{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"房價分析.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1dKY6eXyJryR2NgUb8OKDXO1WLlWVvqXa","authorship_tag":"ABX9TyPKF3f0WJCxc2BYHRl1ZISf"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"Tp7siPCSLeF7"},"source":["# 實價登錄房價分析\n","\n","> The code was download from the following youtube page. \n","\n","#### Reference \n","* [【實價登錄】房地產價格分析 | 房子這樣買最保值! | 用3張圖表決定黃金地段 | FinLab 財經實驗室](https://youtu.be/BWzOlsM4AXs)\n"]},{"cell_type":"code","metadata":{"id":"_eQH1__PZcLP","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1632313741365,"user_tz":-480,"elapsed":300,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"70cfe921-257e-4657-e677-a1165cd7232d"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"markdown","metadata":{"id":"rNpKV6iJO36t"},"source":["### 下載實價登入"]},{"cell_type":"code","metadata":{"id":"xY-bPTpoLw46"},"source":["import requests\n","import os\n","import zipfile\n","import time"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"NmhNiWIHtGdy"},"source":["You should\n","1. mount your google drive first, and then key-in the correct path of your folder. \n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CwqRfapfNza8","executionInfo":{"status":"ok","timestamp":1632313745770,"user_tz":-480,"elapsed":306,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"ab511aa8-a7f1-4fbf-aca1-d40c05837c43"},"source":["# Go to your google drive folder\n","os.chdir('/content/drive/MyDrive/Colab Notebooks/Intro_machine_learning/House_price_analysis') \n","os.listdir()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['1021.zip',\n"," 'real_estate1021',\n"," '1022.zip',\n"," 'real_estate1022',\n"," '1023.zip',\n"," 'real_estate1023',\n"," '1024.zip',\n"," 'real_estate1024',\n"," '1031.zip',\n"," 'real_estate1031',\n"," '1032.zip',\n"," 'real_estate1032',\n"," '1033.zip',\n"," 'real_estate1033',\n"," '1034.zip',\n"," 'real_estate1034',\n"," '1041.zip',\n"," 'real_estate1041',\n"," '1042.zip',\n"," 'real_estate1042',\n"," '1043.zip',\n"," 'real_estate1043',\n"," '1044.zip',\n"," 'real_estate1044',\n"," '1051.zip',\n"," 'real_estate1051',\n"," '1052.zip',\n"," 'real_estate1052',\n"," '1053.zip',\n"," 'real_estate1053',\n"," '1054.zip',\n"," 'real_estate1054',\n"," '1061.zip',\n"," 'real_estate1061',\n"," '1062.zip',\n"," 'real_estate1062',\n"," '1063.zip',\n"," 'real_estate1063',\n"," '1064.zip',\n"," 'real_estate1064',\n"," '1071.zip',\n"," 'real_estate1071',\n"," '1072.zip',\n"," 'real_estate1072',\n"," '1073.zip',\n"," 'real_estate1073',\n"," '1074.zip',\n"," 'real_estate1074',\n"," '1081.zip',\n"," 'real_estate1081',\n"," '1082.zip',\n"," 'real_estate1082',\n"," '1083.zip',\n"," 'real_estate1083',\n"," '1084.zip',\n"," 'real_estate1084',\n"," '1091.zip',\n"," 'real_estate1091',\n"," '1092.zip',\n"," 'real_estate1092',\n"," '1093.zip',\n"," 'real_estate1093',\n"," '1094.zip',\n"," 'real_estate1094',\n"," '房價分析.ipynb']"]},"metadata":{},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eP7cs5-6KEO9","executionInfo":{"elapsed":641122,"status":"ok","timestamp":1631437654696,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"},"user_tz":-480},"outputId":"222e935f-d85e-4df6-d476-130955a574fc"},"source":["# Crawl data\n","# Better store in your GDrive, so don't need to re-do it every time\n","def real_estate_crawler(year, season):\n"," if year > 1000:\n"," year -= 1911\n","\n"," # download real estate zip file\n"," res = requests.get(\"https://plvr.land.moi.gov.tw//DownloadSeason?season=\"+str(year)+\"S\"+str(season)+\"&type=zip&fileName=lvr_landcsv.zip\")\n","\n"," # save content to file\n"," fname = str(year)+str(season)+'.zip'\n"," open(fname, 'wb').write(res.content)\n","\n"," # make additional folder for files to extract\n"," folder = 'real_estate' + str(year) + str(season)\n"," if not os.path.isdir(folder):\n"," os.mkdir(folder)\n","\n"," # extract files to the folder\n"," with zipfile.ZipFile(fname, 'r') as zip_ref:\n"," zip_ref.extractall(folder)\n","\n"," time.sleep(10)\n","\n","for year in range(102, 110):\n"," for season in range(1,5):\n"," print('crawl ', year, 'Q', season)\n"," real_estate_crawler(year, season)"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["crawl 102 Q 1\n","crawl 102 Q 2\n","crawl 102 Q 3\n","crawl 102 Q 4\n","crawl 103 Q 1\n","crawl 103 Q 2\n","crawl 103 Q 3\n","crawl 103 Q 4\n","crawl 104 Q 1\n","crawl 104 Q 2\n","crawl 104 Q 3\n","crawl 104 Q 4\n","crawl 105 Q 1\n","crawl 105 Q 2\n","crawl 105 Q 3\n","crawl 105 Q 4\n","crawl 106 Q 1\n","crawl 106 Q 2\n","crawl 106 Q 3\n","crawl 106 Q 4\n","crawl 107 Q 1\n","crawl 107 Q 2\n","crawl 107 Q 3\n","crawl 107 Q 4\n","crawl 108 Q 1\n","crawl 108 Q 2\n","crawl 108 Q 3\n","crawl 108 Q 4\n","crawl 109 Q 1\n","crawl 109 Q 2\n","crawl 109 Q 3\n","crawl 109 Q 4\n"]}]},{"cell_type":"markdown","metadata":{"id":"tqzpYhAhO82v"},"source":["### Colab 進行matplotlib繪圖時顯示繁體中文"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KL97bqpQLtMh","executionInfo":{"status":"ok","timestamp":1632313755779,"user_tz":-480,"elapsed":5913,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"6b9b3cfb-8f9c-4551-b6f0-cded2ea70178"},"source":["## 下載台北思源黑體並命名taipei_sans_tc_beta.ttf，移至指定路徑\n","!wget -O taipei_sans_tc_beta.ttf https://drive.google.com/uc?id=1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_&export=download\n","!mv taipei_sans_tc_beta.ttf /usr/local/lib/python3.7/dist-packages/matplotlib//mpl-data/fonts/ttf\n","\n","# title 數據分析\n","from matplotlib.font_manager import FontProperties\n","import matplotlib.pyplot as plt \n","\n","# 自定義字體變數\n","myfont = FontProperties(fname='/usr/local/lib/python3.7/dist-packages/matplotlib/mpl-data/fonts/ttf/taipei_sans_tc_beta.ttf')\n","myfont.set_size(15)"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--2021-09-22 12:29:09-- https://drive.google.com/uc?id=1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_\n","Resolving drive.google.com (drive.google.com)... 173.194.214.102, 173.194.214.100, 173.194.214.113, ...\n","Connecting to drive.google.com (drive.google.com)|173.194.214.102|:443... connected.\n","HTTP request sent, awaiting response... 302 Moved Temporarily\n","Location: https://doc-0k-9o-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/4bsqcegqmgk3jpf1qrnnimlkcckihj80/1632313725000/02847987870453524430/*/1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_ [following]\n","Warning: wildcards not supported in HTTP.\n","--2021-09-22 12:29:14-- https://doc-0k-9o-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/4bsqcegqmgk3jpf1qrnnimlkcckihj80/1632313725000/02847987870453524430/*/1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_\n","Resolving doc-0k-9o-docs.googleusercontent.com (doc-0k-9o-docs.googleusercontent.com)... 173.194.213.132, 2607:f8b0:400c:c0a::84\n","Connecting to doc-0k-9o-docs.googleusercontent.com (doc-0k-9o-docs.googleusercontent.com)|173.194.213.132|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: unspecified [application/x-font-ttf]\n","Saving to: ‘taipei_sans_tc_beta.ttf’\n","\n","taipei_sans_tc_beta [ <=> ] 19.70M 44.3MB/s in 0.4s \n","\n","2021-09-22 12:29:15 (44.3 MB/s) - ‘taipei_sans_tc_beta.ttf’ saved [20659344]\n","\n"]}]},{"cell_type":"markdown","metadata":{"id":"OYnV_uFBL9HW"},"source":["## 縣市選擇"]},{"cell_type":"markdown","metadata":{"id":"LOEit3XATotd"},"source":["## 選一個縣市研究"]},{"cell_type":"code","metadata":{"id":"Mbd399rsabic"},"source":["location = \"\\u53F0\\u5317\\u5E02\" #@param ['台北市','苗栗縣','花蓮縣','台中市','台中縣','台東縣','基隆市','南投縣','澎湖縣','台南市','彰化縣','高雄市','雲林縣','金門縣','台北縣','嘉義縣','連江縣','宜蘭縣','台南縣','嘉義市','桃園縣','高雄縣','新竹市','新竹縣','屏東縣']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"O3Erhg4gTo7K"},"source":["location_str = \"\"\"台北市 A 苗栗縣 K 花蓮縣 U\n","台中市 B 台中縣 L 台東縣 V\n","基隆市 C 南投縣 M 澎湖縣 X\n","台南市 D 彰化縣 N \n","高雄市 E 雲林縣 P 金門縣 W\n","台北縣 F 嘉義縣 Q 連江縣 Z\n","宜蘭縣 G 台南縣 R 嘉義市 I\n","桃園縣 H 高雄縣 S 新竹市 O\n","新竹縣 J 屏東縣 T\"\"\"\n","\n","locToLetter = dict(zip(location_str.split()[::2], location_str.lower().split()[1::2]))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":947},"id":"rtBsCLG0KE2z","executionInfo":{"status":"ok","timestamp":1632313765531,"user_tz":-480,"elapsed":4714,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"babb2068-82b6-431a-a502-92fb4b3d7ac1"},"source":["import os\n","import pandas as pd\n","\n","# 歷年資料夾\n","dirs = [d for d in os.listdir() if d[:4] == 'real']\n","\n","dfs = []\n","\n","for d in dirs:\n"," df = pd.read_csv(os.path.join(d,locToLetter[location] + '_lvr_land_a.csv'), index_col=False)\n"," df['Q'] = d[-1]\n"," dfs.append(df.iloc[1:])\n"," \n","df = pd.concat(dfs, sort=True)\n","\n","# 新增交易年份\n","df['year'] = pd.to_numeric(df['交易年月日'].str[:-4], errors='coerce') + 1911\n","\n","# 平方公尺換成坪\n","df['單價元平方公尺'] = df['單價元平方公尺'].astype(float)\n","df['單價元坪'] = df['單價元平方公尺'] * 3.30579\n","\n","# 建物型態\n","df['建物型態2'] = df['建物型態'].str.split('(').str[0]\n","\n","# 刪除有備註之交易（多為親友交易、價格不正常之交易）\n","df = df[df['備註'].isnull()]\n","\n","# 將index改成年月日\n","df.index = pd.to_datetime(df['year'].astype(str) + df['交易年月日'].str[-4:] ,errors='coerce')\n","df.sort_index(inplace=True)\n","df.head(2)"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>Q</th>\n"," <th>主建物面積</th>\n"," <th>主要建材</th>\n"," <th>主要用途</th>\n"," <th>交易年月日</th>\n"," <th>交易標的</th>\n"," <th>交易筆棟數</th>\n"," <th>備註</th>\n"," <th>單價元平方公尺</th>\n"," <th>土地位置建物門牌</th>\n"," <th>土地移轉總面積平方公尺</th>\n"," <th>建物型態</th>\n"," <th>建物現況格局-廳</th>\n"," <th>建物現況格局-房</th>\n"," <th>建物現況格局-衛</th>\n"," <th>建物現況格局-隔間</th>\n"," <th>建物移轉總面積平方公尺</th>\n"," <th>建築完成年月</th>\n"," <th>有無管理組織</th>\n"," <th>移轉層次</th>\n"," <th>移轉編號</th>\n"," <th>編號</th>\n"," <th>總價元</th>\n"," <th>總樓層數</th>\n"," <th>車位移轉總面積(平方公尺)</th>\n"," <th>車位總價元</th>\n"," <th>車位類別</th>\n"," <th>都市土地使用分區</th>\n"," <th>鄉鎮市區</th>\n"," <th>附屬建物面積</th>\n"," <th>陽台面積</th>\n"," <th>電梯</th>\n"," <th>非都市土地使用分區</th>\n"," <th>非都市土地使用編定</th>\n"," <th>year</th>\n"," <th>單價元坪</th>\n"," <th>建物型態2</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>1911-12-30</th>\n"," <td>2</td>\n"," <td>0.0</td>\n"," <td>見其他登記事項</td>\n"," <td>停車空間</td>\n"," <td>01230</td>\n"," <td>車位</td>\n"," <td>土地0建物0車位1</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>臺北市南港區忠孝東路六段21號地下三層</td>\n"," <td>2.72</td>\n"," <td>其他</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>有</td>\n"," <td>42.7</td>\n"," <td>0931216</td>\n"," <td>有</td>\n"," <td>地下三層</td>\n"," <td>NaN</td>\n"," <td>RPVNMLKMLHMFFDA87CA</td>\n"," <td>1750000</td>\n"," <td>十七層</td>\n"," <td>0.0</td>\n"," <td>1750000</td>\n"," <td>坡道平面</td>\n"," <td>商</td>\n"," <td>南港區</td>\n"," <td>0.0</td>\n"," <td>0.0</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>1911</td>\n"," <td>NaN</td>\n"," <td>其他</td>\n"," </tr>\n"," <tr>\n"," <th>2003-04-15</th>\n"," <td>4</td>\n"," <td>0.0</td>\n"," <td>鋼骨鋼筋混凝土造</td>\n"," <td>見其他登記事項</td>\n"," <td>920415</td>\n"," <td>車位</td>\n"," <td>土地0建物0車位1</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>臺北市大安區光復南路２９０巷２８號地下一層</td>\n"," <td>0.14</td>\n"," <td>其他</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>0</td>\n"," <td>有</td>\n"," <td>19.65</td>\n"," <td>1010613</td>\n"," <td>無</td>\n"," <td>地下一層</td>\n"," <td>NaN</td>\n"," <td>RPROMLRLQHIFFFA48CA</td>\n"," <td>1500000</td>\n"," <td>十四層</td>\n"," <td>19.65</td>\n"," <td>1500000</td>\n"," <td>坡道平面</td>\n"," <td>住</td>\n"," <td>大安區</td>\n"," <td>0.0</td>\n"," <td>0.0</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>NaN</td>\n"," <td>2003</td>\n"," <td>NaN</td>\n"," <td>其他</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain":[" Q 主建物面積 主要建材 主要用途 ... 非都市土地使用編定 year 單價元坪 建物型態2\n","1911-12-30 2 0.0 見其他登記事項 停車空間 ... NaN 1911 NaN 其他\n","2003-04-15 4 0.0 鋼骨鋼筋混凝土造 見其他登記事項 ... NaN 2003 NaN 其他\n","\n","[2 rows x 37 columns]"]},"metadata":{},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"hmleUSXNTPIx"},"source":["## 價格與漲跌的相關性"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":425},"id":"s2eRvPxPcoxG","executionInfo":{"status":"ok","timestamp":1632297967789,"user_tz":-480,"elapsed":781,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"c210bcfc-2d55-4b24-a394-cbff482c4e14"},"source":["plt.rcParams['figure.figsize'] = (10, 6)\n","\n","prices = {}\n","for district in set(df['鄉鎮市區']):\n"," cond = (\n"," (df['主要用途'] == '住家用')\n"," & (df['鄉鎮市區'] == district)\n"," & (df['單價元坪'] < df[\"單價元坪\"].quantile(0.95))\n"," & (df['單價元坪'] > df[\"單價元坪\"].quantile(0.05))\n"," )\n"," groups = df[cond]['year']\n"," prices[district] = df[cond]['單價元坪'].astype(float).groupby(groups).mean().loc[2012:]\n"," \n","price_history = pd.DataFrame(prices)\n","price_history.plot()\n","plt.title('各區平均單價',fontproperties=myfont)\n","plt.legend(prop=myfont)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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size 720x432 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":562},"id":"YisassLmc1qi","executionInfo":{"status":"ok","timestamp":1632297972721,"user_tz":-480,"elapsed":4694,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"f8fe850e-5196-44e0-b09d-61aff6a95701"},"source":["district_price = df.reset_index()[['鄉鎮市區', '單價元坪']].dropna()\n","district_price = district_price[district_price['單價元坪'] < 2000000]\n","\n","import plotly.express as px\n","fig = px.histogram(district_price, x=\"單價元坪\", color=\"鄉鎮市區\", marginal=\"rug\", nbins=50) # can be `box`, `violin`)\n","\n","# Overlay both histograms\n","fig.update_layout(barmode='overlay')\n","# Reduce opacity to see both histograms\n","fig.update_traces(opacity=0.75)\n","fig.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<html>\n","<head><meta charset=\"utf-8\" /></head>\n","<body>\n"," <div>\n"," <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n"," <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n"," <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script> \n"," <div id=\"7b10d3d6-d4ff-4661-881e-a001cb54877d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n"," <script type=\"text/javascript\">\n"," \n"," window.PLOTLYENV=window.PLOTLYENV || {};\n"," \n"," if (document.getElementById(\"7b10d3d6-d4ff-4661-881e-a001cb54877d\")) {\n"," Plotly.newPlot(\n"," '7b10d3d6-d4ff-4661-881e-a001cb54877d',\n"," 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(df['單價元坪'] > df[\"單價元坪\"].quantile(0.2))\n"," & (df['建物型態2'] == building_type)\n"," )\n"," building_type_prices[building_type] = df[cond]['單價元坪'].groupby(df[cond]['year']).mean().loc[2012:]\n","pd.DataFrame(building_type_prices).plot()\n","plt.title('不同建物的價格',fontproperties=myfont)\n","plt.legend(prop=myfont)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmkAAAGECAYAAABtQ7cTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3gWVf7+8fdJg4RUSEILSFVpghgBG4uFFRBBhGQtK0gTAVFXcVfU3XV1rbv+pFiQBUVBRUJXLIuufeWLIFI0lIhRQk/Ik5BA+vn98UyyCSSQAGGScL+uay7mOXNmns8EhZszc2aMtRYRERERqVl83C5ARERERI6lkCYiIiJSAymkiYiIiNRACmkiIiIiNZBCmoiIiEgNpJAmInWSMcaU09bOGJNViX3nG2PGlPrc1BjzQyW/t4MxpudRbcHGmBsrse9tR+9bWcaYZGNMt6Pa7jfGzDqZ44mI+xTSRKTaGGOijDFNqrBEOfvNNcbYKixznf1uKG4DCo0xv6tivQ8YY+LL2fQbYG8lDzMOuPWotr7Aoyf4bh/gCeAWJ3AlG2MOGmPSnfUCY8yvpbade4Lj+QJ3AduckBhsjAmq5DmISA3g53YBIlKnbQIaV6H/PqCJs/5X4KVK7HM30BLAWrsM7yBac+AXIN0Y0xH4t9PXFwgyxqQ4nxsDfa21nzmfuzo1HO1a4OtKnsM1wOij2gYBq4wxwaXaiqy1h0t97gsY4A/W2nvwnsi9QLC19u/GmGSgm7XWU8k6hgGtgH84C3iDa0dr7bZKHkNEXKSQJiLVxlrbpLx2Y8xs4EKgp7W2oILdD1trU0/0HcaYw+U0jwa2Aaus94ndMU7fdsD31triz1uO2q8dsAKoD4QaY6KBDOAGIM0Y89ujvx4YYa3dYoxZABSP3K12rrY+ATyDNzAFAveU2nc3Trh0PAC8AfgYY/KBb/EGVl9jzECgKd6gFwIkWWsHOqNvoc7+PkCIMSbcqX86sBx4xNl+BTBGAU2k9tDlThE5o4wxN+ENUeOOE9CK+/7GucxX0TKonH18nOM/D/QsdXkwGfgM70ha8ee2wAJjzDDnHrYOwDvAUOA5YAcwHG9Q+6fTfwnef+B+7/QvbaS11lhrDfA3p+0uYLW11q94AS4BckrVfCVwNfCz03TEWtsLmAq84qzvwTvaNrnU97XAexl2r7P+Md6RwJVACnAZkAtsAUYBzx7v5y0iNYtG0kTkjHHCyGv/+2jGAK9aa4vK62+t/ZwT/DnlXM4sbTDekaR51tocvJf8ivsWj6S1cj5vAe601n5mjOkMpFprw4wx8/EGureBH/CORq0HfrHWPmuMmQg8DfweyDxOeS3wjsJde1R7IJDt1BAIvAjkF582sN8YsxoI8nYxA4FC4CMgAPjO+fn8AtQ3xnQAfsQb4jLwXia+HugHLAL+C/xsrX3nOLWKSA2jkCYiZ4RzqXAR3hGqh4FwYBIwyhgzwlq7vYL9HgIeKmfTM9bax8tpvweIBDzGmFy8Qepfzrbie9JKTwLIc349D1h61LEG472v7k28QeoNY8z5eIPUTqABkF7hSXsvad4ItDTGNLXWFh8/CCek4R0ZywHeB7DWFhpjJgGtj3Pc9Ud9Lp45Ogu4xFp7GYAx5h3gfuAO4ILjHE9EaiBd7hSRamW87gWWAX8AXnA2bQJ6AKuB9caY4RUcIgB4wVobXLw4x6hXznf5AZ8C0cDFwEFr7bvW2ibO/XGX4L3XrUmp5b8A1trFwB9LHa4l0JD/TUy4Hu89Y/HAYmdbjrX2SKl95hRfigX+AhRaaz/BO4lhljEmxunXADjkrL/rHLP0pd/xQBTey5RHL5cBQ0qdsw/e2aQZeEfM3nJ+5q2Bz53jTge+MMbc7sz6FJFaQCNpIlJtjDGd8AaEc4H+1trPjTElkwmstbnAfcaYz4F5xpjuwH0n+33W2gJjzEGgGd77xTYZ7/PJiu/F8sc7kpZUarcp1toE54b8a4wxffFenszGGyxzgTl4Z5seAsbiHWGLBg4cVcJoa+1c59wfxfkz1lr7f8aYOcBsvJcgQ3Euk1prv3f6H3068XjvUzvaOXjvmysWB2zAOzo3A+8EhFfx3lf3AvA3a22uMeZDvL8Xjxlj7rTWvl/OsUWkBlFIE5FqYYyJwHsj+7vAMGtthZcFrbXLjTGX472kGHWKX30Q72VUX+Aja+0SvDf7l74nrV05+3XFe6l0Jd7Qs8BaO9sY80+897i9BtwO/GSt/c4Ycw3lP66jIo/jfWbZtUAj4ESP0lgBfFNO+23FK84jPZ7Ee7lzOd7LsJ8BHYEQvIH3vlIBMAD4f8CaKtQtIi5RSBORamGtTTfGtLPWZp+4N1hrN+J9TER5o0qTnUumxfzw3rhfngXABLxB5emj7j8r7540gHOstV8BfZzv7+r82hzvyFUcEAz8nf89qLY13vvSKsVam+1MnEjC+yy1Ez1eJABvODxa6T+3Lwb+ba3dUPwzs9bOcmq/Bwh3Jk/gtK0F3qvMo01ExH0KaSJSbSob0E7AAzxsrX2mkt9ZaIzZjvfPtytKP6vNeN9o8Fdr7V2VPNYuvAENY8wi4D+lHnx7Ad7AVWnFzygzxrQFPjlO1zzgt3hD2NGa453JibX2U2PMV1WpQURqD00cEJEazVo7tbyAZoyJMMY0xDuTM79U+3VAN7w32Hc0xvzXGDPBGHOR02WK+d9rkoKNMSHGmGMmIZQ6nq8x5mW8I3N3G2NaGO8rmQbhnfRQ2mvmf6+l+msFxwsCLsc7caIiw4Fpzvrt1trLgQS898A9yP+ewYa1Nv/Y3UtklX6uHHDRcfqKSA2jkCYitdUzeO8Juxnv/Vg4j8eYD9xhrS2w1k4G7sT7JoGX8c6OPIh3AkDxkkn5I1bFWuC9T+5qvKN6XwAb8d63tuKoviUPs3WW4qf9Y4xZboxJw3uZcyMVvGbKGHMf8B+8I2Y3W2uTAKy104A/470kvM4Y0+yEPyHvK6VKP0R3XSX2EZEawnjfmCIiUnM4j5Ww9iT+gDLed1P+WA1lnRJjTAMgDMi11qad4rHM0T8bZzQwr7jdGBNehfd8ikgNpJAmIiIiUgPpcqeIiIhIDaSQJiIiIlID1blHcERGRtpWrVq5XYaIiIjICa1bty7VWlvuQ7zrXEhr1aoVa9eudbsMERERkRMyxvxS0TZd7hQRERGpgRTSRERERGoghTQRERGRGkghTURERKQGUkgTERERqYHq3OxOERGRuiQzM5P9+/eTn5/vdilSRf7+/kRHRxMaGnpS+yukiYiI1FCZmZns27eP5s2bExgYiDHG7ZKkkqy1HDlyhF27dgGcVFDT5U4REZEaav/+/TRv3pygoCAFtFrGGENQUBDNmzdn//79J3UMhTQREZEaKj8/n8DAQLfLkFMQGBh40peqFdJERERqMI2g1W6n8vunkCYiIiJSAymkVVFRTg6Z77+PLSpyuxQREZFaZcyYMTz99NNl2v7+978zZsyYKh3jwQcfPN2l1UgKaVV0aNUqdt13P4fXrHG7FBEREanD9AiOKgrp2xefsDA8CxfSoFcvt8sRERGp0fz8/CgsLCzTNmXKlGP6zZkzp2R9z549eDweOnbsSFBQULnHfeGFF45p++abb+jSpcspVlxzKKRVkU/9+oQNHkT62wtofPAgfg0bul2SiIhIjVVQUFCyPmbMGNq1a1fmcuXf//53kpOTmT17dpn9PB4PLVu25Ouvv2b9+vUn/J6goKA6FdBAIe2kRMTFkf7GPDKWLafRqJFulyMiIlJjZWRkcM4555SsA2XuSytuW7RoEQDLly/nN7/5Tcn23NxcUlNTSz7v2bOHp556iueffx5fX9+S9uDg4Oo7CZcopJ2Eeu3bE3jhhXgWLqThyNs1PVpERM6Yv737Az/uznTluzs2C+Wv13eq0j5hYWF4PB5mzpzJ6tWrmTt3Lh6Ph4iICA4dOkRwcDCPPPII4B1VO1qbNm3YuHEjo0ePLhkp6969O/PmzQMgJyeHLVu24PF4TvHsah6FtJMUHh/PnilTOPzttzTo0cPtckRERGqcX3/9lY4dOwLey56FhYUlI2YATZo0ASAvLw+AqVOnArBq1SoiIiLKjJQ1btyYgQMHHvMd6enpbNmypdrOwU0KaScptN+17HvySTwJixTSRETkjKnqSJabWrZsSVZWFkC5I2l79+6tcCRt/fr1Zd62sG/fPt57771jviMnJ6eaz8I9CmknyScwkLDrr8ezaBEFD03BLyLC7ZJERETqjOzs7DIzO88991weffTRY/rt3buXO++88wxWduboOWmnIDw+DpuXR+aKFW6XIiIiUiN9/PHHBAcHM3nyZBYtWkRwcDAxMTGA93JncHAwU6dOZerUqQQHB/P4448DsGvXLpo1awZ470EbN24c8+bNY/DgwWzevJnk5GSSk5PJycnhpZdecu38qpNG0k5B/fPPp37XC0hPSCBi+HBNIBARETnKNddcU3LJs9jRlzvLs2PHDlq3bg1ASEgIiYmJLFq0iKZNmzJ//nzA+wL6vXv38u6771bvSbhEI2mnKCIujryknzhSiWe4iIiInG3Cw8Px8/Mrs0RGRla4zc/Pj7S0NL7++mtiY2N58MEHufzyywkJCSEmJoaRI0fy2Wef8dxzz+Hj48OkSZPo3r27y2dZPRTSTlFo//74NGiA552FbpciIiJS43g8HgoKCsosxc89K29bQUEB/v7+fPnll1x11VVMmDCBDRs2MGXKFF588UWmT59OVFQUV1xxBYMHD67Sez9rG13uPEU+DRoQev1AMpYuo/FDU/ANC3O7JBERkVpt/fr19O3bl6ioKG677TYSExPJy8vj/PPP55FHHqF3795s2rSJlStXcskll5CZmUnTpk159913adGihdvlnzbGWut2DadVbGysXbt27Rn9zpwff+TnG4fS+JFHaPj7W8/od4uISN2VmJhIhw4d3C7DFQUFBfj5+ZGcnEx0dHSF7/As7rt3796SCQk1zfF+H40x66y1seVt0+XO06B+x47U79QJz8KF1LXQKyIi4gY/P+/FvlatWh03oBX3rakB7VScMKQZY141xuw3xmwu1dbVGPONMWaTMeZdY0yo097KGHPEGPO9s8wstc9FTv8kY8x040yFNMY0NMasMsZsd36NcNqN0y/JGLPRGFOj7woMj48nd9s2cjZscLsUERERqQMqM5I2F+h3VNts4EFrbRdgKfBAqW0/WWu7OUvpp8u9DIwF2jtL8TEfBD6x1rYHPnE+A/Qv1fcOZ/8aK/S66zBBQaQnJLhdioiIiNQBJwxp1tovgINHNZ8LfOGsrwKGHu8YxpimQKi1drX1Xg98A7jB2TwYeN1Zf/2o9jes12og3DlOjeQb3ICw6waQ+f4HFB465HY5IiIiUsud7D1pP+ANUQBxQOmpFK2NMeuNMZ8bY65w2poDKaX6pDhtAI2ttXuc9b1A41L77KxgnzKMMXcYY9YaY9YeOHDgpE7odAiPj8ceOUJmOe8WExEREamKkw1po4AJxph1QAiQ57TvAVpaay8E7gPeKr5frTKcUbYq33lvrZ1lrY211sZGRUVVdffTpn7nztTr0IH0hQmaQCAiIiKn5KRCmrV2i7X2t9bai4C3gZ+c9lxrbZqzvs5pPxfYBZSedhHjtAHsK76M6fy632nfRdkRutL71EjGGMLjhpGbmEjO5h/cLkdERKROycnJwRiDx+Nxu5Qz4qRCmjEm2vnVB3gEmOl8jjLG+DrrbfDe9L/DuZyZaYzp5czqHA4sdw63AhjhrI84qn24M8uzF5BR6rJojRV2/fWY+vXxLNQbCEREREorKCjAGHPM0rdvX7dLq5Eq8wiOt4FvgPOMMSnGmNHAzcaYbcAWYDfwmtO9N7DRGPM9sAi401pbPOlgAt5ZoUl4R9g+cNqfBvoaY7YD1zifAd4Hdjj9/+XsX+P5hoQQOmAAGStXUpiV7XY5IiIiNUJaWhrLly/n119/Zc+ePSXLxo0b+fLLL/nss8/K9O/Tpw++vr5l3ukZHByMr68vkZGRZdp9fX2JjS33ebC12glfC2WtvbmCTdPK6bsYWFzBcdYCnctpTwOuLqfdAhNPVF9NFBEfR8aSJWS+v5KI+Hi3yxEREXHdU089xZdffsnq1atxHpUKQJMmTZg8eTL33HMPq1evJjAwsGTbypUriYqKIj09vcLjRkREkJ6ezoMPPlhhn9pKbxyoBvW7dqVe+/Z4FuqZaSIiIp9++inTp0/npZdeKhPQij388MPk5+dz553/e7zqfffdR6dOnbj//vv56KOPSE5OJikpib59+5KcnExycjIrVqzg/vvvp0OHDjz00ENn8pTOCL1gvRoYYwiPj2ffE0+Q8+OP1O/Y0e2SREREXLFlyxZuueUWnn76aS666CLAG9ratm1Ly5YtAQgMDOSdd97hsssuo02bNvz1r39l0KBBJcdYsWIFISEhJU9OmDnT+0KjjIwMmjdvTvPmzbnxxhvP8JlVP4W0ahI26Hr2//OfpCck0PSvf3W7HBERqSs+eBD2bnLnu5t0gf5Pn7ifY9++fVxxxRUMHz6c++67D/DO0Bw6dCjPPfccI0eOLOnbpUsXlixZwrBhw+jfvz89evQo2fbKK6/Qp08fcnJyCAwMZO3atQC89957/POf/zxNJ1fzKKRVE9+wMEL7XUvmindp/MAD+Jzg5bAiIiJ1TePGjfnwww9LRtAAFi5ciK+vLzfffOwt79dccw0pKSkEBweXaR8zZgzBwcElI2ndunUDIDMzs2Q0ri5SSKtG4fHxZCxfQeYHHxA+9LhvzhIREamcKoxk1QSlAxp4R8UmTJhA/fr1AUhMTCQpKYnrr78e4JiAVnrWZ/FI2vfff1+9RdcQmjhQjQK7dyegbVtNIBAREQHWrVvHhg0buOuuu0ra0tPTuemmm/j000/L9E1JScEYQ3BwcMkSGRkJUKYtODgYHx8fNm/efEbP5UxQSKtGxW8gOLJhAzlbt7pdjoiIiKv+9re/MW7cOEq/wvHSSy/lH//4B8OGDWPHjh1l+jdq1IisrKySJTU1FYCsrCwmT57MypUrycrKqrOXPBXSqlnY4MEYf3+NpomIyFntu+++45NPPuHOO+9k9+7dbN++nfXr1/PVV1/Rpk0bmjVrxm233UZhYWGZ/f773//SqVMn2rZtS+vWrTHGEBkZyezZsxk+fDi//vqrS2dU/XRPWjXzi4gg5NpryVixgujJ9+NT6iF9IiIidd2zzz7LE088QXZ2NoWFhZx77rkA1KtXj5CQEIKDgwkJCSEkJITt27fzzDPPlHnmWbdu3Vi+fHnJpc0GDRqUPGttzZo1HDx4kKKionKfv1bbKaSdAeHxcWS+9x6ZH31E+A03uF2OiIjIGXPrrbfSp0+fMoEsODgYP79jI8h7773HokWLyrQFBQXRrl27co+9Zs0a/vnPf1KvXj1iYmKqpX43meLprHVFbGysLX5+Sk1hrWVH/wH4NmxIq7fedLscERGpJRITE+nQoYPbZbgmNzeXevXquV3GKTve76MxZp21ttwXj+qetDPAO4EgjiPffUfu9u1ulyMiIlIr1IWAdioU0s6QsCE3gL8/nqOGcUVERETKo5B2hvg1bEjINVfjWbacotxct8sRERGRGk4h7QyKiI+nKCODQ//+t9uliIiISA2nkHYGBfXsiX/LlnpmmoiIiJyQQtoZZHx8CB82jMPffkvujp/dLkdERERqMIW0Myx8yA3g54cnQaNpIiIiZ1JOTg616dFjCmlnmF9UFCFXXUXG0qUU5eW5XY6IiMgZkZ2dzSWXXEJWVhYA9913H6NGjSp5H2dlFL90vfgYVXHw4EECAwNJTk4+Yd/Nmzdz/vnnl7vt9ttvZ+rUqVX+/pOhkOaC8Ph4Cj0esj7+2O1SREREzoj58+fTunVrgoODAXjggQfweDx07NiR999/v9q/Pz8/H4CAgIAq7ztjxgx69epFr169WLlyJVOnTi3zuboopLmgwaWX4N+8OemaQCAiImeBgoIC/vGPf/Dwww+XtDVt2pQlS5bw5z//mQceeIC8o64u9enTB2NMmaVFixYAhISEHLOtV69ex60hJycHgMCTeIf2L7/8wk033cTq1au57rrruPfee1m9ejXnn38+Bw4cqPLxKkvv7nSB8fEhPG4YB6ZOI++XXwg45xy3SxIREak206ZN45xzzqFTp07ExMSwa9euY/qUfrtAYmIiALNmzeK2226r8Lj79+8nOjqaefPmMWfOnOPWUHyJNDQ0tMI+1lpyc3PJy8vDWktOTg6PP/4406dPp379+jz99NNkZGSwZMmSkvUFCxZQWFjI6NGjj/v9J0MhzSVhQ27kwIwX8CxaRPT997tdjoiISLX46aef+Nvf/sZVV11V8rn0zfuRkZH897//5dxzzy1pKw5s/v7+1K9fv6Q9NzeXNWvW8OGHH7JkyRIOHDjA999/j7+/f5nvTEpKOqaOjRs3EhwcXOE9aa1btyYxMZEuXbqUtAUGBjJp0iSGDx9OdHQ0w4cPZ8qUKXTo0KFk/ZJLLiEuLq7qP5hKUEhziX/jaIL79MGzZClRkyZhTuIauYiInH2eWfMMWw5uceW7z294Pn/q8adK98/OziY+Pp5WrVqVtJX3Ps6AgIAyYQxg9uzZ7N69m1deeYVNmzaxdu1a1q9fT6NGjbj22mt59NFHGTBgACEhIQwaNIjLLrusZN/27dtXWFNF2/bs2UPnzp2x1vLCCy8wY8YMtm7dCsCHH37IV199xfz589mxYwfZ2dn4+PjQqVMn+vbte9zRuVOhe9JcFBEfR2FaGof+86nbpYiIiJx206dPx8/Pj3vuuafK+7Zr146ffvqJNWvW0Lp1ax577DG6du3KH//4R1577TV+97vfERISAkDDhg3LhC9r7THLbbfdhq+vLyNHjix3e5MmTUr2X758Odu2bWPx4sUAPPHEE6xcuZIPP/yQXbt2sWXLFj788EOWLl3Kiy++eIo/pYppJM1FDS6/HL+mTfEkJBDa71q3yxERkVqgKiNZbhsxYgS33HILn376v8GIvLw8Dh8+XKbfoUOH8Hg8gPcSZ4MGDQAYOXIkI0eOLOn35JNPlqzn5OSQkpLCzp07SUlJYffu3fzpT+X/bPLy8lixYgVPPPEEjz/+ONOmTSsJeEfbuXMnW7dupWXLljz11FNcfPHF7Nmzhz//+c80btyY5557jrZt23LDDTewatUqfvrpp5P74VSCQpqLjK8v4cOGkjrjBfJSUgiIiXG7JBERkdOmWbNmx7S98cYbjB07tkxbjx49StavvfZa3n///ZIAVnpJTExk69atPPnkk6SmptKwYUNatGhRsuTm5pZ7OXXZsmUEBgYyefJk3nvvPaZNm8YjjzxSbs3PPfccN998M8uXL+epp57iu+++Y9q0aRw6dIh77rmHfv36cckll+DxeLj44osZMmTIKf6UKqaQ5rLwoUNJffElPAmLiP7DvW6XIyIiUq3GjBnDmDFjSj4HBwezdu3aMg+P3bdvH126dKFly5a0aNGi5NewsDD69+/PXXfdRUxMTKUep3H48GEeeOABJk6ciK+vLw8//DDDhg3j9ttvJ+aowZFNmzaxZMkSlixZwvLly+nbty933303S5YsAWDXrl0cOnSo5DJoseeff75aJg8opLnMv0kTgnv3JmPJEqLumog5aoaKiIjI2aZx48ZkZGQc075q1Spat259zM3/2dnZ5OfnEx4efsw+kydPJjAwkD/+8Y8A9OvXjyFDhjBs2DA+++yzMhMWCgsLefjhh8u0TZ8+nX/84x907tyZL7/8kssvv7zkOMOHD+eWW245LedcHk0cqAHC4+MpOHCArM8/d7sUERGRWmfTpk1lHp0B3skDd999N2+++Sbz5s0r86aBadOmcfDgQeLi4sq8Yqpbt26MGzfumOMvWLCA9PR0xo8fz/33389jjz3Gnj17GDZsWPWdFAppNUJw7yvwi44mfeFCt0sRERGpNgUFBXg8njIL/G/iQPFy9NsHigUFBbFt2zb2799PamoqqampHDhwgBUrVtC2bduSfomJiVx77bXMmzePVatWcfHFF5c5TsOGDfnss8/YunUrvXr14quvvjpu3b///e/58ssvGTZsGC+99BKzZs0iNTWVxx57jJ07d57iT6ViCmk1gPHzI3zYULK//Ir8cp7CLCIiUhd8/PHHRERElFmys7Pp0aNHmba33nqr3P1HjhzJ0qVLadKkCVFRUURFRREdHc3rr79ecjkzNTWVyy67jNDQUDZu3FhmUkJpzZo145tvviE2NpaBAweyd+/ecvtNmTKF6OhoRowYQVpaGitXriQlJYX//Oc/ZGZmct1111UYKk+VKf3U33I7GPMqMBDYb63t7LR1BWYCwUAycKu1NtPZNgUYDRQCd1trP3La+wHTAF9gtrX2aae9NbAAaASsA26z1uYZY+oBbwAXAWnA76y1ySc6odjYWLt27doq/Ahqhvxdu0i6pi+R48cTdfckt8sREZEaIDExkQ4dOrhdRq2TmppKZGRkpfunpaXRqFGjcrcVFhbi6+tb4b7WWowxxz3+8X4fjTHrrLWx5W2rzEjaXKDfUW2zgQettV2ApcADzhd1BG4COjn7vGSM8TXG+AIvAv2BjsDNTl+AZ4DnrbXtgHS8AQ/n13Sn/XmnX53l37w5DS6/HM/ixdiCArfLERERqbWqEtCACgMacNyABpwwoJ2KE4Y0a+0XwMGjms8FvnDWVwFDnfXBwAJrba619mcgCejhLEnW2h3W2jy8I2eDjffMrgIWOfu/DtxQ6livO+uLgKtNdf4kaoDw+DgK9u0j64sv3S5FREREXHay96T9gDdEAcQBLZz15kDpO+hSnLaK2hsBHmttwVHtZY7lbM9w+h/DGHOHMWatMWbtgQMHTvKU3BfSpw++UZF4EhLcLkVERERcdrIhbRQwwRizDggBqueOuUqy1s6y1sZaa2OjoqLcLOWUGH9/wm8cStbnn5NfwQ2MIiIicnY4qZBmrd1irf2ttfYi4G2g+MVVu/jfqBpAjNNWUXsaEG6M8TuqvcyxnO1hTv86LWfiqW8AACAASURBVHzYUCgqwnPU04xFRETk7HJSIc0YE+386gM8gnemJ8AK4CZjTD1n1mZ7YA3wLdDeGNPaGBOAd3LBCuudWvopUPw0uBHA8lLHGuGsDwP+Y080FbUOCGjRggaXXuqdQFBY6HY5IiIi4pITvhbKGPM20AeINMakAH8Fgo0xE50uS4DXAKy1PxhjFgI/AgXARGttoXOcu4CP8D6C41Vr7Q/O/n8CFhhj/g6sB+Y47XOAecaYJLwTF246xXOtNcLj49l1771kf/01wb17u12OiIjIaZWQkECTJk244oorjtvP4/GUvOqpsLCQjIwMUlNT2b9/PykpKSQnJ5OYmMjkyZOPeeNAXXDCkGatvbmCTdMq6P8E8EQ57e8D75fTvgPv7M+j23PwTko464RcdSW+DRuSvnChQpqIiNQpu3btYsSIEaxateqEfUeOHMnXX3+Nn58fPj4+hISEEBERQWRkJE2bNiUmJoZ+/foRFBR0Bio/8/SC9RrIBAQQfuMQ0l6bS/7+/fhHR7tdkoiIyEnp0aMH27ZtA7wPfs3MzKRBgwZcd911AGRkZBASEoKPj/cOrEaNGvHTTz+V9H/ssce488473SneZXotVA0VPmwYFBaSsWSp26WIiIictDVr1uDxeEhJSaF3797ccsstHDx4sOQ9nY8//ji9evUiOTkZj8dTEtCKTZkyhZiYmBMuKSkpLp1h9dFIWg0V0KoVQT174klIoNEdYzE+ytMiIlI7rV+/nhEjRrBp0yY6duxI9+7dy2xPSkqiR48eTJ06lQEDBpTZ9tRTT51wJC04OJiCOvi2HoW0Giw8Po7d908m+7/fEHz5ZW6XIyIiUiU///wz999/P19//TX33nsvO3bs4Ouvvy63708//cStt97Ks88+y4svvkinTp3OcLU1j0JaDRbSty++4eF4EhIU0kREBIC9Tz5JbuIWV767XofzafLQQ5XuHxYWxgUXXMCrr75KSkoKDz/8MLGx5b5LnGXLlrFx40bmz59PmzZtAO89aX/605949NFHS/rt27cPgMaNG5e0BQcHn/Adm7WRQloN5hMQQNiQIRycN4+C1FT8qvjCWBERETc1bNiwJGClpKQQFBREUlLScfcZNWpUyXpmZiZTp05l5MiRJW2PPvooe/fuZebMmeXtXqcopNVw4XHDOPjaa3iWLiVy7Fi3yxEREZdVZSSrpjly5AjdunUrd9tbb71Fx44dy7SlpaVx//33M2XKFACys7MpKCggLCyMZcuWHXOMTz75pE5dJlVIq+HqtWlDUGwsnkWLaDR6tCYQiIhIrRUYGMj3339fqb6FhYUkJSXx1VdflUw0GDNmDI0bN+aJJ455HGudpJBWC4T/Lp7dD/yRw2vW0KBXL7fLERERqbTiNwaA9x4zHx8fQkNDj7vPL7/8wo4dOygqKqJDhw4AFBQU8MEHH5Cfn8+cOXNK+mZlZXHTTTcxe/bs6jkBF2lYphYI+e1v8QkLw7NwoduliIiIVEnx89A8Hg+jRo0iLi6uTNurr75Kz549S56T5vF4CAsLY8GCBfTp04fAwEAA/vKXvxAdHc2+ffvYu3dvyfK73/2OVq1auXuS1UQhrRbwqVePsMGDyFz1MQUHD7pdjoiISJWlp6fz5ptvMmXKFNLS0vj555/ZsGEDUVFR5Ofn07NnT3bu3AnAnj17mDlzJhMnTmTLli3cdNNNvPXWWyQkJGCMKTmmtZavv/6arl27unVa1UohrZaIiIuD/Hwyli13uxQREZEq6dixIy1atCAjI4M+ffpw0UUXMWTIEP7whz8wdepU2rZtS2xsLH369GHfvn34+PgwatQoYmJiuPLKK2nZsiXr16+nXbt2AKxbt44mTZoQHR1NvXr1uPrqq10+w+qhe9JqiXrt2xN44YV4Fi6k4cjby/xLQkREpCb75JNPCAoKIjQ09Lh/f3311VdER0djjOH5558HYPfu3cfsc9FFF7F7924KCwvx9/ev1trdpJG0WiQ8Pp685GQOf/ut26WIiIhUWtOmTQkLCzvhAMPll19+TJ+K9vHx8anTAQ0U0mqV0H7X4hMSgidhkduliIiISDVTSKtFfAIDCRs0iEMffURBerrb5YiIiEg1UkirZcLj47B5eWSuWOF2KSIicgZYa90uQU7Bqfz+KaTVMvXPO4/6XS8gPSFB/+OKiNRx/v7+HDlyxO0y5BQcOXLkpO+dU0irhSLi48lL+okj69e7XYqIiFSj6Ohodu3axeHDh/UP81rGWsvhw4fZtWsX0dHRJ3UMPYKjFgrt3599Tz6F552FBDnvMxMRkbqn+PVJu3fvJj8/3+VqpKr8/f1p3LjxCV+DVRGFtFrIJyiI0OsHkrF0GY0fmoJvWJjbJYmISDUJDQ096b/kpXbT5c5aKiI+HpubS8a777ldioiIiFQDhbRaqn7HjtTv1AnPwoW6T0FERKQOUkirxcLj48ndto2cDRvcLkVEREROM4W0Wiz0uuswQUGkJyS4XYqIiIicZgpptZhvcAPCrruOzPc/oPDQIbfLERERkdNIIa2WC4+Pwx45QuZ7mkAgIiJSlyik1XL1O3emXocOpC/UGwhERETqEoW0Ws4YQ0R8HLmJieRs/sHtckREROQ0UUirA0IHDsQEBuJZuNDtUkREROQ0UUirA3xDQgjt35+MlSspzMp2uxwRERE5DRTS6oiI+Djs4cNkvr/S7VJERETkNDhhSDPGvGqM2W+M2VyqrZsxZrUx5ntjzFpjTA+nvY8xJsNp/94Y85dS+/Qzxmw1xiQZYx4s1d7aGPN/Tvs7xpgAp72e8znJ2d7qdJ54XVO/a1fqtW+PZ6GemSYiIlIXVGYkbS7Q76i2Z4G/WWu7AX9xPhf70lrbzVkeAzDG+AIvAv2BjsDNxpiOTv9ngOette2AdGC00z4aSHfan3f6SQWMMYTHx5OzeTM5P/7odjkiIiJyik4Y0qy1XwAHj24GQp31MGD3CQ7TA0iy1u6w1uYBC4DBxhgDXAUscvq9DtzgrA92PuNsv9rpLxUIG3Q9pl49vYFARESkDjjZe9LuBf5hjNkJ/BOYUmrbJcaYDcaYD4wxnZy25sDOUn1SnLZGgMdaW3BUe5l9nO0ZTv9jGGPucC67rj1w4MBJnlLt5xsWRmi/fmSueJeiw4fdLkdEREROwcmGtPHAH6y1LYA/AHOc9u+Ac6y1XYEZwLJTL/HErLWzrLWx1trYqKioM/GVNVZ4fBxF2dlkfvCB26WIiIjIKTjZkDYCWOKsJ+C9nIm1NtNam+Wsvw/4G2MigV1Ai1L7xzhtaUC4McbvqHZK7+NsD3P6y3EEdu9OQNu2mkAgIiJSy51sSNsN/MZZvwrYDmCMaVJ835gz49MHb7D6FmjvzOQMAG4CVljve4w+BYY5xxoBLHfWVzifcbb/x+q9RydU/AaCIxs2kLN1q9vliIiIyEmqzCM43ga+Ac4zxqQYY0YDY4HnjDEbgCeBO5zuw4DNTvt04CbrVQDcBXwEJAILrbXF7zD6E3CfMSYJ7z1nxZdO5wCNnPb7gJLHdsjxhQ4ahPH312iaiIhILWbq2uBUbGysXbt2rdtluG7X5AfI+vxz2n/xOT6BgW6XIyIiIuUwxqyz1saWt01vHKijwuPjKDp0iMyPPnK7FBERETkJCml1VNDFFxPQqpUueYqIiNRSCml1lDGG8Lg4jnz3Hbnbt7tdjoiIiFSRQlodFjbkBvD3x7No0Yk7i4iISI2ikFaH+TVsSGjfa/AsW05Rbq7b5YiIiEgVKKTVceFxcRRlZHDo3/92uxQRERGpAoW0Oi6oZ0/8W7bUBAIREZFaRiGtjjM+PoTHDePwt9+Su+Nnt8sRERGRSlJIOwuEDxkCfn54EjSaJiIiUlsopJ0F/CIjCbnqKjKWLqUoL8/tckRERKQSFNLOEuHx8RR6PGR9/LHbpYiIiEglKKSdJRpcegn+zZuTrgkEIiIix/VL5i889OVDfLv3W1frUEg7S5RMIFi9mrxffnG7HBERkRrn18xfefirhxm0bBCrfllFcmayq/UopJ1FwobcCL6+egOBiIhIKTszd/LIV48waNkgPkr+iN93+D0fDP2AuHPjXK3Lz9VvlzPKv3E0wVf2wbNkKVGTJmECAtwuSURExDU7D+1k1sZZvPvTu/j5+HFLh1sY1XkUkYGRbpcGKKSddSLi4sj6+BMO/edTQvtd63Y5IiIiZ1zKoRRmbZzFip9W4Gt8ufn8mxnVeRRRQVFul1aGQtpZpsHll+PXtCmehASFNBEROavsytrFvzb+i+VJy/ExPtx0/k2M6jyK6KBot0srl0LaWcb4+hI+bCipM14gLyWFgJgYt0sSERGpVqXDmTGGuPPiGN15NI0bNHa7tONSSDsLhQ8dSuqLL+FJWET0H+51uxwREZFqsSdrD7M2zWJZ0jIMhmHnDmN0l9E0adDE7dIqRSHtLOTfpAnBvXvjWbKYqLsmYvz93S5JRETktNmTtYfZm2azJGkJBsPQ9kMZ02VMrQlnxRTSzlLh8fFkTfiMrM8/J+Saa9wuR0RE5JTtzd7L7E2zWbx9MQA3truRsReMrXXhrJhC2lkquPcV+DVuTPrChQppIiJSqxWHsyXbl2CxDGk3hLFdxtI0uKnbpZ0ShbSzlPHzI3zojaS+PJP8Xbvwb97c7ZJERESqZF/2PuZsnsOibYuw1nJD+xsY22UszYKbuV3aaaGQdhYLHzqU1Jdn4lm8hKi7J7ldjoiISKXsP7yfOZu84azIFjG43WDGXjCW5sF1a8BBIe0s5t+8OQ2uuBzP4sVEThiP8dN/DiIiUnMdOHyAOZvnkLA1gUJb6A1nXcYSE1I3Hyelv5XPcuFxceyadDdZX3xJyFVXul2OiIjIMVKPpDJn0xwStiVQUFTAoLaDGHvBWFqEtHC7tGqlkHaWC+nTB9+oSDwJCQppIiJSo6QeSeXVza+ycOtCCooKGNhmIOMuGEeL0LodzooppJ3ljL8/4TcOJe1f/yJ/7178m9TOacoiIlJ3pB5J5bXNr7Fw60LyivJKwlnL0JZul3ZGKaQJ4cOGkvbKK3gWLyZq4kS3yxERkbNU2pE05v4wlwVbFpSEszsuuINzQs9xuzRXKKQJAS1a0ODSS/EsWkzknXdifH3dLklERM4iB3MOMnfzXBZsXUBuYS4DWg9g3AXjaBXWyu3SXKWQJoD3DQS77r2X7K+/Jrh3b7fLERGRs0B6Tjpzf5jL21veJqcghwFtvOGsdVhrt0urERTSBICQq67Et1Ej0hcuVEgTEZFqlZ6Tzus/vM5bW94ipyCH/q37M67rONqEtXG7tBrFpzKdjDGvGmP2G2M2l2rrZoxZbYz53hiz1hjTw2k3xpjpxpgkY8xGY0z3UvuMMMZsd5YRpdovMsZscvaZbowxTntDY8wqp/8qY0zE6Tt1Kc0EBBA+5AayPv2M/P373S5HRETqIE+Oh2nfTaPf4n68uvlV+sT0YdngZTzT+xkFtHJUKqQBc4F+R7U9C/zNWtsN+IvzGaA/0N5Z7gBeBm/gAv4K9AR6AH8tFbpeBsaW2q/4ux4EPrHWtgc+cT5LNQkfNgwKC8lYstTtUkREpA7JyM1g+nfT6bekH3M2zaF3TG+WDFrCs795ljbhCmcVqdTlTmvtF8aYVkc3A6HOehiw21kfDLxhrbXAamNMuDGmKdAHWGWtPQhgjFkF9DPGfAaEWmtXO+1vADcAHzjH6uMc93XgM+BPVTlBqbyAVq0I6tULT0ICje4Yi/GpbIYXERE5VkZuBm/8+AZvJr5Jdn4217a6lnEXjKN9RHu3S6sVTuWetHuBj4wx/8Q7Inep094c2FmqX4rTdrz2lHLaARpba/c463uBxuUVYoy5A++oHS1bnl3PUDndwuOGsfv+yWT/9xuCL7/M7XJERKQWysjNYN6P83gz8U2y8rPoe05fxncdr3BWRacS0sYDf7DWLjbGxANzgGtOT1nHstZaY4ytYNssYBZAbGxsuX2kckL69sU3PBxPQoJCmoiIVElmXibzf5zP/B/ncyj/EH3P6cu4C8ZxXsPz3C6tVjqVkDYCuMdZTwBmO+u7gNLva4hx2nbxv0uXxe2fOe0x5fQH2GeMaWqt3eNcMtUd7dXMJyCAsCFDODhvHgWpqfhFRrpdkoiI1HCH8g4x/8f5zPtxHofyD3F1y6sZ33W8wtkpOpWbjnYDv3HWrwK2O+srgOHOLM9eQIZzyfIj4LfGmAhnwsBvgY+cbZnGmF7OrM7hwPJSxyqeBTqiVLtUo/C4YVBQgGepJhCIiEjFDuUd4uUNL3Pt4mt5acNLXNzkYhKuT2DqlVMV0E6DSo2kGWPexjsKFmmMScE7S3MsMM0Y4wfk4NwTBrwPDACSgMPASABr7UFjzOPAt06/x4onEQAT8M4gDcQ7YeADp/1pYKExZjTwCxB/UmcpVVKvTRuCYmPxLFpEo9GjNYFARETKyMrL4s3EN3njxzfIzMvkyhZXMr7reDo06uB2aXWK8U7CrDtiY2Pt2rVr3S6j1st49112P/BHWs59jQa9erldjoiI1ABZeVm8teUtXv/hdTLzMukT04fx3cbTsVFHt0urtYwx66y1seVt0xsHpFwhv/0tPn9/As/ChQppIiJnuez8bN5KfIvXf3ydjNwMfhPzG8Z3G0+nRp3cLq1OU0iTcvnUq0fY4EGkv72AxgcP4tewodsliYjIGXY4/3DJyJkn10PvmN6M7zqezpGd3S7trKCQJhWKiIsj/Y15ZCxbTqNRI90uR0REzpCcghwWbFnAnM1z8OR6uLz55UzoOoEuUV3cLu2sopAmFarXvj2B3bvjWbiQhiNvx3mlqoiI1FH5RfksS1rGzA0z2X94P5c2u5QJ3SbQNaqr26WdlRTS5LjC4+LYM2UKh7/9lgY9erhdjoiIVIMiW8RHyR/xwvoX+PXQr3SN6srTVzzNxU0udru0s5qerSDHFdrvWnxCQvAkLHK7FBEROc2stXyR8gXx78bzxy/+SD2/esy4agbz+s9TQKsBNJImx+UTGEjYoEF4EhIoeGgKfhERbpckIiKnwbp965j+3XS+2/8dMcExPHXFUwxoPQAfo/GbmkK/E3JC4fFx2Lw8MlescLsUERE5RYlpiYz/eDy3f3g7Ow/t5M+9/syKISsY2GagAloNo5E0OaH6551H/a4XkJ6QQMTw4ZpAICJSCyVnJPPi9y/yYfKHhAaE8oeL/sDN599MoF+g26VJBRTSpFIi4uPZ8/AjHFm/nqDu3d0uR0REKmlv9l5mbpjJsqRlBPgGMLbLWG7vfDuhAaFulyYnoJAmlRLavz/7nnwKzzsLFdJERGqB9Jx0Zm+azYItC7BYbjr/JsZ0GUNkYKTbpUklKaRJpfgEBRF6/UAyli6j8UNT8A0Lc7skEREpR3Z+Nm/88Aav//g6RwqOcH2b65nQbQLNgpu5XZpUkUKaVFpEfDyeBe+Q+tJLRN13Hz716rldkoiIOHILc71vCdg0h/TcdK5peQ13XXgXbcPbul2anCSFNKm0+h07EjqgPwdff4PMj/5N5J3jCL/xRkxAgNuliYictQqKClietJyXN7zMvsP76NW0F/d0v0fv16wDjLXW7RpOq9jYWLt27Vq3y6jTslev5sC06RxZvx7/Zs2InDCesMGDMf7+bpcmInLWKLJF/PuXf/Pi+hdJzkymS2QX7ul+Dz2b9nS7NKkCY8w6a21sudsU0uRkWGvJ/uorDkybTs7mzfi3bEnUxAmEDhyI8fV1uzwRkTrLWstXu75ixvoZJB5MpF14OyZdOIkrW1ypRyTVQgppUm2stWR9+ikHps8gd8sWAtq0IequiYT064fx0UMRRUROp/X71zN13VS+2/8dzYObM7HbRAa0HoCvj/5xXFsppEm1s0VFHFr1MakvzCB3exL1zj2XyEl3EXLNNfqXnYjIKdp6cCvT10/ni5QvaFS/EeO6jmNY+2H4++o2k9pOIU3OGFtYSOYHH5L6wgvkJSdTr2MHoiZNIrhPH4U1EZEq+jXzV174/gU++PkDQgJCGNV5FLecfwtB/kFulyaniUKanHG2oICMd98j9aWXyN+5k/pdLyBq0t00uOxShTURkRPYl72PmRtnsnT7UgJ8A7i1w63c3ul2wurpGZV1jUKauMbm5+NZupTUl2dSsGcPgbEXecNazx5ulyYiUuN4cjzM2TyHt7e8TaEtZFj7YYzrOk5vCajDFNLEdUV5eXgWLSLt5ZkUHDhAUK9eRN19N0HdL3S7NBER12XnZzPvx3m8/sPrZOdnM7DNQCZ0m0BMSIzbpUk1U0iTGqMoJwfPO++QOutfFKal0eCKK4i6exKBXbq4XZqIyBmXV5jHwq0L+demf3Ew5yBXtbiKSRdOol1EO7dLkzNEIU1qnKLDh0l/6y3SZs+h0OMh+Moribp7EvU7dHC7NBGRaldQVMC7P73LyxteZk/2Hno26cnd3e/mgqgL3C5NzjCFNKmxCrOySZ/3BmmvzaUoM5OQ3/6WqEl3Ua99e7dLExE57ay1rPplFS98/wI/Z/xM50adubv73VzS7BK3SxOXKKRJjVeYmcnBuXM5+PobFB0+TOiAAUROnEi9Nq3dLk1E5JRZa/lm9zdMWz+NH9N+pE1YGyZdOImrW16tGe9nOYU0qTUK0tM5+OprHJw/H5ubS9igQUROGE9Ay5ZulyYiclI2HNjAtO+m8e3eb2naoCkTu01kYJuBekuAAAppUgsVpKWR9q/ZpL/9NrawkPAhNxA5fjz+zZq5XZqISKVsS9/GjPUz+GznZzSs35A7LriDuHPjCPANcLs0qUEU0qTWyt+3n7RZs/AsXIgFIuKG0WjcOPwbN3a7NBGRcu08tJMXv3+R93e8TwP/BozsPJLfd/i93hIg5VJIk1ovf/duUme+gmfJEoyPDxE330SjsWPxi9QDHkWkZjhw+ACvbHyFxdsW4+vjyy0dbmF059F6S4Acl0Ka1Bl5KSmkvvQyGcuXYwICaHjrLTQcPRq/iAi3SxORs1RGbgavbn6VtxLfoqCogBvb38i4ruOIDop2uzSpBRTSpM7JS07mwIsvkfnee/gEBhIxYjiNbr8d3zD9i1VEzozD+YeZnzifuZvnkpWfxYA2A5jYdSItQlu4XZrUIgppUmflJiVx4IUXOfThh/iEhNDw9hE0HDEC3+Bgt0sTkToqrzCPhG0JzNo4i4M5B+kT04e7LryL8xqe53ZpUgudUkgzxrwKDAT2W2s7O23vAMX/NYYDHmttN2NMKyAR2OpsW22tvdPZ5yJgLhAIvA/cY621xpiGwDtAKyAZiLfWphvvg2OmAQOAw8Dt1trvTnSyCmlnp5wtWzgw4wWyPvkE37AwGo4eTcNbb8GnQQO3SxOROqKwqJD3drzHS9+/xO7s3cQ2juWe7vfQLbqb26VJLXaqIa03kAW8URzSjtr+HJBhrX3MCWnvVdBvDXA38H94Q9p0a+0HxphngYPW2qeNMQ8CEdbaPxljBgCT8Ia0nsA0a23PE52sQtrZ7cimzRyYMZ3sL77Et2FDGo0dS8TNN+FTv77bpYnUSgVFBfyY9iOFthAf44Of8cPH+ODr44uvcZZy1n2MD34+fmX28TE+tfLBrdZaPvn1E2asn8GOjB10aNiBe7rfw6XNLq2V5yM1yylf7qwofDmjXb8CV1lrtx+nX1PgU2vt+c7nm4E+1tpxxpitzvoep99n1trzjDGvOOtvO/uU9DterQppAnB4/XpSZ8wg+7/f4BcVRaNx4wiPj8MnQM8nEqmMnZk7WZK0hOVJyzlw5MBpO+7xwpyv8S2zfnQA9PGpICQ6/UoCoU8ljlU6RB6nXxFFLNm2hM1pm2kV2opJF06i7zl9Fc7quvwcWD8P2vSByOp9TeHxQprfKR77CmCftXZ7qbbWxpj1QCbwiLX2S6A5kFKqT4rTBtC4VPDaCxQ/AKs5sLOcfY4JacaYO4A7AFrqyfQCBF14IS1ffZXsNWtInT6DfX//O2mzZxN5552E3zgEo7Amcozcwlz+8+t/WLxtMf+39//wMT70bt6b69peR2hAKEW2iMKiQgqts5SzXmSLKCgq8PY9Tr/Sbcfd56h9i2wRBbaAvMK8stsqsc/R9RfZokr9XJo0aMJjlz7G9W2vx8/nVP/alBot7zCsmwtfT4OsvdDnIejzJ9fKOdX/2m4G3i71eQ/Q0lqb5tyDtswY06myB3PuUavyTAZr7SxgFnhH0qq6v9RdDXr0IGjeGxz+5hsOTJvO3kcfJe1f/yJywgTCBg/C+OkPXJGk9CQWb1/MuzveJSM3g+bBzZl04SQGtx1M4wZ198HR1tpKhczowGj8ff3dLleqU24WfDsbvnkBsg9AqyvgxlnQurerZZ3031DGGD/gRuCi4jZrbS6Q66yvM8b8BJwL7AJiSu0e47QB7DPGNC11uXO/074LaFHBPiKVZoyhwaWXEnTJJWR/8QUHps9gz8MPkzZrFpF3TSR0wACMr96hJ2eXw/mH+Sj5IxZvX8yGAxvw8/Hj6pZXM7T9UHo27YmP8XG7xGpnjMHP+OGHH+iPgLNTTgb83yxY/SIcSYe2V0HvP8I5l7hdGXBqI2nXAFustSWXMY0xUXgnARQaY9oA/5+98w6Pqsz++Odm0nvvHVLogQRCh1BUioBEUUEF3d/uyurada3rquuu69p11dW1gAqKghVRKYGETkIvCQHSeyPJZDL9/f1xJyEISEsyk3A/z5MnyZ1bzjBk5nvPe873xAEnhBD1kiQ1SZI0Erlx4DbgTcth3wELgRcs37/tsP1uSZI+R24caDxfPZqCwm8hSRLuEybgNn486vXrqXnzLcoffoTa//6XgLvvxuOqq5Dszv3BdPzkcb4//j0CIRdAI7UXQ3f86ri97WdJktprXiRJwg6707afdozl8fZ9z3EuO+Sf2+prznfeEQ4GgwAAIABJREFU9i/sfvO854rRTrLDwU7JJvRkhBAcrjvMV/lfsaZgDS2GFmK8Yngo5SGu7XMtvs6+1g5RQaF70NTDjndh+7uga4S4q2HCIxB+1tIwq3FekSZJ0nJgIuAvSVIp8LQQ4gPgJk5f6gQYDzwrSZIBMAN3CiHqLY/9iVMWHGssXyCLsxWSJP0OKALmWbb/iNzZeQzZguP2S3h+CgpnIEkSHlOm4D5pEs2//ELNm29Rdt/9OCUkEPDnu3GfPPmMouAdFTu4L+M+Wo2t7cXEQgjMwozgyllh7+/Xn7SINCZFTiLOO04pnu4hNOmbWH1iNSuPriSvIQ9nlTNXRV/F9fHXkxSQpLyOClcOLbXykubO/4G+GRJnwviHIdQ2bVQUM1uFKx5hMtH044/UvPUWhqJinAcMIOCeP+M2fjySJLGmYA2Pb36caM9o3pnyDsFuwacfLwQCi2ATAjNycXLbto7b23+2bD9jG796/Czbfn1ekzCd/fwXea5znb/tvK3GVnZU7GB/zX4EgjD3MCZFTiItIo2hgUOVgmobQwhBTlUOq/JX8UvRL+hMOvr59iM9Lp3psdPxcPSwdogKCt1HcxVsfQOyPwRDKwyYI4uzoAsum+8ylIkDCgoXgDAaafz2O2rffhtDWRkuSUnsnZXIU/ovSQ5O4Y1Jb+Dp6GntMK1ObWstG0s2sqF4AzsqdqA36/F28mZ8+HgmRUxiVOgoXB1crR3mFUtdax3fH/+elfkrKWwqxN3BnRmxM5gbN5f+fv2tHZ6CQvfSWCZ3au5eAiY9DLoBxj0IAbYzHUIRaQoKF4HQ62lYtYrCN17Cpb6Fijgfhj35Et6po60dms3RYmhhS9kWMkoyyCzNpEnfhJPKiVEho5gUOYnx4ePxc/Gzdpi9HrMws618GyvzV5JRkoHRbGRo4FDS49KZGjVVEc0KVx4ni2Hzq7DnUxBmGHITjH0A/PpYO7IzUESagsJFoDfpeXLLk6zN/5G/VCQz7OcCTDU1uI0eRcA99+CSZJu1C9bGYDawu2o3GSUZbCjeQEVLBRISQwOHkhaRRlpkGlGeUdYOs1dR2VLJ18e+5pv8byhvKcfbyZtZfWaRHpdOrHestcNTUOh+6o7D5ldg3+eABENvgbH3g4/tvvcoIk1B4QJp1jdzf8b97KjcwQPJD7BowCKETkfD8s+pe/99TPX1eM+bR+DDD6HyUGp6zoUQgryGPDYUbyCjJIPc+lwA+nj1IS0yjUkRkxjgP+CKsHnobAxmA5mlmaw8upIt5VswCzMjQ0aSHp/OpIhJOKoUo2aFK5Cao5D1Ehz4EuwcIHkRjLkXvMLOe6i1UUSagsIFUK2pZvG6xZw4eYJnx8ju4h0xt7RQ89Z/qF+yBHs/P4Kf/iseU6ZYKdqeRZm6jI0lG8koziC7KhuTMBHgEtCeYRsRPEIRF+ehuKmYVfmr+Pb4t9S21hLoEsjsvrOZGzeXcI/w859AQaE3UnUYMv8Nh74GBxdIuQNG/xk8gs9/rI2giDQFhfNwovEEi9cu5qTuJK+mvcro0HPXn7UeOEjFk0+iy8vD46qrCHryCRwCA7sx2p5No66RzNJMMkoy2Fy2mVZjK24ObowNG0taRBrjwscpDRoWdCYd64vWszJ/JTsrd6KSVIwLH0d6XDpjw8YqHbUKVy4V+2DTi5D7Azi6w4jfw6i7wc3f2pFdNIpIU1D4DfZW7+XuDXdjL9nz9pS3L6gDThgM1H34EbX/+Q+SkxOBjzyM9/XXK35TF4nOpGNHxQ42FG9gY8lG6rR12Ev2pASntNt7/Nry5EogvyGfVfmrThvTlB6Xzuy+swl0VW4IFK5gSrNlcZb/Mzh5wcg7IfVOcO25RsyKSFNQOAcbijfwSOYjBLsF886Ud4jwiDj/QR3QFRRQ+den0ezaheuIEYQ8+wyO0dFdE2wvxyzM7K/ZT0ZJBhklGRQ0FgBXjoGuxqDhp8KfWJm/kv01+3Gwc5DHNMWnMyJ4hFK/p3BlU7QNMl+E4xvAxQdG3gWpfwBnL2tHdtkoIk1B4SysyFvB8zueZ6DfQN6a/BY+zj6XdB5hNnPyq6+o/vdLCL0e/7vuwu/2RUgOygily6GgsaC9U7SjgW6bYOsNBrpCCA7VHeKro/KYJo1RQ6xXLOlx6Vzb59pL/j+p0HkIsxkkqdfeHNg0QkBhlpw5K8wCV3+53mz478Cp9zRuKSJNQaEDQgje2vsW7+1/jwnhE3hx/Iud4iNlqKqm6u9/p3ntWpz69SPkuedwGWh9N+veQJuBbkZJBtvLt/d4A91GXaM8pil/JUcbjuJi78LV0VeTHpfOkIAhiiCwAQxVVTR8toyTX3yB5OSE57RpeM6cgfPAgcrr09UIAcfXw6Z/Q8l2cA+WOzWTF4Fjz/k7v1AUkaagYMFgNvDctuf4+tjXzI2by1Mjn+r0bEzTL79Q9dzfMdbV4btoEQF/vhs7F5dOvcaVjMagYUv5FjKKM9hUuuk0A920yDQmhE+wSQPdtjFNK/NXsrZoLTqTjv5+/UmPS2dazDRlTJON0HrwEPVLltC0Zg2YTLhPngRmgTorCwwGHKIi8Zw+Ha8ZM3Dq29fa4fYuhICjP8ndmmU54BkOY++DobeCg7O1o+syFJGmoID84f7QpofIKsti8ZDFLB6yuMvuiE1NTVT/+yVOfvklDhERhDzzN9xGKxMLOhuD2cCeqj1sKNlARnEG5S3lSEgkBSYxKWKSTRjo1rbW8v3x71mVv+q0MU3pcen08+tn1dgUZITJRPOGDdQvWUJrdg52rq54XZ+O76234hgh16maGhtpXruWxtWr0ezYCWYzTgkJeM6Ygef06TiG274fl81iNstdmpn/hsr94B0F4x6AIfPBvvdb8ygiTeGKp15bz13r7uJw/WGeGvkU18df3y3Xbdmxk8q//hV9URFe111H0F8eQeXt3S3XvtJoM9DNKJYbD47UHwGsY6BrMpvYVrGNVfmryCjOwCiMDAscRnq8PKbJxV7JrNoCJrWaxlWrqP/kUwwlJTiEhuJz6614X5/+m2bVxpoamtb8RNPq1bTu2weAS1KSLNimXYO9f8+zgbAKZpPsb5b1MlQfBt8+8lzNwfNAdeXU9CoiTeGKpqSphDvX3Um1ppp/T/g3EyMmduv1zVottW+/Q90HH6Dy9ib4icfxmDZNqWvpYsrV5XKn6K8MdCdGTGRS5KQuMdCtbKnk6/yv+frY11S0VODj5MOsPrOYGz+XWC9lTJOtoC8to+GTTzi5ciVmtRqXYcPwXbgQj8mTkOwvrvxBX1pK0+ofaVq9Gt3Ro2Bnh9vIVDxnzMBj6lRUnorn3xmYjHDwK8h8CerywT8Bxj8MA+eCncra0XU7ikhTuGI5VHeIP637E2Zh5s1Jb5IUaL25m9rcXCqeeBLtoUO4p6UR/NencAgJsVo8F4zZBMXb4UQGRI6CPpOghwnMrjTQNZgNZJZk8lX+V2wp2wLAqNBRzI2by6SISThcQRkBW0YIQeuePdR/vITmdetAkvC85hp8F96Gy+DBnXINXX4+jatX07T6RwwlJUgODriNH4/XjOm4p6UptalGPez/HLJegYYCCBoI4x+CfrPBzvoWMzqjifoWPXVqPbVqHXVqPQPCPEkM7lqhrYg0hSuSLWVbuH/j/fg4+fDu1HeJ8YqxdkgIo5H6Tz6l5vXXkVQqAh58AJ+bbkKygTeo0zCb5a6qQ1/D4W9BXXXqsdCh8pJEwgybeGO9WNoMdNuybB0NdNvsPS7EQLeoqUge03TsW+q0dQS6BDInbg7X9b1OGdNkQwiDgaaff6F+yRK0Bw5g5+WFz7wb8FmwAIfgrjFKFkKgPXCAptWrafpxDcaaGiRXVzwmT8ZzxnTcR49Gcuz9tVbtGHWw5xPY/Bo0lkBIEkx4BOKndel7iNksONlqoE6to1atp65FFl51ah21LfL3OrWeuhZZlDVrjWec4+GrE7grrWsbRBSRpnDF8d3x73h6y9P09enL25PfJsA1wNohnYa+pITKp/9Gy9atuAwdSsjfn8OpTx/rBmU2Q8mODsKsEuydIW4qDLgOYtPgyPew+VX5LjggEcY+AAPTQdUz/crMwsyB2gPtg+DbDHT7+fZrn3gQ7xPfvjStM+lYW7SWVfmr2FW5C5WkYnz4eNLj0hkTNqbH+7b1JkyNjTSsWEHDZ8swVlbiGBWFz8Lb8J4zBzvX7rNxECYTml3ZsmD75RfMjY2ovLzwuPpqPKdPx3V4CpKqly7xGVohZwlseR2ayyF8OEz4C/SdcknZeCEEGr1JznR1EFxtIquugxCrVetp0Ogxmc/UOHYS+Lo54ufmhJ+7I37uTvi5OeLf4Wc/dyf83R0J9HDGxbFrXx9FpClcMQgh+ODgB7y++3VSQ1J5beJruDu6WzussyKEoPHbb6n+5wuYNRr87vwj/r//fffeYZvNULoTDn0Dh7+B5gpQOZ0SZvFXn2kaaTLK+7YV+3pHyR5GSQt6fJt8m4FuRnEG+2r2nWagaxZmfjjxA036JsLdw0mPT2dWn1nKmCYbQ1dQINebff0NorUV15Ej8V14G+4TJlg9Yy30etSbt9C0ejXNGzYgWluxDwzEc9o1eM6c2Xs82HRqyP4Qtr4JLdUQNUauOYudeIY4M5jM1J9DZLUJsI6ZMK3BfNZLejjZnya42kRW289+7o74Wx7zdnVEZWc7/86KSFO4IjCZTbyw8wU+z/uc6THT+fuYv/eIeiBjXR1V//gnTatX4xTXl+Bnn8V16NCuu6DZDGXZcsbs0DfyHa7KSb67HXAdJFxzYW7eZrPsaZT1kuxp5B4Mo++G5NvByTaF8cVQ21rLppJNZJRksK18GwLBlMgppMenMzx4uDKmyYYQQqDZsYP6j5eg3rgRycEBz5kz8V14G86JidYO76yYNRrUGzfSuPpHWjIzEQYDDpGReM7owR5s2ibEzvcR297CrrWexpAxHIm7k3zXIR2WFnXtAqxWraex1XDWUzmoJFlUuZ/KePl3EGB+7o74W7b7ujni7NBzs5GKSFPo9ehMOh7NfJR1xeu4fcDt3Jd8X6d/iJ7U6Cmq0zAg1BN7Ved/QDdnZFD5zLMYq6rwWbCAgPvuQ+Xu1jknF0IeTNy2lNlUCirHU8Is/hpwvsTiWCGgYJOcWSvIlOfqpS6W5+q59I6xRhqDBrMw22xW9krFrNfT9P0P1C9dii4vD5WvLz433YTPzTdhH2BbJQ6/hamxkeZ162havZqW7TtszoNNazCdlumSRdapTJemqZZxdSu5VvsdXqjJMA3hTeN17Bbxp53Hx9Whw9LirwXY6VkwT2f73pFVvAAUkabQq2nUNXLPhnvYU72HR4Y/wi39b+m0cwshyC5qYNmOYlYfqEBvNOPt6sCkhECm9A9ifHwA7k6dV4dkUrdQ8+qrNCxbhn1IMCFPP437hAmXGryc4WoTZo0lsjDrM/lUxqyzhxOX7JLF2tE14Oguz9gbeRd4BHXudRSuaIx1dTQs/5yG5csx1dXhFBeH76KFeM6ciZ2Tk7XDuyxsxYNNZzTxytqjLNteTLPuzIJ6gFDHFu50/Il00xrchIZDHmPJifo/DMFJlqXGtpovR3xdHbvk5rY3oIg0hV5LZUsld669k+LmYv4x7h9cE31Np5y3UWNg1Z5Slu0oJr9ajYeTPdcNC2NYpA+Z+TVsyK3mpMaAo8qOkX38mNpPFm0hXp3TYq/ZvYeKp55Cf/w4njNmEPTE49j7+p7/QCGgfLdlKfNbaCwGOwfo2ybMpnW+MDsblQflBoNDq2RhOPRWGHMPeEd2/bUVei3ao0flkU3f/4DQ63GbMB6/hQtxHTWqV2Zd9KWlNP24RvZgy8vrNg+2IxVN3P/FXnIrm7l2SCj9Qjzalxb93J0IkBoJPPg+DjkfgkED/WfLVhrBg7oknt6OItIUeiVHG46yeN1iNAYNb0x6g+HBwy/rfEIIdhefZNmOYn7YX47OaGZIhDcLRkQyc0gIro6nMmZGk5mcogbWHali7eEqCus0AAwM82RKvyCm9AtiQKjnZX1wmPV66t57n9r//heVmxtBjz2K56xZZ55TCCjfY8mYfQMnLcKsT5pFmE0HFytNOag7Dlteg73LAQGD5sHY+yEg/ryHKigACLOZlqws6pcsoWXrNiRnZ7zmzMb3tttwir1yDIJ1x47JHmw/rO4yDzaTWfB+1gle/iUPLxdHXrx+EJMSO2TBmyrkTs2cj8Gkkzu7xz0EgbZZ99dTUESaQq9jV+Uu7t1wLy72Lrwz9R3ifS79Q79Ja+CbPWUs21FMbmUz7k72zE4KZX5qJANCz591EkJwvKalXbDtLm5ACAj1cmZKf1mwpcb64mR/aYWtuvx8Kp76K6179+I2ZgzBzzyDY1goVOw9Vfx/sgjs7GWbjAHXQeJ026oHayyFrW/Jb+5GLfSfJXuthQyxdmQKNoq5tZXGb7+lfslS9AUF2AcG4rNgAd7zbsDex4b+b3cz5/RgmzRJ9mAbM+aSOsRL6jU8uGIfOwvrmTYwmOevG4Svm+U8J0vkm63dS2Vz6yE3yfY7/j2wucEGUUSaQq/i58KfeSzrMSI8Inh3yruEuF+8a78Qgr0lctbs+/3laA1mBoV5MT81kllDQnG7jDqzWrWODbnVrDtcRVZ+La0GE+5O9kyID2BK/0DSEgLxdr24N1FhNtOwbDk1L7+EMBkISAHf8BJ5hE3sxFMZM9cLWBK1Juoa2PEO7HwfdE3Qd6os1qJGWTsyBRvBUFVFw2fLOPnFF5gaG3EeMECuN7v66ivLAPYCOKcH21VX4TljxgV5sAkh+DK7lOe+P4C31MJTk0OYGu2ApD0Jmnoo3mrJhANJ8+VMuK/1jcF7E4pIU+g1fHbkM/61818kBSbx5qQ38XK6uPqqZq2Bb/aWs2xHMUcqmnB1VMlZsxFRDArv/FotrcHE1uO1rD1cxboj1dQ061DZSaRE+TC1fxBT+wcR5fcbHZxCQOUBS8bsawylxVTkeNNS7oRzbAgh/3gB56QRnR53l6NtlIXa9rdBUyf7KI17QG5q6IW1RQrnp/XgIbnebM0aMJnwmDIZ34ULcUlO7pX1Zp2N0OtRb9lC0w8dPNj8vPEck4TnyDicQ12RWhugtQFa66G1AYO6jobaKpwMJ/GSNGc/scoJht0meyF6R3Tvk7pCUESaQo/HLMy8lvMaHx36iMmRk3lh3As421+4cer+Ujlr9t2+cjR6E/1DPJmfGsnspFA8nLvHS81sFuwva2Td4SrWHakit7IZgLhA9/Zl0aER3thJQNXBU0uZ9cdBUkHMeBhwHSJhBk2bdlD1/D8wNTXh93+/w3/x4p7Z1abXwO4lsOUN2a8tJEnOrCXO7JEjpxQuDmEy0bx+PfVLl9KanYOdqyte16fje+utOEZc4YJACNCr5WxWB2El/37yV793eLy1AbNBoC53orHIhZYKZ4RZwsHdiGdkK15xKpxCvWnEg0MNKmrNbvSJDKd/bDSSq6+cjXfxARdfuZbVPahX+B7aMopIU+jRGEwGntr6FKtPrObGhBt5bMRjqOzOX9+l1hn5bm85y3YWcbCsCRcHFdcOCWF+ahRDwr2sfndeXKdh3RFZsO0oqCNOFHO98y5mO+wkQF+CkOyQLMKMxGvBze+0440NDVT/60Uav/kGx+hoQp57Ftfhl9c8YTWMOtj/hdwRWn8C/BPkzNrAdOgBhsQKF4dJraZx5UrqP/kUQ2kpDmFh+Nx6C97p6ag8LsBIuSchhDwe6Vyi6pyiqwHMZzd6BcDRQxZTrj4dRJXPr0SWDyazE807jtCUsY2WXbvBbKY+KJJv/QZQMWwcT/1+CvFBvezfvIehiDSFHkuLoYX7Mu5je8V27h12L78b+LvziquDZY0s21nMt3vKaNGbSAz2YEFqJLOHhuHZTVmzC0IIqD4Ch77GdHAVqvpjmLFjpxjAt8YRZEipDIyLZUq/ICb3CyLA4+yZMvWWLVT+9WkMZWV433gjgQ892HM/6NpHTr0C1Ydky44x90LSLT1+5JQC6EvL5JFNK1diVqtxGTYM34UL8Zg8Sa6vtHWMunOIrPOILpPu3Oe0d+kgrHzOKrRO+93VF5y9wf7i6/N2Zh/lhzc/JSl/J/3qiwBwGTLklAdbDzIA7k0oIk2hR1LbWsuf1v2Jow1HeWb0M8zuO/uc+2r0Rr7fJ9ea7SttxNnBjpmD5Q7NoRHeVs+anYZFmHHoG6jNA8kOose2Z8z0zn7sLKhv7xYtO9mKJEFShDdT+sl1bHGB7qc9J7NGQ82bb1G/ZAn2/v4E//UpPKZMseKTvEzMZsj/GTJfkkdYuQfBqLsh5Q5l6aWHIYSgdc8e6j9eQvO6dWBnh+fVV+O78DZcBg+2dnjnRq+BI9/Bvs+hNl8WXYZz1G2B7Ad4hqg6n+jyAYfO8Vb8LXRGE6/8cpT3sk4Q6evKK/OSGKTS0PTjj6d5sLmmjsCrzYPNqxv8FBUARaQp9EAKGgtYvG4x9dp6Xpn4CmPDxp51v8PlTSzbWcQ3e8pR64zEB7kzf0Qk1w0Nx8vVhrJm1blyhujQ11CTC0gWYTYH+s0C97MP6RZCkFvZ3F7Htq+0EYAoP9d2P7bh0T7tTt6tBw5S8eST6PLy8Lj6aoKeeByHwB48AFwIedRU1svy6CkXH0i9E0b8wfY7Wa9whMFA08+/UL9kCdoDB7Dz8sJn3g34LFiAQ3CwtcM7O0JA6S7Y8wkc/Br0zeATDZGjTxdWZxNdDq422fTS0Zh2fmokT0zvd0b3ersH2+ofMRQXg4MD7uPG4TljOh5padi5ulop+isDRaQp9Cj21ezj7vV3YyfZ8fbktxngP+C0x1v1Jr7fX87yncXsKT6Jo70dMweFMD81kuQoH9vJmtXkydmyQ19DzRFAkrsY24TZJYxKqmzUsj63inWHq9hyvA690YyXiwNpCQFM6R/EhPgA3FVQ9+FH1P7nP0jOzgQ98jBe6em28+9yqZTsgs2vQN6P8siplDvk7JoycsqmMDU20rBiBQ2fLcNYWYljVBQ+C2/De84c2/2wb6qA/Z/Dns+gLl8WXP3nwNAFskDrgU0sJrPgvcwTvLI2D29XR15MH0xa4m/fsAkh0B48SNMPq2laswZjdTWSoyMugwfjMjwF1+QUXJKSOm+msAJwmSJNkqQPgZlAtRBioGXbF0CCZRdv4KQQIsny2GPA7wATcI8Q4mfL9muA1wEV8D8hxAuW7THA54AfkAPcKoTQS5LkBCwFkoE64EYhROH5nqwi0no2G0s28vCmhwlwDeC/U/5LhOepDq+8ymaW7Shi1Z4ymrVG+gS4MT81ivRhYRftO9Zl1Oa322VQfRhZmI2WlzL7XQsenZdBaNEZycqvZd2RKjbkVlPfosdBJTEy1o+p/YOY6KZF/PsfaHbtwjU1lZBnn8ExKqrTrm81Oo6csnOAYbfC6HvApxc8tx6MrqBArjf7+htEayuuI0fiu/A23CdMQLJFkWPUQd4a2PsZHFsHwgyRoyBpgXwj5dRD6zqRjWkfWLGXXYUNZxrTXiDCZEKTnYM6IwNNTg7aw4fBZAKVCud+/XBNScE1JRmX5OQr2ly4M7hckTYeUANL20Tarx5/GWgUQjwrSVJ/YDkwAggF1gFtVvBHgalAKbALuFkIcViSpBXAKiHE55IkvQvsE0K8I0nSn4DBQog7JUm6CbhOCHHj+Z6sItJ6LiuPruTZ7c/Sz7cf/5n8H/xc/NAaTKzeX8GyncXkFDXgqLJj2qBg5o+IZESMr21kh2qPnRrJVHUQkOQ3+7aMmefFm+1eLCazYHdxA+sOV7H2SBUnaloAGBDszsKTBxj4/RLsjAb8774Lv0WLkBxsaCn4Uuk4ckqYYfA82QVdGTnVbQgh0GzfTv3HS1Bv2oTk4IDnzJn4LrwN50QbHRVUsU/OmB1YIRf2e4RC0s2yOPPrY+3oLgshBCuyS3j2+8PYSRLPzB7AdUPDOuV90tzSgmbvXjTZ2bRm59C6bx9CrwfAsW8fWbQly8LNIaTr3/N6E5e93ClJUjTww69FmiS/8sXAJCFEviWLhhDin5bHfwb+Ztn9b0KIqy3bH7NsewGoAYKFEEZJkka17dd2rBBimyRJ9kAlECDOE7Ai0noeQgje3fcub+97m7FhY3l5wsuUN5j4bEcxq3aX0dhqINbfjZtHRJKeHH7Rd4RdQt3xU8X/VQfkbREj5YxZ/1ngGWrV8I7XqFlvaTzIKWrAW9PIA0e+I7l4H4aYvkS/8DyeQ2y4aPtiaCyDbW9B9kfyyKl+18pea6FJ1o6s12LW62n6/gfqly5Fl5eHytcXn5tvxufmm7D397d2eGfSUieLsj2fyX+vKidInCEvZ8amwQVY+tg6Nc06Hlu1n3VHqhkV68dL84YQ5t11TQlmvR7twYNodmWjycmmNWc35hb55tAhLAzXlBRcUpJxTUnBMTraNm6obZSuFGnjgVfaTi5J0lvAdiHEp5bfPwDWWHa/Rgjxf5bttwKpyAJuuxCir2V7BLBGCDFQkqSDlmNKLY8dB1KFELVnie8PwB8AIiMjk4uKis77nBRsA6PZyN+3/52V+Su5NnY2yW6/54ud5ewsrMdBJXH1gGDmp0YyKtbP+n/kmnrI+UgWZ5VtwizVspQ5C7zCrBvfOahT68jIq2Hd4Sp0Gev53e6VeOua2Zs6Dbc/Lmbi4Eh8bEH4Xi4ttbD9Hdj5nmXk1BTLyKnR1o6s12Csq6Nh+ec0LF+Oqa4Op7g4eWTTzJm2Z6ZsMsLx9bDnU3lZ02yQzZKH3iL77/WixpNfDlXy2KoDNOuM/OWaRG4fHY2dXfe+XwqTCV1eHprsbDTZOWiyszHV1wOg8vPDNTm5fYnUKSHhvOOqriS6UqS9AxwTQrxs+d0qIq0jSiat59BqbOXhTQ+zqXQT/V2uIy93DCfcsxQUAAAgAElEQVQ1RqL8XLl5RCTXJ4fj724jb/zNlbB0ttyZGT7iVMbMK9zakV0UWoOJ7fsKaXr9VeJ2rafC1Y83h16Pw4hUpvYLYkr/IGL8e3hRsLYRdv0Ptr0Nmlq58Hvcg9BXGTl1sZzU6Pl8Vwm5W3Yz58RmgnZuBL0etwnj8Vu4ENdRo6x/8/Rrao7C3k9h3xegrgRXfxh8o5w1Cxpw/uN7EM1aA89+f5gvc0oZEOrJazcmEWcjxrRCCPQFhWiyd9Gak4NmVzaG8nIA7NzdcRk2FNeU4bimJOM8cCB2V/Bc1i4RaZYlyDIguYOQUpY7FS6IKnUtt69ZTElLHtrK2YimUVw1IIj5I6IY3cev2+8Cf5PGMlg6S+4Am/+5PJ6pF6DevoPiJ55CKithR+JoXoq9BrWjK30D3S1+bIEkRfigsqXX4mLQa2D3Utj6BjSVQcgQy8ipa3tkt153cqS4lrXLf6J182aGVhwmQl2DVuVAZvRwTHNvJH3OmN+eOdvdaBvh4Cq5CaB0lzxGLf5quc4s7qpLMn61dXacqOPBL/dRfrKVP03syz2T43C0t+3/14bycjQ5OXKmLScb/bHjAEhOTrgMHozr8BRckpNxTUrCzs2G/n91MV0l0q4BHhNCTOiwbQCwjFONA+uBOEBCbhyYjCzsdgHzhRCHJEn6EljZoXFgvxDibUmS7gIGdWgcmCuEmHe+WBWRZtsU1Lbwv23ZfFf1DELVgFvTQm4bPJMbUsIJ9LBBR/mGIlhyrbzUectXEDnS2hF1Kmatltq336Hugw+QPL04euMfWOGWwPaCeoxmgZ+bI5MSA5nSP4hxcf64OvYAV/hfY9TL9grtI6fi5QaDQdcrI6c6oC0pJWfFamrWbySq6BDOJgMmewdUQ4cRNHUSpckT+OhgA9/vK8ckBFP6BXHHmBhGxlqpgcdshsJMuc7syPdgbIWAfnLGbPCN5/Qe7OnojCZe/uUo72edIMrXlZfnJZEc1TO7K40NDe1ZNk12NtojR+TXVaXCuX//Ux2kw4b16g7Sy+3uXA5MBPyBKuBpIcQHkiR9jLxU+e6v9n8CuAMwAvcJIdZYtk8HXkO24PhQCPG8ZXsssgWHL7AHuEUIoZMkyRn4BBgK1AM3CSFOnO/JKiLN9tAbzfxyuJJlO4rZXrof18iPcbA3c8+Af7Jw2ETbypp1pP4ELJkl1zfd8jWEJ1s7oi5Dm5tLxRNPoj10CPe0NNwffYzNJ1WsO1JFRm41TVojTvZ2TO0fxI3DIxjTx992X7dzYTbJ9YRtI6e8ImHMPTD01ity5JRZr6c1O5u6DZuoWZ+Ba0UJADXufuiTRzJgztUETRhzhrdZVZOWT7YV8dmOIho0BvqHeHLH2BiuHRKCk3031Bk1FModvXuXQWMxOHnBoHS51ix0WK9e0j5c3sQDK2Rj2gWpkTx+FmPanoxJraZ1z140ORbRtv9AewepU1xfXNo6SIen4BDUe/wRFTNbBatQXKdh2c5ivsopoVatJyiwCIP/R/g4e/P+Vf8l1jvW2iGem9p8OYNm1MFt38hLZb0cYTRS/8mn1Lz+OpJKRcCDD+Bz000YBewqqOenQ5V8t6+ckxoDYd4upCeHc0NyOBG+NmpQei6EgKM/Q9ZL8tKYexCMussycso26nm6CkNZGeqsLNSZWai3bgNtKwY7FQf8+lDdfxiD5l7DhMkpOFyA2NIaTHyzp4wPtxRwtEqNv7sjt4yMYkFq1DnnzF4ybSOa9nwKhVmABLETZWGWOKNbRitZk0sxpu0NmHU6tAcOWJZHc2jd3aGDNDy8PdPmmpKCQ1SU7dVHXiCKSFPoNgwmM+sOV7FsZzFZ+bXYSTC5XxBxfY6y/Pi/ifWO5e3JbxPkZsN3QVWH5SYBBNz2HQT1t3ZE3Yq+pITKp/9Gy9atuAwbRshzz+LUR/aP0hpMrDtSxYrsUrLyaxACxvT1Y15KBFcPCMbZoQd1bAkhf+BnviSPnHL2lkdOpf6x13T+Cb0eze7dqDdlos7KbK8BOunpx2a/ePaF9Cdq8ngWpCXSP9Tz0q4hBFuO1fHhlgI25FbjqLJjdlIot4+JueRzWk4MJTvlJoD2EU0xcp3ZkJvAO+L85+gFdDSmnT4omL/PuXhj2t6CMBrR5uXR2rGDtKEBAJW/v8WrLRnX4Sk4xcX1mA5SRaQpdDkl9Ro+31XMiuxSapp1hHo5c+PwSOalhLOmdDmv5rzK8ODhvJ72Oh6ONpytqNgPn8yRnewXfn/FGqMKIWj85luqXngBodHgt/hO/P/v/5A6dGCVnWxlZU4pK7JLKG1oxdPZntlJYcxLiWBgmGfPuqstzZaXQfNWg4MbDG8bOWWjMyZ/A0NFhZwpy8xEs20bZo0G7O1piBvIWvdY1nn2wRgWya2jo7lpeGSnfuAfr1GzZGshX2aX0mowMSrWjzvGxjApMfDCG1CaKmCfZTmzLl9+PQbMkcVZ1OhevZzZkV8b0z47ZwBzkjrHmLa3IHeQFrR7tWmyszGWVwBg5+GB67Bh7V5tLgMGnPb+ZUsoIk2hSzCazKzPrWbZjmIy82uQgLSEQOanRjIxIRBJEry460U+O/IZ10Rfw/Njn8dRZZt/JACU5cAnc+W5kAu/6/Hu452BsbaWqn/8k6Yff8Qpri+es2bhnJiIc2Ii9gEBAJjNgu0n6liRXcKag5XojGYSgz24cXgEc5LCepYHW9UhucHg4EpZqA+9Ra5b84m2dmTnRM6W7UGdlUlLZia6/GMA2IeGYEoZRYZXX95T+9Ig7BkR7cuiMdFc1T8Ie1XXdQI2agx8vquYJVsLKW/UEuXnyqLR0dyQEoH72WqozjWiaegt0H92r1+G/jXdbUzbmzCUlZ3qIM3ORn9CLmWXnJ1xGTKkPdPmMmSIzcySVUSaQqdSdrKVL3YW80V2CVVNOoI8nbhxeCQ3Do9ofyPRmXQ8nvU4vxT9wq39b+WhlIewk2y4Pbx4B3x2Pbj4yBk0ZQ7kaTRnZFD94r/RFxS0b1P5+eGckIBTYiLOiQk4JSSiDQnnh8M1rMguYX9pI44qudnghpRwxsUF9Bw7j7rjsOV1OZsjzDDoBkheCH59wS3A6tkcQ2Ul6sxMWrKyaNm6Ta7TcXCQP4DGjeNQ+AD+VyzYfLwOR3s7Zg8JZeHoaAaGeXVrnEaTmZ8PVfHhlgJyihrwcLJn3vAIFo2OlmsZe/GIpkvl50OVPG5lY9rehLGuTq5ns3SRanNz5Q5Se3ucB/S3jLJKwXXYUFTe3laJURFpCp3CwbJGXl+fz/ojVQhgQnwA80dEMikx8LS78iZ9E/duuJfsqmweSnmIhQMWWi/oC6FwM3w2T17aWvhdjzOo7U5MJ0+izTuKLi8XbW4eutxcdMeOtXdgSQ4OOMb1xTkhkcbQKDYavfms1pFSkyMhXs5cnxzODckRRPrZxh3seTlt5FSrvM3BVc6s+cRYvlu+fGPAOxLsO9+AWRgMaHbvoSUrE3VmFrqjRwGwDwnBfdw43CeMxzgkmZVH6lm6rYjieg3Bns7cOiqKm4ZH4GcDptB7S07y0ZYCtu7P41q7zdzuupUI/XGEygmpl41ouhSatQae+f4wX+WUMjDMk1fn2Y4xbW9C7iDd055p0+7fjzAYAHCKj29vRHBJTsEhqHuaMxSRpnBZ5FY28erao/x8qAovFwduGRnJTcMjz9rVV9lSyeJ1iylsKuT5Mc8zPXa6FSK+CI5nwPKb5Q/Xhd/1yBokayMMBnQFBejy8tDm5qLLzUObl4ep9tRwEKNfAIXeoeSo/DnmFYrnwH5MnTKMawaF4+LYAz6UNfVyJ2hD4amv+gL5e5t4A0CS57b+WsT5Wn529bvgLJyhqkrOlmVm0bJtG2a1GuztcU1Oxn38ONzHj8exb1+O17SwZGshK3eXotGbGB7tw6LRMVw1IAiHLlzSvChMRnkZc++niLyfkMwGDtGH5Ybx5AdezY3jBjFzcKjNm7F2FTtO1PHAin1UNLZyV1pf/jzJ9o1pewtmnQ7t/v3yEumubFr37JHrOAGHyEj8Fy/G+7o5XRqDItIULolj1WpeX5/PD/vLcXe0546xMfxuXAyezmc3AD3WcIw7192J2qDmtbTXGBli48avR3+BL26Rl7Bu+xbcA6wdUa/CWFtrybYdkb/n5aI7UQAmEwBalQPFXqHQN47Y1CRiRybhnJCIyr0HOY0LAepqi3ArOFPEqStP39/R/fTsW5uY841BuAbTevAw6kxLtiwvDwD74GDcx43Dbfw43EaNQuXujtks2Hi0mo+2FJKVX4ujyo5ZSaEsssKS5m/SPqLpc1BXySOahtwESfNp9Unka4uFx7FqNQEeTtw6MooFqZE2kfnrDnqTMW1vQRiNaI/ktjcieM+Zg8eUKV16TUWkKVwURXUtvL4un2/2luHsoGLR6Gj+MD4Wb9dzF4DnVOXw5w1/xknlxDtT3iHRN7EbI74EclfDioWyvcat3/QaywVbx6zToTt2DO2RXIp27aNu3yE8ywpwN5zKRqnCI3Dtl4hTYgLOiYk4JSTiEBbaM7va9Bo4WXx2EddQiKFZT0uFE+pyZ1qqnDAb7MAOXKO9cU+Kw230CJyGjETyiwUXH5p0Rr7KLmXptkIK6zQEecrC5qYRkbYz5/a3RjTFX33GlAchBFn5tXy4pYCNeTU42ttxXVIYt4+NJjH4Miw8bJxfG9M+MaNfz5zooXDZKCJN4YIobdDw5vpjfLW7FHs7idtGRXHnhD7nvatdW7SWRzMfJdQ9lHenvkuYe1g3RXyJHFwFq34PIUlwy0pwsU6xqIJMY6ueXzL2k7NhBxw/Rt+mcvq3VuPdUIVkeX+y8/A4o0nBKa4vds49a1KAMBpp3btXtsjYtOlUtszXA/d+QbhFOeDm34SqpQhaqk87VmvnRoEpgEJzADqPKGLjB9C//2Ds/Sy1cNYccdVJI5qOVav5eGsBX+WUojWYGdPXjzvGxJCWENhriufPMKa9fjBpCb3fmFbh3CgiTeE3qWzU8lZGPl/sKkFCYn5qJH+a2IdAz/N/AC47sowXdr7A4IDBvDXpLbydbVzw7PsCvrkTIlJh/gpw7r136j2RvMpmvswuYdWeMjSNzQwz1THbvYWhhlocC4+jPXoUYakXwc4Ox5iYU+KtXyJOCQnYBwTYVNbNUF1NS9Zm1FlZtGzZgrm5GVQqXIcNw81SW+YUH39GzGatmux9e9m6K5vminyi7WpI9mokVlWDs7oUTLpTO0t2csPLuRoaXLpoCa2hUO6A3btcHtHk7AUDr5fF2WWMaDqp0bN8ZwlLtxVS0aglxt+NRaOjuT45vEePQSqu0/Dgl4oxrcLpKCJN4axUN2t5Z+NxPttRjNksmDc8grvT+hJ6AX48Qgje2PMG/zvwPyZGTOTF8S/iYm/jPj67P4Hv/gwx4+Dmz8GxB9U+XWHojWY25MqTDTbmVWMWMCLGl3nDwpjqY0Q6fgxt7hFLk0Juu4ElgMrXtz3b5pyYgFNiP5xiY5AcuifTJIxGWvftk7NlWZnoDh8BwD4wUBZl48bjNnoUKo+zd+41aw2szCllybYiCmpbCPRw4paRUdw8IvLUuCWzGZorOiyd/moptaXm9JM6e51eA9dRxHlFgOoihI++BQ5/Jy9nto1o6pMmL2cmzuzUOagGk5mfDlby4ZYC9hSfxMPZnptHRHLbqCjCfXpIhzDy++UXu0p47ofD2NlJPDtbMaZVOIUi0hROo06t473MEyzZVojBJEgfFsafJ8Vd8AxGg9nA37b+je+Of8cN8TfweOrj2NvZ+N3trv/B6gehz2S46bNeP+uvN1HVpOWrnFK+zC6hsE6Du5M91w4J4YaUCIZGeCNJEqbGRrR5ee2iTXfkLNYgfftasm5ttW4J2Pt0TobJWFuLOmsz6sxNtGzZirmpSc6WDR2K2/jxuI8fh1NCwm9+KBfUyl2aX+WUotYZGRrpzaLR0UwbGHLxnX66ZmgoOoeIKwKz4dS+kkoesXQ2EecbIws8IaBkhzw789A3VhnRtLu4gQ83F7DmYCVCCK4ZGMwdY2JIjvKxabHT0Zh2dB8/XrphyAXdCCtcOSgiTQGQXcDfyzrOx1sK0RhMzEkK457JccT4X3hGqcXQwgMbH2Br+VbuSrqLPw7+o02/QQKw7W34+TGInwY3fNypd/oK3YcQgl2FDazILmH1/gpaDSbiAt2ZlxLBnKFhZwz1FkYj+oKC9s5SrUXAmWpOWYPYBwXJgq1DrZtjVOR5Z/4Jk4nWfftll/9NmWgPH5bPFxBwerbM87eX081mQdaxWj7eUkBGXg0OKomZg2Xj2aSILiodMJugqfxXTQwdRJym7vT9XXxkb7imMpsY0VR+spWl24pYvrOYxlYDg8O9uGNMDNMHXYKY7WLajGnVFmPaRYoxrcJZUETaFU6T1sCHmwv4IKuAZp2RGYNDuH9KHH0DL84osaSphAc2PUB+Qz5/HfVX5sbN7aKIO5HNr8K6v0G/WZD+Adgr9R+9gWatgdX7K1iRXcLu4pPY20lMSgzkxuERTIgP+M2RR+3WIB0NeU+caLcGkVxccIqLk7Nu/eQRWE7xCQhtK+rNm2nJzES9ZSvmxkZQqXBJSmo3lHVKTLygmxa1zsiq3aV8vLWQEzUt+Ls7ccvISOanRhLoYeWbCG3TGV2oaGoh7iroPwec3K0bnwWN3siq3bKFx4maFoI8nbhtVDQ3j+jceaSXgmJMq3AxKCLtCqVFZ+TjrYW8l3mCxlYDV/UP4v6p8fQLufhi+XVF63hqy1NIksS/xv2LceHjuiDiTkQI2PQv2PhPuZD5uv9eXN2NQo8hv6qZL3NKWbW7lFq1ngAPJ9KHhTMvJZzYgAsTFGa9Hr3FGkSbd8qQ19zYeMa+qgB/3MfKosxt1ChUXhfuS1ZY28KSbYV8lV1Ks87IkHAvbrfRLFBPwWwWZObX8OGWQjKP1uBkb8fcYWHcPiaGeCsIo+0n6nhQMaZVuAgUkXaF0ao38en2It7ddJy6Fj1pCQE8MDWBQeEXb3JpMBl4JecVPj3yKQP9BvLSxJds32JDCFj/LGx+RV6WmfXmFTtq5krCYDKTkVvNiuwSMvJqMJkFw6N9uCElghmDQi66K1AIgbGyUp6ikJcHkh3u48bK2TK7C//QbfMB+3hrIRl51agkiRmDQ1g0OpqhkYpxaWeSX9XMh1sKWbW7FJ3RzLg4f+4YE8OE+IAuX2bUGky8svaUMe0rNyYxTHl9FS4ARaRdIWgNJj7fWcx/Nh6nplnHuDh/7psSf8kO1uXqch7a9BAHag+woN8CHkx+EAdrejFdCELAL0/K8xaTF8GMV+EiPlAVegfVTVpW7Sljxa4STtS24OaoYubgUOYND2dYZPcUmrd0WNI8XtOCv7sj81NlR/2gC7C3Ubh0Glr0LNtZzNJthVQ16YgNcOP2MTGkDwvrEsPYw+VN3P/FXvKqFGNahYtHEWm9HL3RzJc5Jby14RgVjVpSY3x5YGo8qbF+l3zOjSUbeWLzE5iFmWfHPMvUqKmdGHEXYTbDmoflTs4Rf4Rp/7JKYbOC7SCEIKdIbjb4YX8FGr2J2AA35qVEMHdYWJfUfxXVtbB0WxErskto1hoZFObF7WOimTE4BCd7JaPbnRhMZn48UMGHmwvYV9qIp7M9N6dGctuoaMI6ocNSMaZV6AwUkdZLMZrMrNpTxhvr8yltaGVYpDcPXpXA6D5+l5wpMJgNvLn7TT469BH9fPvx8oSXifDs+vb6y8Zshh/uhd1LYfSfYepzikBTOA21zsiPlmaD7KIGVHYSaQmBzEsJJy0x8LKGkQsh2HKsjo+3FrA+V17SnDZIXtIcFult+x3QvRwhBLuLT1osPCqQJOk0C49LoaMx7YxBIfx9zkB8FGNahUtAEWm9DJNZ8N2+Ml5fl09hnYbB4V7cPzWeifGX57Re2VLJw5seZm/NXm5MuJGHhz+Mk8pG5gH+FiYjfHsX7P8cxj8MaU8oAk3hNzleo2ZFdgkrc8qoVevwd3cifVgYN6SEX1TXc1uH4ZKtheRXq/Fzc2R+aiQLUqMI9lKWNG2R0gYNn1gsPJq0RpIivLljbAzTBgZfkFD/tTHtc7MHMjuph86WVbAJFJHWSzCbBT8erOC1dfkcq1aTGOzBA1Pjmdo/6LLfIDaXbebxrMfRmXQ8PepppsdO76SouxiTAVb9AQ6tgrQnYcLD1o5IoQdhMJnZlFfDiuwSNuRWYzQLhkV6c+PwCGYMDsX9HM0GJfUalm4r5ItdJTRpjQwM8+T20THMGByCs4OypNkTaKsZ/GhLISdqWwj2dOa20VHcPDzynBkxxZhWoStQRFoPRwjBL4ereHXtUXIrm+kb6M79U+KZNjD4sjuWjGYjb+99m/cPvE+cTxwvT3iZGK+YToq8izHq4avbIfcHmPosjLnX2hEp9GBqmnV8vaeUL3aVcLymBRcHFTMGhzAvJYLh0fKS2LbjdXy0tZB1R6qwkySmDQzm9jHR3daMoND5mM2CTUdr+HBLAVn5tTg72DF3WDh3jIk+Lav608FKHv/6AC2KMa1CJ6OItB6KEIKNeTW8svYoB8oaifF3497JcVw7JBRVJ7w51GhqeCTzEbKrspkbN5dHRzxq+/M32zBoYcVtkP8zTHsRUv9o7YgUeglt9UtfZpfw/b5yWvQmYvzdcFBJHK1S4+vmyPwRkSwYGUmIVw/5e1G4IPIqm/loSwGr9pShN5qZEB/ArSOj+OlQpWJMq9BlKCKth9FWhPzy2jz2FJ8kwteFeybFcd3QsN90Ur8Ytlds5y+Zf6HV2MqTI59kVp9ZnXLebkGvgc/nw4kMmPkapNxu7YgUeikavZEfD1TyZXYJOqOZBamRXDskVFnS7OXUqXUs31nM0m1FVDfrsJNQjGkVugxFpPUgdpyo4+W1R9lZUE+olzN3T4rj+uTwTntjMJlNvHfgPd7Z+w4xXjG8POFl+vr07ZRzdws6NSy/CQo3w+z/wNAF1o5IQUGhl6I3msnIqybcx4UBoRdvBq6gcCH8lkhT3PZshJyiBl5de5TNx2oJ9HDimVkDuGlERKf6KtW11vFo1qNsr9jOtbHX8uTIJ3F1cO2083c52kb47AYozYa578PgG6wdkYKCQi/G0d6OqwcEWzsMhSsYRaRZmQOljby8No+NeTX4uTny5Ix+3DIyqtOXU7Irs3kk8xGa9E38bdTfmBs3t2cVOrc2wCdzoXI/3PAR9J9t7YgUFBQUFBS6FEWkWYkjFU28svYoaw9X4e3qwCPXJLBwVPRFzxc8H2Zh5sODH/LmnjeJ8IjgnSnvkOCb0KnX6HJa6uCTOVCTCzd+CgnTrB2RgoKCgoJCl6OItG4mv6qZ19bls/pABR7O9tw/JZ47xkbj4dz5MzEbtA08vvlxNpdtZlr0NJ4e/TRuDm6dfp0uRV0NS2dD/Qm4aTnETbF2RAoKCgoKCt2CItK6iYLaFl5fd5Rv95Xj6qDi7rS+/H5cLF6uXTOwfG/1Xh7a9BD12nqeTH2SeQnzetbyJkBTBSydBY2lMP8LiJ1o7YgUFBQUFBS6DUWkdTEl9RreWJ/Pqj1lOKgk/jA+lj+O74NvF814E0Kw9PBSXst5jWC3YD6Z/gkD/AZ0ybW6lJMlsORaaKmBW1ZC1GhrR6SgoKCgoNCtKCKtiyg/2cqbG47xZXYJdnYSC0dFs3hiHwI8um4WZqOukSe3PMnGko1MjpzMs2OexdPRs8uu12U0FMoCrbURbv0GIoZbOyIFBQUFBYVu57wiTZKkD4GZQLUQYmCH7X8G7gJMwGohxCOSJEUDR4A8y27bhRB3WvZPBj4GXIAfgXuFEEKSJF/gCyAaKATmCSEaJHlt7nVgOqABFgkhdl/m8+1yqpu0/CfjGMt3liAQ3DwikrvS+nb5sOWDtQd5aNNDVGmq+Mvwv7Cg34Ket7wJUHdcFmj6Flj4LYQOtXZECgoKCgoKVuFCMmkfA28BS9s2SJKUBswGhgghdJIkBXbY/7gQIuks53kH+D2wA1mkXQOsAR4F1gshXpAk6VHL738BpgFxlq9Uy/GpF/XsupFatY53Nx7nk+1FGM2CG5LDuXtSX8J9utaHTAjBstxlvJT9EoEugSy9ZimDAgZ16TW7jOpcuQbNbIJFP0BwD30eCgoKCgoKncB5RZoQItOSIevIYuAFIYTOsk/1b51DkqQQwFMIsd3y+1JgDrJImw1MtOy6BNiILNJmA0uFPBJhuyRJ3pIkhQghKi7omXUTDS163ss6wZKthWgNJuYMDePeyXFE+XV9F2Wzvpmntz7N2qK1TAifwPNjn8fLqYe6YlcelLs47VSwaDUEJlo7IgUFBQUFBatyqTVp8cA4SZKeB7TAQ0KIXZbHYiRJ2gM0AU8KIbKAMKC0w/Gllm0AQR2EVyUQZPk5DCg5yzFniDRJkv4A/AEgMjLyEp/SxdHYauCDzQV8uLmAFr2RaweHcs/kOPoGunfL9Y/UHeHBTQ9Sri7ngeQHWDhgIXZSD50pV75X9kGzd4GF34N/DxpTpaCgoKCg0EVcqkizB3yBkcBwYIUkSbHIAipSCFFnqUH7RpKkC24ttNSoXfQwUSHEe8B7IM/uvNjjLwa1zsjHWwp4L/METVoj0wYGc9+UeBKCPbrysu0IIfjy6Jf8a+e/8Hb25qNrPmJoYA+u2yrNlicJOHvBwu/AN8baESkoKCgoKNgElyrSSoFVlqXInZIkmQF/IUQN0LYEmiNJ0nHkrFsZEN7h+HDLNoCqtmVMy7Jo29JpGRBxjmOsxvojVbz0y1Gm9AvkvinxDAzrvuXFFkMLz2x7hjUFaxgTOoZ/jPsHvs6+3Xb9TqdoqzyL0y1AzqB5R5z/GAUFBQWF/2/vzqOsKM88jn8fugHZ90XBBWQTDYs0ilERguIyjqgnY4gbGXGMDnGJBJDMIdFEZgPmoJIAABBXSURBVBDBzOhxiSKOxw0RF4gzGolBMC5II4sgsggoKMgOooNA9zN/1ItcEQJ0171V3ff3OeeeW/1W9cvznOJ2P/2+VfVKnihrkfYS0BuYZmbtgGrABjNrAmxy95IwstYWWO7um8xsm5n1ILpx4GrgvtDXFGAAMCq8T85o/4WZTSC6YWBrGq5Hu7DTURzfpHZOizOAJZuXMPiNwXz65afc1PUmBv5gYMWd3gRYPh2e6Q91W0QjaHWPSjoiERGRVDmUR3A8Q3Rhf2MzWw38FhgPjDezBcBOYECYquwJ/M7MdgGlwPXuvil09a/sfQTHK+EFUXE20cwGAp8Al4X2/yV6/MYyokdw/HP5Uo1HQRXLeYH24tIXGTlzJHWq1WFc33F0b17Bnxu27C8w4Qpo2Bqungy1mx78e0RERPKMRTOWlUdRUZEXFxcnHUYsvt71NSNnjmTKx1M4tfmpjOo5isY1GicdVvksfgUmXg1N2sNVk6FWo6QjEhERSYyZzXb3ov3t04oDKbV8y3JufeNWlm9dzg2db+DnnX5OQZWCpMMqnw8nw6RroHmnaKmnmhX4ejoREZEsU5GWQn/6+E/8/t3fU6OwBg+d8xA/PKoSrFv5wSR44TpoWQRXPBfdzSkiIiIHpCItRXbs3sGo90bx/NLn6dasG6N7jqZpzUpwvdacp2DyIDj2dLj8Waiem2fJiYiIVGQq0lJi5daVDJ4+mCWbl3DtD65lUJdBFFapBKen+DF4+RZo3Rv6Pw3VsrtMloiISGVRCaqAiu/Vla9y+9u3U1ilkPv73E/Plj2TDikeM/8IrwyFtn3hsieganYXmRcREalMVKQlaGfJTkbPGs2zi5+lc5POjDlrDM1rNU86rHi8dS9MHQEdLoQfj4fC6klHJCIiUqGoSEvIqi9XMfiNwSzatIgBHQdwc7ebqVqlatJhxWP63TDtTjjxErj0ESioJHmJiIjkkIq0BLz+yeuMeGsEGNzb+156H9M76ZDi4Q7TRsKMu6FTf+h3PxTov5iIiEhZ6DdoDu0q2cU9s+/hyUVPclKjkxjTawwtardIOqx4uMPU38Db90LXq+Af/wsq+nPdREREEqQiLUc+3/45Q6YPYf6G+Vze4XIGFw2mWkG1pMOKhzu8ehvMfAi6Xwvn3w1VKvC6oiIiIimgIi0Hpq+azq//9mtKvZSxZ42l73F9kw4pPqWl8D+3wuzHoMcgOHckmCUdlYiISIWnIi2LdpXu4r737+OxhY/RoWEHxp41lmPqHpN0WPEpLYEpN8Lcp+CMX0Kf36pAExERiYmKtCxZ+9Vahs4Yypx1c7is3WUMPWUo1Qsq0WMoSnbDS9fDB89Br+Fw1jAVaCIiIjFSkZYFb332FsPfHM6Okh3cdeZdXND6gqRDitfunfD8QFg0JRo9O/PWpCMSERGpdFSkxaiktIQH5j3AI/Mf4fj6xzO211ha12uddFjx2v0NTBwAS16Bc/8dThuUdEQiIiKVkoq0mKz/ej3D3hzGrLWzuKTNJQw/dTg1CmskHVb5uMOXa2D9YtiwFDYsgU/fgS8WwAVj4JR/STpCERGRSktFWgxmrpnJsBnD+GrXV9x5+p30a9Mv6ZAOz+6dsHlFVIR9W5CF953b9x5XvS40bhutItDpsuTiFRERyQMq0sqhpLSEhz94mAfnPkireq0Y13ccbRq0STqsA9uxde+I2IYlsD68b14Bpbv3Hle3RVSMdbkiem/cDpq0h9rNdHOAiIhIjqhIK6ON/7eR4W8O550173Bh6wsZ0WMENavWTDqsaIpy2+d7C7HMgmz72r3HVakKjY6Hph2g40XQuH0oyNpC9TrJxS8iIiKAirQyKV5bzLAZw9jyzRZuP+12Lm17KZbrEaY9U5TrF+9TkO1virIdtOmzd1SscXtocKwWPhcREUkxFWmHaeonUxkyfQgt67TkgbMfoH3D9tn9BzOnKDOvF9u0Arxk73F1W0QFWJcroEm7UIy10xSliIhIBaUi7TB1b9adn7T/CTd2vZHa1WrH0+m3U5SLv1+Q7XeK8gToeHG4VqwdNGqjKUoREZFKRkXaYap/RH2Gnzq8bN+8eydsWh6mJTMKsu9NUdaLiq82ffaOiDVuBw2OgwKdMhERkXyg3/jZsGeKct/rxb43Rdkyuk6s65XherH2YYqyqaYoRURE8pyKtLJyh22f7R0JyyzItn+x97gqVaPpyKYdoynKJuEuykZtoXpM06UiIiJS6ahIO1wrZsBrI6LCbNdXe9u/naI857vPFqt/rKYoRURE5LCpejhc1WpBzYZw8lXfvV5MU5QiIiISIxVph6tFN7jqxaSjEBERkUquStIBiIiIiMj3qUgTERERSSEVaSIiIiIppCJNREREJIUOWqSZ2XgzW2dmC/Zpv9HMPjKzhWY2OqN9uJktM7PFZnZuRvt5oW2Zmd2W0d7KzGaG9mfNrFporx6+Xhb2HxdHwiIiIiIVwaGMpP03cF5mg5n1BvoBnd39RGBMaO8I9AdODN/zgJkVmFkBcD9wPtAR+Gk4FuAu4A/u3gbYDAwM7QOBzaH9D+E4ERERkbxw0CLN3WcAm/ZpvgEY5e7fhGPWhfZ+wAR3/8bdVwDLgFPCa5m7L3f3ncAEoJ+ZGfAjYFL4/seBizP6ejxsTwL6hONFREREKr2yXpPWDjgzTENON7Puob0FsCrjuNWh7UDtjYAt7r57n/bv9BX2bw3Hf4+ZXWdmxWZWvH79+jKmJCIiIpIeZS3SCoGGQA9gCDAxyVEud3/Y3YvcvahJkyZJhSEiIiISm7IWaauBFzzyHlAKNAY+A47OOK5laDtQ+0agvpkV7tNO5veE/fXC8SIiIiKVXlmLtJeA3gBm1g6oBmwApgD9w52ZrYC2wHvALKBtuJOzGtHNBVPc3YFpwI9DvwOAyWF7SviasP+v4XgRERGRSu+ga3ea2TNAL6Cxma0GfguMB8aHx3LsBAaEAmqhmU0EPgR2A4PcvST08wvgz0ABMN7dF4Z/YhgwwczuBOYAj4b2R4EnzGwZ0Y0L/WPIV0RERKRCsMo2OFVUVOTFxcVJhyEiIiJyUGY2292L9ruvshVpZrYe+CTL/0xjoundfJXP+edz7pDf+Sv3/JXP+edz7pCb/I919/3e9VjpirRcMLPiA1W9+SCf88/n3CG/81fu+Zk75Hf++Zw7JJ+/1u4UERERSSEVaSIiIiIppCKtbB5OOoCE5XP++Zw75Hf+yj1/5XP++Zw7JJy/rkkTERERSSGNpImIiIikkIo0ERERkRRSkRaY2dFmNs3MPjSzhWZ2c2hvaGZTzWxpeG8Q2juY2Ttm9o2Z/epg/aRZjLkfYWbvmdm80M8dSeV0qOLKPaO/AjObY2Yv5zqXsogzfzNbaWYfmNlcM0v9E6Vjzr2+mU0ys4/MbJGZnZZETocjxs99+3DO97y2mdktSeV1KGI+978MfSwws2fM7IgkcjpUMed+c8h7YdrP+R5lyP8KM5sffra9bWadM/o6z8wWm9kyM7stKwG7u17RdXlHAieH7TrAEqAjMBq4LbTfBtwVtpsC3YGRwK8O1k/S+eUodwNqh+2qwEygR9L55SL3jP5uBZ4GXk46t1znD6wEGiedU0K5Pw5cG7arAfWTzi+X+Wf0WQCsJXo4Z+I5Zjt3oAWwAqgRvp4I/Czp/HKU+0nAAqAm0RKTfwHaJJ1fFvL/IdAgbJ8PzAzbBcDHQOvwmZ9HFn7XayQtcPc17v5+2P4SWET0AexH9AOY8H5xOGadu88Cdh1iP6kVY+7u7tvDl1XDK9V3psSVO4CZtQT+ARiXg9BjEWf+FU1cuZtZPaAnYd1hd9/p7ltykkQ5ZOnc9wE+dvdsr/pSLjHnXgjUMLNCooLl8yyHXy4x5n4CUcHytbvvBqYDl+YghXIpQ/5vu/vm0P4u0DJsnwIsc/fl7r4TmBD6iJWKtP0ws+OArkQjQc3cfU3YtRZoVsZ+KoTy5h6m++YC64Cp7p43uQP/CQwFSrMRX7bFkL8Dr5nZbDO7LitBZkk5c28FrAceC1Pd48ysVrZizYa4fuYB/YFnYg0uy8qTu7t/BowBPgXWAFvd/bWsBRuzcp73BcCZZtbIzGoCFwBHZynUrChD/gOBV8J2C2BVxr7VZGFARkXaPsysNvA8cIu7b8vc59EY5yGNDP29ftIqjtzdvcTduxD9tXGKmZ2UlWBjVt7czexCYJ27z85elNkT0//7M9z9ZKIpgUFm1jP+SOMXQ+6FwMnAg+7eFfiKaLqkQojxZ1414CLgudiDzJIYPvcNiEZPWgFHAbXM7MoshRur8ubu7ouAu4DXgFeBuUBJdqKN3+Hmb2a9iYq0YTkLEhVp32FmVYlO2lPu/kJo/sLMjgz7jyQaISpLP6kWV+57hOmeacB5cccat5hyPx24yMxWEg17/8jMnsxSyLGK69yHUQXcfR3wItF0QKrFlPtqYHXGqPEkoqIt9WL+3J8PvO/uX8Qfafxiyv1sYIW7r3f3XcALRNcwpVqMn/lH3b2bu/cENhNd35V6h5u/mXUiuoyln7tvDM2f8d2Rw5ahLVYq0gIzM6JrSha5+z0Zu6YAA8L2AGByGftJrRhzb2Jm9cN2DeAc4KP4I45PXLm7+3B3b+nuxxFN+fzV3VP/F3WM576WmdXZsw30JZoOSa0Yz/1aYJWZtQ9NfYAPYw43dnHln+GnVJCpzhhz/xToYWY1Q599iK5xSq04z7uZNQ3vxxBdj/Z0vNHG73DzD7m9AFzl7plF6CygrZm1CqPI/UMf8fIU3G2RhhdwBtHw5nyiYdu5RHPsjYDXgaVEd680DMc3J/oLehuwJWzXPVA/SeeXo9w7AXNCPwuA3ySdW65y36fPXlScuzvjOvetie5umgcsBP4t6dxyee6BLkBx6Oslwt1gaX7FnH8tYCNQL+m8Esj9DqI/RhcATwDVk84vh7m/SfQHyTygT9K5ZSn/cUSjhHuOLc7o6wKi0cOPs/UzT8tCiYiIiKSQpjtFREREUkhFmoiIiEgKqUgTERERSSEVaSIiIiIppCJNREREJIVUpImIiIikkIo0EZEYmVlB0jGISOWgIk1E8paZ/c7Mbsn4eqSZ3WxmQ8xslpnNN7M7Mva/FBaQX5i5iLyZbTezsWY2Dzgtx2mISCWlIk1E8tl44GoAM6tCtLTLWqAt0dqjXYBuGYvFX+Pu3YAi4CYzaxTaawEz3b2zu/8tlwmISOVVmHQAIiJJcfeVZrbRzLoCzYiWNetOtPbonHBYbaKibQZRYXZJaD86tG8ESogWbBYRiY2KNBHJd+OAnxGtUTieaJHs/3D3P2YeZGa9gLOB09z9azN7Azgi7N7h7iW5ClhE8oOmO0Uk370InEc0gvbn8LrGzGoDmFkLM2sK1AM2hwKtA9AjqYBFJD9oJE1E8pq77zSzacCWMBr2mpmdALxjZgDbgSuBV4HrzWwRsBh4N6mYRSQ/mLsnHYOISGLCDQPvA//k7kuTjkdEZA9Nd4pI3jKzjsAy4HUVaCKSNhpJExEREUkhjaSJiIiIpJCKNBEREZEUUpEmIiIikkIq0kRERERSSEWaiIiISAr9P36Zi3YWlfE5AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T8kdtQPKLAiP","executionInfo":{"elapsed":10,"status":"ok","timestamp":1631710103113,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"},"user_tz":-480},"outputId":"ca29a86d-856e-4d4e-a20b-aefd59563152"},"source":["import numpy as np\n","mean_value = price_history.mean()\n","\n","gain = (price_history.iloc[-1] / price_history.iloc[0])\n","mean = price_history.mean()\n","\n","compare = pd.DataFrame({'上漲幅度': gain, '平均價格': mean}).dropna()\n","corr = (compare.corr().iloc[0,1])\n","\n","print('相關性：', corr)\n","if corr > 0:\n"," print('意涵：價格越高越保值')\n","else:\n"," print('意涵：價格越低越保值')\n","print()\n","print('各區平均價格')\n","mean.sort_values()"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["相關性： -0.2670148409681417\n","意涵：價格越低越保值\n","\n","各區平均價格\n"]},{"data":{"text/plain":["東勢區 94765.842798\n","新社區 105144.469843\n","中區 105420.474635\n","外埔區 110604.606782\n","石岡區 111577.290817\n","大肚區 114489.417819\n","大甲區 118033.722466\n","大安區 118856.624655\n","清水區 124800.576801\n","龍井區 130971.897483\n","梧棲區 132828.459709\n","東區 138151.074376\n","大雅區 138924.221466\n","沙鹿區 141473.566038\n","神岡區 141785.023228\n","南區 144028.050541\n","潭子區 146237.846301\n","霧峰區 150933.621192\n","豐原區 154460.768744\n","西區 158313.677467\n","北區 160120.330896\n","后里區 160347.066773\n","北屯區 171101.856932\n","太平區 176643.321289\n","烏日區 181044.701030\n","大里區 183613.014464\n","南屯區 198115.817267\n","西屯區 198154.053978\n","和平區 NaN\n","dtype: float64"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"w9n0gBXZLFf3","executionInfo":{"status":"ok","timestamp":1632297981107,"user_tz":-480,"elapsed":416,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"afa1a001-0f6b-42e5-ee64-d8e5852ff6f9"},"source":["gain = (price_history.iloc[-1] / price_history.iloc[0])\n","mean = price_history.mean()\n","\n","compare = pd.DataFrame({'上漲幅度': gain, '平均價格': mean}).dropna()\n","print(compare.corr().iloc[0,1])"],"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["nan\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":101},"id":"vCJhSeSxLJCT","executionInfo":{"status":"ok","timestamp":1632297981108,"user_tz":-480,"elapsed":5,"user":{"displayName":"林得勝","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"10265360023258000577"}},"outputId":"770c1a91-3f23-41a3-ecde-0afd8210fe74"},"source":["compare"],"execution_count":null,"outputs":[{"output_type":"execute_result","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>上漲幅度</th>\n"," <th>平均價格</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>新竹市</th>\n"," <td>1.134544</td>\n"," <td>159704.07567</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain":[" 上漲幅度 平均價格\n","新竹市 1.134544 159704.07567"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"EIzz9X76ODNw"},"source":[""],"execution_count":null,"outputs":[]}]}