure(figsize=figsize)\n",
" order_list = order or ds.groupby(y).count().sort(x, ascending=False).index.tolist()\n",
" \n",
" ## ploting\n",
" g = sns.violinplot(data=ds, x=x, y=y, hue=hue, scale=scale, orient='h'\n",
" , cut=2, split=True, inner='box'\n",
" , order = order_list\n",
" )\n",
" plt.tick_params(labeltop='on')\n",
"\n",
" if label != None:\n",
" ## x ticks\n",
" label_ds = ds.groupby(label).max()\n",
" x_index = label_ds[x].values.tolist()\n",
" x_label = label_ds.index.tolist()\n",
" plt.xticks(x_index, x_label, rotation='vertical')\n",
"\n",
" plt.xlabel('')\n",
" plt.ylabel('')\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PC App별 사용시간 변화 보기 "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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4q2fBs2wB7Pm5VqdKC2xmJ+m5557DY489BgAQRRE/+MEPAAAPPPAAXn31Vdhs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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f45ccf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"drawViolin(fully_expended_ds[fully_expended_ds['rank']<11], x='ts', y='filename', hue=None, label='YYYYQt', figsize=(14,20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 이 PC App별로 부류를 만들어 트랜드 산출해보면 "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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QDfh374OIRK2OQpTRQgePQ+vqg3vNMqhzqiApiTWA+ug4QocbED11lm+yEBFl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CHwAAAAA4HMEPAAAAAByO4AcAAAAADkfwAwAAAACHI/gBAAAAgMMR/AAAAADA4dx2FwAAAOAE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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f45ca58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"drawViolin(fully_expended_ds, x='ts', y='jobclass', hue=None, label='YYYYQt', figsize=(14,20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 시간대별 PC 사용량 변화 보기"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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AECFY71N1G7IOmPK4gYChr1dybZ9w9vbcX3RWqzRdf067kD92QalHW/cVaEtO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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c02f358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"drawViolin(fully_expended_ds, x='day-minute', y='total', hue='year', label='hour', figsize=(14,6))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ee07Fxd4/q015AQAv+2xHig6czDU7Rp3z1vpkr+5vw95j+uC7g17dJ1AZ099Z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BW7ZWlyx16N/voR+Z10RtcBfkwENF6sM0rzpl+p/hQXoN4oLwBgSFHLfD0xfS77wDTAyPwuTZ4z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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c3585c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekday_str = '월 화 수 목 금'.split()\n",
"drawViolin(fully_expended_ds[fully_expended_ds['weekday'].isin(weekday_str)], x='day-minute', y='weekday'\n",
" , hue='year', label='hour', figsize=(14,20), order=weekday_str, scale='count')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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