{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "622.656px", "left": "407px", "top": "313.797px", "width": "368.175px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "colab": { "name": "Final CEO notebook.ipynb", "provenance": [] } }, "cells": [ { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:54.433561Z", "start_time": "2020-05-16T05:41:51.903501Z" }, "id": "BYMNJodwtTvs", "outputId": "8ac0678c-a386-4922-8eee-b2af2fd8a709" }, "source": [ "pip install pytimeparse" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Requirement already satisfied: pytimeparse in /opt/conda/lib/python3.7/site-packages (1.1.8)\n", "Note: you may need to restart the kernel to use updated packages.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:55.866541Z", "start_time": "2020-05-16T05:41:54.437633Z" }, "id": "6lVf6KiJtTvy" }, "source": [ "import numpy as np\n", "import os #The OS module in python provides functions for interacting with the operating system\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "import plotly.graph_objects as go\n", "import statsmodels.api as sm \n", "import time\n", "import datetime as dt\n", "from datetime import datetime,timedelta ## \n", "from pytimeparse.timeparse import timeparse\n", "import pandas as pd\n", "import plotly.express as px\n", "import math\n", "from numpy import log2\n", "import glob #This is to retrieve the list of files matching the specified pattern in the file_pattern parameter\n", "import matplotlib.image as mpimg #to be able to view an image in a plot\n", "from matplotlib.ticker import FixedLocator, FixedFormatter\n", "%matplotlib inline\n", "os.chdir(\"/home/jovyan/team1/data/January_2020/CEOfiles\") #change the current working directory to specific path" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Z1wi_E1vtTvy" }, "source": [ "# Concatenating CSV Files and Validating" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:55.876189Z", "start_time": "2020-05-16T05:41:55.869113Z" }, "id": "SaLnqWIrtTvz", "outputId": "9664a202-0668-4c08-8c13-003e7c49a506" }, "source": [ "#Returns the number of CSV files in your directory\n", "#there are a total of 52 usable csv files ***\n", "cwd=os.getcwd() #get current working directory \n", "files=os.listdir(cwd) # save it under a list of files\n", "count = 0\n", "\n", "for fn in files: #fn = filenames\n", " if fn.endswith('.csv') and not fn.startswith(\"combined\"): # excludes the combined csv if previosuly created\n", " count += 1 # count how many files we are looking at \n", " #print(fn)\n", "\n", "print('The number of selected files is: ', count,'.')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "The number of selected files is: 54 .\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:55.920064Z", "start_time": "2020-05-16T05:41:55.878410Z" }, "id": "x64Bl8XGtTvz", "outputId": "981b7dbb-34cf-4c7f-8335-9d7294718b95" }, "source": [ "#Returns the number of lines in all CSV files in the directory, excluding the headers\n", "\n", "\n", "os.chdir(\"/home/jovyan/team1/data/January_2020/CEOfiles\")\n", "names={}#dictionary of file names\n", "\n", "if os.path.isfile('combined3_csv.csv'):\n", " os.remove('combined3_csv.csv') #exclude file from the following count\n", "\n", "#else:\n", "for fn in glob.glob('*.csv'): #used to retrieve files with matching specified pattern\n", " with open(fn) as f:\n", " header = next(f) #skip header row\n", " names[fn]=sum(1 for line in f if line.strip() and not line.startswith('#')) \n", " \n", "print('The total number of transactions in the selected files is: ', sum(names.values()));" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "The total number of transactions in the selected files is: 37194\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:57.893972Z", "start_time": "2020-05-16T05:41:55.921838Z" }, "id": "1fAlYltstTv0", "outputId": "0b8a1440-dca8-417e-fd4a-91a3f9cdbd95" }, "source": [ "#Concatenates all CSV files\n", "if os.path.isfile('combined3_csv.csv'): #Checks to see if concatination has already been done\n", " print (\"Files have already been combined\")\n", " \n", "else :\n", " extension = 'csv' \n", " all_filenames = [i for i in glob.glob('*.{}'.format(extension))] #combine all files in the list\n", " combined_csv = pd.concat([pd.read_csv(f) for f in all_filenames ], sort=False) #export to csv and pandas will not sort by default\n", " combined_csv.to_csv( \"combined3_csv.csv\", index=False, encoding='utf-8-sig')\n", " print(\"Concatenation of all files is complete.\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Concatenation of all files is complete.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:58.231825Z", "start_time": "2020-05-16T05:41:57.896069Z" }, "id": "gH3_G7I_tTv0", "outputId": "4e13f2f6-83eb-4f35-9eb3-787a5113c05b" }, "source": [ "##Compares the Total number of transactions in all CSV files to the Total Transactions in the combined CSV files\n", "df= pd.read_csv('combined3_csv.csv', sep=',', error_bad_lines=False, index_col=False, dtype='unicode')\n", "\n", "numrows=df.shape[0]\n", "if sum(names.values()) == numrows:\n", " low_memory=False \n", " print(\"The sum of transactions and the number of lines match up. Concatenation was a success.\") \n", "\n", "else: \n", " print(\"The totals do not add up\")\n", "\n", "#Warning - Columns (18,34) have mixed types. Specify dtype option on import or set low_memory=False." ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "The sum of transactions and the number of lines match up. Concatenation was a success.\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "yhyjqLRytTv1" }, "source": [ "# Definitions" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:41:58.418287Z", "start_time": "2020-05-16T05:41:58.234047Z" }, "code_folding": [], "id": "y2vxJTGOtTv1" }, "source": [ "#Definitions \n", " \n", "\n", "#defnes Venue Types using EVSE ID numbers \n", "def label_venue(row):\n", " if row['EVSE ID'] == 100725 or row['EVSE ID'] == 117003 or row['EVSE ID'] == 1761631 or row['EVSE ID'] == 580011 or row['EVSE ID'] == 1815791 or row['EVSE ID'] == 1726281 or row['EVSE ID'] == 189179 or row['EVSE ID'] == 189183 or row['EVSE ID'] == 189189 or row['EVSE ID'] == 421241 or row['EVSE ID'] == 421261 or row['EVSE ID'] == 422541 or row['EVSE ID'] == 1788031 or row['EVSE ID'] == 1796241 or row['EVSE ID'] == 1735871 or row['EVSE ID'] == 120979 or row['EVSE ID'] == 182849 or row['EVSE ID'] == 182857 or row['EVSE ID'] == 182871 or row['EVSE ID'] == 182875 or row['EVSE ID'] == 262081 or row['EVSE ID'] == 262211 or row['EVSE ID'] == 292551 or row['EVSE ID'] == 292561 or row['EVSE ID'] == 1882341 or row['EVSE ID'] == 1934141 or row['EVSE ID'] == 1934421 or row['EVSE ID'] == 509281 or row['EVSE ID'] == 286501 or row['EVSE ID'] == 609051 or row['EVSE ID'] == 750401 or row['EVSE ID'] == 805551 or row['EVSE ID'] == 1813911 or row['EVSE ID'] == 220506 or row['EVSE ID'] == 224414 or row['EVSE ID'] == 1756551 or row['EVSE ID'] == 1756561 or row['EVSE ID'] == 191021 or row['EVSE ID'] == 148907 or row['EVSE ID'] == 148909 or row['EVSE ID'] == 148919 or row['EVSE ID'] == 149217:\n", " return 'Municipality Building'\n", " elif row['EVSE ID'] == 1806141 or row['EVSE ID'] == 188609 or row['EVSE ID'] == 186865 or row['EVSE ID'] == 197705 or row['EVSE ID'] == 1881721 or row['EVSE ID'] == 760601 or row['EVSE ID'] == 104895 or row['EVSE ID'] == 105061 or row['EVSE ID'] == 119403 or row['EVSE ID'] == 119415 or row['EVSE ID'] == 191631 or row['EVSE ID'] == 195187 or row['EVSE ID'] == 1761191 or row['EVSE ID'] == 733501 or row['EVSE ID'] == 734841 or row['EVSE ID'] == 1805921 or row['EVSE ID'] == 1805961 or row['EVSE ID'] == 1819561 or row['EVSE ID'] == 152245 or row['EVSE ID'] == 159595 or row['EVSE ID'] == 785261 or row['EVSE ID'] == 785531 or row['EVSE ID'] == 1792521 or row['EVSE ID'] == 1792801 or row['EVSE ID'] == 1806141 or row['EVSE ID'] == 1807201:\n", " return 'Workplace'\n", " elif row['EVSE ID'] == 471931 or row['EVSE ID'] == 519701 or row['EVSE ID'] == 164447 or row['EVSE ID'] == 220198 or row['EVSE ID'] == 220202 or row['EVSE ID'] == 493471 or row['EVSE ID'] == 558481 or row['EVSE ID'] == 1841111 or row['EVSE ID'] == 191607 or row['EVSE ID'] == 191625 or row['EVSE ID'] == 88415 or row['EVSE ID'] == 88709 or row['EVSE ID'] == 88723 or row['EVSE ID'] == 698371 or row['EVSE ID'] == 1807221 or row['EVSE ID'] == 1845441 or row['EVSE ID'] == 318521 or row['EVSE ID'] == 342851 or row['EVSE ID'] == 718091 or row['EVSE ID'] == 120459 or row['EVSE ID'] == 120461 or row['EVSE ID'] == 120761 or row['EVSE ID'] == 120887 or row['EVSE ID'] == 120941:\n", " return 'Parking Garage/Lot'\n", " elif row['EVSE ID'] == 122701 or row['EVSE ID'] == 108397 or row['EVSE ID'] == 108449 or row['EVSE ID'] == 120353 or row['EVSE ID'] == 120975 or row['EVSE ID'] == 127097 or row['EVSE ID'] == 127683 or row['EVSE ID'] == 151763 or row['EVSE ID'] == 152097 or row['EVSE ID'] == 152101 or row['EVSE ID'] == 730491 or row['EVSE ID'] == 730511 or row['EVSE ID'] == 1780171 or row['EVSE ID'] == 1780181 or row['EVSE ID'] == 1781451 or row['EVSE ID'] == 1781471 or row['EVSE ID'] == 1841521 or row['EVSE ID'] == 1841771 or row['EVSE ID'] == 1841901 or row['EVSE ID'] == 195661 or row['EVSE ID'] == 219195:\n", " return 'University/Medical Campus'\n", " elif row['EVSE ID'] == 1805261 or row['EVSE ID'] == 1778101 or row['EVSE ID'] == 1750201 or row['EVSE ID'] == 1750251 or row['EVSE ID'] == 1777281 or row['EVSE ID'] == 157813 or row['EVSE ID'] == 1993351 or row['EVSE ID'] == 128143 or row['EVSE ID'] == 1815581 or row['EVSE ID'] == 548551 or row['EVSE ID'] == 548631 or row['EVSE ID'] == 689101:\n", " return 'Hotel/Resort'\n", " elif row['EVSE ID'] == 1735801 or row['EVSE ID'] == 1735861 or row['EVSE ID'] == 182449 or row['EVSE ID'] == 182461 or row['EVSE ID'] == 182451 or row['EVSE ID'] == 150395 or row['EVSE ID'] == 599531 or row['EVSE ID'] == 1757281 or row['EVSE ID'] == 150393 or row['EVSE ID'] == 702601 or row['EVSE ID'] == 768161:\n", " return 'Leisure'\n", " elif row['EVSE ID'] == 186867 or row['EVSE ID'] == 582191 or row['EVSE ID'] == 1808871 or row['EVSE ID'] == 1814091:\n", " return 'Apartment'\n", " elif row['EVSE ID'] == 784041 or row['EVSE ID'] == 1812171 or row['EVSE ID'] == 1812181 or row['EVSE ID'] == 741931:\n", " return 'Retail'\n", " else: \n", " return 'Other' \n", "\n", "#defines energy usage per month and returns a pie chart \n", "def Energy_Month(file):\n", " data=pd.read_csv(file) ##\n", " df=pd.DataFrame(data)\n", " \n", " e_may=0 #declaration of energy usage for different months\n", " e_june=0\n", " e_july=0\n", " e_aug=0\n", " e_sept=0\n", " e_oct=0\n", " e_nov=0\n", " e_dec=0\n", " x1=df['Start Date']\n", " m=[]#declaration of month array\n", " y1=df['Energy (kWh)']\n", " for i in range(len(x1)):\n", " m.append(datetime.strptime(x1[i], '%Y-%m-%d %H:%M:%S').date().month)#loop to convert date time to month\n", " for i in range (len(m)):#adding up energy from each month\n", " if(m[i]==5):\n", " e_may+=y1[i]\n", " elif(m[i]==6):\n", " e_june+=y1[i]\n", " elif(m[i]==7):\n", " e_july+=y1[i]\n", " elif(m[i]==8):\n", " e_aug+=y1[i]\n", " elif(m[i]==9):\n", " e_sept+=y1[i]\n", " elif (m[i]==10):\n", " e_oct+=y1[i]\n", " elif(m[i]==11):\n", " e_nov+=y1[i]\n", " elif(m[i]==12):\n", " e_dec+=y1[i] ###\n", " labels=\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"\n", " sizes=[e_may,e_june,e_july,e_aug,e_sept,e_oct,e_nov,e_dec]\n", " plt.pie(sizes,labels=labels,autopct='%1.0f%%',pctdistance=.8,labeldistance=1.1)\n", " return;\n", "\n", "#defines energy usage per month and returns a plot\n", "def Energy_MonthBar(file):\n", " data=pd.read_csv(file)\n", " data\n", " df=pd.DataFrame(data)\n", " e_may=0 #declaration of energy usage for different months\n", " e_june=0\n", " e_july=0\n", " e_aug=0\n", " e_sept=0\n", " e_oct=0\n", " e_nov=0\n", " e_dec=0\n", " x1=df['Start Date']\n", " m=[]#declaration of month array\n", " y1=df['Energy (kWh)']\n", " for i in range(len(x1)):\n", " m.append(datetime.strptime(x1[i], '%Y-%m-%d %H:%M:%S').date().month)#loop to convert date time to month\n", " for i in range (len(m)):#adding up energy from each month\n", " if(m[i]==5):\n", " e_may+=y1[i]\n", " elif(m[i]==6):\n", " e_june+=y1[i]\n", " elif(m[i]==7):\n", " e_july+=y1[i]\n", " elif(m[i]==8):\n", " e_aug+=y1[i]\n", " elif(m[i]==9):\n", " e_sept+=y1[i]\n", " elif (m[i]==10):\n", " e_oct+=y1[i]\n", " elif(m[i]==11):\n", " e_nov+=y1[i]\n", " elif(m[i]==12):\n", " e_dec+=y1[i]\n", " fig=plt.figure()\n", " ax = fig.add_axes([0,0,1,1])\n", " months = ['May', 'June', 'July', 'August', 'September','October','November','December']# bar plot\n", " TotalEnergy = [e_may,e_june,e_july,e_aug,e_sept,e_oct,e_nov,e_dec]\n", " ax.bar(months,TotalEnergy)\n", " return;\n", "\n", "#defines a function for energy per month and returns a plot for a single file\n", "def bar_chart(file):\n", " Energy_MonthBar(file)\n", " plt.xlabel(\"Month\")\n", " plt.ylabel(\"Energy in kWh\")\n", " plt.title(\"Total Monthly Energy Usage for all Stations\")\n", " return plt.show()\n", "\n", "#defines a function for energy per venue type and returns a pie chart \n", "def pie_chart_venue(file):\n", " #chartype=input(\"Please Enter the Chart Type:\")\n", " data=pd.read_csv(file)\n", " df=pd.DataFrame(data)\n", " e_pg=0 #declaration of energy usage for different venues\n", " e_r=0\n", " e_a=0\n", " e_hr=0\n", " e_l=0\n", " e_um=0\n", " e_w=0\n", " e_mb=0\n", " y=df[\"Energy (kWh)\"]\n", " x=df_new[\"Venue\"]\n", " for i in range(len(x)):\n", " if x[i]==\"Parking Garage/Lot\":\n", " e_pg+=y[i]\n", " elif x[i]==\"Municipality Building\":\n", " e_mb+=y[i]\n", " elif x[i]==\"Workplace\":\n", " e_w+=y[i]\n", " elif x[i]==\"University/Medical Campus\":\n", " e_um+=y[i]\n", " elif x[i]==\"Leisure\":\n", " e_l+=y[i]\n", " elif x[i]==\"Hotel/Resort\":\n", " e_hr+=y[i]\n", " elif x[i]==\"Apartment\":\n", " e_a+=y[i]\n", " elif x[i]==\"Retail\":\n", " e_r+=y[i]\n", " labels=\"Parking Garage/Lot\",\"Municipality Building\",\"Workplace\",\"University/Medical Campus\",\"Leisure\",\"Hotel/Resort\",\"Apartment\",\"Retail\"\n", " sizes=[e_pg,e_mb,e_w,e_um,e_l,e_hr,e_a,e_r]\n", " plt.title(\"Total Energy Usage\")\n", " plt.pie(sizes,labels=labels,autopct='%1.0f%%',pctdistance=.8,labeldistance=1.1)\n", " return plt.show()\n", "\n", "#defines a function to creates columns in a table\n", "def Venue_Table(x):\n", " x = [x[0], x[1], x[2], x[3],x[4],x[5],x[6],x[7]]\n", " return x\n", "\n", "#defines a function for energy per month and return a pie chart \n", "def pie_chart_energy(file):\n", " Energy_Month(file)\n", " plt.title(\"Total Monthly Energy Usage for all Stations\")\n", " #plt.pie(sizes,labels=labels,autopct='%1.0f%%',pctdistance=.8,labeldistance=1.1) \n", " return plt.show()\n", "\n", "#defines a function for charging start time peak demand for a weekday\n", "def peak_demand(Weekday, title):\n", " Weekday = df_new.loc[df_new['Weekday/end'] == Weekday ] # select day of the week (0-6) \n", " peak = Weekday['h'].value_counts()[:24] #make plot of Start Time for each Transactions on chosen day\n", " hour = [0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23]\n", " plot = peak.loc[hour].plot(kind='bar', figsize=(12, 5))\n", " plt.xlabel(\"Charging Start Time\")\n", " plt.ylabel(\"# of transactions\")\n", " plt.title(title)\n", " return plot\n", "\n", "##defines a function for charging start time peak demand for a chosen day\n", "def peak_demand_each_day(DayOfWeek,day):\n", " DayOfWeek = df_new.loc[df_new['Day of Week'] == DayOfWeek ] # select day of the week (0-6) \n", " peak = DayOfWeek['h'].value_counts()[:24] #make plot of Start Time for each Transactions on chosen day\n", " hour = [0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23]\n", " plot = peak.loc[hour].plot(kind='bar', figsize=(12, 5))\n", " plt.xlabel(\"Charging Start Time\")\n", " plt.ylabel(\"# of transactions\")\n", " plt.title(day)\n", " return plot\n", "\n", "#defines a function for energy per month and returns a plot for individual files\n", "def bar_chartCSV(file):\n", " Energy_MonthBar(file)\n", " plt.xlabel(\"Month\")\n", " plt.ylabel(\"Energy in kWh\")\n", " plt.title(fn)\n", " return plt.show()\n", "\n", "#defines a function for energy per month and return a pie chart for individual files\n", "def pie_chart_energyCSV(file):\n", " Energy_Month(file)\n", " plt.title(fn)\n", " return plt.show()\n", "\n", "#defines intervals which converts charging time into 15 minute interval then plots a line graph\n", "def interval(int,file,log,Z):\n", " data=pd.read_csv(file)\n", " df=pd.DataFrame(data)\n", " time_of_day=[]\n", " time=[]\n", " dur=[] \n", " #1440=total number of minutes in a day\n", " T=np.zeros(1440//int)#array of bins\n", " count=0\n", " x=df[\"Start Date\"]\n", " z=df[Z]\n", " \n", " for i in range(len(x)):#conversion of start time and total duration to float\n", " dur.append(timeparse(z[i])//60)#using python module pyparse\n", " \n", " time_of_day.append(datetime.strptime(x[i],'%Y-%m-%d %H:%M:%S').time())#converting from string to date time object\n", " time.append(time_of_day[i].second/60+time_of_day[i].minute+time_of_day[i].hour*60)#converting start time to minutes\n", " \n", " for i in range (len(time)): #loop to find total number of transactions per bin using start time and duration\n", " j=0\n", " while j<=(1440//int):\n", " if time[i]>=int*j and time[i]<=((int*j)+int) and (j+(dur[i]//int))<=(1440//int):#sorting the start time into a bin\n", " for k in range(j,j+(dur[i]//int)):#looping over the indexes of the bin matrix #should be ceiling function??\n", " \n", " T[k]+=1#adding one to each bin that the transaction goes over\n", " \n", " \n", " j+=1\n", " #####print (T)#printing the bin matrix\n", " \n", " if log=='Yes':\n", " plt.semilogy(2)\n", " plt.title(\"Total Demand for \"+Z)\n", " plt.ylabel(\"Total Number of Transactions\")\n", " plt.xlabel(\"Time of Day (Hours)\")\n", " plt.plot(T,label=file)\n", " ax=plt.gca()\n", " x_locator = FixedLocator([0*(1440/(int*24)),1*(1440/(int*24)),2*(1440/(int*24)),3*(1440/(int*24)),4*(1440/(int*24)),5*(1440/(int*24)),6*(1440/(int*24)),7*(1440/(int*24)),8*(1440/(int*24)),9*(1440/(int*24)),10*(1440/(int*24)),11*(1440/(int*24)),12*(1440/(int*24)),13*(1440/(int*24)),14*(1440/(int*24)),15*(1440/(int*24)),16*(1440/(int*24)),17*(1440/(int*24)),18*(1440/(int*24)),19*(1440/(int*24)),20*(1440/(int*24)),21*(1440/(int*24)),22*(1440/(int*24)),23*(1440/(int*24))])\n", " x_formatter = FixedFormatter([ \"0\", \"1\", \"2\", \"3\",\"4\",\"5\",\"6\",\"7\",\"8\",\"9\",\"10\",\"11\",\"12\",\"13\",\"14\",\"15\",\"16\",\"17\",\"18\",\"19\",\"20\",\"21\",\"22\",\"23\"])\n", " plt.legend(loc='upper center',bbox_to_anchor=(0.5, -0.5), shadow=True, ncol=1)\n", " ax.xaxis.set_major_formatter(x_formatter)\n", " ax.xaxis.set_major_locator(x_locator)\n", " \n", " return ((np.argmax(T)*int)/60);\n", "\n", "#defines a function that counts the number of items or rows in the column list\n", "def file_count(file):\n", " data=pd.read_csv(file)\n", " df=pd.DataFrame(data)\n", " x=df['Start Date']\n", " return len(x);\n", "\n", "#defines a function which finds the peak time interval in 15 minute intervals for individual csv files\n", "def max_time(int,log,Z):\n", " F=[]\n", " count=0\n", " \n", " M=[]#initialization of peak time array\n", " for fn in files:\n", " \n", " if fn.endswith('.csv') and not fn.startswith(\"combined\"):\n", " \n", " #if interval(int,fn,log,Z)!=0:\n", " M.append(interval(int,fn,log,Z))\n", " F.append(file_count(fn))\n", " \n", " \n", " \n", " else:\n", " print(\"\")#(\"Different Format or empty\") \n", " \n", " plt.figure()\n", " plt.xlabel(\"Total Number of Transactions\")\n", " plt.ylabel(\"Peak Time\")\n", " plt.title(\"Peak Time against Total Number of Transactions\")\n", " ax=plt.gca()\n", " results=sm.OLS(M,F).fit()\n", " #####print(results.summary())\n", " ax.scatter(F,M)\n", " return M; \n", "\n", "#creates a function that returns the start time with the highest percentage bin\n", "def percentages(Z):\n", " PeakChar=max_time(15,\"Yes\",Z);\n", " count=np.zeros(24)\n", " percents=[]\n", " \n", " for i in range (len(PeakChar)):\n", " \n", " if PeakChar[i]>=0 and PeakChar[i]<1:\n", " \n", " count[0]+=1\n", " elif PeakChar[i]>=1 and PeakChar[i]<2:\n", " count[1]+=1\n", " elif PeakChar[i]>=2 and PeakChar[i]<3:\n", " count[2]+=1\n", " elif PeakChar[i]>=3 and PeakChar[i]<4:\n", " count[3]+=1\n", " elif PeakChar[i]>=4 and PeakChar[i]<5:\n", " count[4]+=1\n", " elif PeakChar[i]>=5 and PeakChar[i]<6:\n", " count[5]+=1\n", " elif PeakChar[i]>=6 and PeakChar[i]<7:\n", " count[6]+=1\n", " elif PeakChar[i]>=7 and PeakChar[i]<8:\n", " count[7]+=1\n", " elif PeakChar[i]>=8 and PeakChar[i]<9:\n", " count[8]+=1\n", " elif PeakChar[i]>=9 and PeakChar[i]<10:\n", " count[9]+=1\n", " elif PeakChar[i]>=10 and PeakChar[i]<11:\n", " count[10]+=1\n", " elif PeakChar[i]>=11 and PeakChar[i]<12:\n", " count[11]+=1\n", " elif PeakChar[i]>=12 and PeakChar[i]<13:\n", " count[12]+=1\n", " elif PeakChar[i]>=13 and PeakChar[i]<14:\n", " count[13]+=1\n", " elif PeakChar[i]>=14 and PeakChar[i]<15:\n", " count[14]+=1\n", " elif PeakChar[i]>=15 and PeakChar[i]<16:\n", " count[15]+=1\n", " elif PeakChar[i]>=16 and PeakChar[i]<17:\n", " count[16]+=1\n", " elif PeakChar[i]>=17 and PeakChar[i]<18:\n", " count[17]+=1\n", " elif PeakChar[i]>=18 and PeakChar[i]<19:\n", " count[18]+=1\n", " elif PeakChar[i]>=19 and PeakChar[i]<20:\n", " count[19]+=1\n", " elif PeakChar[i]>=20 and PeakChar[i]<21:\n", " count[20]+=1\n", " elif PeakChar[i]>=21 and PeakChar[i]<22:\n", " count[21]+=1\n", " elif PeakChar[i]>=22 and PeakChar[i]<23:\n", " count[22]+=1\n", " elif PeakChar[i]>=23 and PeakChar[i]<24:\n", " count[23]+=1\n", " #count=[count0,count1,count2,count3,count4,count5,count6,count7,count8,count9,count10,count11,count12,count13,count14,count15,count16,count17,count18,count19,count20,count21,count22,count23]\n", " for i in range(len(count)):\n", " percents.append((count[i]/len(PeakChar))*100)\n", " #####print(percents) \n", " return(print(\"The Most Frequent Peak Time is: \", np.argmax(percents)));\n", "\n", "#Defines a function that will create a heat map for total energy per latitude and longitude\n", "def TotalEnergyHM(file):\n", " data=pd.read_csv(file)\n", " df=pd.DataFrame(data)\n", " \n", " #Sums up the energy over all of the data and sorts it into squares that have a different color depending on the amount of energy\n", " fig = px.density_heatmap(df, x=\"Longitude\", y=\"Latitude\", z=\"Energy (kWh)\", histfunc='sum', \n", " range_x=[-109,-102], range_y=[37,41])\n", " #Creates points that correspond with the locations of the charging stations\n", " fig.add_trace(\n", " go.Scatter(\n", " x=data[\"Longitude\"],\n", " y=data[\"Latitude\"],\n", " mode=\"markers\", name=\"Station\"\n", " )\n", " )\n", " \n", " fig.update_layout(\n", " title={\n", " 'text': \"Energy Usage in kWh by Longitude and Latitude\",\n", " 'y':.95,\n", " 'x':0.4,\n", " 'xanchor': 'center',\n", " 'yanchor': 'top'})\n", " \n", "\n", "\n", "\n", "\n", " return fig.show()\n", "\n", "\n", "#Defines a function that assigns a number to the Venue Type\n", "def venue_number(row):\n", " if row['Venue'] == 'Apartment':\n", " return 0\n", " elif row['Venue'] == 'Hotel/Resort':\n", " return 1\n", " elif row['Venue'] == 'Leisure':\n", " return 2\n", " elif row['Venue'] == 'Municipality Building':\n", " return 3\n", " elif row['Venue'] == 'Parking Garage/Lot':\n", " return 4\n", " elif row['Venue'] == 'Retail':\n", " return 5\n", " elif row['Venue'] == 'University/Medical Campus':\n", " return 6\n", " else:\n", " return 7\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "EofXGmqztTwU" }, "source": [ "# Dataframe" ] }, { "cell_type": "markdown", "metadata": { "id": "v3cR3fCFtTwX" }, "source": [ "This cell will take at least 1 minute to run. " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.486104Z", "start_time": "2020-05-16T05:41:58.421052Z" }, "id": "Bj9obDFftTwX", "outputId": "2473aee4-9e02-47ce-c7c3-bc0535e26578" }, "source": [ "#creates a dataframe and adjusts columns \n", "remove = [\"MAC Address\", \"Start Time Zone\", \"End Time Zone\", #chosen columns to remove from dataframe\n", " \"Transaction Date (Pacific Time)\", \"Plug Type\",\n", " \"Port Number\", \"Address 2\", \"State/Province\", \"Country\", \n", " \"Currency\", \"Fee\", \"Ended By\", \"Plug In Event Id\", \"Start SOC\", \n", " \"End SOC\", \"System S/N\",\"Model Number\", \"GHG Savings (kg)\", \n", " \"Gasoline Savings (gallons)\", \"Port Type\", \"Driver Postal Code\",\"User ID\"]\n", "\n", "df = pd.read_csv('combined3_csv.csv', sep=',', error_bad_lines=False, index_col=False) #, dtype='unicode')\n", "df = df.drop(remove, axis=1) \n", "df.apply (lambda row: label_venue(row), axis=1)\n", "\n", "df['DisconnectDate'] = pd.to_datetime(df['Start Date']) + pd.to_timedelta(df['Charging Time (hh:mm:ss)'])\n", "df['End_Date2'] = pd.to_datetime(df['End Date'], format='%Y-%m-%d %H:%M:%S')\n", "df['DisconnectDate2'] = pd.to_datetime(df['DisconnectDate'], format='%Y-%m-%d %H:%M:%S')\n", "df['Non_ChargeTime'] = (df['End_Date2'] - df['DisconnectDate2'])\n", "df['Non_ChargeTimeHR'] = df['Non_ChargeTime'].dt.total_seconds()*(1/3600) #converted to hours\n", "\n", "\n", "df['Venue'] = df.apply (lambda row: label_venue(row), axis=1) #create a new colum with venue types using dictionary of EVSE ID's\n", "df_new = df \n", "df_new['Start Time'] = pd.to_datetime(df_new['Start Date'], format='%Y-%m-%d %H:%M:%S', errors='coerce').dt.time #parsing time\n", "#####df_new['End Plug Time'] = pd.to_datetime(df_new['End Date'], format='%Y-%m-%d %H:%M:%S', errors='coerce').dt.time\n", "#df_new['Start Time'] = pd.to_timedelta(df_new['Start Date'], dt.time) #failed attempt at fixing minor error\n", "df_new['Charging Time (hh:mm:ss)'] = pd.to_datetime(df_new['Charging Time (hh:mm:ss)'], format='%H:%M:%S', errors='coerce').dt.time #parsing time\n", "df_new['End Time'] = (pd.to_timedelta(df_new['Start Time'].astype(str)) + \n", " pd.to_timedelta(df_new['Charging Time (hh:mm:ss)'].astype(str))) #new column: start time plus charging time to get end time return timedelta\n", "df_new['End Time'] = pd.to_datetime(df_new['End Time'], format='%Y-%m-%d %H:%M:%S', errors='coerce').dt.time \n", "df_new['Day of Week'] = pd.to_datetime(df_new['Start Date']).dt.weekday.astype(int) #new column returns integer 0-6 = Monday-Sunday\n", "df_new['h'] = pd.to_datetime(df['Start Date']).dt.hour #parsing hour in range(24)\n", "df['Weekday/end'] = [0 if x <= 4 else 1 for x in df['Day of Week']] #new column: 0 means weekday, 1 means weekend\n", "df_new['Venue_num'] = df_new.apply (lambda row: venue_number(row), axis=1)\n", "df_new['Start Date'] = pd.to_datetime(df_new['Start Date'])\n", "df_new['StartMin'] = df_new['Start Date'].dt.strftime('%H:%M')\n", "df_new['StartMin15'] =pd.to_datetime(df_new['StartMin']).dt.round('15min')\n", "df_new['StartMin15'] = pd.to_datetime(df_new['StartMin15'])\n", "df_new['StartMin_15'] = df_new['StartMin15'].dt.strftime('%H:%M')\n", "df_new['Start_in_Mins'] = df_new['StartMin_15'].str.split(':').apply(lambda x: int(x[0]) * 60 + int(x[1]))\n", "df_new['Month'] = pd.DatetimeIndex(df_new['Start Date']).month\n", "#FutureWarning: Passing timedelta64-dtype data is deprecated, will raise a TypeError in a future version" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3058: DtypeWarning:\n", "\n", "Columns (18,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", "\n", "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:28: FutureWarning:\n", "\n", "Passing timedelta64-dtype data is deprecated, will raise a TypeError in a future version\n", "\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.564290Z", "start_time": "2020-05-16T05:43:08.488919Z" }, "id": "eD5x1u-9tTwY", "outputId": "82b3b2b9-b327-49f9-bf80-5b152bad013f" }, "source": [ "#Gives a preview of the dataframe\n", "df_new" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Station NameOrg NameStart DateEnd DateTotal Duration (hh:mm:ss)Charging Time (hh:mm:ss)Energy (kWh)EVSE IDAddress 1City...End TimeDay of WeekhWeekday/endVenue_numStartMinStartMin15StartMin_15Start_in_MinsMonth
0CITY OF DURANGO / TC2City of Durango2019-12-31 07:18:312019-12-31 12:00:5804:42:2703:51:2517.11388709250 W 8th StDurango...11:09:56170407:182020-05-16 07:15:0007:1543512
1CITY OF DURANGO / TC1City of Durango2019-12-31 08:48:262019-12-31 11:35:3702:47:1102:46:3613.34788415250 W 8th StDurango...11:35:02180408:482020-05-16 08:45:0008:4552512
2CITY OF DURANGO / TC2City of Durango2019-12-30 15:38:572019-12-30 20:05:4204:26:4403:09:3411.87388709250 W 8th StDurango...18:48:310150415:382020-05-16 15:45:0015:4594512
3CITY OF DURANGO / TC1City of Durango2019-12-30 15:33:562019-12-30 17:45:2502:11:3202:11:1713.58688415250 W 8th StDurango...17:45:130150415:332020-05-16 15:30:0015:3093012
4CITY OF DURANGO / TC1City of Durango2019-12-27 13:21:332019-12-27 17:01:1203:39:3902:13:258.14188415250 W 8th StDurango...15:34:584130413:212020-05-16 13:15:0013:1579512
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37189COPPERLEAF / STATION 1Copperleaf Place Apartments2019-05-07 17:24:572019-05-08 08:33:2815:08:3101:51:555.9685821913425 south ShieldsFort Collins...19:16:521170017:242020-05-16 17:30:0017:3010505
37190COPPERLEAF / STATION 1Copperleaf Place Apartments2019-05-06 21:36:202019-05-07 09:49:0412:12:4403:46:4712.4005821913425 south ShieldsFort Collins...01:23:070210021:362020-05-16 21:30:0021:3012905
37191COPPERLEAF / STATION 1Copperleaf Place Apartments2019-05-02 20:32:482019-05-03 07:29:3210:56:4900:31:471.5855821913425 south ShieldsFort Collins...21:04:353200020:322020-05-16 20:30:0020:3012305
37192COPPERLEAF / STATION 1Copperleaf Place Apartments2019-05-02 14:04:272019-05-02 16:55:5602:51:2801:59:116.3815821913425 south ShieldsFort Collins...16:03:383140014:042020-05-16 14:00:0014:008405
37193COPPERLEAF / STATION 1Copperleaf Place Apartments2019-05-01 18:01:022019-05-02 09:37:2115:36:1902:42:248.7695821913425 south ShieldsFort Collins...20:43:262180018:012020-05-16 18:00:0018:0010805
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37194 rows × 31 columns

\n", "
" ], "text/plain": [ " Station Name Org Name \\\n", "0 CITY OF DURANGO / TC2 City of Durango \n", "1 CITY OF DURANGO / TC1 City of Durango \n", "2 CITY OF DURANGO / TC2 City of Durango \n", "3 CITY OF DURANGO / TC1 City of Durango \n", "4 CITY OF DURANGO / TC1 City of Durango \n", "... ... ... \n", "37189 COPPERLEAF / STATION 1 Copperleaf Place Apartments \n", "37190 COPPERLEAF / STATION 1 Copperleaf Place Apartments \n", "37191 COPPERLEAF / STATION 1 Copperleaf Place Apartments \n", "37192 COPPERLEAF / STATION 1 Copperleaf Place Apartments \n", "37193 COPPERLEAF / STATION 1 Copperleaf Place Apartments \n", "\n", " Start Date End Date Total Duration (hh:mm:ss) \\\n", "0 2019-12-31 07:18:31 2019-12-31 12:00:58 04:42:27 \n", "1 2019-12-31 08:48:26 2019-12-31 11:35:37 02:47:11 \n", "2 2019-12-30 15:38:57 2019-12-30 20:05:42 04:26:44 \n", "3 2019-12-30 15:33:56 2019-12-30 17:45:25 02:11:32 \n", "4 2019-12-27 13:21:33 2019-12-27 17:01:12 03:39:39 \n", "... ... ... ... \n", "37189 2019-05-07 17:24:57 2019-05-08 08:33:28 15:08:31 \n", "37190 2019-05-06 21:36:20 2019-05-07 09:49:04 12:12:44 \n", "37191 2019-05-02 20:32:48 2019-05-03 07:29:32 10:56:49 \n", "37192 2019-05-02 14:04:27 2019-05-02 16:55:56 02:51:28 \n", "37193 2019-05-01 18:01:02 2019-05-02 09:37:21 15:36:19 \n", "\n", " Charging Time (hh:mm:ss) Energy (kWh) EVSE ID Address 1 \\\n", "0 03:51:25 17.113 88709 250 W 8th St \n", "1 02:46:36 13.347 88415 250 W 8th St \n", "2 03:09:34 11.873 88709 250 W 8th St \n", "3 02:11:17 13.586 88415 250 W 8th St \n", "4 02:13:25 8.141 88415 250 W 8th St \n", "... ... ... ... ... \n", "37189 01:51:55 5.968 582191 3425 south Shields \n", "37190 03:46:47 12.400 582191 3425 south Shields \n", "37191 00:31:47 1.585 582191 3425 south Shields \n", "37192 01:59:11 6.381 582191 3425 south Shields \n", "37193 02:42:24 8.769 582191 3425 south Shields \n", "\n", " City ... End Time Day of Week h Weekday/end Venue_num \\\n", "0 Durango ... 11:09:56 1 7 0 4 \n", "1 Durango ... 11:35:02 1 8 0 4 \n", "2 Durango ... 18:48:31 0 15 0 4 \n", "3 Durango ... 17:45:13 0 15 0 4 \n", "4 Durango ... 15:34:58 4 13 0 4 \n", "... ... ... ... ... .. ... ... \n", "37189 Fort Collins ... 19:16:52 1 17 0 0 \n", "37190 Fort Collins ... 01:23:07 0 21 0 0 \n", "37191 Fort Collins ... 21:04:35 3 20 0 0 \n", "37192 Fort Collins ... 16:03:38 3 14 0 0 \n", "37193 Fort Collins ... 20:43:26 2 18 0 0 \n", "\n", " StartMin StartMin15 StartMin_15 Start_in_Mins Month \n", "0 07:18 2020-05-16 07:15:00 07:15 435 12 \n", "1 08:48 2020-05-16 08:45:00 08:45 525 12 \n", "2 15:38 2020-05-16 15:45:00 15:45 945 12 \n", "3 15:33 2020-05-16 15:30:00 15:30 930 12 \n", "4 13:21 2020-05-16 13:15:00 13:15 795 12 \n", "... ... ... ... ... ... \n", "37189 17:24 2020-05-16 17:30:00 17:30 1050 5 \n", "37190 21:36 2020-05-16 21:30:00 21:30 1290 5 \n", "37191 20:32 2020-05-16 20:30:00 20:30 1230 5 \n", "37192 14:04 2020-05-16 14:00:00 14:00 840 5 \n", "37193 18:01 2020-05-16 18:00:00 18:00 1080 5 \n", "\n", "[37194 rows x 31 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 9 } ] }, { "cell_type": "markdown", "metadata": { "id": "DGcNzhGWtTwZ" }, "source": [ "## Find Null Data" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.627719Z", "start_time": "2020-05-16T05:43:08.566387Z" }, "id": "Qu2MBNNdtTwZ", "outputId": "87c570ac-58e7-494f-e31d-b917b5b56cbc" }, "source": [ "#Finds null data in the dataframe\n", "df_new.isnull().sum().sort_values(ascending = False).head(15)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "County 1921\n", "Charging Time (hh:mm:ss) 9\n", "End Time 9\n", "End_Date2 1\n", "End Date 1\n", "Non_ChargeTime 1\n", "Non_ChargeTimeHR 1\n", "City 0\n", "Latitude 0\n", "Postal Code 0\n", "EVSE ID 0\n", "Address 1 0\n", "Energy (kWh) 0\n", "Total Duration (hh:mm:ss) 0\n", "Start Date 0\n", "dtype: int64" ] }, "metadata": { "tags": [] }, "execution_count": 10 } ] }, { "cell_type": "markdown", "metadata": { "id": "mLpvWkSAtTwZ" }, "source": [ "# User input: Previous Years' Totals" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.636399Z", "start_time": "2020-05-16T05:43:08.629572Z" }, "id": "8QNx-tO_tTwZ" }, "source": [ "#Takes information from previous reports and creates a table to compare new data to previous years\n", "#numbers taken from original report\n", "\n", "#transactions per year \n", "trans_16 = 6474\n", "trans_17 = 15121\n", "trans_18 = 32933\n", "trans_19 = 15427 + sum(names.values()) #adds transactions from our data\n", "trans = [trans_16, trans_17, trans_18, trans_19] #total # of trans\n", "\n", "#energy usage per year\n", "energy_16 = 70917\n", "energy_17 = 174770\n", "energy_18 = 451108\n", "energy_19 = 210393 + df['Energy (kWh)'].sum()\n", "energy = [energy_16, energy_17, energy_18, energy_19]\n", "\n", "years = ['2016', '2017', '2018', '2019']" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "3LnzQd4vtTwZ" }, "source": [ "# Yearly Totals (2016 - 2019)" ] }, { "cell_type": "markdown", "metadata": { "id": "t9mRhsBrtTwZ" }, "source": [ "## Table" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.652612Z", "start_time": "2020-05-16T05:43:08.637943Z" }, "id": "bzkwtedVtTwZ", "outputId": "8a599952-d2e7-4624-accc-f9ad90c5a3bf" }, "source": [ "#Creates a summary table of Total # of Transactions and Total Energy Usage per Year\n", "data = {'Year': years, 'Transactions': trans, 'Energy': energy}\n", "df_year = pd.DataFrame(data=data)\n", "df_year" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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YearTransactionsEnergy
02016647470917.000
1201715121174770.000
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" ], "text/plain": [ " Year Transactions Energy\n", "0 2016 6474 70917.000\n", "1 2017 15121 174770.000\n", "2 2018 32933 451108.000\n", "3 2019 52621 623135.894" ] }, "metadata": { "tags": [] }, "execution_count": 12 } ] }, { "cell_type": "markdown", "metadata": { "id": "cqtB6bqytTwa" }, "source": [ "## Bar Plot: Total Number of Transactions " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.809470Z", "start_time": "2020-05-16T05:43:08.654420Z" }, "id": "nekNGPdPtTwa", "outputId": "8c1334d9-813c-4b40-c9fc-86b46dd0b186" }, "source": [ "#Creates a bar plot of the Total number of Transactions per year\n", "fig=plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Total Transactions\")\n", "plt.title('Number of Transactions from 2016 to 2019')\n", "ax.bar(years,trans)\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "uGU7l_tptTwa" }, "source": [ "## Bar Plot: Total Energy Usage " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:08.956200Z", "start_time": "2020-05-16T05:43:08.811442Z" }, "id": "NwUNbxw4tTwa", "outputId": "0796cf31-de0c-44cb-f068-319efba1d39d" }, "source": [ "#Creates a bar plot of Total Energy Usage per Year\n", "fig=plt.figure()\n", "ax = fig.add_axes([0,0,1,1])\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Total Energy Usage (kWh)\")\n", "plt.title('Total Energy Usage from 2016 to 2019')\n", "ax.bar(years,energy)\n", "plt.show()\n" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "UVSoeGCWtTwa" }, "source": [ "# Analysis of all Stations Combined" ] }, { "cell_type": "markdown", "metadata": { "id": "Y1bJdWwQtTwa" }, "source": [ "## Bar Plot: Total Energy Usage per Month" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:11.108266Z", "start_time": "2020-05-16T05:43:08.958157Z" }, "id": "DARALVDitTwb", "outputId": "7256da71-f5a6-4916-9946-33dd80672c03" }, "source": [ "#creates a bar plot of Total Energy Usage per Month\n", "bar_chart(\"combined3_csv.csv\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3326: DtypeWarning:\n", "\n", "Columns (18,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Lm0QWh4DtTwb" }, "source": [ "## Bar Plot: Average Monthly Energy Usage per Station" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:11.282055Z", "start_time": "2020-05-16T05:43:11.110196Z" }, "id": "SuHz5eBVtTwb", "outputId": "c55d465f-586b-4b81-9f2f-ef30ad613674" }, "source": [ "#Creates a bar plot of average monthly energy usage per station\n", "s = df.groupby(['Month'])['EVSE ID'].nunique()\n", "e = df.groupby('Month')['Energy (kWh)'].sum()\n", "e_avg = e/s\n", "\n", "ax = e_avg[1:12].plot.bar(width = 0.8, figsize = [8,5])\n", "months = ['May', 'June', 'July', 'August', 'September','October','November','December']\n", "ax.set_xticklabels(months, rotation=0)\n", "plt.xlabel('Month')\n", "plt.ylabel('Energy (kWh)')\n", "plt.title('Average Monthly Energy Usage per Station')\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "cht8gjuEtTwb" }, "source": [ "## Pie Chart: Total Energy Usage per Month" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:13.503435Z", "start_time": "2020-05-16T05:43:11.284025Z" }, "id": "TQaGVze3tTwb", "outputId": "9a8901a6-94ed-42ec-b84c-8a1fc2f997ab" }, "source": [ "#creates a pie chart of Total Energy Usage\n", "pie_chart_energy(\"combined3_csv.csv\")" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "nJykwjECtTwb" }, "source": [ "## Pie Chart: Average Monthly Energy Usage per Station" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:13.669356Z", "start_time": "2020-05-16T05:43:13.505579Z" }, "id": "vP6uPcXRtTwb", "outputId": "373fd798-7072-4d97-8eb6-021d5e87a5aa" }, "source": [ "#creates a pie chart of the average monthly energy usage per stations\n", "ax = e_avg[1:12].plot.pie(autopct='%1.0f%%',pctdistance=.8,labeldistance=1.1, labels = months)\n", "plt.title('Average Monthly Energy Usage per Station')\n", "plt.show" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 18 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-04-21T16:41:18.690905Z", "start_time": "2020-04-21T16:41:18.686548Z" }, "id": "41Nm0iymtTwc" }, "source": [ "## Bar Plots: Top 10 Stations with the Most Transactions and Most Energy Usage " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:14.061378Z", "start_time": "2020-05-16T05:43:13.671319Z" }, "id": "3uo_lNJntTwc", "outputId": "6d2e99fa-f186-43ef-e72d-795adb6b5bae" }, "source": [ "#Creates a horizontal bar chart of the stations with the most number of transactions\n", "df['Station Name'].value_counts(ascending=True)[152:162].plot(kind='barh', figsize=(10, 5))\n", "plt.xlabel(\"Number of Transactions\")\n", "plt.ylabel(\"Station Name\")\n", "plt.title('Top 10 Stations with the Most Transactions')\n", "plt.show()\n", "#.sort_index(ascending = False) or .sort_values() not working\n", "\n", "#creates a horizontal bar chart of the stations with the highest overall energy usage\n", "energy = df.groupby(by = ['Station Name'])['Energy (kWh)'].sum() #sums total energy by station\n", "energy.sort_values()[152:162].plot.barh(figsize=(10, 5)) \n", "plt.xlabel(\"Total Energy (kW h)\")\n", "plt.ylabel(\"Station Name\")\n", "plt.title('Top 10 Stations with the Highest Energy Usage')\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "O0kVOI6atTwc" }, "source": [ " ## Bar Plots: Bottom 10 stations with the Least Transactions and Least Energy Usage" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:14.471455Z", "start_time": "2020-05-16T05:43:14.063442Z" }, "id": "y_aV53-stTwc", "outputId": "eef3d753-3cf5-4937-848e-b9da36f66c48" }, "source": [ "#Creates a horizontal bar chart of the stations with the least number of transactions\n", "df['Station Name'].value_counts(ascending=True)[:10].plot(kind='barh', figsize=(10, 5))\n", "plt.xlabel(\"Transactions\")\n", "plt.ylabel(\"Station Name\")\n", "plt.title('Bottom 10 Stations with the Least Transactions')\n", "plt.show()\n", "\n", "#creates a horizontal bar chart of the stations with the least overall energy usage\n", "energy.sort_values()[:10].plot.barh(figsize=(10, 5)) \n", "plt.xlabel(\"Total Energy (kWh)\")\n", "plt.ylabel(\"Station Name\")\n", "plt.title('Bottom 10 Stations with the Lowest Energy Usage')\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "nZ_pSDOwtTwc" }, "source": [ "# Analysis by Venue Types" ] }, { "cell_type": "markdown", "metadata": { "id": "F4IRKrTatTwc" }, "source": [ "## Table: Summary of each Venue Type" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:14.542641Z", "start_time": "2020-05-16T05:43:14.473212Z" }, "id": "ZDLBhquQtTwc", "outputId": "4b1c9bf6-5e6e-417f-bc4d-33c124076931" }, "source": [ "#Creates a table with a summary of each venue type\n", "x1 = df.groupby('Venue')['EVSE ID'].nunique() # of stations in each Venue type \n", "Venue_Table(x1)\n", "x2 = df.groupby('Venue').size() # Number of transaction in each venue type\n", "Venue_Table(x2)\n", "x3 = df.groupby(by = ['Venue'])['Energy (kWh)'].sum() #total energy for each Venue Type\n", "Venue_Table(x3)\n", "x4 = x3/x1 #Total Energy/# of stations: Average Energy per Station \n", "Venue_Table(x4)\n", "x5 = x3/x2 #Total Energy/# of Transactions: Average Energy per Transaction\n", "Venue_Table(x5)\n", "\n", "#table\n", "data = {'Number of Stations': x1, 'Number of Transactions': x2\n", " , 'Total Energy (kWh)': x3, 'Avg. Energy (kWh) per Staion': x4\n", " , 'Avg. Energy (kWh) per Transaction': x5} \n", "df_table = pd.DataFrame(data)\n", "df_table.style.set_properties(**{'text-align': 'left'}).set_table_styles([ dict(selector='th', props=[('text-align', 'left')] ) ]) #aligns text and headers to the left\n", "df_table.round(3).reindex(['Municipality Building','Workplace','Parking Garage/Lot',\n", " 'University/Medical Campus','Hotel/Resort','Leisure','Apartment','Retail'])" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Number of StationsNumber of TransactionsTotal Energy (kWh)Avg. Energy (kWh) per StaionAvg. Energy (kWh) per Transaction
Venue
Municipality Building42740373716.6931755.1599.958
Workplace25737785287.5973411.50411.561
Parking Garage/Lot2410408119125.3554963.55611.446
University/Medical Campus21607466107.7053147.98610.884
Hotel/Resort12152320520.5931710.04913.474
Leisure11284830370.1182760.92010.664
Apartment4110312735.3513183.83811.546
Retail44584879.4821219.87010.654
\n", "
" ], "text/plain": [ " Number of Stations Number of Transactions \\\n", "Venue \n", "Municipality Building 42 7403 \n", "Workplace 25 7377 \n", "Parking Garage/Lot 24 10408 \n", "University/Medical Campus 21 6074 \n", "Hotel/Resort 12 1523 \n", "Leisure 11 2848 \n", "Apartment 4 1103 \n", "Retail 4 458 \n", "\n", " Total Energy (kWh) Avg. Energy (kWh) per Staion \\\n", "Venue \n", "Municipality Building 73716.693 1755.159 \n", "Workplace 85287.597 3411.504 \n", "Parking Garage/Lot 119125.355 4963.556 \n", "University/Medical Campus 66107.705 3147.986 \n", "Hotel/Resort 20520.593 1710.049 \n", "Leisure 30370.118 2760.920 \n", "Apartment 12735.351 3183.838 \n", "Retail 4879.482 1219.870 \n", "\n", " Avg. Energy (kWh) per Transaction \n", "Venue \n", "Municipality Building 9.958 \n", "Workplace 11.561 \n", "Parking Garage/Lot 11.446 \n", "University/Medical Campus 10.884 \n", "Hotel/Resort 13.474 \n", "Leisure 10.664 \n", "Apartment 11.546 \n", "Retail 10.654 " ] }, "metadata": { "tags": [] }, "execution_count": 21 } ] }, { "cell_type": "markdown", "metadata": { "id": "Axg1fwhPtTwd" }, "source": [ "## Bar Plot: Number of Transactions" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:14.725790Z", "start_time": "2020-05-16T05:43:14.544518Z" }, "id": "p7fVjHlQtTwd", "outputId": "fc084e6d-94ec-4bff-c2d5-55ddd1eb402e" }, "source": [ "#Creates a bar plot of the venue types with their total number of transactions\n", "df_venue = df_new['Venue'].value_counts() \n", "df_venue.plot.bar(color=['blue', 'orange', 'green', 'red', 'purple', 'brown', 'pink', 'grey'])\n", "plt.xlabel(\"Venue\")\n", "plt.ylabel(\"Transactions per Venue Type\")\n", "plt.title('Total Number of Transactions per Venue Type')\n", "plt.show()\n" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "erlefMO1tTwd" }, "source": [ "## Pie Chart: Total Energy Usage" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:14.946882Z", "start_time": "2020-05-16T05:43:14.731539Z" }, "id": "9sF1Bz0otTwd", "outputId": "405aedf7-353e-444d-f4b9-73c39f9b6416" }, "source": [ "#Creates a bar plot of the venue types with their total energy usage\n", "group_data = df_new.groupby(['Venue']).sum()[['Energy (kWh)']].plot.bar(rot = 90) # If you want to rotate labels from x axis\n", "_ = group_data.set(xlabel = 'Venue', ylabel = 'Energy (kWh)')#, group_data.legend(['Legend']) # you can add labels and legend\n", "#group_data(color=['blue', 'orange', 'green', 'red', 'purple', 'brown', 'pink', 'grey'])\n", "plt.title('Total Energy Usage per Venue Type')\n", "plt.ylabel(\"Energy (kWh)\")\n", "plt.show()\n", "#pie_chart_venue(\"combined3_csv.csv\") " ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:17.100789Z", "start_time": "2020-05-16T05:43:14.949732Z" }, "id": "mmSWlzbltTwd", "outputId": "a64adbde-5110-4f8c-f8a5-eb0d2ec5aacf" }, "source": [ "#creates a pie chart of the percent of total energy usage each venue types holds\n", "pie_chart_venue(\"combined3_csv.csv\") " ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3249: DtypeWarning:\n", "\n", "Columns (18,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "hoGVbxq0tTwd" }, "source": [ "## Pie Chart: Average Energy per Station in each Venue type" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:17.214516Z", "start_time": "2020-05-16T05:43:17.104525Z" }, "id": "MPOCdmYxtTwe", "outputId": "06ed1c90-cf9c-46ba-845d-d5d474bca11f" }, "source": [ "#creates a pie chart of the average energy usage per station by venue type\n", "Ener_st=df_new.groupby('Venue').sum() # groupby Venue type\n", "\n", "plt.pie(x=Ener_st[\"Energy (kWh)\"]/x1, labels=Ener_st.index, autopct='%1.0f%%', pctdistance=0.8, labeldistance=1.1) # Total Energy/# of stations for each Venue Type\n", "plt.title('Average Energy Usage per Station')\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "NSyGVkFitTwe" }, "source": [ "## Histograms: Energy (kWh) usage per Transaction " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:18.839419Z", "start_time": "2020-05-16T05:43:17.216585Z" }, "id": "XtrNyJ4UtTwe", "outputId": "b6491c36-54dc-469d-9814-a22cb8e65cc6" }, "source": [ "#creates histograms of energy usage per transaction of each venue type\n", "axarr = df_new.hist('Energy (kWh)', by = 'Venue', figsize = (15,10), sharex=False, sharey = True) \n", "\n", "for ax in axarr.flatten(): #returns a copy of the array collapsed into one dimension\n", " ax.set_xlabel(\"Energy (kWh)\")\n", " ax.set_ylabel(\"Transactions\")\n", "#plt.tight_layout()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Wu_nIMCWtTwe" }, "source": [ "## Box and Whisker Plot: Energy (kWh)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:19.261929Z", "start_time": "2020-05-16T05:43:18.841354Z" }, "id": "SWpFe66GtTwe", "outputId": "265ebe69-c455-45be-bef6-eb50e1468a67" }, "source": [ "#Creates a box and whiskers plot of energy usage per transaction for each venue type\n", "boxprops = dict(linestyle='-', linewidth=1.5) # adds width to box\n", "medianprops = dict(linestyle='-', linewidth=2) # adds width to median prop (horizontal line at median)\n", "#notch = confidence interval \n", "\n", "df_new.boxplot('Energy (kWh)', by = 'Venue', showmeans=True, showfliers=False, #showfliers=False removes the outliers\n", " boxprops = boxprops, medianprops = medianprops, figsize = (15,10)) \n", "plt.ylabel('Energy (kW h) per Transaction')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Energy (kW h) per Transaction')" ] }, "metadata": { "tags": [] }, "execution_count": 27 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "t1yjm_Y3tTwe" }, "source": [ "# Analysis by ZIP Code" ] }, { "cell_type": "markdown", "metadata": { "id": "I6iYdmDGtTwe" }, "source": [ "## Bar Plot: Number of Transactions " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:20.087087Z", "start_time": "2020-05-16T05:43:19.263774Z" }, "id": "ITKVa_S6tTwf", "outputId": "ced14755-46ee-4bff-8c65-8c75befb857a" }, "source": [ "#creates a plot of the total number of transactions for each zip code\n", "df['Postal Code'].value_counts()[:].plot(kind='bar', figsize=(15, 10))\n", "plt.xlabel(\"Zip Code\")\n", "plt.ylabel(\"Total Number of Transactions\")\n", "plt.title('Number of Transactions per ZIP Code')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Number of Transactions per ZIP Code')" ] }, "metadata": { "tags": [] }, "execution_count": 28 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "xpCg71qGtTwf" }, "source": [ "## Bar Plot: Total Energy Usage" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:20.976545Z", "start_time": "2020-05-16T05:43:20.088900Z" }, "id": "m0ppz-46tTwf", "outputId": "405056e0-eeae-46b5-9fb8-88dd328b40a2" }, "source": [ "#creates a plot of the total energy used at each zip code\n", "EPostal = df_new.groupby(['Postal Code']).sum()[['Energy (kWh)']].sort_values('Energy (kWh)', ascending = False).plot.bar(figsize=(15,10)) \n", "_ = EPostal.set(xlabel = 'Zip Code', ylabel = 'Total Energy (kWh)', title = 'Total Energy Usage per Zip Code')\n", "#plt.title('Total Energy Used per ZIP Code')" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "tCCF-KEltTwf" }, "source": [ "# Analysis by County" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:20.996172Z", "start_time": "2020-05-16T05:43:20.978510Z" }, "id": "Mn4XYY7xtTwf", "outputId": "2db3875c-2012-4135-e8a6-8815ce46f81e" }, "source": [ "#calculates the percent of data with missing county information\n", "TNT= 37194 # total number of transaction in the dataframe\n", "sum(pd.isnull(df_new['County'])/TNT)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.051648115287412956" ] }, "metadata": { "tags": [] }, "execution_count": 30 } ] }, { "cell_type": "markdown", "metadata": { "id": "_Ip2lpPTtTwf" }, "source": [ "## Bar Plot: Total Number of Transactions" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:21.986119Z", "start_time": "2020-05-16T05:43:20.998125Z" }, "id": "EDYpem9htTwf", "outputId": "c137bfc8-913e-47fe-fecb-e19d54060a2a" }, "source": [ "#Creates a bar plot of the total number of transactions per county \n", "df['County'].value_counts()[:].plot(kind='bar', log=True, figsize=(15, 10))\n", "plt.xlabel(\"County\")\n", "plt.ylabel(\"Total Number of Transactions\")\n", "plt.title('Number of Transactions per County (on a log y scale)')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Number of Transactions per County (on a log y scale)')" ] }, "metadata": { "tags": [] }, "execution_count": 31 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Mx3YIGxvtTwg" }, "source": [ "## Bar Plot: Total Energy Usage" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:22.827891Z", "start_time": "2020-05-16T05:43:21.988109Z" }, "id": "nVjlsPOItTwg", "outputId": "9b81d8b5-6bbf-4de9-92d6-392980e2ea5b" }, "source": [ "County = df_new.groupby(['County']).sum()[['Energy (kWh)']].sort_values('Energy (kWh)', ascending = False).plot.bar(log=True, figsize=(15,10)) \n", "_ = County.set(xlabel = 'County', ylabel = 'Total Energy (kWh)', title = 'Total Energy Usage per County (on a log y scale)')" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "8hSTAVpLtTwg" }, "source": [ "# Analysis by Latitude and Longitude" ] }, { "cell_type": "markdown", "metadata": { "id": "vrdAL8whtTwg" }, "source": [ "## Bubble Map: Energy Usage per Transaction" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:23.215529Z", "start_time": "2020-05-16T05:43:22.829938Z" }, "id": "59jD6fSvtTwg", "outputId": "cdb177f1-eb1a-4a9c-d566-9dca8a998417" }, "source": [ "#creates a scatter plot of total energy usage at each Latitude/Longitude locations \n", "\n", "#converts a pandas groupby from a series to a DataFrame\n", "#Groups transactions by their Latitude and Longitude then sums up their energy \n", "LL_df=pd.DataFrame(df.groupby(['Latitude','Longitude'])['Energy (kWh)'].sum().to_frame('Energy (kWh)').reset_index())\n", "#LL_df #size 146 x 3 \n", "\n", "scale = .08 #scale the bubble sizes\n", "\n", "Colorado_img=mpimg.imread('Colorado3.png')\n", "LL_df.plot(kind=\"scatter\", x='Longitude', y='Latitude', figsize=(12,10),\n", " s=LL_df['Energy (kWh)']*scale, label=\"Energy (kWh)\", #the attribute we'll use to represent the bubble size\n", " #s=200, label=\"Energy (kWh)\",\n", " c=\"Energy (kWh)\", cmap=plt.get_cmap(\"cool\"),#summer, hot, cubehelix, cool, fav: bwr\n", " edgecolors=\"black\",linewidth = .9,\n", " colorbar=True, alpha=0.8, sharex=False)\n", "\n", "plt.imshow(Colorado_img, extent=[-109.099, -101.87, 36.8, 41.1], alpha=0.9) \n", "plt.title('Total Energy (kWh) Usage at each Latitude and Longitude Location')\n", "\n", "plt.legend(fontsize=15)\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "eCletD22tTwg" }, "source": [ "## Heat Map: Total Energy Usage" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:25.755847Z", "start_time": "2020-05-16T05:43:23.217456Z" }, "id": "ps_vlOf8tTwg", "outputId": "54e4b106-daca-4cbc-e700-b63583df8223" }, "source": [ "#creates a heatmap of Total Energy by Latitude and Longitude\n", "#also creates a scatterplot of the positions of every charging station\n", "#To learn about a station, hover your mouse over a point, and use the latitude and longitude to find the corresponding point in HMInterpret\n", "TotalEnergyHM(\"combined3_csv.csv\") " ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3249: DtypeWarning:\n", "\n", "Columns (18,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "text/html": [ " \n", " " ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "histfunc": "sum", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Longitude=%{x}
Latitude=%{y}
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"ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Energy Usage in kWh by Longitude and Latitude", "x": 0.4, "xanchor": "center", "y": 0.95, "yanchor": "top" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "range": [ -109, -102 ], "title": { "text": "Longitude" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "range": [ 37, 41 ], "title": { "text": "Latitude" } } } }, "text/html": [ "
\n", " \n", " \n", "
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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:25.776356Z", "start_time": "2020-05-16T05:43:25.757931Z" }, "id": "-QiqpG2WtTwi" }, "source": [ "HeatMap_df=pd.DataFrame(df_new.groupby(['Latitude','Longitude', 'Venue', 'City', 'EVSE ID'])['Energy (kWh)'].sum().to_frame('Energy (kWh)').reset_index())" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:25.782773Z", "start_time": "2020-05-16T05:43:25.778195Z" }, "code_folding": [], "id": "y31OSuEBtTwi" }, "source": [ "#creates a function that plots a heatmap with details at each point\n", " #This functions needs to be ran after the dataframe above\n", "def HMInterpret(file):\n", " data=pd.read_csv(file)\n", " fig = px.scatter(HeatMap_df, x=\"Longitude\", y=\"Latitude\", color=\"Venue\", hover_name =\"EVSE ID\", hover_data=[\"Energy (kWh)\",\"City\"], range_x=[-109,-102], range_y=[37,41] )\n", " #creates a scatterplot of the points of the data by latitude and longitude\n", " return fig.show()\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:26.543226Z", "start_time": "2020-05-16T05:43:25.784601Z" }, "id": "8UnTd0m5tTwi", "outputId": "2cf801c8-a759-4ced-9fda-c5e30bc99020" }, "source": [ "HMInterpret(\"combined3_csv.csv\") \n", "#Hover your mouse over a point to see what station it is\n", "#you can zoom in by clicking and dragging your mouse to the window that you want, double right click to go back to the main map" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ 1006.371, "Trinidad" ], [ 2847.6610000000023, "Durango" ], [ 3715.2519999999986, "Durango" ], [ 6200.161999999997, "Durango" ], [ 4051.823000000001, "Durango" ], [ 6.815, "Springfield" ], [ 1763.604, "Walsenburg" ], [ 126.54099999999998, "Las Animas" ], [ 90.377, "Lamar" ], [ 51.59, "Pueblo" ], [ 355.21299999999997, "Pueblo" ], [ 716.4240000000007, "Pueblo" ], [ 886.6779999999995, "Pueblo" ], [ 24.889, "Eads" ], [ 1445.3019999999992, "Salida" ], [ 454.9670000000001, "Colorado Springs" ], [ 1827.8700000000006, "Colorado Springs" ], [ 732.4819999999999, "Colorado Springs" ], [ 257.864, "Colorado Springs" ], [ 365.75900000000007, "Colorado Springs" ], [ 469.914, "Colorado Springs" ], [ 2495.942999999999, "Colorado Springs" ], [ 490.183, "Colorado Springs" ], [ 276.54300000000006, "Colorado Springs" ], [ 213.86900000000003, "Colorado Springs" ], [ 542.139, "Colorado Springs" ], [ 167.272, "Colorado Springs" ], [ 239.70799999999997, "Grand Junction" ], [ 691.9139999999996, "Aspen" ], [ 1764.0790000000004, "Aspen" ], [ 2326.9440000000013, "Denver" ], [ 1117.4639999999993, "Denver" ], [ 2600.7690000000007, "Denver" ], [ 7017.028000000003, "Eagle" ], [ 4932.856999999998, "Eagle" ], [ 44.442, "Brighton" ], [ 10695.57400000001, "Estes Park" ], [ 359.4899999999999, "Loveland" ], [ 106.016, "Loveland" ], [ 0, "Loveland" ], [ 1020.6169999999997, "Greeley" ], [ 9216.284, "Steamboat Springs" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Municipality Building
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
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Venue=University/Medical Campus
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
City=%{customdata[1]}", "hovertext": [ 219195, 195661, 122701, 127683, 127097, 1841521, 120353, 120975, 152101, 152097, 151763, 1781451, 1781471, 1780171, 1780181, 1841901, 1841771, 108449, 730511, 730491, 108397 ], "legendgroup": "Venue=University/Medical Campus", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", "name": "Venue=University/Medical Campus", "showlegend": true, "type": "scatter", "x": [ -107.825745, -107.825722, -104.794945, -105.086678, -105.086678, -105.086792, -105.083008, -105.083008, -105.078407, -105.078377, -105.078392, -105.101074, -105.100998, -105.10511, -105.105087, -105.07804099999998, -105.08593799999998, -105.092941, -105.09314, -105.09304, -105.081436 ], "xaxis": "x", "y": [ 37.235104, 37.235104, 39.029072, 40.55666, 40.556717, 40.559364, 40.56824500000001, 40.568283, 40.570713, 40.570713, 40.570736, 40.575829, 40.575859, 40.57687, 40.576965, 40.577137, 40.577778, 40.5779, 40.577976, 40.577976, 40.579815 ], "yaxis": "y" }, { "customdata": [ [ 2599.5070000000005, "Durango" ], [ 5207.549999999998, "Durango" ], [ 4234.303999999996, "Pagosa Springs" ], [ 2459.409000000001, "Alamosa" ], [ 900.4459999999999, "Pueblo West" ], [ 111.51500000000001, "Pueblo West" ], [ 118.637, "Pueblo West" ], [ 61.626, "Pueblo West" ], [ 241.38899999999998, "Pueblo West" ], [ 1272.082, "Buena Vista" ], [ 520.973, "Buena Vista" ], [ 1680.668, "Buena Vista" ], [ 105.44599999999998, "Buena Vista" ], [ 3839.037, "Aspen" ], [ 9909.731000000002, "Basalt" ], [ 179.431, "Meeker" ], [ 283.445, "Meeker" ], [ 3267.610000000002, "Greeley" ], [ 597.2080000000001, "Steamboat Springs" ], [ 31.351000000000003, "Craig" ], [ 8834.263000000003, "Fort Collins" ], [ 7399.3629999999985, "Fort Collins" ], [ 10028.336999999994, "Fort Collins" ], [ 11106.723999999998, "Fort Collins" ], [ 10297.544999999998, "Fort Collins" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Workplace
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
City=%{customdata[1]}", "hovertext": [ 195187, 191631, 1761191, 1881721, 733501, 734841, 1805921, 1819561, 1805961, 785531, 785261, 159595, 152245, 186865, 188609, 1792801, 1792521, 760601, 1806141, 1807201, 105061, 119415, 119403, 104895, 197705 ], "legendgroup": "Venue=Workplace", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": "Venue=Workplace", "showlegend": true, "type": "scatter", "x": [ -107.8741, -107.874039, -107.012123, -105.868622, -104.741386, -104.741432, -104.70787, -104.708015, -104.707321, -106.120102, -106.120209, -106.130569, -106.122437, -106.861267, -107.034821, -107.91243, -107.912354, -104.736115, -106.857262, -107.505142, -105.01478600000002, -105.014877, -105.012276, -105.01233700000002, -105.018806 ], "xaxis": "x", "y": [ 37.244514, 37.244526, 37.265659, 37.467426, 38.324745, 38.324776, 38.332195, 38.332245, 38.332912, 38.841663, 38.841717, 38.841904, 38.846828, 39.220566, 39.367767, 40.036934, 40.036945, 40.3946, 40.504814, 40.511814, 40.525185, 40.525192, 40.525524, 40.525528, 40.525913 ], "yaxis": "y" }, { "customdata": [ [ 621.876, "Durango" ], [ 2655.857999999998, "Durango" ], [ 1503.0730000000008, "Durango" ], [ 2601.317, "Telluride" ], [ 8110.37300000001, "Colorado Springs" ], [ 11908.153000000008, "Colorado Springs" ], [ 1515.4080000000004, "Colorado Springs" ], [ 2998.5609999999997, "Colorado Springs" ], [ 776.5170000000002, "Woodland Park" ], [ 8781.74, "Aspen" ], [ 9515.971000000005, "Aspen" ], [ 757.3699999999999, "Aspen" ], [ 2289.526999999999, "Aspen" ], [ 4622.9839999999995, "Aspen" ], [ 1945.2949999999994, "Aspen" ], [ 2752.0050000000006, "Aspen" ], [ 13277.254000000014, "Glenwood Springs" ], [ 5635.427999999994, "Vail" ], [ 4470.018999999995, "Vail" ], [ 7760.45, "Vail" ], [ 8327.477999999994, "Vail" ], [ 7890.059, "Vail" ], [ 4867.125999999998, "Eagle" ], [ 1787.3830000000005, "Estes Park" ], [ 1754.1300000000006, "Estes Park" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Parking Garage/Lot
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
City=%{customdata[1]}", "hovertext": [ 88723, 88415, 88709, 718091, 191625, 191607, 519701, 471931, 1807221, 164447, 220198, 1841111, 558481, 493471, 220202, 220202, 698371, 120761, 120459, 120461, 120887, 120941, 1845441, 318521, 342851 ], "legendgroup": "Venue=Parking Garage/Lot", "marker": { "color": "#ab63fa", "symbol": "circle" }, "mode": "markers", "name": "Venue=Parking Garage/Lot", "showlegend": true, "type": "scatter", "x": [ -107.88311000000002, -107.883286, -107.883263, -107.873352, -104.822395, -104.822205, -104.769562, -104.769554, -105.054657, -106.819183, -106.816078, -106.81543700000002, -106.817757, -106.817825, -106.836342, -106.836334, -107.323715, -106.371193, -106.371147, -106.372643, -106.372581, -106.371788, -106.82782, -105.513527, -105.513618 ], "xaxis": "x", "y": [ 37.272011, 37.272285, 37.272327, 37.947212, 38.831806, 38.834599, 38.901245, 38.90131, 38.993958, 39.187279, 39.18861, 39.190495, 39.191433, 39.191444, 39.196136, 39.196163, 39.545364, 39.64196, 39.64200200000001, 39.642101, 39.64212, 39.642235, 39.659077, 40.377766, 40.377861 ], "yaxis": "y" }, { "customdata": [ [ 825.0379999999998, "Mancos" ], [ 138.798, "Rico" ], [ 646.676, "Salida" ], [ 2328.3630000000007, "Salida" ], [ 251.62899999999993, "El Jebel" ], [ 5400.965999999999, "Frisco" ], [ 5664.5139999999965, "Edwards" ], [ 567.1850000000003, "Eagle" ], [ 5299.215000000004, "Fraser" ], [ 1735.9160000000006, "Fort Lupton" ], [ 3338.2000000000007, "Grand Lake" ], [ 4173.617999999996, "Steamboat Springs" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Leisure
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
City=%{customdata[1]}", "hovertext": [ 702601, 768161, 1735801, 1735861, 182461, 1757281, 182449, 182461, 599531, 182451, 150393, 150395 ], "legendgroup": "Venue=Leisure", "marker": { "color": "#FFA15A", "symbol": "circle" }, "mode": "markers", "name": "Venue=Leisure", "showlegend": true, "type": "scatter", "x": [ -108.288261, -108.030342, -106.008743, -105.992233, -107.091042, -106.098991, -106.583466, -106.827888, -105.78936000000002, -104.806976, -105.817093, -106.805748 ], "xaxis": "x", "y": [ 37.345501, 37.692932, 38.524651, 38.537834, 39.392311, 39.575008, 39.643078, 39.659035, 39.927845, 40.079082, 40.249878, 40.458042 ], "yaxis": "y" }, { "customdata": [ [ 2368.245999999999, "Colorado Springs" ], [ 64.39499999999998, "Colorado Springs" ], [ 689.4630000000002, "Colorado Springs" ], [ 48.835, "Woodland Park" ], [ 1485.0059999999999, "Grand Junction" ], [ 1690.6729999999995, "Grand Junction" ], [ 1492.224, "Grand Junction" ], [ 1005.819, "Snowmass Village" ], [ 2371.0099999999998, "Snowmass Village" ], [ 731.4789999999999, "Breckenridge" ], [ 57.255, "Breckenridge" ], [ 3755.382000000001, "Breckenridge" ], [ 4760.8060000000005, "Copper Mountain" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Hotel/Resort
Longitude=%{x}
Latitude=%{y}
Energy (kWh)=%{customdata[0]}
City=%{customdata[1]}", "hovertext": [ 1805261, 689101, 689101, 1815581, 1777281, 1750201, 1750251, 548631, 548551, 1778101, 1993351, 157813, 128143 ], "legendgroup": "Venue=Hotel/Resort", "marker": { "color": "#19d3f3", "symbol": "circle" }, "mode": "markers", "name": "Venue=Hotel/Resort", "showlegend": true, "type": "scatter", "x": [ -104.814674, -104.800156, -104.801575, -105.056931, -108.568596, -108.568573, -108.568581, -106.94881399999998, -106.948807, -106.052666, -106.066856, -106.067406, -106.157578 ], "xaxis": "x", "y": [ 38.936623, 38.981888, 38.987293, 38.993881, 39.066029, 39.067722, 39.067791, 39.208847, 39.208862, 39.47600900000001, 39.481728, 39.482475, 39.50238 ], "yaxis": "y" }, { "customdata": [ [ 1476.1729999999993, "Grand Junction" ], [ 127.88100000000001, "Grand Junction" ], [ 1457.77, "Avon" ], [ 1817.6580000000004, "Avon" ] ], "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

Venue=Retail
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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "ISuCI3OrtTwi" }, "source": [ "# Peak Demand Analysis by Start Hour & Total Number of Transactions" ] }, { "cell_type": "markdown", "metadata": { "id": "ssTwKhcCtTwi" }, "source": [ "## Bar Plot: Weekday (Monday-Friday)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:26.885042Z", "start_time": "2020-05-16T05:43:26.545205Z" }, "id": "Rl7oJ_NjtTwi", "outputId": "00102521-5c34-4b2a-a3f7-5c5bef6fbe24" }, "source": [ "#Creates a bar plot of the number of transactions that began charging at each hour of the day during the week (Mon-Fri)\n", "peak_demand(0,'Total Transactions at Charging Start Hour During the Weekdays (M-F)')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 38 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "dnh-fGhmtTwi" }, "source": [ "### Bar Plot: Each day of the Week" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:27.205759Z", "start_time": "2020-05-16T05:43:26.886893Z" }, "id": "WTtW7lVZtTwj", "outputId": "28874af2-85d9-4b10-eeb5-a4d625a60568" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Mondays for each hour of the day \n", "peak_demand_each_day(0,\"Monday\") #Monday\n", "\n", "#7am and 8am seems to be peak" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 39 }, { "output_type": "display_data", "data": { "image/png": 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QOQvOWqfjblx0+IgzkbQhGeaixD2B5VW1kmac8xxgc+A/hw1SVd8Evtku3w0cspr9FgILhz2vJEmStL4NM4b6C8DcJI8DTqIZmnEK8II+E5MkbfjsMZa0IRjq1uNVdT/wEuAfq+rtwM79piVJkiTNDMMU1L9JchTNBYRntm0P6y8lSZIkaeYYZsjH64A/BRZW1Q3tDByf6jctSZqeHKIgSRpvmFk+rgLeMrB+A81MHZIkSdJGb5hZPg4Ejgce0+4foKrqsf2mJkmSJE1/wwz5OAl4O3AJ4LzQkiRJ0oBhCur7quorvWciSZIkzUDDFNTnJXk/8EVg5VhjVV3aW1aSJEnSDDFMQf2M9nnuQFsBB48+HUmSJGlmGWaWj+dMRSKSJEnSTDRMDzVJDgf2BR4x1lZVf91XUpIkSdJMscY7JSb5F+AVwLE0U+YdSTOFniRJkrTRG+bW479fVa8B7qmqvwIOAHbrNy1JkiRpZhimoP51+/zLJI8GfgPs0V9KkiRJ0swxzBjqLyfZBng/cCnNDB8f6TUrSZIkaYaYtKBOsglwblXdC3whyZnAI6rqvinJTpIkSZrmJh3yUVUPAH8/sL7SYlqSJEn6rWHGUH89yUuTpPdsJEmSpBlmmDHU7wAeCdyf5Nc0U+dVVW3Va2aSJEnSDDDMnRK3nIpEJEmSpJlomBu7nDtMmyRJkrQxWm0PdZJHAJsDOyTZlmaoB8BWwKOnIDdJkiRp2ptsyMcbgbfRFM+X8NuC+qfAh3vOS5IkSZoRVltQV9UHgQ8mObaqPjSFOUmSpHUwZ8FZ63TcjYsOH3Em0sZljWOoLaYlSZKk1RtmHmpJkiRJq7HagjrJge3zrKlLR5IkSZpZJrso8Z+ApwPfBZ62tiduZwn5FjCrjfP5qnpvku2AzwJzgBuBl1fVPe0xxwFHA6uAt1TV19Y2riRJ04VjmqWNw2QF9W+SnAzskuSfxm+sqres4dwrgYOr6udJHgZckOQrwB8D51bVoiQLgAXAu5LsA8wD9qWZWeScJHtX1ap1eF2SJEnSlJisoH4h8FzgYJpp89ZKVRXw83b1Ye2jgCOAg9r2xcA3gXe17adW1UrghiTXA/vT9JBLkiRJ09Jk0+bdBZya5OqqumxdTp5kU5pi/HHAh6vqe0l2qqrb2hi3Jdmx3X0X4MKBw5e3bePPeQxwDMDuu+++LmlJkiRJIzPMLB93JzktyZ1J7kjyhSS7DnPyqlpVVfsBuwL7J3niJLtngraa4JwnVtXcqpo7e/bsYdKQJEmSejNMQX0ycAbNuOZdgC+3bUOrqntphnYcBtyRZGeA9vnOdrflwG4Dh+0K3Lo2cSRJkqSpNkxBvWNVnVxV97ePjwNr7BpOMjvJNu3y79CMx76Gpjif3+42Hzi9XT4DmJdkVpI9gL2Ai9bq1UiSJElTbLKLEsesSPIq4DPt+lHA3UMctzOwuB1HvQmwpKrOTPJdYEmSo4GbgSMBqurKJEuAq4D7gTc5w4ckSZKmu2EK6tcD/wz8A82Y5n9v2yZVVT8AnjpB+93AIas5ZiGwcIicJEmSpGlhjQV1Vd0MvGgKcpEkSZJmnGHGUEuSJElajWGGfEiSJD2Et1aXGvZQS5IkSR2ssaBO8p6B5Vn9piNJkiTNLKstqJO8M8kBwMsGmr/bf0qSJEnSzDHZGOpraeaIfmySbwNXA9sneXxVXTsl2UmSJEnT3GRDPu4B/gK4HjgI+Ke2fUGSf+85L0mSJGlGmKyH+jDgvcCewAeAy4BfVNXrpiIxSZIkaSZYbQ91Vf1FVR0C3Ah8iqb4np3kgiRfnqL8JEmSpGltmHmov1ZVFwMXJ/mzqnpWkh36TkySJEmaCdY4bV5VvXNg9bVt2119JSRJkiTNJGt1Y5equqyvRCRJkqSZyDslSpIkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkd9FZQJ9ktyXlJrk5yZZK3tu3bJTk7yXXt87YDxxyX5Pok1yY5tK/cJEmSpFHZrMdz3w/8j6q6NMmWwCVJzgZeC5xbVYuSLAAWAO9Ksg8wD9gXeDRwTpK9q2pVjzlK68WcBWet03E3Ljp8xJlIkqSueuuhrqrbqurSdvlnwNXALsARwOJ2t8XAi9vlI4BTq2plVd0AXA/s31d+kiRJ0ihMyRjqJHOApwLfA3aqqtugKbqBHdvddgFuGThseds2/lzHJFmaZOmKFSv6TFuSJElao94L6iRbAF8A3lZVP51s1wna6iENVSdW1dyqmjt79uxRpSlJkiStk14L6iQPoymmP11VX2yb70iyc7t9Z+DOtn05sNvA4bsCt/aZnyRJktRVn7N8BDgJuLqqPjCw6Qxgfrs8Hzh9oH1ekllJ9gD2Ai7qKz9JkiRpFPqc5eNA4NXA5UmWtW1/ASwCliQ5GrgZOBKgqq5MsgS4imaGkDc5w4ckSZKmu94K6qq6gInHRQMcsppjFgIL+8pJkiTNXOsy5ajTjWoqeKdESZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKkDC2pJkiSpAwtqSZIkqQMLakmSJKmDzdZ3ApIkSdPNnAVnrdNxNy46fMSZaCawh1qSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqoLeCOsnHktyZ5IqBtu2SnJ3kuvZ524FtxyW5Psm1SQ7tKy9JkiRplPrsof44cNi4tgXAuVW1F3Buu06SfYB5wL7tMSck2bTH3CRJkqSR6K2grqpvAT8Z13wEsLhdXgy8eKD91KpaWVU3ANcD+/eVmyRJkjQqUz2Geqequg2gfd6xbd8FuGVgv+Vt20MkOSbJ0iRLV6xY0WuykiRJ0ppMlxu7ZIK2mmjHqjoROBFg7ty5E+4jSZI0k3gjmZltqnuo70iyM0D7fGfbvhzYbWC/XYFbpzg3SZIkaa1NdUF9BjC/XZ4PnD7QPi/JrCR7AHsBF01xbpIkSdJa623IR5LPAAcBOyRZDrwXWAQsSXI0cDNwJEBVXZlkCXAVcD/wpqpa1VdukiRJ0qj0VlBX1VGr2XTIavZfCCzsKx9JkiSpD94pUZIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSeqgt1uPSzPJnAVnrdNxNy46fMSZSJKkmcaCWpIkaSNjR9JoOeRDkiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAWT4kSZLUqw19VhF7qCVJkqQOLKglSZKkDiyoJUmSpA4cQ61paUMfayVJkjYc9lBLkiRJHVhQS5IkSR1YUEuSJEkdOIZakiRJG5SpvhZrgy2ovahNkiRJU2HaDflIcliSa5Ncn2TB+s5HkiRJmsy06qFOsinwYeB5wHLg4iRnVNVV6zez6cceeEmSpOlhWhXUwP7A9VX1I4AkpwJHANO+oN7QC9wN/fVJkiStq1TV+s7hvyR5GXBYVb2hXX818IyqevPAPscAx7SrjweuXYdQOwB3dUzXeMYz3vSOZTzjGW/jibchvzbjTZ94j6mq2RNtmG491Jmg7UEVf1WdCJzYKUiytKrmdjmH8YxnvOkdy3jGM97GE29Dfm3GmxnxpttFicuB3QbWdwVuXU+5SJIkSWs03Qrqi4G9kuyR5OHAPOCM9ZyTJEmStFrTashHVd2f5M3A14BNgY9V1ZU9hOo0ZMR4xjPejIhlPOMZb+OJtyG/NuPNgHjT6qJESZIkaaaZbkM+JEmSpBnFglqSJEnqwIJakiRJ6mBaXZTYlyRPoLnj4i4081rfCpxRVVev18RGpH19uwDfq6qfD7QfVlVf7SHe/kBV1cVJ9gEOA66pqn8bdawJYn+iql7Td5yBeM+iuYPnFVX19RGf+xnA1VX10yS/AywAnkZzZ9D3VdV9I473FuC0qrpllOedJN7YTD23VtU5SV4J/D5wNXBiVf2mh5h7Ai+hmX7zfuA64DOjfi8lSRq0wV+UmORdwFHAqTTzXEMzv/U84NSqWjSFubyuqk4e8TnfAryJpkjZD3hrVZ3ebru0qp424njvBZ5P88fY2cAzgG8CzwW+VlULRxhr/JSJAZ4DfAOgql40qlgDMS+qqv3b5T+heW9PA/4Q+PIoPy9JrgSe0s5ucyLwS+DzwCFt+x+PKlYb7z7gF8APgc8An6uqFaOMMS7ep2k+J5sD9wJbAF+keX2pqvkjjvcW4I+A84EXAMuAe2gK7D+vqm+OMp4kSWM2hoL6P4B9x/eGtb1nV1bVXlOYy81VtfuIz3k5cEBV/TzJHJqC7JNV9cEk36+qp/YQbz9gFnA7sOtAD+v3qurJI4x1KU1v7UdpflkITSE4D6Cqzh9VrIGY//WeJbkYeEFVrUjySODCqnrSCGNdXVW/2y4/6I+fJMuqar9RxWrP+X3g6TR//LwCeBFwCc17+sWq+tmI4/2gqp6cZDPgx8Cjq2pVkgCXjfKz0sa7HNivjbE58G9VdVCS3YHTR/3/gjY8SXasqjvXdx59SbJ9Vd29vvPQ5JJsDRwHvBgYu831ncDpwKKquncKc/lKVT1/xOfciub17Qp8papOGdh2QlX9+YjjPQp4L/AA8JfAscBLaToi31pVt40izsYwhvoB4NETtO/cbhupJD9YzeNyYKdRxwM2HRvmUVU3AgcBz0/yASa+lXtX91fVqqr6JfDDqvppG/tXjP79nEtT8L0buK/tYfxVVZ3fRzHd2iTJtkm2p/mDcwVAVf2CZgjBKF2R5HXt8mVJ5gIk2RsY+XAImmE6D1TV16vqaJr/L06gGbLzox7ibdL+4bolTS/11m37LOBhPcSD3w5jm9XGpapu7iNekq2TLEpyTZK728fVbds2o463hly+0sM5t0ryf5N8sh2uM7jthB7iPSrJ/0vy4STbJzk+yeVJliTZuYd42417bA9c1P7/v10P8Q4bWN46yUntd8MpSUb+3dB+Dndol+cm+RHwvSQ3JXl2D/EuTfKedthV79rXdF6STyXZLcnZSe5LcnGSkf/xnGSLJH+d5Mo2zookFyZ57ahjAUtofl07qKq2r6rtaX6dvQf43KiDJXnaah5Pp+lAG7WTaeqTLwDzknwhyax22zN7iPdxms65W4DzgF8BhwPfBv5lVEE2hjHUbwPOTXIdzZsJsDvwOODNPcTbCTiU5oM/KMC/9xDv9iT7VdUygLan+oXAx4CR9aYO+M8km7cF9dPHGtu/qEdaUFfVA8A/JPlc+3wH/X9mt6Yp4gNUkkdV1e1JtmD0f6C8AfhgkvcAdwHfTXILzef0DSOOBePyb3+1OQM4o/2FYdROAq6huUnTu4HPtV/qz6QZgjVqHwUuTnIh8AfA3wAkmQ38pId4S2iGHx1UVbe3sR4FzKf50nveKIMlWd3wrdDfl951NF96r0/yUuCVVbWS/r70zgIeSfOl92maL70jaL70jhhxvLuAm8a17QJcSvOL2GNHHO99wNg1LX8P3EYzROmPgX+l6Y0cpcOrakG7/H7gFe11L3sDp9B0WIzStsA2wHlJbqf55euzVXXriOOMOYGm13Ebmu/Wt1fV85Ic0m47YMTxPk0z/O9Q4OU0n9NTgfck2buq/mKEseZU1d8MNrT/xvxNktePMM6Yi2mGyk30HddH58CeVfXSdvlLSd4NfCPJyIdxtnaqqg8BJPnzgff2Q0mOHlmUqtrgHzQ98c+k6eJ/Wbu8aU+xTgKetZptp/QQb1fgUavZdmAP8Watpn0H4Ek9/3c8nOZivfXxGdoc2KOnc28JPIXmD5SdenwNe6+H9+3RNEM9oPmH+WXA/j3G27eN8YQpeG3Xrsu2DvFW0RTw503w+FUP8ZaNW3838B1ge+DSHuJ9f2D55slyGVG8/0lT4D5poJLNoPcAAAdOSURBVO2GHj8vlw4sj39v+3h91wCbtcsXjtt2ec+v77/RFLW3t5/PY6b48/L9HuJdNm794vZ5E5qL8kcZ6+vAOwe/D2g6694FnNPDa7sC2Gs1227pId7VwCbj2uYDVwI39fnfDvg/47aN7P+FjaGHmmp6Oi+colir/Wunql65um0d4i2fZNt3eoi3cjXtd9H0+PSmqs6i6cGactX0yN/Q07l/BlzWx7nHxfmPvmNMEPPWgeV7acb49xnvSpp/lKfCTUneCSyuqjsA2p/uX8tvfw0bpauBN1bVdeM3tL9sjNqsJJu0/35SVQuTLAe+RXOB6agNDkH8xLhtm446WFX9XZJTaX79uoWmt7PPi4p2TPIOml7ArZKk2m90+hl++WHg35IsAr6a5B/57UXBy3qI91+q6tvAt5McS/NLzSsY/a2ef53kD2l+VawkL66qL7XDWVaNOBbAL5I8q6ouSPJHtL96VdUDSUb96+UraGZ9Or/9N6WAO2h+UXz5iGMBHM/qP4PH9hDvy8DBwDljDVW1uP0V+kM9xDs9yRZV9fOqes9YY5LHAdeOKshGUVBLUg8Gv/R2bNvGvvSO7CHe8filN1Jth8SRbYF0Ns0vUX35CO24fmAxza96K9phQiMvcKvqQ2mu3fkzYG+a7/u9gS8B/3vU8YCH/MFeVatofgUY+fStwJ8Cf0sz1PBQ4M+SfJzmAug/6SneR9shM1cAr4f/GlL24VEGqqp7kpxM85m8sMZNh8uI38+q+nySJ7TDZR40/S7w61HGauO9c6J4VfXVNLM1jTreX7bxHjS9cFVdn+Sjo4qzwc/yIUlTLT1MkWm8fuO11xHsWVVXbIivz3gzJ16mfjrcqY53LM01bBtUPAtqSRqx9DBFpvGMZ7yNI17Wz3S4xuvIIR+StA6S/GB1m+hhikzjGc94G028B02Hm+Qg4PNJHkM/0+EabwQsqCVp3Uz1FJnGM57xNo54Uz0drvFGwIJaktbNmcAWY/9ID0ryTeMZz3jGW0evYdyNxKrqfuA1Sf51xLGMNyKOoZYkSZI62BhuPS5JkiT1xoJakiRJ6sCCWpLWQpJHJTk1yQ+TXJXk35LsneSgJGf2FPPRSUZyl8kkOyU5M8llY/m37XOSrPXdXJNsk+TPJ2jfPsmy9nF7kh8PrD88SR8XjknSeuEYakkaUpKxK/oXV9W/tG370dwBb1Pgf1bVC9fx3Ju1F8r0qr0I56qq+mC7/uSq+kE7ldRa5Z9kU2A34MyqeuIk+x0P/Lyq/q5T8pI0TdlDLUnDew7wm7FiGqCqllXVt9vVLZJ8Psk1ST7dFuAk+cskFye5IsmJA+3fTPK+JOcDb02yZ5IL233/OsnP2/3mJLmiXX5tki8m+WqS65L87VguSY5O8h/teT+S5J8neA07A8sH8h+bX3cR8N/aHuS3tzG/neTS9vH7bYyDkpyX5BTg8va4Pdvj3j/sGznw2g5Kcn6SJW3ui5L89yQXJbk8yZ7tfrOTfKF9by5OcuCwsSSpb06bJ0nDeyJwySTbnwrsC9wKfAc4ELgA+Oeq+muAJJ8EXgh8uT1mm6p6drvtTOCDVfWZJH86SZz92lgrgWuTfAhYBfwv4GnAz4BvAJdNcOyHgc8meTNwDnByVd0KLGCghzrJ5sDzqurXSfYCPgPMbc+xP/DEqrohzZ3HnlhV+02S75o8Bfhd4CfAj4CPVtX+Sd4KHAu8Dfgg8A9VdUGS3YGvtcdI0npnD7Ukjc5FVbW8qh4AlgFz2vbnJPlemlvgHkxTdI/57MDyAcDn2uVTJolzblXdV1W/Bq4CHkNT5J5fVT+pqt8MnOdBquprwGOBjwBPAL6fZPYEuz4M+Eib8+eAfca9zhsmyW9tXVxVt1XVSuCHwNfb9sv57Xv4XOCfkywDzgC2SrLlCHOQpHVmD7UkDe9K4GWTbF85sLwK2CzJI4ATgLlVdUs7nvgRA/v9Yh3yeEgc1uIWulX1E5qC/ZS2V/wPgLvH7fZ24A6a3uNNgF93zHkyg6/ngYH1B/jt99QmwAFV9asRx5akzuyhlqThfQOYleRPxhqS/F6SZ09yzFjxfFeSLZi8IL8QeGm7PG8tc7sIeHaSbZNsNnCeB0lycDucg7aHd0/gZpphIoM9vlsDt7W97a+muehyIuOP68vXgTePrbQXg0rStGBBLUlDqmZapJcAz2unzbsSOJ5mzPTqjrmXZnjF5cCXgIsnCfE24B1JLqK5ePC+tcjtx8D7gO/RjI2+ajXHPx1YmuQHwHdpxitfDPwAuL+dTu/tNL3q85NcCOzNanqlq+pu4DvtBZdDX5S4Dt4CzE3ygyRXAZONMZekKeW0eZI0TbQ9x7+qqkoyDziqqo5Yi+O3qKqftz3UpwEfq6rT+spXktRwDLUkTR9Pp7nwLsC9wOvX8vjjkzyXZpjJ12l6xCVJPbOHWpIkSerAMdSSJElSBxbUkiRJUgcW1JIkSVIHFtSSJElSBxbUkiRJUgf/H2K/B6d9BkM5AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:27.531269Z", "start_time": "2020-05-16T05:43:27.207787Z" }, "id": "rYV-yfxAtTwj", "outputId": "4b5f5c89-a54e-4ce1-9e43-834ad33a5cfb" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Tuesdays for each hour of the day \n", "peak_demand_each_day(1, 'Tuesday')\n", "\n", "#7am and 8am seems to be peak" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 40 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:27.856357Z", "start_time": "2020-05-16T05:43:27.533282Z" }, "scrolled": false, "id": "Fq99wjFZtTwj", "outputId": "c11ac3f4-71cc-437c-b08f-88de93f7fdec" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Wednesdays for each hour of the day \n", "peak_demand_each_day(2, 'Wednesday')\n", "\n", "#7am and 8am seems to be peak" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 41 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:28.173170Z", "start_time": "2020-05-16T05:43:27.858344Z" }, "id": "e192yhA-tTwj", "outputId": "6a660c0d-50cb-46ec-ac83-086b27189bc8" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Thursdays for each hour of the day \n", "peak_demand_each_day(3, 'Thursday')\n", "\n", "#7am and 8am seems to be peak" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 42 }, { "output_type": "display_data", "data": { "image/png": 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Pgaf2m5YkSZI0PYxnDPXK9sYuXwLOS3I3TmcnSZIkAeOb5eNl7eJJSS4AdgTO6TUrSZIkaZrY4JCPJPsl2WZkFZgFbNdnUpIkSdJ0MZ4x1GcAa5M8GfgosC9wWq9ZSZIkSdPEeArqh6pqDfAy4H1VdQKwZ79pSZIkSdPDeArqB5O8iuY24We1bY/qLyVJkiRp+hhPQf064LnAgqq6Psm+wKf6TUuSJEmaHsYzy8dVwPED69cDC/tMSpIkSZouxnPr8UOAk4AntvsHqKp6Ur+pSZIkSVPfeG7s8lHgBOBSYG2/6UiSJEnTy3gK6nur6qu9ZyJJkiRNQ+MpqC9I8h7gC8Dqkcaquqy3rCRJkqRpYjwF9bPb5zkDbQW8cPjpSJIkSdPLeGb5eMFkJCJJkiRNR+PpoSbJkcABwLYjbVX1D30lJUmSJE0XG7yxS5J/B14JvIlmyryjaabQkyRJkrZ447lT4u9U1Z8Dd1fV39PcNXGfftOSJEmSpofxFNQPtM+/TPJ44EFg3/5SkiRJkqaP8Yyh/nKSnYD3AJfRzPDx4V6zkiRJkqaJMQvqJFsB51fVPcAZSc4Ctq2qeyclO0mSJGmKG3PIR1U9BPzLwPpqi2lJkiTp18YzhvrcJC9Pkt6zkSRJkqaZ8YyhfivwGGBNkgdops6rqtqh18wkSZKkaWA8d0p87GQkIkmSJE1HGyyok5xfVYdtqE2SJD3crPlnT+i4GxYeOeRMJPVpvQV1km2B7YDdkuxMM9QDYAfg8ZOQmyRJkjTljXVR4l8BlwJPa59HHmcCH9rQiZNsm+SSJJcnWZHk79v2XZKcl+Ta9nnngWNOTHJdkmuSHN7lhUmSJEmTYb0FdVW9v6r2Bf6mqp5UVfu2jwOr6oPjOPdq4IVVdSBwEHBEkucA82nmtp4NnN+uk2R/YC5wAHAEcHKSGZ1enSRJktSzDU6bV1UfmMiJq/HzdvVR7aOAo4BFbfsi4KXt8lHA6e1c19cD1wEHTyS2JEmSNFnGMw/1hCWZkWQ5cAdwXlV9D9ijqm4FaJ93b3ffC7h54PCVbdu65zw2ybIky1atWtVn+pIkSdIGrbegTnJI+7zNRE9eVWur6iBgb+DgJE8fY/fRbhxTo5zzlKqaU1VzZs6cOdHUJEmSpKEYq4f639rn73YNUlX3AN+kGRt9e5I9AdrnO9rdVgL7DBy2N3BL19iSJElSn8aah/rBJKcCeyX5t3U3VtXxY504yUzgwaq6J8lvAL8P/DOwBJgHLGyfz2wPWQKcluS9NNPyzQYu2cjXI0mSJE2qsQrqF9MUwS+kmS5vY+0JLGpn6tgKWFxVZyX5LrA4yTHATcDRAFW1Isli4CpgDXBcVa2dQFxJkiRp0qy3oK6qO4HTk1xdVZdv7Imr6gfAM0ZpvwsY9S6LVbUAWLCxsSRJ0uTzTpBSYzyzfNyV5ItJ7khye5Izkuzde2aSJEnSNDCegvpUmvHNj6eZxu7LbZskSZK0xRtPQb17VZ1aVWvax8cB56uTJEmSGF9BvSrJa9qbtMxI8hrgrr4TkyRJkqaDsWb5GPF64IPAv9LcaOU/2zZJkjSFeJGgtGlssKCuqpuAl0xCLpIkSdK0M54hH5IkSZLWw4JakiRJ6sCCWpIkSepggwV1kncNLG/TbzqSJEnS9LLeixKTvB24CHgF8I9t83eBZ05CXpIkSQ8zkVlMnMFEk2GsWT6uAY4GnpTkIuBqYNckT62qayYlO0mSJGmKG2vIx93AO4DrgEOBf2vb5yf5z57zkiRJkqaFsXqojwDeDewHvBe4HPhFVb1uMhKTJEmSpoP19lBX1Tuq6jDgBuBTNMX3zCTfTvLlScpPkiRJmtLGc+vxr1XVUmBpkjdU1fOS7NZ3YpIkSdJ0sMFp86rq7QOrr23b7uwrIUmSJGk62agbu1TV5X0lIkmSJE1H3ilRkiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSeqgt4I6yT5JLkhydZIVSd7ctu+S5Lwk17bPOw8cc2KS65Jck+TwvnKTJEmShqXPHuo1wNuq6jeB5wDHJdkfmA+cX1WzgfPbddptc4EDgCOAk5PM6DE/SZIkqbPeCuqqurWqLmuXfwZcDewFHAUsandbBLy0XT4KOL2qVlfV9cB1wMF95SdJkiQNw6SMoU4yC3gG8D1gj6q6FZqiG9i93W0v4OaBw1a2beue69gky5IsW7VqVZ9pS5IkSRvUe0GdZHvgDOAtVXXfWLuO0laPaKg6parmVNWcmTNnDitNSZIkaUJ6LaiTPIqmmP50VX2hbb49yZ7t9j2BO9r2lcA+A4fvDdzSZ36SJElSV33O8hHgo8DVVfXegU1LgHnt8jzgzIH2uUm2SbIvMBu4pK/8JEmSpGHYusdzHwL8GXBFkuVt2zuAhcDiJMcANwFHA1TViiSLgatoZgg5rqrW9piftMnMmn/2hI67YeGRQ85EkiR11VtBXVXfZvRx0QCHreeYBcCCvnKSJEmShs07JUqSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdbL2pE5AkSZpqZs0/e0LH3bDwyCFnounAHmpJkiSpAwtqSZIkqQOHfEiSJG1iDjGZ3uyhliRJkjqwoJYkSZI6sKCWJEmSOuitoE7ysSR3JLlyoG2XJOclubZ93nlg24lJrktyTZLD+8pLkiRJGqY+e6g/DhyxTtt84Pyqmg2c366TZH9gLnBAe8zJSWb0mJskSZI0FL0V1FX1LeCn6zQfBSxqlxcBLx1oP72qVlfV9cB1wMF95SZJkiQNy2SPod6jqm4FaJ93b9v3Am4e2G9l2/YISY5NsizJslWrVvWarCRJkrQhU+WixIzSVqPtWFWnVNWcqpozc+bMntOSJEmSxjbZBfXtSfYEaJ/vaNtXAvsM7Lc3cMsk5yZJkiRttMkuqJcA89rlecCZA+1zk2yTZF9gNnDJJOcmSZIkbbTebj2e5DPAocBuSVYC7wYWAouTHAPcBBwNUFUrkiwGrgLWAMdV1dq+cpMkSZKGpbeCuqpetZ5Nh61n/wXAgr7ykSRJkvrQW0EtSZKkqWnW/LMndNwNC48cciabh6kyy4ckSZI0LVlQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR04y4eEVztLkqSJs4dakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnqwIJakiRJ6sB5qCVJktSrzf1+D/ZQS5IkSR1YUEuSJEkdWFBLkiRJHVhQS5IkSR1YUEuSJEkdWFBLkiRJHThtnqakzX16HUmStPmwh1qSJEnqwIJakiRJ6sAhH5IkSdqsTPbQUXuoJUmSpA4sqCVJkqQONtshH84SIUmSpMlgD7UkSZLUwZTroU5yBPB+YAbwkapauIlTmpLsgZckSZoaplRBnWQG8CHgRcBKYGmSJVV11abNTBbwkiRJo5tSBTVwMHBdVf0YIMnpwFHAlC+oLTglSZK2TKmqTZ3DryR5BXBEVf1Fu/5nwLOr6o0D+xwLHNuuPhW4ZgKhdgPu7Jiu8YxnvKkdy3jGM96WE29zfm3GmzrxnlhVM0fbMNV6qDNK28Mq/qo6BTilU5BkWVXN6XIO4xnPeFM7lvGMZ7wtJ97m/NqMNz3iTbVZPlYC+wys7w3csolykSRJkjZoqhXUS4HZSfZN8mhgLrBkE+ckSZIkrdeUGvJRVWuSvBH4Gs20eR+rqhU9hOo0ZMR4xjPetIhlPOMZb8uJtzm/NuNNg3hT6qJESZIkabqZakM+JEmSpGnFglqSJEnqwIJakiRJ6mBKXZTYlyRPo7nj4l4081rfAiypqqs3aWJD0r6+vYDvVdXPB9qPqKpzeoh3MFBVtTTJ/sARwA+r6ivDjjVK7E9U1Z/3HWcg3vNo7uB5ZVWdO+RzPxu4uqruS/IbwHzgmTR3Bv2nqrp3yPGOB75YVTcP87xjxBuZqeeWqvp6klcDvwNcDZxSVQ/2EHM/4GU002+uAa4FPjPs91KSpEGb/UWJSf4WeBVwOs0819DMbz0XOL2qFk5iLq+rqlOHfM7jgeNoipSDgDdX1Znttsuq6plDjvdu4A9p/hg7D3g28E3g94GvVdWCIcZad8rEAC8AvgFQVS8ZVqyBmJdU1cHt8l/SvLdfBP4A+PIwPy9JVgAHtrPbnAL8Evg8cFjb/ifDitXGuxf4BfAj4DPA56pq1TBjrBPv0zSfk+2Ae4DtgS/QvL5U1bwhxzse+GPgQuCPgOXA3TQF9l9X1TeHGU+SpBFbQkH9X8AB6/aGtb1nK6pq9iTmclNVPWHI57wCeG5V/TzJLJqC7JNV9f4k36+qZ/QQ7yBgG+A2YO+BHtbvVdVvDzHWZTS9tR+h+WUhNIXgXICqunBYsQZi/uo9S7IU+KOqWpXkMcDFVfVbQ4x1dVX9Zrv8sD9+kiyvqoOGFas95/eBZ9H88fNK4CXApTTv6Req6mdDjveDqvrtJFsDPwEeX1VrkwS4fJiflTbeFcBBbYztgK9U1aFJngCcOez/F7T5SbJ7Vd2xqfPoS5Jdq+quTZ2HxpZkR+BE4KXAyG2u7wDOBBZW1T2TmMtXq+oPh3zOHWhe397AV6vqtIFtJ1fVXw853uOAdwMPAX8HvAl4OU1H5Jur6tZhxNkSxlA/BDx+lPY9221DleQH63lcAewx7HjAjJFhHlV1A3Ao8IdJ3svot3Lvak1Vra2qXwI/qqr72tj3M/z3cw5NwfdO4N62h/H+qrqwj2K6tVWSnZPsSvMH5yqAqvoFzRCCYboyyeva5cuTzAFI8hRg6MMhaIbpPFRV51bVMTT/X5xMM2Tnxz3E26r9w/WxNL3UO7bt2wCP6iEe/HoY2zZtXKrqpj7iJdkxycIkP0xyV/u4um3badjxNpDLV3s45w5J/r8kn2yH6wxuO7mHeI9L8n+TfCjJrklOSnJFksVJ9uwh3i7rPHYFLmn//9+lh3hHDCzvmOSj7XfDaUmG/t3Qfg53a5fnJPkx8L0kNyZ5fg/xLkvyrnbYVe/a13RBkk8l2SfJeUnuTbI0ydD/eE6yfZJ/SLKijbMqycVJXjvsWMBiml/XDq2qXatqV5pfZ+8GPjfsYEmeuZ7Hs2g60IbtVJr65AxgbpIzkmzTbntOD/E+TtM5dzNwAXA/cCRwEfDvwwqyJYyhfgtwfpJrad5MgCcATwbe2EO8PYDDaT74gwL8Zw/xbktyUFUtB2h7ql8MfAwYWm/qgP9Osl1bUD9rpLH9i3qoBXVVPQT8a5LPtc+30/9ndkeaIj5AJXlcVd2WZHuG/wfKXwDvT/Iu4E7gu0lupvmc/sWQY8E6+be/2iwBlrS/MAzbR4Ef0tyk6Z3A59ov9efQDMEato8AS5NcDPwe8M8ASWYCP+0h3mKa4UeHVtVtbazHAfNovvReNMxgSdY3fCv096V3Lc2X3uuTvBx4dVWtpr8vvbOBx9B86X2a5kvvKJovvaOGHO9O4MZ12vYCLqP5RexJQ473T8DINS3/AtxKM0TpT4D/oOmNHKYjq2p+u/we4JXtdS9PAU6j6bAYpp2BnYALktxG88vXZ6vqliHHGXEyTa/jTjTfrSdU1YuSHNZue+6Q432aZvjf4cCf0nxOTwfeleQpVfWOIcaaVVX/PNjQ/hvzz0leP8Q4I5bSDJUb7Tuuj86B/arq5e3yl5K8E/hGkqEP42ztUVUfAEjy1wPv7QeSHDO0KFW12T9oeuKfQ9PF/4p2eUZPsT4KPG89207rId7ewOPWs+2QHuJts5723YDf6vm/45E0F+ttis/QdsC+PZ37scCBNH+g7NHja3jKJnjfHk8z1AOaf5hfARzcY7wD2hhPm4TXds1EtnWIt5amgL9glMf9PcRbvs76O4HvALsCl/UQ7/sDy/66dM0AAAdcSURBVDeNlcuQ4v0NTYH7WwNt1/f4eblsYHnd97aP1/dDYOt2+eJ1tl3R8+v7XZqi9rb283nsJH9evt9DvMvXWV/aPm9Fc1H+MGOdC7x98PuAprPub4Gv9/DargRmr2fbzT3EuxrYap22ecAK4MY+/9sB/7jOtqH9v7Al9FBTTU/nxZMUa71/7VTVq9e3rUO8lWNs+04P8Vavp/1Omh6f3lTV2TQ9WJOumh7563s698+Ay/s49zpx/qvvGKPEvGVg+R6aMf59xltB84/yZLgxyduBRVV1O0D70/1r+fWvYcN0NfBXVXXtuhvaXzaGbZskW7X/flJVC5KsBL5Fc4HpsA0OQfzEOttmDDtYVf2fJKfT/Pp1M01vZ58XFe2e5K00vYA7JEm13+j0M/zyQ8BXkiwEzknyPn59UfDyHuL9SlVdBFyU5E00v9S8kuHf6vmBJH9A86tiJXlpVX2pHc6ydsixAH6R5HlV9e0kf0z7q1dVPZRk2L9evpJm1qcL239TCrid5hfFPx1yLICTWP9n8E09xPsy8ELg6yMNVbWo/RX6Az3EOzPJ9lX186p610hjkicD1wwryBZRUEtSDwa/9HZv20a+9I7uId5J+KU3VG2HxNFtgXQezS9Rffkw7bh+YBHNr3qr2mFCQy9wq+oDaa7deQPwFJrv+6cAXwL+32HHAx7xB3tVraX5FWDo07cC/wv43zRDDQ8H3pDk4zQXQP9lT/E+0g6ZuRJ4PfxqSNmHhhmoqu5OcirNZ/LiWmc6XIb8flbV55M8rR0u87Dpd4EHhhmrjff20eJV1TlpZmsadry/a+M9bHrhqrouyUeGFWezn+VDkiZbepgi03j9xmuvI9ivqq7cHF+f8aZPvEz+dLiTHe9NNNewbVbxLKglacjSwxSZxjOe8baMeNk00+EaryOHfEjSBCT5wfo20cMUmcYznvG2mHgPmw43yaHA55M8kX6mwzXeEFhQS9LETPYUmcYznvG2jHiTPR2u8YbAglqSJuYsYPuRf6QHJfmm8YxnPONN0J+zzo3EqmoN8OdJ/mPIsYw3JI6hliRJkjrYEm49LkmSJPXGglqSJEnqwIJakjZCksclOT3Jj5JcleQrSZ6S5NAkZ/UU8/FJhnKXySR7JDkryeUj+bfts5Js9N1ck+yU5K9Had81yfL2cVuSnwysPzpJHxeOSdIm4RhqSRqnJCNX9C+qqn9v2w6iuQPeDOBvqurFEzz31u2FMr1qL8K5qqre367/dlX9oJ1KaqPyTzID2Ac4q6qePsZ+JwE/r6r/0yl5SZqi7KGWpPF7AfDgSDENUFXLq+qidnX7JJ9P8sMkn24LcJL8XZKlSa5McspA+zeT/FOSC4E3J9kvycXtvv+Q5OftfrOSXNkuvzbJF5Kck+TaJP97JJckxyT5r/a8H07ywVFew57AyoH8R+bXXQj8btuDfEIb86Ikl7WP32ljHJrkgiSnAVe0x+3XHvee8b6RA6/t0CQXJlnc5r4wyf9MckmSK5Ls1+43M8kZ7XuzNMkh440lSX1z2jxJGr+nA5eOsf0ZwAHALcB3gEOAbwMfrKp/AEjySeDFwJfbY3aqque3284C3l9Vn0nyv8aIc1AbazVwTZIPAGuB/wd4JvAz4BvA5aMc+yHgs0neCHwdOLWqbgHmM9BDnWQ74EVV9UCS2cBngDntOQ4Gnl5V16e589jTq+qgMfLdkAOB3wR+CvwY+EhVHZzkzcCbgLcA7wf+taq+neQJwNfaYyRpk7OHWpKG55KqWllVDwHLgVlt+wuSfC/NLXBfSFN0j/jswPJzgc+1y6eNEef8qrq3qh4ArgKeSFPkXlhVP62qBwfO8zBV9TXgScCHgacB308yc5RdHwV8uM35c8D+67zO68fIb2Mtrapbq2o18CPg3Lb9Cn79Hv4+8MEky4ElwA5JHjvEHCRpwuyhlqTxWwG8YoztqweW1wJbJ9kWOBmYU1U3t+OJtx3Y7xcTyOMRcdiIW+hW1U9pCvbT2l7x3wPuWme3E4DbaXqPtwIe6JjzWAZfz0MD6w/x6++prYDnVtX9Q44tSZ3ZQy1J4/cNYJskfznSkOR/JHn+GMeMFM93JtmesQvyi4GXt8tzNzK3S4DnJ9k5ydYD53mYJC9sh3PQ9vDuB9xEM0xksMd3R+DWtrf9z2guuhzNusf15VzgjSMr7cWgkjQlWFBL0jhVMy3Sy4AXtdPmrQBOohkzvb5j7qEZXnEF8CVg6Rgh3gK8NcklNBcP3rsRuf0E+CfgezRjo69az/HPApYl+QHwXZrxykuBHwBr2un0TqDpVZ+X5GLgKaynV7qq7gK+015wOe6LEifgeGBOkh8kuQoYa4y5JE0qp82TpCmi7Tm+v6oqyVzgVVV11EYcv31V/bztof4i8LGq+mJf+UqSGo6hlqSp41k0F94FuAd4/UYef1KS36cZZnIuTY+4JKln9lBLkiRJHTiGWpIkSerAglqSJEnqwIJakiRJ6sCCWpIkSerAglqSJEnq4P8HRlBWt8ByhloAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:28.499687Z", "start_time": "2020-05-16T05:43:28.175225Z" }, "id": "yiIrTOQJtTwj", "outputId": "dedb0ff8-8ebd-4801-f637-e2735662ecab" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Fridays for each hour of the day \n", "peak_demand_each_day(4, 'Friday')\n", "\n", "#7am and 8am seems to be peak\n", "#also seems to be the day with the most transactions" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 43 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "xe4v6WDXtTwj" }, "source": [ "## Bar Plot: Weekend (Saturday-Sunday)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:28.816299Z", "start_time": "2020-05-16T05:43:28.501638Z" }, "id": "lqJjB3BMtTwj", "outputId": "dcb624f9-e8ad-430b-ea71-17e0fc75b549" }, "source": [ "#Creates a bar plot of the number of transactions that began charging at each hour of the day during the weekend (Sat-Sun)\n", "peak_demand(1,'Peak Demand During Weekends (Sat-Sun)')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 44 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "XQO7Wv_gtTwk" }, "source": [ "### Bar Plot: Each day of the Weekend" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:29.130746Z", "start_time": "2020-05-16T05:43:28.818294Z" }, "id": "v4JjWW2qtTwk", "outputId": "b01568af-e660-4fa9-b2bf-496a9a2cf4e5" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Saturdays for each hour of the day \n", "peak_demand_each_day(5,'Saturday')\n", "\n", "#11am and 12pm seems to be peak" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 45 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:29.588970Z", "start_time": "2020-05-16T05:43:29.132711Z" }, "id": "LjDELUOStTwk", "outputId": "efae0d71-3fc7-4da5-b62b-7776c8257718" }, "source": [ "#Creates a bar plot of the # of transactions that began charging on Sundays for each hour of the day \n", "peak_demand_each_day(6, 'Sunday')\n", "\n", "#10am and 12am seems to be peak\n", "#seems to be day with least transactions" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 46 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "mR0QkmXjtTwk" }, "source": [ "\n", "## Bar Plot: Total Number of Transactions at Charging Start Time (Weekday vs Weekend)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:30.011913Z", "start_time": "2020-05-16T05:43:29.590989Z" }, "id": "KgLXhdyftTwk", "outputId": "9385e7f1-6047-41a5-f065-0b117afc4e00" }, "source": [ "#creates a bar plot comparing weekday and weekend number of transactions that began at each hour of the day\n", "fig = plt.figure() # Create matplotlib figure\n", "\n", "ax = fig.add_subplot(111) # Create matplotlib axes\n", "\n", "width = 0.4\n", "\n", "Weekday = df_new.loc[df_new['Weekday/end'] == 0 ] #weekday \n", "Weekend = df_new.loc[df_new['Weekday/end'] == 1 ] #weekend\n", "peak_day = (Weekday['h'].value_counts()[:24])\n", "peak_end = (Weekend['h'].value_counts()[:24])\n", "hour = [0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23]\n", " \n", "peak_day.loc[hour].plot(kind='bar', color='y', ax=ax, width=width, position=1, figsize=(12, 8)) #weekday\n", "peak_end.loc[hour].plot(kind='bar', color='g', ax=ax, width=width, position=0, figsize=(12, 8)) #weekend\n", "\n", "plt.legend(['Weekday (Mon-Fri)', 'Weekend (Sat-Sun)'])\n", "ax.set_ylabel('# of transactions')\n", "ax.set_xlabel('Charging Start Time')\n", "plt.title('Total # of Transactions at Charging Start Time')\n", "\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "bnEaHFeItTwk" }, "source": [ "## Bar Plot: Average # of Transactions per Day at Charging Start Time (Weekday vs Weekend)" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:30.405316Z", "start_time": "2020-05-16T05:43:30.013946Z" }, "id": "m_mnNTNFtTwk", "outputId": "d76930af-8b5d-44b7-fd9c-67f476330402" }, "source": [ "#Creates a bar plot of the Average Weeday and Averagae Weekend, # of transactions that began charging at each hour of the day \n", "\n", "fig = plt.figure() # Create matplotlib figure\n", "\n", "ax = fig.add_subplot(111) # Create matplotlib axes\n", "\n", "width = 0.4\n", "daysinweek=5 #number of daus during the weekday\n", "daysinweekend=2 #number of days during the weekend\n", "\n", "Weekday = df_new.loc[df_new['Weekday/end'] == 0 ] #weekday \n", "Weekend = df_new.loc[df_new['Weekday/end'] == 1 ] #weekend\n", "peak_day = (Weekday['h'].value_counts()[:24])/daysinweek #make plot of avg. Start Time for each Transaction\n", "peak_end = (Weekend['h'].value_counts()[:24])/daysinweekend\n", "hour = [0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23]\n", " \n", "peak_day.loc[hour].plot(kind='bar', color='red', ax=ax, width=width, position=1, figsize=(12, 8)) #weekday\n", "peak_end.loc[hour].plot(kind='bar', color='blue', ax=ax, width=width, position=0, figsize=(12, 8)) #weekend\n", "\n", "plt.legend(['Weekday (Mon-Fri)', 'Weekend (Sat-Sun)'])\n", "ax.set_ylabel('# of transactions')\n", "ax.set_xlabel('Charging Start Time')\n", "plt.title('Average Transactions per Day at Charging Start Time')\n", "\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "JQaoHUlHtTwl" }, "source": [ "# Peak Demand Time Analysis" ] }, { "cell_type": "markdown", "metadata": { "id": "dBpOBVTMtTwl" }, "source": [ "## Line Chart: Peak Demand Time Analysis of all CSV files combined" ] }, { "cell_type": "markdown", "metadata": { "id": "18PuJk6TtTwl" }, "source": [ "### Peak Time Curve (Charging Time): considering only time that is consuming energy, charging time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:35.268922Z", "start_time": "2020-05-16T05:43:30.407366Z" }, "id": "5ou6iSC0tTwl", "outputId": "a9bb3d15-9627-4a89-d218-93b05dbff67b" }, "source": [ "#creates a line chart of The number of transactions charging at time of day (24 hours)\n", "interval(15,\"combined3_csv.csv\",'No','Charging Time (hh:mm:ss)');" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "LEON8wJXtTwl" }, "source": [ "### Peak Time Curve (Duration Time): considering the end of transaction, including non-charging time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:40.180655Z", "start_time": "2020-05-16T05:43:35.271169Z" }, "id": "eqsQBEoutTwl", "outputId": "aaf9156d-2892-424b-a079-728df50acdad" }, "source": [ "#creates a line chart of The number of transactions occupying a station including non-charging time (24 hours)\n", "interval(15,\"combined3_csv.csv\",\"No\",\"Total Duration (hh:mm:ss)\");" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "vG-weijqtTwl" }, "source": [ "## Line Chart: Peak Demand Time Analysis for Each File" ] }, { "cell_type": "markdown", "metadata": { "id": "GBAq_GUitTwl" }, "source": [ "### Peak Time Curves (Charging Time): considering only time that is consuming energy, charging time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:49.862617Z", "start_time": "2020-05-16T05:43:40.182586Z" }, "id": "SGavrI_GtTwm", "outputId": "2e9928e2-eee6-40a3-bca8-5b65f11c236c" }, "source": [ "#creates a graph with a line for each of the 54 csv files\n", "#The lines represent the number of transactions charging at each time of day (24 hours)\n", "#Plots Peak Times for each csv file along with its transactions\n", "#PeakChar= max_time(15,\"Yes\",'Charging Time (hh:mm:ss)');\n", "percentages(\"Charging Time (hh:mm:ss)\");\n", "plt.title(\"Peak Times by Charging Time\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "The Most Frequent Peak Time is: 11\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Peak Times by Charging Time')" ] }, "metadata": { "tags": [] }, "execution_count": 51 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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KCpqZWWc0clXPBcAJwDLgmfZWx8zM2q2RPv4HIuKyiLgjIu6qPEZ6k6RzJK2StLzKax+WFJKmjKrWZmY2ao2c8Z8i6WvAT8kSvABExCUjvO9c4EvAN/OFknYA3gjc3VRNzcysJRoJ/O8EXgpMYH1XTwB1A39EXF1joNfngROB7zVcSzMza5lGAv/LI2JmK3Ym6R+AoYi4Wap/13JJc4G5AIODg63YvZmZ0Vgf/3WSdhnrjiRtCnwMOLmR9SPi7IiYFRGzpk6dOtbdm5lZ0sgZ/98Bx0i6g6yPX0CM4nLOFwE7ApWz/e2BGyXtGRF/bnJbHTGa6ZnNzHpdI4H/wFbsKCKWAdtUnku6E5gVEQ+2Yvut5lspmllR1ezqkTQpLT5W41GXpAXAtcAMSSslvWvs1e2c0U7PbGbW6+qd8X8bOARYQnYVTz4bG8BO9TYcEUeM8Pr0xqrYHb6VopkVVb3A/x6AiNixQ3XpKb6VopkVVb2rei7tWC16kKdnNrOiqnfGX/9C+4KrJHB9VY+ZFU29wD9N0hdrvRgR72tDfXqKb6VoZkVUL/CvIUvsmplZgdQL/A9FxHkdq0mXebBWcfizNKuvXuB/qmO16DIP1ioOf5ZmI6t5VU9E7N3JinSTB2sVhz9Ls5E1Mklb4XmwVnH4szQbmQM/tQdlebBW//FnaTayEQN/tTl2JM1vT3W6o5nBWguXDrHP/KvYcd7l7DP/KhYuHWpqX2N9v9XngXdmI2tkds63SvpbRFwAIOkrwCbtrVZnNTpYa6yJQyce288D78xGpoiov4I0AFwGnAMcBDwcER/oQN2eNWvWrFi8eHEnd1nVPvOvqjp/z7TJA1wzb/+2v9/MrBmSlkTErOHlNc/4JW2Ve3ossBC4BviEpK0i4uHWV7O3jTVx6MSjmfWCel09+emYKz/flB4jTstcRGOdsdMzfppZL6gZ+IsyHXOzozjrrX/C7Bkb9NFDc4nDsb7fzKwVGknuImlXYBdgYqUsIr7Zrkq1SrPJ1JHWH2vi0IlHM+sFjSR3TwH2JQv8PyRL8P4qIt7a9tolo03uNptMdfLVzIqkVnK3kQFcbwXeAPw5It4JvJw+uZyz2WSqk69mVgaNBP41EfEM8HS6Afsq+iSx2+woTo/6NLMyaCTwL5Y0Gfgfsit9bgRuaGutWqTZUZwe9WlmZTBicjcijk+LZ0n6MTApIm5pb7Vao9lkqpOvZlYGjSR3BRwJ7BQRn5A0CLwgIjp21t8rI3fNzPrJWJK7XwFeDRyRnj8GfLmFdTMzsw5q5Dr+vSLiFZKWAkTEI5I2bnO9zMysTRoJ/GsljSObpgFJU4Fn2lqrFjpp4TIWXH8P6yIYJ3HEXjtw+pyZ3a6WmVnXNNLV80XgUmAbSZ8CfgX8e1tr1SInLVzG+dfdzbqUx1gXwfnX3c1JC5d1uWZmZt0zYuBP8/CfCJwB3AfMiYj/bXfFWmHB9fc0VW5mVgb1pmWeCBwHvBhYBnw1Ip7uVMVaYV2NK5ZqlZuZlUG9M/7zgFlkQf8g4LPNbFjSOZJWSVqeKztT0m2SbpF0aRoY1jbjpKbKzczKoF7g3yUijoqIr5LN1/O6Jrd9LnDgsLIrgV0jYjfg98BHmtxmU47Ya4emymvxfXLNrEjqBf61lYXRdPFExNXAw8PKrsht6zpg+2a324zT58zkqL0Hnz3DHydx1N6DTV3VU5mqeWj1GoL1UzU7+JtZv6p3OefLJT2algUMpOcCIiImjXHf/wJ8Z4zbGNHpc2aO6fLNMxet2ODGKQBr1q7jzEUrPJWDmfWlenfgGlfrtbGS9DHgaeCCOuvMBeYCDA4OtqsqI/JUzWZWNA3dgauVJB0DHAK8IepMFBQRZwNnQzZXz1j22eztF/Pv20iqehWQp2o2s37V0cAv6UDg34DXR8QTndhns7dfHP6+akHfUzWbWT9rZOTuqEhaAFwLzJC0UtK7gC8BmwNXSrpJ0lnt2n9FvT76Zt8HWYL4jMNnun/fzPpW2874I+KIKsVfb9f+ahltH32t15+JcNA3s77WtjP+XjHa2yn6NoxmVlSFD/zVbqcI8MRTT9e9Ft+3YTSzour4VT2dVumWOfWyW1m95tkxaTzyxNq6SV7fhtHMimrEWy/2glbcenGf+VcxVKXfftrkAa6Zt/+Ytm1m1ovGcuvFQvBALDOzTGkCv5O1ZmaZ0gT+0SZ5zcyKpjSBf84e0zjj8JlMHpiwQXklyevgb2ZlUZrAD1nwf94mz72QqZGRvGZmRVGqwA9O8pqZlS7wO8lrZmVX+AFcw6dknr71APemu2lVtGJEbrNTP492qugiauex8HE2e65CB/5qUzIPH8Ql4C2vnDamYNDs1M+jnSq6iNp5LHyczaordFdPramV8wL42W0PtHw/9RLGo50quojaeSx8nM2qK3TgbzRhO9bEbrMJYyeY12vnsfBxNquu0IG/0YTtWBO7zSaMnWBer53HwsfZrLpCB/5ao3XzBiaMY7+XTmWf+Vex47zL2Wf+VU0P5mp2CmdP+bzefi+dioaVtepYFOE4L1w6NKbfTbNqCp3crTa18n4vncrPbntgg+cXLxkaUwKw2SmcPeVzZuHSIS5eMrTBFVatSLZX9PtxdnLa2qU00zLX4umau8fHvj4fHxur0k/LXIsTgN3jY1+fj4+1S6G7ehqx3eSBqmdV1RKAHgzUWs0c+zLy8bF2Kf0Zf6MJwEp/61Aa9Vvpb3WybfSKkHxtJx8fa5fSB/7KdM3TJg8gsv7TMw6f+ZwzeQ8Gar1Gj31Z+fhYu5Q+uduoHeddTrUjJeCO+W/qdHXMzEbk5O4YeTCQmRWFA3+Deq2/1QN7zGy0Sn9VT6N6aTCQB/aY2Vg48Ddhzh6tGVE6VvUSzb1QPzPrbe7q6UMe2GNmY+HA34ecaDazsWhb4Jd0jqRVkpbnyraSdKWkP6SfW7Zr/0VWK9E81llGzawc2nnGfy5w4LCyecBPI2Jn4KfpuTWp2sCet7xyGhcvGfLIYjMbUVsHcEmaDvwgInZNz1cA+0bEfZK2BX4eESNeD9kLA7h6nWdyNLPhemUA1/Mj4j6A9HObWitKmitpsaTFDzwwtnviloETvmbWqJ5N7kbE2RExKyJmTZ06tdvV6XlO+JpZozp9Hf/9krbNdfWs6vD++1Ij00GfMHvGBoO6wDM5mvWzdk4D3+kz/suAY9LyMcD3Orz/vtPodNCeydGsONo9DXzbkruSFgD7AlOA+4FTgIXAd4FB4G7gbRHx8EjbKnNy10lbs/Jp1d99reRu27p6IuKIGi+9oV37LCInbc3Kp91/9z2b3LWMk7Zm5dPuv/tSBf5GpzLupSmPe206aDNrv3b/3Zdmds5GpzLutSmPe2k6aDPrjHb/3Zfm1ouNJkucTDWzouiVkbtd02iyxMlUMyu60gT+RpMlTqaaWdGVJvA3mixxMtXMiq40yd1GkyVOpppZ0ZUmuWtmVjalT+6amVmmNF09Fe2Y8a6ds+i1Q7/V18xaq1SBvx2Ds3ptwNdI+q2+ZtZ6perqOXPRig3mqwdYs3YdZy5a0VPbbKd+q6+ZtV6pAn87Bmf124CvfquvmbVeqQJ/OwZn9duAr36rr5m1XqkC/1gGZ9WasbPaNkXWd97tmT2r8QC1cuulmWete0qV3B3t4KxGEqJnLlrB0Oo1CKiMjOjFxKkHqJWXE/tW4QFcDfDMnlYE/v0sHw/gGgPP7GlF4N9Pq3Dgb4Bn9rQi8O+nVTjwN6BdM3uWNdFW1nZ3mxP7VlGq5O5otWNmz7Im2sra7l7gxL5VOLnbJWVNtJW13Wbd4ORujylroq2s7TbrJQ78XVLWRFtZ223WSxz4czqZdCxroq2s7TbrJU7uJp1OOpY10VbWdpv1Eid3EycdzaxonNwdgZOOZlYWXQn8kj4o6VZJyyUtkDSxG/XIc9LRzMqi44Ff0jTgfcCsiNgVGAe8vdP1GM5JRzMri24ld8cDA5LWApsC93apHs9y0tHMyqLjgT8ihiR9FrgbWANcERFXDF9P0lxgLsDg4GBH6jZnj2kO9GZWeN3o6tkSOAzYEdgOeJ6ko4avFxFnR8SsiJg1derUTlfTzKywupHcPQC4IyIeiIi1wCXAa7pQDzOzUupG4L8b2FvSppIEvAH4XRfqYWZWSh0P/BFxPXARcCOwLNXh7E7Xw8ysrLpyVU9EnAKc0o19m5mVXV9M2SDpAeCuUb59CvBgC6vTi9zG4ihDO93GznlhRDzn6pi+CPxjIWlxtbkqisRtLI4ytNNt7D7P1WNmVjIO/GZmJVOGwF+GK4bcxuIoQzvdxi4rfB+/mZltqAxn/GZmluPAb2ZWMoUN/JIOlLRC0h8lzet2fZoh6RxJqyQtz5VtJelKSX9IP7fMvfaR1M4Vkmbnyl8paVl67YtpioyeIGkHST+T9Lt0U573p/KitXOipBsk3ZzaeVoqL1Q7ASSNk7RU0g/S80K1UdKdqW43SVqcyvqzjRFRuAfZzV1uB3YCNgZuBnbpdr2aqP/rgFcAy3NlnwHmpeV5wKfT8i6pfZuQzXh6OzAuvXYD8GpAwI+Ag7rdtlx7tgVekZY3B36f2lK0dgrYLC1PAK4H9i5aO1P9/h/wbeAHBf2dvROYMqysL9tY1DP+PYE/RsSfIuIp4EKyqaD7QkRcDTw8rPgw4Ly0fB4wJ1d+YUQ8GRF3AH8E9pS0LTApIq6N7Lftm7n3dF1E3BcRN6blx8gm6ptG8doZEfF4ejohPYKCtVPS9sCbgK/ligvVxhr6so1FDfzTgHtyz1emsn72/Ii4D7KgCWyTymu1dVpaHl7ecyRNB/YgOxsuXDtTF8hNwCrgysgmKixaO78AnAg8kysrWhsDuELSknSjKOjTNnbr1ovtVq3PrKjXrdZqa18cA0mbARcDH4iIR+t0d/ZtOyNiHbC7pMnApZJ2rbN637VT0iHAqohYImnfRt5Spayn25jsExH3StoGuFLSbXXW7ek2FvWMfyWwQ+759vTAfX3H6P70byLp56pUXqutK9Py8PKeIWkCWdC/ICIuScWFa2dFRKwGfg4cSLHauQ/wD5LuJOtW3V/S+RSrjUTEvennKuBSsi7lvmxjUQP/b4CdJe0oaWPg7cBlXa7TWF0GHJOWjwG+lyt/u6RNJO0I7AzckP7tfEzS3umqgaNz7+m6VKevA7+LiM/lXipaO6emM30kDZDdge42CtTOiPhIRGwfEdPJ/tauioijKFAbJT1P0uaVZeDvgeX0axu7kR3vxAM4mOxKkduBj3W7Pk3WfQFwH7CW7AzhXcDWwE+BP6SfW+XW/1hq5wpyVwgAs8h+OW8HvkQaqd0LD+DvyP7FvQW4KT0OLmA7dwOWpnYuB05O5YVqZ66O+7L+qp7CtJHsCsGb0+PWSkzp1zZ6ygYzs5IpalePmZnV4MBvZlYyDvxmZiXjwG9mVjIO/GZmJePAb1VJ2jrNQniTpD9LGso937jK+ltJOq6B7Y6XtLpGeUj6dK5snqSTxt4akHS+pLbPiSLp7cpmHP1Jrmz33LF7WNIdaXlRu+vTKEnHphGplefflPSibtbJ2seB36qKiIciYveI2B04C/h85XlkE98NtxUwYuAfwRrgHyVtNcbttJSkZqY2ORaYGxEHVAoi4qbcsfwh8MH0fHb+jU3up9WOZf08M0TE0RFxexfrY23kwG9Nk3SipOXp8d5UPB+Ykc5k50uaJOkqSTdKuiXN5zKSp4BzgPdX2ecGZ+ySHk8/D1A2r/9FyuZEP13S0ZJ+k/Y7PbeZ2ZJ+Ken3kg5K7x8v6XPK5sy/RdKxue3+RNKFZAOwhtfnKGVzqi+X9O+p7BNkUy5/TdL8BtpbuW/EIknfASpzvP9Q2URgt0p6RyqbKOlBSWemel4jaUp67ci07s2V/zQk7ZzaeqOkxZJeldvnx1O9b5Z0mqQjgZnARenzGyfpOqU5hSQdk/u8Pzma+liP6faIOD96/wGcCnw4Le9JNnpxU7J59H9HNjr1xcBNufdMADZPy9sAf0jL44HVVfYxHlgNTCab93wS2fzmJ6XXzwfm5NZ/PP08gGwK6+cDE4E/s3507IeAz+be/wOyk50ZZDMnbgIcz/r51DchC/KDabuPAwLqytQAAAMoSURBVINV6rp9quOU1M5fAIek134F7F7nWA5vx4HAo8D2ubKt0s/npeM7KbUtgDem176Y+0x+D2ydlifn3rtJWt4VuCYtv5lsvqCJw/Z1HbBrrg7Xpfe9ELiD7D+6jVP7Dmy2Pn701sNn/Nas1wIXR8QTkc2jv5Bs+oXhBHxa0i3AFcAOlTPCeiKbyOzbwHuaqNP1EXF/RPwN+BNQ6TtfBkzPrffdiHgmIlaQBf6dyeZceaeyaZOvJ/vi2Tmtf21E3F1lf3uRzUfzYESsTfV9XRP1He6aiFgJz85h9CFJNwO/JvuS2Smt93hEXJmWl+Ta9mvgfEnvYv3sjxOBb0haRvZl87JUfgDw9XSsiIjh930Ybm+yqaQfjqyLbwHr29pMfayHFHVaZmufRv+Qjwa2ILvL1tOSVpIFo0Z8jmyivW+Rdf8APE3qmpQ0jg1/d5/MLT+Te/7MsPWGz09SmSb3+Ij4af4FSQcAf61Rv1YHs/x+ZpPdnWmviPibpOtYf9zy7VzH+ra9kyxAHwLcnLpoTiA7Uz8yvb8S4EVz0wDXa2vD9YmIR5vYp7WZz/itWVcDb5Y0oGwu/cOAXwKPkXX9VGxBNkf705LeSBM3m4iIB8mmvX1HrvhO4JVp+c1kt9ds1tuUeQnZlLl/IPvv4PhKYlXSDGWzaNZzHbCfsiufxpPNSPmLUdSnmi2Ah1LQn0l2C86R7BQR1wInkXVPbZe2c29k/S3vyK17BXCspImQXY2Vyod/fhXXAgdI2lLZNNr/l5HbWq0+1kN8xm9NiYgbJC0gOyMH+O+IWAaQkojLgMvJztq/r+ym1DeSBdlmnEnW/17xVeB76UvkCjY822zUH8m+uLYhu/LmKUlfJevTvynrZWEVI9ymMyJWSjqZrK9cwPcj4vJR1Kea75MF5pvJ+vd/M8L6AF+UNJjqcnlE3Cbpv4DvSvpnsi+3danuCyXtBtwo6SmyL9jTyJLq50paw/ovWCLirpS0/mUqWhgRiypfHI3Wp/HmWyd4dk4zs5JxV4+ZWck48JuZlYwDv5lZyTjwm5mVjAO/mVnJOPCbmZWMA7+ZWcn8fyBZNOTTWF5iAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "f8ClT1MatTwm" }, "source": [ "### Peak Time Curves (Duration Time): considering the end of transaction, including non-charging time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:43:59.424307Z", "start_time": "2020-05-16T05:43:49.864849Z" }, "id": "LH_vLQnUtTwm", "outputId": "072261a1-7fe4-4217-99ee-966019125b09" }, "source": [ "#creates a graph with a line for each of the 54 csv files\n", "#The lines represent the number of transactions occupying a station at each time of day (24 hours)\n", "#Plots Peak Times for each csv file along with its transactions\n", "#PeakDur= max_time(15,\"Yes\",'Total Duration (hh:mm:ss)');\n", "percentages(\"Total Duration (hh:mm:ss)\") \n", "plt.title(\"Peak Times by Duration of Transaction\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "The Most Frequent Peak Time is: 12\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Peak Times by Duration of Transaction')" ] }, "metadata": { "tags": [] }, "execution_count": 52 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "8BTYm8XwtTwm" }, "source": [ "Please disregard the results on the following cell, they are repeated results, but it was critical to keep" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:18.215411Z", "start_time": "2020-05-16T05:43:59.426528Z" }, "scrolled": true, "id": "BEjYfs5ItTwm", "outputId": "2b04e79e-0f08-455d-f691-fac442c0199e" }, "source": [ "#Disregard this result, but still run the cell as it is necessary for future cells\n", "PeakChar= max_time(15,\"Yes\",'Charging Time (hh:mm:ss)');\n", "PeakDur= max_time(15,\"Yes\",'Total Duration (hh:mm:ss)');" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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3t8ysD/BJIQPKV+9uCwcvcWtFLKY2aRERyS2ySdrdH3L3Ae5+Yfh6mbufXOCY8tO725PMZwhbrR1WhG6wISIiOUW541gX4HygNxlxuvt3CxRS3qxp0YFnOIQBtoIzeQpP6AYbIiJSWWSTNPBX4G1gPtCsiprbaAnA2mSnoC4jXlrYgEREJJKinKQ7uvv3Cx1EpnxdglVmQStDMhyl1BPl1S0uIiK7qci2SQPPmdmYQgeRKV9t0onwsCdS50jxsvqGJiIizVCUS9IXAFeb2WaglODmGO7uexc2rPpLYhzx+j9pmSiHY1CSFhGRnKKcpHsWOoCGkgD2/zS4Y+Z2WoOqu0VEJIfIJml3LzWzcQRlTYCX3P2FQsaUL5mjsvzFT2SqOo6JiEgOkW2TNrNbgJ8S3EpyNfBTM7u5wDHlZTCTREaW7rS9BLZ/Wc/IRESkOYpskgYmA2Pc/V53vxcYC3y9kAHlreNYxginbbdsx7bW+JbWIiKyG4lykjZgj4zXe4TTmrxkRknaN6M2aRERySmybdLAL4CF4S0rDTgeuKWwIeWHZ2TpPT/aAPFtBYxGRESiKrJJ2t3/aGYvAocTJOlb3b2gN9jIl8wkXdq2DVaqNmkREaksctXdZnZg+PdgoD2wCHgPaB9Oa/KSSeh04Dba7FlGeYsWWOnGQockIiIRFMWS9I0EN9a4P8c8B77aqNFkyNewoHiS/UYFiXnZ6wdA+ab6ByciIs1O5JK0u58fPj3S3SvcaNnMClryd/dZwKyRI0deXJ/ttLYdGRsFS+g6aRERqSxy1d0Z5tdwWpPT2nb25k66kSzfXsBoREQkqiJXkjazvYDuQBszG8jOy646UvGSrCYrljHmWPu22yhNOq0LGI+IiERT5JI0cApwEbA/Qbt0KklvAm4qUEx5Zb7z9tjd9/qS8mSHAkYjIiJRFbkk7e73A/eb2Vnu/nCh42kIltHUHi8rIpk5uomIiEgoym3S/cysc+qFme1pZj8tZED5EsvIyS2L4sSVpEVEJIcoJ+nJ7p6+gNjdv6TAY3fn6wYbZIzd3apFOWXeLEY7FRGRPItykm5hZi1TL8ysNRS2f1W+brDhtjMpt25RzozE0fUNTUREmqHItUlneBx4zszuJxjE5CLgkcKGlB+x5M6OY+07budLq1/SFxGR5imySdrdf2ZmiwhurGHAXe7+1wKHlRexjDboNh3K6cCWAkYjIiJRFdkkDeDuTwNPFzqOhtY3sazQIYiISARFtk3azA4xs9fM7Asz2xo+msUg10WJeIXX7V23qhQRkcqiXJL+LXAB8H/AEeHzvQsaUZ60jCcqvC7yeBVLiojI7iyyJWkg5u6LgSJ33+HuvwXGFzqofGhdFtxQo2xzEQAtkonqFhcRkd1UlJP0tvASrPfM7Gdm9h2gWYyf2bqsjPWL2rPiH10BaFO2YxdriIjI7ijKSfpCgur474V/hwCnFTSiPGmRiPP5oo7EdwStDa2S5bhr1DEREakosm3S7v5R+HS7md0K7OfuSwsZk5lNBCYWFxfXb0MxozxmfNK1E33ja+nasgTKy6FVq7zEKSIizUNkS9Jm9ryZdQzH714MPGVm0woZU/5GHIN1ndrzwX5deWltHzwJyW1b8xSliIg0F5FN0kA3d98ETAH+TFDdfWJhQ8qPmDvrOwa3xn5v8760Ik5ymwY0ERGRiqKcpFua2Z7AN4BZ3owabZNxWNO5ffp1zBK4krSIiGSJcpK+HXgTWOvub5lZH+CTAseUF/HkzhtsdIiVUkQSj5cVMCIREYmiKHccewh4KOP1MuDkwkWUH4lEgmTGXbDKkkXEcFCSFhGRLJFN0mbWBTgf6E1GnO7+3QKFlBfxeJxkeP/o1uVxylvGiFkSL1eSFhGRiiKbpIG/Am8D84FmMySXu5MIk3TLeILSli0wS0KivMCRiYhI1EQ5SXd09+8XOoh8SyaTJAmTdDIJgJvjcSVpERGpKModx54zszGFDiLfMjupt0gESTruMSVpERGpJMpJ+gLgBTMrMbPPzGy9mX1W6KDqy90Ja7vTSTqJkUioTVpERCqKcnV3z0IH0FAsPDUqIkzSDkn17hYRkSyRTdLuXmpm7YE+QJuMWXMLFFJeuDse3KGSWFjzvaa0IweUlxYuKBERiaTIJmkzOw+4FugB/Bv4CkGCPrqQceVFWN2diAVP3vq8F73K4wUMSEREoijKbdJXAyOBj939iPD5pw2xIzObbGa/N7O/mtm4hthHplTXsf23lgR/25WQjKskLSIiFUU5Se9w920AZtbS3d8DBtZ0ZTN7IOxwtihr+gQz+8DMPjKzHwG4+wx3v5hg8JTT8/cWcvPUJViWoFU8TpEl8fiOht6tiIg0MVFO0p+Ft6l8FvibmT0GrK/F+g8CEzInmFkRcA/wNeBg4EwzOzhjkZ+E8xuMu6eHBY3FnFjSSXgMV+9uERHJEtk2aXc/KXz6YzMbD3QCZtVi/VfMrHfW5MOAj8JxwDGzR4FTzOx9YBrwN3d/u76x7zK28K+ZE3NIuuk6aRERqSSSSTos8c5z968AuPtzedp0Dyq2a68ERgHfA8YCncys2N1/lyOmS4BLAPbff/86BxAvKSHVcyxmjrmTxPCkkrSIiFQUySTt7gkzW2pm+7r7mjxu2nJMc3f/H+B/dhHTfcB9ACNHjqzzva29rCxdko4ZQZJ2I6mStIiIZIlkkg51Bt43s9eBramJ7n5aPba5EuiV8bonsLoe26u9RAIP26TNnBZJpyxZhCd0CZaIiFQU5ST96wbY5jygn5kdCKwCzgDOqunKZjYRmFhcXFz3CNzTJemiFkli7sSTMZJK0iIikiVySdrM/ubuX6tvO7SZPQKMBvYys5XAje5+v5ldDjwHFAEPuPvimm7T3WcBs0aOHHlxXeNy9/QlWDt7dxuebDZ34xQRkTyJXJIG9snHRtz9zCqmzwZm52MfdZJIpG9VWURQkk56jKSStIiIZIliku5kZpOqmunuMxszmEz5qO7OvJ+0xRyLO3E3cCVpERGpKJJJGvgGVfTEBgqWpPNR3Y3vvE66qMiJxcPrpJWkRUQkSxST9Ap3P7fQQTScim3SFrZRq01aRESyRXFY0Fwl6Egws4lmdl9JSUlethdrkcTCEcdQkhYRkSxRTNLnFzqAqrj7LHe/pFOnTvXZRsZgJp4ezMQTStIiIlJR5JK0u79b6BgalDupyoIdsdYY4bCgruukRUSkosgl6d1BqiT95ZaOmIO74UklaRERqShySdrMng//3lboWLLlpU06o7q79cc7MCAJapMWEZFKIpekgZ5mdiTwdTMbYmZDMx+FDCxvbdK2s29cqnd30pP5CFFERJqRKF6CdTNwE8HNL+7NmufAMY0dUD5lDgtqzs7qbiVpERHJErkk7e6PAY+Z2c3ufmOh48m7jMFMtrXbA/CwultJWkREKopckk5x9xvN7ER2lpxfcve/FzKm/AiydHyP9sw++WR6vb8I9224krSIiGSJYps0AGb2X8APgWXh44fhtELGVP+OY8kkbkayTTsAtnfoqBHHREQkp8gmaWAScLy73+fu9wHjwmkFk5eOY3hwqbQHld6pjmMkVJIWEZGKopykATpmPO9QsCjyKZkMO46FLdNhR++kRhwTEZEskW2TBn4OvG1m/yBIZaOBGwoaUT54Aifo1R0IsnQy6VWtISIiu6nIJml3/z8zexEYRZDJbnD3VQUOq/5S1dueSsphktYlWCIikiWySRogTMpPFTqOFDObCEwsLi6u+0Y8gTtYWN3tqeruuJK0iIhUFPU26UjJR8exoE2adEl6xx7twsmq7hYRkYqUpBtZcKmVYeF10Vv27BLM0HXSIiKSJZJJ2syKzKyZ3rIyaJO2rOuiVZIWEZFskUzS7p4A/m1mPQodS76Zx7N6d4fiugRLREQqinLHsb2A983sDWBraqK7TylcSHmQKCdnmVnV3SIikiXKSXpaoQNoCEU7vgDSY5gAwbAmrtpuERHJEtkk7e7/MLOeQD93f9HM2gBFhY6rvop2fIa7VczSGKYsLSIiWSLZJg1gZhcCM4Hp4aT9gb8WLqL83GCjzYaFAJTvkTHiqZlK0iIiUklkkzRwBXA4sAnA3ZcC3QsZUF6uk/Y47rCj2747pylJi4hIDlFO0jvcvSz1wsyafFU3gCXj4Q02MieijmMiIlJJlJP062b2Q6CNmR0HPAY8U+CY6i9ZHrRJZ3CM1tvLqlhBRER2V1FO0j8ENgNLgO8D/wB+XNCI8iEZr3wJVqwI02AmIiKSJcq9uxNmNh14meAqpQ/dm/6toiwZrzSttNt++KdLChCNiIhEWWSTtJlNAO4DPiFote1pZhe7+/OFjax+zMtJZrVJe1FkPwYRESmgKGeHO4GxYa9uzKw/wSVYAwsaVT1ZspykVzzsRTu2kSiyKtYQEZHdVZTbpD9LJWhIX4K1voDx5EeiDLeKCTm2YxseU5IWEZGKIleSNrNJ4dNFZjYTeJygTXoqMLdggeWJb1hHwvpVnu67TtIzFq7ijuc+YPXG7ezXuS3XjB/A5BHN7h4kIiISilySJkjGKSXA+PD5ZmDvxg9nJzObCEwsLi6u+zYSO0haVgWGGZZxW6xcyRjguqfeY3t5cLesVRu3c81f3uXmWYvZuK1cSVtEpBmKXJJ293MKHUNV3H0WMGvkyJEX12X9GQtXcWKLJImc47J4epnsZHzdU+/RpmUsPS2lPOl8ua28wnKAErWISDMRuSSdYmb7A5cDvcmIs6neqnLGwlVc88S7nFTkOUvSKXc890GlZLy9PFFpWi7byxPc8dwHStIiIs1EZJM0wc01/gT8P6DJXx9986zFlCecWAsnEatYko637wSbjSOnzWHVxu312s/qOq6v9m4RkeiJcpIuc/dfFTqIfElVS2NU6skd79gF1iRZtXE7BpVHJAu1LDLKE9WPTLZf57a1jq2qKnZQ1bmISCFFOUn/xsx+AjwHlKYmuvu/ChdSHhiVb7CRoboUHN/F0KFtWxalO5ml1KSEXFUVu6rORUQKK8pJuj9wEfA1dlZ3O3BMwSKqh85tW7JxWxlmTiLrOukWm7+sNnGn7Op2lrdPGVIhqda0hFxVFXldq85FRCQ/ojyYyWlAb3c/0t2PDh9NMkED3DRpEDEPBgRND2aSiNNm61ZIJrGMMnSR1W1gk9qUkDNVVUVel6pzyW3GwlUcOW0OB/7oWY6cNocZC1cVOiQRaQKinKT/BXQodBD5MnlED/ZuHXTkTqXjVp+vxdwBS5ej27Ys4sxRvWhZh2FCsxNATUvIxx3UrVI5PlfVudRNqkZj1cbtODtrNJSoRWRXopykuwJLzOxZM3sq9Sh0UPXx47F9gJ0l6bIu3YMStAHuFJlx+5Qh/NfkIbRrVfuWiOwEUJMS8oyFq3hywaoKbeEGnHpID7VH50lNazRERLJFuU361kIHkG9G8ENdof05LEljxi9PG5ZOjCXby+u8n1QCuGb8gApt0lC5hJwrgTjw4pKmP0x6VKjNX0TqKrJJ2t3/UegY8u2+Fz/gZDLapHEszNEO6ZLV5BE92K9z23pdM7164/Z0wq+ud7cSSMOr6rNUm7+I7Epkq7vNbLOZbQof28ys1Mw2FTqu+vi8ZBsAyYyOYeYelKzNWLVxO1c+9g4jbnk+ZztxbezXuW2NLr+qKlHEzHbbNtN8d/K6ZvwA2rasPBTstrL4bnuMRaRmolySTncaM7MYMAUYVriI6q9nx+BwVxg+zT0cFnRnq/CX28p56M1Pqr1mujptWxZx3EHdanT5Va4qcYCE+245oMmMhau45i/vUh5ek566kQnU/Tik1rtp5mI2ZjRjfLmtvMkdY41MJ9K4IluSzuTuSXd/AjihIbZvZn3M7H4ze6Ihtp9y8RHBj5lnlaSDJxWXze7IBTW7NKtz25bcPmUILy5ZX6POSpNH9OD2KUNybru2nZuaw2VGN81cnE7QKeVJ56aZi+u13ckjetCudeVz4qbUgUy91EUaX2RL0hn3lYbgZGIklVJZtes/AJwMfObugzOmTwDuAoqA6e4+zd2XAd9q6CQ9ul9neDMrSeMVbrCRiwM9wlLLNU+8W+3QoO1at2DyiB5c9dg7Oefnai/X07AAACAASURBVGuu7fJQuUR13EHdeHLBqkol9/krvuDFJeubTMlrYxUd9qqaXhtNvf1fI9Pt3lSLUhiRTdJUvK90HFgOnFKL9R8E7ia4SQcAZlYE3ENQIl8JzDOzme7+7/oGWyPJJEnPSNJFRSQthhft+mNYtXE7dzz3QXCTDoOqRghN/eDXtrNSbZbPNZJZrur57eWJCtN39zHBm3oHsqZ+kiF1p/H9Cyey1d3ufk7G4wJ3v9nd19Zi/VeAL7ImHwZ85O7L3L0MeJTaJf56SlKazEjIsSK2dO5Mss0eu1zTIP0Dn/SqqxRSP/i1HaAkV+emqpav6rKtXHIl7uzq3ShVk++5R8taTa+N2hzjKNLIdLsvXetfOJErSZvZ9dXMdne/vR6b7wF8mvF6JTDKzLoSXJc9wsyuy7UPM7sEuARg//33r9veE0niydznRV5NlXeuO2PlSoqpH/xcA5QAxKqpVa/J5Vop9S05Za4ftTP0GycOqtSk0LLIuHHioHpvuzbHOIpqct19XagaNfpUi1I4kUvSQCLHtLbABUA3oD5JOleacnffAHy7uhXd/T7gPoCRI0fWreO1J/i8tF3uwKziJovMSLrTeY+WO29zWY3MUcKOnDan0lkvwNayRLUJMDuJZF63namqatvsk4mqbruZWfKKQjtndpI4/dBeDdaOPnlE0x3JrSFOMqJ2kia5NfWmmqYsckna3f879dzM2gOXA+cCTwB31HPzK4FeGa97AqtrurKZTQQmFhcX123vSWf5lj1zznK3rEWdX58+PP2DtSuZo4RVd3ZbXQKs6Q9mVSWqUw/pUSG5ZXcmSy2XWfIq9Bl6rvf85IJVle4oJoF8n2RE4SRNdq2halFk1yKXpAHMrDNwJXAe8BBwaFjara95QD8zOxBYBZwBnFXTld19FjBr5MiRF9dl5+5JkhhFyZ1XSvdZ+gHLivtVWna/zm1z/oBVZ1edxrKXy1bTH8zalKhGHtCl2uUKfYauJFFYhT5Jk5pp6k01TVnkkrSZ3U5wm8oHgGHuXqdRxszsEWA0sJeZrQRudPf7zexy4DmCS7AecPf6XQBbG8kEq7Z1TNe5r2/fkb6e6gW2s2I4dYZa1WVRVUkltqoGKMleLlttfjBrWqLa1XKFPkNXkiisQp+kSc015aaapiyKvbuvBfYBrgaWm9kX4eNLM8vurV0ldz/T3fd195bu3tPd7w+nz3b3/u7e191rdRMPM5toZveVlJTU6g2lxcspTxYRt+Cwz+t9cDB2dzgsqBFcD52qaq3qh6pz25bV9hJODVDSuW3lHsnVJcBC9N5Nxdqjc9tK778xqMdyYTX1Hu8iDS1yJWmg/te6NJD6VncTjwPQddt2toWTNrVrmx7M5ONpJ1VYvKpS5k2Tgp7G1VU9pc56a9NztlCl2kKeoRe6JL+7UzWqSPUil6TdveaNsE1MMpEg7rH0QQ9uWWnh88r9oHf1A5aP6uba7K852h3fc9SoGlWkapFL0s1ZcvtWtsRb0ynjmuhki6DiwC13y0Nj/4Dtjj+Yu+N7FpGmIYpt0pFV7zbp8nJiJIll3FQjEYuFT+t6zysREWmulKRrwd1nufslnTp1qtsGEkFNfovEzkuwUpdHJ+t192gREWmOIlfdbWZfknugKiMYHaxLI4eUN6nrpFODizmQiEXuIxARkYiIYobYq9ABNJSt27YBxsa9uwOwX8kGvmjXkZZUP3a3iIjsniKXpLN7d5tZF6BNxqQaD+OZb/UdFrSsrBSArR2D6vKuW0rSVQauJmkREckS2TZpMzvJzJYSjLf9Vvh3TiFjqm+btGe0RUNQ3Z0qQVfVu1tERHZfUc4MtwJHAh+4ey9gPPBSQSOqp2QyVUkQVm1XqOJWdbeIiFQU5SQdd/f1QMzMzN3/H/CVQgdVH8mkU7ZnN3a07wBULEmLiIhki3KSLjGzdsBrwJ/M7JdAchfrNKj6XiddtmULpfsckH69cP/+6Tbp1PXSIiIiKVHODJOBHQS3rHyJ4NaSJxcyoPq2SSfDNul9l/+HdivX81nHLqSquZOuErWIiFQU5SR9nbsn3L3c3e93918BPyh0UPXhHiRp89S43TsHM1G1t4iIZItykp6QY9pJOaY1GZ4Ma+vddybnVElavbtFRCRL5K6TNrNLgW8D/c3s7YxZHYD5hYkqT1IlaXxnSTo9rzAhiYhIdEUuSQOPA/8Abgd+lDF9s7t/VpiQ8sQzxgNN1W6Hf8tjrQoRkYiIRFjk6ljd/Ut3/8jdpwJtgRPCR7fCRlb/3t0JDwZOM/d09XaLsAo8QVF+ghQRkWYjckk6xcwuIyhV7x8+Hjez7xYypvr27i6N7Vwv1VFsU9t2eYlNRESanyhWd6dcChzm7lsAzOw24J/AvQWNqj7CEceCknTFNmk1SYuISLbIlqQJWmvLM16X08THzqzQuzscvES9ukVEpCqRK0mbWQt3jwN/Bt40syfDWV8H/li4yOrPk0F5OQbpknTTPu0QEZGGFLkkDcwFvuLuPzezF4GjCVLZt919XmFDqx9P3WDDPd0mnS5Ja8QxERHJEsUknc5WYVJu0ok5UzIsSRclk5WruXVDaRERyRLFJN3NzKoc/jMcHrQgzGwiMLG4uLhO628sK4OWwfXQ7bZvA+Cg5cvY3GNv4ht1CZaIiFQUxV5LRUB7ghHGcj0Kpr6XYHlxPyAYu/s/PfcHoFW8LJhX0Pt7iYhIFEWxJL3G3W8pdBANwcMLrQzHw+puz7oUS0REJCWKJenm24Mq46JozxoWFN0FS0REskQxSR9f6AAaivvOLL3zBhvhXxWlRUQkS+SStLt/UegYGkoqSZs7HssuSouIiFQUuSTdrGUUlyuVpAsSkIiIRJmSdCOqUJJOdRhTQVpERKqgJN2IMi+z8vSwoKr2FhGR3JSkG1Ei512wgr9xfRQiIpJFmaERffnpf9LP25buAGDNXnsDsDkciUxERCRFSboWzGyimd1XUlJSp/W9dHv6+YZOewKwYOAQAFrENeSYiIhUpCRdC/UdFjR9uN1JFIVjdaspWkREqqAk3YicoLRsFa63UpYWEZHclKQb1c6E7NnJWcOCiohIFiXpRpW6wcbO66M1iImIiFRFSboxZWZk3f1KRER2QUm6EWUOCpqu7lY1t4iIVEFJulF5hT+AkrSIiFRJSboxhck5V5u0qr1FRCSbknRjynk/aRERkdyUpBtVRtV2djW3ar1FRCSLknQBmHtGCVrZWUREclOSbkSeq25bOVpERKqgJN2YbGfv7tT9pF3XS4uISBVaFDqAQjOzdsC9QBnwkrs/1FD78nTvbldyFhGRXWqWJWkze8DMPjOzRVnTJ5jZB2b2kZn9KJw8BXjC3S8GJjVsZErJIiJSc80ySQMPAhMyJ5hZEXAP8DXgYOBMMzsY6Al8Gi6WaMigdpTH0889q3e3q21aRESyNMsk7e6vAF9kTT4M+Mjdl7l7GfAocAqwkiBRQzXHw8wuMbP5ZjZ//fr1dYqrzA2Ll9NuyxYsrPtOxIL7Shcl67RJERFpxpplkq5CD3aWmCFIzj2Ap4BTzey3wKyqVnb3+9x9pLuP7NatW50C6LZHK0574il6r/mMLXu0Y8BH/+K8T2YC8MsLr67TNkVEpPnanTqO5apQdnffClzQ2MGIiIjsyu5Ukl4J9Mp43RNYXZsNmNlEM7uvpKQkr4GJiIjksjsl6XlAPzM70MxaAWcAM2uzAXef5e6XdOrUqUECFBERydQsk7SZPQK8AQwws5Vm9i13jwOXA88B7wOPu/viQsYpIiJSnWbZJu3uZ1YxfTYwu67bNbOJwMTi4uK6bkJERKTGmmVJuqGoultERBqTkrSIiEhEKUnXgnp3i4hIYzLPef9EqY6ZrQdW1GMTw4AkwUlSaqyxLcDH9QxNRCTKDnD3uo0GtZtSki4AM8t10Le5e7tGD0ZERCJL1d0iIiIRpSQtIiISUc3yOukm4HNgM9Ah/AvweuHCERGRKFKbtIiISESpultERCSilKRFREQiSkm6kZhZwsy8ho+NZnZQoWMWEZHCUpJuPK8A8YzXyaz5SaCMnYOcPNJIcYmISEQpSTee64HlGa83Z80vA1qF09uFDxER2Y0pSTeeHgSJOCX7Vlptwr8dCD6XXzdGUCIiEl1K0o3HgPY1WC71mezTgLGIiEgToCTdeFYSlJJrogw4tQFjERGRJkBJuvHMq2ZeHHB2diZbBSxp8IhERCTSNCxo4ykjqPLOJfU5pOb3ZmcbtYiI7KY0LKiIiEhEqbpbREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFADPrambvhI+1ZrYq4/U/GzmWR8zsX2Z2Vdb0mzLi+tDMnjKzg/O43zvN7Jjw+UtmNjJjXm8zW5SvfVWx/8vN7IKG3IdIU6PrpEUAd98ADIcgGQJb3P0XjR2Hme0DfNXdD6hikV+n4jKz04E5ZjbE3dfXc79dgMPd/cr6bKeG+ypy90SOWQ8ArwN/aOgYRJoKlaRFdsHMtoR/R5vZy2b2uJktNbNpZna2mc01s/fMrG+4XDcze9LM5oWPI3Nss42Z/SFcb6GZHRfOeh7YOywtH11dXO7+WLj8WeE2bwj3t8jM7rNAXzN7O2O//cxsQY7NfQP4ew2PR87Yzex8M7s7Y7lnzGx06hia2S1m9hZwRHjs/h3WGPwifD/bgOVmdlhN4hDZHagkLVI7w4CBwBfAMmC6ux9mZt8HvgdcCdxFUOJ9zcz2B54L18l0GYC7DzGzg4Dnzaw/MAl4xt2H1zCet4GDwud3u/stAGb2Z+Bkd59lZiVmNtzd3wEuAB7MsZ0jgSeypj1kZtvD563YOWxtVbFXpx2wyN1vCEvt9wMHububWeeM5eYDRwNzd7E9kd2CStIitTPP3de4eynwH4KSLMB7BMO5AowF7jazd4CZQEczy765ylHAnwHcfQmwAthVosslc6jZ48zsLTN7DxgDDAqnTwcuMLMi4HTg4Rzb2RfIrjI/292HhycMJ9Yz9gTwZPh8E7ADmG5mU4BtGct9Buy3i22J7DZUkhapndKM58mM10l2/j/FgCPcfTtVq2oc99oaAcw3szbAvcBId/80bFdPjf/+JHAjMAdYELa/Z9tOzceLryr2OBVP/DO3tyPVDu3u8bBK+3jgDOBygpOK1DrVHTeR3YpK0iL59zxB4gHAzHJVXb8CnB3O7w/sD3xQm52Y2anAOOARdibEz82sPUEbMwDuvoOgyv23VN0p632guIa7rir25cBwM4uZWS8gZ9tyGF8nd59N0DyQeXz6Aw3ai1ykKVGSFsm/K4CRYaeofwPfzrHMvUBRWDX9GHB+WIW+K1elLsECvgmMcff17r4R+D1BtfsMKt8a9SGC26E+T27PAqNrsP/qYn8d+DiM4RcE7eW5dACeMbN/AS8DmZeaHQm8UMM4RJo93QVLZDdgZlcTlF5/Ws0yrxF0NtvYeJFV2P8I4Afufk4h9i8SRUrSIs2cmT0N9CUodX9ezXKjgO3u/q9GC67i/k8APnT35YXYv0gUKUmLiIhElNqkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCJKSVpERCSilKRFREQiSklaREQkopSkRUREIkpJWkREJKKUpEVERCKqRXUzFyxY0DMWiz2fTCYPAqyRYhIREdkdeCwWW5JMJscdcsghK3MtUG2SjsViz++zzz79unfvbrGYCt0iIiL5kkwmbc2aNQNWrFgxd9KkScfPnDnz/exlqs28yWTyoO7du7dQghYREcmvWCzGvvvuG2vVqtW+wLWTJk0aWGmZXWxDJWgREZEGEovFMDOA7cDhleY3ekS1tHbtWs444wz69u3LwQcfzIknnsjSpUtZvXo13/jGNwB45513mD17dl72V1paytixYxk+fDiPPfZYhXnnn38+Bx54IMOGDaN///6ce+65rFq1Ki/7LZQ333yTUaNGMXz4cAYOHMhNN92Ut21fdNFF/Pvf/87Ltnr37s2QIUMYMmQIBx98MD/5yU8oLS2tdp2NGzdy77331mj7X/3qVwFYvnw5gwcPrnFc69at4+STT2bYsGHp72dTdvbZZzNgwAAGDx7MhRdeSHl5OQDuzhVXXEFxcTFDhw7l7bffBuDTTz/luOOOY+DAgQwaNIi77rorva0vvviCE044gX79+nHCCSfw5ZdfpufdfvvtFBcXM2DAAJ577rn09B//+Mf06tWL9u3bV4irtLSU008/neLiYkaNGsXy5cvT8z755BPGjRvHwIEDOfjggyvMy7R06VJOPPFEiouLGThwIKeddhrr1q2r7yGrYMKECXTu3JmTTz45r9uV3UIcaFtpqrtX+Zg/f74XUjKZ9MMPP9x/+9vfpqctXLjQX3nllQrL/eEPf/DLLrssL/t84403/Jhjjsk577zzzvO//OUv6dh+9atfeb9+/by0tLTG2y8vL89LnPnSv39/f+edd9zdPR6P++LFiwscUW4HHHCAr1+/3t3dN2/e7Geeeaafe+651a7z8ccf+6BBg2q1n9quc8kll/idd96Zfv3uu+/Wan+NoTbfuWeffdaTyaQnk0k/44wz/N57701PnzBhgieTSX/jjTf8sMMOc3f31atX+4IFC9zdfdOmTd6vX7/0d+iaa67x22+/3d3db7/9dv/hD3/o7u6LFy/2oUOH+o4dO3zZsmXep08fj8fj7h78/61evdrbtWtXIa577rnHL730Und3f+SRR/y0005Lzzv22GP9+eefd/fgu7F169ZK72v79u1eXFzsM2fOTE+bM2eOv/feezU+NjXxwgsv+MyZM/2kk07K63aleZs/f75PnDjxNxMnTvyuZ+XhSCfpf/zjH3700UfnnJf6MS0tLfVevXr5Xnvt5cOGDfNHH33Ui4uL/bPPPnN390Qi4X379k3/wKds2LDBTznlFB8yZIiPGjXK3333XV+3bp337dvXO3bs6MOGDfOPPvqowjqZSTrl6KOP9hkzZri7V/hh+ctf/uLnnXdeer2rrrrKR48e7T/4wQ/8rbfe8iOOOMKHDx/uRxxxhC9ZssTdg5ONr3/96z5+/HgvLi72a665Jr296dOne79+/fzYY4/1iy66KH1Ssnz5ch8zZowPGTLEx4wZ4ytWrKjVMe7cubOvW7eu0vQtW7b4BRdc4CNHjvThw4en3+OiRYv80EMP9WHDhvmQIUN86dKlvmXLFj/xxBN96NChPmjQIH/00UfdPfjxnDdvnru7P/zwwz548GAfNGhQ+sc6dcyuv/56Hzp0qI8aNcrXrl2bM87MJO3uXlJS4h07dvQNGza4u/vPf/5zHzlypA8ZMsRvuOEGd3c//fTTvU2bNj5s2DC/+uqrffPmzT5mzBgfMWKEDx48OP2eUnG4V0zSud5rtokTJ/oTTzxRafqLL75Y4Yf6sssu8z/84Q/p93Ldddf54Ycf7occcogvWLDAx40b53369EmfkL744ot+zDHH+NSpU71fv35+7bXX+v/93//5oYce6oMHD05/N2fOnOmHHXaYDx8+3I8//vj08bvxxhv94osv9hNOOMHPPPNMP+qoo3zhwoXpeL761a/u8oTiV7/6lV9//fXuHpyMPPzww+l5/fv399WrV1daZ9KkSemEmbnM6tWrvX///u7uftttt/ltt92WXmfcuHH+z3/+s8J2spN05jLl5eXetWtXTyaTvnjxYj/yyCOrfR/u7vfff7+fc845Oedt377dzz//fB88eLAPHz7c58yZ4+7B/+OkSZN8/Pjx3r9/f7/pppvc3f0nP/lJhROz66+/3u+666706+zPPtvatWt98uTJPnToUB86dKi//vrrOf+HZs+e7VOnTq2w3ZNPPnmX71WanuqSdLW9uyv4249g7Xt5LNkD+wyBr02rcvaiRYs45JBDqt1Eq1atuOWWW5g/fz533303AEuWLOGhhx7iyiuv5IUXXmDYsGHstddeFda78cYbGTFiBDNmzGDOnDmce+65vPPOO0yfPp1f/OIXPPPMMzV6C1/5yldYsmQJp5xySrXLLV26lBdeeIGioiI2bdrEK6+8QosWLXjhhRe4/vrrefLJJ4Gg6n7hwoW0bt2aAQMG8L3vfY+ioiJ+9rOf8fbbb9OhQwfGjBnDsGHDALj88ss599xzOe+883jggQe44oormDFjRo1iB7jqqqsYMGAAo0ePZsKECZx33nm0adOGW2+9lTFjxvDAAw+wceNGDjvsMMaOHcvvfvc7vv/973P22WdTVlZGIpFg9uzZ7Lfffjz77LMAlJSUVNjH6tWrufbaa1mwYAF77rkn48aNY8aMGUyePJmtW7dy+OGHc+utt/LDH/6Q3//+9/zkJz/ZZdwdO3bkwAMP5MMPP6SkpIQPP/yQuXPn4u5MmjSJV155hWnTprFo0SLeeecdAOLxOE8//TQdO3bk888/5/DDD2fSpEmp9qBKcr3XbJdddhmnn346d999N2PHjuWCCy5gv/3222X8vXr14o033uCqq67i/PPP5/XXX2fHjh0MGjSIb3/72wC8++67vP/++3Tp0oU+ffpw0UUXMXfuXO666y5+85vfcOedd3LUUUfx5ptvYmZMnz6dn//85/zyl78EYMGCBbz22mu0bduWP/7xjzz44IPceeedLF26lNLSUoYOHVplfOXl5fz5z39OV1+vWrWKXr16pef37NmTVatWse+++6anLV++nIULFzJq1CggaApIzd9333357LPP0ts6/PDDK22rOpn7b9GiBZ06dWLDhg0sXbqUzp07M2XKFD7++GPGjh3LtGnTKCoqqrB+db8l99xzDwDvvfceS5YsYdy4cSxduhSAuXPnsmjRIvbYYw8OPfRQTjrpJL71rW8xZcoUvv/975NMJnn00UeZO3dutfFnuuKKKzj22GN5+umnSSQSbNmyhb///e+V/ofatWvHpZdeytatW2nXrh2PPfYYp59+eo33I81D5Nuk6+LCCy/kT3/6EwAPPPAAF1xwQaVlXnvtNc455xwAxowZw4YNGyoll5pw9xotN3Xq1PQPR0lJCVOnTmXw4MFcddVVLF68OL3c8ccfT6dOnWjTpg0HH3wwK1asYO7cuRx77LF06dKFli1bMnXq1PTyb7zxBmeddRYA55xzDq+99lqt4r/hhhuYP38+48aN4+GHH2bChAkAPP/880ybNo3hw4czevRoduzYwSeffMIRRxzBbbfdxn//93+zYsUK2rZty5AhQ3jhhRe49tprefXVV+nUqVOFfcybN4/Ro0fTrVs3WrRowdlnn80rr7wCBCdZqfa7Qw45pMr2xFxSx/7555/n+eefZ8SIEemTpg8//DDn8tdffz1Dhw5l7NixrFq1qto2yVzvNdv48eNZtmwZF198MUuWLGHEiBGsX79+l7FPmjQJgCFDhjBq1Cg6dOhAt27daNOmDRs3bgTg0EMPZd9996V169b07duXcePGpddJHaeVK1cyfvx4hgwZwh133FHhuzRp0qR0zFOnTuWZZ56hvLycBx54gPPPP7/a+L773e9yzDHHcPTRR6ePXbbMk5stW7Zw6qmncuedd9KxY8dqt72rbdVmnXg8zquvvsovfvEL5s2bx7Jly3jwwQer3Va2zN+Cgw46iAMOOCCdpE844QS6du1K27ZtmTJlCq+99hq9e/ema9euLFy4MP2969q1a433N2fOHL7zne8AUFRURKdOnXL+D7Vo0YIJEyYwa9Ys4vE4zz777C4LA9L81LwkXU2Jt6EMGjSIJ554otbr9erVi+7duzNnzhzeeustHnrooUrL1OWHIpeFCxdy/PHHV1p/x44dFZZr165d+vlPf/pTjjvuOJ5++mmWL1/O6NGj0/Nat26dfl5UVEQ8Hq/xiUB2DCnjx49n3bp1jBw5kunTp1ea37dvX77zne9w8cUX061bNzZs2IC78+STTzJgwIAKyw4cOJBRo0bx7LPPMn78eKZPn86YMWNYsGABs2fP5rrrrmPcuHHccMMN6XWqi79ly5bpmFPvN5FIpEs9kyZN4pZbbqm03ubNm1m+fDn9+/fH3bnuuuu49NJLKyyTnfAfeugh1q9fz4IFC2jZsiW9e/eu9DllOuussyq91/fff5/f//73AOkahC5dunDWWWdx1llncfLJJ/PKK6/QvXt3kslkelvZ+0l9zrFYrMJnHovFiMfjFZbJXi5zme9973v84Ac/YNKkSbz00ksVOv5lfuf22GMPTjjhBP7617/y+OOPM3/+fCD3d+Pmm29m/fr1/O///m96/Z49e/Lpp5+mX69cuTJdY1BeXs6pp57K2WefzZQpU9LLdO/enTVr1rDvO0WwAAAAIABJREFUvvuyZs0a9t57711uqyqpdXr27Ek8HqekpIQuXbrQs2dPRowYQZ8+fQCYPHkyb775JoMHD05/H2655RYGDRrEyy+/nHPb1X0/s/+fUq8vuugiHnzwQdauXcuFF15Ybew10b9//5z/Q6effjr33HMPXbp04dBDD6VDhw713pc0LZEuSY8ZM4bS0tL0jyIEpbLsf7YOHTqwefPmCtMuuugivvnNb3LaaadVqvoCOOaYY9LJ+6WXXmKvvfbaZQkgk7vzP//zP6xZsyZd+uzevTvvv/8+yWSSp59+usp1S0pK6NGjB0CNzvoPO+wwXn75Zb788kvi8Xi6ahyCXsmPPvooECSho446qtL6zz33XLoqP9uzzz6b/pH68MMPKSoqonPnzowfP57f/OY36XkLFy4EYNmyZfTp04crrriCSZMm8a9//YvVq1ezxx578M1vfpOrr7463fM3ZdSoUbz88st8/vnnJBIJHnnkEY499tgq329R0f9n7z2jokj6/+0PIOaVYHZBJIeJhCEIEgUMiCILqCgggjnhLYZ1Vczx7yrq6m0AzAlXZdU1kMSMoqioGFBMGBAERZQ09byYZ+o3AzPD4Lor7t3XOZ4jPV3VVd1dXV3V3d9LDdnZ2cjOzpbZQZeVlWHs2LEYMGAAtLS04O3tjbi4OJSVlQEQTY2+efOmznlRWlqKDh06QF1dHWlpaXjy5IncMsir67hx42jZunTpgtTUVJSXlwMQ3Tjk5eWha9eu0NPTw507d1BRUYHS0lKkpKQo3NaXInkubdu2TeG6ERERmDhxIgQCAbS1tQHUPTe2bNmCkydPYs+ePZD8/NLX1xfbt28HIQSXLl2ChoYGOnfuDEIIRowYAXNzc0yZMkVqe76+vrRM27Zto6NAX19f7N27FxUVFXj8+DEePHgAW1tbhWWXzCsxMRHu7u5QUVGBQCDAu3fv6OxFamoqLCwsYGdnR4+Tr68vhgwZggsXLtDpZAA4ceIEbt26JXUtuH//Pp4+fUpvTk+fPo3i4mJ8+vQJhw8fhqOjIwDAz88PJ06cwJUrV+Dt7a2w7LXx8PDAhg0bAAA1NTV4//693Dbk6uqKa9euYfPmzcxU9/8ojbqTVlFRwaFDh3D69GkYGhqCxWIhJiamzl23m5sb7ty5I/XZlK+vL8rKymROdQNATEwMrl69Ci6XixkzZtR7gRMTHR1NP8G6cuUK0tLS0LRpUwDA0qVL4ePjA3d3d6lndbWZNm0aZs6cCUdHR5nPOWvz448/4ueff4adnR169uwJCwsLOqUcGxuL+Ph4cLlcqWeIyrJjxw6YmpqCz+dj2LBh2LVrF9TU1DB79mxUVVWBy+WCzWZj9uzZAIB9+/aBzWaDz+cjNzcXISEhuHXrFmxtbcHn87Fo0aI6z5Q7d+6MJUuWwM3NDTweD1ZWVl80befm5gY2mw1bW1t07dqVjvS8vLwwZMgQODg4gMPh4KeffsKHDx/Qtm1bODo6gs1mIzo6GsHBwbh69SpsbGywa9cumJmZKdyerLrWJisrCzY2NuByuXBwcEBERAQEAgF0dXURGBgILpeL4OBgWFpaNri+yhATE4OAgAD06NGjznsXtbG2tkabNm3ktgkAGD16NF6/fg0HBwfw+Xx6k9SnTx8YGBjAyMgIkZGR9NO28+fPY8eOHUhNTQWfzwefz6efQ86YMQOnT5+GsbExTp8+jRkzZgAQzZAFBgbCwsICvXr1wvr16+mN9LRp06Cjo4Py8nLo6OjQmYERI0agqKgIRkZGWLVqFZYuFc3sqampYeXKlfDw8ACHwwEhBJGRkXXq1aJFCxw9ehRr166FsbExLCwskJCQgA4dOmDs2LGoqakBh8NBUFAQEhIS6KyFk5MThg0bBj6fD39/f9jY2AAQPaZxc3OrMwjo0aMHAgICkJKSAh0dHfp52Zw5c5CUlAQAWLNmDdLS0sDhcGBtbY3bt2/LbUNqamrw8fHBn3/+yXzW9T+KiqKpnqysLFLfi1uNlatXryIqKgpnz5791kX5KpSVlaF169aorq6Gn58fwsPD4efn962LxfAdUVBQAFdXV+Tm5oIJUlQ/CQkJUi+kSiIUCmFlZYUDBw7A2Nj4G5SO4d9EVlYW5s2btw7A3aSkJKngDv/Klrp06VL4+/tjyZIl37ooX42YmBjw+Xyw2Wzo6+tjwIAB37pIDN8R27dvh52dHRYtWsR00H+RO3fuwMjICB4eHkwHzfC3868dSTMwMDAwMHwP/M+NpBkYGBgYGP4NMJ00AwMDAwNDI4XppBkYGBgYGBopTCfNwMDAwMDQSGn0nfTr168xZMgQGBgYwNraGg4ODgoDhfwVZGkKb926Rb//1NbWhr6+Pvh8Pnr27Cmly1QWV1dXGu3pa1Bb6fdPpZXk3r17cHV1pbrLkSNHfpV8AdH3pcnJyV8lL1dXV5iamoLL5cLMzAzjx4+nITgVsXjxYqXy79OnD82vIfu2vLwcwcHB4HA4YLPZcHJyooFZvkeio6NhZmYGLpcLPz8/qX0sS1FZXl6Ovn37wszMDCwWi35PDShWVG7btg3GxsYwNjaWinOwbt06GBkZQUVFBW/fvqXLc3Nz4eDggGbNmmHlypVSZS4pKcFPP/0EMzMzmJub4+LFizLrJk+d+zUJDw9Hhw4dGqRMZfgXU9u4QRqRBUuWqjI/P5/ExsbWWfdrKCDr0xTKsmA1FEkzVEORVcfatqCG8FfSSuLl5SVllLp58+ZXyfdrI7nvKyoqyJQpU+RqSSX5kv3UkDSLFy8mUVFR9O/c3Fzy+fPnBm/z76Qh7evkyZN0/WnTptWrqPz48SM1T1VUVBAnJydy/PhxQoh8RWVRURHR19cnRUVFpLi4mOjr65Pi4mJCCCHXrl0jjx8/rmNOe/36NcnMzCQ///wzWbFihVSZQ0JCyObNm2kZ3r17V6deyqpz/ypnzpwhWVlZDdasMny/KLJgNeqRdGpqKpo2bUqtQACgp6eHCRMmABAFGwgICEC/fv3g5eWFsrIyeHh4wMrKChwOB0eOHAEgGiGbm5sjMjISLBYLXl5e+PTpEwDRq+88Hg8ODg7UhqMskiPvhIQEDBgwAP369YO+vj7WrVuHVatWwdLSEvb29iguLqbpdu7cie7du4PNZlN7zsePHxEeHg6BQABLS0ta9tp1VIYnT57Aw8MDXC4XHh4eePr0KQDg8ePHcHBwgEAgoBHEAFFghrFjx4LFYsHHxwd9+vShMdOzsrLg4uICa2treHt74+XLl3W29/LlS+jo6NC/ORwOAFHIw+joaAgEAnC5XBoh7OXLl3B2dqbffZ89exY1NTUICwsDm80Gh8PBr7/+CgAICwujZUlJSYGlpSU4HA7Cw8NRUVEBAOjWrRvmzp1Lj3tubm69+6hp06ZYvnw5nj59ihs3btDjIo76NGrUKNTU1GDGjBn49OkT+Hw+goODAYjiQ1tbW4PFYmHTpk00z27dukmN3OTVVdb+E4f2BABTU1M0a9aszszOypUraQQuV1dXREVFwdnZGebm5rhy5QoGDhwIY2NjGq0qPz8fZmZmiIiIAJvNRnBwMJKTk+Ho6AhjY2N67mVmZqJ79+6wtLRE9+7dce/ePQB1z71hw4bR8xIAgoODaRQtSby8vNCkiUgLYG9vj+fPnwMAjhw5gkGDBqFZs2bQ19eHkZERMjMz0bJlS7i5udHjYmVlJZUmNDQUAPDTTz8hJSUFhBCcPHkSnp6e0NbWhpaWFjw9PXHixAkAgKWlJbp161anXB06dIBAIIC6urrUcrGVbsSIEbQMmpqaddKnpaVBXV1d6nrE5/PRo0cPEEIQHR1Nz19x5MP09HQ4OzvDz88PFhYWGD16NIRCIbZu3YqoqCiaz+bNm2lYVWdnZxq2VR7iaIocDgdcLhcHDx6U2Ybu3r0rFXI1Pz9fof2MofGhtGDj1eLFqLhb/8WvITQzN0Onn3+W+/vt27dhZWWlMI+LFy/i5s2b0NbWlqsiBERxqffs2YPNmzcjMDAQBw8exNChQzF8+HCsXbsWLi4uiI6O/kv1ycnJwfXr1/H582cYGRlh2bJluH79OqKiorB9+3ZMnjwZgKhDvnDhAjIyMhAeHo6cnBy5asjadVQGefrKSZMmYcyYMQgJCZG6Ifn999+Rn5+PW7du4c2bNzA3N0d4eDiqqqowYcIEHDlyBO3bt8e+ffswa9YsxMXFSW0vKioK7u7u6N69O7y8vDB8+HBoampi69at0NDQwJUrV1BRUQFHR0d4eXnh999/h7e3N2bNmoWamhqUl5cjOzsbL168QE5ODgDUmYb+/PkzwsLCkJKSAhMTE4SEhGDDhg10n7Zr1w7Xrl3Db7/9hpUrV8qMU14bNTU18Hg85ObmomnTpti3bx/Onz8PdXV1jB07Frt27cLSpUuxbt06qrsERGY1bW1tfPr0CQKBAP7+/nItSLt3765T19qEh4fDy8sLiYmJ8PDwQGhoqFJBMpo2bYqMjAysWbMG/fv3R1ZWFrS1tWFoaEg7gIcPH+LAgQPYtGkTBAIBdu/ejXPnziEpKQmLFy/G4cOHYWZmJledKnnunTlzBr/++iv69++P0tJSXLhwod5wunFxcTTmtDKKypKSEvzxxx+YNGkSTSNLUSlPnfklPHr0CO3bt8fw4cNx48YNWFtbY82aNVKCEkCx7vL3339HdnY2bty4gbdv30IgEMDZ2RmA6Cbozp070NPTQ69evfD7779j0KBB4HK5WL58OdTV1REfHy8lNKmPBQsWQENDA7duifTB7969k9mGNDU1UVlZSePQ79u3D4GBgV+ymxi+EY16JF2bcePGgcfjQSAQ0GXiu2lAsYpQ/CwZ+D8lYmlpKUpKSqjsQayr+1Lc3NyoclBDQwP9+vUDIK0WBIDBgwcDEN0xv3//HiUlJXLVkLXrqAzy9JXnz5+n25as67lz5xAQEABVVVV06tSJjmru3buHnJwceHp6gs/nY+HChXSEI8nw4cNx9+5dBAQEID09Hfb29qioqMCpU6ewfft28Pl82NnZoaioCA8ePIBAIEB8fDxiYmJw69Yt/PDDDzAwMMCjR48wYcIEnDhxoo7s5N69e9DX14eJiQkAIDQ0lOouAVD70pfqLlNSUpCVlQWBQAA+n4+UlBQ8evRIZprY2FjweDzY29vj2bNnMrWYYmTVtTZ8Ph+PHj1CdHQ0iouLIRAIcPfu3XrLLqm7ZLFYVGtpYGBALVP6+vrgcDhQVVUFi8WCh4cHVFRUpM5JRepUyXPPxcUFDx8+xJs3b7Bnzx74+/vTEbMsFi1aRNWkQP3muerqagwePBgTJ06kVit5aerLqyFUV1fj2rVrGDNmDK5fv45WrVrR2ODKcu7cOQwePBhqamro2LEjXFxccOXKFQAiQY6BgQHU1NQwePBgnDt3Dq1atYK7uzuOHj2K3NxcVFVV0RkoZUhOTsa4cePo31paWnLbUGBgIPbv3w8AjJP6O0TpkbSiEe/fBYvFkjI+rV+/Hm/fvqVB7gFpHZ8iFWFtBeSnT59ACPnihi0LZdSCgGz9HZGjhrx8+XKdO/qGIrk9WfWVdcETL2exWHJfopGkS5cuCA8PR3h4ONhsNnJyckAIwdq1a2VagjIyMnDs2DEMGzYM0dHRCAkJwY0bN3Dy5EmsX78e+/fvlxqxyyujGPG+FusugfoVnTU1Nbh16xbMzc3x5s0bhIaG1htKNj09HcnJybh48SJatmxJb6jk4ezsXKeuP/zwA+bNmwdAZJ2ysbFB69atMXDgQAwcOBCqqqo4fvw4goKC/hHdpSJ1au1zTyxh2bt3Lz0+w4cPx/Xr19GlSxcq19i2bRuOHj2KlJQUes7Vp6gcOXIkjI2N6eyIZBpZisr09HSpvCTL3RB0dHSgo6MDOzs7AKJp9aVLl+LZs2f0Rnv06NEK1bmKzk9FusvFixfDzMxMofRE3vZq56ulpSWzDQUFBSEgIAADBw6EiooKE8r0O6NRj6Td3d3x+fNnqnUDIHO6UExDVYSamprQ0NCgI01Z3um/A/HzqnPnzkFDQwMaGhpy1ZBfgjx9paOjo9RyMU5OTjh48CCEQiFev35NL36mpqYoLCyknXRVVZXUKEvMiRMnUFVVBUD09mtRURF+/PFHeHt7Y8OGDfS3+/fv4+PHj3jy5Ak6dOiAyMhIjBgxAteuXcPbt28hFArh7++PBQsW1NFdmpmZIT8/Hw8fPgQgsncp0l0CihWdVVVVmDlzJnR1demz+8TERLx58wYAUFxcTM8fdXV1WofS0lJoaWmhZcuWyM3NxaVLlxSWQVZd/fz8qEbRxsYG58+fx7t37wAAlZWVdGq0Y8eOePPmDYqKilBRUYGjR48q3NaX0hB1alhYGFavXg1AdBMNAPHx8cjOzqYd9IkTJ7Bs2TIkJSWhZcuWNK0iReUvv/yC0tJSmrdkGlmKSm9vb5w6dQrv3r3Du3fvcOrUqQYrI8V06tQJurq69Fl8SkoKLCwsoKurS4/T6NGjFapznZ2dsW/fPtTU1KCwsBAZGRm0bpmZmXj8+DGEQiH27dtH26OdnR2ePXuG3bt30xkuZfHy8pISf7x7905uGzI0NISamhoWLFjAjKK/Q5QeSX8LVFRUcPjwYURFRWH58uVo3749WrVqhWXLlslcPzg4GP369YONjQ34fH69KkJAdIEJDw9Hy5Ytv7iRNxQtLS10794d79+/p6OR2bNnY/LkyeByuSCEoFu3bkpdlMVKPzFTpkxBbGwswsPDsWLFCrRv3x7x8fEARIq8IUOGYM2aNfD396dp/P39kZKSAjabDRMTE9jZ2UFDQwNNmzZFYmIiJk6ciNLSUlRXV2Py5Mn04izm1KlTmDRpEpo3bw4AWLFiBTp16oSIiAjk5+fDysoKhBC0b98ehw8fRnp6OlasWAF1dXW0bt0a27dvx4sXLzB8+HA6cqw9om3evDni4+MREBCA6upqCAQCqRd4lCU4OBjNmjVDRUUFevbsSV+EsrCwwMKFC+Hl5QWhUAh1dXWsX78eenp6GDlyJLhcLqysrBAXF4eNGzeCy+XC1NRU6hmrLGTVtTZ5eXkYM2YMCCEQCoXo27cv/P39oaKigjlz5sDOzg76+vpKnc9fwrRp0xAaGopVq1bB3d1d4bodO3aEubm5QsHL+PHjUVFRAU9PTwCil8c2btwopahs0qQJVVQ+f/4cixYtgpmZGX0HZfz48YiIiMCIESMwbNgwGBkZQVtbm95kamtrY/bs2fTR15w5c+i0fGxsLJYvX45Xr16By+WiT58+2LJlC169egUbGxu8f/8eqqqqWL16Ne7cuYM2bdpg7dq1CA4ORmVlJQwMDGibkUSszp08eTKWLl2K5s2bo1u3bli9ejWcnZ1x8eJF8Hg8qKioYPny5ejUqRP97GvGjBnUXS1prwsMDER2dja0tLTossGDByM9PR1v376Fjo4O5s2bhxEjRmDjxo0ARKP6X375BePGjQObzYaamhrmzp0LQ0NDuW0oKCgI0dHRePz4scLjy9D4YAQbDAD+T4VZVFQEW1tbnD9/Hp06dfrWxWJoZJSXl4PD4eDatWvUac4gn/T0dKxcuVLuDbePjw+ioqLg4eHxD5eMoTHBCDYY6sXHx4d+TjJ79mymg2aoQ3JyMszMzDBhwgSmg/6LlJSUwMTEBC1atGA6aAaFNOrpboZ/DsmXcBgYZNGzZ0/6xQGDcri6usp8oU1TU/OrRypj+HfCjKQZGBgYGBgaKUwnzcDAwMDA0EhhOmkGBgYGBoZGCtNJMzAwMDAwNFK+i0760KFDUFFRUUqc8HexaNEisFgscLlc8Pl8XL58We66CQkJGD9+/FfZrixpg3g5h8MBh8OBhYUFfvnlFyqcqE+hWVJSgt9++03u74AoIIoiEhISUFBQoEQNpImLi6NSADabLSVs+KvUV2Zlyc/PR4sWLWBpaQlzc3PY2trWG6MagFRAD0VcvXoVEydOBNDwc+XSpUuws7OjWlCxcON75NmzZ3Bzc4O5uTlYLBbWrFlDfysuLoanpyeMjY3h6elJg72cPn0a1tbW4HA4sLa2RmpqKk2TlZUFDocDIyMjTJw4kQYGUqS77NWrFzQ1NeHj4yNVNnm6S0IIJk6cCCMjI3C53DpBdyT5888/YWNjA3Nzc5iZmWHq1Kl/aX/VRpF6k+FfRG0tluS/b62qFBMQEECcnJzI3Llzv8n2L1y4QOzt7ak+sLCwkLx48ULu+vHx8WTcuHFfZdu1dXuyln/48IEMHjyYhISEKJWnIiVndXW1Unl8iXLz2bNnxMDAgJSUlBBCROV+9OhRg/L4J6i9f/Ly8giPxyNxcXEK033JcW9oGhMTE5KdnU0IER2r27dvN2h7/wTKai0LCgpIVlYWIYSQ9+/fE2NjY1qf6OhosmTJEkIIIUuWLKG6y2vXrtG2d+vWLdKlSxean0AgIBcuXCBCoZD06tWrXt0lIYQkJyeTpKQk0rdvX6myydNdHjt2jPTq1YsIhUJy8eJFYmtrK7Nut27dIgYGBuTu3bt0n6xfv16p/aIsitSbDN8XilSVjb6T/vDhA+nSpQu5d+8eMTU1pcsLCgpIjx49CI/HIywWizpdW7VqRaZMmUIsLS2Ju7s7efPmDSGEkIcPHxJvb29iZWVFnJycaOMJDQ0lEyZMIA4ODkRfX1+mL/rgwYPEx8dHZvkyMzOJg4MD4XK5RCAQkPfv35P4+Hji5+dHvL29iZGREYmOjqbr7969m7DZbMJiseiFR9FyZTppQggpLS0lbdq0IUVFRVKdTE5ODhEIBITH4xEOh0Pu379PgoKCSPPmzQmPxyNTp04laWlpxNXVlQwePJiYm5vT/Shm2bJlhM1mEy6XS6ZPn04OHDhAWrVqRUxMTAiPxyPl5eXyDp8UWVlZhMfjybwRkHd89u/fT1gsFuFyuaRHjx5y6yRZZqFQSKZOnUpYLBZhs9lk7969hBBC0tLSiIuLC/H39yempqZkyJAhRCgU1imLrJuYlJQUwufzCSGElJWVkeHDhxMbGxvC5/PJ4cOHSUVFBdHV1SXt2rUjPB6P7N27l1y+fJk4ODgQPp9PHBwcSG5uLi2HuFOQ7KRl1bU2mpqa5PXr13WWz507V+pCzWKxyOPHj8njx4+JqakpGTFiBGGxWGTIkCHk9OnTpHv37sTIyIhcvnyZpg8JCSGenp5ET0+PHDx4kERHRxM2m028vb1JZWUlIYSQefPmERsbG8JisUhkZCTdfy4uLmTmzJnE2dmZxMTEkG7dutE0paWlRE9Pj/4tD19fX3Lq1ClCiOhmpKCggBAiausmJiZ11hcKhURbW5t8/vyZFBQUSF0fdu/eTUaOHEkIEfnOL1y4QAgRdZZt27aVOu6Sx6M2tdvZyJEjye7du+nfkuWUZNiwYWTr1q0y88zPzyfu7u6Ew+EQd3d38uTJE0KI6Fo0atQo4uTkRIyNjckff/xBCCHEycmJXL9+nabv3r07uXHjBv279rGvjaxrlKw2NG3aNKkbiblz55KVK1fKzZfh6/FVOunU+P+SvTHTv+q/1Pj/1lv4HTt2kPDwcEIIIQ4ODvTOe+XKlWThwoWEENGI4v3794QQQgCQnTt3EkJEFxTxBdDd3Z1ezC9dukTc3NwIIaKG8dNPP5Gamhpy+/ZtYmhoWKcMHz58IDwejxgbG5MxY8aQ9PR0QohIDq+vr08yMzMJIaKLUVVVFYmPjyf6+vqkpKSEfPr0iXTt2pU8ffqUvHjxgujq6pI3b96Qqqoq4ubmRg4dOiR3OSHKd9KEEMLj8cilS5ekOpnx48fT/VFRUUHKy8vrdEJpaWmkZcuWUqNacYd3/Phx4uDgQD5+/EgIIaSoqIgQ8mUj6erqauLl5UV0dXVJWFgYSUpKor/JOz5sNps8f/6cEELIu3fv5NZJssyJiYmkZ8+epLq6mrx69Yro6uqSgoICkpaWRtq0aUOePXtGampqiL29PTl79mydcsrqpN+9e0eaN29OCCFk5syZZMeOHXS5sbExKSsrqzMqFp8PhBBy+vRpMnDgQEKI/E5aVl1rM2/ePKKpqUkGDBhANm7cSD59+kQIUdxJq6mpkZs3b5KamhpiZWVFhg8fToRCITl8+DDp378/Te/o6EgqKytJdnY2adGiBR2JDhgwgJ6P4uNPCCFDhw6lx9DFxYWMGTOG/hYWFkbT/Pe//yVTpkyRWR/Jfa6rq0tKS0sJIYRoaGhI/a6pqVknzYEDB4iHhwchhJArV67Q/xNCSEZGBt3HLBaLPHv2jP5mYGAg1XYa0kn37dtX6pxxd3eX2Q4sLS3pjEdtfHx8SEJCAiGEkK1bt9JjEBoaSry9vUlNTQ25f/8++fHHH8mnT59IQkICmTRpEiGEkHv37hFra2up/BR10vKuUbLa0LVr14izszNNa25uTm8gGP5eFHXSjf6Z9J49ezBo0CAAwKBBg7Bnzx4A8hWAqqqqNIj80KFDce7cOZSVleHChQsICAgAn8/HqFGj8PLlS7qNAQMGQFVVFRYWFlRtKUnr1q2RlZWFTZs2oX379ggKCkJCQgLu3buHzp070/jBbdq0oeo+Dw8PaGhooHnz5rCwsMCTJ09w5coVuLq6on379lThl5GRIXd5QyEyQrw6ODhg8eLFWLZsGZ48eYIWLVrITGtrawt9ff06y5OTkzF8+HAqSmiIMrM2ampqOHHiBBITE2FiYoKoqCjExMQoPD6Ojo4ICwvD5s2bUVNTo1Sd6tMG6ujoQFVVFXw+X2mtpeS+VaQVlUSRAlIWsupamzlz5uDq1avw8vLC7t270atXr3rLroyuEgB69+4NdXV1cDgc1NTU0Lwl10tLS4OdnR04HA5SU1Ol6iQpb4iIiKDxr+Pj4xVansrKyuDv74/Vq1fXUZTK4/bt25g+fTp1MMs698WWKEW/NZSvkZeCnrulAAAgAElEQVQ8lSwgiuWtqqoKY2NjGBgYIDc3FwEBATh69CiqqqoQFxeHsLAwpbcl7xolqw1ZWlrizZs3KCgowI0bN6ClpYWuXbs2qG4MXx+lI465hY38O8shk6KiIqSmpiInJwcqKiqoqamhwetlKQBDQkLq5KGiogKhUAhNTU1kZ2fL3I6kzk9WIwREHYw4ehCHw8G2bdtgZWUlt4HWVmNWV1crVEL+VT58+ID8/HyYmJigtLSULh8yZAjs7Oxw7NgxeHt7Y8uWLdTVK4k8HSZpoM6ztt6vtgRDRUUFtra2sLW1haenJ4YPH44pU6bIPT4bN27E5cuXcezYMfD5fGRnZ8usk6QYQtH+lHVcLl++jFGjRgEA5s+fDy6XWyfd9evXYW5uTvOXpxWVRJECUhay6jp16tQ6GkhDQ0OMGTMGkZGRaN++PYqKitCkSRO5WktlFaqSy9XV1elxF6/3+fNnjB07FlevXoWuri5iYmKktiN5Djk6OiI/Px9nzpxBTU0N2Gy2zHOjqqoK/v7+CA4Opk5wQCTyePnyJTp37oyXL1+iQ4cO9Lfnz5/Dz88P27dvh6GhIQCRblLSdS6pwZSnu/wS5Ok2169fT+1Yx48fB4vFQlZWFng8Xr15KlLJqqiooGXLlvD09MSRI0ewf/9+XL16Venyymu/8trQTz/9hMTERLx69YoOjhi+LY16JJ2YmIiQkBA8efIE+fn5ePbsGfT19XHu3DmZCkAAEAqF1Pm6e/duODk5oU2bNtDX18eBAwcAiE7cGzduKF2Oe/fu4cGDB/Tv7Oxs6OnpwczMDAUFBXSU9uHDB6mLXm3s7Oxw5swZvH37FjU1NdizZw9cXFzkLleWsrIyjB07FgMGDJCy6QDAo0ePYGBggIkTJ8LX1xc3b97EDz/8gA8fPiiVt5eXF+Li4qgitLi4GADk5lFb7ydJQUGB1Nuw4v2o6Pjk5eXBzs4O8+fPR7t27fDs2TOZdZJEkTZQFnZ2drTMvr6+dX7Pz8/H1KlTMWHCBACQqxWtvU8aooCUV9faGshjx47R7T548ABqamrQ1NREt27d6L69du3a32I7EnfI7dq1Q1lZmVy3spiQkBAMHjyYjqJrnxuEEIwYMQLm5uaYMmWKVFpJReW2bdvQv39/AKIvE/r27YslS5bA0dGRrt+5c2f88MMPuHTpEggh2L59O00jT3f5Jfj6+mL79u0ghODSpUvQ0NBA586dMW7cOFq3Ll26IDo6GosXL6ahP4VCIVatWgVAvkoWAA4cOAChUIi8vDw8evSI3ghGRERg4sSJEAgEDbrBkHeNkteGBg0ahL179yIxMVHhFyIM/xyNupPes2ePlNYNEGkVd+/ejfT0dPD5fFhaWuLgwYOYNGkSANHd/O3bt+nnGXPmzAEgagxbt24Fj8cDi8Vq0Kc/ZWVlCA0NhYWFBbhcLu7cuYOYmBg0bdoU+/btw4QJE8Dj8eDp6Sk1sqhN586dsWTJEri5uYHH48HKygr9+/eXu7w+3NzcwGazYWtri65du9KpP0n27dsHNpsNPp+P3NxchISEoG3btnB0dASbzUZ0dLTCbfTq1Qu+vr5U/yn+1CMsLAyjR48Gn8/Hp0+f6i0rIHI4T506FWZmZuDz+di3bx/97Ebe8YmOjgaHwwGbzYazszN4PJ7MOkni5+cHLpcLHo8Hd3d3qg1sCHl5efQTrMDAQEyYMIF2NrNnz0ZVVRX9jGz27NkARMfjzp07tG7Tpk3DzJkz4ejoKHf6WhJZda3Njh07YGpqCj6fj2HDhmHXrl1QU1ODv78/iouLwefzsWHDBpiYmDSovsqgqamJyMhIcDgcDBgwgE6hyiM4OBjv3r2T60o+f/48duzYgdTUVPD5fPD5fHozMmPGDJw+fRrGxsY4ffo0ZsyYAUD0adTDhw+xYMECmkbsAN+wYQMiIiJgZGQEQ0ND9O7dGwAwYsQIFBUVwcjICKtWrcLSpUtpGXr06IGAgACkpKRAR0cHJ0+eBCDSXYpH51wuFxEREQCAPn36wMDAAEZGRoiMjJT7KSOXy8Xq1asxePBgmJubg81m00c4sbGxiI+PB5fLxY4dO6Q+PTM1NYWLiwt69+6NjRs3Uv2rtbU12rRpI/XY4NWrV9DR0cGqVauwcOFC6Ojo4P3797ScBQUFcq9R8toQi8XChw8f8OOPP6Jz584Kjy/DP8O/TlXZunVrlJWVfetiMDD8z5OYmIgjR45gx44d37oo3wVhYWHw8fGROYItKCiAq6srcnNzoaraqMdWDF+AIlUlY8FiYGD46kyYMAF//vmnUsFdGBSzfft2zJo1C6tWrWI66P9B/nWdNDOKZmD49qxdu/ZbF+G7Q957CyEhITJfimX434C5LWNgYGBgYGikMJ00AwMDAwNDI4XppBkYGBgYGBopTCfNwMDAwMDQSGn0nbSamhr9HpLP50t941ibw4cP486dO395m2JVIZ/Ph4WFBUaPHi0VzUkZWrduXe86DdFfNoT6VJUNIT09HRoaGrC0tISpqSmcnZ1x9OhRpdJduHCh3vWSkpLoMY2JiWmQcu/o0aOwtLQEj8eDhYWFzO/Evxeys7Ph4OBAz4d9+/bR3x4/fgw7OzsYGxsjKCgIlZWVAETflnO5XHC5XHTv3l0qQM+JEydgamoKIyMjqTYjTwFZVFQENzc3tG7duo46c9asWdDV1ZV5Tu/fvx8WFhZgsVg01KUstm/fDjabDRaLBQsLi6+uVszIyICVlRWaNGlSb5AVBobvitrBvIkcwca3QtLGVB+hoaEyLVYNRVKwUFVVRXr06EEOHjyoVFqhUEhqamrqLXdD9ZffitrygevXrxM9PT2SnJysMF19Zp6/mqayspJ07tyZihM+f/5MLVONCWXVn/fu3aOCkRcvXpBOnTpRyUZAQADZs2cPIYSQUaNGkd9++40QQsj58+dJcXExIUQkQhFrE6urq4mBgQHJy8sjFRUVhMvl1quALCsrI2fPniUbNmyoo868ePEiKSgoqHNO379/n/D5fFoGWXYucdksLS3p+f3p0yeyadMmpfaLsjx+/JjcuHGDDBs27KtcAxgY/km+a8GGPGbMmEEjgE2dOhUXLlxAUlISoqOjwefzkZeXh7y8PPTq1QvW1tbo0aMHcnNzAYhC77HZbPB4PDg7OyvcTpMmTdC9e3c8fPgQZWVl8PDwgJWVFTgcDo2KlZ+fD3Nzc4wdOxZWVlZSsX3fvn0LBwcHHDt2TCrfly9fol27djRecrt27Wis4aysLLi4uMDa2hre3t5SkYrEdRbH1T1z5gydZbC0tKQxvNlsNgBRKMfhw4eDw+HA0tISaWlpAESfewwcOBC9evWCsbExpk2bptR+5/P5mDNnDtatWwcAKCwshL+/PwQCAQQCAc6fP4/8/Hxs3LgRv/76K/h8Ps6ePYs//vgDdnZ2sLS0RM+ePanIJCEhoc7ITV5dJRGHN2zbti0AUdxpcQjFsLAwqdGUeASYnp4OFxcXBAYGwsTEBDNmzMCuXbtga2sLDoeDvLw8mn7MmDFwc3ODgYEBzpw5g/DwcJibm0vJDcaMGQMbGxuwWCzMnTuXLu/WrRvmz58PJycnLF26FFZWVvS3Bw8eQFaAIBMTExgbGwMAunTpgg4dOqCwsBCEEKSmptKZkdDQUBw+fBiAKLykOAysvb09jV2dmZkJIyMjGBgYoGnTphg0aBA9V48cOYLQ0NA6ebVq1QpOTk40wpUk9vb2MqNPbd68GePGjaNlkIyvLcmSJUuwcuVKen43b94ckZGRAEQzCPb29uByufDz86Mje1dXV0yePBndu3cHm81GZmYmhEIhjI2NUVhYCEAUatPIyAhv375Ft27dwOVy6/2O+MSJE7CysgKPx4OHhwcA2W0oKChI6hvvsLAwHDx4UGHeDAx/B0p/J/3nn3/i1atXX3XjnTp1oqH75PHp0yfw+Xz698yZM+Hp6YlDhw4hNzcXKioqKCkpgaamJnx9faUi9nh4eGDjxo0wNjbG5cuXMXbsWKSmpmL+/Pk4efIkfvzxR5SUlCjcfnl5OVJSUjB//nw0b94chw4dQps2bfD27VvY29vTWM/37t1DfHy8VJjA169fw9fXFwsXLoSnp6dUvl5eXpg/fz5MTEzQs2dPBAUFwcXFBVVVVZgwYQKOHDmC9u3bY9++fZg1axbi4uKwdOlSPH78GM2aNaPlXrlyJdavXw9HR0eUlZXVuciuX78eAHDr1i3k5ubCy8uLxhPOzs7G9evXaQc3YcIE6OrqKtwfAGBlZYUVK1YAACZNmoSoqCg4OTnh6dOn8Pb2xt27dzF69Gi0bt0aU6dOBQC8e/cOly5dgoqKCrZs2YLly5fj//2//yd3G7LqKom2tjZ8fX2hp6cHDw8P+Pj4YPDgwfVepG/cuIG7d+9CW1sbBgYGiIiIQGZmJtasWYO1a9di9erVtLypqalISkpCv379cP78eWzZsgUCgQDZ2dng8/lYtGgRtLW1UVNTAw8PD9y8eZPKOZo3b07tRsnJyTRNfHx8vRajzMxMVFZWwtDQEEVFRdDU1KR2NR0dHbx48aJOmq1bt9K29OLFC6njqKOjQx+lvH79mna4nTt3piE1vwTxeSQOexoTEyPTypWTkyPzxgQQfQO8du1auLi4YM6cOZg3bx49Bh8/fsSFCxeQkZGB8PBw5OTkYOjQodi1axcmT56M5ORk8Hg8tGvXTqnyFhYWIjIyEhkZGdDX16dx6GW1oUGDBmHfvn3o06cPKisrkZKSgg0bNnzJbmJg+Es0+mAmLVq0qGNHqq6uRvPmzREREYG+ffvCx8enTjpJ/aGYiooKAP+nBAwMDJQy70iSl5cHPp8PFRUV9O/fH71790ZVVRV+/vlnZGRkQFVVFS9evKAjQj09Pdjb29P0VVVV8PDwwPr162XKMsT6y7NnzyItLQ1BQUFYunQpbGxskJOTQzv1mpoaelHlcrkIDg7GgAEDMGDAAFqXKVOmUIuQjo6O1HbOnTtHxRBmZmbQ09OjF1exThMA1Wkq00kTiVCyycnJUu8BvH//XqZ44/nz5wgKCsLLly9RWVkpU4spiay61mbLli24desWkpOTsXLlSpw+fbpekYVAIKD709DQEF5eXgBEOkbxLAMA9OvXj+ocO3bsCA6HA0AU2zg/Px98Ph/79+/Hpk2bUF1djZcvX+LOnTu0k5albVy1ahX27duHzMxMueV7+fIlhg0bhm3btkFVVVUpNWJaWhq2bt1KbwqUSfM1qK6uxoMHD5Ceno7nz5+jR48eyMnJgaamplLpS0tLUVJSQttHaGioVHsVx/x2dnbG+/fvUVJSgvDwcPTv3x+TJ09GXFycQgVmbS5dugRnZ2d67olFFbLaUO/evTFx4kRUVFTgxIkTcHZ2lqt5ZWD4O1G6k65vxPtP0qRJE2RmZiIlJQV79+7FunXrkJqaKrWOIj2lLCWgeNpUjKGhYZ20u3btQmFhIbKysqCuro5u3bpRoUZt1WOTJk1gbW2NkydPyjVaydJfWltbg8Vi4eLFi3XWP3bsGDIyMpCUlIQFCxbg9u3bmDFjBvr27Yvjx4/D3t4eycnJUqNpWRdsMbK0jYcOHcK8efMAiDpBWUhqG4VCIS5evFjvBWzChAmYMmUKfH19kZ6ejpiYGIXry6pr37598fr1a9jY2NCycTgccDgcDBs2DPr6+khISJDSNhJC6ItWteusrLaxdprq6mo8fvwYK1euxJUrV6ClpYWwsDC52kZ/f3/MmzcP7u7usLa2Rtu2bevoMX19ffH+/Xv07dsXCxcupDd87dq1Q0lJCaqrq9GkSRMpBSMA3Lx5ExEREfjzzz/pOSxPpwgoVkA2FB0dHdjb20NdXR36+vowNTXFgwcPcPjwYfp4Jzs7m2obJXWiyiBL26irq4uOHTsiNTUVly9fxq5du5TOj8jRNspqQ2ZmZnB1dcXJkyexb98+uZIQBoa/m+/ymXRZWRlKS0vRp08frF69mnamkqrAhuoPlaG0tBQdOnSAuro60tLS8OTJE7nrqqioIC4uDrm5uTLfSJenvzQ1NUVhYSHtpKuqqnD79m0IhUI8e/YMbm5uWL58OUpKSlBWVoa8vDxwOBxMnz4dNjY29Lm7GGdnZ3ohu3//Pp4+fVrHgyyJn58fVe7Z2NjU+f3mzZtYsGABxo0bB0A0bS9+Pi2uB6BY2yjWBspDXl1PnjyJ7OxsbNmyBWVlZUhPT6+z/wDRM+GsrCwAomewVVVVCrf3Jbx//x6tWrWChoYGXr9+jT///FPuus2bN4e3tzfGjBlDR3619ZiVlZXw8/NDSEiI1GhSRUUFbm5u9Bm7pLbx6dOnGDhwIHbs2CFlvRIIBHjw4AEeP36MyspK7N27lz6WkaeA/BIGDBhAZx/evn2L+/fvw8DAAIsWLaJ1A0SPqKZNm0Yfl1VUVCA2NhYaGhrQ0tLC2bNnAYgMX5I3tOI33M+dOwcNDQ066xMREYGhQ4ciMDAQampqSpfXwcEBZ86coRpP8XS3vDY0aNAgxMfH4+zZs/D29v7i/cTA8Fdo9NPdtZ9J9+rVC5MmTUL//v3x+fNnEELw66+/AhA1qsjISMTGxiIxMRG7du3CmDFjsHDhQlRVVWHQoEHg8XiIjo7GgwcPQAiBh4eHUmJ2QKTe69evH9U2mpmZKVxfTU0Ne/fuRb9+/dCmTRuMHTuW/lZWVoYJEyagpKQETZo0gZGRETZt2oSmTZsiMTEREydORGlpKaqrqzF58mSYmJhg6NChKC0tBSEEUVFR0NTUxOzZs5GWlgY1NTVYWFigd+/e9EUzABg7dixGjx4NDoeDJk2aICEhQWpkqAxnz56FpaUlysvL0aFDB8TGxtKXbmJjYzFu3DhwuVxUV1fD2dkZGzduRL9+/fDTTz/hyJEjWLt2LWJiYhAQEIAff/wR9vb2Cn3HNTU1MusqCSEEy5cvx6hRo9CiRQu0atWKTnVHRkaif//+sLW1hYeHR51Zjq8Bj8eDpaUlWCwWDAwMpNzGsggODsbvv/9Op9drs3//fmRkZKCoqIjWIyEhAXw+H8uWLcOgQYPwyy+/wNLSEiNGjAAgGoEXFRXR86pJkya4evUqmjRpgnXr1sHb2xs1NTUIDw8Hi8UCIBo1BgYGYuvWrejatSu9iQVENzfv379HZWUlDh8+jFOnTsHCwgLTpk3D7t27UV5eDh0dHURERCAmJgbe3t50HTU1NaxYsaLOjBQg0ia+fv0aPXv2pKPZ8PBwAKIbhdGjR6O8vBwGBgaIj4+n6bS0tNC9e3e8f/8ecXFxdLmvry+GDx8uNdV95coV+uLZH3/8gblz5+L27dsAQGfL2rdvj02bNmHgwIEQCoXo0KEDTp8+jdWrV9dpQ4DoBjQkJAS+vr5o2rSpwuPLwPB38a9TVTIwNEZWrlyJ0tJSLFiw4FsX5bvA1dUVK1eulDmbc/XqVURFRdEROAPD9w6jqmRg+Ib4+fkhLy+vznsTDA1n6dKl2LBhQ4OeRTMwfM8wnTQDw9/MoUOHvnURvjsk3zeQZMaMGZgxY8Y/WxgGhm/Id/niGAMDAwMDw/8CTCfNwMDAwMDQSGE6aQYGBgYGhkYK00kzMDAwMDA0Uhp9J/369WsMGTIEBgYGsLa2hoODw1d9Eadbt254+/btV8nH39+f/p2YmEhjNEvqGP8pXr9+DR8fH6px7NOnz1fLe+PGjdi+fftXySssLAz6+vrg8XgwMTFBSEiIzNjUtVm9ejXKy8vrXS8iIoKGLW3IsRYKhZg4cSLYbDY4HA4EAoHCb7sbO6tWraLCEg8PD6lAPNu2bYOxsTGMjY2lAs0EBwfD1NQUbDYb4eHhNCgMIQQTJ06EkZERuFwurl27RtPIU2QeOHAALBYLqqqquHr1Kl2uSJFZWVmJkSNHwsTEBGZmZnIFF2VlZRg1ahQMDQ3BYrHg7Oz81bSvYhTpOhkY/lZqa7FII1JVCoVCYm9vTzZs2ECX5efnk9jY2DrrVlVVfdE29PT0SGFh4ReXUTKfrl27kpycHEIIIQcOHCChoaF/Od8vZeTIkWT16tX07xs3bnyzsihCUi8qFArJqlWriLGxMamoqFCY7kuOW0PS7N69m/j7+5OamhpCCCHPnj2jSsbGgrIaTEIISU1NJR8/fiSEEPLbb7+RwMBAQgghRUVFRF9fnxQVFZHi4mKir69P63ns2DEiFAqJUCgkgwYNoorMY8eOkV69ehGhUEguXryolCLzzp07JDc3l7i4uJArV67QcilSZM6ZM4fMmjWLEEJITU2N3GMXFBREZsyYQY9VXl4eOXr0qNL7Rhnk6ToZGL4G362qMjU1FU2bNsXo0aPpMj09PSqMSEhIQEBAAPr160cjOa1YsQICgQBcLldKH7hz507Y2tqCz+dj1KhRqKmpqbM9Wets3boVUVFRdJ3NmzdjypQpMss7depULF68uM5ySR2jLE3m7du36Xa5XC4NFzpgwAAay3vTpk00v9atW2PWrFng8Xiwt7enkg9JXr58KSXbEIsf5O2jjx8/om/fvuDxeGCz2TQkY20lKADExMRg5cqVABSrBqdPnw5bW1uYmJgoFXhCRUUFUVFR6NSpEw2zeerUKTg4OMDKygoBAQEoKytDbGwsCgoK4ObmBjc3NwDytZGurq5SIzdFda29/zp37kytWjo6OlTJKDmakpwxUVZx2bp1a0yfPh3W1tbo2bMnMjMz4erqCgMDAyQlJQEQ6U979OgBKysrWFlZ4cKFCwBEnya5ublhyJAh4HA4mD17NtasWUPznjVrFmJjY+vUx83NDS1btgQgrbU8efIkPD09oa2tDS0tLXh6euLEiRMARJHCVFRUoKKiAltbW5rmyJEjCAkJgYqKCuzt7VFSUoKXL18qVGSam5vLDEerSJEZFxeHmTNnAhDFTJdlu8rLy8Ply5excOFCeqwMDAzQt29fAKIZBDabDTabTe1a+fn5MDMzQ2hoKLhcLn766Sdqu/Pz86N5nz59mgp45Ok6JampqcHUqVPB4XDA5XKxdu1aAHXbUGlpKbp160bjy5eXl0NXV/dvCV/L8P2j9HfSsx88R07Zp6+6cXbrFlhgrCP399u3b0u5eGVx8eJF3Lx5E9ra2jh16hQePHiAzMxMEELg6+uLjIwMqnw8f/481NXVMXbsWOzatQshISE0n7t378pcZ9CgQeByuVi+fDnU1dURHx+P//73vzLLEhgYiN9++w0PHz6UW15ZmsyNGzdi0qRJCA4ORmVlJb2BiIuLg7a2Nj59+gSBQAB/f3+0bdsWHz9+hL29PRYtWoRp06Zh8+bN+OWXX6S2M27cOAQFBWHdunXo2bMnhg8fji5dusjdR4WFhejSpQsVI5SWlqK4uLiOErQ2ilSD1dXVyMzMxPHjxzFv3jwkJycrPJZirKyskJubC0dHRyxcuBDJyclo1aoVli1bhlWrVmHOnDlYtWoV0tLS6IVbkTayNidOnKhT19oEBgbCyckJZ8+ehYeHB4YOHQpLS8t6y66M4vLjx49wdXXFsmXL4Ofnh19++QWnT5/GnTt3EBoaCl9fXxqysnnz5njw4AEGDx5MbzYyMzORk5MDfX195OfnY+DAgZg0aRKEQiH27t2r0LIF1K+1rP24oaqqCjt27KA3A/LSKFJkNhTxuTZ79mykp6fD0NAQ69atQ8eOHaXWu337Nvh8vswY3llZWYiPj8fly5dBCIGdnR1cXFygpaWFe/fuYevWrXB0dER4eDh+++03/Oc//8G4ceNQWFiI9u3bIz4+vkGWrU2bNuHx48e4fv06mjRpguLiYpltSENDAzweD2fOnIGbmxv++OMPeHt7Q11d/Yv2FcO/m0Y9kq7NuHHjwOPxIBAI6DLxKAAQjbpOnToFS0tLeqF/8OABUlJSkJWVBYFAAD6fj5SUFDx69Egqb3nrtGrVCu7u7jh69Chyc3NRVVVFtYW1UVNTQ3R0NJYsWSK3DmJN5ubNm2ln7ODggMWLF2PZsmV48uQJNUrFxsbS0fKzZ8/oCLtp06ZUz2ltbY38/Pw62/H29sajR48QGRmJ3NxcWFpaorCwUO4+4nA4SE5OxvTp03H27FloaGigTZs2VAn6+++/05GYGFmqwYyMDPq7eBQir4zyIP9/qNpLly7hzp07cHR0BJ/Px7Zt2+RKTfbv3w8rKytYWlri9u3bUvrM2siqa210dHRw7949LFmyBKqqqvDw8EBKSkq9ZZeluFRVVaWKS0B0/MTeZQ6HAxcXF6irq4PD4dB1qqqqEBkZCQ6Hg4CAAKn62NraUt1it27d0LZtW1y/fp0eV1nxs8Xs3LkTV69eRXR0NADltJZjx46Fs7MzevTooTCNMnkpS3V1NZ4/fw5HR0dcu3YNDg4OdCZHWc6dOwc/Pz+0atUKrVu3xsCBA+mMjq6uLo23PnToUJw7dw4qKioYNmwYdu7ciZKSEly8eLFB9r/k5GSMHj2aur+1tbXltqGgoCA6g7N3714ptSkDgyRKj6QVjXj/LlgsltTLIuvXr8fbt2+l4vlKyhMIIZg5cyZVAIpZu3YtQkNDFXaehBC560RERGDx4sUwMzOr98562LBhWLJkCRUa1EaWJnPIkCGws7PDsWPH4O3tjS1btkBVVRXJycm4ePEiWrZsCVdXV6pCVFdXpxc/sWJSFtra2hgyZAiGDBkCHx8fZGRkyN1HgGjkcfz4ccycORNeXl6YM2dOvUpQRYhFHpJlHD58OK5fv44uXbrg+PHjMtNdv34dHh4eIITA09MTe/bsUbid+rSRtTExMalTV29v7zrqyGbNmqF3797o3bs3OnbsiMOHD8PDw0Oq46m9nfoUl4D08ZOny/z111/RsWNH3LhxA0KhUGo6uLYwJCIiAgkJCXj16hUVV8yaNUtKFwmIOpFFixbhzJkzdJs6OjpS0b2eP7THqPoAACAASURBVH8OV1dX+ve8efNQWFgoNXskT4VZWVkpV5HZUNq2bYuWLVvS6eeAgABs3boVNTU1EPsEfH19ERoaSveReLpbjKybBjGyNJiA6Pzs168fmjdvjoCAANrhKgORocKUp9X19fXFzJkzUVxc/EUaT4b/HRr1SNrd3R2fP3/Ghg0b6DJFb/R6e3sjLi4OZWVlAETTcm/evIGHhwcSExPx5s0bACJFXe0RmaJ17Ozs8OzZM+zevbter6y6ujqioqLolG9tZGkyHz16BAMDA0ycOBG+vr64efMmSktLoaWlhZYtWyI3NxeXLl2qZ29Jk5qaSvfVhw8fkJeXh65du8rdRwUFBWjZsiWGDh2KqVOn4tq1a3KVoGLqUw3KIj4+HtnZ2TI7aEIIYmNj8fLlS/Tq1Qv29vY4f/48fXxQXl6O+/fvA5BWYTZEGwlAZl1rqyOvXbuGgoICAKI3vW/evElVmB07dsTdu3chFAr/tpCfpaWl9Jn4jh07ZL5DIcbPzw8nTpzAlStXqFKxti7y+vXrGDVqFJKSkqQc0mKT1bt37/Du3TucOnWK5rFlyxacPHkSe/bskeoAfX19sX37dhBCcOnSJWhoaKBz584KFZkNRUVFBf369aM3ECkpKdS2Ja7X/PnzYWhoCBsbG8ydO5d2yg8ePMCRI0fg7OyMw4cPo7y8HB8/fsShQ4fobMDTp0+pDnbPnj1wcnICAHTp0gVdunTBwoULpd4jUAYvLy9s3LiR3mgVFxfLbUOtW7eGra0tJk2aBB8fnwYpNxn+t2jUsbtVVFRw+PBhREVFYfny5Wjfvj19NikLLy8v3L17Fw4ODgBEDWHnzp2wsLDAwoUL4eXlBaFQCHV1daxfv55edAHUu05gYCCys7Ppy0OKGDFiBBYuXCjzN1mazKVLl2Lnzp1QV1dHp06dMGfOHLRq1QobN24El8uFqakp7O3tG7TvsrKyMH78eDRp0gRCoRARERH0MYGsffTw4UNER0dDVVUV6urq2LBhAz58+CBTCSqJItWgskRHR2PBggUoLy+Hvb090tLS0LRpU7Rv3x4JCQkYPHgwKioqAAALFy6EiYkJRo4cid69e6Nz585IS0trkDby1q1bdepamzdv3iAyMpJu19bWlr78t3TpUvj4+EBXVxdsNpve8HxNxo4dC39/fxw4cABubm4KdZtNmzaFm5sbNDU15V7so6OjUVZWRl3VXbt2RVJSErS1tTF79mx6bsyZM4c+Pho9ejT09PTouTJw4EDMmTMHffr0wfHjx2FkZISWLVvSY65IkXno0CFMmDABhYWF6Nu3L/h8Pk6ePAlAviJz2bJlGDZsGCZPnkyfEctiy5Yt+M9//kPL07ZtW6xYsQJWVlYICwuDra0tANGMg6WlJfLz82Fubo5t27Zh1KhRMDY2xpgxY2h+wcHBKCwshIWFBV0mT9eZlJSEq1evYv78+YiIiMD9+/fB5XKhrq6OyMhI+Pv7y21DQUFBCAgIkBunnIEBYFSVSuPj44OoqCjqUWZgaCwIhUJYWVnhwIEDMDY2/tbFafTk5+fDx8cHOTk5Mn8fP368lLebgeHvRpGqslFPdzcGSkpKYGJighYtWjAdNEOj486dOzAyMoKHhwfTQX8FrK2tcfPmTQwdOvRbF4WBAUAjn+5uDGhqatLnoAwMjQ0LC4s6XyowKKZbt25yR9FZWVn/cGkYGBTDjKQZGBgYGBgaKUwnzcDAwMDA0EhhOmkGBgYGBoZGCtNJMzAwMDAwNFIafSddWw0nKav4UtLT02lYTXnUDriRnp5OJQe1SUhIQPv27cHn82FhYYHNmzd/Ubm+ljYTUK6Otbl37x5cXV3B5/Nhbm6OkSNHfpWyAKLvb5WN3V0frq6uMDU1BZfLhZmZGcaPHy8zrnhtZMlPZNGnTx+aX0PUhOXl5QgODgaHwwGbzYaTk9Pf8g31P0V0dDTMzMyoPEVyHy9ZsgRGRkYwNTWl3zuXl5ejb9++MDMzA4vFwowZM+j6FRUVCAoKgpGREezs7KTCxMpTZa5btw5GRkZQUVGRahe5ublwcHBAs2bNqOhFjDxVZm1evXqFQYMGwdDQkKpcv/YLouHh4ejQoQPYbPZXzZfhf4tG30l/KxrSSQOiwATZ2dlIT0/Hzz//LNNM9XeiKCKVskycOBFRUVHIzs7G3bt3qW3sazB//nz07Nnzq+W3a9cu3Lx5Ezdv3kSzZs3Qv3//etMo20kfP34cmpqaDS7TmjVr0LFjR9y6dQs5OTnYunVro5MmyAshKwtPT0/k5OTg5s2bMDExoSFz79y5g7179+L27ds4ceIExo4dS8+/qVOnIjc3F9evX8f58+dp9LetW7dCS0sLDx8+RFRUFKZPnw5AFJVr3rx5uHz5MjIzMzFv3jxqUnN0dERycrJU0CFAFO42Nja2Tizv/4+9c4+rKfv//6sbldzvhNSpVOdWOl10T6ohkSgV6YZhqGFcwjCYQTN8fBo0jAkxg3Ivci2S3CLJNZcII5IoitJl/f4437N+59Q+p1NjPsPns5+Ph8dMZ++99lp7r7XXXmvv/X7W1dXhq6++wpEjR3Dr1i3s3LmTMYY7IQQ+Pj5wdnZGQUEBbt26heXLl3/0NhsSEkKNYiwsLeWz7qRLSkrg6+sLkUgEkUiEs2fPAhBLC8rKykAIQefOnbFt2zYA4rjaDUdzlZWVCAsLg0gkgrm5OZKTk/HhwwcsWrQISUlJEAqF+PHHH7Fhwwb8+9//hlAoVKhd7NatGwwMDPDo0SNkZ2dj0KBBMDc3x6BBg3Dnzh0A8pV2Et6/fw9PT086IlekrFy0aBGsra1x/vx5HD16FAMGDIC9vT327dvX7OPZUG8pEYnU1dVh9uzZVG8pieP87NkzODo6QigUgsvl4syZM6irq0NISAi4XC54PB6NsBQSEoI9e/YAEId4NDc3B4/HQ1hYGI3qpaenh++++w4WFhbg8XjIz89vMs+tWrXCTz/9hMePHyMvLw8As3I0Ojoa79+/h1AoRFBQkMLjyjSjwVRWpuPXu3dv+rexsTFat26NwsJCmdHUqlWrsHjxYgDiWYEZM2bA0dERJiYmuHTpEkaNGgVDQ0NqNpOoFSMiIsDlchEUFIS0tDTY2dnB0NCQWq/k1beGStfx48dThSQgjrAlUWRK4+7uTmNXS+stk5OTMXbsWLRu3Rr9+/cHh8NBdnY2tLW1qTq0VatWsLCwkNlmwoQJAIDRo0cjPT0dhBCFqkxzc3Po6ek1yle3bt0gEoka3QApUmVKc+rUKWhoaMgocIVCIRwcHEAIwezZs2n9lUgwMjIy4OjoCB8fH5iamuLLL79EfX29QpWto6Mjjd4mj4qKCoSGhtJrwd69exnb0O3bt2nkNEBcJ+RZ3lj+u1D+O+kj0cDz6x937z14wBfyp6QA0AurhFevXtF4wFFRUZgxYwbs7e3x+PFjeHh44Pbt27Czs8PZs2fRr18/6Ovr48yZMwgODsaFCxewfv16Gb/wsmXL4Orqis2bN6OsrAxWVlZwc3PD0qVLcfnyZaxbt47mQ0dHp0kTz4MHD/DgwQNwOByoq6sjMzMT6urqSEtLw/z587F3715GpZ2EiooKjB07FsHBwVSlqUhZyeVysXTpUlRVVcHQ0BAnT54Eh8NpkVVnxowZcHV1xaBBg+Du7o7Q0FB06NABmzZtQvv27XHp0iVUV1fDzs4O7u7u2LdvHzw8PLBgwQLU1dXh3bt3uHr1Kp4+fUq/Q204DV1VVYWQkBCkp6fDyMgIwcHBWL9+Pb7++msAQJcuXXDlyhX88ssvWLVqFeLj45vMt5qaGgQCAfLz89GqVStG5WhMTAzWrVsnE39c3nFlYseOHY3K2pCwsDC4u7tjz549GDx4MCZMmKBUgJFWrVohMzMTP//8M0aMGIGcnBx06tQJBgYGtAO4f/8+du/ejY0bN0IkEmHHjh3IyspCSkoKli9fjgMHDmDAgAGM9Q2QVbqePn0a//73vzFixAiUl5fj3LlzMtPMTGzevJnWqadPn8qEqWXSW5aVleHgwYOIioqi20g0lurq6mjfvj1KS0uVUmUqi7KqzBs3bkBeJMV9+/bh6tWryMvLw8uXLyESiaj3PTs7G7du3UK/fv3g6emJffv2NUtly8T333+P9u3b4/p18bX19evXjG2oQ4cO+PDhA43zn5SUBD8/P6X3w/L58skHM9HS0pK5sCYkJNBONi0tTWY6682bN3j79i0cHByQmZmJfv36YcqUKdi4cSOePn2KTp06NXrGePz4caSkpNBnW1VVVXj8+HGz85mUlISsrCy0bt0av/76Kzp16oQnT55gwoQJuHfvHlRUVKjUnUlpJ2HEiBGYM2cOHe0BYmWlROQgUVZ27twZampq8PX1BSB+Tte/f3/aKYwbN05mdKgMoaGh8PDwwNGjR5GcnIxff/0VeXl5OH78OK5du0ZHwuXl5bh37x5EIhHCwsJQU1ODkSNHQigUQl9fHw8ePMD06dMxbNgwuLu7y+zjzp076N+/P4yMjACI9ZZxcXG0k5bWWzZnNkAS3lZaOQqIb66khRLSyDuuTDCVtSFCoRAPHjzA8ePHkZaWBpFIhPPnz1P1qDwkN508Hg9mZmbo2bMnAEBfXx9PnjxBhw4d0L9/fzqzYWZmRm1c0nrL8vJyxvoGyCpdnZyc8NVXX+HFixfYt28ffH19Fdqeli1bBnV1dVonm1JS1tbWIiAgAJGRkdDX11e4zcfUW36MtLKyshAQEAA1NTV0794dTk5OuHTpEtq1awcrKytanoCAAGRlZWH06NFUZWtiYqJQZctEWloaEhMT6d8dO3aU24b8/Pywa9cuREdHIykpiY7yWf67Ub6TbmLE+09QX1/PeBF0dHREXFwcHj9+jGXLlmH//v3Ys2cPNeBIQwjB3r17YWxsLPN7c2X1/v7+dNQtYeHChXBxccH+/ftRWFhIFYBMSjsJdnZ2OHLkCAIDA6GiooKMjAy5ykpNTU0ZoYIyF6SmVJG9evVCWFgYwsLCwOVycePGDRBCsHbtWmpHkiYzMxOpqakYP348Zs+ejeDgYOTl5eHYsWOIi4vDrl27sHnzZrq+oljxALPe0sPDA8XFxbC0tGQcWdfV1eH69eswMTHBixcvmtSSAlB4XJlwdHRsVNa2bdtiyZIlAMSSB0tLS+otHjVqFFRVVXH48GH4+/ujvr6eptUSvWXD35n0lvLqG9BYbzl+/Hhs374diYmJ9Pww1Y2tW7fi0KFDSE9Pp/VLnqpSwqRJk2BoaEhvvKS30dXVRW1tLcrLy9GpU6cmVZnNQV6+njx5guHDhwMQS0PMzMzoDWdDWqK3bI7Klml/DdPt2LEjYxuSCDlGjRoFFRUVNgzs/wif9TNpd3d3mY5RMuLu06cPXr58iXv37kFfXx/29vZYtWoVYyft4eGBtWvX0saZm5sLQFaFyPS3MpSXl9NnlAkJCTL5bqi0k7B06VJ07twZU6dOpWkoo6wcMGAAHj58iIKCAgCQ62BWpIo8evQoHX09f/4cpaWl6N27Nzw8PLB+/Xq67O7du6isrMSjR4/QrVs3TJw4EeHh4bhy5QpevnyJ+vp6+Pr64vvvv8eVK1ca5bOwsJDqJ5XRWx47dgxXr15l7KBramowb9489OnTB3w+X6FyVENDg5ahuSpQprL6+PhQbaKlpSXOnj1LX3r68OEDnRrt3r07Xrx4gdLSUlRXV+PQoUMK99VS5NU3JkJCQqhOVWKqalg3jh49ih9//BEpKSnQ1tam23p7eyMxMRHV1dV4+PAh7t27R5+XfvvttygvL2+kavX29qZT6nv27IGrqytUVFQUqjKbizxVZp8+feh5+vLLL+Hq6orq6mqZrzAuXbqE06dPw9HREUlJSairq0NJSQkyMzNp2bKzs/Hw4UPU19cjKSmJ6i2bo7JtSMNr2OvXr+W2IQMDA6ipqeH7779v0eMsls+Tz7qTXrNmDS5fvgw+nw9TU1Ns2LCBLrO2tqZTqg4ODnj69CltVNIsXLgQNTU14PP54HK5WLhwIQDAxcUFt27dglAoRFJSEoYPH479+/c3+eKYNHPmzMG8efNgZ2cn8/Z1REQE+vbtCz6fD4FAgB07dshsFxsbi6qqKsyZMweenp6ora0Fn8/HwoUL5SorNTU1sXHjRgwbNgz29vaN3ohVhuPHj4PL5UIgEMDDwwMrV65Ejx49EBERAVNTU1hYWIDL5WLy5Mmora1FRkYGhEIhzM3NsXfvXkRFReHp06f0M66QkJBGI1pNTU1s2bIFY8aMAY/Hg6qqqswLPMoSFBREz1llZSV9QUhaOcrn8zFkyBA8e/YMgHiEx+fzERQUpPRxlcBU1oYUFBTAyckJPB4P5ubmsLS0hK+vLzQ0NOgLfl5eXhgwYECzy6sM8uobE927d4eJiYnCkd+0adPw9u1bDBkyBEKhkJ4nMzMz+Pn5wdTUFJ6enoiLi4Oamhr+/PNPLFu2DLdu3YKFhQWEQiG9sQoPD0dpaSk4HA5Wr15NP4+SVmWKRCIZVeaaNWugq6uLP//8E3w+HxEREQDEN5C6urpYvXo1fvjhB+jq6uLNmzcyqkwTExP4+fnRGxBpVFRUsH//fpw4cQIGBgYwMzPD4sWL0atXL/j4+NB26erqip9++gk9evQAANja2iI6OhpcLhf9+/eHj48PTdPPzw92dnYyKtuAgADY2trizp070NXVxaZNmwAAGzZsoNeqb7/9Fq9fv6bt7tSpUwrbkL+/P/744w/2efT/EKyqkoXlf5B3796Bx+PhypUraN++/T+dnU+ejIwMrFq1Su4sCKuyZfkrsKpKFhYWSlpaGgYMGIDp06ezHfRfhFXZsvzdfPJvd7OwsHxc3NzcWvQFw/8yzs7OjC+0sSpblr8bdiTNwsLCwsLyicJ20iwsLCwsLJ8obCfNwsLCwsLyicJ20iwsLCwsLJ8on3wn3VylXEOZwcdk8eLFjdR4ipCnfpQXTKQhyq4nDZOiUlpuIY+UlBSFar+/SlFREUaPHg2gZeVSxIULF2BtbU2Ps0Re8TGIiIhgNCm1BD09PfB4PPB4PJiamuLbb7+lchF5lJWV4ZdfflG4joRBgwYBaH4bKC4uhpeXFwQCAW1jnzNBQUEwNjYGl8uloVwBcXSvyMhIcDgc8Pl8GiTkyZMncHFxgYmJCczMzPDzzz/TtF69eoUhQ4bA0NAQQ4YMocFqAGZdJwAsWLAAffr0aRSCODMzExYWFlBXV2/UHuXpOhty9+5dDB06FBwOh34L/rHtXZ6enujQoUOzVbcsfxOEELn/Ll++TP5J6uvriY2NDVm/fj39LTc3l2RmZsrd5uHDh8TMzEzpfdTU1Ci97nfffUdWrlyp9Pru7u7kwIED9O9r164RQgjZsmUL+eqrr5rcXtn1pDl16hQZNmyYzG8TJkwgu3fvblY6LUWZ49mScinCyMiIXL16lRBCSG1tLbl58+ZHS/tj0q9fP1JSUkIIIeTt27ckICCABAcHK9ymufW5JdtMmjSJxMbG0r/z8vKatb//BM1pp6mpqaS+vp7U19eTsWPHkl9++YX+7unpSerr68n58+eJlZUVIYSQoqIikpOTQwgh5M2bN8TQ0JDWodmzZ5MVK1YQQghZsWIFmTNnDiGEkJs3bxI+n0+qqqrIgwcPiL6+PqmtrSWEEHL+/HlSVFRE2rRpI5Ovhw8fkry8PDJ+/HiZ9lhaWkr69+9PSktLyatXr0j//v3Jq1evGpXr/fv3hMPhkJSUFPrbyZMnyfXr15U+NsqQlpZGUlJSGl1HWP4+Ll++TIYPH752+PDhU0mDfviTHkm3RCknTVVVFdXAmZub49SpUwAaq/sqKiowePBgqkiU1tstW7YMxsbGcHNzo+o/QDwatLGxAZ/Ph4+Pj8wdtgQm9WNDDWZSUhKjYpBpPSatZnORp4NMSEjAtGnTUF5eDj09PRpr+t27d+jTpw9qampQUFAAT09PDBw4EA4ODnTbkJAQzJw5Ey4uLpg7dy5Onz4NoVBII3S9ffuWju6YymVoaIiSkhIA4njsHA6nkSpSES9evKBSCjU1NZiamgJg1pACwM2bN6nKks/n4969e6isrMSwYcMgEAjA5XJpfXJ2dqZCl507d4LH44HL5VIfMiBWhi5YsAACgQA2NjZKjWx0dHSwYcMGHDhwgIaFXblyJdWBfvfddwCA6OhoFBQUQCgUYvbs2QrrasORm7yyNqRhPZUoEBvOykybNo2GG9XT08P8+fNha2sLS0tLXLlyBR4eHjAwMKDRtDIyMuDk5AQ/Pz8YGRkhOjoa27dvh5WVFXg8Hg1he/DgQVhbW8Pc3Bxubm70+C1evBiTJk2Cu7s7goOD4eDgICPbsbOzw7Vr1xqVZ+jQoVBRUYGKigqsrKxkdJnBwcFQUVGBjY0NysrK8OzZM/Ts2RMWFhYAxOF/TUxMqIlLWrE5YcIEHDhwgP7OpOsExFpPSX2URk9PD3w+H6qqspddRbpOaXbs2AFbW1sahxwQR0bkcrkKr3UjRoyAp6cnjI2Naaz5hQsXyswYLFiwAGvWrAEADB48GG3btm20f2mKi4vh4+MDgUAAgUCAc+fOMbahI0eOyERHy8jIkMk/S9Mo/Z308+XLUX27ab9vc2htMgA95s+Xu7ylSjkJcXFxAIDr168jPz8f7u7udKpcWt1XW1uL/fv3o127dnj58iVsbGzg7e2NK1euIDExEbm5uaitrYWFhQXNT3BwMNauXQsnJycsWrQIS5YsaRSvWJ76saEG882bN4yKwYbrzZ8/n1Gr2VCe0BSKdJDt27eHQCDA6dOn4eLigoMHD8LDwwMaGhqYNGkSNmzYAENDQ1y8eBFTp07FyZMnAYin4dLS0qCmpobhw4cjLi4OdnZ2qKiogKamJk2/VatWjcqVn5+P7du34+uvv0ZaWhoEAgG6dOmidHlmzJgBY2NjODs7w9PTExMmTICmpqZcDemGDRsQFRWFoKAgfPjwAXV1dTh8+DB69eqF1NRUAOI42NIUFRVh7ty5yMnJQceOHeHu7o4DBw5g5MiRqKyshI2NDZYtW4Y5c+bgt99+oy5oRbRr1w79+/fHvXv3qFksOzsbhBB4e3sjMzMTMTExuHHjBu2c5NVVeXIVprI25KuvvqKCGDc3N4SGhsoIM+TRp08fnD9/HjNmzEBISAjOnj2LqqoqmJmZ0RvrvLw83L59G506dYK+vj4iIiKQnZ2Nn3/+GWvXrkVsbCzs7e1x4cIFqKioID4+Hj/99BP+9a9/ARBHYsrKyoKWlha2bt2KhIQExMbG4u7du6iurlboVK6pqcHvv/9OOyN5WkzpDrWwsBC5ubmwtrYGIO6MJMt79uxJY8Iro+tUFmV1nYquh4quddnZ2bhx4wa0tbUhEokwbNgwhIeHY9SoUYiKikJ9fT0SExPpTYYyREZGwsnJCfv370ddXR0qKipw9OjRRm2oTZs2mDx5MiorK9GmTRskJSWxccebySc9klaEPKVcw3XGjx8PQCx26NevH6240uo+Qgjmz58PPp8PNzc3PH36FMXFxThz5gx8fHygra2Ndu3aUaVgeXk5ysrKqBhiwoQJyMzMbJTH0NBQ3L59G2PGjEFGRgZsbGwYn0GWl5djzJgx4HK5mDFjBm7evMlY5uPHjyMmJgZCoZBamxoGpZB3sZb+XVoHKdEcSuPv709HkomJifD390dFRQXOnTuHMWPGQCgUYvLkyTQmNgCMGTOGGrns7Owwc+ZMrFmzBmVlZQo1iIDYw7xt2zYAYm9xc01CixYtwuXLl+Hu7o4dO3bA09MTgPzjZWtri+XLl+PHH3/Eo0ePoKWlBR6Ph7S0NMydOxdnzpxpFInr0qVLcHZ2RteuXam2UXLOW7VqRUec8o6pPMj/heU9fvw4jh8/DnNzc1hYWCA/P59x1CuvrsqDqawN8fDwwIMHDzBx4kTk5+fD3NyczmwoQlqxaW1tjbZt26Jr167Q1NSkHnGRSISePXuidevWMDAwoNpFacXmn3/+CQ8PD/B4PKxcuVKm/nt7e9M8jxkzBocOHUJNTQ02b96MkJAQhfmbOnUqHB0dqViHNKGyrKiogK+vL2JjY9GuXTuFaTeVVnP4GGk1da3r3LkztLS0MGrUKGRlZUFPTw+dO3dGbm4urXfyNK1MnDx5ElOmTAEgnr1q3749YxtSV1eHp6cnDh48iNraWqSmpmLEiBHNKtv/OkqPpBWNeP8uWqqUU2Yd6dHn9u3bUVJSgpycHGhoaEBPT4/qBFva8CQwqR8bokgx2LA8TFpNaTp37txo6v3Vq1cyI1MmHaQ03t7emDdvHl69eoWcnBy4urqisrISHTp0kJlulEb6eEZHR2PYsGE4fPgwbGxskJaWJjOabkifPn3QvXt3nDx5EhcvXsT27dsbrdOUrtLAwABTpkzBxIkT0bVrV5SWlso9XiYmJrC2tkZqaio8PDwQHx8PV1dX5OTk4PDhw5g3bx7c3d2xaNEiuo2iuqShoUHrieSY1tXV0VGPt7c3li5d2mg7yWMAIyMjEEIwb948TJ48WWadhh2+orrKRGBgYKOy3r59mxqgJDMInTp1QmBgIAIDA+Hl5YXMzEx07979P6LYnD59OmbOnAlvb29kZGTIvPgnXa+0tbUxZMgQJCcnY9euXfQxBFPdWLJkCUpKSvDrr7/S7RUpNmtqauDr64ugoCB6EwuIRSSSKfFnz55RN3lTus7mIE/XefHiRVofli5dCjMzM5w+fZoxDUX1U5FiMyEhAc+fP0dYWFiL8i6NkZERYxvy9/dHXFwcOnXqBJFI1ORUOossn/RIuqVKOQmOjo70gn/37l08fvyYsYMrLy9Ht27doKGhgVOnTlG1oaOjI/bv34/379/j7du3OHjwIADxlHDHjh2pDUueblGe+rGh9lKeYrDholp4bwAAIABJREFUevK0mtIYGhqiqKgIt2/fBiBWLObl5UEoFDIeYyZ0dHRgZWWFqKgoeHl5QU1NjU7N7t69G4D4opCXl8e4fUFBAXg8HubOnQtLS0v67FpeuQDxBWPcuHHw8/OTcWRLUKSrTE1Npcfk3r17UFNTQ4cOHeQerwcPHkBfXx+RkZHw9vbGtWvXUFRUBG1tbYwbNw6zZs1qpNi0trbG6dOn8fLlS9TV1WHnzp0KFZtqampUj8jUQVdUVGDq1KkYOXIkOnbsCA8PD2zevBkVFRUAxFOgL168YKwrTHVVHkxl/eqrr2jeevXqhZMnT+Ldu3cAxDcOBQUF6Nu3L/r164dbt26huroa5eXlSE9PV7ivliJd/xW92QyI60lkZCREIhGdCWtYN+Lj43Hs2DHs3LlT5vmvt7c3tm3bBkIILly4gPbt26Nnz54ghCA8PBwmJiaYOXOmzP6kFZtbt26lo0BFus7mIk/XaW1tTc+Tt7c3AgMDce7cOTqdDIivMdevX1d4rTtx4gRevXqF9+/f48CBA7CzswMA+Pj44OjRo7h06VKz9aCDBw/G+vXrAYh97m/evJHbhpydnXHlyhX89ttv7FR3C/ikO+mWKuUkTJ06FXV1deDxePD390dCQoLMnb2EoKAgXL58GZaWlti+fTtVCVpYWMDf3x9CoRC+vr4yPuqtW7di9uzZ4PP5uHr1qsyoS4I89WNDDaY8xWDD9eRpNaVp3bo1/vjjD4SGhkIoFGL06NGIj49vtkhBosSTblTbt2/Hpk2bIBAIYGZmJvfFtdjYWFpuLS0tfPHFFzLLG5YLEF/0Kioqmj3VDYhvkoyNjSEUCjF+/Hhs374dampqco9XUlISuFwuhEIh8vPzERwcjOvXr9MXrJYtW9bomXLPnj2xYsUKuLi4QCAQwMLCokXTdpIXfaysrNC3b1860nN3d0dgYCBsbW3B4/EwevRovH37Fp07d4adnR24XC5mz54tt67Kg6msDcnJyYGlpSX4fD5sbW0REREBkUiEPn36wM/Pj+o9zc3Nm11eZVi8eDHGjBkDBweHJt9FGDhwINq1a6ewnnz55ZcoLi6Gra0thEIhvUkaOnQo9PX1weFwMHHiRPpp29mzZ/H777/j5MmT9IVHySeC0dHROHHiBAwNDXHixAlER0cDkK/rBMTKUF1dXbx79w66urp0ZuDSpUvQ1dXF7t27MXnyZKrRVKTrlEZLSwuHDh3C2rVrYWhoCFNTUyQkJKBbt24Kr3X29vYYP348vY5ZWloCED+mcXFxaXRj7ODggDFjxiA9PR26urr087JFixYhJSUFAPDzzz/j1KlT4PF4GDhwIG7evCm3DampqcHLywtHjhxhP+tqAayqkuWT4PLly5gxY4bSrm6W/02Kiorg7OyM/Pz8Rm9JszQmISFB5iVNaerr62FhYYHdu3fD0NDwH8gdiwRWVcnySRMTEwNfX18ZuT0LS0O2bdsGa2trLFu2jO2g/yK3bt0Ch8PB4MGD2Q76E4cdSbOwsLCwsPyDsCNpFhYWFhaWzxC2k2ZhYWFhYflEYTtpFhYWFhaWTxS2k2ZhYWFhYflE+eQ7aXmqyr9LfVhdXQ03NzeZb3ilqa2tRZcuXTBv3ryPsr+PzebNm8Hj8ei3wS2RcMhDokL8qxQWFkJLSwvm5uYwMTGBlZVVk0EsAOXP8+XLlxEZGQng/4tDlOXv1F7+p2mJgvHEiRMYOHAg/f5VEpsdEL/cwuPxwOFwEBkZSYPEVFdXw9/fHxwOB9bW1jJR0uRpD9etWwcOhwMVFRUZmQqRo5Nk4siRI7C0tISJiQkGDBiAWbNm/aXj1ZD8/HzY2tqidevWzVLUsrB8VBpqsaT/fS6qyo+pPjx//jxxdHSUuzw1NZUMGjSI6Ovrk/r6+o+yz4/FkydPiL6+PikrKyOEiHWIDx48+Idz1ZiGKsWCggIiEAjI5s2bFW7XkvPc3G0+B+2lstrGligYr1y5Qp4+fUoIIeT69eukV69eND2RSETOnTtH6uvriaenJzl8+DAhhJC4uDgyefJkQgghO3fuJH5+fnQbedrDK1eukIcPH8roOwmRr5NsyPXr14m+vj65ffs2PSZxcXFKHRdlKS4uJtnZ2WT+/PnNUtSysDQXRarKT7qTTk9PJw4ODozLJBf66upq0qdPH9KlSxciEAhIYmIi4XA45MWLF4QQQurq6oiBgYHMhYAQscN1xIgRhMfjEWtra5KXl0eKi4uJgYEBadeuHREIBOT+/fuN9jtu3DiSlJREnJ2dyblz5+jvc+fOJSYmJoTH45FvvvmGECL2OE+ePJnY29sTQ0NDcvDgQUKI+OI/a9YsYmlpSXg8HtmwYQMhROyCdnJyIr6+vsTY2JgEBgY260YgJyeHCAQC6rWV5v79+8TDw4NYWFgQe3t7enHbtWsXMTMzI3w+nx7rGzduEJFIRAQCAeHxeOTu3buEEEL9uPX19WTWrFnEzMyMcLlckpiY2Kz8M/mO09PTiVAoJIQQUlFRQUJDQ4mlpSURCoXkwIEDjOf54sWLxNbWlgiFQmJra0vy8/NpPiSdgnQnzVTWhnTo0IEUFxc3+r2hS9zMzIw8fPiQPHz4kBgbG5Pw8HBiZmZGAgMDyYkTJ8igQYMIh8MhFy9epNsHBweTIUOGkH79+pG9e/eS2bNnEy6XSzw8PMiHDx8IIYQsWbKEWFpaEjMzMzJx4kR6/JycnMi8efOIo6MjWbx4MdHT06PblJeXk379+tG/5eHt7U2OHz9OCBHfjBQVFRFCxJ25kZFRo/Xr6+tJp06dSFVVFSkqKiLGxsZ02Y4dO8ikSZMIIWJvuqQt1NTUkM6dO8ucdybHuYSGnfSkSZPIjh076N/S+ZRm/PjxZNOmTYxpFhYWEldXV8Lj8Yirqyt59OgRIUR+e7S3tye5ubl0+0GDBsk4tZvyyGdnZxNbW1vC5/OJSCQib968YWxDc+bMkbmR+O6778iqVavkpsvyv4OiTlppwcaphI148ejBRx3Fd+unD5eQSXKXK1KzSWip+vC7776Dubk5Dhw4gJMnTyI4OJjG/121ahUOHTrUaF/v379Heno6fv31V5SVlWHnzp2wtbXFq1evsH//fuTn50NFRYUagADx1O7p06dRUFAAFxcX3L9/H9u2bUP79u1x6dIlVFdXw87OjtqBcnNzcfPmTfTq1Qt2dnY4e/Ys7O3tlTqeAoEA3bt3R//+/TF48GCMGjWKulvlaSaXLl2KY8eOoXfv3jTfTekNFWlCW5p/ifkJgFzFpLKKT3kwlbUh8rSXirh//z52796NjRs3QiQSYceOHcjKykJKSgqWL19OHcQFBQU4deoUbt26BVtbW+zduxc//fQTfHx8kJqaipEjR2LatGk0xOz48eNx6NAheg7LysqoYKGwsJBuk5iYCF9fX2hoaMjNo7IKRmn27t0Lc3NztG7dGk+fPpVxTkvrFKVVi+rq6mjfvj1KS0ubpRuVoIxOEhBfG7755hvGNKZNm4bg4GBMmDABmzdvRmRkJD0HTO1RIppQVoEpzYcPH6g1TiQS4c2bN9DS0mJsQ2PHjsXXX3+NqVOnAgB27drF6I1mYZHmk38m3RKUUR9Kq91cXV1RWlrayCHckEOHDsHFxQXa2trw9fWlLtV27dpBU1MTERER2LdvH7S1tek2fn5+UFVVhaGhIfT19ZGfn4/jx49j27ZtEAqFsLa2RmlpKdUSWllZQVdXF6qqqhAKhc3SHqqpqeHo0aPYs2cPjIyMMGPGDCxevFihZtLOzg4hISH47bffaGfclN5QkSa0pfknUkF1lFFyAsorPiUwlbUh8rSXiujfvz94PB5UVVVhZmaGwYMHQ0VFRUbHCABffPEFNDQ0wOPxUFdXR9OWXu/UqVOwtrYGj8fDyZMnZcokHUc9IiICW7ZsAQBs2bJFYSzr5igYJdy8eRNz586lscUJQ9AjiU1J0bLm8jHSOn/+PAIDAwGIb3SysrLoMqb22FwFpjR37txBz549IRKJAIgd4erq6oxtyNzcHC9evEBRURHy8vLQsWNH9O3bt1llY/nfQ+mRtKIR79+FIlWlIpRRH7bkYrBz506cPXsWenp6AIDS0lKcOnUKbm5uyM7ORnp6OhITE7Fu3Tr6wg2TJo4QgrVr1zYyz2RkZMgIQJhUkk+ePKEjqy+//BJffvllo/StrKxgZWWFIUOGIDQ0FDNnzpSrmdywYQMuXryI1NRUCIVCXL16lVFv6OrqqvDYSWDKf0PlHtMoJTc3FyYmJjR9JsXkxYsXZf5WVvGpqKyzZs1Cbm4uevXqRV9KY9Jeqqury9U2KqNjlF5PVVVVRm8pWa+qqgpTp07F5cuX0adPHyxevFhmP9LaRjs7OzoqrKurA5fLZawbzVUwAmJVoo+PD7Zt2wYDAwMA4hHtn3/+KbOORM0o0Tbq6uqitrYW5eXljIIIZZCngIyLi5PRa5qZmSEnJwcCgaDJNKXbIFN7lKfAVAZCCON1Q14bGj16NPbs2UNfiGVhaYpPeiStSFUpTUvUh9Jqt4yMDHTp0kXhKOPNmzfIysrC48ePUVhYiMLCQsTFxWHnzp2oqKhAeXk5hg4ditjYWJnOcPfu3aivr0dBQQEePHgAY2NjeHh4YP369VRjeffuXVRWVip1TPr06UP1dQ076KKiIpm3Ya9evYp+/fop1EwWFBTA2toaS5cuRZcuXfDkyRNGvWHDY9eUJlSahsq9hhQWFmLWrFmYPn06APlKTmUVn/JgKuuWLVtk3hqXp73U09Ojx/bKlSt4+PBhk/trLpIOuUuXLqioqGjyBjU4OBgBAQF0FN2wbpAWKBjLysowbNgwrFixgioNAfGUeNu2bXHhwgUQQrBt2zYZbaMkrT179sDV1bXFI2l5OsmGes3Zs2dj+fLluHv3LgCxLGL16tUAxF8hJCYmAhCb26QftzC1R4BZgakMAwYMQFFREZ1Jevv2LWpra+W2obFjxyIxMRF79uyhX6ewsCjik+6kFakqpWmJ+nDx4sW4fPky+Hw+oqOjm/wEaN++fXB1dZUZNY0YMQIpKSkoLS2Fl5cX+Hw+nJyc8O9//5uuY2xsDCcnJ3zxxRfYsGEDnRY3NTWFhYUFuFwuJk+e3GjE3BJqamowa9YsDBgwgB4LyWc38jSTs2fPBo/HA5fLhaOjIwQCQZN6Q2U0oU1RUFBAP8Hy8/PD9OnT6bmSp5hUVvEpD6ayNkSe9tLX1xevXr2CUCjE+vXrYWRk1KzyKkOHDh0wceJE8Hg8jBw5kk6hyiMoKAivX79GQEAA4/KWKBjXrVuH+/fv4/vvv6fbSJ5Xr1+/HhEREeBwODAwMKAK0vDwcJSWloLD4WD16tWIiYmheZCnPVyzZg0dnfP5fERERACQr5NsCJ/PR2xsLAICAmBiYgIul0sf4axZswZbtmwBn8/H77//LvPpGVN7BJgVmM+fP4euri5Wr16NH374Abq6unjz5g3NZ1FREVq1aoWkpCRMnz4dAoEAQ4YMQVVVldw2ZGZmhrdv36J3796NnrOzsDDxXyvY+BTUhyEhIfDy8mLvmFn+Fvbs2YPk5GT8/vvv/3RWPgsUtUdWgcnyT6JIsKH0M+nPiZiYGKxfv57xWTQLy38D06dPx5EjRz5aEJ//ZbZt24YFCxZg9erVbAfN8snxXzuSZmFhYWFh+RxgVZUsLCwsLCyfIWwnzcLCwsLC8onCdtIsLCwsLCyfKGwnzcLCwsLC8onySXfSpaWl9FvNHj16oHfv3vTvDx8+/Mfz8/79e7i6ukIoFDYKNDFu3DgaH7il2NvbM0YFi4+Px9dff92stBYsWIBTp079pfxISE5OhlAohEAggKmpKeLj4z9KuoA4cEnDQDQtoba2FmpqahAKhTAzM4NQKERsbKxMlDAmHjx4QANfKOLJkyc0LGdaWhpGjhypdN5u374NJycnqr+cMmWK0tt+arx9+xZDhw6FsbExzMzMsGDBArqsqqoKo0ePBofDga2tLQ3lmpOTAxsbG3C5XPD5fJm2U1BQACsrK3A4HAQGBtIAP4QQTJ06FRwOBwKBQKZdTJgwAV27doVQKJTJW1JSEkxNTaGqqtqoHf3www/gcDgYMGAA0tLS5JbvwoULsLe3h7GxMQYMGIBJkybh/fv3LT9gDXjx4gWcnZ3Rpk2bZrdplv9RGho3yCdkwZKmKRPNf4IzZ84QV1dXxmVBQUFk//79fyl9Ozs7GRuPhN9++41ERUX9pbRbSlVVFenZsyfVF1ZVVZE7d+78I3lRRE1NDWnfvj39+/nz58TZ2ZksXbpU4XYnTpwgI0aMaNa+mruNq6srOXToECFEbJa6du1as/b3n0BZ/eXbt29JRkYGIURcF2xtbalZ6+eff6bGsd9//50EBgYSQgjJz8+nRrknT56Q7t27kzdv3hBCCPHx8SG7d+8mhBASHh5ONm7cSAghJDk5mXh5eRFCxO1u0KBBNA8ZGRnk4sWLRCAQyOTt5s2b5M6dO43aUV5eHjE3NyfV1dXk/v37hMPhkLq6ukZlKyoqIn379qXmsrq6OpKYmEiNeh+Dt2/fkqysLLJ27dp/rE2zfHoosmB90iNpRfz000/gcrngcrlYu3YtAGD58uU0QtH06dOpWerYsWMICQlBbW0tOnTogOjoaAgEAtja2jLaf16+fAlvb2/w+XwMGjQIN27cQFFREUJCQnD58mWlxRH19fWYOXMmuFwueDyezAhi+fLl4PF4EAgEMqORxMREWFlZwdjYGOfOnaO/P3r0CB4eHjA2NsYPP/wAQGxfkh5NxMTE0GXSI/tLly7ByckJAwcOxBdffIHi4mKljjEgDr1JCKGhElu3bk2jbRUXF2PUqFGwtLSElZUVLly4AAA4efIkBAIBhEIhLCwsUFlZiadPn8Le3h5CoRBcLpeWTVdXlxqpmM7p/fv3weVyER4eDjMzM3zxxRcy8azl0b17d/z66680ndraWsycORNWVlbg8/l0NiA6OhqnTp2CUCjEmjVrUFBQAAcHB5ibm2PgwIE0XnjDYy2BqawNefbsGTVIScQbQOMZEk9PT2RlZdF6Onv2bFhYWMDDwwMXL16Ek5MT9PX16bfR8fHxGDVqFLy8vNC/f3+sX78eK1euhLm5OQYNGiRjNROJRBAIBBgzZgwdGY4bNw7ffPMNXFxcMG/ePHA4HLx69QoAUFdXB319ffq3BB0dHTg5OdG6YG5uTmN6JycnY8KECQDEIgtJdDFjY2OZGOCdO3fGy5cvUVdXh8zMTPj4+AAQj5AldTY5OZlG6bK3t8fz589RUlICAHBycmIM3WlqasoYCS45ORkBAQFo1aoVDAwM0LdvX+Tk5DRab+3atQgPD6chblVVVeHv74+uXbsyXhMA4Ntvv8WECRPg4uICQ0NDbN68GQAQEBCA1NRUmra/vz8OHz4MHR0d2NnZNWlWu3v3LlxdXSEQCGBhYYHCwkLGNrR27VrMnz+fbhcfH48ZM2YoTJvl80LpYCZHjhzB8+fPP+rOe/ToQUMLNofs7Gxs374d2dnZqKurg5WVFZycnODo6Ii4uDhMnToVV65cQU1NDWpra5GVlQUHBwcA4k7HyckJMTExmDlzJjZv3kxDIkpYuHAhrK2tkZKSguPHj9POecOGDVi3bp3S09q7d+/GrVu3kJeXh5KSEqp0vHjxIo4cOYLs7GxoaWnJXAgJIcjOzkZKSgqWLl1KVXbZ2dm4ceMGWrVqBZFIBC8vL+jo6DSZh+rqakRFRSElJQVdunTB9u3bsXDhQmzcuFGpMnTr1g0eHh7o168fBg8ejOHDh8Pf3x+qqqqIjIzEnDlzYGNjg8LCQnh5eeHGjRtYuXIlNm7cCGtra1RUVEBTUxN//PEHhg8fjrlz56Kurq7RFKK8c6qtrY07d+5g586d4PF4GDVqFA4cOKCUnMDIyAjv379HaWkpkpKS0K1bN2RnZ6O6uho2NjZwd3dHTEyMzDl99+4dTpw4AU1NTeTn52PChAmNxB7SMJW1ITNnzoSjoyNVkoaGhqJ9+/YK815eXg53d3esXLkSw4cPx+LFi5Geno68vDxMnjwZQ4cOBSC2VV25cgUVFRUwNDTE6tWrkZubi+nTp+OPP/7AtGnTMGbMGBrnPTo6GgkJCXTKvaCgAOnp6VBVVYWmpiZ27NiBadOm4dixY03GsX79+jUOHz6MOXPmAJDVTLZq1Qpt2rRBWVkZOnToQLeR3Jzp6emhuLgYXbp0obH15ekvpZd17dpV4XFj4unTpzLyFUlaDcOu3rhxg4pgGiLvmgAA169fx7lz5/DmzRtYWFhg2LBhiIiIwPr16zFs2DC8fv0aly5dwo4dO5TOc0BAABYvXozhw4ejqqoK9fX1WLt2baM2pK+vD0dHRyxfvhyAeMr/+++/b+YRYvmU+SxH0mfOnIGvry+0tbXRtm1bjBw5EllZWRCJRLh06RLKysqgo6MDkUiE3NxcnDlzhnbSWlpa9MZg4MCBjCNiaY2lu7s7ioqKlBZgNEwnMDAQampq6NGjB+zt7XH58mWkpaUhLCyMKiClL4QSU1HDvHl4eKBjx45o06YNLa8y3L59Gzdv3oSbmxuEQiFiYmJkLEPKkJCQgBMnTsDS0hIxMTGYNElsREtLS8OXX34JoVCIkSNH4vXr13j//j3s7Ozw9ddfY+3atXjz5g3U1NQgEokQHx+PJUuW4MaNG41uMOSdUwDgcDh09CnvnMmD/F+wnuPHj2PLli1UD1pWVkb1oNJUV1cjPDwcXC4XY8eOxa1btxSmz1TWhkRERODWrVsYPXo00tPTYWtr2+Q7FVpaWhgyZAgAscrS2dkZ6urqjfSXrq6uaNOmDbp37w4dHR1qwZJe79q1a3BwcACPx0NiYqKM/nLMmDE0ylZ4eDiNYS9P8SqhpqYG/v7++Oabb9CvXz8ATZvlnj59ipCQECQkJFAbnLz1m0qrOXyMtBRdE0aOHAlNTU1069YNjo6OuHTpElxdXXHr1i2UlpZi+/btckU/TLx+/RovX76k51JTUxPa2tqMbahHjx7Q1dXF5cuX8eLFCzx8+JA6w1n+O1B6JN2SEe/fBVOjA8TTb7169cK2bdtgZ2cHIyMjpKen4/HjxzAyMkJtbS1atWpF12dSQTKlL29/Lc0nkaO3k5SBKW9Mij0mfaK6uuwpJYSAz+crjGH+4cMHOsU3atQoLFq0qNE6fD4ffD4fgYGBMDExQXx8PB31Sx9TQDwF6O3tjdTUVIhEImRkZMDV1RUZGRlITU1FUFAQ5s2bh6CgIJl8yoNJf1lYWEhf3po2bRqjA/ju3bvQ1tZG586dQQjBL7/8gsGDB8us0/Alon/961/o06cP/vjjD9TU1DQ5W8FU1k2bNuHo0aNQV1eno63evXsjLCwMYWFhGDBgAG7fvq1Qfyl9TJXRXypaLzg4GEeOHAGXy0V8fDx9LAHI6i/19PTQsWNHnDp1Crm5uXB3d2esG+T/7FpcLhfTpk2j20s0kz169MCHDx9QWVlJZwzKy8sxbNgw/Pjjj3QE261bNzrtraamxqi/tLGxASCrxmwu8vSXe/bsoY+HEhISqP5y2LBhjdJQdE1gapsqKioICgrCjh07kJCQ0KxRNFOaAOS2IX9/f+zatQt6enrw9fVt8c0My6fJZzmSdnR0xP79+/H+/XtUVFQgOTmZjpQdHR2xatUqODo6wsHBAXFxcWhuaFNpjWVaWhp0dXVlLmbNSScxMRF1dXUoLi7G2bNnYWlpCXd3d2zatIlO+TZ87sfE8ePHUVZWhnfv3iE5ORl2dnbo0aMHioqK8Pr1a1RVVck8A5NgamqKp0+fIjs7G4C4Q5YeSQHiDkGiAWzYQb958waZmZn0b4n+EgDc3NwQFxcnswwQT6Hy+XzMmzcP5ubmuHPnDh49eoQePXpg0qRJCAkJofpJ6WMl75wyoaenR/MsMShJ8+LFC0yZMkVGf/nLL7/QjuvOnTt4//49o/6yZ8+eUFFRwdatW5u8QWMqa0xMDK5evUo76KNHj9L9Ss5Xr169oKenh9zcXBBCUFhYyPic9GNQWVmJHj16oKampsnOIjw8HEFBQRg7dixUVVUZ68a8efNQVVWFVatWyWwrrazctWsXfSekuroaI0aMQHh4OH3+DIhvuBwcHLB//34AsspMibISEI9iu3fv3qKpbklaO3fuxIcPH1BQUIBHjx5h4MCBGD16NC2bUCjE9OnTsWnTJnreCCHYunUrSkpKFF4TDhw4gOrqarx8+RJnzpyBpaUlACA0NBQrV66EpqZmIze6Ijp27IguXbrg4MGDAMQ3b+/evZPbhkaPHo19+/YhMTGRfoHA8t/DZynYsLKyQkBAAL0jnzJlCp0OdXBwwMqVK2FtbQ0tLS1oaGgovNgzsXTpUoSGhoLP50NHRwdbtmxRaruIiAg6sujfvz9Onz6NCxcuQCAQQEVFBatXr0a3bt3g5eWFvLw8WFpaQkNDA8OHD2/yOZK9vT0CAwNRUFCA8ePH05eY5s+fD5FIBH19fZiamjbarnXr1tizZw8iIyOp6/abb76BmZmZUmUihGDFihWYOHEitLS0oKOjQ1+OiYuLw5QpU7BlyxbU1tbCxcUFcXFxWLVqFc6cOQNVVVXw+Xy4u7vjjz/+wOrVq6GhoQEdHR388ccfMvuRd07v37+vVD4B8edBks/zWrVqhQkTJiAqKgoAMHnyZDx+/Jget27duiE5ORnm5uaoq6uDQCBAeHg4pk2bhtGjR2Pnzp1wc3OTGakywVTWhhw5cgRRUVHQ1NSEiooKYmNj0bVrVzg5OaF3795Un8n0YtrHYOnSpbCyskLfvn3B5XIVvnjn4+ODsLAwxpkJQOz+/vHHH2FiYgILCwsAQFRUFEJDQzFp0iSMGzcOHA4HXbp0oZ+27dy5E+fOnUNZWRk2bdoEQKwE5fGSHTlHAAAgAElEQVR4WLlyJQICAhAdHQ1LS0u63+HDh+PIkSMwMDBAmzZtZFSyY8aMQVZWFkpLS6Grq4sffvgBISEh2L17N2bMmIGSkhJ4eHjA0tISqampEAgEGDlyJExMTKCuro5ffvmFUaTRq1cv7NixA1FRUSgtLYWKigqcnZ3h5+en8JogEonwxRdf4MmTJ1iyZAm6d+9O0zMyMmr0/oSuri7evXuHmpoa7NmzB+np6TA2NkZoaCiioqIgFAqxfft2TJ48GQsWLECrVq2wd+9epKenM7ahzp07g8PhoKCggJ4Tlv8eWMEGCwsL5cKFC5g3b95H+8b+v51vv/0WXbp0YfzmubKyEjweD3l5eWjbtu0/kDuWzwVWsMHCwtIky5Ytg7+/P31TmKXlHDt2DCYmJpgxYwbbQbP8JdiRNAsLCwsLyz8IO5JmYWFhYWH5DGE7aRYWFhYWlk8UtpNmYWFhYWH5RGE7aRYWFhYWlk+UT76TXrZsGczMzMDn8yEUChXGUWYiJSUFMTExf1PuxJGKpKMu/RUuXLgAa2trqjRcvHjxR0kX+P+hKT8Genp64PF44PF4MDU1xbfffovq6mqF25SVlVH5SVMMGjQIgPibXC6Xq3S+iouL4eXlRZWakvjWnytBQUEwNjYGl8tFWFiYjMYxMjISHA4HfD4fV65cASDWabq4uMDExARmZmb4+eefaVqvXr3CkCFDYGhoiCFDhuD169d02YoVK8DhcGBsbEylGIBYd9qnT59GUdcyMzNhYWEBdXX1RsrWx48fw93dHSYmJjA1NZUbwvXu3bsYOnQoOBwOTExM4Ofn1yzxizJ4enqiQ4cO8PLy+qjpsrD8R2moxZL+90+rKs+dO0dsbGxIVVUVIYSQkpISqkxUBmX1e3+FLVu2UD3fX8XIyIhcvXqVEEJIbW0tuXnz5kdJ92PTr18/UlJSQggRq/cCAgJIcHCwwm0ePnxIzMzMmrWf5m4zadIkEhsbS//Oy8tr1v7+EzSnTqamppL6+npSX19Pxo4dS3755Rf6u6enJ6mvryfnz58nVlZWhBCxajEnJ4cQQsibN2+IoaEhrUOzZ88mK1asIIQQsmLFCjJnzhxCiFjvyOfzSVVVFXnw4AHR19cntbW1hBBCzp8/T4qKikibNm1k8vXw4UOSl5dHxo8fTzWTEpycnKi68u3bt6SysrJRud6/f084HA5JSUmhv508eZJcv35d6WOjDGlpaSQlJYUMGzbso6bLwvKx+WxVlc+ePUOXLl1o1KcuXbrQ+L16enqYO3curKysYGVlRSNThYSEYObMmXBxccHcuXNlRrohISGIjIzEoEGDoK+vT0cB9fX1mDp1KszMzODl5YWhQ4fSZdHR0TA1NQWfz8esWbMU5lde+hkZGXB2dsbo0aMxYMAABAUFMYabfPHiBXr27AlAHDJREkGssrISYWFhEIlEMDc3R3JyMgCxAcnKygpCoRB8Ph/37t1DZWUlhg0bBoFAAC6Xi6SkJACAs7MzDXcoMUpxuVzMnTuX7l9HRwcLFiyAQCCAjY2NUiMbHR0dbNiwAQcOHKDhTVeuXAmRSAQ+n4/vvvuOHseCggIIhULMnj0bFRUVGDx4MCwsLMDj8WiZJGk2hKmsDZFWQgLieOOS4y89mpo2bRoSEhIAiOvR/PnzYWtrC0tLS1y5cgUeHh4wMDDAhg0b6PZOTk7w8/ODkZERoqOjsX37dlhZWYHH46GgoAAAcPDgQVhbW8Pc3Bxubm70+C1evBiTJk2Cu7s7goOD4eDgQEOoAmJJx7Vr1xqVZ+jQoTQOtJWVlYwSMjg4GCoqKrCxsUFZWRmePXuGnj170ohTbdu2hYmJCbVKSWskGyohx44di9atW6N///7gcDg0hKyNjQ2tj9Lo6emBz+c3itp169Yt1NbWUjGIjo4OtLW1G22/Y8cO2NraUoEEALi4uNBoaKGhoeDxeDA3N6dBVRISEjBixAh4enrC2NgYS5YsASC2U0nPGCxYsABr1qwBAAwePLjJb5SLi4vh4+MDgUAAgUCAc+fOMbahI0eOwM/Pj26XkZEhk38Wlr8LpcOCLrz3J25UvG96xWbA1dHC94a6cpe7u7tj6dKlMDIygpubG/z9/anLFgDatWuH7OxsbNu2DV9//TUOHToEQDyVlpaWBjU1NXoxlvDs2TNkZWUhPz8f3t7eNO5tYWEhrl+/jhcvXsDExARhYWF49eoV9u/fj/z8fKioqFA/ryKY0geA3Nxc3Lx5E7169YKdnR3Onj0Le3t7mW1nzJgBY2NjODs7w9PTExMmTICmpiaWLVsGV1dXbN68GWVlZbCysoKbmxs2bNiAqKgoBAUF4cOHD6irq8Phw4fRq1cvGse7vLxcZh9FRUWYO3cucnJy0LFjR7i7u+PAgQMYOXIkKisrYWNjg2XLlmHOnDn47bff8O233zZZ5nbt2qF///64d+8eysvLce/ePWRnZ4MQAm9vb2RmZiImJgY3btygnVNtbS3279+Pdu3a4eXLl7CxsYG3t7dcOQBTWRvy1Vdfwd/fH+vWrYObmxtCQ0OVkjL06dMH58+fx4wZMxASEoKzZ8+iqqoKZmZmVPGYl5eH27dvo1OnTtDX10dERASys7Px888/Y+3atYiNjYW9vT0uXLgAFRUVxMfH46effsK//vUvAOLvILOysqClpYWtW7ciISEBsbGxuHv3Lqqrq+kNBRM1NTX4/fffaWckT+Mo3aEWFhYiNzeXGpGKi4vp8p49e1KP+tOnT6nEQjqtlnD37l106NABo0aNwsOHD+Hm5oaYmJhG9qcbN27IjacviQV//fp15Ofnw93dHXfv3gXw/3WtEiPUsGHDEB4ejlGjRiEqKgr19fVITEykNxnKEBkZCScnJ+zfvx91dXWoqKjA0aNHG7WhNm3aYPLkyaisrESbNm2QlJTExslm+Y/wSY+kdXR0kJOTg40bN6Jr167w9/eX6XQDAgLof8+fP09/HzNmjFwt3MiRI6GqqgpTU1M60snKyqLKvh49esDFxQWAuPPR1NREREQE9u3bxzgqUCZ9QBybWldXF6qqqhAKhYzP6hYtWoTLly/D3d0dO3bsgKenJwCxXCMmJgZCoRDOzs6oqqrC48ePYWtri+XLl+PHH3/Eo0ePoKWlBR6Ph7S0NMydOxdnzpxp5C2+dOkSnJ2d0bVrV6irqyMoKIgKNFq1akVHnH9FCXn8+HGYm5vDwsIC+fn5jKNeQgjmz58PPp8PNzc3PH36VOHInamsDfHw8MCDBw8wceJE5Ofnw9zcHCUlJU3m3dvbG4BY72htbY22bduia9eu0NTUpDdmIpEIPXv2ROvWrWFgYEBjdEsrIf/88094eHjQmNTSIhNvb2+a5zFjxuDQoUOoqanB5s2b5cbJljB16lQqjJEcu4ZI39xUVFTA19cXsbGxaNeuncK0m0qrOdTW1uLMmTNYtWoVLl26hAcPHjS6SW4KaSXkgAED0K9fP9pJDxkyBJ07d4aWlhZGjRqFrKws6OnpoXPnzsjNzaX1rnPnzkrv7+TJk9Straamhvbt2zO2IXV1dXh6euLgwYOora1FamoqlYGwsPydKD2SVjTi/TtRU1ODs7MznJ2dwePxsHXrVnpRk76YSP+/ImOVtDBBcoFiulABgLq6OrKzs5Geno7ExESsW7cOJ0+eVJhfpvQb/i5PkQkABgYGmDJlCiZOnIiuXbuitLQUhBDs3bu3kUnHxMQE1tbWSE1NhYeHB+Lj4+Hq6oqcnBwcPnwY8+bNg7u7u4zZSl5ZAUBDQ4MeR0ke6+rq6KjH29sbS5cubbTd27dvUVhYCCMjIxBCMG/ePEyePFlmnYYd/vbt21FSUoKcnBxoaGhAT09PofghMDCwUVlv376N3377DQDoDEKnTp0QGBiIwMBAeHl5ITMzE927d5erhAQgo3dsqH6UnCdllJDTp0/HzJkz4e3tjYyMDJkX/6TrpLa2NoYMGYLk5GTs2rWLPobw8PBAcXExLC0tER8fDwBYsmQJSkpK8Ouvv9Lt5akXAfGo29fXF0FBQdRNDgDdu3enU+LPnj1Dt27dmkyruejq6sLc3Bz6+voAxDesFy5cAJfLpfVh6dKlMDMzw+nTpxnTUFQ/mZSQgPilyISEBDx//hxhYWEtyrs0RkZGjG3I398fcXFx6NSpE0QiERvuk+U/wic9kr5z547MKExakwiAPm9NSkqCra1ti/djb2+PvXv3or6+HsXFxcjIyAAgHpGUl5dj6NChiI2NlXmO+HeQmppKL1L37t2DmpoaOnToAA8PD6xdu5YukyjqHjx4AH19fURGRsLb2xvXrl1DUVERtLW1MW7cOMyaNYu++SvB2toap0+fph7fnTt3yjxCaIiamhrV+TF10BUVFZg6dSpGjhyJjh07wsPDA5s3b0ZFRQUA8XTqixcvGJWQ3bp1g4aGBk6dOoVHjx4pPDZMZf3qq69o3nr16oWTJ0/i3bt3AMQ3DgUFBejbty/69euHW7duobq6GuXl5UhPT2/qVLSI8vJy9O7dGwBkrE1MREREIDIyEiKRCJ06dQIgjvd89epV2kHHx8fj2LFj/4+9946L4vgf/59IUSxBjdiCERWQcnccKE0UKQo2VCxgRSBojBprjDX2FjVqjEbfRkVj1ySoSRQNWCIWmmJDDLaY2KJiw4IC+/vjvjc/yh2CIQnJZ5+Ph4+H7O3uzOzu7OzMzr6ebNmypcD7X63GUZIkTpw4gZmZGfXq1ROeZzs7O0aPHl0gvfwaycJKyK1bt5Kdnc3Vq1fJyMgQ/ujS4uLiwoMHD8ToxYEDB7C3t8fNzU2cp86dO9OnTx+OHTtWQK0aExPD2bNnCyghf/nlF65fvy4eTn/66ScyMzN5/vw5O3fuxNPTE9CYu2JiYkhKSiIgIKBUefbz82PFihUA5Obm8vjxY711yNvbm5MnT/LVV1/JQ90yfxvlWlWZlZXFhx9+yMOHDzEyMsLKyopVq1aJ37Ozs3FzcyMvL48tW7a8cTrdu3cnLi4OhUKBjY0Nbm5umJmZ8eTJE7p06cKLFy+QJInFixeXRbH0smHDBkaNGkXlypUxMjJi06ZNGBoa8sknnzBy5EhUKhWSJGFpackPP/zAtm3b2LhxI8bGxtStW5cpU6aQlJTE2LFjqVChAsbGxuIGpKVevXrMnTsXHx8fJEmiQ4cObzRsp90+Ly+PoKAgPvnkE0Azj+DChQvioUmr1GvSpAmenp4oFArat2/PuHHjCAwMpHnz5qjVamxtbYtNT1dZC5OSksKwYcMwMjIiLy+PyMhIob4MDg5GpVJhbW2Nk5NTqctbEqZNm0bPnj155513cHd35+rVq3rXbdasGW+99Rbh4eF61xk8eDANGzYUx7Jbt25MmTKFDh06sGfPHqysrKhcubLQJh49elQoILXayzlz5tChQwfGjx9PcHAwa9as4d1332XHjh0AODg4EBwcjL29PUZGRixfvly8Kvr444/ZvHkzz549w8LCgsjISKZNm0ZSUhJBQUE8ePCA77//nqlTp3L+/HkMDQ1ZuHAhfn5+SJJEs2bNGDhwYJFymZqa8sMPPzBy5EhGjhyJsbExKpWKzz//nCFDhjB48GCUSiVGRkasW7dOjFq0bNmS/v37c+nSJfr06SO8zSYmJvj4+FC9evUCr7latWpFeno6WVlZWFhYsGbNGgICApgyZQrNmzenc+fOfP755wwaNIg1a9ZgaGjIihUrePz4sc46ZGhoSKdOnVi3bt1rH8JkZMqKf61gw9LSkuTkZGrVqlUm+8vKyqJq1arcv38fV1dXjh49St26dctk3zIyhbl58ybe3t6kp6frdBvLFGTdunUkJyezbNmyIr/l5eXh7OzMjh07sLa2/gdyJyPz55AFGyWgU6dOqNVqWrVqxSeffCI30DJ/GV9//TVubm7Mnj1bbqD/JGlpaVhZWeHn5yc30DL/Sf61PWkZGRkZGZn/AnJPWkZGRkZG5l+I3EjLyMjIyMiUU+RGWkZGRkZGppwiN9IyMjIyMjLllHLdSN+/fx+1Wo1araZu3bq888474m+tzvCvorBasbCkQRdDhw5FrVZjb2+PqampyGthnV9xREdHs2DBAgAmT57MkiVLiqxz4cIFWrduLZSW2rCGZcGkSZOE1ODP0rJlS5o2bYpKpcLW1pbhw4cXiSVemLy8vBKrRQMCAnjy5Ak5OTlUr169xPnKysqiV69eQjLSqlUrEQTl38jo0aPFce7evXuBYzxr1iysrKywtbUlNjYW0AR66dChA02bNsXBwYFJkyaJ9V+8eEGPHj2wsrLCw8OD69evi9/WrFmDtbU11tbWbNy4USz//PPPadKkSZH49ufPn8fDw4OKFSsWuY4zMzPp1q0btra22NnZ6Y23ffPmTYKDg7GyssLe3p6OHTsKmU5ZMWDAAMzNzcW35TIy5YrCWqz8//5pVWV+pk6dKi1YsOBvS6+wJvHgwYMlVt69TrFYUl3hpEmTpMWLFxdZ7uvrK/3www+SJElSXl6edObMmRLt7+/G09NTOnXqlCRJkpSdnS2NGDFC8vX1LXabV69eSWZmZqVKp7TbzJgxQxo7dqz4+8KFC9LLly9LleZfTWmUljExMWL90aNHSxMnTpQkSaPqdHJykrKzs6VLly5JVlZWUm5urvTkyRPp0KFDkiRJ0osXLyQPDw+hl/z888+FenXDhg1Snz59JEnSaGIbN24sPXjwQLp3755kaWkpPXz4UJIkSTp58qR07do16Z133pEePHgg8nX79m0pKSlJGjduXJHruE+fPlJUVJQkSZprQ7uv/OTl5UkuLi7SV199JZalpKRI8fHxJT42JeHQoUNSQkKC5OjoWKb7lZEpKf9aVWVxaHWGJdUI6tNI6lMmFlYratd9nW5SHy1btmTSpEl4eXmxbNkydu3aJbSG/v7+wkq0evVqRo4cWey+8isZDQwMUCqVgEZwMHr0aFxdXVGpVCK85I0bN2jZsiVqtRqFQsGxY8fIycmhf//+ojep1fv169dPaAx/+ukn1Go1SqWSgQMH8vLlS0ATo3natGk4OTmhUqmEAKE4TExMWLhwIRkZGUI8sX79eqGfHDJkCHl5eYwfP54nT56gVqsJDQ0FIDAwkGbNmuHg4CDKpM1HYTOZrrLqOn7a8J2gETkYGxtz6dKlAr2pefPmMWvWLEBz/kaPHk2rVq2wt7cnOTmZoKAgrK2tRYzuS5cuoVAoiIiIwMHBgdDQUPbt20eLFi2wsbERMbpPnDiBh4cHTk5OeHp6itC3q1evplevXnTq1In27dvTu3fvAqEzQ0JC2LNnT5HyBAQEYGSkCR7o7u5eQGnZu3dvTExMaNKkCe+++y4pKSlUrVpVhIKtWLEiTk5OBbbRKi2Dg4PZt28fAHv37qVdu3ZUr16dt99+G19fX/bv3w+Ak5NTgXC9WurUqUPz5s1F3rRkZmaSkJAgYvCbmJgUEcGA5vqrWrUqkZGRYpmzszOenp7k5eUxevRoFAoFSqVS1OfY2Fh8fHzo2rUr9vb2DB06FEmS+N///ifqMcCKFSv4+OOPAWjdurUIzaqPJ0+eMGDAAJRKJSqVip07d+qsQ2fPni0wynfp0qW/LMKdzP8NSh4WdO94uH22bFOvq4T2JRvaLI6SaARBt0ayUqVKOpWJhdWKhw4dKpFusjgeP34sjFMPHjwQasaVK1fy2Wef8emnn5ZoP6NHj8bLywtPT0/8/f0JDw/HzMyMVatWUbt2bRITE8nOzsbd3R1/f3+2bNlCYGAg48aNIzc3l+fPn5OSksK9e/c4e1ZzTgs3ds+ePSMiIoJDhw7RpEkT+vbty6pVq4Sbu06dOpw6dYqlS5eyaNEi4V4uDiMjI1QqFenp6UiSRHR0NMeOHcPIyIhBgwaxdetW5s2bx+rVqwvESV+/fj01a9bk2bNnNG/enO7du1OjRg2daWzcuLFIWQvz3nvv0a5dO7Zt24afnx8DBgzAysrqtfk3NTXlyJEjfPbZZ3Tt2pWUlBTMzMxo3LixeLC6ePEi27dvx9bWFmdnZypWrMixY8f49ttvmTdvHt988w12dnbEx8djaGhITEwMkydPFnHojx8/TmpqKjVq1CAuLo4VK1bQsWNHHjx4QFJSEps3by42j2vXrhWN7I0bN/D29ha/aTWU2lCpoLkO9+zZIxqs/BpMExMTqlSpwsOHD/XqMd+EK1euYG5uTmhoKGfPnsXFxYUlS5YUscwVp7TcsWMHaWlpnD59mrt37+Li4oKXlxcACQkJpKWl0aBBAyEy6dOnD2q1mrlz52JkZERUVFSpDF3Tpk3D3Nycs2fPIkkSDx8+1FmHqlevzuPHj7l+/TrvvvuurLSU+dP8a3vS+SmJRhB0aySlUigTS6KbLI5evXqJ/1+/fh1/f3+USiWLFi0qoDV8HZGRkaSlpdGjRw/i4uLw8PDg5cuX7N+/n6ioKNRqNW5ubjx8+JCMjAxcXFxYvXo106dP59y5c1StWhUrKysuXrzIiBEj2LdvX5GezIULF7C2tqZJkyYAhIaGigcMQBiW3lRpGRsbS1JSkojdffjwYTHqUZjFixfj6OiIh4cHv//+u971AJ1lLUyzZs24cuUKY8aM4d69ezRv3rxEowH5lZZKpZI6depQqVIlLC0tRU9U++5Ue521adNGbKM9Tg8fPqRbt24oFAo++uijAufe399fPID4+vqSlpbG/fv32bRpE8HBwXoVrKAxZlWtWlVcZ7pGevKbpF69ekVISAhjxowRPWF927xuX6UhJyeH5ORkhg8fzsmTJzExMRHzMEpKfHw8ffr0wdDQkLp169KyZUsxUuHu7o6lpSWGhob06tWL+Ph4qlWrhpeXF3v37hVxxu3t7UucXmxsLEOHDgU05a5Ro4beOhQcHMz27dsBTcz54ODgUpVNRiY/Je9Jl0GP96+iJBrBwutpbzqlUSaWVDepj/y6wqFDhzJx4kQ6dOhAbGxsiSdLaXnnnXeIiIggIiICW1tbLly4gCRJfPnll/j5+RVZ/9ChQ/z444/07duXCRMm0LdvX86cOcPevXtZunQp3377bQF5yeuG8rXHIv9xaNOmjRiN0NWzzsnJ4dy5c9jZ2XH9+nUiIiKYOXNmkXXyExsby88//8yJEycwNTWlZcuWxSotfX19i5S1YsWKYth63bp1qNVqqlWrRvfu3enevTuSJLF37166dOlSRGmZf6i2rJSWkyZNIiAggCFDhnDp0iXhDYeC14iBgQF9+/Zl8+bNrFu3TvSiQ0NDOXPmDO+++y67d+8GNJO69u/fX8DwVZyGUvp/xiyFQiFGR/JvU7duXV6+fMnTp08xMzPDwsKCEydOFNiXQqHQex6Kw8LCgoYNGwpBhtZ9fe3aNbp27QrAsGHDcHBw4IcfftC5j+Kuz+KUlosWLcLS0rJYsYm+9Arv9+2339ZZh0JCQujfvz8dOnTA1NRUqDtlZN6E/0RP+s+gT5lYWK34V6T7zjvvIElSqY06MTEx4oZ/8+ZNHjx4QP369QkICODLL78Uv128eJHnz5/z66+/UrduXQYNGkRYWBinTp3i7t27SJJEz549mT59ehGlpb29PRkZGVy5cgXQDCMXp7QETYOampqqs4F++fIl48aNEz3NNm3asH37du7duwdoZvJfv35dNIraMjx69IiaNWtiamrK+fPnSUpKKjYPusrao0cPoUpUq9XEx8eL4f3s7GwuXLhAw4YNqVu3rjieL168KPA+uCzJr7R83ZBreHg4CxYsoFKlSkLZ+PXXX5Oamioa6B9//JFFixaxe/duKlWqJLbt3LkzW7Zs4eXLl1y+fJlff/1VDB9PmDCBFy9esHDhwgLp5Vdabt++XYxKtWvXjr179/Lw4UPu379PXFyc+K20WFhYULt2bTFLOy4uDnt7eywtLcV5ioyMxN/fn8ePH7N27VqxbUJCAkeOHMHLy4utW7eSm5vLnTt3OHr0qGj0T5w4wfXr18nNzWX79u3ilZSnpyeXL19mx44dpR6C9vf3F3IPSZKEklNXHWratCk5OTnMmTNHHuqW+dOUa1Xl30Hfvn11KhPffvvtAmrFjh07lmm606ZNIygoCAsLC1xdXbl161aJt927dy8jRoygUqVKGBgYsGTJEszNzXn//fe5fv26mPxUu3Ztdu3aRVxcHIsWLcLY2FioI3/77Tfee+890UMo/D68cuXKrFmzhm7dupGbm4ubm5tO7eDrCAkJoWLFimRnZ+Pv7893330HaIZ/p06dSps2bcjLy8PY2JiVK1fy7rvv8t5776FSqWjevDmrVq1i1apVODo6Ymtri5ubW7Hp6SprYTIyMsRna3l5eQQGBtKlSxcMDAyYOHEiLi4uNG7cuFTDoaVh3LhxREREMH/+fHx8fIpdt379+tjY2BR4VVKYoUOHkpeXJ0ZQPD09Wb58OY6OjnTt2hU7OzuMjIz48ssvqVChAteuXePTTz/Fzs4OZ2dnAEaMGEF4eDiDBg2iX79+WFlZUatWLbZu3QqAubk5EyZMEA3hjBkzxPDuokWLWLRoEbdv38bBwYFOnTrxv//9j99//x13d3ceP35MhQoVWLhwIb/88guVK1fmiy++ICQkhFevXtGkSROdDysGBgbs2rWLESNGMHv2bExNTWnUqBFLlizB09OTEydO4OjoiIGBAYsWLaJ27doAtGjRgjFjxnD+/Hm8vb3FawqAHj16kJ6eXuD1Ts+ePYmPj+f+/ftYWFgwa9YswsLCWL58ORUrViQyMpKpU6cyZMgQFAoFhoaGzJw5EwsLC711KDg4mIkTJzJ37txiz6+MzOuQBRsyMuWYp0+folQqOX36NNWqVfuns1PuiY2NZdmyZeILhcK0a9eOCRMmvHZUSEbm70QWbMjI/AvZt28fdnZ2jBo1Sm6g/yT379/HxsaGGjVqyA20zCyYHCoAACAASURBVL+K//PD3TIy5ZWAgIACEb9kXk+bNm3EjPr8vP322yWawS8jU96Qe9IyMjIyMjLlFLmRlpGRkZGRKafIjbSMjIyMjEw5RW6kZWRkZGRkyinlupEuTlWplT38nTx//hxfX1+d+sl+/frRqFEj1Go1jo6OBXSP4eHhXLx48U+l/VfqFfPrMf8skydPFufJ2tqa7t27k56e/trt1q5dy+3bt1+7Xn6VZsuWLQvE+H4dM2bMwMHBAZVKhZOT02sDo5Rnvv76ayF78PT0FPGjAfbs2UPTpk2xsrIqcF5Lq7QESEpKQqFQYGVlxahRo8TygwcP4uTkhJGRUYHPnfLy8ggICKB69eoiepgWSZIYP348NjY22NnZsXz5cp1le/XqFR9//DFWVlYoFArc3NyE6KOs0KfXlJEpdxTWYuX/939ZVamLI0eO6FUt9u3bV4qOjpYkSZL2798v2dralmna/wa9oiQV1Wtu3rxZqlu3rnTv3r1it8uvtSwppdnm559/ljw9PaXs7GxJkiTpjz/+kG7evFmq9P5q8vLypNzc3BKtGx8fL7SQu3fvllq0aCFJkiS9fPlSatSokXTt2jXpxYsXkkKhkC5evChJUumVlpIkSc7OzlJiYqKUl5cntW3bVigtr1y5Ip05c0bq3bu3uO61ZYiNjZWio6OlLl26FMjzqlWrpPDwcCkvL0+SJEm6c+eOzrKNGTNGCg8PF+fq5s2b0o4dO0p0XEqKPr2mjMw/wX9SVTl//nwUCgUKhYIvvvgCgDlz5vDll5rvwD/88EMRtnDfvn2EhYWRk5ND9erVGT9+vBA2aBWR+bl37x6dO3dGpVLRokULzp07x82bNwkLCyM5Ofm1cg0PD48ChqD8Pb4ff/wRZ2dnHB0dRf50pVcYfXpF0K181KeiXLx4Mfb29jg6OtKvXz+goB7z6tWr+Pj4oFKpaNu2rRBH9OvXjxEjRgjVZ3R09OtOEQC9e/fGx8dHRK5KSkqidevWNGvWjPbt23Pnzh22bdtGamoqISEhYpRk6tSpuLi4oFAoGDx4sIjVnF+lqUVfWQsfP3Nzc0xMTABNBK169eoBBZWXJ06cEJ/wTJ48mbCwMPz9/bG0tGTnzp2MGTMGhUJBx44dRehSCwsLJk2ahLu7Oy4uLpw8eRJ/f3+aNGnCV199BWgMaL6+vjg7O6NSqURMaq3ecvDgwTg7OzNz5ky9SsX8eHp6Ur16daCgnvLEiRPY2dnRsGFDKlasSHBwsNCvllZp+dtvv/HixQtcXFwwMDCgf//+4tg3atQIpVJJhQoFbyEGBgb4+fnpFJusWLGCKVOmiBjY2ghh+Xny5Anr1q1j6dKl4lzVq1ePHj16AJrwtNrzPHHiRABRr0eNGoWzszNt27bl/v37XLx4EVdXV7HvCxcuiL/16TULM2fOHJRKJY6OjkyaNAkoWodyc3Np2LAhjx8/BjQdn8aNG4uQtzIyf4YSfyd9e84csi+8ftiyNFS0s6Xu/6topSExMZFNmzaRmJhIbm4urq6utG7dGi8vL5YvX86QIUM4efIkr169Iicnh/j4eFq1agVo4ia3bt2aefPmMXr0aNauXcv48eML7P+TTz7Bzc2N3bt3s3//ftE4r1y5sthoRlpiYmKKDPUB3L59mw8++IAjR47QsGFDMjMzi00vP/r0iufOndOpfGzSpIlOFeX8+fP59ddfMTEx0TnMN2TIECIjI4WacuTIkWJo/48//uDo0aOcPXuW4OBggoKCSnK6cHZ2Jj09nezsbEaMGMHu3bupVasWmzZt4pNPPmHVqlV88cUXLFu2TIQ0HTFiBNOnT0eSJPr06UNMTAzt27fXuf/XaTdBE2lq1qxZNG3alDZt2tCrVy9xTRTH1atXiYuL4/Tp07Rq1Ypdu3bx2WefERgYSExMDJ06dQLA0tKSEydO8OGHH/Lee+8RHx9PVlYWjo6ODBw4EFNTU3bt2kW1atX4448/8PT0FNumpaURFRXFypUrhUu7NErFNWvWiGOjSyl5+vTpItuURGmZm5tbZnpK0BzLjRs3snPnTmrXrs0XX3whLGtaMjIyaNSokc5G/vfff2fy5MkkJydjZmZGmzZt+OGHH2jXrh2PHj3C3d2dxYsXM2XKFGbOnMmSJUuoVKkS586dQ6FQEBUVVSqxxvfff8/evXtJTEzE1NRU1NfCdcjQ0JBOnTqxa9cu+vfvz7Fjx7CxsaFWrVpvfKxkZLT8K3vSR44coXv37lSuXJlq1arRtWtX4uPjcXFxISkpiYcPH1K1alVcXFw4deoUR44cETdkU1NTcUPTp1mMj4+nf//+gCaw/s2bN3n69Olr8zVq1CgaNWpEeHg4EyZMKPL78ePH8fHxEU/wWtF8SdLTp1fUp3zUp9FzcHCgX79+bNq0SfTE85OQkCDiRIeGhnLkyBHxW9euXTEwMEClUpXqZq3tBV+4cIHz58/Tpk0b1Go18+bNK2Bpyk9cXByurq44Ojpy+PDhYlWer9NuArz11lucPHmSlStX8vbbb9OjRw82bNjw2rx36NABIyMjlEolAG3btgWKalDzayzd3d2pUqUKderUoUKFCmRlZSFJEuPGjUOlUuHv789vv/0melpNmjQRjufSKhVjY2PZsGGDiBEtlUApWVKlZUn2VRpevHhBtWrVSE5OJiwsjMjIyFJtn5CQgK+vL7Vq1cLY2Jg+ffoIfaqRkRE9e/YENKMt8fHxgObhNioqipycHHbs2EHv3r1LnF5sbCwRERGYmpoC/3991VWHQkJChBN869atslhDpswocU/6TXq8fxW6bh6g0QTWr1+fr7/+Gk9PT2xsbIiLi+P69evY2NiQk5MjhtBAv26y8P71pVeYxYsXExgYyOLFiwkLCyMhIaHIfnTd5Eqani69oiRJOpWPgE6N3r59+zh8+DC7du1i1qxZOofW9aFL9Tl+/HhiYmIwMjIq0vvXcurUKVq2bIkkSahUqgINvy6ePXvGsGHDOHnyJO+88w6TJ08uVk+pSxk4ceLEAtrDyMhIjIyM8PHxwcfHB3t7e7Zt20b//v0xMjISisrC6eRXTea/dvRpUPVpLLdu3cqjR484efIkRkZGWFhYiLTy6ylBt1Jx6dKlwga1f/9+ateuTWpqKu+//z779u0TDuri9JRQOqVl3bp1i91XaXnnnXfo3r07oNFTvv/++0BBxemCBQu4evUqT58+LXJciquH+vSUPXv2ZM6cOXh6euLh4SFeEZQEffVVVx1q1aoVYWFh3L9/n927d+usjzIyb8K/sift5eVFdHQ0z58/Jysri127domespeXFwsXLsTLy4tWrVqxfPlySisJ8fLyYtOmTYDmadrCwqLIDUMfhoaGjBkzhmfPnhW4EYLmPeKBAweEDlM7fFaS9PTpFfUpH3Vp9HJzc/n999/x9fVlwYIF3L17t8gMcXd3dyGs37hxI15eXsWWd968eaSmpuptoLdv387BgwcJCQnB3t6eGzdukJiYCGj0ldoecn416PPnz6lQoQK1atXiyZMnfPvtt8XmQVdZC2sPL1y4INSIAKdPnxYjGpaWlqSkpAC8Nq03RatENTIy4qeffip2JEKXUnH48OGiPLVr1+batWv06NGDzZs3Y2VlJbZ1d3cnLS2NX3/9lezsbLZv3y56+aVVWjZo0ICKFSuSlJSEJEls2LCBLl26vPEx6Nq1KwcOHAA0s8O1xrn8itNq1aoRGhrKyJEjefXqFaDRsW7atAl3d3cOHjzI/fv3xYOPNg73q1evhGFt8+bNQk9ZuXJlfH19GTZsWKkd0v7+/qxZs4bnz58Dmvqqrw4ZGBjQpUsXRo4ciaOjY6keBmRkiuNfGbvb1dWV3r17iyHCDz74QAxHtmrVigULFuDm5oapqSnGxsYleveYnxkzZhAeHo5KpaJq1apERUWVansDAwMmT57M/PnzhT4QoE6dOqxYsYIuXbogSRL169dn7969JUqvOL2iLuWjoaFhEY1eTk4Offr04cmTJ+Tl5TFu3Lgi4oZly5bx3nvvMXfuXOrUqVPqsgMsWLCAdevWCYPTwYMHefvttwH45ptvGD58OE+ePCEnJ4cxY8bg4OBAeHg4kZGRmJqakpiYyIABA1AoFDRs2PC1esrXaTdB8wnb8OHDefToEYaGhjRt2pRVq1YBGm3owIEDqVu3boGJRmVJ//79hRLV2dkZa2vrYtfXpVTMz7Rp08jMzBS90YoVK5KQkICxsTFLly6lbdu25ObmMmjQIOGhLq3SEjSTvcLCwnjx4gWdOnUSw/3Hjx+nZ8+ePHjwgJiYGKZMmcKZM2cAzcTJS5cukZWVhYWFBevXr8fPz4+JEyfSt29fFixYQLVq1cTxL8y8efOYOHEidnZ2mJqaUqVKFaGGnDFjBt7e3kiSRGBgoJjAZ2ZmxsmTJ5kzZw41a9YUQ8+g0dHu2bOnQF3Up9dMSEgQ8wM6derE6dOnad68OcbGxgQGBjJ58mS9dSgkJAQPDw+delQZmTdFVlXKyJRDZKViycnJyaFWrVp6v3eeN28e2dnZTJ069W/OmYxMyShOVfmv7EnLyPxXuX//Ph4eHjRr1kxuoMuAwMBAfvvtNzHMLiPzb0NupGVkyhGyUrH0GBkZ6e1Ff//9939zbmRkypZ/5cQxGRkZGRmZ/wvIjbSMjIyMjEw5RW6kZWRkZGRkyilyIy0jIyMjI1NOKfeN9O3bt+nVqxdNmjTB3t6eDh068Msvv3Dz5k0RdD81NZU9e/aUSXrZ2dkibGX+by1Pnz4t4koDbNmyhcqVK4uAC2fPnkWlUv3p9A8dOiRiOq9bt45hw4b96X2C5rvahQsX6lyuVUsqFAp2795dqv2WJI937tyhU6dOODo6inNYVqxcuZKvv/66TPYVFhZGo0aNcHR0xMbGhtDQ0BKFP12yZEmJtKGRkZGkpaUBmgAqJRUw5OXlMXz4cBQKBUqlEhcXF65evVqibcsjixYtwt7eHpVKhZ+fnwjuAxpZjLW1NdbW1qxfv14s79u3L02bNkWhUBARESHqnSRJDB8+HCsrK1QqFSdPnhTbxMTECGXnvHnzxPIdO3bg4OBAhQoVCgThuX//Pj4+PlStWrXINf3y5UsGDRqEjY0Ntra2eoPeZGVl8f7779OkSRMcHBzw8vIqEnnwzzJp0iQaNGigM765zH+Pct1IS5JEUFAQ3t7eXL58mbS0NObMmcOdO3eoX7++ED+UZSN96tQpXr16JaxMWpRKJb/++quIinXs2DFsbW05deqU+NvT07NM8vB3M2rUKFJTU9mxYwcREREiRObr0BVSVRdTpkyhbdu2nD59mrS0tAI3zD/L4MGDCQ0NLbP9LViwgNOnT3Px4kWcnJzw8fF5rbu8pI306tWri43DrY9t27Zx8+ZNzpw5w9mzZ4mOji53Ea1yc3NLvK6TkxPJycmcOXOGHj16CMtXZmYm06dPJyEhgcTERKZPn86DBw8ATSOdnp7O2bNnef78OatXrwZg7969ZGRkkJGRwapVq0TAn9zcXIYOHcrevXtJS0tjy5Yt4gFJoVDw3XffFYmmV6lSJWbOnKnzYXb27NnUrl2bX375hbS0NL2fx0VGRlKzZk0yMjI4f/4869atK3MbVmBgoIjaJ/Pfp1w30gcPHsTY2JjBgweLZWq1mlatWnHt2jUUCgUvX75kypQpbNu2TfR+ra2tuXv3LqDphVhZWRWpKJmZmXTt2hWVSoW7uztnzpzhjz/+oF+/fqSmpqJWq7l8+bJYv0KFCri4uIin4pSUFIYOHcqxY8cATSPdokULQCOHcHJyQqlUEhERQXZ2drHLY2JisLW1pWXLliK0YWG+//573NzccHJyok2bNty5cwfQ9IQjIiLw9vamcePGBTSNs2fPFtanixcvvvZ4ayNO3bt3r9j0Bg0ahL+/f5HG8ccff8TDw6PIsb516xYWFhbi7/wjDgsWLMDFxQWVSiWCTTx9+pSOHTvi6OiIQqEQIxrjx48XPbCPPvpI5Ed7U01NTcXd3R2VSkVQUJC4wXt7ezNu3DhcXV2xsbF5bexw0ESNGzVqFHXr1mXv3r2AJma2h4cHzs7O9OzZk6ysLJYuXcrNmzdFTHDQRMBr3rw5Dg4OBQJoeHt7Fwmfqq+shY9fvXr1RBQwCwsLEas7f2/qm2++ISwsDNCMCnzwwQf4+PjQuHFjDh8+TEREBHZ2dmId7fbjxo2jWbNmtGnThsTERHEtaUdVrl27RqtWrXB2dsbZ2Vlc84cOHcLHx4c+ffqgVCr55JNP+Pzzz8W+J02apFMb6uPjQ+XKlYGCysx9+/bRtm1batasSY0aNWjbti0xMTGARnRiYGCAgYEBrq6uBTSboaGhGBgY4O7uzsOHD7l16xaJiYlYWVnRuHFjTExM6NWrl1B22tnZiShs+alSpQotW7YsEDJVy9q1a4U0RxuytjCXL18mISGBWbNmiXPVuHFjOnbsCGhGELR63SVLlohja2try4ABA1CpVPTo0UOEFM5vmfvpp5/o1q2bOGZazao+cnNz+eijj1AqlahUKqHzLVyHHj16hKWlpXgwf/bsGQ0aNBAjFTL/PCX+TvrgulX88euVMk28dsPG+IQN0vv7uXPnXht328TEhBkzZpCcnMyyZcsASE9PZ9OmTYwcOZLY2FgcHR2LVKqpU6fi5OTEzp07OXDgAKGhoaSmprJ69WoWLlwofL/5adGiBceOHcPDw4MKFSrg7e3NhAkTGDlyJMeOHWPq1Km8ePGCsLAw4uLixJDpihUrGDx4sN7lAwcO5MCBA1hZWem157Rs2ZITJ05gYGDA6tWrmT9/Pp999pko78GDB3ny5AlNmzblgw8+4MyZM2zdupVTp06Rk5ODs7Pza49lQkICFSpUwNzcvNj0UlJSiI+Px9TUVGgUo6OjWbRoEXv27BENiJahQ4cSEhLCsmXLaNOmDeHh4dSvX5/9+/eTkZFBYmIikiTRuXNnfv75Z+7evUv9+vX58ccfAU3c68zMTKKjo0lPT8fAwEDnd7GhoaF88cUXtG7dmilTpjB9+nRxM8zJySExMZE9e/Ywffp0YmNjiz0WWrSaTU9PT2bNmkVsbCxVqlTh008/ZdGiRUyZMoVFixZx8OBBcY3Nnj2bmjVrkpubi5+fH2fOnNH7KiQmJqZIWQsTHBxMy5YtOXLkCH5+fvTr1w8nJ6fX5v3BgwccOHCA3bt3ExgYyNGjR1m9ejUuLi7iQfTp06d4e3vz6aefEhQUxOTJk/npp59IS0tjwIABdO7cmdq1a/PTTz9RqVIlMjIy6N27t3jYSExM5Ny5czRq1Ihr167RrVs3RowYQV5eHlu3bn1tj+91ms3CrxtevXrFhg0bxMOAvm10LX/TYWfttfbJJ59w6NAhmjRpwrJly6hTp06B9c6fP49arcbQ0LDIPlJSUoiKiiIhIQFJknBzc6N169bUqFGDixcvsmbNGjw9PYmIiODLL79kzJgxDB06lLt372Jubl5qzeaqVau4evUqp06dwsjIiMzMTJ11yMzMTJjmfHx8+P777wkICNBpyJP5ZyjXPek3JSIiQrynXLt2rc6LO78e0tfXl/v37+u8QebH09OTY8eOkZiYiIuLC02aNOHSpUvcvXuXrKwsGjduzMWLF2nUqBE2NjYADBgwgJ9//lnv8vT0dBo1aoS1tTUGBgb069dPZ9q///47AQEBKJVKFixYUEDd2LFjRypWrEitWrWoXbs2d+7c4ciRIwQFBVG5cmXeeustIVnQxeLFi1Gr1Xz00Uds27YNAwODYtPr3Lmz0PeBZsTj008/5ccffyzSQAMEBARw5coVBg4cSHp6Ok5OTty9e5f9+/ezf/9+nJycRGOYkZGBUqkkNjaWcePGceTIEczMzHjrrbeoVKkSkZGRfPfdd6InpuXRo0c8fPhQDENqj68WbS9En55UH9qwuSdOnCAtLQ1PT0/UajXr168v8C41P9u3b8fZ2RknJyfOnz8vhll1oaushbGwsODixYvMnTuXChUq4OfnV0TeoovAwEAMDAxQKpXUqVMHpVJJhQoVcHBwEMfAxMSEdu3aiby0bt0aY2PjAirOV69eMXDgQJRKJT179ixQHldXVxo1agRo3rO//fbbnDp1SpxXbcx2XWzcuJHk5GTGjh0LlEyzOWTIECHPKW6bstRs5uTk8Pvvv+Pp6cnJkyfx8PAQIzklJT4+nqCgIKpUqULVqlXp1q2bGNFp0KCBeFWm1WwaGBjQv39/Nm7cyMOHDzl+/Lhen7ouYmNjGTx4MEZGmn5YzZo19dYhWbNZvilxT7q4Hu9fhYODg3jvXBoaNGhAnTp1OHDgAAkJCcIwlZ83qcTu7u4kJSURHx+Ph4cHoLmBbt26VQx164uFXhrNni4+/PBDRo8eTefOnTl06BDTpk0Tv+VXI+bXb5b0pjRq1KgiN53i0its6GrcuDFXrlzhl19+oXnz5jrTqFmzJn369KFPnz506tSJn3/+GUmSmDBhgpBE5CclJYU9e/YwYcIE/P39mTJlComJicTFxbF161aWLVtWqlCP2mOU//iEh4dz6tQp6tevr3dOw6lTp/Dz80OSJNq2bcuWLVuKTefq1assXLiQpKQkatSoIeQU+rCxsSlS1oCAAHFMZsyYQefOnalYsSLt27enffv21KlTh507d+Ln51fgHBen2dSlzwQwNjYW+8i/Xv51Fi9eTJ06dTh9+jR5eXkFhoN1aTbXrVvH7du3iYiIADTD3tqRgtTUVEDTiMyePZvDhw+LNC0sLDh06JDY1++//463t7f4e/r06dy9e5f//e9/Ypk+zebLly/LTLP59ttvU7lyZTH83LNnT9asWUNubq4YnercuTMDBgwQx0g73K3lTTSb4eHhBAYGUqlSJXr27Cka3JKgS7NpZGSksw517tyZCRMmkJmZSUpKCr6+viVOR+avp1z3pH19fcnOzuarr74Sy5KSkjh8+HCB9fJrDrVERkbSr18/goODdQ4/5ddDHjp0iFq1avHWW28Vm59q1arRoEED1q1bJxppDw8PlixZIhppW1tbrl27JrSIGzZsoHXr1sUuv3r1qnj/ra8RePToEe+88w5AgVmv+siv83zy5EmpwyOWJr2GDRvy3XffERoaWqDHreXAgQNiYtWTJ0+4fPky7777LgEBAaxdu5asrCxAM3T5xx9/cPPmTSpXrky/fv346KOPOHnyJFlZWTx69IgOHTqwZMkScbPXYmZmRo0aNUTvRHt8iyMqKkrvpENJkli6dCm3bt2iXbt2uLu7c/ToUXH+nj17JsJ35r/+Hj9+TJUqVTAzM+POnTvifbY+dJXVzc1NaCk7d+7MyZMnuXnzJqCZY3HmzBmh2axTpw4XLlwgLy+P6OjoYtN6Ux49eiTeiW/YsKHYSWJBQUHExMSQlJREQEAAoBn+15YHNA8+77//Prt376Z27dpi24CAAPbv38+DBw948OAB+/fvF/tYvXo1+/btY8uWLQUawM6dO/P1118jSRInTpzAzMyMevXq4eLiQkZGBlevXuXly5ds3bq12NGk4jAwMCAwMFA8QMTFxWFvb4+hoaEo14wZM2jSpAnNmzdn6tSpolHOyMhg165deHl5sXPnTp49e8bTp0+Jjo4WowHXr1/n+PHjgKb+azWb9evXp379+syaNavAPIKS4O/vz8qVK8WDVmZmpt46VLVqVVxdXRkxYgSdOnXSeb+U+eco1420gYEB0dHR/PTTT+KThmnTphV5Ivbx8SEtLa3AZ1OdO3cmKytL73ucadOmkZycjEqlYvz48SVq+EAz5J2dnS3ed3l4eHDlyhXRSFeqVImoqCh69uwphhcHDx5c7PJVq1bRsWNHWrZsKW6+uvLbs2dPWrVqpXPSSmGcnZ0JCQlBrVbTvXv3Uus6S5te06ZN2bRpEz179iww4Q40veLmzZujUqnw8PAgMjISFxcX/P396dOnDx4eHiiVSnr06MGTJ084e/Ysrq6uqNVqZs+ezeTJk3ny5AmdOnVCpVLRunVrFi9eXCQP69evZ+zYsahUKlJTU5kyZUqpygwwduxY8QlWUlISBw8exMTEBHNzc9atW0fv3r3FZMP09HQABg0aRPv27fHx8cHR0REnJyccHByIiIh47Yx/XWUtzB9//EFgYCAKhQKVSoWRkZH4RGjevHl06tQJX1/f104melOGDBnC+vXrcXd355dffinWrW5iYoKPj4/eh2PQHOOsrCx69uyJWq0WjWfNmjX55JNPcHFxwcXFhSlTplCzZk1AM4v/zp07eHh4oFarmTFjBqCZUNa4cWOsrKwYOHAgX36pEQgZGRmxbNkyAgICsLOzIzg4GAcHB0Azf8LCwoLjx4/TsWNH8SAAmiH70aNHs27dOiwsLMTQ/qeffsq0adNQqVRs2LBBzM8ozOrVq7l9+zZWVlYolUoGDhxI/fr1cXZ2JiwsDFdXV9zc3IiMjBTzCuzs7Fi/fj0qlYrMzEwxQx00s9obNGhQ4KuAjz/+GAsLC549e4aFhYUY5dq9e7e45iMjI3n33XdRqVQ4OjqyefPmYutQSEgIGzdulIe6yyH/WVVlcnIyo0aNKtFMXhkZmbIhLy8PZ2dnduzY8VpntoxmdnenTp04d+6czt+HDRuGk5MT77333t+cM5m/k+JUleW6J/2mzJs3j+7duzN37tx/OisyMv9nSEtLw8rKCj8/P7mBLgOaNWvGmTNn9E4mlfm/wX9SVTl+/HjGjx//T2dDRub/FPb29ly5Urafaf7XsbS01NuLTklJ+ZtzI1Me+U/2pGVkZGRkZP4LyI20jIyMjIxMOUVupGVkZGRkZMopciMtIyMjIyNTTin3jbShoSFqtRpHR8cCwf3LmrLUQr6OZ8+e0bdvX5RKJQqFgpYtW4qAHn+W3bt3l5llKr/G0tramm7duhUb4lLLunXrbMAhGgAAIABJREFURPCN4pgyZYqIoa1LPlEcs2fPxsHBAZVKhVqtLnMd4N/Jpk2bUKlUqFQqWrRowenTp8Vv+nSLY8eOxdbWVshE8scynzt3LlZWVjRt2pR9+/aJ5SkpKSiVSqysrBg+fLgIuPHzzz/j7OyMkZFRkQh/7dq1o3r16kKfqkWSJCZNmoSNjQ12dnY6RRqgCSk6fvx4rK2tUSgUuLq6vjbAS2lZtmwZVlZWGBgYlLlxSkbmH0eSJL3/kpOTpX+aKlWqiP/HxMRIXl5eRdbJycn50+lERUVJQ4cO/dP7KQlz5syRRo0aJf5OT0+XXrx48bekXRqmTp0qLViwQPy9detWqU6dOtIff/xR7HatW7eWkpKSSpVWabY5duyY5O7uLo7Z3bt3pRs3bpQqvb+avLw8KTc3t0TrHj16VMrMzJQkSZL27Nkjubq6SpKkua4bN24sXb58WcrOzpZUKpV0/vx5SZIkad++fdKrV68kSZKkjz/+WPr4448lSZKk8+fPSyqVSnrx4oV05coVqXHjxqJ+uLi4SMeOHZPy8vKkdu3aSXv27JEkSZKuXr0qnT59Wurfv7+0Y8eOAnmLjY2Vdu/eLXXs2LHA8rVr10r9+/cXZbxz547Oso0bN04KDQ0V5+r27dvStm3bSnRcSsrJkyelq1evSg0bNpTu3r1bpvuWkfk7SE5OlgIDA78IDAwcIhVqh8t9Tzo/jx8/FgKHwpo80K2CA+jatSvNmjXDwcGBVatWieVRUVHY2NjQunVrjh49KpbfuXOHoKAgHB0dcXR0FL334lRzkZGRKBQK+vbtS2xsLJ6enlhbW+u0AN26dUuE3ARNtC5t/OKNGzeKCFTvv/8+ubm55ObmEhYWhkKhQKlUikhBS5cuFdq5Xr16AQVHBH799Vf8/PxQqVT4+flx/fp1QKMxHD58OC1atKBx48Yljo8eEhKCv78/mzdvBjQ9s9atW9OsWTMCAgK4desW33zzDcnJyfTt2xe1Ws3z58+ZMWMGLi4uKBQKBg0aJHpwYWFhRdLWV9bCx69WrVrimNWqVUtEobO0tBS9qeTkZBH7edq0aQwYMAB/f38sLS357rvv+Pjjj1EqlbRr106o+SwtLZk4cSIeHh40b96ckydPEhAQQJMmTVi5ciUAWVlZ+Pn54ezsjFKpFArEa9euYWdnx5AhQ3B2dmbmzJmMGjVK5Purr75i9OjRRcrTokULcV3nVzcWp1v09/cXsZzzb7Nr1y569epFxYoVadSoEVZWViQmJnLr1i0eP36Mh4cHBgYGhIaGsnPnTlFmlUpVJN40gJ+fH9WqVSuyfMWKFUyZMkVskz+8p5Znz57x1Vdf8cUXX4hzVadOHYKDgwFNCEztaNK4cePEdlWrVmXMmDE4Ozvj5+fH3bt3uXz5Ms7OzmKdjIwMETfbyckJS0vLIukXZv78+SiVShwdHcUnmoXrUF5eHpaWlgVGJqysrISqVUbm76bE30nv3buX27dvl2nidevWfa3Z5fnz56jVal68eMGtW7cKSBXya/L0qeCcnJxYu3YtNWvW5Pnz57i4uNC9e3devnzJ1KlTSUlJwczMDB8fHxGmb/jw4bRu3Zro6Ghyc3PJysoqVjV36dIlduzYwapVq3BxcWHz5s3Ex8eze/du5syZI26GWiIiIvD39+ebb77Bz8+PAQMGYG1tzYULF9i2bRtHjx7F2NiYIUOGsGnTJhwcHLhx44b4nlJ7A5k3bx5Xr16lYsWKOtWNw4YNIzQ0lAEDBrB27VqGDx8u8nLr1i3i4+NJT0+nc+fO9OjRo0TnTGurevXqFR9++CG7du3C3Nycbdu2MWnSJNauXcuyZctYuHChkG0MGzZMhCvs378/P/zwA4GBgTr3n5qaqrOs+fH392fGjBnY2NjQpk0bQkJCXhunGzS+34MHD5KWloaHhwfffvst8+fPJygoiB9//JGuXbsCGkHL8ePHGTVqFGFhYRw9epQXL17g4OAgQrlGR0fz1ltvce/ePdzd3UVoy4sXLxIVFcWXX37J06dPUalUzJ8/H2NjY6KiogrIIXTxOnWjrmH9tWvXinCON27cwN3dvcA2N27cwNjYuIDTW5cGsjRcvnyZbdu2ER0djbm5OUuXLi0SwOTSpUu8++67OmPi37x5k3HjxpGSkkKNGjXw9/dn586ddO3aladPn+Ls7Mxnn33GjBkzmD59OsuWLcPMzEwoNqOiokoVz3rv3r3s3LmThIQEKleuTGZmJlC0DlWoUIEuXboQHR1NeHg4CQkJWFpaFtFSysj8XZT7nrSpqSmpqamkp6cTExNDaGio6Inl1+QVp4JbunQpjo6OuLu789tvv5GRkUFCQgLe3t6Ym5tjYmJSIGbtgQMHRPxcQ0NDzMzMit1/o0aNCmgAtXai/Lq//KjVaq5cucLYsWPJzMzExcWFCxcuEBcXR0pKCi4uLqjVauLi4rhy5YqwTH344YfExMSIm55KpaJv375s3LhRpyHn+PHj9OnTB9A0jvHx8eK3rl27UqFCBezt7UvVS9Ae+4sXL3Lu3Dnatm2LWq1m1qxZojdXmIMHD+Lm5oZSqeTAgQM6JRxa9JU1P1WrViUlJYVVq1Zhbm5OSEiI8FoXR/v27YWGMTc3t4CiMf950ja4SqUSNzc3qlWrhrm5OZUqVeLhw4dIksTEiRNRqVS0adOGGzduiGPYsGFD0UhWqVIFX19ffvjhB/Fgox310Xec1qxZw6effgqUzNQ2e/ZsjIyM6Nu3b7HblGRfpSE7O5tKlSqRnJzMwIEDhfGqpCQlJYn6p82/Vi1aoUIFUR+16kbQxKOOiooiNzeXbdu2iWu7JMTGxhIeHi70jNqY4LrqkKxulClPlLgnXRqX6V+Fh4cH9+7d4+7du0BBTZ6umxBohsVjY2M5fvw4lStXxtvbWyj9SnOT0rd/oIgGUJfurzDahr5bt25UqFCBPXv2YGJiwoABA3SGMz19+jT79u1j+fLlbN++nbVr1/Ljjz/y888/s3v3bmbOnFls4wcFy5s/z9qy6VIKFubUqVM0b94cSZJwcHAQ9h59vHjxgiFDhpCcnEyDBg2YNm1aserGGjVqFCnr9OnTRc978ODBDB48GENDQ7y9vfH29kapVLJ+/XrCwsIwMjIiLy9PpJ2f/OelsKIx/3l6neJx06ZN3L17l5SUFIyNjbG0tBRp6VI3zpkzB1tbWyF7Wb58uTC77dmzh/r163PmzBkiIyPZu3evcDDr0zBqWb9+PT/88ANxcXGiLPq2sbCwKPAQ9WfUjdp0unfvDmjMV9qyBQQEcOfOHZo3b87SpUu5fv06T548KTJkXlx9Koy2bN27d2f69On4+vrSrFmzYl3VhZF0qBsBnXXIw8NDeOJ37typU3oiI/N3Ue570vlJT08nNzdXZ+XUp4J79OgRNWrUoHLlyqSnp3PixAkA3NzcOHToEPfv3+fVq1fs2LFD7MvPz48VK1YAmnekjx8/LlY1V1qOHj3KgwcPAHj58iVpaWk0bNgQPz8/vvnmG/744w9Ao5f79ddfuXfvHnl5eXTv3p2ZM2dy8uRJ8vLy+O233/Dx8WH+/Pk8fPiwyAzxFi1asHXrVkAzg1irwNNHYaVgYb799lv2799P7969adq0KXfv3hWN9KtXr8RDQn51o7bxqlWrFllZWa99/62rrA0aNBD5Gjx4MBcvXiQjI0Nsk5qaKuxhlpaWIpzit99+W2xab8qjR4+oXbs2xsbGHDx4kF9//VXvum5ubvz2229s3ryZ3r17AzB06FBRnvr163P9+nW6devGhg0bsLGxEdsWp1uMiYnh008/Zffu3aJ3CJpRgK1bt5Kdnc3Vq1fJyMjA1dWVevXqUa1aNU6cOIEkSXz99dd06dLljY9B165dxaunw4cPi3zv27eP1NRUVq9eTeXKlXnvvfcYPnw4L1++BDSvWTZu3IibmxuHDx/m3r175ObmsmXLFvHKIi8vT1wnmzdvFtdtpUqVCAgI4IMPPtBrt9OHv78/a9euFcrUzMxMvXXIwMCAoKAgRo8ejZ2dXakeBmRkyppyH7tb+04aNE/D69ev16nAy6+CA4QKzt7enpUrV6JSqWjatKkYiqxXrx7Tpk3Dw8ODevXq4ezsLDy5n3/+OYMGDWLNmjUYGhqyYsUKPDw8dO5f13D267h8+TIffPABkiSRl5dHx44d6d69OwYGBsyaNQt/f3/y8vIwNjZm+fLlmJqaEh4eLnqIc+fOJTc3l379+vHo0SMkSWLUqFFUr169QDpLly4lIiKCBQsWYG5uTlRUVKnzunjxYjZu3MjTp09RKBQcOHAAc3NzAL755huGDx/Oo0ePyMnJYeTIkTg4OBAWFsbgwYMxNTXl+PHjDBw4EKVSiaWlJS4uLsWmd+PGjSJlLUxWVhYffvghDx8+xMjICCsrKzEhcOrUqbz33nvMmTMHNze3Upe3JPTt25fAwECaN2+OWq3G1ta22PWDg4NJTU0Vk8MKM2PGDO7fv8+QIUMAjWYxOTm5gG4xNzeXiIgIoVscNmwY2dnZtG3bFtBMHlu5ciUODg4EBwdjb2+PkZERy5cvF/VlxYoVhIWF8fz5c9q3by9Gx5KSkggKCuLBgwd8//33TJ06VTxwtWrVivT0dLKysrCwsGDNmjUEBAQwfvx4+vbty+LFi6latSqrV6/WWbZZs2YxefJk7O3tqVSpElWqVGHGjBnUq1ePuXPn4uPjgyRJdOjQQTw0VKlShfPnz9OsWTPMzMzE0LP22H/33Xf4+/uLZUuXLmX+/Pncvn0blUpFhw4dWL16NcnJyaxcuZLVq1fTrl07UlNTad68OSYmJnTo0IHp06frrUMhISG4uLiU6DWKjMxfyX9WVSkjU17o1KkTo0aNws/P75/Oyr+CqlWr6o0bsHDhQh49esTMmTP/5lzJyPx1FKeqLPc9aRmZfysPHz7E1dUVR0dHuYEuA4KCgrh8+XKBLzxkZP7ryI20jMxfRPXq1fnll1/+6Wz869DXi46Ojv6bcyIj88/zr5o4JiMjIyMj838JuZGWkZGRkZEpp8iNtIyMjIyMTDlFbqRlZGRkZGTKKeW+kdaqKhUKBT179hTBCMqC0ugp/w7l3ptiYGBA//79xd85OTmYm5sX0QuWBW+iofyzXLx4EW9vb9RqNXZ2dgwaNKhM9gtlm09vb2+aNm2KSqXC1taWYcOG6Yw9Xpg5c+aUaP8dOnQQ+6tatWqJ8/VXqlH/CUqr6Xz27BkdO3bE1tYWBwcHIdcATXjTkJAQrKyscHNzKxD3YP369VhbW2Ntbc369evFcn1qzPT0dDw8PKhYsSILFy4skGd9ytHC3L59m169etGkSRPs7e3p0KFDmU8+jIiIoHbt2igUijLdr8xfRGEtVv5/5U1V2adPH+mzzz4rs33r01NqFYD5+TuUeyVBV96qVKkiqdVq6dmzZ5IkaXSHjo6ORfSCZcGbaCj/LP7+/tLOnTvF32fOnPlb0y8p+Y9Ndna2NHr0aJ1q1cLkv8ZLSmm2+TeoUXVd1/oorabz6dOn0oEDByRJ0pyXli1bCk3n8uXLpffff1+SJEnasmWLFBwcLEmSJN2/f19q1KiRdP/+fSkzM1Nq1KiR0InqU2PeuXNHSkxMlCZOnFhA8VqccjQ/eXl5kru7u7RixQqx7NSpU9LPP/9c4mNTEg4fPiylpKRIDg4OZbpfmTfnP6OqbNWqFZcuXQJ0ayPnz58v5POjRo3C19cXgLi4OPr16wfo11OGhYUxevRofHx8CmjzoGyVe6DpcY0cOZIWLVqgUCiEzvLp06dERETg4uKCk5OT0BKuW7eOnj17EhgYWCDSUn7at28v4m5v2bJFhKAETQjErl27olKpcHd358yZM4BG35j/iV+hUHDt2jWhXBw4cCAODg74+/vz/PnzN9ZQWlpaMnXqVKF2TE9PL/5EF+LWrVsFDE5aSUVubi5jx47FxcUFlUolDFO3bt3Cy8tLjMAcOXJErwIzfz7j4uJwcnJCqVQSERFBdnb2G+ffxMSE+fPnc/36dU6fPg3o1pCOHz9eRNXTSjL0qVXzazjzH5vCZdV1/HSpUa9du1agN7Vw4UKmTZsGaK7RUaNG4eXlhZ2dHUlJSXTr1g1ra2sRy7qkmtbExERatGiBk5MTLVq04OLFi0DR67p///7imgdNdLHdu3cXKU9pNZ2VK1fGx8dHnBdnZ+cC2wwYMACAHj16EBcXhyRJ7Nu3j7Zt21KzZk1q1KhB27ZtiYmJAfSrMWvXro2LiwvGxsYFlhenHM3PwYMHMTY2ZvDgwWKZWq2mVatWSJLE2LFjxfWrjcJ26NAhvLy8CAoKwt7ensGDB5OXl8eaNWv0alK9vLyEYEQfWVlZhIeHo1QqUalUfPvttzrr0IULF0QURtBcEyqVqth9y5SOEn8n/f+xd95xURz//39RFFAUC0WURLq0KyBVBAEVUIyCiEIEQcBeookmdrFFLFFjiQQLiCGIDTRRIyIgElGp9hKNWFEQpUkJZX5/3O/mewd7x2E00U/2+Xj4eMjd7uzM7szOzuzc+7n0jye4Xl37Tg9uoaqCVUY6bW8IwRTuqVOn4OnpKVEb6ezsjO+++w6zZ89Gbm4u6uvr0dDQgKysLDg5OaG4uFiinhIA7t69i9TU1FZhR9+1cg8QdMgXLlxAZmYmQkNDcf36daxZswZubm7Yu3cvDYQxZMgQAAKj1dWrVyU2Ln9/f6xcuRIjRozA1atXERoaSm/Yy5cvh6WlJZKTk5GWloYJEyZIjM8t5I8//kBCQgJ27dqFsWPH4siRIwgMDHxrDaW6ujry8/Pxww8/YOPGjRLDSDIhfOAaMGAA3N3dMXHiRHTr1g179uyBmpoacnJyUF9fD0dHR7i7u+Po0aPw8PDA4sWL0dTUhJqamjYVmHV1dQgJCcHZs2dhbGyMCRMmYOfOnZgzZ85b519BQQE8Hg+3b99Gx44dGTWkkZGR2L59u9j1YFKrSoof/fPPP7cqa0skqVHbomPHjsjMzMT333+PUaNGIS8vDz169ICBgQHtAGTRtJqYmCAzMxOKiopITU3FokWLaFx10Xp97tw5bN68GaNGjUJFRQUuXLggNs3MhCyaTlHKy8vxyy+/4IsvvqD7CHWgioqKUFNTQ1lZGaMm9G3VnrIqR69fvw5JER6PHj2KwsJCXLlyBS9fvoSNjQ2cnZ0BCB4ChPH/PT09cfToUfj7+7dbkyrKqlWroKamhmvXrgEAXr9+zdiGunXrhr/++ova+hITE+ngheXd8MGPpIWjDGtra3z66acICwuTqI3s378/8vLyUFVVBSUlJTg4OCA3Nxfnz5+Hk5OTVD0lAPj5+THGBZfG2yj3ANCRrrOzMyorK1FeXo6UlBRERkaCz+dTW9ejR48AgD7VS4LL5aKoqAgJCQkYPny42HdZWVn0nbWbmxvKyspQUVEhtVx6eno0Znr//v0lxiiXVUM5evToNtOSxMSJE3Hr1i34+fkhIyMD9vb2qK+vR0pKCuLi4sDn82FnZ4eysjL88ccfsLGxQUxMDCIiInDt2jV06dKlTQXmnTt3oKenR0URwcHB9Dr+nfwLZxYkaUiZYFKrSoKprC2RpEZtC1Flp7m5ObS1taGkpAR9fX1q2pJF01pRUQE/Pz9YWFhg7ty5YnVEtF4PGjQI9+7dQ0lJCRISEuDr68uoYBUiq6ZTSGNjIwICAjB79mzo6+tL3aettNrDu0grKysLAQEBUFBQgJaWFgYNGoScnBwAAmWvvr4+FBQUEBAQgKysrHZrUluSmpqKGTNm0L+7d+8usQ2NHTsWBw8eBAAkJiayas93jMwjaVlHvO8aoU9aFKZKD4BqA2NiYjBgwABwuVykp6fj/v37MDU1xd27d6U2DlHN4PtU7rX8v/BvQgiOHDmCfv36iX136dKlVgpEJkaOHIl58+ZRu5e0PMrJyYlpHQFxtaOoolFBQQG1ta1nUdqjoRSmp6CgwKjvnDhxIgoKCtC7d2+cPHmy1fe9e/dGaGgoQkNDYWFhgevXr4MQgm3btsHDw6PV9pmZmThx4gSCgoIwf/58TJgwgVH3Ke0ctZV/0TrCNLJuamrCtWvXYGpqipKSEokaUlGkqVWZcHZ2blXWLl26YMWKFQCA3bt3w9ramlGNOm7cOInXX7TMkpSdotu03E50m6VLl8LV1RVJSUkoKiqCi4sL3adlvQ4KCkJ8fDwOHDhArw9T3WiPplPI5MmTYWRkRGdHRPfR0dFBY2MjKioq0KNHD+jo6CAjI0MsLdF8twdJ+Xr8+LGYgtXc3FyiJU5a/WS6lwDMmlRZIQxqTyaNrHAmw8/PD6NHj4acnJxMszQssvPBj6SZkKaNdHZ2xsaNG+Hs7AwnJydERUWBz+dDTk5Oqp6yJe9TuQeAvlPKysqCmpoa1NTU4OHhgW3bttEGWVBQ0K7zEhoaimXLlrV6YnZ2dkZ8fDwAQSegrq6Orl27QldXF/n5+QCA/Px8PHjwoM1j/B0NpTRiYmJQWFjI2EH/9ttvaGhoACBY/VpWVoY+ffrAw8MDO3fupN/dvXsXb968wcOHD6GpqYlJkyYhLCwM+fn5jApMUUxMTFBUVETXPOzfv59eR0mI1pGWNDQ0YOHChfjkk0/A5XIlakgBwcOlsAyS1KqSYCqrj48PVWFaW1tLVKNqaWmhpKQEZWVlqK+vx6+//ir1WG9LRUUFfSfellUqJCSErjERGr9a1o32ajoBYMmSJaioqKBpi+4jnFI/fPgw3NzcICcnBw8PD6SkpOD169d4/fo1UlJSGB8GZUGScrSlgtXNzQ319fXUNQ4IZurOnTsHZ2dnJCYmoqmpCaWlpcjMzKRlu3z5Mh48eIDm5mYkJibS+wyTJlVW3N3d6as5QDDdLakNGRgYQEFBAatWrWJH0e+BjzJ2tyQtJSBYXLZmzRo4ODigc+fOUFZWph24ND1lW7xr5V737t0xYMAAVFZW0hHD0qVLMWfOHHC5XBBCoKur264bp46ODn3XJkpERAQmTpwILpeLTp060ZuSr68vnS62sbERcxlL4u9oKN+WlJQUfPHFF1BWVgYAbNiwAb169UJ4eDiKiopgZWUFQgg0NDSQnJyMjIwMbNiwAR06dICqqiri4uLaVGAqKysjJiYGfn5+aGxshI2NjdgCHlkZP348lJSUUF9fjyFDhtAFQmZmZowa0r59+2Ly5MngcrmwsrLC3r17GdWqkmAqa0ukqVGXLVsGOzs76OnptancfFu+/vprBAcHY9OmTXQxpyS0tLRgamoKb29vidu0V9P55MkTrFmzBiYmJrCysqJphIeHIywsDEFBQTA0NESPHj2of71Hjx5YunQprdPLli2j0/KS1JjPnz+HtbU1KisrIS8vjy1btuDmzZvo2rWrROWoKHJyckhKSsKcOXMQGRkJZWVl6OrqYsuWLXB2dkZ2djZ4PB7k5OSwfv169OrVi/7sa8GCBbh27RpdRCaESZMaEBCAjIwMvHz5Ejo6OlixYgXCwsIQFRUFQDCqX7JkCWbMmAELCwsoKChg+fLlMDAwkNiGxo0bh/nz58v0oM/SPlhV5XtEknLPxcVFbPEVCwuLgJqaGnA4HOTn50NNTe3fzs4HT0ZGBjZu3CjxYZ7VpH4cSFNVfpTT3SwsLP97pKamwsTEBLNmzWI76L9JeXk5jI2NoaKiwnbQHzkf5XT3x4KkqE6iC1JYWFgEDBkyhP6agUU2XFxcGBe0sZrU/x3YkTQLCwsLC8sHCttJs7CwsLCwfKCwnTQLCwsLC8sHCttJs7CwsLCwfKB88J30mjVrYG5uDi6XCz6fzxjztr0UFRVBTk4OS5cupZ+9fPkSHTp0oOrKqKgoxt+c/l1cXFyQm5vb6vN/QoVZVFSEn3/+uV37vE/N4fHjx6Vq+9pDREQE+vTpAz6fDyMjI4wePRo3b95sc7+3UW9KuoaSeB91+N8iPj4eXC4XXC4XAwYMoPIQQLKOsb1qSUDwkxQOhwNDQ0PMnj2bBvjJzMyElZUVFBUVWwXP8fT0RLdu3VopWgkhWLx4MYyNjWFqakolPC35J9qgJM0lC4tEWmqxRP/926rKCxcuEHt7e6rVKy0tJU+fPv3b6T548IDo6+sTPp9PP/vhhx8Ij8djVFe+SySpHv8JFWZ6enq79ZUfg+aQEEKWL18upgc8cOAA0dLSIiUlJVL3exv1Znv2eV91+F3S3NxMmpqaZNr2999/p8rGkydPEltbW0KIdB1je9WShBBiY2NDLly4QJqbm4mnpydVSz548IBcuXKFBAUFkUOHDonlLTU1lRw/frxVHd+7dy8JCgqiZXzx4gVj2f6JNihJc8ny3+ajVVUWFxdDXV2dxgNWV1ensXglKRJdXFzwzTffwNbWFsbGxozqPkAQE9zU1JSOiFraW0Q1jjk5OeByuXBwcKC6OEAwChOOvAFB4ADhz6tSUlLg4OAAKysr+Pn5SR19/h0VppDDhw8jJCQEgCAq2OzZszFgwADo6+vTEceCBQtw/vx58Pl8bN68GU5OTmJx0R0dHanGUvQaMGkOAWb1oiQl5NatW2FmZgYulwt/f/9W5+/hw4cYPHgwDaEp/CmOpLK0xbhx4+Du7k5nDvLy8jBo0CD0798fHh4eKC4ufmv1phBJZW15/iTVYVH1ZG5uLv0pTUREBIKDg+Hu7g5dXV0cPXoUX3/9NTgcDjw9PWkIUV1dXSxatAgODg6wtrZGfn4+PDw8YGBgQKNHVVdXY/DgwVSzKYyAJtSRTp8+HVZWVli1apVEtaEoAwYMoNGrRDWR0nSM7VVLFhcXo7KyEg4ODpCTk8OECROQnJxMy8zlciEv3/rWNXjwYEbByM6dO7Fs2TK6j6amZqtt3qWO9v79+zSyGSAwygmDQknSXLZk/fr14HA44PF4WLBgAYDWbai5uRm6urpuwN8sAAAgAElEQVRiMxOGhoZ48eJFm+mzfDzI3kmfWgDEeL3bf6cWSD2ku7s7Hj9+DGNjY0yfPh3nzp2j382cORM5OTm4fv06amtrxSLuNDY24vLly9iyZQsVDTDh7++PAwcO4MmTJ1BQUBALxi/KxIkTERUVhezsbJksWS9fvsTq1auRmpqK/Px8WFtbY9OmTRK3l0WFmZaWhsLCQuTk5NAbljSKi4uRlZWFX3/9lTbyyMhI2jHPnTsX4eHhNJby3bt3UV9f38oFGxoainXr1sHBwQFLliyhRqZbt25R9WJhYSEUFBQQHx8vprO7du0aDewfGRmJgoICXL16lXYgosycORMTJkzA1atXMX78eMyePVtqWWTBysqKGoBmzZqFw4cPIy8vD6GhoVi8eDHGjBkDa2trmm8VFRWp9aolksoqirQ6LI379+/jxIkTOHbsGAIDA+Hq6opr165BRUWFesMB4JNPPkF2djacnJzog8TFixepPlRZWRlJSUnIz89Heno6vvrqK/rgcefOHUyYMAEFBQWYN28ejh8/Th8AYmJi2pQy7NmzB8OGDQPArGNkUjvu3bu3zX2ePn0q5g//O5pIQHAuExMTYW1tjWHDhjFaxd62DQp1tPn5+Rg0aBBWrFgBAwMDqKmp0QfgmJgY+gAtC6dOnUJycjIuXbqEK1eu4OuvvwbQug3Jy8tj1KhRSEpKAiAQ8ejq6kJLS6u9p4jlA+aDHkmrqqoiLy8P0dHR0NDQwLhx42inIk2RKKtW0NPTE2fOnEFCQoLEwPDl5eWoqqrCgAEDAACff/55m/m+ePEibt68CUdHR/D5fOzbt4/KFNqLNBWmNLy9vSEvLw8zMzOJT9Z+fn749ddf0dDQgL179zLeSCRpDiWpFyXp7LhcLsaPH4+ffvqJUT+YnZ1Nz21QUJCY1lOWsjAh2hldv34dQ4cOBZ/Px+rVq+loriWyqjcBtKm/BKTXYWkMGzYMHTp0AIfDQVNTEzw9PQFATAEJiOsk7ezs0KVLF2hoaEBZWRnl5eUghGDRokXgcrkYMmQInj59Ss9h3759aWzw9qoN09PTsWfPHqxbtw6AbDpGWdWSsqTVHurr66GsrIzc3FxMmjQJoaGh7dr/bXS04eHhiImJQVNTExITE2W6bwhJTU3FxIkTqTxEGDOcqQ2NGzeOOgEOHDjACi7+B5E94tiwd7PAp70oKCjQqDocDgf79u2Dv7+/VEViW1pEIR07dkT//v3x3Xff4caNG/jll19abcN0wxAiSfVICMHQoUORkJAgUxkNDQ3fSoUpeuOSpBmUlkanTp0wdOhQHDt2DAcPHpS4GIpJc9ixY0eJ6kUmnd2JEyeQmZmJ48ePY9WqVVI7v5ZlYyrL4sWL6YiypcpUSEFBAaytrUEIgbm5ObKzs6Uesz3qTYBZ3bdixQox/eDUqVMZ63BISIhY/ZGmiezQoQM9H6IKyJbbMekk4+PjUVpairy8PKpyFR6rpSaSSW24Y8cOamU6efIkevfujatXryI8PBynTp1Cz549AbStiWyPWlJHR0fsIaplWu1FR0cHvr6+AAAfHx9atvepo/X19cWKFSvg5uaG/v370/MkC4RBEwmAsQ05ODjg3r17KC0tRXJyMpYsWSLzcVg+Dj7okfSdO3fEpqYKCwvRt2/fd6pI/Oqrr7Bu3TqJjah79+7o0qULVQYKLTmA4P1YYWEhmpub8fjxY1y+fBmA4L3b77//TrWHNTU1UkP0va0KU0tLC7du3UJzczOd8pKGqGZSSHh4OGbPng0bGxv6xC6KJM2hJPUik85OeH5cXV2xfv16lJeXt3pHP2DAAHpu4+PjxbSeTKxZs4Zq/pg4cuQIUlJSEBAQgH79+qG0tJR20g0NDfQh4e+oN5nK2lI/KKkOA4L6k5eXR/P7PqioqICmpiY6dOiA9PR0qTM6TGrDGTNm0PL07t0bjx49wujRo7F//34xa5okHSPQfrWktrY2bXOEEMTFxVGz3Nvg7e2NtLQ0AMC5c+dovt+njlZZWRkeHh6YNm1au13O7u7u2Lt3L2pqagAI2pakNiQnJwcfHx98+eWXMDU1bdfDAMvHwQcdu7u6uhqzZs1CeXk5FBUVYWhoiOjoaHTr1u2dKRLNzc0ZtXGi7NmzB5MmTULnzp3h4uJCg/87OjpCT0+PLigRLhbR0NBAbGwsAgICUF9fD0CgupSmgnwbFWZkZCRGjBiBTz75BBYWFm3+NIrL5UJRURE8Hg8hISGYO3cu+vfvj65du0q8kUjTHDKpF1VUVFrp7JqamhAYGIiKigoQQjB37lx069ZN7Dhbt25FaGgoNmzYAA0NDcTExEgtCxObN2/GTz/9hDdv3sDCwgJpaWnQ0NAAIFhYN3v2bFRUVKCxsRFz5syBubn531JvtqW/BCTXYQBYvnw5wsLC8O2338LOzq7d5ZWF8ePH47PPPoO1tTX4fH6bOkomtaEoK1euRFlZGaZPnw5AMJuUm5sLRUVFiTrG9qolAcFir5CQENTW1mLYsGH0PXZOTg58fHzw+vVr/PLLL1i+fDl94HJycsLt27dRXV0NHR0d7NmzBx4eHliwYAHGjx+PzZs3Q1VVldH/Dbx7He348eNx9OhRuLu7088kaS5zc3MRFRWF3bt3w9PTk7rAO3bsiOHDh2PFihUS29C4ceNgY2Mj02sUlo8PVlUpA9XV1XQldWRkJIqLi/H999//y7l6Nzx79gwuLi64ffs244pZlv8WrNqwfUjS0QLAxo0bUVFRgVWrVv3DuWL52JCmqvygR9IfCidOnMDatWvR2NiIvn37/s88scbFxWHx4sXYtGkT20H/xykvL4etrS14PB7bQb8DfHx8cP/+fTrNzsLytrAjaRYWFhYWln8RaSNpdvjEwsLCwsLygcJ20iwsLCwsLB8obCfNwsLCwsLygcJ20iwsLCwsLB8oH3wnLUnzt2XLFvpj//dFUVERlWn8XaQpES9evAg7Ozvw+XyYmpoiIiICgLjkQxRRbeK7hEkiIfxcT08PfD4fPB4PZ8+efefHFqWwsBAnT56U+P3ly5fh7OyMfv36wcTEBOHh4e+9LshKy3o5fPhwMQHC++DXX3+FpaUleDwezMzM8OOPP76ztN9l/hUUFMDn82Fubg4ej4dNmzaJRexjQla96rNnzzBmzBgAQEZGRitdpTTu3LkDFxcX2v4mT54s874fGjU1NfDy8oKJiQnMzc3FYt3X19dj3LhxMDQ0hJ2dHQ0vW1hYCAcHB3qfFf2t94MHD2BnZwcjIyOMGzeOBnohhGD27NkwNDQEl8tFfn4+3Sc0NBSampqt7p2HDh2Cubk55OXlW0U3lKQsbcn7bvtlZWVwdXWFqqqqmDzpX6WlFkv034esqvwnVG8PHjwg5ubm7yQtaXpDY2NjUlhYSAgRKP+Eir+W+sX3TXBwcCv9X8vP09LSiKGh4XvLQ0NDA4mJiZGoDH3+/Dn59NNPyYULFwghAs3ioUOHyPPnz2VO/+/Qltbxn1YQ/vXXX0RbW5s8fvyYEEJIXV0duX379j92/PbQuXNn+v8XL16QwYMHk2XLlknd5230qu3dx93dnSQnJ9O/r1692q7j/RPIWm/fvHlD0tLSCCGE1NfXk4EDB1LN544dO8iUKVMIIYQkJCSQsWPHEkIIuXPnDrl79y4hhJCnT5+SXr16kdevXxNCCPHz8yMJCQmEEEKmTJlCfvjhB0IIISdOnCCenp6kubmZZGdnU2UpIYScO3eO5OXltbp33rx5k9y+fbvVvVCaslSUv9v2ZaG6upqcP3+e7Ny5871ri0X5n1NVbt26Fc+ePYOrqytcXV0BSFZDSlNazp07F87OzjA1NUVOTg5Gjx4NIyMjsfi3jY2NCA4OBpfLxZgxY+hT29mzZ2FpaQkOh4PQ0FAaWYzpeExKRFFKSkqgra0NQDDaMDMza3Uudu3ahWHDhqG2tlbiiHfXrl2wsbEBj8eDr68vzask3SMhBDNnzoSZmRm8vLxoiE9pODg4iBmJmBSQALOa8tWrV/D29gaXy4W9vT3VYkZERGDy5Mlwd3fHhAkTsGzZMiQmJoLP54s91QOCWNLBwcFwcHAAIIiVPGbMGGhpacmcfmxsLEaNGgVPT0/069dPzJS2adMmWFhYwMLCAlu2bAHQWuv4+PFjTJs2DdbW1jA3N8fy5ctpmVvWS1EdpbS0J02aBHNzc7i7u7eqH9KoqqpCY2MjDQeppKSEfv36AQBKS0vh6+sLGxsb2NjY4PfffwcgCI3J5/PB5/NhaWmJqqoqFBcXw9nZGXw+HxYWFlTx+r7yr6mpiejoaGzfvh2EEDQ1NWH+/PmwsbEBl8ulswEt9apFRUVwcnKClZUVrKyscOHCBZoPplkvprK2pLi4WMy6JRSLSFPRqqqq4ptvvkH//v0xZMgQXL58GS4uLtDX18fx48fp/t7e3vjss8+gp6eH7du3Y9OmTbC0tIS9vT1evXoFQHq7/fLLL+Hq6or58+fDyMgIpaWlAAThSA0NDem1EdKpUyda9zp27AgrKysxNWhwcDAAYMyYMTh79iwIITA2NoaRkREAoHfv3tDU1ERpaSkIIUhLS6MzFMHBwdT+dezYMUyYMAFycnKwt7dHeXk5bfvOzs6MIYZNTU1p3RRFkrK0JW/b9oOCguDm5gYjIyMahz4oKIiqVAFBdLjjx4+jc+fOGDhwIJSVlVsdX5R79+5hyJAh4PF4sLKywv379xnb0M6dO6nFDBDUiVmzZklNuxUte20iYSRdvGYNKQoMeqf/iteskfp0UVVVRXg8HjEyMiLTpk0jGRkZ9DvREUtpaSlxcnIi1dXVhBBCIiMjyYoVKwghhJSVldF9AgMDyfHjxwkhgpGtUD6/ZcsWoq2tTZ49e0bq6upInz59yMuXL8mDBw8IAJKVlUUIIWTixIlkw4YNpLa2lujo6JA7d+4QQggJCgoimzdvbvN4kkbSK1asIN26dSPe3t4kKiqK1NbWEkL+byS9bds28tlnn9EZBUkj3pcvX9L/L168mGzdupVuP2bMGNLU1ERu3LhBDAwMCCGEHDlyhAwZMoQ0NjaSp0+fEjU1tTZH0klJSSQgIIAQIhjFOTg4kJKSEkIIIQcOHCATJ04khBCira1N8yt8Kp85cyaJiIgghBBy9uxZwuPxaDmtrKxITU0NIYRIHUn7+PiIjXpEaU/6vXr1Ii9fviQ1NTXE3Nyc5OTkkNzcXGJhYUGqq6tJVVUVMTMzI/n5+eTBgwdETk6OZGdn02MJr3NjYyMZNGgQuXLlCiGk9Uha+Le0tBUUFEhBQQEhRDBy2b9/P2P5JBEWFkY0NDSIv78/+emnn+hIPyAggJw/f54QQsjDhw+JiYkJIYSQESNG0DpdVVVFGhoayMaNG8nq1atpmSorK995/kVH0kK6detGnj9/Tn788UeyatUqQohgNqB///7kzz//bDUqfvPmDW0fd+/eJf379yeEiM96ie7DVNaW7N27l3Tt2pV4enqSTZs20frash56eXmR9PR0QgghAOgI1dvbmwwdOpT89ddfpLCwkNa7mJgYYmBgQCorK0lJSQnp2rUr2blzJyGEkDlz5tB7hrR26+XlRUeVERERdJ/Tp0+T0aNHM55nIa9fvyZ6enrk/v37hBBCzM3N6YwLIYTo6+u3mvW5dOkSMTExIU1NTaS0tJTeKwgh5NGjR/Qce3l50bpFCCFubm5i9zdps5At74UzZswQqzOhoaGM96G3bftcLpfU1NSQ0tJSoqOjQ54+fUoyMjLIqFGjCCGElJeXE11dXbG6Ie0eRAghtra25OjRo4QQQmpra8mbN28Y21BJSYnYOfT09BQ7b0I+2pG0rJo/aWpIaepBUc2fubk5tLW1oaSkBH19fWrn+eSTT+Do6Ajg/1R0d+7cgZ6eHo3FHRwcTNV17VEdClm2bBlyc3Ph7u6On3/+mWoJAWD//v04deoUjhw5ImY5YuL69etwcnICh8NBfHy82LGZdI+ZmZkICAigLm03NzeJac+fPx/6+voIDAzEokWLAEhXQDJp9bKyshAUFAQAcHNzQ1lZGSoqKui1UFFRafNcSaM96Q8dOhQ9e/aEiooKRo8ejaysLGRlZcHHxwedO3em5i/hiFJU6wgABw8ehJWVFSwtLXHjxg3cvHmzzbxJSlv4vh9oW6/KxO7du3H27FnY2tpi48aNVMWYmpqKmTNngs/nY+TIkaisrERVVRUcHR3x5ZdfYuvWrTSmuI2NDWJiYhAREYFr1661MkG9r/yT/z+zlZKSgri4OPD5fNjZ2aGsrIzR+9zQ0EDjq/v5+bV53pnK2pKJEyfi1q1b8PPzQ0ZGBuzt7enMmCQ6duwopg8dNGgQVYuKlt/V1ZXqQ9XU1KghTXQ7ae3Wz8+PxjMPDQ1FXFwcAIGXW5q4o7GxEQEBAZg9ezb09fUBtK0TLS4uRlBQEGJiYiAvLy91+7bSag/vIi1pbX/UqFFQUVGBuro6XF1dcfnyZQwaNAj37t1DSUkJEhIS4Ovry1g3mKiqqsLTp0/h4+MDQCBT6dSpE2Mb0tDQgL6+Pi5evIiysjLcuXOH9ieyInNY0F7//8b8TyNJ8ycKkaCGbEs92JbmD2hdWST5bmU5njQMDAwwbdo0TJo0CRoaGigrKwMAWFhYoLCwEE+ePIGenp7UNEJCQpCcnAwej4fY2Fg6NSdaVkC8UcjaGDZs2IDRo0dj69atCA4ORl5enlQFJJNWT1pjbKlNlIS5uTny8vIYrUjtSb8917Xl/g8ePMDGjRuRk5OD7t27IyQkpM3rLC1t0WujoKDQarq4qakJwsh/I0eOxMqVK1ulweFwwOFwEBQUBD09PcTGxqK5uRnZ2dmtHn4WLFgALy8vnDx5Evb29khNTYWzszMyMzNx4sQJBAUFYf78+ZgwYcJb5//x48etlJ0t+fPPP6GgoABNTU0QQrBt2zZ4eHiIbSNahwGBREVLSwtXrlxBc3Nzm9OSTGXdv39/K81p7969ERoaitDQUFhYWOD69esSVbQAWulDRe8lTCpRadtJa7ei9e6TTz6BlpYW0tLScOnSJcTHx0usG5MnT4aRkRHmzJlD9xeqQXV0dNDY2IiKigo6LV1ZWQkvLy+sXr2aPoyqq6ujvLwcjY2NUFRUFFOGtqUmbQ+S0kpKSqKvonbv3v3WbZ+prQOCKe/4+HgcOHAAe/fulTm/ktqCpDY0btw4HDx4ECYmJvDx8Wn3A8gHPZKWpvkTVQxKUkO+C6Xlo0ePaCeUkJCAgQMHwsTEBEVFRfR4+/fvx6BBg6Qej0kTKeTEiRP0wv/xxx9QUFCghhtLS0v8+OOPGDlypMTV4UKqqqqgra2NhoYGxMfHt1k2Z2dnHDhwAE1NTSguLkZ6errU7eXl5fHFF1+gubkZp0+flqiAlKTVc3Z2pvnKyMiAuro6unbt2uo40s7VzJkzsW/fPrrKHwB++uknPH/+XOb0AeDMmTN49eoVamtrkZycDEdHRzg7OyM5ORk1NTV48+YNkpKS4OTk1GrfyspKdO7cGWpqanjx4gVOnTrVZt5lTZsJBQUFqots2UFXV1eL3dRF24i7uzu2b98u9h0gMJtxOBx88803sLa2xu3bt/Hw4UNoampi0qRJCAsLE1ut+zb5b6nsbElpaSmmTp2KmTNnQk5ODh4eHti5cycaGhoAAHfv3sWbN29anc+Kigpoa2tDXl4e+/fvR1NTk9Rzx1TWlprT3377jR73+fPnKCsrQ58+fSSqaN817Wm34eHhCAwMxNixY6GgoMBYN5YsWYKKigq6bkDIyJEjsW/fPgACK5ybmxvk5OTw119/wcfHBxMmTICfnx/dXk5ODq6urvQ+tm/fPtpBjhw5EnFxcSCE4OLFi1BTU6PratqLJGWpj48PLZu1tfVbt/1jx46hrq4OZWVlyMjIoHa7kJAQeo7aMiGK0rVrV+jo6ND38/X19aipqZHYhkaPHo3k5GQkJCRg3Lhx7T4/H7RgQ5rmb/LkyRg2bBi0tbWRnp4uUQ35d5WWpqam2LdvH6ZMmQIjIyNMmzYNysrKiImJgZ+fHxobG2FjY4OpU6dCSUlJ4vFaKhFFRzf79+/H3Llz0alTJygqKiI+Pp5OcQHAwIEDsXHjRnh5eeHMmTMS87pq1SrY2dmhb9++4HA4Ejs6IT4+PkhLSwOHw4GxsTF15EpDTk4OS5Yswfr16+Hh4cGogDQ2NmbU6kVERGDixIngcrno1KkTvWG0xNXVFZGRkeDz+Vi4cKFYxdbS0sKBAwcwb948lJSUQF5eHs7Ozhg9erTM6QOCcxoUFIR79+7h888/h7W1NQDBdbK1tQUguCFaWlq2mr7l8XiwtLSEubk59PX1xaavWtZLIVZWVjKl3V4IIVi/fj2mTJkCFRUVdO7cmb4S2rp1K2bMmAEul4vGxkY4OzsjKioKW7ZsQXp6Ol2kOGzYMBw4cAAbNmxAhw4doKqqSqdV32X+a2trwefz0dDQAEVFRQQFBeHLL7+k6RUVFcHKygqEEGhoaCA5ObmVXnX69Onw9fXFoUOH4Orq2uYMDFNZW5KSkoIvvviCjso3bNiAXr16QUtLi1FF+65pT7sdOXIkJk6cKHGq+8mTJ1izZg1MTExofmfOnInw8HCEhYUhKCgIhoaG6NGjB/W3Hzx4EJmZmSgrK6N1JzY2Fnw+H+vWrYO/vz+WLFkCS0tLhIWFARD8NO/kyZMwNDREp06dxNSyAQEByMjIwMuXL6Gjo4MVK1YgLCwMSUlJmDVrFkpLS+Hl5QU+n4/Tp09LVZaK8rZt39bWFl5eXnj06BGWLl1KR/xaWlowNTWFt7e32HF0dXVRWVmJv/76C8nJyUhJSYGZmRnCw8MxdepUWFtbY//+/ZgyZQqWLVuGDh064NChQzh//jxjG+revTvMzMxw8+ZN2n7aAyvYYPnPERsbi9zcXLFRJgvLx0Bubi7mzp1L1wOwSCciIgKqqqqYN29eq+9qamrA4XCQn58PNTW1fyF3/wcr2GBhYWH5yImMjISvry/Wrl37b2floyc1NRUmJiaYNWvWv95BtwU7kmZhYWFhYfkXYUfSLCwsLCwsHyFsJ83CwsLCwvKBwnbSLCwsLCwsHyhsJ83CwsLCwvKB8kF30mVlZTQ4fq9evdCnTx/6t1CZ9k9SW1sLNzc38Pn8VoFRAgMDaXhEPp+PHTt2/OP5E7Jy5UqqnbO0tEROTs47Sffx48dv9WN8JlJTU6GmpgZLS0v6G21pekohaWlpuHjxYpvbJSUlYcOGDQAEwR1aBnaQxrFjx6iW08zMDLt375Z53w+NvLw82Nvbw8LCAlwuV6ze3r9/H7a2tjA0NMTnn39OA3rExcWBw+GAy+XC0dER165do/ucPHkS/fr1g6GhIT2/gKCtDh48GEZGRvDw8KAhGUtKSuDi4oLOnTuLRb8CBNHAdHR0aOAeURISEmBmZgZzc3OxyGctiY2NhYWFBczNzWFubo7Nmze/3YmSQHp6OiwtLaGoqEiDV7Cw/KO0DOYt+u/fVlWK8k9rG5k4f/48cXNzY/xu/PjxJCkpSer+TPq1v0tLYUBmZiZxdHQk9fX1hBBCSkpKyLNnz975cf8uZ86coQHuCSEkLy+PfPrpp2ISFSYWL15MJQOy0p596urqiLa2NlWi1tXVUZHKh4Ss6sLbt2+Te/fuEUIIefz4MdHS0qLyDB8fHyoyCAsLI9HR0YQQQrKysqhk4vjx42TAgAGEEIFQRU9PjxQVFZG6ujpiYWFBz83cuXNp+1y1ahVZtGgRIUQgtcjKyiLbtm0jX3zxhVjeLly4QB4/fkzU1NTEPr916xaxsrKieXjx4gVj2X755RfSv39/UlxcTAghpKamhuzatUum8yIrf/75J7l69SoJCAhos32zsLwtH61gQxrr16+n2rxt27YBAL799lv88INg9fqsWbPg7u4OADh9+jRCQkLQ2NiIbt26YcGCBeDxeHBwcGDUM758+RIjR44El8vFgAEDcP36dTx79gwhISHIzc0Fn8+XKdKS8HhLliyBra0tLl++jOXLl1OV5dSpU2k40M2bN8PMzAw8Hg+BgYEABBHXhFGeLC0t8csvvwAQxLH19/fHiBEjWkVQKi4uhoaGBjp27AgA0NDQoOH6cnJyqFZy2LBhVLTBdOy0tDTweDzw+XxYWVnhzZs3uHfvHhUp1NbWIjg4GBwOB1ZWVlQwsnv3bowZMwYeHh4wMjLCwoULZbmcsLKywuLFi2mAkRcvXmD06NGwtraGra0tLl68iPv372P37t3YsGED+Hw+Lly4gGPHjsHOzg6WlpZwd3en13P37t2tRm6SyiqKMEqaMKaxkpISFakEBgaKjaZUVVUBCGYFXF1dMWbMGKo6jYuLo9pFYV0JDAzEjBkz4OrqCgMDA2RmZiI4OBgmJiY0khMgiFom1GCKhgHV0dHBqlWr4OjoiO+++04setGtW7cYoxn169cPBgYGdP+ePXvi5cuXaGpqQmZmJpUEiGoIHR0d6ejW3t6eSlMuXrwIU1NT9O3bF0pKShg7dizV/YlqEEXTUlVVhaOjI2OMbQcHB/Tq1avV59HR0Zg1axbNg6amZqttAEF737RpE01DRUUF4eHhAID8/HzY2dmBy+XC19eXjuwHDhyIOXPmwMHBARwOB7m5uWhqaoKhoSFVRzY1NUFfXx+vXr2iEcfk5aXfKk+cOAErKyvweDx632FqQ76+vkhJSaH7BQYGiikTWVhaInNY0PTYaJQ8/POdHlyzrz5cQya3e7/Lly8jPj4ely9fRlNTE2xtbTFo0CA4Oztjx44dmD59OvLz89HQ0IDGxkZkZWXROMMVFRUYNGgQIiMj8eWXX2Lv3r1YsGCBWPpLly6FnZ0djh8/jpSUFNo5R0VFYfv27RKnvebOnYuIiAgAwM8//wxjY2NUVFTAyvtF5QEAACAASURBVMoKq1evBgDqLyaE4PPPP8dvv/2GYcOGYf369Xj48CE6duyI8vJyAIJpa09PT8TGxuL169ews7PD0KFDAQDZ2dkoLCxE9+7dxfLg6emJ1atXo1+/fhgyZAj8/f3h5OSE+vp6fPHFFzh+/DjU1dURHx+PpUuXIjo6mvHYGzZsQHR0NOzs7FBdXd3qJrt161Z07NgR165dw40bNzB8+HAaZ/3KlSvIz8+HoqIijI2NMWvWLJmC71tZWdEHrtmzZ+Prr7+Gvb09ioqKMGLECFy/fh3h4eFQV1enHfDr168xcuRIyMnJISoqCt999x3WrVsn8RhMZRVFU1MTHh4e6Nu3LwYPHozPPvsM48aNa/MmfeXKFdy6dQtqamrQ1dXF9OnTkZOTg++++w7bt2/Hxo0bAQjqX3p6Oo4cOYLPPvsM2dnZNITj9evXYWFhgcjISPTo0QONjY208xc6xjt37ky90CdOnKD7xMTESLUiAaDuZV1dXbx48QLq6uo0/KKOjo6YJ1zInj176IPg06dP8cknn9DvdHR0cOXKFQCC6W4NDQ0AQJ8+fahb+G24e/cuOnToAEdHRzQ3N2PFihW04xPlxo0bkBTHITAwENHR0Rg4cCAWLVqEVatW0WtQX1+P7OxspKWlITw8HIWFhQgICMDPP/+MmTNn4vTp07CxsWF0IjPx/PlzTJs2DefPn0ffvn1pZ8/Uhvz9/ZGYmAh3d3fU1dXh3Llz2LNnz1ueKZb/Ah/lSPr8+fPw9fVFp06d0KVLF3h7eyMrKws2NjbIyclBeXk5VFVVYWNjg4KCApw/f5520ioqKvSmI0mrJ6o9c3d3x7Nnz/DmzZs287V582YaEF54U+3YsSMdrQCgSkEej4dz585RLZ25uTkCAwMRHx+PDh06ABDEFF6zZg34fD5cXV1RV1eHR48e0Xy17KABQfD3/Px8REVFoWfPnhgzZgz279+PW7du4caNGxgyZAj4fD4iIyOpeYbp2I6OjpgzZw62bduGysrKVrF0Rc+Rubk5evfuTYUjQ4YMQZcuXaCiogITExOa57YgIoF1UlNTMXXqVPD5fHh7e+P169et7FCAQIDi7u4ODoeDTZs2takGZSprS2JjY3HmzBlYW1sjMjISkye3/SBpZ2cHLS0tKCsrQ19fn9qcWqoLRVWFvXv3hpmZGVWICrdLSEiAlZUVrKyscOvWLTEdo+iagLCwMMTExKCxsRGHDh1CQECAxPw9ffoUISEhiI2NlWj8amnnERqjhBGuZNmnrc9lobGxEX/++SfOnTuHn376CaGhoaisrJR5/7KyMtTV1WHgwIEAxFWyAOh5cnNzQ0lJCaqrqxEWFkbjPbelgWxJdnY2XF1dqdhE2LkztSFh/P2GhgacOHECbm5ubSpoWf7byDySfpsR7/uC6WYBCKYme/fujbi4ODg6OsLY2Bhnz57Fo0ePYGxsjMbGRjoNDAjsQqJaOUnpSzqeLKioqNAbVk1NDWbOnIn8/Hz06dMHS5Ysoeas06dP49y5czh27BhWr16N69evgxCC5ORkOl0pJDMzU6pYQFFREa6urnB1dYWZmRkSExPpwiGmmL9Mx16yZAlGjhyJEydOwMbGBhkZGWI3XmnnpKW6sLGxEYcPH6azCUxOcAAoKCiAqakpTf/y5cti14uJGTNmYNGiRRg+fDhSU1MRGRkpdXumsnp4eODly5ewt7dHVFQUAIEPm8vl4vPPP4epqSl2794tpi5sampqt5JQdDtJetQ//vgD33//PS5fvoxu3bohMDBQTJEoet39/Pzw7bffwtHREQ4ODujWrRsuXLiA6dOnAxBMBw8fPhwVFRXw8vLCunXrqPRFU1OTTnsrKCi0Ug0WFhZiypQpOH36NH0YlKYn7NmzJ0pLS6GhoYGnT58yTmPLio6ODlxcXKCoqAgDAwMYGBjg/v37SExMxG+//QZFRUXk5ubCzMwMeXl5cHZ2Ftu/rfbKpC7U1dVF9+7dkZ6ejoKCAsaRuyQIIYwPJUxtyMjICI6Ojjhz5gwSExPb9TDA8t/koxxJOzs7IykpCbW1taiursaxY8foSNnZ2RkbN26Es7MznJycsGPHDolTYtLSF2rPUlNToaOjI7PvWBq1tbWQl5eHuro6qqqqcOTIEQCCG/6TJ0/g5uaGDRs2oLS0FDU1NfDw8MDWrVvp/gUFBW0e49atW3RECwimYfv27QszMzM8ffqU6vb++usv3LhxQ+Kx79+/Dy6Xi4ULF8LS0hJ37tyReI5u3bqF4uJiGBoaSszXmDFj6CyD8L22KIWFhfj2228xY8YMAILRuOgKeaFWkEld2KdPHxBCpFqvAMnnOTU1FYWFhYiKikJlZaXYqEtU/airq4u8vDwAgtXjbWkS34bKykp06dIFXbt2RXFxMU6fPi1x206dOsHNzQ0zZ86kN/sBAwbQ8zx8+HDU19dj1KhRCAsLE5vRUVBQgJOTE5KSkgCIawiLioowZswY/Pzzz2LX1N7eHjdv3sTDhw9RX1+PgwcPYuTIkQDENYiiab0N3t7e1CBWUlKC+/fvQ09PD5GRkSgsLERubi4AYOHChZg3bx5dW1FXV4dt27ZBXV0dKioqdHpfqJIVkpiYCECgNNTS0qJtOywsDOPHj4e/v3+brzdEcXR0RFpaGh4+fAgAdLpbUhvy9/fHnj17kJ2djSFDhrz1eWL5b/BBqyolYWtri4CAADoqmDZtGjgcDgDAyckJGzZsgJ2dHVRUVNChQweZvb1CVq5cSbVnqqqqYhq2v0PPnj0RHBwMCwsL9O3bF3Z2dgAE03uff/45qqqq0NzcjG+++QZdunTB8uXLMWfOHHA4HDQ3N8PQ0LDNRSbV1dVUHamgoIB+/fohOjoaSkpKVCtZVVWFxsZGfPXVV/TnNy2P/fXXX+P8+fOQl5cHl8uFu7u72LT1rFmzMGXKFHA4HHTo0AFxcXFtjnpbIvx5S01NDbS0tPDDDz/Qm+mOHTswbdo0Op3r6uqKHTt2YNSoUfDz88PRo0exY8cOREREwMfHBzo6OrC1tZX6LlTSeRaFEIK1a9di0qRJUFFRgaqqKhXCT5kyBaNGjcKZM2fg7u7+XqYpraysYGZmBgsLi1YaTCbGjx+PkydPYvDgwYzfJyQk4MKFCygvL6fvPvfv3w8Oh4MNGzYgICAACxYsgLW1NUJCQgAIzEGvXr3ClClTAAhG/5cuXUKHDh2wdetWDB06FE1NTZg8eTL69esHAFi0aBHGjh2LH3/8EXp6erQjBAQj45qaGjQ0NODw4cM4e/Ys+vXrhy+//BIHDx5EZWUldHR0MHXqVCxZsoROCQvVhZs3b2b8mdbIkSNRWloKNzc3AIIR8aRJk2gZp02bhtraWhgaGoq14a5du2LAgAGoqqoS+9zHxwehoaH0PACCqWw/Pz+8fv0av/32G5YtW4arV6+iqakJdnZ2yM3NhZaWFnbu3IlRo0aBEILevXvj1KlT2LhxY6s2BAjWjQQHB8PPz0/iKxcWFiGsYIOF5SMmMjIS9fX1WL58+b+dlY+CgQMHYvv27YyzORcvXsTChQvFPOAsLP8E0gQbH+VImoWFRbAI7fHjx0hLS/u3s/LRs2bNGkRHR+PAgQP/dlZYWMRgO2kWlo8U4e/mWWQnKyuL8fPFixdj8eLF/3BuWFja5qNcOMbCwsLCwvJfgO2kWVhYWFhYPlDYTpqFhYWFheUDhe2kWVhYWFhYPlA++E56zZo1VLvI5/Nx6dIlAICLiwv69esHLpcLExMTzJw5UywW8/Pnz+Hv7w8DAwOYmZlh+PDhuHv3LoqKiqCiokKVknw+H3FxcXS/goICyMnJSQ0iIYnm5mbMnj0bFhYW4HA4sLGxwYMHD/7+SQCQm5uL2bNnv5O0YmNjoaGhAUtLS6oWFAZ+kEZycrJYiEpJREVF0XMaEhLSSuspjb1791JNooWFxUctHzhz5gz69+8PDoeD/v37i63CzsvLA4fDgaGhIWbPnk2jZG3atAlmZmbgcrkYPHgwDZABCIKEGBkZwcjISCxwy4MHD2BnZwcjIyOMGzeOalxv374NBwcHKCkp0bjVQkJDQ6GpqQkLCwuxz1+9eoWhQ4fCyMgIQ4cOxevXryWWb+PGjTAxMYGFhQV4PJ5YO3oXHDp0CObm5pCXl6cBTFhY/nO01GKRD0hVeeHCBWJvb0/q6uoIIYSUlpZSheCgQYNITk4OIYSQ+vp68uWXXxJnZ2dCCCHNzc3E3t6e7Ny5k6ZVUFBAMjMzyYMHD4i5ubnEY86fP58MHDiQBAcHtzu/P//8M/H19SVNTU2EEIEa8NWrV+1O530TExNDZsyYQf9OS0sjWlpa5ObNm1L3Cw4OpmpDWWnPPo8fPyb6+vqkvLycECLQHP7555/tOt4/gazK0fz8fFpfr127Rnr37k2/s7GxIRcuXCDNzc3E09OTnDx5khAiuBZv3rwhhBDyww8/kLFjxxJCCCkrKyN6enqkrKyMvHr1iujp6dG65efnRxISEgghhEyZMoX88MMPhBCB4vHy5ctk0aJFrTSv586dI3l5ea3awvz588natWsJIYSsXbuWfP3114xl27lzJ3F3dycVFRWEEELKy8tJbGysTOdFVm7evElu374t1tZZWP4X+WhVlcXFxVBXV6eRndTV1RltSh07dsT69evx6NEjXLlyBenp6ejQoQOmTp1Kt+Hz+W1GHiOE4PDhw4iNjUVKSopYzGRZ86utrU1DCuro6NC4xykpKXBwcICVlRX8/PxQXV0NQCC+F46c5s2bB0AwghCOToRxiTMyMjBixAgAgtGOt7c3uFwu7O3tcfXqVQCCSFGhoaFwcXGBvr6+WEhRabi6umLy5MmIjo4GIAhn6Onpif79+8PJyQm3b9/GhQsXcPz4ccyfPx98Ph/379/Hrl27YGNjAx6PB19fX9TU1NB8tBy5SSqrKCUlJejSpQtVQKqqqkJPTw+AYOZEOJp6+fIldHV1AQhmBby9vfHZZ59BT08P27dvx6ZNm2BpaQl7e3saotHFxQVz586Fs7MzTE1NkZOTg9GjR1O1pBBvb2/0798f5ubm9HwI87Js2TLY2dlh9erVYiE2z5w5g9GjR7cqj6WlJa2v5ubmqKurQ319PYqLi1FZWQkHBwfIyclhwoQJ1Kzm6uqKTp06ARDXRJ4+fRpDhw5Fjx490L17dwwdOhS//fYbCCFIS0vDmDFjAIhrIjU1NWFjY8MY1crZ2ZnR8iRJOdkSoRa2a9euAAA1NTW639mzZ2FpaQkOh4PQ0FDU19cDEIRV/eabb2BrawtbW1vcu3cPVVVV0NPTQ0NDAwBBWFRdXV00NDTA1NSURjSTRlxcHLhcLng8HpW+MLUhOzs7MQGLi4sLDfPKwvKhIvPvpE+dOoXnz5+/04P36tWrlQ9ZFHd3d6xcuRLGxsYYMmQIxo0bJxaDVxQFBQXweDzcvn0bL168kBqv+/79+2IRh7Zt2wYnJyf8/vvv0NPTg4GBAVxcXHDy5EnGm68kxo4di4EDB+L8+fMYPHgwAgMDYWlpiZcvX2L16tVITU1F586dsW7dOmzatAkzZ85EUlISbt++DTk5OTFF5enTp9GnTx9GneLy5cthaWmJ5ORkpKWlYcKECTS29e3bt5Geno6qqir069cP06ZNkyn0oJWVFX788UcAAp9xVFQUjIyMcOnSJUyfPh1paWkYOXIkRowYQTuEbt260TCMS5YswZ49ezBr1izG9F+9esVYVlF4PB60tLSgp6eHwYMHY/To0dQaJY3r16+joKAAdXV1MDQ0xLp161BQUIC5c+ciLi6Oai07duyIzMxMfP/99xg1ahTy8vLQo0cPGBgYYO7cuejZsyf27t2LHj16oLa2FjY2NvD19UXPnj3x5s0bWFhYYOXKlSCEwNTUlAolZNFEHjlyBJaWllBSUsLTp0+ho6NDv3tbTeTTp09RVlaGbt26QVFRUWpasvLixQvqH9fW1mb0rVdVVaGqqqqV+AUQxM8OCQnB2bNnYWxsjAkTJmDnzp30GnTt2hWXL1+m1+XXX3+Fi4sLTpw4AW9vbxw4cAC+vr4yh8u8ceMG1qxZg99//x3q6ur0oYypDfn7++PgwYNYsWIFiouL8ezZs3bH9Wdh+af5oEfSqqqqyMvLQ3R0NDQ0NDBu3DiJBiVAdluVgYEBlRAUFhbSEXZCQgL8/f0BCBp0QkJCu/Kro6ODO3fuYO3atZCXl8fgwYNx9uxZXLx4ETdv3oSjoyP4fD727duHhw8fomvXrlBWVkZ4eDiOHj1KR1COjo4ICQnBrl27GCUOoppINzc3lJWVUam9l5cXlJSUoK6uDk1NTSofaAvhuauursaFCxfg5+cHPp+PKVOmSIyHff36dTg5OYHD4SA+Pl6qJlJSWUVRUFDAb7/9hsOHD8PY2FjMzy0NV1dXdOnSBRoaGlBTUxPTQYpqIoUyCA6HA3Nzc2hra0NJSQn6+vrU7rR161bweDzY29vj8ePH1JGtoKAAX19fAIIY0UFBQfjpp59QXl6O7OxsqQ+bN27cwDfffEMfgpjqaUuL0k8//YTc3FzMnz9f6j6ypPWuIRKsTwBw584d6OnpwdjYGIBkTWRAQACys7MBAOHh4TSGtiwPPKIIZxHU1dUBiGsiW7ahsWPH4tChQwCAgwcPws/PT+bjsLD8W8g8kpZ2E3qfKCgowMXFBS4uLuBwONi3b59YAHwhTU1NuHbtGkxNTaGurt6uxUrC/Y8cOYLjx49jzZo1IISgrKwMVVVVYhKGpKQkrFixAgCwe/duWFtbi6WjpKSEYcOGYdiwYdDS0kJycjLc3d0xdOhQxk7/8uXLOHv2LA4cOIDt27cjLS0NUVFRuHTpEk6cOAE+n09HyUKk3ZiZNJE7duzArl27AAAnT55kLL9QE9nc3Ixu3bq1OiYTISEhSE5OBo/HQ2xsLDIyMiRuq6io2KqswoVVgKADXblyJeTk5Oh06NChQzFx4kRERESIaSJbvoZ4V5rIjIwMpKamIjs7G506dYKLiws9lrKysphTe+LEifjss8+grKwMPz8/KCoqMtaNJ0+ewMfHB3FxcXTkqaOjQ6exAbTSRKampmLNmjU4d+4czaeOjo7Y+X3y5AlcXFygrq6O8vJyNDY2QlFRsVVa7UVLS4u+tikuLoampiYtb0FBAXr37o2TJ0+ic+fO+PPPP6Gvry+2f1sPyqKdu/D/jo6OKCoqwrlz59DU1NRqMZs0JD0wMLWhPn36oGfPnrh69SoSExPpQxMLy4fMBz2SvnPnDh3JAOLaQFEaGhqwcOFCfPLJJ+ByuXBzc0N9fT3tmAAgJycH586dk3is1NRU8Hg8PH78GEVFRXj48CF8fX1bvZPz8fGhI/CWHXR+fj6ePXsGQLDS++rVq+jbty/s7e3x+++/U4VkTU0N7t69i+rqalRUVGD48OHYsmUL7Rjv378POzs7rFy5Eurq6mIOX0BcE5mRkQF1dXX6bpCJGTNm0Dwz3cDPnTuH6OhoTJo0CV27doWenh4dcRBCcOXKFQCtNZFVVVXQ1tZGQ0MDzY8kmMqqoKBA87Vy5Uo8e/YM+fn5dB9Jmsj2PoDJSkVFBbp3745OnTrh9u3buHjxosRte/fujd69e2P16tX0obFl3SgvL4eXlxfWrl0rZrPS1tZGly5dcPHiRRBCEBcXR9WOBQUFmDJlCo4fP047SADw8PBASkoKXr9+jdevXyMlJQUeHh6Qk5ODq6srPSd/VxMpSTkZExODwsJC+pC3cOFCzJgxA5WVlQAE75Kjo6NhYmKCoqIiWtclaSITExPh4OBAP58wYQICAgLa7VcePHgwDh48iLKyMgDimkimNuTv74/169ejoqKCmvNYWD5kPujY3dXV1Zg1axbKy8uhqKgIQ0NDscU848ePh5KSEurr6zFkyBD6cx05OTkkJSVhzpw5iIyMhLKyMnR1dbFlyxYArd9Jh4aGIj8/X2wxEAD4+vpi586ddGq5LUpKSjBp0iS6UMbW1hYzZ86EsrIyYmNjERAQQL9bvXo1unTpglGjRqGurg6EEGzevBkAMH/+fPzxxx8ghGDw4MHg8XhiDxgRERFUpdmpU6c2PcpMJCYmIisrCzU1NdDT08ORI0dgamoKAIiPj8e0adOwevVqNDQ0wN/fHzweD/7+/pg0aRK2bt2Kw4cPY9WqVbCzs0Pfvn3B4XDEOvCWVFVVMZZVlIaGBsybNw/Pnj2DsrIyNDQ0EBUVBQCYN28exo4di/3791M14bvG09MTUVFR4HK56NevH+zt7aVuP378eJSWlsLMzIzx++3bt+PevXtYtWoVVq1aBUCwgFBTUxM7d+5ESEgIamtr6cwLILj21dXVdCr2008/xfHjx9GjRw8sXbqU6lmXLVtGp3bXrVsHf39/LFmyBJaWlggLCwMg+BmitbU1KisrIS8vjy1btuDmzZvo2rUrAgICkJGRgZcvX0JHRwcrVqxAWFgYFixYgLFjx2LPnj349NNP6cNaS6ZNm4bq6mq6MK1Dhw746quvoKysjJiYGPj5+aGxsRE2NjZiCzjr6+thZ2eH5uZmsZml8ePHY8mSJXQ6HBDMWs2aNQulpaXw8vICn8/H6dOn8ezZM4SHh+PkyZMwNzfH4sWLMWjQICgoKMDS0hKxsbGMbQgQeM2/+OILLF26VOq1ZWH5UGBVlSz/j73zjqri6B/3g4IGUdHYlUTEC4JwL02a2AAFYsGCqFhRsfckdiWWWBKNid3XGGyxYEmEiBXFqLGABVvEgqJGjB0UFRTY3x/87nzvhXspxrzBvPuc4zmyd3d2ZnZ2Z2d29/PIvCXDhw/X6hRlCsbc3JxTp06J58eabNu2jcjISNavX/8P5ExG5p9FVlXKyLxjnJ2dMTEx4Ztvvvmns/LeM2LECHbv3q33fQkZmf9l5E5aRuYtkL+vLT6ab9prsnjx4v9uRmRk3iNK9ItjMjIyMjIy/8vInbSMjIyMjEwJRe6kZWRkZGRkSihyJy0jIyMjI1NCKfGdtD5V5V8hOTm5WFGNNFHLH4qKPtnEtGnTqFOnjpYyMzU1VUuk8VcJCwsjJiamWNt8++23fPDBByLM6F/l6tWrtG7dGoVCgY2NDV26dClyqNKi4u/vT6VKlYpcb/fv36dt27bY29sLjem7QlPT+VcJCQmhXr162NvbizjYRYnL/d133wnZSUGEhoYK9ai5uTmPHj0qUr7+TiXrP8Hb6EF79OhBgwYNsLOzo1+/fkIQIkkSI0eORKFQoFKptILz7NmzhwYNGqBQKJg7d65Yrk/J+fjxY7y8vChfvjzDhw/XyvPr168ZOHAgVlZWWFtbs3379ndeLzIlhLxaLOk9UVX+FQrTVRaEiYlJsdb/4osv8mkCC1oeGxsrtWnT5q3ypklRdYp5cXFxkZo0aSKtXr36L+fh1atXkkKhkKKiosSygwcPShcuXPjLaWsSExMjRUVFFbneBg4cKH333Xfi73Pnzr3T/LwrNDWfOTk50oIFCyRLS0spMzOzwO3q1q0rPXz4sFj7Ks4274OStTjt/230oNHR0VJOTo6Uk5MjdevWTehBo6OjJX9/fyknJ0c6fvy45OrqKvJjYWEhJSUlSZmZmZJKpZIuXbokSZJ+JWd6erp05MgRafny5VpqWUmSpLCwMGny5MmSJElSdnZ2sY+3TMniX6mqnDFjBi4uLtjZ2TFw4EARM7hFixZCh2dlZcWRI0cK3MelS5dwdXXFwcEBlUolwpDqUxYCfPbZZzg5OeHj48PDhw8B3XrHv8qLFy/o168fLi4uODo6iohq2dnZfP755yiVSlQqlfiExdzcnBkzZtCkSRO2bt1KSEiICBcZHx9P48aNsbe3x9XVVWd0sKSkJNLT0/nyyy+1okHpqqMXL17Qpk0b7O3tsbOzE+EeNdm4cSMeHh5aJisvLy/s7OzIyMigb9++KJVKHB0diY2NBXLVk+3bt8ff358GDRqIWNhTp05l4cKFIp3JkycLFaePj49WfPXCuHfvnpaFSqVSif/PmzcPFxcXVCoVX3zxhTgOusqqS72pOXOSkJCAu7s7KpWKjh078vTpU6D4bRRyo+iNGTOGmjVrsnv3bkC3/nTRokWkpKTg5eWFl5cXkBsdrFGjRtja2ooyqfOhOXIrqKx560+fklVzpmnbtm0iZGpISAhDhgzBy8sLCwsLfv31V/r164eNjY1WLP7y5cszfvx4nJ2dadmyJXFxcUK9GhUVBeTOhDVt2hQnJyecnJw4duwYkBsi18vLi+7du6NUKgtsM5oUVw8K0Lp1awwMDESsefU2kZGR9O7dGwMDA9zd3UlNTeXevXvExcWhUCiwsLCgTJkydOvWTZzP+pScJiYmNGnShA8++CDfb+Hh4UycOBHIjT2vK0CMvutE3nablpaGubm5iI3/8uVLPvroIzE7IPPPUuTvpKde+4OL6a/e6c7tyhsz09JM7+8FqSqHDx9OWFgYAL169WLnzp2iM8jKyiIuLo5du3Yxffr0Aqd8V6xYwahRo+jRowevX78WxpyClIVOTk588803zJgxg+nTp7NkyRK9eseC+Pbbb/nxxx8BqFy5suio1MyaNQtvb2/Cw8NJTU3F1dWVli1bsm7dOm7evMnZs2cxNDQU8YohVwRx9OhRAHFBef36NV27diUiIgIXFxeePXuGsbFxvvxs2rSJ4OBgmjZtypUrV3jw4AHVq1fXWUe7du2idu3aREdHA+icHr948aJeFeDSpUsBuHDhAomJifj6+nL16lUgVzpy8eJFypUrh4uLC23atKF///506tSJUaNGkZOTw+bNm4mLiyuwfvUxbNgwunbtypIlS2jZsiV9+/aldu3a7Nu3j2vXrhEXF4ckSQQEBHD48GEePnyYr6xFUW/27t2bxYsX07x5c8LCwpg+fboITVucNqqJk5MTSGThxgAAIABJREFUiYmJeHp66tSfhoWFsWDBAmJjY8WFe9asWXz44YdkZ2fj4+PD+fPntW5MNNmzZ0+hx1WfkrUwnj59ysGDB4mKiqJdu3b89ttvrFq1ChcXFxISEnBwcODFixe0aNGCr776io4dOzJlyhT279/P77//Tp8+fQgICKB69ers37+fDz74gGvXrhEcHCxuNtRtp169eiQnJxe7zRRFD6rJmzdvWL9+vbgZ0LeNruVv++hO3damTp3KoUOHqF+/PkuWLKFGjRpa661cuTLfdUJXuzU1NRWhh728vPjll1/w8/Mrsi5U5u+lRI+kC1JVxsbG4ubmhlKp5ODBg1qaRLUD2tnZWW8ABTUeHh7Mnj2br776ilu3bonOS5+ysFSpUnTt2hWAnj17cvTo0WLpHTUZM2aMEDLk7aAhd6Q0d+5cHBwchJHp9u3bxMTEMHjwYOEQVsdwBkTeNLly5Qq1atUScZ8rVqwottVk8+bNdOvWjVKlStGpUycRt1lXHSmVSmJiYhg/fjxHjhzB1NS00PJqoqnbtLa2pm7duqKTbtWqFVWqVMHY2JhOnTpx9OhRzM3NqVKlCmfPnmXfvn04OjpSpUqVYu1TjZ+fHzdu3GDAgAEkJibi6OjIw4cP2bdvn0hb3Rleu3ZNZ1kLU2+mpaWRmpoqbirzKhuL00Y1Uc8Y6dOf6mLLli04OTnh6OjIpUuXxHNoXRTluOpTshZGu3btMDAwQKlUUqNGDZRKJaVKlcLW1lbUQZkyZfD39xd5ad68OUZGRlra0Tdv3jBgwACUSiVBQUFa5XF1daVevXoAxW4zRdWDajJ06FCaNWsmdLf6tilKWkUlKyuLP/74A09PT86cOYOHh4eYydFE13VCX7tV38RD7nVA13VE5p+hyCPpgka8fye6VJXdunVj6NChnDp1io8++ohp06Zp6QvV0+NqVWNBdO/eHTc3N6Kjo/Hz82PVqlWUKlVKr7IwLwYGBsXSOxYHSZLYvn17vqkwqQCfr4mJic50CrsgnD9/nmvXrtGqVSsgd/RtYWHBsGHDdNaRt7c3p0+fZteuXUycOBFfX1/8/PwYNGgQkPs4wtbWVq95TNdFS03evKr/Dg0NZc2aNfz555/069evwPIUxocffkj37t3p3r07bdu25fDhw0iSxMSJE0UZNMlb1rCwMJ2a0aKiq43m1UHq4uzZs/j4+CBJkl79qSY3b95k/vz5xMfHU7lyZUJCQvS2ZQArK6tCj2tAQIBOJauPj4/WsdOnFNWnCgUwMjISaejTjn777bfUqFGDc+fOkZOTozUdnLf962ozkydPFjMF6nO2OHpQNdOnT+fhw4daykszMzMta51aHfr69Wudy9+GKlWqUK5cOSEECgoK4ocffsi3nq7zXpcy9uDBgwQEBDBx4kSePHnC6dOn/zaJjUzxKdEjaX2qSvXJX7VqVdLT0/+SulDtxB05ciQBAQGcP3++QGVhTk6O2N/GjRtp0qRJgXrHv4Kfnx+LFy8WHdrZs2eB3McAK1asEBctzeluXVhbW5OSkkJ8fDyQa6TKe/OyadMmpk2bRnJyMsnJyaSkpHD37l1u3bqls45SUlIoV64cPXv25PPPP+fMmTO4ubmJmYGAgAC6d+/OsWPHxAURcqdTL1y4oKXbvHr1Krdv3xY3I/v37+fJkye8evWKHTt2CM1jx44d2bNnD/Hx8fj5+b11vR48eFC8/fz8+XOSkpL4+OOP8fPzIzw8nPT0dCB36vLBgwc6y6pPM6rG1NSUypUri+fNeZWNusirg9REkiQWLVrEvXv38Pf316s/BW2l6LNnzzAxMcHU1JT79++L59n6KMpx1adkhVwf9eXLl8nJyeHnn38ucF9vS1pamngmvn79evGIShe62sysWbNEeaD4elDI9YXv3buXTZs2iWfzkKv6XLduHZIkceLECUxNTcUs1rVr17h58yavX79m8+bNBAQEvFX5DQwMaNeunbiBOHDggE4Tm67rhL52W758eVxdXRk1ahRt27bVcqfL/LOU6Njd+lSVlSpVEtNd5ubmYhr3bYiIiODHH3/EyMiImjVrEhYWhomJiV5loYmJCZcuXcLZ2RlTU1MxRaRP71gQms+kgXzu6qlTpzJ69GhUKhWSJGFubs7OnTsJDQ3l6tWrqFQqjIyMGDBgQL5PNDQpU6YMERERjBgxglevXmFsbExMTIzWSz6bN2/OdwHv2LEjmzdvJicnJ18dxcfHM3bsWEqVKoWRkRHLly/Pt19jY2N27tzJ6NGjGT16NEZGRqhUKhYuXMjQoUMZPHgwSqUSQ0ND1qxZI0YwTZo0oVevXly/fp3u3bsLb3eZMmXw8vKiUqVKWhcR9Yt66enpmJmZ8cMPP+Dn50dYWBiNGjXKdzE8ffo0w4cPx9DQkJycHEJDQ0Ubunz5svAcly9fnh9//JHr16/nK2tR1Jtr165l8ODBvHz5EgsLC1avXq33GOlj7NixzJw5k5cvX+Lu7k5sbCxlypShWrVqOvWnVlZWDBw4kE8++YRatWoRGxuLo6Mjtra2WFhYaHmtdXHhwoVCj6s+JSvA3Llzadu2LR999BF2dnbihuddMnToUAIDA9m6dSteXl46Z4/U6GszmryNHnTw4MHUrVtXtJVOnToRFhZG69at2bVrFwqFgnLlyoljbmhoyJIlS/Dz8yM7O5t+/fpha2sL6FdyQu6U/bNnz3j9+jU7duxg3759NGzYkK+++opevXoxevRoqlWrJvYTFRXFqVOnmDFjhs7rRGBgoN5227VrV4KCgrRmD2T+eWRVpUyJYs2aNZw6dYolS5bk+y0nJwcnJye2bt2KpaXlP5A7mfcNuc3IvA8UpKos0dPdMjJqfv/9dxQKBT4+PvLFVqZIyG1G5t9AiZ7ulvnfIyQkROu7WTUNGzbkxo0b//0Myby3yG1G5t+APJKWkZGRkZEpocidtIyMjIyMTAlF7qRlZGRkZGRKKHInLSMjIyMjU0Ip0Z3048ePhcaxZs2aWmrH169f/9fz8+rVK7y9vXFwcNAKoLJq1SoR4lLN/fv3qV69eoFB6idPnizCgTZp0qTYEcvUUb1UKhWOjo4iWMlf5c6dO+8sLGBMTAympqY4OjpiZWVF8+bN9UbT0uTgwYNaQWT08fPPPzNv3jwApkyZImJjF4XIyEgcHByEsnLVqlVF3rakcfr0adzd3bGzs0OlUmm1z6SkJFxdXVEoFHTv3l20yXXr1gn5gqenJxcuXBDb7Nq1S2gV1fULueek+m1pPz8/Edv7wYMHtGjRAhMTE0aPHq2VtwkTJmBmZkalSpW0lmdkZNC5c2cUCgUeHh7cvn1bb/nWrFmDnZ0dtra22Nra6vwu/a+g/p7c0NAwX7wCGZl/lLxaLKkEqSo10ad2/G9y5MgRydvbO9/yJ0+eSFWqVJFevXolli1evFgaOHBgkdP29PSUzp49W+T1Dx8+LHl6egpt4YMHD6SUlJQib//fYv/+/VL79u3F36dPn5Y+/vhj6dChQwVuN3nyZOnbb78t1r6Ks01GRoZUq1YtoT7NyMiQrly5Uqz9/Td48+ZNkdZLTEyUrl+/LklSrjqyRo0a0rNnzyRJkqSOHTsK5WX//v2llStXSpIkSUePHpWePn0qSZIkRUVFSY0bN5YkSZJev34t1atXT0pOTpYyMjIkOzs7UTdjxowR5+HMmTOlSZMmSZIkSc+fP5eOHj0qLV68WBo1apRW3o4dOybduXNHMjU11Vq+cOFCoWBcv3691L17d51l++WXXyRnZ2fp3r17kiRJ0suXL6Xvv/++SPVSVG7cuCGdP39eCg4Oln7++ed3mraMTGG8t6rKgvj666+xs7PDzs5OKNhmz57NsmW534GPGDECX19fIFc5FxISQlZWFpUqVWLChAnY29vj4eHBgwcP8qX96NEjAgICUKlUNG7cmIsXL5KSkkJISAinTp3CwcFBS4pQuXJlGjdurBX+cvPmzQQHBwPwxRdfCK3m4MGDRZjPnj17vvVd+71796hWrRplypQBoFq1atSqVQvI1VI2b94cZ2dnPvnkE+7fvw/kRjhr2LAh9vb29OzZE8gdsdrb2+Pg4ICTkxMvXrzg+vXrODg4ALmzB3369EGpVOLk5CQkEatWraJz5874+flhaWkptHmF4eTkxOTJk0Wwkvv379OpUycaNWqEq6srJ06cICkpiVWrVjFv3jwcHBw4duwYkZGRuLm54ejoiK+vrzhuq1atyjdy01dWTdLS0pAkSUSQKlu2LFZWVkD+46KOzBYTE4OXlxedO3fG0tKSKVOmsG7dOqG2VLeJnj17MmzYMLy8vKhfvz6HDx+mT58+WFtb079/f5HuwIEDhUJyxowZYrmZmRkzZ87E09OTb775BldXV/Hb5cuXtf5W06BBA+rXry+2r1KlCo8ePSI7O5vDhw+LOM99+vQRZfP09BSjW01F44kTJ7CxsaFu3bqULVuWLl26CK1iZGQkffr0yZdW+fLl8fT01KlV9PDwoGbNmvmWa6bVpUsXEWUrL7Nnz2bBggUiDWNjY0JDQwFE2FKVSkVgYKAY2Tdp0oTRo0fj4eGBUqnk1KlTZGdno1AoRBjd7OxsLCwsePLkCfXq1RPCj4KIjo7GyckJe3t7cX3RdQ4FBgayb98+sV3Pnj1FHcrIFIeifye9ewL8eaHw9YpDTSV8MrfYm8XFxbFhwwbi4uLIzs7G1dWV5s2b06xZM5YuXcrQoUM5c+YMb968ISsri6NHjwpLTVpaGs2bN2fu3Ll8+umnhIeHM2HCBK30p06dipubG1FRUezbt090zitWrGDJkiU6O9bg4GA2b95MYGAgd+7cITk5mWbNmgEwatQopk+fjiRJdO/enT179ggd3tvi7+/Pl19+SYMGDWjZsiXdunWjadOmZGZmMmrUKKKioqhatSobNmxg6tSprFy5kq+//ppbt25RpkwZobubN28eK1euxM3NjfT09HwX2UWLFlGmTBkuXLjApUuXaN26tYinfu7cOc6cOYOhoSFWVlaMGDGiSNIAJycncWM1cuRIxo0bh7u7O8nJybRt25aLFy8SGhpK1apVRQf89OlTAgICMDAwYMWKFXzzzTd89dVXevehq6yaVK9eHT8/P+rWrYuPjw/t2rWja9euhV6kz507x+XLlzE1NcXc3JyhQ4cSHx/PN998w5IlS4RLOi0tjdjYWLZv3067du04fvw41tbWODk5cfHiRezs7Jg7dy4ffvghWVlZovNXx2A2MTHht99+A3I7BvU2q1evpm/fvgXmUe1XNjc35/79+1StWlWExNSlW4TCFY3qWPSPHz+mWrVqANSpU6dItjd9aO6nTJkymJiYkJqamm9aXB2GVxc9e/Zk5cqVNGnShEmTJjFz5kxxDDIzMzl+/DgHDx4kNDSUhIQEgoOD2bhxI8OHD2fv3r24uLhoWeQK4s8//2TIkCEcOXKEunXris5e1znUrVs3IiIi8PX1JSMjg19//VWnBENGpjDey5H0kSNHCAwMpFy5clSoUIEOHTpw9OhRXFxciI+PJzU1lfLly+Pi4sLZs2c5cuSI6KSNjY3FxUifJlBTo+jr60tKSgovXrwoME8BAQEcOnSI9PR0IiIi6NKli7jgHzhwAFdXV+Fs1dRqvi0VK1bkzJkzrFixgipVqtC5c2fWr1/P5cuXuXTpEi1btsTBwYG5c+cK+46trS09e/Zkw4YNwhXr6enJ6NGjWbx4Mc+ePcsX31izLmxtbaldu7aQOrRs2ZIKFSpgbGyMtbV1gc8UNZE0QtGqdXoODg506NCBp0+f8upVfm/57du38fX1RalUsmDBgkLrUFdZ87JmzRr2799Po0aNmDt3LgMHDiw0725ubtSoUYMPPvgACwsLIVzQVCkCwm2uVCqpXbs2DRs2pFSpUjRs2FCst2nTJpycnHBycuLy5ctaykXNdwL69+/P6tWrycrKYuvWrWKGRhd3794lJCSENWvWFFmRGBMTw/r165kzZw5QNEVjYcuLQnH2o4vHjx+TkZFBkyZNgPw6UHU9eXt78+DBA9LT0+nfvz9r164Fcp3xhd3waHL8+HG8vLyETETdues6h9q0acP+/ft58+YN0dHReHt7a5m/ZGSKStFH0m8x4v270HVyQ+6UZe3atVm3bh2enp5YWVlx4MABbt++jZWVFVlZWWJ6GPSrLPOmr29/mpiYmNCyZUsiIyPZvHmzEBO8fPmS4cOHc+bMGerUqcOUKVMKVAVqcuzYMYYOHQrkTvm1bt1a63dDQ0O8vLzw8vKiYcOGREREiBeH1PYlTfbu3cuvv/5KZGQkX375JRcvXmTKlCkEBAQQHR2Ni4sLhw4d0rpQFlR2zYuOui63bdvGl19+CSDc33k5e/YsNjY2Iv24uDit46KLYcOGMWnSJFq3bk1MTAxz5xbcHnWV1c/Pj0ePHuHu7s6KFSsAUKlUqFQqunfvjo2NDatWrRLiDcidEtVsI3kVi7pUiprr6dMyXrt2jYULFxIXF0elSpXo2bOnVrvQlEYEBQUxe/ZsPD098fDwoFKlSjrbRlpaGm3atOGrr74SUojq1auLae/SpUvnUyQmJCQwaNAg9u7dS+XKlQH9ukXI1SQ+fPiQatWqcffuXZ3T2EVFvZ+aNWvy+vVrXrx4gampKRMmTGDPnj0YGhpy6tQpGjZsyOnTp8XMlJrCzktdylNzc3MqV65MbGwsZ8+eFVPWRUHSo3zVdQ5ZWlri6enJ/v37iYiIKNbNgIyMJu/lSLpZs2b8/PPPvHr1ivT0dCIjI8VIuVmzZsyfP1+I2JcuXap3qqyg9NUaxZiYGMzMzAo07agJDg5m3rx5pKamiovkq1evKFWqFFWrVuX58+ds3769yPlo3LixUOrl7aAvX74sRrSQOw1bt25dGjZsyN27d4mLiwNyvdCXLl0iOzubP/74A29vb+bNm8fDhw95+fIlSUlJqFQqJk6ciKOjI1euXNFbF5cvX+bevXsoFAq9ee7cubPIs/q5tiYJCQnMnj2bYcOGAbmj8aVLl2r9Dtq6RcidPq5Tpw6SJImRkD70lTUmJoaEhARWrFjBs2fPtEZdag0q5E4Tnz59Gsh9e7wgFeLb8uzZMypUqEDFihW5d++e3uexAOXKlcPb25vhw4eLi33etpGZmUn79u3p37+/eP4MuTdPTZs2FdrItWvX0r59ewCSk5Pp3LkzGzdu1Dqm7u7u/P7779y6dYvMzEy2bNkiTGIBAQGi/jXTehs009qyZYvoMOfOnUtCQgKnTp0CYOLEiXz++efi3YqMjAwWL15M1apVMTY2FtP7eXWgakPdoUOHqFGjhjiH+/fvT48ePejWrVuhjzc08fT05ODBg9y6dQv4P0WsvnOoW7du/PDDDxw/fpyWLVu+XSXJ/M/zXsbudnV1JTg4WHSEQ4YMQalUArnawnnz5uHm5oaxsTFGRkaiAy8qM2bMoG/fvqhUKsqXL19kxaC/vz8hISFihAO5I48+ffpgZ2dH3bp1cXNzK1Ze9JGens7IkSNJS0ujdOnSNGjQgJUrV1K2bFm2bdvGyJEjhTf6s88+E5/fPH/+nJycHMaPH0+FChUYN24cR44coVSpUqhUKnx9fbWmrUeMGMGgQYNQKpUYGRmxbt26Qke9eVF/3vLy5Utq1KjBsmXLxMV06dKlDBkyREznenl5sXTpUtq3b09QUBA//fQTS5cuZdq0aXTs2BEzMzNcXV0LfBaalZWls6yaSJLEnDlzGDBgAMbGxpQvX57w8HAABg0aRPv27dm/fz++vr5/yzSlk5MTDRs2xM7OrkgKyR49erBr1y58fHx0/r5p0yaOHTtGamqqePa5fv16lEol8+bNIzg4mAkTJtCoUSMRG33atGk8efKEQYMGAbmj/5MnT2JkZMSiRYto1aoV2dnZDBw4ULi+J02aRJcuXfjPf/5DvXr1REcIuSPjly9f8ubNG7Zt28aBAwdo0KABn376KVu2bOHZs2eYmZkxePBgpkyZwsCBA+nZsycKhYKqVauyefNmnWULCAjg4cOHeHt7A7kj4gEDBogyDhkyhFevXqFQKLTO1YoVK9K4cWOeP3+utbxjx47069dPK0b88ePHCQoK4unTp+zZs4ewsDDOnz9PdnY2bm5unDp1iho1arB8+XLat2+PJEnUrl2b3bt3M3/+/HznEOReD/r06UNQUJDeRy4yMoUhqyplZN4D5s6dS2ZmJl988cU/nZX3giZNmrBkyRKdszknTpxg4sSJIkaBjMw/TUGqyvdyJC0j879Eu3btuHPnDgcPHvyns/LeM2vWLFauXKl31C4jU9KQO2kZmRLOL7/88k9n4b3j6NGjOpdPnjyZyZMn/5dzIyPz9ryXL47JyMjIyMj8LyB30jIyMjIyMiUUuZOWkZGRkZEpocidtIyMjIyMTAmlRHfS/6SqMjo6GmdnZxo2bIi1tTXjx49/J+nGxMTQoUOHAtdJT0+nW7duKJVK7OzsaNq0KS9fvnwn+9dUO/5VpkyZIo6JpaUlgYGBJCYmFrpdeHg4f/75Z6Hr/RWV59+l8fwneBul5KeffkqDBg3yiScAvvzySxQKBdbW1sTExIjl8fHx2NnZoVAoGDNmjFiuT+OYk5ODn58flSpVytemJUliwoQJWFlZYWNjoxWwRpM3b94wbtw4FAoFdnZ2uLm5FRjY5W1YuHAh9evXx8DAQGccdxmZEk1eLZb0nqkqc3JypOzs7L+Udl4dYEJCgqRQKISe782bN9KyZcsK3a4o5FU36mLGjBnS2LFjxd+XL1+WXr9+Xex9/d3kVUNu3LhRqlmzpvTo0aMCtyuulrO427wPGs/itNu3UUru2bNHtM9PP/1UKCXPnTsnOTo6SpmZmdL169clhUIh8uHk5CTFxcVJOTk5UqtWraR9+/ZJkqRf45iTkyPFxMRIP//8c742vXLlSqlv375STk6OJEmSdP/+fZ1l++yzz6S+ffuKY5WSkiK0mu+KM2fOSMnJyVKdOnVEPcrIlCT+darK69evC+2jk5MT9+7d06v906dtbNKkCZMnT6ZZs2ZCm6jmq6++YurUqUJdaGhoyJAhQ4Bc685nn32Gl5cXkyZNIj09nZCQEFxdXXF0dBSfy2RlZfHpp5/i6uqKSqVi1apV+cpx8uRJnJyc8kk+7t27R506dcTf1tbWImLR2rVrcXV1xcHBgaFDh5KTk0NWVha9evUSI+9FixYBunWNmmrHmzdv4uXlhUqlolWrVkJV2LNnT0aNGkXjxo2xsLAQISULIzg4GC8vL/ENqq66j4iIICEhga5du4oZkeKoPPWVNW/96dN4mpmZidHUiRMnRLjGKVOmEBISgq+vL+bm5uzYsYPPPvsMOzs72rRpI+Jym5mZMXnyZNzd3XFxceHMmTP4+vpSv359vv/+eyA35Ke3tzdOTk6oVCp27twJ5G+3M2fOZOzYsSLfy5cvZ9y4cfnK8zZKST8/PwwNDfNtExkZSXBwMGXKlKF+/fp8/PHHnD59mjt37pCRkYGLiwsGBgb06tVL1L0+jaOBgQE+Pj5C5anJ8uXLCQsLE7Guq1evnm+d58+fs2bNGmFaA6hVqxadO3cG4McffxTHedKkSQBCNztmzBicnJxo1aoVjx8/5sqVK3qVno6OjiLka0HMnj0bpVKJvb29+Ewr7zmUnZ1N3bp1efbsGZA7yLGwsODRo0eFpi8j8zYU+TvpP2fPJvNy4VOZxaGsjTU1///JV1x+//13Vq9eLUQJurR/9evX16ttBPLFb1Zz8eLFAr+lTEpK4sCBA5QqVYpx48bh7+/PmjVrePr0KW5ubrRq1Yrw8HCqV69OXFwcmZmZuLu7awXzP3LkCGPGjCEqKgozMzOt9Pv374+/vz8RERH4+PjQp08fFAoFFy9e5Oeff+bYsWMYGhoycOBANm/eTP369Xn06JGYBlV3QoXpGocOHUpoaCg9evRg5cqVjB49mm3btgHw4MEDfvvtNy5cuECXLl204kEXhJOTE4mJiQUqMxcvXqwVDao4Ks/Tp0/rLKsm+jSehXHz5k0OHDjAuXPnaNq0KZGRkXzzzTe0a9eOPXv20LZtWyA3tveJEycYMWIE/fv35+jRo6Snp2Nvby/CjEZGRlKhQgUePHiAp6en2Faz3T5//hwHBwfmzJmDoaEhq1ev1islUVNUpaQm4eHhwtt89+5dWrRoobXN3bt3yc7OzpeWLqVlUbl58yY//vgjO3bsoHr16ixevFj4rtVcu3aNevXq6ezk//jjD6ZMmcKpU6cwNTWlZcuW7Ny5E39/f9LS0nB3d+fbb78lLCyMmTNn8t133/HBBx8US+mpyS+//MLu3buJi4vD2NhYxOXOew6VLl2atm3bEhkZSa9evTh27BhWVlZUrVr1retKRqYg3suRNED9+vVF7G7Qrf0rSNsIuQHw34agoCAxqti3bx+zZs3CwcEBLy8vMjIyuH37Nvv27WP16tU4ODjg5uZGamqq8DBfvHiRoUOHsnPnznwdNOQqNG/cuMFnn33Go0ePaNSoEVevXiUmJob4+HgaNWqEg4MDv/76K0lJSSgUCq5cucKoUaPYu3cvpqamQOG6xpMnT4o66N27t5Y5q0OHDhgYGKBSqYp1sVaPggure02Ko/LUV1ZN9Gk8C6N169YYGhqKOPCtWrUC8mso1bIJpVKJu7s7JiYm1KhRg1KlSpGeno4kSYwfP17Ecb5z544YaWm22woVKtCsWTN2797NpUuXKF26tPBJ6+JtlJLTp0+nfPny4jjr26YoaRWHjIwMKlSowKlTpwgJCSE0NLRY2588eRJvb2+qVq2KkZER3bt3FzfUhoaGBAUFAbmzLerAJcVReuYlJiaGfv36YWxsDPyfhlLXOdS1a1cRs3zz5s1aWlEZmXdNkUfSbzvi/bvQtFLp0/5JkqRX25g3DU2krvTeAAAgAElEQVRsbW05ffo0tra2hW4nSRI7duzIN0qQJIlly5blEyLExMRQu3ZtXrx4QUJCAv7+/jr3UaFCBQIDAwkMDESSJHbv3o0kSfTr14+ZM2fmW//8+fPs3r2bRYsWsX37dlauXKlT11hUNKUS6gt4XoWgLs6ePUuTJk0KrXs1xVV5VqlSJV9ZJ02aJF5cGj58OKGhoTo1nr169dLSUObdj6ZeUlMiUlwN5ebNm0lLS+PMmTMYGhpiZmYm9pW3zYWGhrJgwQLMzc3FyG/RokVC9rFv3z6qV69ebKUk5I669+3bx4EDB8QyfdvUrFmzwLSKS506dQgMDAQgMDBQSDxatmwpdKHz5s3j5s2bvHjxIl+96LppUKNLQQm6lZ5FRdKjodR1DjVt2pSQkBAeP35MVFSUzvNRRuZd8d6OpDXRp/3Tp20sjHHjxvHll18KFWR2djYLFizQua6fn5/Wc9GzZ8+K5cuWLRMX9ytXrvDq1Ssg9y59586dwkCVl6NHj4pp3MzMTC5fvkzdunVp2bIlW7ZsEaOyx48fc/v2bR4+fIgkSQQFBTF9+nTOnDmjV9eoibu7O1u2bAFyn//l9fXmJa9CMC9btmwhNjaWrl27Flj3mhrK4qo8dZXV3NxcaBtDQ0P1ajxBW0NZHG1ocUhLS6N69eoYGhqyf//+AmciPD09SUpKYuvWrWJENnLkSFGe6tWrv5VSMjo6mgULFhAVFcUHH3wgtgkICGDTpk28fv2apKQkbt26hbOzMx999BFly5YlPj4eSZJYv379X9JQdujQQcQaj42NxdraGkBLF1qhQgV69+7N6NGjefPmDQApKSls2LABd3d3YmNjefz4sbjxUZvT3rx5w08//QTAxo0badKkCaBb6VlUfH19+eGHH8Q5+uTJE73nkIGBAe3bt2f06NHY29sX62ZARqa4/Ctid+vT/unTNuobIatxdHRk/vz5dOnShVevXomTUhdffPEFo0ePRqlUkpOTg0KhIDIykkGDBnH79m3x3LV69eripR7IfUEmKiqK1q1bs27dOho1aiR+u3btmnhRLScnh3bt2tG+fXsMDAz44osvaNmyJTk5ORgZGbFixQpKly5N//79xWjgq6++KpKuccmSJfTv3585c+ZQo0aNIis5NZk3bx5r1qzhxYsXKJVKYmNjqVKlCoDeuu/bty+hoaEYGxsTFxdXLJXnnTt38pU1L/o0npCrZxwwYAA1a9bUetHoXdKrVy/atWtHo0aNcHJywtLSssD1O3fuTGJios6pe3g7peSwYcPIyckRMzmenp4sXboUe3t7OnTogI2NDYaGhixbtkw8ulm+fDkhISFkZGTQtm1bMd2vT+MI4OHhwfXr10lPT8fMzIy1a9fi4+PDpEmT6NGjB/PmzaNChQqi/vMyd+5cJk2ahI2NDcbGxpiYmDBz5kzMzMyYMWMGLVq0QJIk2rVrJ17gMzU15cyZM8yePZsPP/xQS5epS+m5YMECFixYwJ9//omtrS1t27blP//5DydPnhTvB7Rt25Zz587RqFEjjIyMaNeuHVOmTNF7DnXt2hUPDw9+/PHHghuDjMxfRFZVysj8w/j7+zNx4kQxUpTRT1ZWFlWrVtX7vbOs9JR5H5FVlTIyJZDHjx/j4eGBs7Oz3EG/A2Slp8y/EbmTlpH5h6hSpQpXr179p7PxXmFoaKh3FC0rPWX+jfwrXhyTkZGRkZH5NyJ30jIyMjIyMiUUuZOWkZGRkZEpocidtIyMjIyMTAmlxHfSpUuXFnpKdXjJt+HQoUMifnJRuXr1Kq1bt0ahUGBjY0OXLl2EoONdsWPHDn7//fd3ll54eLjQGtrZ2Wl9m/1Xady48TtJJzk5GWNjYxwdHbGxscHV1ZW1a9cWul1CQgK7du0qdL1Tp04xcuRIANasWcPw4cOLnLcTJ07g5uaGg4MDNjY2TJs2rcjbljTu3LmDl5cXNjY22NrasnDhQvHbkydPaNWqFZaWlrRq1YqnT58CsH//fpydnVEqlTg7O2u9KX369GmUSiUKhYKRI0eKqGCZmZl07doVhUKBm5ubVghVf39/KlWqlO/cW7JkCQqFAgMDAy05hSRJjBw5EoVCgUql4syZM3rLt3v3bho1aoSNjQ3W1tZ8/vnnf6m+8pKYmIiHhwdly5Zl/vz57zRtGZkik1eLpfmvJKgqTUxM3kk6sbGxUps2bYq8/qtXrySFQiFFRUWJZQcPHpQuXLjwTvKjpk+fPu9MzXfnzh3JwsJCSk1NlSRJkp4/fy7duHHjnaT9Lrl586Zka2sr/k5KSpLs7e2l8PDwArdbvXq1NGzYsGLtq7jbWFlZSQkJCZIkSVJWVpZ06dKlYu3vv0FRFakpKSnS6dOnJUmSpGfPnkmWlpaiPGPHjpXmzJkjSZIkzZkzRxo3bpwkSblax7t370qSJEkXLlyQateuLdJzcXGRjh07JuXk5Ej+/v7Srl27JEmSpKVLl0qDBg2SJEmSNm3aJHXp0kVsExMTI0VFReU7986cOSPdvHlTqlu3rvTw4UOxPDo6WvL395dycnKk48ePS66urjrLduHCBcnCwkK6fPmyqJOlS5cWqV6Kyv3796W4uDhp0qRJOjW5MjLvin+dqhJgxowZQm84cOBAcVcfHx+PSqXCw8ODsWPHYmdnl2/bFy9e0K9fP1xcXHB0dNQ52ty4cSMeHh60a9dOLPPy8sLOzo6MjAz69u2LUqnE0dGR2NhYIP+orW3bthw6dAiA8uXLM3nyZOzt7XF3d+f+/fscO3aMqKgoxo4di4ODA0lJSTg5OYntr127RnGCyTx48IAKFSoIq1D58uWpV68ekGvu8vf3x9nZmaZNm5KYmGs027p1K3Z2dtjb24uwoJcuXRI6TJVKJcQg6nQlSRJ1q1QqRcSnQ4cO0aJFCzp37oy1tTU9evQoMAazGgsLCxYsWCDCq+o6Pq9fvyYsLIyIiAgcHByIiIggLi6Oxo0b4+joSOPGjbly5YrIh65ZE11l1VWHaq2lpvBi2rRpWqMpOzs7kpOTSU5OxtramtDQUOzs7OjRowcxMTF4enpiaWkpwqJOmzaNPn36CBXmTz/9xLhx41Aqlfj7+4uwmPradYsWLZg0aRLNmzdn1qxZ1KtXT2zz7NkzzM3Nxd9qatWqJdpThQoVsLGxESFKIyMjhRmrT58+Qkvp6OgoYnbb2tqSkZFBZmYm9+7d49mzZ3h4eGBgYEDv3r3FNpppde7cmQMHDoh8+/j45It0p96Publ5vuWRkZH07t0bAwMD3N3dSU1N5d69e/nW+/rrr5k8ebIIN2poaMjQoUMBuHXrFj4+PqhUKnx8fLh9+zYAISEhDB48mKZNm2JlZSUUok2bNiUhIUGk7enpyfnz56levTouLi465TSaxMfH07hxY+zt7XF1deX58+c6z6Hx48ezbNn/xamYNm0a33zzTYFpy8gU+Tvp2DUreXDrxjvdefW6FniFDCxwnVevXonQmgATJ06ka9euDB8+nLCwMCA3DOPOnTtp164dffv2ZeXKlTRu3JgJEyboTHPWrFl4e3sTHh5Oamoqrq6utGzZUivI/8WLF/V2kEuXLgXgwoULJCYm4uvrW+j3ri9evMDd3Z1Zs2Yxbtw4vv/+e6ZMmUJAQABt27YVDl1TU1MSEhJwcHBg9erVhISEFJiuJvb29tSoUYN69erh4+NDp06dxE3GwIEDWbFiBZaWlpw8eZKhQ4dy8OBBZsyYwd69e6lTp474/nTFihWMGjWKHj168Pr1a7Kzs7X289NPP5GQkMC5c+d49OgRLi4uotM7e/Ysly5donbt2nh6evLbb7+J2MoFoVZcgv7jM2PGDE6dOiX832rVqKGhITExMUyaNKnAeNy6ypqXMWPG0KBBA1q0aIG/vz99+vTRin2ti+vXr7N161ZWrlyJi4sLGzdu5OjRo0RFRTF79mzRmSUlJREbG8vvv/+Oh4cH27dv5+uvv6Zjx45ER0fToUMHve0acrWcv/76K5D7yEC9zebNmwkMDCywM0lOTubs2bMi7Or9+/fFzUitWrV48OBBvm22b9+Oo6MjZcuW5e7du1rGNk2VpaYy09DQEFNTUx4/fvxW+kZd+s27d++KvKq5ePEin332mc40hg8fTu/evenTpw/h4eGMHDlSHIPk5GRhj/Py8uL69euEhoayZs0avvvuO65evUpmZiYqlapI+X39+rWwYrm4uPDs2TOMjY11nkPdunVj9OjR4mZiy5Yt7Nmzp9h1JPO/RYkfSRsbGwvZQEJCgpAQxMbG4ubmhlKp5ODBg1y6dInU1FSeP38unp12795dZ5r79u1j7ty5ODg40KJFC6GXLCpHjx6lV69eAFhbW1O3bt1CO+kyZcqI0Z2zs7PWcztNQkNDWb16NdnZ2UREROgtgy5Kly7Nnj172LZtG1ZWVowZM4Zp06aRnp7OsWPHCAoKwsHBgUGDBonRiaenJyEhIXz//feiM/bw8GD27Nl89dVX3Lp1S+j7NMsfHBxM6dKlqVGjBs2bNyc+Ph4AV1dXzMzMKFWqFA4ODnrLmRfNEXdRj09aWhpBQUHY2dkxZsyYQuUpusqal7CwME6dOoWvry8bN27UaynTpF69eiiVSkqVKoWtrS0+Pj4YGBjkU1x+8sknGBkZoVQqyc7OFmlrrqerXavRVCKq2wlQqDs5PT2dwMBAvvvuOypWrFhoeSB3NmX8+PH85z//AQrWYhb0W3F5F2kdP35cnDe9evUSKkuALl26UKpUKSwtLbGwsCAxMZGgoCB27tzJmzdvCA8PL9aN8ZUrV6hVq5bQj1asWBFDQ0Od55CjoyMPHjwgJSWFc+fOUblyZT7++ONilU3mf48ij6QLG/H+N8nIyGDo0KGcOnWKjz76iGnTpgk1ZVGQJInt27cLGYEubG1txahF1/a60NQgqvOpxsjISFxsSpcuraU+1CQwMJDp06fj7e2Ns7OzkFWouXPnjhhZDR48mMGDB2v9bmBggKurK66urrRq1Yq+ffvy6aefUqlSJa0pPTUrVqzg5MmTREdH4+DgQEJCAt27d8fNzY3o6Gj8/PxYtWoV3t7ehZYftBWX6nKePHlSyCFmzJihc5Ry9uxZbGxsRPq6js/Jkye1/p46dSpeXl78/PPPJCcn06JFC7350lfWzz//nLNnz1K7dm3xUlr9+vUZMmQIAwYMoFq1ajx+/LjAY5tXV6mpstSnuNRsD+r19LVrNZozPZ6enmJUmJ2djZ2dnc628ebNGwIDA+nRowedOnUS29eoUYN79+5Rq1Yt7t27R/Xq1cVvf/zxBx07dmTdunVCwWpmZsYff/yhtY56WlytvzQzMyMrK4u0tDThYy4u+lSaS5cu5fvvvwdg165dQidrb29faJqanbwuzWW5cuVo1aoVkZGRbNmyRa/lTReSHsWlvnOoc+fObNu2jT///POtffYy/1uU+JG0LtQXrqpVq5Kens62bdsAqFy5MhUqVODEiRNArpBdF35+fixevFh0Nmq9pCbdu3fn2LFjREdHi2V79uzhwoULNGvWjA0bNgC5b4Dfvn2bBg0aCGViTk4Od+7cEc8jC0JT2wjwwQcf4Ofnx5AhQ3SOjj766CMxq5C3g05JSdF6GzYhIYG6detSsWJF6tWrx9atW4HcC8u5c+eA3ClYNzc3ZsyYQdWqVblz5w43btzAwsKCkSNHEhAQIIxHapo1a0ZERATZ2dk8fPiQw4cPF2iUcnNzE3lWqxQ1SU5O5vPPP2fEiBGA/uOTt67S0tKoU6cOkPs+QGHoKuvq1au13hqPjo4W+7127RqlS5emUqVKmJubi7o9c+YMN2/eLHR/xUVfu9ZH7969CQ4OFu0kb9uQJIn+/ftjY2PDp59+qrVtQECAeKN+7dq1wvKWmppKmzZtmDNnjrDJQe6UuPrckiSJdevWiW0009q2bRve3t5vPZIOCAhg3bp1SJLEiRMnMDU1pVatWgwbNkyUrXbt2owdO5bZs2eLGaycnByhk23cuLE49zds2KD1uGXr1q3k5OSQlJTEjRs3xI1gaGgoI0eOxMXFpVg3GNbW1qSkpIiZJLXxTd851K1bNzZv3sy2bdvEIy4ZmYIo8Z20+pm0+t+ECROoVKkSAwYMQKlU0qFDBzHVBLmi+4EDB+Lh4YEkSTr1f1OnTuXNmzfiM6WpU6fmW8fY2JidO3eyePFiLC0tadiwIWvWrKF69eoMHTqU7OxslEolXbt2Zc2aNZQtWxZPT08x9fn5559rvQSmj27dujFv3jwcHR1JSkoCcnV7BgYG+Pr6Fquu3rx5w+eff461tbV4uUr92c2GDRv44YcfsLe3x9bWVrwsN3bsWJRKJXZ2djRr1gx7e3siIiKws7PDwcGBxMREevfurbWfjh07olKpsLe3x9vbm6+//pqaNWsWK69JSUniE6wuXbowYsQI0dnoOz5eXl78/vvvomzjxo1j4sSJeHp66p2+1kRXWfOyfv16GjRogIODA7169WLDhg2ULl2awMBAnjx5goODA8uXL8fKyqpY5S0KBbVrXfTo0YOnT58SHBys8/fffvuN9evXc/DgQXH+qG9GJkyYwP79+7G0tGT//v3i/Y0lS5Zw/fp1Zs6cKbZRP69evnw5oaGhKBQK6tevzyeffAJA//79efz4MQqFggULFmh9Jtm0aVOCgoI4cOAAZmZmwvW+aNEiMTpXqVSEhoYC0Lp1aywsLFAoFAwYMEDrRStNVCoV3333HcHBwdjY2GBnZyce4SxatIjVq1ejUqlYv3691qdnDRo0oHnz5nzyySesWLFCvG/g7OxMxYoVtW6M//zzT8zMzFiwYAFffvklZmZmPHv2TOQzJSWFMmXKEBERwYgRI7C3t6dVq1ZkZGToPYdsbW15/vw5derUyfecXUZGF/86VWV6erp4C3nu3Lncu3dP6yR9H5g/fz5paWnMnDnzn86KTAlm27ZtREZGsn79+n86K+8FISEhWi9papKSkkKLFi1ITEwUfm0Zmf8W/1OqyujoaObMmUNWVhZ169Yt0jRoSaJjx44kJSXJuj2ZAhkxYgS7d+8uUnAXmYJZt24dkydPZsGCBXIHLVPi+NeNpGVkZGRkZN4nChpJy7eNMjIyMjIyJRS5k5aRkZGRkSmhyJ20jIyMjIxMCUXupGVkZGRkZEooJb6TVkfmqV+/Pg0bNqR169ZcvXqVlJQU8SlFURWGRSEzM5OWLVuKb3HzMn/+fKytrYWoYd26dQWm16JFi2JFMCoqycnJOuUh+sjJyWHkyJFCiuHi4lLsgBwrVqwotLx/hStXrtCiRQuhiRw48N1FuQsLCyMmJuadpNWiRQsaNGiASqXC2tqa4cOH640Frsns2bOLlH7r1q1FeurPCYvCy5cv6dGjh/gWvEmTJqSnpxd5+5LG2LFjsba2RqVS0bFjR606njNnDgqFggYNGohvr1++fEmbNm2wtrbG1tZWK3Z/QTrNtWvXYmlpiaWlpZYyVZ9OsyCFZWpqqhDM2NjYcPz4cZ1l03dde5f069eP6tWrF+s6IVMCyavF0vz3T6sqc3JyJHd3d2n58uVi2dmzZ6XDhw9rrfc2CkN9HD9+XGrWrJnO35YvXy75+vpKaWlpkiRJUmpqqrRmzZoC02vevLkUHx9f5P1nZWUVab28usfC2LhxoxQYGChlZ2dLkpSrtXzy5EmRty+qHvGv4OvrK+3YsUP8ff78+b99n2+D5jHNzMyUPv30U71tRpO30a4WZ5vZs2dLY8aMEX8nJiZKGRkZxd7n30lx2tHevXvF+uPGjRM6zUuXLkkqlUrKyMiQbty4IVlYWEhZWVnSixcvpIMHD0qSlHtcmjRpUqhO8/Hjx1K9evWkx48fS0+ePJHq1asnzgt9Os2CFJa9e/eWvv/+e5GHp0+f5itXUa9rf5Vff/1VOn36dLGuEzL/DO+tqjI2NhYjIyOt8JcODg40bdpUjCR1KQwtLS15+PAhkDuCVCgUWnfCkCu979ChAyqVCnd3d86fP8+DBw/o2bOnsFCpI4CpmT17NsuWLROSAlNTU6HoO3DgAI6OjiiVSvr160dmZma+8mzatEmMcsaPHy+Wly9fnrCwMNzc3Dh+/LheXaE6VrGHh4cwcQF61ZmaqOM0q78DNTMzo3LlymL/n332GU5OTvj4+Ii609QjLly4UEvX2KJFC8aPH4+rqytWVlYcOXIEyB3NdOnSBZVKRdeuXXFzc+PUqVNkZ2cTEhIiRvLffvutzjxqmpaUSiUA2dnZjB07FhcXF1QqlZA+3Lt3j2bNmuHg4ICdnR1HjhzRu5+QkBARZlPfsTI3N+eLL77AyckJpVIprFwFUaZMGb7++mtu374tQq3++OOPQlM4aNAgsrOzmTBhgoie16NHDwA6dOiAs7Mztra2rFy5UqRpbm6er73qKquu+lOHSYXc6Fply5bNN+syf/58pk2bJo7jmDFjaNasGTY2NsTHx9OpUycsLS2ZMmUKQJF1nPrUoWvWrCEoKIh27drh6+tLr169tPSwPXr0ICoqKl95fH19MTTMDeXg7u4uYodHRkbSrVs3ypYtS7169VAoFMTFxVGuXDm8vLzEcXFyctLaRpdOc+/evbRq1YoPP/yQypUr06pVK2Gm0qfT1KewVFvZ+vfvL/JQqVKlfNsXdF2TCtDANmvWjI4dO9KwYUMGDx5MTk4OP/zwA2PGjBHpfP/99yIEbLNmzQoNcZqeni6uHSqViu3bt+s8hy5fvqwV+jc5ObnIpjCZv0aRg5ns3r2bP//8853uvGbNmiK0oC4K0kWqKVOmTD6FYWJiIhs2bGD06NHExMRgb2+fT5v3xRdf4OjoyI4dOzh48CC9e/cmISGBVatWMX/+fOGaVfP8+XOeP38uhAOaZGRkEBISwoEDB7CysqJ3794sX76c0aNHi3VSUlIYP348p0+fpnLlyvj6+rJjxw46dOjAixcvsLOzY8aMGQA0bNhQr4Zz8eLFNG/enLFjx4q09akzNRWLXbp0oUmTJhw5cgQfHx969uyJo6MjkKvRdHJy4ptvvmHGjBlMnz5d1KWmHlF9YVeTlZVFXFwcu3btYvr06cTExLBs2TIqV67M+fPnuXjxotCMJiQkcPfuXS5evCjSzcuYMWPw9vamcePG+Pr60rdvXypVqsQPP/yAqakp8fHxZGZm4unpia+vLz/99BN+fn5MnjyZ7OxsXr58Weh+CjtWVatW5cyZMyxbtoz58+ezatWqfPnMS+nSpbG3tycxMVGEifztt98wMjJi6NChbNiwgblz57JkyRItyUl4eDgffvghr169wsXFhcDAwHxCFTUbN27MV9a89OvXD19fX7Zt24aPjw99+vTB0tKy0PyXKVOGw4cPs3DhQtq3b8/p06f58MMPqV+/vugAiqLjtLa21qsOPX78OOfPn+fDDz/k119/5dtvv6V9+/akpaVx7NgxrWlmXYSHhwsL2N27d3F3dxe/aWoz1aSmpvLLL78watQosY0unaY+NebbcOPGDapVq0bfvn05d+4czs7OLFy4UEuMAgVf1wrSwMbFxfH7779Tt25d/P39+emnn+jWrRsqlYqvv/4aIyMjVq9eLW5ii8LMmTMxNTXlwoULADx9+lTnOVSpUiVev34tYpJHRETQpUuXt6kmmWJSokfSb0u/fv3Es9Pw8HCdogpN3aS3tzePHz8mLS1Nb5qSHtsN5D5LrVevnojn3KdPHw4fPqy1Tnx8PC1atKBatWoYGhrSo0cPsY46NrQaXbrCtLQ0UlNTad68OYDIe96y6FNnmpmZceXKFebMmUOpUqXw8fHhwIEDQK6FSX0B7Nmzp5baT1OPmBe1VUlTvXn06FFh97GzsxN32xYWFty4cYMRI0awZ88encrEvn37cvnyZYKCgjh06BDu7u5kZmayb98+1q1bh4ODA25ubjx+/Jhr167h4uLC6tWrmTZtGhcuXKBChQqF7qewY6WrTEVBPdtx4MABTp8+jYuLCw4ODhw4cIAbN3R72BctWoS9vT3u7u7cuXOHa9eu6U1fV1nz4uDgwI0bNxg7dixPnjzBxcWFy5cvF5p3tfREqVRia2tLrVq1KFu2LBYWFsJIVRQdZ0HqUPVoFaB58+Zcv36dBw8esGnTJgIDA8WIWRezZs0S5wwUrrPMysoiODiYkSNHYmFhUeA2haVVHLKysjhz5gxDhgzh7NmzmJiYaMUxLwqFaWAtLCwoXbo0wcHBHD16FBMTE7y9vdm5cyeJiYm8efNGzEAVhZiYGIYNGyb+rly5st5zqEuXLmzZsgWAiIiIAq8NMu+OIo+kCxrx/l3Y2toWagLSxUcffUSNGjU4ePAgJ0+eFMYqTYp7clasWBETExNxJ1lYWkXZn5oPPviA0qVLAwVrOPXlryj7h1xV4ieffMInn3xCjRo12LFjBz4+PvnW09xP3lFA3vRAW72pLy+VK1fm3Llz7N27l6VLl7JlyxbCw8PzrVe7dm369etHv379sLOz4+LFi0iSxOLFi/Hz88u3/uHDh4mOjqZXr16MHTuW3r17F7ifwupKV5n8/Py4f/8+jRo10jmyzs7O5sKFC9jY2PDgwQP69OnDnDlzCtzPoUOHiImJ4fjx45QrV054s/XRrFmzfGWtUKEC06dPB2DVqlU0atSI8uXL06lTJzp16kSpUqXYtWsXXbt21avZ1CyzpmZT/be6Doqi4yxIHZq3HanlJZs3bxbHp2/fvvm0oWvXrmXnzp0cOHBAtEt9Oks1AwcOxNLSUmsmS59O08zMjEOHDmmlVZjyVB9mZmaYmZnh5uYG5E6rz507N59CtKDrWkHtU5dmE3INXrNnz8ba2rpAr7i+/eVNV9+52rVrV4KCgujUqRMGBgZFmqWR+euU6JG0t7c3mZmZwiMLuSPSvJ7nvApDyG24PXv2pEuXLqID1ERTN3no0HGKszwAACAASURBVCGqVq2qc3SnycSJExk2bJgw4Tx79oyVK1dibW1NcnIy169fB3JNSuoRrxo3Nzd+/fVXHj16RHZ2Nv+PvfMOi+rY//+bpoIoigU1oFRpu8suUlWqtAASAREVka6oWPAbDBpbYjRYYvdiYsNeE4mxIiiCooIgNkSxoMYGonREYOf3xz47v122AF5zY+49r+fhedjdU2bmzJw5M+ecz2v//v0SywCydYU9evSAhoYGHeWKXnjIUmeKUlBQgBcvXgAQ3Ke/efMmBg0aRD8L97Nv3z4xtV9HGT58OL3aLioqotNob968AZ/PR2BgIJYsWSKm1BRy+vRpNDU1ARA8/VpRUYEvvvgCnp6eSE5Opr/dv38fdXV1ePLkCfr27YuYmBhERUWhoKCgzf2051i15syZM/RWSGuampowd+5c6OjogMPhYMSIEThy5Ag1R719+xZPnjwBIHCKC/NQVVWFnj17Qk1NDcXFxVSvKgtpefX396f6RisrK1y6dAnv3r0DAHz48IFOjWppaaGsrAwVFRVobGyUuJXzqeiIOjQ8PBxr164FILgYByChDT19+jSWL1+OY8eOQU1Nja7r5+eHAwcOoLGxEY8fP0ZJSQm9Xzp//nxUVVXRbYuuI02n6enpibS0NLx79w7v3r1DWlqa1IvB9tCvXz/o6OjQe/EZGRkwMzOTUIjKO6/J08Dm5ubi8ePH4PP5OHjwIG2ntra2ePbsGfbt2yfTiCYLDw8PemsLEEx3y2pDBgYGUFJSwpIlS5hR9H+Qz1qwoaCggKNHj2LWrFlISkpCly5doKurK9EAXVxckJSUBC6Xi7lz5yI4OBh+fn6IiIiQeWW5ePFiREREgMPhQE1Nrc17YgAwZcoU1NbW0odGVFRU8H//93/o0qULduzYgaCgIDQ3N8Pa2lrC9dy/f3/8+OOPcHFxASEE3t7e1McriqiuUFdXV0xXuGPHDkRGRkJNTU3sRDJ16lTExsaCzWZDWVmZqjNFKSsrQ0xMDH1IysbGBnFxcQAEo5w7d+5gyJAh0NDQkPrqWXuZOnUqwsLCwOFwwOPxwOFwoKGhgefPnyMiIoKO6KSNNNPS0jBz5kx6L33lypXo168foqOjUVpaCktLSxBC0KdPH6SmpiIzMxMrV66EiooK1NXVsWvXrjb3055j1R5CQkLQuXNn+sqe8EEoMzMz/PDDD/Dw8ACfz4eKigo2bdqEQYMGYdKkSeBwOLC0tMT27duxefNmcDgcGBsbi91jlYa0vLbm4cOHmDJlCggh4PP58PHxQWBgIBQUFOiDiXp6ejAxMelwftvDnDlzEBYWhtWrV8PV1VXuslpaWjA1NcWoUaNkLhMXF4fGxka4u7sDEDw8tnnzZpibm2PMmDEwMzODsrIyNm3aBCUlJfz5559YunQpTExMqCY2Li4O0dHRiIqKQmhoKAwNDaGpqUl905qamliwYAFtZwsXLqTT8uvXr8eKFSvw6tUrcDgceHt7Y+vWrXj16hWsrKxQXV0NRUVFrF27FkVFRejevTs2bNiAkJAQfPjwAfr6+tixY4dEvuSd1xwdHXH58mVYWFhAQUGBamCFr30lJiZSp72/vz/d5pgxY1BYWEgfBgWAcePGITMzE2/evIG2tja+++47REVFYfPmzQAEo/r58+dj2rRpYLFYUFJSwqJFi2BgYCCzDQUHByMhIeEv8akzSOe/VrBx7do1xMfHS30KlkEcdXX1T/Y+bUtLC5qamtClSxc8fPgQI0aMwP3799GpU6dPsn2G/w7q6+vBZrNRUFAg1fnOIE5mZqbUB1qF+Pr6Ij4+XurtK4bPn/8pVSUg8EgnJydLvRfN8NdSX18PFxcXNDU1gRCC5ORkpoNmECM9PR2RkZGYPXs200H/m1RWVsLGxgYWFhZMB/1fyn/tSJqBgYGBgeGfAKOqZGBgYGBg+AfCdNIMDAwMDAyfKUwnzcDAwMDA8JnCdNIMDAwMDAyfKf+ITrqlpQU8Hg++vr70u+DgYHC5XHC5XOjq6tIY0UKePn0KdXV1MZVcfn4+2Gw2DA0NMWPGDKnRfVJSUtCnTx+67YkTJwIQFzRER0ejqKhIbppTU1PlLiNL+9hRBaU8rly5AltbW6p+bB17+9+hPWXQXnR1dcFms8Fms2FmZob58+dLFZSIUllZiX/9619ylxEydOhQAB0v29evX8PX1xcWFhZUJ/hPJiQkBMbGxmCxWIiMjKSBVQghmDFjBgwNDcHhcGjwimfPnsHFxQWmpqYwNzfHunXr6Lbevn0Ld3d3GBkZwd3dnQZRAaRrJAHg22+/hY6OjoR+MysrC5aWllBWVpaIxPX06VN4eHjA1NQUZmZmMkO13r9/H97e3jA0NISpqSnGjBmD169f/1vl1RovLy/06NFD7DzEwPCX01qLJfr3d6sqhfz0009k3LhxxMfHR+rvs2fPJt99953YdwEBAWT06NFiKjlra2uSk5ND+Hw+8fLyoho7UWRpL8PCwsjhw4fbnWZ5y8vT9XVUQSmPwYMHk8LCQkKIQIF5586dT7LdT42oCrCmpoaMGzeOTJw4Ue46H1NOHV1n0qRJZO3atfTzjRs3OrS//wQdUT+eOHGC8Pl8wufzydixY8m//vUv+r2Xlxfh8/nk8uXLxMbGhhBCyIsXL0h+fj4hhJDq6mpiZGRE61BCQgL58ccfCSGE/Pjjj21qJAkRaGBfvHghod98/PgxuXHjBgkNDZVoM05OTiQtLY0QIqgbdXV1EvlqaGgghoaG5NixY/S7c+fOkVu3brW7bNpDeno6OXbsmMzzEAPDx/KPVVUCgli6J06cQHR0tNTfCSE4dOiQWDi81NRU6Ovr03CDgEDjV11dDXt7eygoKGDixIlITU39qDQ5Ozvj2rVrAASBQL799lsqSnj9+jVycnJw7NgxJCQkUOWlPO2jLAWlLO0jIIjOZW9vD0tLSwQFBUkNRlJWVob+/fsDEMSiNjMzAyCwXkVGRsLa2ho8Ho9Gy7pz5w5VLHI4HJSUlKCurg4+Pj6wsLAAi8Wi0chEy0CegrN12bSFuro6Nm/ejNTUVLx9+xaAIPKYUFO5aNEiAEBiYiIePnwILpeLhIQE1NbWYsSIEVQzKapCbD1yk5XX1rRWZwplIZmZmWKjqbi4OBoGU1dXF/PmzYO9vT2srKxQUFAAT09PGBgY0EhPmZmZcHJywpgxYzB48GAkJiZi7969sLGxAZvNporUP/74A7a2tuDxeHBzc6Plt3jxYkyaNAkeHh6YOHEiHBwcxOxaw4YNw82bNyXy4+3tDQUFBSgoKMDGxkZM4zhx4kQoKCjAzs4OlZWVVG0qjNzVrVs3mJqaUkOUqPoxLCyMtiVZGklAEDFMWB9F0dXVBYfDoRpVIUVFRWhubqYRx9TV1cXCgwrZt28f7O3taXxsQBCFkMViydS4pqSk4KuvvoKXlxeMjY1pDPQFCxaIzRh8++23WL9+PQBgxIgRUsUmorx+/Rr+/v6wsLCAhYUFcnJypLahU6dOiVmkMjMzxdLPwCCk3cFMFpT8idu1DZ905yx1VSwx0pa7zKxZs7BixQqJ2NxCsrOzoaWlRYO919XVYfny5Th79qzYVPfz58/FTrjylHQHDx6kMbJnzpwpN2h9XV0d7OzssHTpUsyZMwdbtmzB/Pnz4efnB19fX4wePZouK0v7KEtBKUv7+ObNG/zwww9IT09H165dsXz5cqxevZrqLYXEx8fD2NgYzs7O8PLyQlhYGLp06YKlS5fC1dUV27dvp8EQ3NzcsHnzZsycOZOGNWxpacHJkycxYMAAnDhxAgAkTGFtKTillU1bdO/eHXp6eigpKUFVVRVKSkqQm5sLQgj8/PyQlZWFpKQk3L59m3ZOzc3NOHr0KLp37443b97Azs4Ofn5+MqUk0vLammnTpiE4OBgbN26Em5sbIiIixEQOstDR0cHly5cRHx+P8PBwXLp0Ce/fv4e5uTkNQXrjxg3cvXsXmpqa0NfXR3R0NHJzc7Fu3Tps2LABa9euxfDhw3HlyhUoKChg69atWLFiBX766ScAggu7ixcvQlVVFTt37kRKSgrWrl2L+/fvo7GxUa7rt6mpCbt376adkSxdo2iHWlpaiuvXr1N5xOvXr+nv/fv3p7HK26ORbC/3799Hjx49EBAQgMePH8PNzQ1JSUkSsfjlqR9laVwBQSzs27dvQ01NDdbW1vDx8UFUVBQCAgIwc+ZM8Pl8HDhwgF5ktIcZM2bAyckJR48eRUtLC2pra3H69GmJNtS1a1dMnjwZdXV16Nq1K2OVYpDJZz2SPn78OPr27SvXKb1//36xUfSiRYsQHx8vMXoiHbBeBQcH04D4bVllOnXqREdVbekNpTXCthSU0rSPV65cQVFREYYNGwYul4udO3dSiYMoCxcuxLVr1+Dh4YF9+/bBy8sLgGAULox1LrQvPX36FPb29li2bBmWL1+OJ0+eQFVVFWw2G+np6fjmm2+QnZ0tESFKnoKzI2XTGuHxSktLQ1paGng8HiwtLVFcXCx11EsIwbx588DhcODm5obnz5/LHblLy2trPD098ejRI8TExKC4uBg8Hg/l5eVtpl1U/Whra4tu3bqhT58+6NKlC/VbW1tbUyWkgYEBPDw86DrCcvrzzz/h6ekJNpuNlStXiqkf/fz8aJqDgoJw/PhxNDU1Yfv27QgPD5ebvqlTp8LR0REODg607Foj2jZqa2sRGBiItWvXtimh6Ug7a4vm5mZkZ2dj1apVyMvLw6NHj9oUd7RGnsbV3d0dvXr1gqqqKgICAnDx4kXo6uqiV69euH79Oq13shzf0jh37hymTJkCQDB7paGhIbUNKSsrw8vLC3/88Qeam5tx4sQJqbH8GRjaPZJua8T7V3Dp0iUcO3YMJ0+exPv371FdXY0JEyZgz549AASN+LfffkN+fj5d5+rVqzhy5AjmzJmDyspKKCoqokuXLggMDKTTe4Ck3u5jUVFRoSchUb2hNKRpH8lHKCgJIXB3d8f+/fvbTJ+BgQGmTJmCmJgY9OnTBxUVFSCE4Ndff5UwZZmamsLW1hYnTpyAp6cntm7dCldXV+Tn5+PkyZOYO3cuPDw8xEbsstIISC+blpYWetHl5+eH77//XmK9mpoalJaWYvDgwSCEYO7cuZg8ebLYMq07/L1796K8vBz5+flQUVGBrq6uXPXj+PHjJfJ69+5daiYSziBoampi/PjxGD9+PHx9fZGVlQUtLa3/iPpx+vTpmD17Nvz8/JCZmSk2+yJal9TU1ODu7o7ff/8dhw4dorchpCk2v/vuO5SXl+Pnn3+m68tTPzY1NSEwMBAhISHUtQ0IBBnCKfGXL1+ib9++bW6ro2hra4PH41E17KhRo3DlyhWwWCxaH77//nuYm5tLmPGEyKuf8tSPKSkpePXqFSIjIz8q7aIMHjxYahsKDg7Gpk2boKmpCWtr6zan0hn+N/msR9I//vgj/vzzT5SWluLAgQNwdXWlHTQgiAFsYmIiNo2dnZ2N0tJSlJaWYtasWZg3bx7i4uLQv39/dOvWDVeuXAEhBLt27fpLr1yl6TOlIU9BKUv7aGdnh0uXLlHdYn19PR0diHLixAl6kiopKYGSkhJ69OgBT09PbNiwgf52/fp1AKCu7BkzZsDPzw83b97EixcvoKamhgkTJuDrr7+WUD+2V8EpRElJic5SSOuga2trMXXqVIwaNQo9e/aEp6cntm/fTu+5P3/+HGVlZRLlW1VVhb59+0JFRQXnz5+XOrMgirS8Tps2jaZtwIABOHfuHOrr6wEILhwePnyIgQMHYtCgQSgqKkJjYyOqqqqQkZEhd18fi6j6sS1LW3R0NGbMmAFra2tqcWqt2Ny6dSvOnDmD/fv3i93/9fPzw65du0AIwZUrV6ChoYH+/fuDEIKoqCiYmppi9uzZYvsTVT/u3LmTtiV5GsmOYm1tjXfv3tHZi3PnzsHMzAy2trb0OPn5+WH8+PHIycmh08mAQHMptEXJ0riePXsWb9++RUNDA1JTUzFs2DAAgL+/P06fPo28vLwOaytHjBiB5ORkAIK3Uqqrq2W2IWdnZxQUFGDLli3MVDeDTD7rTrotDhw40CF/anJyMqKjo2FoaAgDAwN8+eWXf1naxo4di5UrV4LH49EHgWSxY8cOTJs2Dfb29mLTrlOnTkV5eTk4HA6WL19OtY99+vRBSkoKxo0bBw6HAzs7OxQXF0tsd/fu3TA2NgaXy0VoaCj27t0LJSUlLFiwAE1NTeBwOGCxWFiwYAEAwb14FosFLpeL4uJiTJw4Ebdu3aIPWC1dulTinrKogtPCwgKWlpYfdfEjfNDHxsYGAwcOpCM9Dw8PjB8/Hvb29mCz2Rg9ejRqamrQq1cvDBs2DCwWCwkJCQgJCcG1a9dgZWWFvXv3tqljlJbX1uTn58PKygocDgf29vaIjo6GtbU1dHR06AN9ISEh4PF4Hc5ve1i8eDGCgoLg4OCA3r17y112yJAh6N69u9zbM7GxsXj9+jXs7e3B5XLpRZK3tzf09fVhaGiImJgY+mrbpUuXsHv3bpw7d46+kih0PScmJuLs2bMwMjLC2bNnkZiYCABiGkkvLy+qkQQEKkttbW3U19dDW1ubzgzk5eVBW1sbhw8fxuTJk+kDn0pKSli1ahVGjBgBNpsNQghiYmIk8qWqqorjx49jw4YNMDIygpmZGVJSUtC3b19MnToVLS0tYLPZCA4OFtO4Dh8+HKGhoeByuQgMDISVlRUAwW0aFxcXCRe9g4MDgoKCkJGRAW1tbfp62cKFC3Hs2DEAwLp163D+/Hmw2WwMGTIEd+7ckdmGlJSU4Ovri1OnTjGvdTHIhBFsfMYw2keG9vLixQs4OzujuLhY4ilpBklSUlJw7do1bNy4UeI3Pp8PS0tLHD58mD6QysDwV/I/p6r8b4HRPjK0h127duHbb7/F6tWrmQ7636SoqAi+vr7w9/dnOmiGzwJmJM3AwMDAwPA3wqgqGRgYGBgY/oEwnTQDAwMDA8NnCtNJMzAwMDAwfKYwnTQDAwMDA8NnymffSb969Qpjx46FgYEB1QVKC9wh5FOqHlsjKsVoD/fu3YOzszNVRU6aNKnD+/T29qahJP8KWodPTUlJQVxcHABJ3ebChQuRnp4OQFywIUxja33kixcvxGKXfyzHjx8Hj8ejykjRaFn/Lp+yfJWUlMDlcmFubg4LCwusXr1aLDKZNEpLS7Fv3742ty1alq0FH23xKerh50J9fT18fHxgYmICc3Nz+n42ADQ2NiI4OBiGhoawtbWlUekKCwthb28Pc3NzcDgcKokBgMePH8PW1hZGRkYIDg7Ghw8fAMjWdwJAZGQk+vbtK3GeOXz4MMzNzaGoqEjbhpCbN2/SNLDZbJnR8HJzc+Ho6AhjY2OYmJggOjqaBtT5FFRUVMDFxQXq6uq0nTN85rTWYon+/d2qSj6fT+zs7EhycjL97vr16yQrK0vmOh3VEXZE9bdo0SIx9WVbeHh4kNTUVPr55s2b7V6Xz+eTlpaWdi//sbTWBoqqOuXpNp2cnEheXp7Yd59Ssynkw4cPpH///uTZs2eEEELev39PiouLP+k+PhWiZfn69WsyYsQIsnDhQrnrnD9/vsPqw46u8+/Uw/8U7W2HdXV15Ny5c4QQQhobG8nw4cOpcnbTpk1k8uTJhBBC9u/fT8aMGUMIIeTevXvk/v37hBBCnj9/Tvr160fevXtHCCEkKCiI7N+/nxBCyOTJk9vUdxJCyIULF0h+fr5EXS8qKiLFxcUSbaOpqYmw2WyqjX3z5g3Vd4ry6tUrMnDgQJKTk0MIEZwDDh8+TF69etWusmkPtbW1JDs7myQnJ0tV8jL8PfxjVZXnz5+HiooKNQcBAJfLhYODAwghSEhIAIvFApvNFrs6FiJPUxcUFISRI0fCw8NDruZw6dKlMDY2hpubG+7du0e/LywshJ2dHTgcDvz9/cWk90Jaqw7ZbDbdvzRNXmlpKUxNTTF16lRYWlri2bNn0NXVxZs3b+hvMTExMDc3h4eHBxoaBFayvLw8GhVLWCZA+3SMspCm2wwPD8eRI0cklhWmsbU+UnRWo6WlBQkJCVQ5KRwNv3z5Eo6OjuByuWCxWMjOzhbbdk1NDZqbm6nkoHPnzjSsY3l5OQIDA2FtbQ1ra2tcunQJAHDhwgUaIYvH46GmpkbmfoRpB4DVq1eDxWKBxWJh7dq1YsdEWrnLo2/fvvjll1+wceNGEEJk5j8xMRHZ2dngcrlYs2YNSktL4eDgAEtLS1haWiInJ4emQ9oMkbS8tkZePRQdTfn6+iIzMxOAYIblm2++wZAhQ+Dm5obc3Fw4OztDX1+fRtdKSUnBqFGjMHLkSOjp6WHjxo1YvXo1eDwe7OzsqGp0y5YtsLa2hoWFBQIDA+nIMDw8HLNnz4aLiwsSEhJgZGREQ4Dy+XwYGhrSYyNETU0NLi4uAASRwSwtLcWUm0J95ujRo5GRkQFCCAYPHkzfeR4wYAD69u2L8vJyEEJw7tw5OkPRWrkpTd8JAI6OjjT0qiimpqYS8fABgSSGw+HAwsICANCrVy8JkxcgMHaFhYXB3t4egCCW+OjRo6GlpYW3b99i1KhRNMKgUEW6ePFihIaGwtXVFUZGRjT2fGhoqNh5LCQkBMeOHUPXrl0xfPhwdOnSRWL/ojx48ABubm40iuDDhw+ltqHk5GTMmTOHrpeSkoLp06fL3TZDB2ndaxNZI+mT3xCy3fvT/p38Ru7Vxbp168isWbOk/nbkyBHi5uZGmpubyatXr4iOjg558eKF2Ghu1apVJDw8nBBCyN27d4mOjg5paGggO3bsIF988QWpqKgghAiudKuqqgghhJSXlxMDAwPC5/PJtWvXCIvFInV1daSqqooYGBjQkTSbzSaZmZmEEEIWLFhAZs6cKZHG7du3k+7duxMvLy+yevVqevW+Y8cO0q9fP/LmzRtSX19PzM3NSV5eHnn8+DFRUFAgly9fptsYNGgQKS8vJ48fPyZKSkrk+vXrhBDBCGD37t2EEELMzc3JpUuXCCGEfPPNNzT/cXFxZM+ePYQQwaijvr5eIo0dGUmLfhYdLYimUXR0Ifr5559/JkuWLCGECEbDQ4YMIY8ePSKrVq0iP/zwAyGEkObmZlJdXS2RxqioKNKnTx8yduxYsmfPHjrDMG7cOJKdnU0IIeTJkyfExMSEEEKIr68vuXjxIiGEkJqaGtLU1CRzP8K0C491bW0tqampIWZmZqSgoEBuubdVloQQ0qNHD/Lq1SuZ+W89Kq6rqyMNDQ2EEELu379PhgwZIlGWoutIy2tr5NVD0dGUj48POX/+PCGEEAB0hDpq1Cji7u5OPnz4QAoLC4mFhQVd38DAgFRXV5OysjLSvXt3Ous1a9YssmbNGkKIYOQo5NtvvyXr168nhAjqk4+PDx1VLl68mK5z5swZEhAQILWchbx7947o6emRhw8fEkIE7UA440IIIfr6+qS8vFxsnatXrxITExPS0tJC27qQp0+f0jL28fGhdYsQQlxdXcVGx/JmjVqPpNesWUMmTJhAPDw8CI/HI8uXL5e6nr+/v9iMhyhxcXFk8eLFhBBCMjIy6DFYtGgR4XA4pL6+npSXlxNtbW3y/PlzkpmZSb766itCCCGVlZVEV1dXrG60PvatsbGxIb/99hshhJCGhgZSV1cntQ2VlZWJlaGXl5dYuTG0j3/sSFoeFy9exLhx46CkpAQtLS04OTkhLy9PYhl5mjrh1TCRoTnMzs6Gv78/1NTU0L17d6ogbK2XDAsLo3pGUSIiInD37l0EBQUhMzMTdnZ2aGxspPtvrckDgEGDBon5eEXR09OjTmmh+rGyshI1NTUYOnQoAIHdSUh7dIzS+Fi1oDzS0tKwa9cucLlc2NraoqKiAiUlJbC2tsaOHTuwePFi3Lp1S6oJaOvWrcjIyICNjQ1WrVpFzUTp6emIi4sDl8uFn58fqqurUVNTg2HDhmH27NlYv349Kisroays3OZ+Ll68CH9/f3Tt2hXq6uoICAigo21p5d5eiIhyU1r+W9PU1ISYmBiw2WwEBQWJPRMgDWl5bY28eiiLTp06UbUpm82Gk5MTVFRUxFSagCDmulDFqaGhgZEjR9J1hMvdvn0bDg4OYLPZ2Lt3r5hyMygoiI4qIyMjsWvXLgDA9u3b5cYhb25uxrhx4zBjxgxqySJSAjOJ1uWXL18iNDQUO3bsgKKiotzl29pWR2hubsbFixexd+9eXLx4EUePHu2wlEX0XObq6oqKigrqdv/qq6+gqqqK3r17w8XFBbm5uXBycsKDBw9QVlaG/fv3IzAwUGrdkEZNTQ2eP38Of39/AECXLl2oc7t1G+rTpw/09fVx5coVVFRU4N69e1RUwvBpaH9Y0C+T/sJkSMfc3Fzq9CogX0HXnmVEVX/yNIf/boc1YMAAREZGIjIyEiwWC7dv35a6XeFnaTpLIaJ6QyUlJTQ0NMjNozQdo6urq9gyqqqq+PDhAw03+vbt2zZlDh8DIQQbNmyQahXKysrCiRMnEBoaioSEBKmyCzabDTabjdDQUOjp6SElJQV8Ph+XL1+WuPhITEyEj48PTp48CTs7O6Snp8PR0VHufuSVo7Ryf/bsGe2QYmNjxW7JCHn06BGUlJTQt29fmfkXTi8LWbNmDbS0tHDjxg3w+fw2pyWl5XX37t3UCFVYWAhAej1UVlaWqdwU1YzKUmm2LhtZy4WHhyM1NRUWFhZISUkRy7NofdfR0YGWlhbOnTuHq1evYu/evTLVppMmTYKRkRFmzZpF1xdqMrW1tdHc3Iyqqip6IV5dXQ0fHx/88MMP9CK4d+/eqKysRHNzM5SVlcW0mp9auenk5ETblbe3NwoKClBdXU1vdW3duhXm5ubIz8+XKqiRd9Eg61wilOocOHAA27dvb3d6ZbUFWW0oODgYhw4d+f2rWAAAIABJREFUgomJCfz9/f+Si/z/ZT7rkbSrqysaGxvpfRZAcP/1woULcHR0xMGDB9HS0oLy8nJkZWVJKPHkaepEkaU5dHR0xNGjR9HQ0ICamhr88ccfAAANDQ307NmTjrR2794tVc94+vRpNDU1ARA8pV5RUUHVg7I0eR2lZ8+eVMEJCMxgQqTpGFvj5ORE9Z8NDQ04dOgQvefXXt2mEHnLe3p6Ijk5mZbH/fv3UVdXhydPnqBv376IiYlBVFSUhAqztrZW7KReWFiIQYMGARAYskQFCcIO6eHDh2Cz2fjmm29gZWWF4uLiNvfj6OiI1NRU1NfXo66uDkePHoWDg4PMvOro6FBdorQOury8HLGxsYiLi4OCgoLM/EtTbvbv3x+KiorYvXs3WlpaZKZBVl6XLl1K0wbIroe6urooLCwEn8/Hs2fPkJubK3dfH0tNTQ369++PpqYmMRWrNKKjozFhwgRqoJKmNp0/fz6qqqrocwNCRPWZR44cgaurKxQUFPDhwwf4+/tj4sSJCAoKossrKCjAxcWFDgRaKzel6Ts/Bk9PT9y8eRP19fVobm7GhQsXYGZmBn9/f5o3KysrxMXFYefOnbh69Spdd8+ePXj16pXYuSwzMxO9e/dG9+7dAQjun79//x4VFRXIzMyEtbU1AMHFkbCMhGax9tC9e3doa2vT+/ONjY2or6+X2YYCAgKQmpqK/fv3M8rNv4DPWrChoKCAo0ePYtasWUhKSkKXLl2gq6uLtWvXwtHREZcvX4aFhQUUFBSwYsUK9OvXT2wqburUqYiNjQWbzYaysrKYpk6UkJAQjBw5ElZWVuByuVRzaGlpieDgYHC5XAwaNEjspL1z507Exsaivr4e+vr62LFjh8R209LSMHPmTDoaWrlyJfr16wfg/2vyHjx4gPHjx8PKyqpD06iibNu2DTExMejatSucnZ2hoaEBQKBj3LNnD1RUVNCvXz8sXLhQYt1169Zh8uTJWL9+PQghmDhxIhwdHQEIdJsxMTFYv369zBkNUUT1kV9++SWmTZtGf4uOjkZpaSksLS1BCEGfPn2QmpqKzMxMrFy5EioqKlBXV6fTnUIIIVixYgUmT54MVVVVdO3aFSkpKQCA9evXY9q0aeBwOGhuboajoyM2b96MtWvX4vz581BSUoKZmRm+/PJLHDhwQO5+LC0tER4eTi/0oqOjwePxOnRMGhoawOVy0dTUBGVlZYSGhlIPs6z8czgcKCsrw8LCAuHh4Zg6dSoCAwNx+PBhuLi4yJ1ZASA1r62RVQ+1tLSgp6cHNpsNFosFS0vLdue1IyxZsgS2trYYNGgQ2Gy23As/Pz8/REREyJzq/vPPP7F06VKYmJjQ9MbFxSE6OhpRUVEIDQ2FoaEhNDU16QXroUOHkJWVhYqKClp3UlJSwOVysXz5cowdOxbz588Hj8dDVFQUAMFo9+TJkzA0NISamppY+x43bhwyMzPx5s0baGtr47vvvkNUVBSOHj2K6dOno7y8HD4+PuByuThz5gx69uyJ2bNnw9raGgoKCvD29oaPj49E3rS0tHDgwAF8/fXXKCsrg6KiIhwdHREQEIDFixcjIiICHA4HampqYn5xGxsb+Pj44OnTp1iwYAEd8WtpacHU1BSjRo0S24+uri6qq6vx4cMHpKamIi0tDWZmZoiOjkZsbCysrKywe/duTJ48GQsXLoSKigoOHz6M7OxsqW2oZ8+eMDMzQ1FR0Ue7wxlkwwg2/gbkafI+htraWvq+c1JSEl6+fIl169Z9km0zMPwnuXbtGuLj4yWe8meQzuLFi6Guro6vv/5a4rf6+nqw2WwUFBTQC3eGzxNGsPFfzokTJ8ReixBK5RkY/kkkJSUhMDAQP/7449+dlH886enpMDExwfTp05kO+h8OM5JmYGBgYGD4G2FG0gwMDAwMDP9AmE6agYGBgYHhM4XppBkYGBgYGD5TmE6agYGBgYHhM+Wz7qQrKiqoPKBfv3744osv6GehUu4/SUNDA1xdXcHlciXeGyaEYNWqVTAxMaHB9L/++us2g1F8LMOHD6fBKtrzvTTS09Ml3qH8FLx8+RLe3t5ULSkMp/op2LRpU5sBMdrLhAkToKenBwsLCwwePBhhYWF48eJFm+utXr1apmpQlIiICCpl0dbWbrcSs6WlBdOmTaPyGBsbGxpg55/IihUrYGpqCgsLC7i7u4tF8tq2bRuMjIxgZGREg+oAgnf0jY2NwWKxEB0dTaOXEUIwdepUGBoawsLCQqyunzx5EsbGxjA0NMTKlSvp9wcPHoSZmRkUFRXFli8rK4OzszO6du0qFrkMEARNYrFYMDQ0RHx8vMy8VVdXIyYmBgYGBjA3N4ezs7NEeOJ/l8TERGhra6NHjx6fdLsM/xBaB/MW/fu7VZWidFQT+VeQnZ1NXF1dpf62YcMG4u3tTSorKwkhAonC0qVLSV1dncSy0jR1HWXYsGFU+tCe76Vx9uxZGoT/UxIZGUk2btxIP9+4ceOT7+NTEBISQo4ePUoIIaSlpYWsXLmSGBsbkw8fPshd74svvqCSivbSkXV27dpFgoODqUjkyZMnHd7fX01HFK8ZGRlU7rJ+/Xoyfvx4QohAZqOvr0/evXtH3rx5Q3R1dWn7OXHiBNW1jh49mvzyyy+EEEJ+//134uvrSwgRtMehQ4cSQgRKUz09PVJaWkrev39PWCwWuXfvHiGEkDt37pB79+5JtI2amhpy8eJFsmHDBglBjqWlJcnNzSV8Pp+4u7uTtLQ0qXkLDAwk8+fPJ3w+nxBCSElJCRWTfCpycnLIs2fPiIaGxifdLsPnw3+lYGPFihVUK7hhwwYAwLJly/CvfwmeXp8+fTo8PDwAAGfOnEF4eDiam5vRo0cPJCYmwsLCAvb29igrK5PY9ps3b+Dn5wcOh4OhQ4fi9u3bePHiBcLDw3Ht2jVwuVyJSFTLli3D5s2b6TuJnTt3xrx586Cmpkb3O3/+fNjY2CA3NxeLFi2CtbU1WCwWYmNjabzc4cOHIzExETY2NjA2Nqaqwvr6egQFBYHD4WDs2LHtGskJefjwIRwcHMDj8TBkyBCxsINCrl69CktLS5SWlqK2tpZG3+LxeDQcantprUbkcDj0/6SkJNjY2IDD4dAwjzU1Nfjyyy9hYWEBFotFZykSEhJgZmYGDoeDb775BoAgJKQw1GFBQQFsbW3B4XAQGBhIhQOyylAeioqK+Prrr6GpqYm0tDQAwKlTp2Bvb08jz9XV1WHNmjUoKyuDg4MD3NzcAAjiSFtZWcHc3JzmSZiO1rMasvLauvyEoUEBYODAgejRowetR0IOHDiA6OhoAIJZgWnTpsHFxQUGBgbIyspCWFgYTExMaBQt4foJCQmwtLSEp6cnrl69CicnJ+jr6+PkyZMAZNeX9PR0uLm5YezYseDxeJg7dy42bdpE0/PNN9/Q9ieKq6srja9uZ2dH1ZKnTp2Cl5cXevTogV69esHV1ZWWvbe3NxQUFKCoqAgbGxsxHaUw5vrw4cPx6tUrlJeX48qVKzA1NcWgQYPQuXNnjBkzhqoazczMMHjwYIl0qaurY9iwYRLx0Z89e4b379/TCGGhoaE0RKYo9+7dQ2FhIb777jsar9rQ0JBGfZN2jnrw4AHMzc0RGhoKNpuNMWPGoKGhAWfOnBELWXrq1CmMGTMGgECUI4xUKIvm5mbEx8eDxWKBw+HQ49C6Db19+xZ6enr0fFNbW4uBAweKxWNn+Lxod1jQV8uWofFu8SfdeWdTE/SbN6/D6+Xm5mLv3r3Izc1FS0sLbGxs4OTkBEdHR2zatAlTp05FQUEBmpqaqIFGGNKzqqoKTk5OSEpKwuzZs7F9+3YkJiaKbX/BggWwtbXFsWPHkJaWRjvnzZs3Y+PGjRIN9t27d2hqaoKOjo7MNFdVVcHS0hI//PADAFCPNCEE48ePx+nTp2njJoQgNzcXx44dw/fff4/Tp09j48aN6NmzJ27evInr16/Dysqq3eXVv39/nD17Fl26dEFxcTHCwsLEOurs7GzEx8fj2LFj0NbWxpw5c+Dl5YWUlBS8e/cOtra2cHd3b1P2ICQuLg7jx4+HpaUl3NzcEBERgf79++PkyZN4+vQprl69CkIIvL29kZOTQ73Zp06domX1+vVrnDx5Enfu3IGCgoLUqeIJEybgl19+wfDhwzFv3jwsWbIEq1atklmG7cHS0hLFxcWwtrZGUlISMjIyoKamhqVLl2LdunWYN28efvrpJ2RnZ9MOMykpCZqammhuboaLiwtGjx4NMzMzqds/efKkRF5bM3bsWDg4OCAzMxMjRozAhAkTqIVLHlVVVTh//jx+/fVXjBw5EpcvX6bhM2/fvg0TExNUVVXBw8MDK1euxMiRI7F48WJkZGTgxo0bmDx5Mry9veXWlytXrqCoqAgDBw7Ew4cPMXbsWEybNg0tLS04fPgw8vPz5aZx27ZttJ4/f/5crM1oa2vj+fPnYst/+PABe/fuRXJystx1pH1/48aNNstMGu1JFyDwtfN4PHoxJYqsc5SamhqKioqwbds22NnZYeLEifj5558xY8YMzJgxAxUVFejVqxd27Ngh1wLWmuTkZLx48QI3btyAkpIS3r59K7UN9ejRA2ZmZvSc+Pvvv8Pb27vdhiyG/zz/yJF0dnY2AgMDoaamhm7dumHUqFG4ePEirK2tkZeXh8rKSqirq8Pa2hrXr19HdnY27aRVVVXpSUKWdlBUC+fh4YEXL16grq5OZnpIq4AwJ0+epPG+hdKCTp06UfUbAKpetLCwwIULF8T0fQEBARLpy8rKwoQJEwAAPB6vQwHzGxsbERUVBRaLhbFjx4rpD2/fvo2pU6fi+PHjdPSblpaGpUuXgsvlwsXFBe/fv8fTp0/bvT9vb288fPgQUVFRKCoqAo/HQ0VFBdLS0nDq1CnweDxYWlriwYMHuH//PjgcDk6fPo3ExERcunQJGhoa0NTUhKKiImJiYnD06FGJGNYVFRV4//49hg8fDkBSFyqtDNuD8Fjm5OSgqKgIQ4cOBZfLxd69e2VuZ//+/bC0tISlpSXu3r0rVy8pLa+tGThwIO7du4elS5cCEOggW9uypCGqiRwwYAC9D2tmZkbTrqqqCnd3d7qcs7MzlJWVxdSS8uqLvb09Bg4cCAAwMDBAt27dcOvWLZw6dQo2Njbo2bOnzPTt3LkTt27dovHMW7cbQNLoFBsbCzc3N9jb28tdpz3bai+fYluyzlGAQH0qNHFNmDABFy9ehKKiIsaPH499+/bh7du3yM/PpzOB7SE9PR2xsbFU+6mpqSmzDQUHB+PgwYMABLMxjBTj86bdl08fM+L9q5DWiADBFPOAAQOwa9cuDBs2DIMHD0ZGRgaePn2KwYMHo7m5mSoZAYF2UNo0T+vty9qfEE1NTSgrK+Pp06cYOHAgvL294e3tDS8vL/qAm6qqKm3o9fX1iIuLQ0FBAb744gvMnz9fbPpaKAFpnb6PPen89NNP0NHRwZ49e9DU1ETjfAMChWFdXR0KCwupP5gQgtTUVBgYGMjcZmJiIk6fPg1lZWVcu3ZN4vdevXohJCQEISEh8PLywsWLF0EIwfz58+n0qyjXrl3DyZMnkZCQAF9fX8ybNw/Xrl3D2bNnceDAASQnJ9OpUGEa5SGtDCdOnIibN29i4MCBOHbsmNT1CgsL4ePjg8bGRnh5eWH37t1y91NSUoJ169YhNzcXPXr0wIQJE+TeijA1NZXIq7OzM6ZOnQpAcNvE29sbXbp0ofWod+/e+P333+Ho6CiW79b7EdVEtlZICstAtP7LUkvKqy+tL5aioqKQkpKC0tJSTJ48GYD0unH69GmsWLECFy5coGnQ1tam9jZAIM9gsVj084IFC1BVVYWtW7fS74QKSWEnJ1RIVldXf1K1pLRtffjwgQokAgICEBwcTC1irUfT8uqnLLVkZGQkAgMDAQg6UmGH2x4IIRLbVVFRkdqGRo0ahYULF+K7777DrVu3pBr8GD4f/pEjaVGFZG1tLX7//Xc6UnZ0dMSqVavg6OgIBwcHbNq0CR0NbSqqhUtPT4e2tnabNqK5c+diypQpdPqSECLzZN3Q0ABFRUX07t0bNTU1+PXXXzuUphs3boiNvNtCqD9UUFDAzp07xU4gmpqaOH78OObMmUOlBp6enli/fj1d5vr16xLbTEpKQmFhodQOOiMjAw0NDQAET78+fvwYAwcOhKenJ7Zt20ZnJf7880+8efMGz58/h7q6OrVGFRQUoKamBtXV1fD19cWaNWsk0tC7d2+oqqrS+82ydKGi7Nq1C4WFhVI7aEII1qxZg4qKCri7u2Po0KG4cOECHj16BACoq6tDSUkJAHElZ3V1Nbp164bu3bvj5cuXOHPmjNw0SMvr0KFDqbLQ29sb+fn5ePnyJQCAz+fj1q1bGDRoEBQVFdGzZ0+UlJSAz+fj6NGjcvf1scirL60JDAzEH3/8gcLCQnqPvnXduHbtGqZNm4Zjx46Jucq9vLxw6tQpVFZWoqKiAhkZGXT0uHnzZmRmZmLv3r1iHaBQIQkIZry0tLTQp08f2NnZoaioCE+ePEFjYyMOHTr00W8V6OjooHPnzsjLywMhBLt378ZXX32FTp060eO0cOFCGBsbg81m4/vvv6dldO/ePfzxxx9yz1GPHz+mT4Dv37+fzgbp6Oigd+/eSEpKQnh4eIfS7OHhgeTkZPo2ydu3b2W2oe7du4PH42HWrFnw8/OTOl3P8Pnwj7wRYWNjg3HjxlFv6pQpU8BmswEADg4OWLlyJWxtbaGqqgoVFRW5XmBpfP/991QLp66uLlVD2Zrp06ejoaEB1tbW6NKlC9TV1eHg4AALCwuJZXv16oWwsDCwWCwMGjQItra2bW4/Li4OYWFh4HA4sLS0lHtP2tPTEyoqKgAE5bF48WKMHj0a+/fvh5ubm4Sus3///jh27Bi8vb2xa9cuLFq0CLNmzQKbzQafz4ehoSF9CKc95OXlIS4uDioqKuDz+ZgyZQp4PB54PB6Ki4vpKKhbt27Yt28fioqKkJiYCEVFRXTq1AmbN29GVVUVAgIC0NjYCD6fj9WrV0vsZ/fu3ZgyZQoaGhpgaGjYruPUmvj4eCxatAgNDQ2wt7fHuXPnoKKiAi0tLWzbtg3BwcF0NmTZsmUwMjLCpEmT4ObmBh0dHZw9exZmZmZgsVjQ19dv0wt+48YNiby25tWrV4iJicGHDx9ACIG9vT2mTJkCAFi+fDm8vLwwcOBAmJmZobGxscN5bou4uDi59UWULl26wNHREf369ZN5sv/6669RV1dHR4l6eno4evQo+vTpg7lz59K6/P3330NDQwMtLS2Ii4uDrq4urStBQUH49ttvMXLkSJw6dQoGBgbo2rUrVTaqqKhg/fr1cHd3R0tLCyZNmkTd8YcPH0Z8fDzKy8vh6ekJKysrnDhxAoBg1FxfX4+mpiYcOXIEGRkZMDY2RnJyMsLDw/H+/Xv4+vrSWwSt2bFjB2bPng1DQ0OoqqqiT58+WLVqFYYMGSL1HCV8cGzLli2IioqCiYkJJk2aRLc3fvx4VFdXiz3oNnv2bBw6dAjV1dXQ1tZGbGws5s+fj6NHj+LWrVtYuHAhJk+ejJKSEqo+nTJlCnx9fWW2oeDgYIwbN45OwTN8vjCCDQYGho+Gz+eDy+UiNTUV+vr6f3dyPnsePHiA0aNHy4xlEBsbC3t7e4SFhf2HU8bwd8IINhgYGD45t27dgoGBAby8vJgO+hPA5XJx7949jBs37u9OCsNnxD9yupuBgeHvh81m4/Hjx393Mv5RGBoayhxFtzdSIMP/FsxImoGBgYGB4TOF6aQZGBgYGBg+U5hOmoGBgYGB4TOF6aQZGBgYGBg+Uz77TlpJSYnqKYVii2vXrmHGjBnt3kZlZaXUwP9Cli5dCnNzc3A4HHC5XFy9ehW///67mMbxxx9/hKGhIf38xx9/SA2W4OzsDGNjY3C5XJiamuKXX35pdzpbs3jxYhqLWhb37t2Ds7Mz3Z/oO5f/LgsXLkR6evon2ZawXDgcDkxMTBAXF9cudeOyZcvatX1vb2+6PdEIWW1RX1+PkJAQsNlssFgsDB8+HLW1te1e/3MjISGB6lL9/f3FylhYh42NjWnQlfr6evj4+MDExATm5uZicewbGxsRHBwMQ0ND2NraioVF3blzJ1VMCt9VBoCNGzfC0NAQCgoKePPmDf2+uLgY9vb26Ny5s0SdrqysxOjRo2FiYgJTU1NcvnxZat5evXqFsWPHwsDAAGZmZvD29sb9+/f/rfJqTWRkJPr27SsW+YyB4W+ltRZL9O9zUFV27dq13cvK0uc9fvyYmJubS/0tJyeH2NnZkffv3xNCBPq858+fk7KyMtK3b1+63MiRIwmPxyOvX78mhBCSmJhIkpKSJLbn5ORE8vLyCCGEVFRUkB49epDGxsZ250GU9ug5PTw8SGpqKv188+bNj9rXX41ouTQ2NpLZs2cTR0fHNtfryPH/mHWWLVtG4uPj6efi4mJaFz4XOqKFPHPmDF1+zpw5ZM6cOYQQga6Rw+GQ9+/fk0ePHhF9fX3S3NxM6urqyLlz5wghguMyfPhwqlrctGkTmTx5MiGEkP3795MxY8YQQgT1Wk9Pj1RUVJC3b98SPT098vbtW0IIIQUFBeTx48dk0KBBpLy8nKbr9evXJDc3l8ybN0+iTk+cOJFs2bKFpkGalpPP5xM7OzuSnJxMv7t+/TrJyspqd9m0hwsXLpD8/HyZ5wsGhr+C/zpVZWZmJnx9fQEIRpuTJk2Ch4cHJk6ciDt37sDGxgZcLhccDgclJSVITEzEw4cPweVykZCQILatly9fonfv3jSqUu/evTFgwAD06dMHGhoaePDgAQBBOMfAwEAahjInJwdDhw6Vm87a2lp07dqVxuCdMmUKVRouWrSILqerq4tFixbB0tISbDYbxcWStrEtW7bgyy+/pOE2RdMvqoUURl5raWlBQkICrK2tweFw8PPPP9PlHR0dweVywWKxkJ2djZaWFoSHh4PFYoHNZmPNmjUAgPDwcKpSzMjIAI/HA5vNRmRkJI101Z60t6ZTp05YsWIFnj59Sk1Fe/bsocdt8uTJaGlpQWJiIhoaGsDlchESEgIAGDVqFIYMGQJzc3OxWQpdXV2xkZusvLbm5cuX+OKLL+hnY2NjdO7cGaWlpWKjqVWrVmHx4sUABLMC8fHxcHR0hKmpKfLy8hAQEAAjIyPMnz8fAFBaWgoTExNER0eDxWIhJCQE6enpGDZsGIyMjKh4JTc3F0OHDgWPx8PQoUNx7949AEBKSgqCgoIwcuRIeHh4IDQ0VCzqW0hIiNTwph4eHtRoJKqF/P333zF27Fh07twZenp6MDQ0RG5uLtTU1ODi4kKPi6Wlpdg6wqAao0ePRkZGBgghOHPmDNzd3aGpqYmePXvC3d2dWsZ4PB50dXUl0tW3b19YW1vTSHhCqqurkZWVReO5d+rUSUzHKeT8+fNQUVFBbGws/Y7L5cLBwQGEECQkJND6K5RHZGZmwtHREf7+/jAzM0NsbCz4fD62bduG+Ph4up0tW7ZQ6YejoyM0NTUl9i9KbW0tIiIiwGazweFw8Ouvv0ptQ3fv3qWxvgFBnRDVtjIwtId2vyd9PuUXlD159El33neQPlzC5U/PCk/SwP8PJ9ia/Px8XLx4Eaqqqpg+fTpmzpyJkJAQfPjwAS0tLUhKSsLt27elvofo4eGB77//HoMHD4abmxuCg4NpDOihQ4ciJycHLS0tMDIygp2dHc6cOQNfX1/cvHmThvxrTUhICDp37oySkhKsXbuWdtJLly6FpqYmWlpaMGLECNy8eZM22t69e6OgoAD/+te/sGrVKjGpwMaNG5GWlobU1FSJEI3x8fFwdXXF0KFD4eHhgYiICPTo0QPbtm2DhoYG8vLy0NjYiGHDhsHDwwO//fYbPD098e2336KlpQX19fUoLCzE8+fPcfv2bQCQmIZ+//49wsPDkZGRgcGDB2PixIlITk7GrFmz2ky7LJSUlGBhYYHi4mJ06tQJBw8exKVLl6CiooKpU6di7969SEpKwsaNG8WO2/bt26GpqUlDsAYGBqJXr15S97Fv3z6JvLYmMjISHh4eOHLkCEaMGIGwsDAYGRm1mf5OnTohKysL69atw1dffYX8/HxoamrCwMCAdgAPHjzA4cOH8csvv8Da2hr79u3DxYsXcezYMSxbtgypqakwMTFBVlYWlJWVkZ6ejnnz5tFY7pcvX8bNmzehqamJCxcuYM2aNfjqq69QVVWFnJwcsWlmaWzfvp0ajp4/f05DbALS9YuVlZX4448/MHPmTLqOUNmorKwMDQ0NVFRUtFvl2B4ePXqEPn36ICIiAjdu3MCQIUOwbt06iVj5t2/flhmD/7fffkNhYSFu3LiBN2/ewNraGo6OjgAEF0FFRUUYNGgQvLy88Ntvv2Hs2LHgcDhYsWIFVFRUsGPHDnoR2x6WLFkCDQ0N3Lp1C4BAVSutDfXo0QMfPnzAo0ePoK+vj4MHD1JHNANDe/nsR9Kqqqo0qL0soYCfnx+Vytvb22PZsmVYvnw5njx5Qr+Xhbq6OvLz8/HLL7+gT58+CA4ORkpKCgBg2LBhyMnJQU5ODuzt7WFjY4OrV6/i+vXrMDY2lulX3rt3L27evImnT59i1apVePLkCQDg0KFDsLS0BI/Hw507d8QUgLLUirt378apU6fw66+/So2hHBERgbt37yIoKAiZmZmws7NDY2Mj0tLSsGvXLnC5XNja2qKiogIlJSWwtrbGjh07sHjxYty6dQvdunWDvr4+Hj16hOnTp+P06dPo3r272D7u3bsHPT09Gk/4U2shMzIykJ+fD2tra3C5XGRkZFCxRWvWr18PCwsL2NnZ4dmzZ1R6IQ1peW0Nl8vFo0ePkJCQgLdv38La2hp3795tM+3C5xHYbDbMzc1trQIpAAAgAElEQVTRv39/dO7cGfr6+tSgpKenBzabDUVFRZibm2PEiBFQUFAQ00JWVVUhKCgILBYL8fHxYuIU4WgVAJycnPDgwQOUlZVh//79CAwMlOsAXrp0KZSVlekMBGlDv9jc3Ixx48ZhxowZNHqYrHXa2lZHaG5uRkFBAaZMmYLr16+ja9euSEpK6tA2Ll68iHHjxkFJSQlaWlpwcnKiAgsbGxvo6+tDSUmJxqru2rUrXF1dcfz4cRQXF6OpqYnOQLWH9PR0TJs2jX7u2bOnzDY0ZswYHDp0CABw8OBBRgvJ0GHaPZJua8T7dyJ61T1+/HjY2trixIkT8PT0xNatW9sMWaikpARnZ2c4OzuDzWZj586dCA8Px9ChQ7Fhwwa0tLQgJiYG3bp1w/v375GZmdmmSAEA+vTpA0tLS1y9ehV8Ph+rVq1CXl4eevbsSYP3C5Glp2SxWCgsLMSff/4JPT09qfsZMGAAIiMjERkZCRaLhdu3b4MQgg0bNsDT01Ni+aysLJw4cQKhoaFISEjAxIkTcePGDZw5cwabNm3CoUOHsH37drq8tJOyKNLS7unpidevX8PKykrqyLqlpQW3bt2CqakpysrKEBYWhh9//FHufjIzM5Geno7Lly9DTU0Nzs7OcrWQjo6OEnnt1q0bvvvuOwDA1q1bYWVlBXV1dQQEBCAgIACKioo4efIkgoODwefz6bY+RgvZ+ntpWsgFCxbAxcUFR48eRWlpKZydnek6rUeToaGh2Lt3Lw4cOECPT0REBK5fv44BAwbg5MmTAAQPdR0/fhwZGRm085SlXxQyadIkGBkZ0dkR0XW0tbXR3NyMqqoqaGpqQltbW8xv/eeff4qluyNoa2tDW1ubSmZGjx6NpKQkPHv2jPqxY2NjYW5uTm+9tEZe/ZSlhYyOjsayZctgYmKCiIiIDqWZSNFC9uzZU2obCg4ORlBQEAICAqCgoNCuWRoGBlE++5F0RxFOLc2YMQN+fn64efOmmFqwNffu3RMbjRUWFmLQoEEAADMzM7x48QLZ2dng8XgABCOvzZs3t3k/GhA8OXv9+nUYGBiguroaXbt2hYaGBl6/fo1Tp061Kz88Hg8///wz/Pz88OLFC4nfT58+jaamJgCCp18rKirwxRdfwNPTE8nJyfS3+/fvo66uDk+ePEHfvn0RExODqKgoFBQU4M2bN+Dz+QgMDMSSJUtQUFAgtg8TExOUlpbS+/Pt0UKeOXMGhYWFUjvopqYmzJ07Fzo6OuBwOBgxYgSOHDmCsrIyAALNnnD2QUVFheahqqoKPXv2hJqaGoqLi8VcxNKQlld/f386M2NlZYVLly7h3bt3AIAPHz7QqVEtLS2UlZWhoqICjY2NOH78uNx9fSxVVVX0nrhwBkcW4eHhWLt2LQDA3NwcgMDCVFhYSDvo06dPY/ny5Th27BjU1NToun5+fjhw4AAaGxvx+PFjlJSU0Pul8+fPR1VVFd226DrCKfUjR47A1dUVCgoK8PT0RFpaGt69e4d3794hLS1N6sVge+jXrx90dHTovfiMjAyYmZlBR0eHHqfY2Fi4urqisbERW7Zsoevm5eXhwoULcHR0xMGDB9HS0oLy8nJkZWXRvOXm5uLx48fg8/k4ePAg1ULa2tri2bNn2LdvX4djZXt4eGDjxo3087t372S2IQMDAygpKWHJkiXMKJrho/ivi9198OBB7NmzByoqKujXrx8WLlwITU1NDBs2DCwWC19++SVWrlxJl6+trcX06dNRWVkJZWVlGBoa0geSFBQUYGtri6qqKvrAi729PX755Re5nXRISAhUVVXR2NiI8PBwei+Nx+PB3Ny8XUpDUYYPH45Vq1bBx8cHZ8+eFXPypqWlYebMmXTqfeXKlf+PvfMOi+J6//YHsGBHBRWFCFLXrZSlKB1B1ERRBLEBImpM7BF7QawxiTEmCj+Niho7RmJijBEBe0XUqEEjEUPEitIUkPK8f+y7J7vL7rKoSfCbua/LK1lmzsw5M6fMmfLc6NSpE2JiYpCbmwtHR0cQEUxMTJCSkoKMjAx88sknaNy4MVq2bImtW7fi3r17GDVqFJs5qs5oDQ0NsXnzZoSGhqKqqgpSqVTpBR5dkT+rr6ioQK9evdiLUN27d8eSJUsQGBiImpoaNG7cGGvXrkXXrl0xduxYpufctGkTEhMTIRKJYGdnp/SMVR3qyqpKTk4Oxo8fDyJCTU0N+vXrh5CQEOjp6WHBggVwdXWFpaUl7O3t611eXZgxYwYiIyOxatUq+Pn5aV23Y8eO4PF4Sp8GqjJhwgRUVFQwtaKbmxsSExPB5/MRFhaG7t27o1GjRli7di0MDAzw559/YunSpbC3t4ejoyPbRkxMDEaPHo2RI0fC2toa7dq1w65duwDIHOTz589n72TI2xggexyxcuVKPHjwACKRCH379sXXX3+NBw8ewNnZGcXFxdDX18fq1atx48YNtG7dGl9++SV7h6Rbt25qlaN6enrYv38/pkyZghUrVsDQ0BAWFhZYvXo1vLy8cObMGYjFYujp6WHlypXo1KkT++xr1qxZ+OWXX9hLZHLCwsJw+fJltG3blv1t6NChyMjIwJMnT2BmZoZFixZh9OjRTCkq10R++OGHEAgEMDAwwMKFC2FlZaWxDQ0ZMgSxsbFcnHOOV4JTVXJwvCW8ePECQqEQly5dQps2bf7t7DR4MjIy8Omnn2q8C/Luu+9i6tSp8Pf3/4dzxsGhDKeq5OB4y0lNTYW9vT0mTpzIDdCvSWFhIWxtbdGsWTNugOZo8PzP3e7m4PhfpFevXvjjjz/+7Wy8VchfBlXFyMjojUcq4+D4u+Bm0hwcHBwcHA0UbpDm4ODg4OBooHCDNAcHBwcHRwOFG6Q5ODg4ODgaKA1+kJarKgUCAUJDQ9XGX34VFCUdupCbmws9PT3Mnz+f/e3Jkydo3LgxJkyY8EbypMjq1at1KmtMTIxSeNG6SEpKqpVfHx8fXLx4sd551MSBAwdYaMeUlBSd8qeo5VRUZOp6HBTZtGkTkx8IBAIlMcXroksQG13Izc1Fs2bN4ODgAB6PBxcXlzpjcQNQClyiDUWdq7pzro2zZ8/C1dWV6U/lYpG3kby8PPj6+oLH44HP5+OLL75gy54+fYqAgADY2NggICCABbU5cuQInJycIBQK4eTkhLS0NJYmMzMTQqEQ1tbWmDRpEot2pk3rGRQUBCMjo1r9jSatJyDrnyQSCfh8vtbAQYcOHYKzszN4PB7s7e0xffr0Vz5W6tCmGOX4h1DVYlEDVlUOGzaMPvvsM53TalP8paenU79+/XTe1p07d6hbt24kkUjY39atW0disZg+/PBDnbejK6qqvzfF5s2ba+VXUSP5pomMjKS9e/fWuZ4mLWd9j0NeXh5169aNCgsLiYiopKSEfv/9d90z/A+hqk/NyckhsVhMmzZt0ppO3fmri/qmsbW1pcuXLxMRUVVVFV2/fr1e+/sn0FXfmZ+fT5mZmUREVFxcTDY2Nqw8sbGxtHz5ciIiWr58OdN6Xrp0ie7du0dERL/88gt17tyZbU8qldLp06eppqaGgoKC6tR6EhGlpqbSgQMHavU3mrSez549Ix6PR3fv3iUiYnpcVX755Rfq1q0b/frrr+yYrF27VqfjoivaFKMcb47/GVWlp6cnbt++XadGcM6cOfD29sYXX3yBqKgovP/++/D09IStra3awAbPnz9HdHQ0pFIpHBwcNM68mjVrBh6Px2adqlabu3fvwt/fn4W6lH8yo6h8BGRSD0B2tezj48OE98OHDwcRYc2aNcjPz4evry/TCGrSXCrOglu2bIm5c+cyAcXDhw/rfYx37twJoVAIgUCAmTNnAoBGlaWPjw+mTJmCHj16QCAQMP2ifOZ2+vRpHDhwALGxsZBIJMjJycGGDRsglUohFosREhKidpYsP16qx0GbYlDOo0eP0KpVK3aMW7ZsyWKe5+TkICgoCE5OTvD09GRazb1790IgEEAsFjN7kjrlqeK5Iy16RHXntC66deuGVatWYc2aNQDU18mXL19iwYIF2L17NyQSCXbv3q1RdanpTpG6sqry6NEjmJqaApDdyerevTsA5bsdgCyufG5urs5azri4OERGRiIwMBAWFhb49ttvMWPGDAiFQgQFBbHwr/Hx8ZBKpRAIBBg7diw7fopte+nSpbC0tGRpiouLYWFhwX7LMTU1ZZHUWrVqBR6Px4xdiirOyMhIpKSkAJBFBpTHNefz+SgvL0dFRQXu37+P4uJiuLu7Q09PDxERESyNJq0nAPj7+6uVu2jSeu7YsQODBg3CO++8A0Cm+VTHypUrMXfuXBYNr1GjRvjggw8AaO+L1PWHnp6eSra5nj174urVqxoVo6pcuHABPXr0gFgshouLC0pKStS2oZkzZ2Ldur9idcTFxeGzzz7Tuu3/Ojp/J33o0CE8ePDgje68U6dO6NOnj07rVlVV4dChQwgKCqpz3cLCQhw7dgyArFLm5ubi2LFjyMnJga+vL4tBLWfp0qXw8/PDpk2bUFhYCBcXF/Tq1auW4AAAwsPDsWvXLnTq1AkGBgbo3Lkzi6k9YcIEREREIDIyEps2bcKkSZNYI9ZEVlYWrl+/js6dO6Nnz544deoUJk2ahFWrViE9PZ2FANWmuZTz/PlzuLm5YenSpZgxYwY2bNjA/MaK7N69GydPnmS/5ccjPz8fM2fORGZmJtq2bYvAwECkpKTA3Nxco8ry+fPnOH36NI4fP47o6Gi2DiC7Ndy/f3+8++67GDx4MADZN6pjxowBIIsZvXHjRkycOFHtsVE9Ds+fP69TMSgWi9GxY0dYWlrC398fgwYNYqKGsWPHIjExETY2Njh37hw++OADpKWlIT4+HocPH0aXLl1Y2RITE2spTxXRpkdUd07lMaO14ejoyC4cNNXJ+Ph4XLx4kcWOlvuY1aku1aGurKpMnToVdnZ28PHxQVBQECIjIzUa3+ToouUEZBdK6enpuHHjBtzd3bFv3z6sXLkSAwcOxMGDBxEcHIwJEyZgwYIFAGRSkR9++IGdQ8W2nZuby9Ls2rULISEhWgeT3NxcZGVlMZnHw4cP2cWIqakpix2vyL59++Dg4ICmTZvi3r17Su52RUWnJq2nYghfXbl16xYqKyvh4+ODkpISTJ48GREREbXWu3btGj766CO129DWF6nrD2NiYpCUlITVq1fj1q1bqKio0Nl9/fLlSwwZMgS7d++GVCpFcXExmjVrprYNhYeHY8qUKexiYs+ePcxFzqGeBj+TlvuknZ2d8c477zA5vDZUA9mHhYVBX18fNjY26NatG+sI5fz8889YsWIFJBIJMytpChwRFBSEI0eOYOfOnbX2c+bMGQwbNgyArHNRHAg14eLiAjMzM+jr60MikWhUPWrTXMpp0qQJmz1p00YOGTKEyQvkoglAdjXs4+MDExMTpjk8fvy4VpWlXE7g5eWF4uJijR2/nGvXrsHT0xNCoRDbt29XUjPWhS6KQQMDA/z0009ITk6Gra0tpk6diri4OJSWluL06dMIDQ2FRCLBuHHjcP/+fQCyWUNUVBQ2bNjABuO6lKd16RF1OaeqKM64da2T2lSX6lBXVlUWLFiAixcvIjAwEDt27NDpwlgXLScA9OnTB40bN4ZQKER1dTXbtuJ66enpcHV1hVAoRFpamlKZFNtcTEwMi/O9efNmrTar0tJShISEYPXq1bVUrJq4fv06Zs6cyS4E1d0RkduwtC2rL1VVVcjMzMTBgwdx+PBhLF68uN7BV7T1Rer6w9DQUPzwww+orKzEpk2bEBUVpfO+bt68CVNTUxbLvXXr1mjUqJHaNuTg4IBHjx4hPz8fV65cQdu2bdkdAw716DyT1nXG+6aR+6QVadSokVaNoOoMWJOuTg4RYd++fbCzs6szP02aNIGTkxM+++wzXL9+Hd9//73GdeX7UcwvEeHly5dsHUWdoaqmUs6dO3e0ai7lNG7cmO1T07a0oem2rCYNn2IZ5dTVMUVFRSElJQVisRhJSUlKykNd0EUxqKenBxcXF7i4uCAgIACjRo3CtGnTYGRkVKsuAbJZ87lz53Dw4EFIJBJcvnxZrfJUUYCh7Ra2unN67tw5jBs3DoBsNqtulpKVlQUej8e2r65Onjt3Tum3NtWlOtSVdfr06bV0l1ZWVhg/fjzGjBkDExMTFBQUaG13umg5FdfT19dXqq/y9crLy/HBBx/g4sWLMDc3R1xcnNJ+FNt2z5492aywuroaAoGgluLy/fffR2VlJUJCQjB8+HDmPgdkwpL79+/D1NQU9+/fV7qt/Oeff2LgwIHYunUrrKysAMhmzn/++afSOvLb4pq0nq+CmZkZjI2N0aJFC7Ro0QJeXl64cuUKjhw5wixgP/74I/h8PjIzMyEWi+vcpmK7VNdmmzdvjoCAAHz33XfYs2dPvV4kJTXqTkC9NtjPzw+DBw9GcnIyHjx4gPDwcJ3381+lwc+k1VFfjeDevXtRU1ODnJwc/P7777U6vt69e+PLL79kHW9WVpbW7X300Uf4+OOP0b59e6W/9+jRg5mCtm/fzm5xWlhYIDMzE4Ds2ZXqczN1KOo1X1VzWV9cXV1x7NgxPHnyBNXV1di5cye8vb21qizlz2JPnjyJNm3a1IorraoJLSkpgampKSorK7F9+/Y686Savi7FYH5+vlL+5OrR1q1bw9LSEnv37gUg61iuXLkCQHYL1tXVFfHx8TA2NkZeXp5a5aki2vSImo6t/M5F//79ay3Pzc3F9OnT2a1/TXVS9XjUR3WpqayqusuDBw+y/f72228wMDCAkZERLCws2LG9dOnS32J1kg/IxsbGKC0t1eiQlhMREYGhQ4eyCzZVxSURYfTo0eDxeLXeX1BUcW7ZsgUDBgwAILul3q9fPyxfvlzJVmdqaopWrVrh7NmzICJs3bqVpdGk9XwVBgwYgBMnTqCqqgovXrzAuXPnwOPx8OGHH7Kyde7cGbGxsVi2bBmbZdfU1GDVqlUANPdFgOb+MCYmBpMmTYJUKq3XBYa9vT3y8/PZnaSSkhJUVVVpbEPyR4bJycnsMRiHZt7K2N2NGzeul0bQzs4O3t7eePjwIRITE2s9X5s/fz6mTJkCkUgEIoKFhYXWgZ/P5zOfryJr1qxBdHQ0PvnkE5iYmLBbcWPGjMGAAQPg4uICf39/tc+6VRk7diz69OkDU1NTpKenv7Lmsj6Ymppi+fLl8PX1BRGhb9++GDBgAK5cuaJRw9e2bVv06NEDxcXFbHatSHh4OMaMGYM1a9YgOTkZixcvhqurK7p27QqhUKjR8y1H9TgA6hWDciorKzF9+nTk5+fD0NAQJiYmTDO4fft2jB8/HkuWLEFlZSXCw8MhFosRGxuL3377DUQEf39/iMVirFixopbyVJGBAwdq1CPqSk5ODhwcHFBeXo5WrVph4sSJbLDRVCd9fX3ZbfDZs2fXS3UJQG1ZVdm2bRumTp2K5s2bo1GjRti+fTsMDAwQEhKCrVu3QiKRQCqVwtbWVuey6or8nQWhUAgLCwt2C1UTw4cPx7x58zQ6oU+dOoVt27ZBKBRCIpEAAJYtW4a+ffti1qxZCAsLw8aNG/HOO++wC7ivvvoKt2/fxuLFi7F48WIAsscPHTp0QEJCAqKiolBWVoY+ffqwO4yatJ4A2EuKpaWlMDMzw8aNG9G7d2+NWk8ej4egoCCIRCLo6+uzF/JUEYlEWL16NYYOHYoXL15AT08P/fr1A6C5LwI094dOTk5o3bq10h0qbYpReX47d+6M3bt3Y+LEiSgrK0OzZs2QmpqqVhsMyPrPkpISdOnShb0TwKEF1de9Ff81hE+wXhddPwHiqD9/56db2ujXrx+lpqb+4/vlaHjs3buXRowY8W9n461BW3947949srGxoerq6n84Vxz/M59gcfy34RSDHIpMnDgRs2bNUgowxPFqbN26Fa6urli6dCn09blhoSGhR1pegMnMzCQnJ6d/MDscHBwcHBz/LTIzM7Fo0aKvAPx64MCBdYrLuEsmDg4ODg6OBgo3SHNwcHBwcDRQuEGag4ODg4OjgcIN0hwcHBwcHA2UBj9IvylVpYWFRS0dnCpyuYRIJEJQUJDa9ZOSkmBiYsI0coMHD35j+kxd8lhaWorx48fDysoKDg4OcHJyYlGI/g7kQglFfHx8cPjwYaW/rV69msXjfRNkZGTg9OnT7HdiYiK2bt36xravCqe35PSWcji95evB6S3fMKrfZFED+076dVSVitSlPKysrCQTExO2TmxsLC1cuLDWeqrav6FDh6rVC+qq0qtPHomIhgwZQrNnz2bfMj569IhWrFhRa72qqqp6718disdfTmJiIkVFRSn9zdXVlY4fP/5G9kmkWV35d8DpLV8/Dae35PSWcji9Zf35n/lOWq6qBIBvvvmGadDGjRvHZAGalI5yysrKEBQUVGv2KT8gz58/BxGhuLiYxeXVRFVVFZ4/f84iX0VFRWHatGnw9fXFzJkzNSowq6urMX36dDZz+/LLL3XKY05ODs6fP48lS5awbxlNTEyYUjIjIwO+vr4YNmwYE08EBwfDyckJfD4f69evZ9vSpLW8c+cO3N3dIZVKNX5/OnjwYPzwww+oqKgAIJvh5efnw8PDA6WlpfD394ejoyOEQqHSjHTr1q0QiUQQi8UYOXIkAOD777+Hq6srHBwc0KtXLzx8+BC5ublITEzE559/DolEghMnTihpEi9fvgw3NzeIRCIMHDiQzWZ8fHwwc+ZMuLi4wNbWFidOnACgWTsph9NbcnpLRTi9Jae3bFCojtqkYSY971YeBV+69Ub/zbuVV+cVhnwmV1lZSf3796d169bRjRs36N1336WXL18SEdH48eNpy5YtRERUUFBARLKreW9vb7py5QoRyWapd+7cIX9/f7auKnv37qVWrVpRp06dyNPTU+1sdPPmzWRsbExisZg6dOhAHh4ebL3IyEjq168f+z179mzatm0bEcmudG1sbKi0tJTWrVtHgwYNYlf28jzXlcfvvvuOgoODNR6r9PR0at68udIsUL7tFy9eEJ/PpydPnhAREQA6cOAAEclmB4sXLyYiovfee4/t+6uvvlI7kyYi6tu3L6WkpBCRbEYxffp0IpKdp6KiIiIievz4MVlZWVFNTQ1du3aNbG1t2dW/PF9Pnz6lmpoaIiLasGEDTZs2jYhqz6QVfwuFQsrIyCAiovnz59PkyZOJSBYBTZ7+4MGD5O/vT0REEyZMoG+++YaIiCoqKujFixdKZamqqqLAwEAyNzenqKgodlyIiPz8/OjWrVtERHT27Fny9fUlIiKBQEB//vknEcnOrbb9yI9hcnIy9erVi6qqqujBgwdkbm5O+fn5lJ6eTq1bt6a8vDyqrq4mNzc3OnHiRK1jrjqTlu/b0NCQiDTXN9VZcVFREat7R44coUGDBhGRrP7IZ26KadSVVZVFixaRkZERBQcHU2JiIpWVlRFR7fPI5/Ppzp07dOfOHTIwMKCrV69SdXU1OTo60qhRo6impoZSUlJowIABLH3Pnj3p5cuXdPnyZWrWrBmbiQYHB9P+/fuJ6K/6REQ0YsQIdg69vb1p/PjxbFlUVBRL83//93+svmjizp07ZG5uzup0mzZtlJYbGRnVSrN3715W9y5cuMD+n4jo+PHj7Bjz+XzKy/urD+zWrZvS7FjxfKiiOpOePHkyffDBB+Tt7U2Ojo4a+zgHBwd2x0OVd999l5KSkoiIaOPGjewcREZGUu/evam6uppu3bpFXbp0obKyMkpKSmJt7+bNm+Tk5KS0PW13wyoqKsjS0pLOnz9PRH/VSXVt6NKlS+Tl5cXSKt4x+F/hrZ5Jq1NVHj16FJmZmZBKpZBIJDh69Ch+//13ANqVjgMGDMCoUaPUulkrKyuRkJCArKws5OfnQyQSKcWoVkSuenzw4AGEQiE++eQTtiw0NBQGBgYANOsGU1NT8f7776NRI1nodMVg9tryqMrSpUshkUiUZvwuLi5sFgjIYvjKZ8t5eXlsdqdJa3nq1CkWB1k+21XH0KFDWXziXbt2sTREhDlz5kAkEqFXr164d+8eHj58iLS0NAwePJj5deVl/vPPP9G7d292HOtSLRYVFaGwsJA9c4uMjMTx48fZcrnlSLFMdWknOb0lp7dUB6e35PSWDQGdBRuLbczqXulvQJ2qkogQGRlZaxCtS+nYs2dPHDp0CMOGDavVGOT7kGvpwsLCsGLFCq1509PTw3vvvYcvv/wSs2bNAqCs0iMNukHSoHarK4/du3fHlStXUFNTA319fcydOxdz585VerlLcf8ZGRlITU3FmTNn0Lx5c9ZxA9q1lrp0FMHBwZg2bRouXbqEsrIydntw+/btePz4MTIzM9G4cWNYWFigvLxcY5knTpyIadOmoX///sjIyHjtF47kKkTFMtWlnZSXmdNbqofTW3J6S05v+e/R4GfS6vD390dycjIePXoEQPbG5d27d+tUOsbHx6N9+/Zq30Lu0qULbty4gcePHwOQva0p7/y0cfLkSdYgVdGkGwwMDERiYiLriJ4+fapTHq2treHs7Ix58+axGY18AFRHUVER2rZti+bNmyM7Oxtnz56tszw9e/ZUUtxpomXLlvDx8UF0dLSSgaioqAgdOnRA48aNkZ6ejrt37wKQnbM9e/agoKBAqcyKqkXFN5VVlYxy2rRpg7Zt27Lnzdu2bdP6JiuAOrWTnN5SO5ze8i84vSWnt/yneSsH6e7du2PJkiUIDAyESCRCQEAA7t+/D7FYzJSO0dHRapWOq1evRnl5OWbMmKH0986dO2PhwoXw8vKCSCTC5cuXMWfOHLX7l7+EIxKJkJWVpfEFq/nz56OyspJ91iNfLyYmBu+88w57iWrHjh065REAvv76axQUFMDa2hpOTk7o1asXPv74Y7X7DwoKQlVVFUQiEebPnw83Nze16w9EdcQAACAASURBVCnyxRdfYO3atZBKpSgqKtK67tChQ3HlyhWlK9vhw4fj4sWLcHZ2xvbt29kLKnw+H3PnzoW3tzfEYjHr/OLi4hAaGgpPT092KxwA3nvvPezfv5+9OKbIli1bEBsby86TqkZSld27d0MgEEAikSA7O7vWowS53tLe3p69XCX/7Gb79u3YuHEjxGIx+Hw+exEuNjYWQqEQAoEAXl5eEIvFde5n4MCB7Jz7+fkxvWV9kOsteTwewsLCaukt1dU3X19f3Lhxg5VtxowZmD17Nnr27Knx9rUi6sqqyrZt22BnZweJRIKRI0cq6S2fPn0KiUSChISEv11vGRwcrJPe8tmzZ3XqLdPS0iCRSCCRSNjFyKxZs3DkyBHY2NjgyJEj7A6aot5SnkY+iUhISEBMTAysra1hZWWlpLeUt+VVq1Yp3bnz9PREaGgojh49CjMzM/bJ45o1a9jsXCQSISYmBgCU9JYuLi466S15PB4EAgF7hLNmzRps3rwZIpEI27ZtU/r0TK637NOnj056SzMzM6xatQpLliyBmZkZiouLAQB9+/ZFfn4+mjRpwvSWYrEYAQEBKC8v19iG/st6S06wwcHB8Z8iOTkZ3333HbZt2/ZvZ+WtICoqCu+++67aGWx+fj58fHyQnZ3N2bNeA22CDZ2fSXNwcHC87UycOBGHDh3SKbgLh3a2bt2KuXPnYtWqVdwA/TfCDdIcHBz/GVRjEnDUjab3FiIiInT6CoXj9eAufzg4ODg4OBoo3CDNwcHBwcHRQOEGaQ4ODg4OjgYKN0hzcHBwcHA0UBr0IE1E8PDwUApKsmfPHhgaGmpUJcp1fvJvFSUSiZLiMCsrC3p6erXSK8JpCzltoRxOW/h6cNpCDo7XRDWYt+K/hqCq/OWXX8je3p7KysqotLSUrK2ttaoS1UkIFImNjSUPDw+KjIxUu5zTFr5+Gk5byGkL5XDaQg6OutEm2GjwgzSRrDOMi4uj2NhYio+PpydPnpCxsTGVl5cT0V+mmpqaGq2DdE1NDVlaWtLt27fJ1NSUmXoUyczMJLFYrNaAdfv2berduzc5OjqSh4cH69z27NlDfD6fRCIReXp6EhHRtWvXSCqVklgsJqFQyExKciNSTU0NTZ8+nfh8PgkEAtq1axcRycw33t7eFBISQnZ2djRs2DBmiVJEXTmPHj1KEomEiIhKS0tp1KhR5OzsTBKJhFJSUqiiooLMzc2ZxWvXrl107tw5cnd3J4lEQu7u7pSdnc3yoc6IpK6sqhgZGakdGLQZkezs7Gj06NHE5/Np2LBhdOTIEerRowdZW1vTuXPnWPqIiAgKCAigrl270r59+yg2NpYEAgH17t2bWdEWLVpEzs7OxOfzacyYMez4eXt70+zZs8nLy4vi4uLIwsKCpSkqKqKuXbuy35ro378//fzzz0QkuxjJz88nItlgbmtrW2v9mpoaateuHZWXl1N+fj7Z2dmxZTt27KCxY8cSEVFgYCCdPn2aiGSDZfv27ZXOe32MSGvXrqW5c+dqLQcR0ciRI2njxo1ql+Xm5pKfnx8JhULy8/NjA35kZCSNGzeOPDw8yMbGhr7//nsiIvLw8KCsrCyWvkePHsxAR1S3H/z8+fPk7u5OIpGIpFIpFRcXq21DM2bMULqQWLhwIX366ad1lpWDoyGjbZDW/TvpQ7OAB7+82Wl8JyHQR7vEAgAWLlwIR0dHNGnSBBcvXkTTpk3h4uKCn376CQMGDMCuXbswZMgQFvc2JycHEomEpf/yyy/h6emJU6dOwdLSElZWVvDx8cGPP/6oFDwfAMRiMTp27AhLS0v4+/tj0KBBLPj+2LFjkZiYCBsbG5w7dw4ffPAB0tLSEB8fj8OHD6NLly4oLCwEIJMSTJ48GcOHD8fLly9rhV/89ttvcfnyZVy5cgVPnjyBVCplrt6srCxcv34dnTt3Rs+ePXHq1CmlOLqacHR0ZL7jpUuXws/PD5s2bUJhYSFcXFzQq1cvxMfH4+LFi/jqq68AyJy6x48fR6NGjZCamoo5c+Zg3759GvehrqyqTJ06FXZ2dvDx8UFQUBAiIyNZGEFN3L59G3v37sX69eshlUqxY8cOnDx5EgcOHMCyZcuYgzcnJwfp6em4ceMG3N3dsW/fPqxcuRIDBw7EwYMHERwcjAkTJrBQoSNHjsQPP/zAzmFhYSGOHTsGQPbIQJ5m165dCAkJ0erAzc3NRVZWFlxdXQEADx8+ZCEKTU1NWRhIRfbt2wcHBwc0bdoU9+7dg5nZX6IaMzMz5im+d+8ezM3NAcgcv23atEFBQYFSqFRduXXrFiorK+Hj44OSkhJMnjxZ7fes165dw0cffaR2GxMmTEBERAQiIyOxadMmTJo0iZ0DuaAiJycHvr6+uH37NmJiYpCUlITVq1fj1q1bqKioUCsEUcfLly8xZMgQ7N69G1KpFMXFxWjWrJnaNhQeHo4pU6aw2PZ79uzBTz/9VO9jxMHxttCgn0nLadGiBYYMGYKRI0cyI44mVSIgs/HIg8pfvnwZnp6eAICdO3eyONPh4eHYuXNnrX1x2kJOW6gOTlvIaQs5OP4NdJ9J6zDj/TvR19dXCj2nSZWoierqauzbtw8HDhzA0qVLQUQoKChASUkJWrVqpbQupy3UDKct5LSFnLaQg+Of462YSatDkypRE6mpqRCLxcjLy0Nubi7u3r2LkJAQdgtPDqct1A6nLfwLTlvIaQs5OP5u3tpBGlCvSgT+eiYt/7dmzRrs3LkTAwcOVFovJCSkliaS0xZqh9MWctpCTlvIwfHPwakqOf7TcNrC+sFpCzk43jycqpKDQw2ctvDNwWkLOTj+HrhBmuM/C6ctrD+ctpCD45+Fu+Tl4ODg4OBooHCDNAcHBwcHRwOFG6Q5ODg4ODgaKNwgzcHBwcHB0UBp8IP00qVLwefzIRKJIJFIakXM0kZ+fj77VCQjI6OW6u9VyMjIQJs2bSCRSCASidCrVy+1MZtVkSsqc3Nz1X6zCgA+Pj4sUlPfvn01xsauDzU1NZg0aRIEAgGEQiGkUukbCyKiqLN8XZKSkmBiYgIHBwfY2Nigd+/eOH36dJ3pUlJScOPGjTrXS0xMZMrSqKioOoOcKPJ3qkv/aV5Fo7lq1Sp0794dIpEI/v7+uHv3LkuzZcsW2NjYwMbGRkmVeufOHbi6usLGxgZDhgzBy5cvAWhXV0ZHR6NDhw5q28eXX34JOzs78Pl8zJgxQ2P5Pv30U9jb20MgEEAsFitpat8Ee/fuBZ/Ph76+fr2iqnFwvDKqxg1qQBas06dPk5ubG7NdPX78mCkA64s2i9DrbGfWrFm0YMECndNrs3R5e3vThQsXXjuPiuzYsYNCQkKourqaiGQqzqdPn77RfbwJVHWYaWlp1LFjR7px44bWdJGRkbR379567as+ad4Wdak6a5s6XkWjmZaWRs+fPycionXr1jGNZkFBAVlaWlJBQQE9ffqULC0tWd0KDQ2lnTt3EhHRuHHjaN26dUSkXV157NgxyszMrNU+0tLSyN/fn/UDmtSbCQkJFBgYSEVFRUREVFhYSElJSTodF125ceMGZWdn/y1tleO/izYLVoOeSd+/fx/GxsYsXrOxsTGLdWxhYYE5c+bA3d0dzs7OuHTpEnr37g0rKyskJiYC0Dxrff78OaKjoyGVSuHg4MBmRp6enkqxuXv27FkrnKciRISSkhK0bdsWABAXF6c0OxAIBEz60LJly1rpy8rKEB4eDpFIhCFDhqCsrIwts7CwwJMnT5Cbmwsej4cxY8aAz+cjMDCQrXfhwgWIRCK4u7sjNjZWbVnlsaXl366amZmx/P78889wd3eHo6MjQkNDUVpaCkAWSUs+c5o+fToA2QxCPjuR27oU7048ffoUwcHBEIlEcHNzY8ctLi4O0dHR8PHxQbdu3bBmzRqNx1MRX19fjB07FuvXrwcgi64WFBQEJycneHp6Ijs7G6dPn8aBAwcQGxsLiUSCnJwcbNiwAVKpFGKxGCEhIXjx4oXacyNHXVkVefToEVq1asXOX8uWLWFpaQlA+c7HkydPYGFhAUB2VyA4OBjvvfceLC0t8dVXX2HVqlVwcHCAm5sbnj59ytJPnToVXl5e4PF4uHDhAgYNGgQbGxvMmzeP5SE4OBhOTk7g8/nseMjzsmDBAri6umLJkiVKEfWOHDlSy/AGAA4ODqwN8fl8lJeXo6KiAvfv30dxcTHc3d2hp6eHiIgIFjLX19cXzZs3BwC4ubmx+OOHDx9GQEAA2rVrh7Zt2yIgIAA//fQTiAhpaWnsLlZkZCTbVocOHSCVStXaxry8vNSGE01ISMCsWbNYP6AYI12RZcuWYd26dUyA0qZNG0RGRgIAjh49CgcHBwiFQkRHR6OiogKArJ3NnDmTxeq/ffs2SkpKYGlpicrKSgAyU5yFhQUqKyvB4/FqxcNXx9atW1lEwZEjRwJQ34ZcXV2VBDA+Pj7IzMysc/sc/x10/k76wbJlqPg1+43uvCnPHp3mzNG4PDAwEPHx8bC1tUWvXr0wZMgQeHt7s+Xm5uY4c+YMpk6diqioKJw6dQrl5eXg8/l4//33NW5Xk8ZRV93eiRMnIJFIUFBQgBYtWmDZsmWvVP6EhAQ0b94cV69exdWrVzVKQn777Tfs3LkTGzZsQFhYGPbt24cRI0Zg1KhRWL9+PXr06MFCUqoSFhYGDw8PnDhxAv7+/hgxYgQcHBzw5MkTLFmyBKmpqWjRogU+/vhjrFq1ChMmTMD+/fuRnZ0NPT09dsu9LkXlwoUL4eDggJSUFKSlpSEiIoJd8GRnZyM9PR0lJSWws7PD+PHjtSoh5Tg6OjKDlCZNaP/+/ZUiYMnDggLAvHnzsHHjRhbPXJWnT5+qLasi2tSl2rh27RqysrJQXl4Oa2trfPzxx8jKysLUqVOxdetWTJkyBQDQpEkTHD9+HF988QUGDBiAzMxMtGvXDlZWVpg6dSrat2+PTZs2oV27digrK4NUKkVISAjat2+P58+fQyAQID4+HkQEHo+Hx48fw8TEpE6rF6C7RlORjRs3slCminpNxTQFBQUwMjJCo0aNtG5LV27duoUTJ05g7ty5MDQ0xKefflor3GtJSQlKSkqYzESR8vJyREVF4ejRo7C1tUVERAQSEhLYOWjdujXOnz/PzssPP/wAHx+femlMFbl+/TqWLl2KU6dOwdjYmF2UqWtD4eHh2LNnDxYtWoT79+8jPz8fXJRHDkUa9Ey6ZcuWyMzMxPr162FiYoIhQ4YoBVOQiyaEQiFcXV3RqlUrmJiYwNDQUOvzXE0aR111e/IZd15eHkaNGqX1GZk2jh8/jhEjRgCQxVHW5N+1tLRkfmwnJyfk5uaisLAQJSUl7Fm3XCuoipmZGW7evInly5dDX18f/v7+OHr0KM6ePYsbN26gZ8+ekEgk2LJlC+7evYvWrVvD0NAQMTEx+Pbbb9kMqi5F5cmTJ9mMwc/PDwUFBSgqKgIA9OvXD02bNoWxsTE6dOiAhw8f6nR86P8/E9WmCVXl2rVr8PT0hFAoxPbt27WqNzWVVRFN6tK68PX1ZfWxTZs2bGBXVW8q1mE+nw9TU1M0bdoU3bp1Q15eHgBZHG2xWAw3Nzfk5eXht99+Y3kLCQkBIDNRjRw5Et988w0KCwtx5swZNpiqoz4aTTnffPMNLl68iNjYWK1pdNlWfaiqqsKzZ89w9uxZfPLJJwgLC6u1D9Jg0gJkKkxLS0sWKz4yMhLHjx9ny+Vx24cOHYozZ84AqJ/GVBX5XQS5C1x+d0BdGwoLC2PSnj179iA0NFTn/XD8N9B5Jq1txvt3YmBgAB8fH/j4+EAoFGLLli1s8FTUFqqqDhX1hqqQBo0jgHrr9vr37886Sm0qRk3o0nmpqivLysq0qi7Vpe/Tpw/69OmDjh07IiUlBYGBgQgICFDr1D5//jyOHj2KXbt24auvvkJaWppaRaUi2jpmderNtWvXKmkT1SFXb9bU1GjUhKoSFRWFlJQUiMViJCUlISMjQ+O6jRo1qlVW+YtVgOzcxsfHq1WXxsXFKZ1v1XP9KupNdXU4IyMDqampOHPmDJo3b84uKgHA0NAQBgYGLM2oUaPw3nvvwdDQEKGhoWjUqBH279+PRYsWAQC+/vprODs711ujCcgsckuXLsWxY8dYPs3MzJSO759//gkfHx8YGxujsLAQVVVVaNSoUa1t1RczMzMMGjSInQd9fX08efIEM2bMUFKktmjRgpmzFKmrrajTcKrTmOqKpgsGdW2oS5cuaN++Pa5evYrdu3eziyYODjkNeiZ98+ZNNmsA/tJGvi6aNI5A/XV7J0+eZB1dfVWMXl5e2L59OwDZDFDb829V2rZty7SHAJhWUJVLly4hPz8fgOxN76tXr6Jr165wc3PDqVOncPv2bQDAixcvcOvWLZSWlqKoqAh9+/bF6tWr2cCoTlGpqSwZGRkwNjZmzwbVoapNVOXYsWNYv349xowZo1UTqqreLCkpgampKSorK1l+NKGurAYGBixf8fHxGtWlgOx8y58f1udt8fpQVFSEtm3bonnz5sjOzmbnWx2dO3dG586dsWTJEnYhO3DgQFYeZ2fnV9JoZmVlYdy4cThw4IDS8+DevXvj559/xrNnz/Ds2TP8/PPP6N27N/T09ODr68uOiaLG81UIDg5mb6HfunULL1++hLGxcS1F6uzZs/Hhhx8yy1ZxcTHWr18Pe3t75Obmsrq+bds2pcdmu3fvZv91d3dnf1fVmOqKv78/9uzZg4KCAgBgt7s1taHw8HCsXLkSRUVFEAqF9T4+HP/bNOjY3aWlpZg4cSIKCwvRqFEjWFtbK70486rMnz8fU6ZMgUgkAhHBwsICP/zwAwD1uj1V5M+kiQht2rTB119/DUCmvty6dSskEgmkUmmdKsbx48dj1KhR7PMybT5pdWzcuBFjxoxBixYt4OPjgzZt2tRa59GjRxgzZgx7UcbFxQUTJkyAoaEhkpKSMHToULZsyZIlaNWqFQYMGIDy8nIQET7//HMAMkXlb7/9BiKCv78/xGIxjh07xvYTFxfHytK8eXOlz3F0Zffu3Th58iRevHgBS0tL7Nu3DzweD4BMEzp+/HgsWbIElZWVCA8Ph1gsRnh4OMaMGYM1a9YgOTkZixcvhqurK7p27QqhUKg0gKtSUlKitqyKyNWl+fn5MDQ0hImJCXsxcfr06QgLC8O2bdvg5+dX7/LqQlBQEBITEyESiWBnZwc3Nzet6w8fPhyPHz9G9+7d1S5X1GguXrwYgOzxT4cOHZCQkICoqCiUlZWxOy+A7NyXlpayW7HvvPMODhw4gHbt2mH+/Pns+fCCBQvYhe3HH3+M8PBwzJs3Dw4ODhg9ejQAmbrS2dkZxcXF0NfXx+rVq3Hjxg20bt0aQ4cORUZGBp48eQIzMzMsWrQIo0ePRnR0NKKjoyEQCNCkSRNs2bJF7Ux1/PjxKC0tZS+mNW7cGB999BEMDQ2xefNmhIaGoqqqClKpVOmdlYqKCri6uqKmpkbpztLw4cMxb948JY3p/v37MXHiRDx+/Bj9+vWDRCLB4cOHkZ+fj5iYGPz444/g8/mYO3cuvL29YWBgAAcHByQlJaltQwAwePBgTJ48melkOTgU4VSVKrxNur3S0lL21vGKFStw//59Je8vx3+PCRMmKA2KHNqxsLDAxYsX2fNjRTiNKcc/Baeq1JG3Tbd38OBBLF++HFVVVejatatGQxHHfwMnJye0aNECn3322b+dlbceTmPK0VDgZtIcHBwcHBz/Itpm0g1/usjBwcHBwfEfhRukOTg4ODg4GijcIM3BwcHBwdFA4QZpDg4ODg6OBkqDH6QfPHiA8PBwWFlZoXv37ujbty9u3bqlpKFUDGjwulRUVKBXr16QSCQsyIGcs2fPwtXVFRKJBDwej4WHzMjI0Emr+LooCh1eB23H68WLFxg+fDiEQiEEAgE8PDyYeENXFixYgNTU1NfO56vwd2ol5SFYX5fc3Fw0a9YMDg4O4PF4cHFx0em7cl3ruaJCNCkpCRMmTNA5b5rq+NtIXl4efH19wePxwOfzlT5PfPr0KQICAmBjY4OAgAA8e/YMwKupPCsqKjBkyBBYW1vD1dVVKexrUFAQjIyMamlyNak8AVl/IpFIwOfzlYKuqHLo0CE4OzuDx+PB3t5erSDmddCmFeX4B1HVYin++7dVlTU1NeTm5kYJCQnsb1lZWXT8+HGl9VQ1h6/DmTNnyMvLS+0yW1tbunz5MhHJ1IDXr18nIqKFCxfW0u79HbwpPZ6247Vs2TKaOnUq+52dnc0UgbqgqzLx7+Bt0Uqq6kpzcnJILBbTpk2btKZ7lXpe3zSa6nhDorKyUqf18vPzKTMzk4iIiouLycbGhpUnNjaWli9fTkREy5cvpxkzZhDRq6k8165dS+PGjSMiop07dzKVJxFRamoqHThwoJYmV5PK89mzZ8Tj8eju3btEpFnL+csvv1C3bt3o119/Zcdk7dq1Oh0XXdGmFeV4s2hTVTboQfro0aPk6empdpm8o6uoqCBzc3MyNjYmsVhMu3btImtra3r06BEREVVXV5OVlRU9fvxYKX1BQQENGDCAhEIhubq60pUrV+jhw4dkZWVFrVu3JrFYTLdv31ZKY2RkVKvR3Llzhzp27EidO3cmsVhMx48fp0ePHtGgQYPI2dmZnJ2d6eTJk0REdO7cOXJ3dyeJRELu7u6UnZ1NRLKOdMCAAfTuu++ShYUFffnll/TZZ5+RRCIhV1dXKigoICLZID158mRyd3cnPp9P586d01gWTftTd7wUmThxIn366adqj7ednR1FRESQUCikkJAQ5hju2rUrLVq0iHr27Ek7d+5U8jV37dqVFixYQA4ODiQQCFin8ujRI+rVqxc5ODjQ2LFj6Z133qHHjx9TaWkp9e3bl0QiEfH5/Fr500ZmZiaJxWK1Fwq3b9+m3r17k6OjI3l4eLB87Nmzh/h8PolEIlbXrl27RlKplMRiMQmFQrp16xYREbVo0YKIZBeP06dPJz6fTwKBgOUxPT2dvL29KSQkhOzs7GjYsGFUU1Oj9liqOpOPHj1KEomEiIhKS0tp1KhR5OzsTBKJhFJSUtSeN031SdF5rjhIqyurKurqOFHtC1E+n0937txh9WL06NHE5/Np2LBhdOTIEerRowdZW1uzOrpw4UKKiIiggIAA6tq1K+3bt49iY2NJIBBQ79696eXLl0REtGjRInJ2diY+n09jxoxhx8/b25tmz55NXl5eFBcXRxYWFixNUVERde3alf3WRP/+/ennn38mItnFSH5+PhHJBnNbW9ta69fU1FC7du2ovLyc8vPzyc7Oji3bsWMHjR07loiIAgMD6fTp00QkGyzbt2+vdN5VHfQ1NTXUvn17drFx+vRpCgwMJCLZgD937lyt5SAiGjlyJG3cuFHtstzcXPLz8yOhUEh+fn5swI+MjKRx48aRh4cH2djY0Pfff09ERB4eHpSVlcXS9+jRg/UhRHVPQs6fP0/u7u4kEolIKpVScXGx2jY0Y8YMpQuJhQsXqu1r/ou8kUE6bfP/0a64mW/0X9rm/9Oa8S+++IKmTJmidpliR6c6W4iLi6PPP/+ciIgOHz5MgwYNqpV+woQJFBcXR0SyDlIsFhNR7QalyKJFi8jIyIiCg4MpMTGRysrKiKh2JR46dCidOHGCiIju3r1L9vb2RCTrTOQN88iRIyxfmzdvJisrKyouLqZHjx5R69at2d2DKVOmsLJ4e3tTTEwMEREdO3aMlV9TWbTtT9PsKisri0xMTMjNzY3mzp3LBqg7d+4QAHbBMWrUKFbmrl270scff8y2oTpIr1mzhohkHdDo0aOJiOjDDz+kZcuWERHRoUOHCAA9fvyYkpOTWRmJiM2KdaGqqooCAwPJ3NycoqKi6MCBA2yZn58fK8vZs2fJ19eXiIgEAgH9+eefRCSbxciP5zfffENERBUVFfTixQsi+muQTk5Opl69elFVVRU9ePCAzM3NKT8/n9LT06l169aUl5dH1dXV5ObmxuqBIuoG6WfPnpGhoSEREc2ePZu2bdvG/m5jY0OlpaW1zpum86tpkFZXVlV0reOKg7SBgQFdvXqVqqurydHRkUaNGkU1NTWUkpJCAwYMYOl79uxJL1++pMuXL1OzZs3YTDQ4OJj2799PRMQuSImIRowYwc6ht7c3jR8/ni2Liopiaf7v//6Ppk2bprY8isfc3NycioqKiIioTZs2SsuNjIxqpdm7dy/5+/sTEdGFCxfY/xMRHT9+nB1jPp9PeXl5bFm3bt2UJgWqfcrjx4/JysqK/f7jjz9YfZg8eTJ98MEH5O3tTY6OjrRlyxa15XFwcGB3PFR59913KSkpiYiINm7cyM5BZGQk9e7dm6qrq+nWrVvUpUsXKisro6SkJJo8eTIREd28eZOcnJyUtqdtkK6oqCBLS0s6f/48Ef1VJ9W1oUuXLindpVS8Y/BfR9sg3eCfSb8K0dHR2Lp1KwDZM0p1cbi1qRU1sWDBAly8eBGBgYHYsWMHgoKC1K6XmpqKCRMmQCKRoH///iguLkZJSQmKiooQGhoKgUCAqVOnKmkUdVUbyuMIe3l5obi4GIWFhRrLom1/mpBIJPj9998RGxuLp0+fQiqV4tdffwUg83fLpQwjRozAyZMnWbohQ4Zo3OagQYMA/KXZBGTHPzw8HIDsuV3btm1ZeVNTUzFz5kycOHFCbTxyTWjSSmpTXarTB7q7u2PZsmX4+OOPcffuXTRr1kxpPydPnsTQoUNhYGCAjh07wtvbGxcuXAAgi41uZmYGfX19SCQSpXOnDVIIKqRJpapKfc9vXbpRQPc6roilpSWEQiH09fXB5/Ph7+8PPT29WnW3T58+aNy4MYRCIaqrq9m2FddLT0+Hq6srhEIh0tLSlMqkWMfqo5IsLS1FSEgIVq9erVX6rUVptQAAIABJREFUokh9VJ7alqlD2/pVVVXIzMzEwYMHcfjwYSxevBi3bt3SKc9yzpw5w9S1I0eOVGqnYWFh0NfXh42NDbp164bs7GydFb3quHnzJkxNTVn89tatW6NRo0Zq25CDgwMePXqE/Px8XLlyBW3btsU777xTr7L9F9E5LKhv1Ni/Mx9q4fP5r2QXMjc3R8eOHZGWloZz586ptSHVt2HJsbKywvjx4zFmzBiYmJgw040iNTU1OHPmTK3OfeLEifD19cX+/fuRm5sLHx8ftkxXtaFqHrX5e+fPn69xf9po2bIlBg0ahEGDBkFfXx8//vgjQkJC1O5bTosWLTRuT14WuaYS0KwPtLW1RWZmJn788UfMnj0bgYGBWLBgAVuel5fHLmDef/99JVGCPE+qWslp06ZpVF2q0wcOGzYMrq6uOHjwIHr37o2vv/5aSaChKe+KZVUs77lz5zBu3DgAQHx8vFpvuFzLKd++OpXquXPnlH7X9/yqK+v06dOVdI+A+jquTcP6KlrOxo0bs/ojX6+8vBwffPABLl68CHNzc8TFxSntR7GOqVNJqqsblZWVCAkJwfDhw9nFIgB07NgR9+/fh6mpKe7fv69k96qvytPMzAx5eXkwMzNDVVUVioqKtBr0tKk8zczMYGxsjBYtWqBFixbw8vLClStXcOTIESW1K5/PR2ZmJpN0aEOdilPxd/Pmzeut6JVDGrScmtrQ4MGDkZyczF4I5qibBj2T9vPzQ0VFBaucAHDhwgUl+xJQW1cIyK60R4wYgbCwMCXnrpz6qhUBWaxseQf922+/wcDAAEZGRrX2HxgYiK+++or9lg8ORUVF6NKlCwC8cpxt+RvnJ0+eRJs2bdCmTRuNZdG0P3XHS86pU6fYm64vX77EjRs3mJrxjz/+wJkzZwAAO3fuhIeHxyuVAQA8PDywZ88eAGC6Q0AmOGnevDlGjBiB6dOnK2kiAdkFmFy9qDpAa9JKalNdqtMHyp3EkyZNQv/+/WspRL28vLB7925UV1fj8ePHOH78uFaDmaurK8tz//79ay3Pzc3F9OnTMXHiRACaVaqq562+9UldWVV1j5rqeH01rK+CfEA2NjZGaWlpnRfoqipJ1bpBRBg9ejR4PB6mTZumlLZ///7sjXpFlearqDwVt5WcnAw/Pz+tF/zaVJ4DBgzAiRMnUFVVhRcvXuDcuXPg8Xi11K6xsbFYtmwZm2XX1NRg1apVAGRfIcjVtdu3b1dqp3v37kVNTQ1ycnLw+++/swvB+ip65djb2yM/P5/dSSopKUFVVZXGNhQeHo5du3YhOTmZfZ3DoZ0GPUjr6elh//79OHLkCKysrMDn8xEXF1fLP+zr64sbN24ofTbVv39/lJaWarwNFhcXh4sXL0IkEmHWrFk6fQKzbds22NnZQSKRYOTIkdi+fTsMDAzw3nvvYf/+/ZBIJDhx4gTWrFnDtt29e3emNpwxYwZmz56Nnj17arzdWBdt27ZFjx498P7772Pjxo1ay6Jpf+qOl5ycnBx4e3tDKBTCwcEBzs7OCAkJAQDweDxs2bIFIpEIT58+xfjx41+pDACwcOFC/Pzzz3B0dMShQ4dYJ/jLL7/AxcUFEokES5cuxbx583TeplwraW9vz8om/+xm+/bt2LhxI8RiMfh8Pvs0KzY2ln1u5uXlBbFYjN27d0MgEEAikSA7OxsRERFK+xk4cCBEIhHEYjH8/PywcuVKdOrUqV7lz8nJYZ9ghYWFYeLEiayuzp8/H5WVlewzMrnCUPW81bc+qSurKprqeEhICJ4+fQqJRIKEhIQ6NayvgpGREcaMGQOhUIjg4GB2C1UTw4cPx7Nnz5RUkoqcOnUK27ZtQ1paGiQSCSQSCbsYmTVrFo4cOQIbGxscOXIEs2bNAqCs8pSnefToEQAgISEBMTExsLa2hpWVFVN5jh49GgUFBbC2tsaqVauwYsUKlgdPT0+Ehobi6NGjMDMzw+HDhwHIVJ6rVq2CtbU1CgoKmLWMx+MhKCgIIpEILi4uiImJgUAgqFU2kUiE1atXY+jQoeDxeBAIBOwRzpo1a7B582aIRCJs27ZN6dMzOzs7eHt7o0+fPkhMTIShoSEA9YreBw8ewMzMDKtWrcKSJUtgZmbGXN19+/ZFfn4+mjRpgt27d2PixIkQi8UICAhAeXm5xjbE5/NRUlKCLl26wNTUVOv55fj/qD6kJg0vjr1tXLhwgTw8PP7tbPzPoO5lp9ehvLxc6e1W+ctuHBy6snfvXhoxYsS/nY23BsUXOlW5d+8e2djYUHV19T+cKw4i7S+O/U+qKlesWIGEhAS1z6I5GgZ//PEHwsLCUFNTgyZNmig90uDgqAtOJfnmeNsUvf81OFUlBwcHBwfHvwinquTg4ODg4HgL4QZpDg4ODg6OBgo3SHNwcHBwcDRQuEGag4ODg4OjgdLgB2kDAwP2vaJEIlH6BrEuMjIyaini/kleRfuoqHlcvXo1Xrx48bfn89NPP4W9vT0EAgHEYjELqaqJN6XMVCU3N1ftN6GaqKmpwaRJkyAQCCAUCiGVSusdZCMxMbHO8r4ON2/ehI+PD1M/jh375iL3vUklqI+PD+zs7CASiWBvb48JEyagsLCwznTLli3Taft9+/Zl22vZsqXO+XoT6tSGRGxsLOzt7SESiTBw4EClY7x8+XJYW1vDzs6OfU/94sUL9OvXD/b29uDz+ex7bkC7InPLli2wsbGBjY2NUgyIr776CtbW1tDT08OTJ0/Y37VpKQsLCzF48GDY29uDx+OxgEaqaNIKv0mio6PRoUOHevUTbz2q32RRA/tOWi41eBW0yTL+CV5X+9i1a9da9q43TUJCAgUGBjLxQGFhIQvOr4n6KjN11VfW91vsHTt2UEhICPu2My8vj54+fapzel2Vh69DYGAgpaSksN9Xr1792/f5Kiie04qKCpo2bZpGZasir9I+65PmddvQP0F96tHhw4fZ+jNmzGCKzOvXr5NIJKLy8nL6/fffqVu3blRVVUXPnz+ntLQ0IpKdFw8PjzoVmQUFBWRpaUkFBQX09OlTsrS0ZO3i0qVLdOfOnVp9izYtZUREBG3YsIHlQZ2cRVet8Oty7NgxyszMfKMxGxoC/5OCDQsLC8yZMwfu7u5wdnbGpUuX0Lt3b1hZWbEIXwBQXFyMgQMHonv37nj//fdZ/OHx48fD2dkZfD4fCxcuZOvPmjUL3bt3h0gkYhL1vXv3slmml5cXAFkkIcVY0D179qwVPvL+/fssbCMgi/bTtGnTWjPGTz/9FHFxcQCAqKgoJCcnY82aNcjPz4evry98fX0ByMJnuru7w9HREaGhoWxGoS7PurJs2TKsW7eOhURt06YNIiMjAQBHjx6Fg4MDhEIhoqOjUVFRUSv9zp072Sxn5syZ7O8tW7bEggUL4OrqijNnziA+Ph5SqRQCgQBjx45loSfl8Yfd3d2xdu1alr68vByjRo1ikc/S09Nr7Vsee1n+baeZmRkTdbRs2RIfffQRHB0d4e/vj8ePHwOQzRjnzJkDb29vfPHFF4iLi2MzBx8fH8ycORMuLi6wtbXFiRMnAMhmM2FhYRCJRBgyZAhcXV1x8eJFVFdXIyoqis3kP//8c7V5NDMzY7+FQiEAoLq6GrGxsZBKpRCJREzkcP/+fXh5eUEikUAgEODEiRMa9yOvK9rOlYWFBRYuXAhHR0cIhUJkZ2drrAtymjRpgpUrV+KPP/5g4VO/+eYbFglu3LhxqK6uxqxZs1BWVgaJRILhw4cDAIKDg+Hk5AQ+n4/169ezbVpYWCjN3DSVVd3xq28b8vHxwdSpU+Hl5QUej4cLFy5g0KBBsLGxYRHscnNzYW9vzyJ6DR8+HKmpqejZsydsbGxw/vx5AMD58+fRo0cPODg4oEePHrh58yYAWRjW0NBQvPfeewgMDMTIkSNZFDtAFg3twIEDtcoTGBiIRo1k4Snc3NxYPPDvvvsO4eHhaNq0KSwtLWFtbY3z58+jefPmrP03adIEjo6OSmnkbXXw4ME4evQoiAiHDx9GQEAA2rVrh7Zt2yIgIAA//fQTAMDBwQEWFha18tWhQwdIpVI0btxY6e/FxcU4fvw4i4jWpEkTGBkZ1Uqfnp6Oxo0bK4XqlUgk8PT0BBEhNjaW1V95lMOMjAx4eXnV6p83btyIqVOnsu1s2LCBhXX18vKqM2ypPNKkUCiESCTCvn371LahX3/9VSmcb25urtq4+v82OgczOXToEB48ePBGd96pUycWWk8T8k5AzuzZs5kNx9zcHGfOnMHUqVMRFRWFU6dOoby8HHw+n1WW8+fPs/jTQUFB+PbbbzF48GAsXboU7dq1Q3V1Nfz9/XH16lWYmZlh//79yM7Ohp6eHrsVFR8fj8OHD6NLly7sbzExMUhKSsLq1atx69YtVFRU1DrB0dHRCAwMRHJyMvz9/REZGQkbGxudjs2kSZOwatUqpKenw9jYGE+ePMGSJUuQmpqKFi1asLCCEyZMUJtnXSgpKUFJSQmTCChSXl6OqKgoHD16FLa2toiIiEBCQgKmTJnC1snPz8fMmTORmZmJtm3bIjAwECkpKQgODsbz588hEAgQHx8PAOje/f+xd95hUVz7/3/TBCtFkGDWCAgKLFsAlyIGQaQoFkoACSpF7CXBayFqBMWu10Js1yhgRdQoMcYoAUQsKKJiDaIUY7CAKM2ClPP7Y397vrtsYTHmRm/m9Tw+j8xOOWdmzpz5nJn5vKyoKGPs2LE4fvw4RowYgYiICHz33XcYNGgQ5syZQ9ct6rBv3ryJwsJCeHp6oqioiKYxBIRGn4EDB+Ls2bNwd3fHmDFjYGNjAwB4+fIlbG1t8e9//xtLlizB4sWLaT716upqmv9ddGEX0dTUhLy8PJw4cQKLFy9GRkYGtmzZAl1dXdy4cQO3bt2i52NBQQHKy8tx69Ytut7WREdHY/DgwRgwYAA8PT0REREBHR0d7Ny5E9ra2rh8+TIaGhrg7OwMT09PHDlyBF5eXliwYAGam5vx6tWrNrfT1rHS19fH1atXsWXLFqxduxY7duyQf1L8f9TU1MDj8VBYWEhTP54/fx4aGhqYOnUq9u3bh5UrV2LTpk0SN6uJiYnQ09PD69evIRAIEBAQgO7du8vcxv79+6Xq2pp3bUMdOnRATk4ONm7ciFGjRuHKlSvQ09NDnz59aAdw//59HDp0CNu3b4dAIMD+/ftx7tw5HDt2DMuXL0daWhosLCyQk5MDdXV1ZGRkYP78+fjhhx8ACG1TN27cgJ6eHs6cOYP169dj1KhRqKmpwYULF9pMNZyYmEivZeXl5XB0dKS/sVgslJeXS8xfXV2Nn376CV999RVdplevXgAAdXV1aGtro6qqSmK6vHUpS0lJCQwMDBAREYHr16/Dzs4OGzdulBLq3Lp1C/Jyahw5cgQFBQW4fv06nj17BoFAQIMdWdfn0aNHg8vlYvXq1dDQ0EBSUhK9iVWG+Ph4aGtr4+bNmwCAFy9eyGxDOjo6ePv2Lc0znpqaiqCgoHfZTX8pH3wk3bFjR5pYvqCgQEJXJ5IVcDgcODg4UNWjlpYWvZDZ29vD1NQUampqCAkJodq2gwcPwtbWFjY2Nrh9+zbu3LmDbt26QUtLC1FRUThy5Ag6deoEQLbiTxm9myLtY3u5ePEi7ty5A2dnZ/D5fOzatQsPHjyQW2ZlIHIMNoDwWaqJiQnN0RwWFoacnByJeS5fvgxXV1cYGBhAXV0doaGhdB5RvmcRshSENTU1qK6uxqBBgwCA6jYBSZWohYUFevfuLfV8i8Vi4e7du1ixYgVUVVXh7u6OzMxMAEKzkuhceZ9aTWtra3ozZmpqipKSEsyYMQMnT56UKWiJiIjAb7/9hsDAQGRnZ8PR0RENDQ1IT0/H7t27wefz4eDggKqqKty7dw8CgQBJSUmIi4vDzZs30bVr1za309axklUnZRCNdmRmZuLKlSsQCATg8/nIzMxESUmJzGUSEhLA4/Hg6OiIhw8f4t69e3LXL6uurXnXNiR+bWCz2TAyMoKmpiZMTU3x8OFDAMopNhXpQEXRKgAMGjQI9+/fR0VFBVJSUhAQEEAjZlksW7aMthmgbStfU1MTQkJCMHPmTJiamipcpq11tYempiZcvXoVU6ZMwbVr19C5c+d2vRcEtK12bX197ty5MwYPHozjx4+jsLAQjY2NdARKGTIyMjBt2jT6t66urtw2FBQUREU/qampCq8NfxdKR9JtRbx/B+Lqu9a6PJEiT5aarbS0FGvXrsXly5ehq6uL8PBwvHnzBurq6sjLy0NmZiYOHDiATZs2ISsrS6bir3v37krp3WRpH4ODg+Vq/+RBCIGHhwdSUlKkfpNVZnG8vLzw9OlT9O/fXyKK6tatGzp37kzvJFtvT5kyyUNLS4vax+QpCBXdJCizfUB4DgwdOhRDhw6FoaEh0tLS4O7uLjXfX6HV1NXVxfXr13Hq1Cls3rwZBw8eRGJiotR8PXv2RGRkJCIjI2FtbY1bt26BEILvvvsOXl5eUvPn5OTg559/xtixYzFnzhyMGzdO4Xba2ley6iTvnBDR3NyMmzdvwtLSEhUVFQgLC8OKFSsUbic7OxsZGRnIzc1Fp06dqAtbHi4uLlJ17dq1KxYvXgwA2LFjB/r37/9ObUiZa4Myik1FOtDW55FISHLgwAF6fCIiIqRUoLt27cLx48eRmZlJz0uR7lKEuL4SACZOnAhzc3OJkSx5ikwWi4Xs7GyJdSmrqW0Ni8UCi8WCg4MDAOGw+sqVK6W0oIq0worOT3n626ioKCxfvhwWFhYKXeHyttd6vfLaanBwMAIDA+Hv7w8VFRWlRzr/m3zwkfSfJS8vD6WlpWhpaUFqaioGDhyI2tpadO7cGdra2nj69Cl++eUXAMJnGTU1NRg2bBg2bNhAh/FkKf6AtvVu8rSPhoaGqKioQFVVFRoaGnD8+HGZZRdXEzo6OuL8+fO4f/8+AOFz0qKiIrllFufUqVMoKCiQeTH+5ptvMG3aNGq3qa2txfbt22FhYYGysjK6vT179tCIV4SDgwPOnDmDZ8+eobm5GSkpKVLzAPIVhDo6OtDW1qZRrniudXH9ZlFREX7//Xcpv/LVq1fx6NEjAMI3vW/cuEG1mi0tLXQ7+/fvf29azTt37tBhtGfPnqGlpQUBAQGIj4+X0moCwMmTJ9HY2AhA+PZrVVUVPv30U3h5eWHr1q30t6KiIrx8+RIPHjxAjx49MGHCBIwfPx5Xr15tczvKHKvWKDonGhsb8c0336BXr17gcrlwd3fH4cOHqQ3q+fPnePDgAQBAQ0OD1qGmpga6urro1KkTCgsLcfHiRYVlkFVXPz8/OmrWv3//P92G/izt0YGGh4djw4YNAIS2JwBSKtCTJ09i1apVOHbsmMSo18iRI3HgwAE0NDSgtLQU9+7do89LFy5ciJqaGrpu8WVkKTK9vLyo/vXFixdIT0+XeTOoDJ988gl69epFn8VnZmbCyspKSguqSCusSO0q6/oMCK8tDx8+xP79++VazuTRWhX84sULuW2oT58+UFNTQ3x8/AcZRQPtiKT/Llo/k/b29m7XcIuTkxNiYmJw8+ZN+pKCqqoqbGxswGazYWpqSr2xdXV1GDVqFI3yRC/ozJkzB/fu3QMhBO7u7lTxJ0vvJk5xcTGmTJkCQghaWlrg4+ODgIAAqKio0JeqTExMYGFhIXP5iRMnYujQoTAyMsLp06eRnJyMkJAQ+lLQ0qVL0bVrV5llVpYpU6agvr6evjSioaGBf/3rX9DS0kJSUhICAwPR1NQEgUAg5W82MjLCihUr4ObmBkIIhg0bRr244ogrCI2NjSUUhElJSYiMjESnTp0kLiRTp07F5MmTweFwoK6ujuTkZInIBwAqKiowYcIEuj/s7e0xffp0AMIo5/bt27Czs4O2traUkrM9TJ06FWFhYeByubCxsQGXy4W2tjbKy8sRERFBIzpZkWZ6ejq++uor+ix9zZo1+OSTTxAVFYWysjLY2tqCEAIDAwOkpaUhOzsba9asgYaGBrp06YLdu3e3uR1ljpUyhIaGQlNTEw0NDRgyZAh9EcrKygpLly6Fp6cnWlpaoKGhgc2bN6N3796YOHEiuFwubG1tkZiYiG3btoHL5aJfv34Sz1hlIauurfmzbejPMnfuXISFhWHdunUYPHiwwnkNDQ1haWkJX19fufNMnz4dDQ0N8PDwACC8+d62bRvYbDaCgoJgZWUFdXV1bN68GWpqavjjjz+wbNkyWFhYwNbWlq4jKioK48ePx9ixY2FmZgY9PT3qkNbT08O3335L29miRYtoEJGQkIDVq1fjyZMn4HK5GDZsGHbs2IEnT56gf//+qK2thaqqKjZs2EAfAX733XcIDQ3F27dvYWpqiqSkJKl6ibTCX3/9NVauXAktLS0YGxtjw4YNcHFxQW5uLng8HlRUVKjaVfTZV+vrs4igoCAUFBTQl0EBICQkBNnZ2Xj27BlYLBYWL16M8ePH05eFJ0+ejIULF2LatGmwtraGmpoaYmNj0adPH7ltKDg4GHPmzPlLHOnvA0aw8Sd49OgRXF1dUVhYyNhjPjC6dOny3r6nbW5uRmNjI7S0tFBcXAx3d3cUFRWhQ4cO72X9DP8bvHr1ChwOB1evXoW2tvbfXZwPnuzsbKxdu1buKMjw4cMRHR0t8/HV/xqMYOMvYPfu3XBwcMCyZcuYDvp/nFevXmHgwIHg8Xjw8/PD1q1bmQ6aQYKMjAxYWFhgxowZTAf9J6murkbfvn3RsWPHf0QH3RZMJM3AwMDAwPA3wkTSDAwMDAwMHyFMJ83AwMDAwPCBwnTSDAwMDAwMHyhMJ83AwMDAwPCB8sF30ioqKhLpIpuammBgYNCmgjI/Px8zZ85s17YSExNpUnZra2v6nWhycjJNmvE+yM7OxoULF97b+t4FRRrM48ePw8bGBjweD1ZWVu3Km9sW4srCP4tIY8pms8Hj8bBu3TqJLFSyKCsrw/79+9tc96NHj/DFF18AaL/y9K/UU/63eRdVYkFBAZycnMBms8HlciW+US8tLYWDgwPMzc0RHByMt2/fAhBmiZo5cybMzMzA5XIlErbI0xMeOnQIbDYbqqqqUhn/bty4QcvA4XDkZj7Ly8uDi4sL+vXrR4Ub71MPW1VVBTc3N3Tp0oV+w8/A0C5aa7HE/30oqko+n09evXpFCCHkxIkThMfjvXcF5cOHD4mpqSmprq4mhBBSV1dHSkpKCCGK1YzKahjFiY2NldLB/beRp8F8+/YtMTIyIg8fPiSEEPLmzRtSWFj43y6eUogrD58+fUrc3d3JokWLFC7zLvrS9i7zMegpldUrvosq8e7du6SoqIgQQkh5eTn55JNPqN4wMDCQpKSkEEIImTRpEtmyZQshhJCff/6ZeHt7k5aWFpKbm0vs7e1pGeTpCe/cuUMKCwul2mdjYyPhcDikoKCAEELIs2fPZLbTJ0+ekM8++4xcuHCBECLULR46dIg8efJEqX2jDPX19eTs2bNk69atZNq0ae9tvQz/W3z0qsqhQ4fi559/BiBUI4qniZOnkhOPfuLi4hAZGQlXV1eYmpoiISFBahsVFRXo2rUrFdJ36dIFJiYmOHz4MPLz8xEaGgo+n4/Xr1/D2NgYS5YswcCBA3Ho0CEUFxfD29sbdnZ2+Pzzz6kOsLKyEgEBARAIBBAIBDh//jzKysqwbds2rF+/Hnw+X0rPFxcXh7CwMHh6esLY2BhHjhzB3LlzweFw4O3tTVMwnjhxAhYWFhg4cCBmzpwpUde2lpelwRRRV1eHpqYmai7S1NSk6Thl1QcAzpw5Az6fDz6fDxsbG9TV1cnVEIorC9etWwdra2tYW1vTlIdlZWWwtLTEhAkTwGaz4enpidevX7d5jvTo0QPbt2/Hpk2bQAiRq4KMiYnB2bNnwefzsX79epSVleHzzz+Hra0tbG1t6QhHaxWiCFl1bY08PWVycrJENDV8+HCaY7lLly6YN28e7OzsMGTIEOTl5dHzVaQ8TE5Ohq+vL0aMGAETExNs2rQJ69atg42NDRwdHfH8+XMAQrWfQCAAj8dDQEAAjQzDw8Mxa9YsuLm5Yc6cOTA3N6cKz5aWFpiZmUnpJN9Fldi3b1+aA7lnz57o0aMHKisrQQhBVlYWHaEICwtDWloaXde4ceOgoqICR0dHVFdX4/HjxwDk6wktLS2lUsUCwixvXC6XZgbs3r07zSMvzubNmxEWFgYnJycAwlG7L774AoaGhnj+/Dl8fX3B5XLh6OhINbRxcXEYO3YsBg8eDHNzc5oGU56qsnPnzhg4cKCEvU0W9+/fx5AhQ8Dj8WBra4vi4mKZbWjr1q2YO3cuXS45ORkzZsxQuG6Gj5zWvTaRE0kvLHpIfK8Wvdd/C4setnmH0blzZ3L9+nUSEBBAXr9+TXg8nkRkU1NTQ6OCX3/9lfj7+xNCJKOf2NhY4uTkRN68eUMqKyuJnp4eefv2rcR2mpqaiKenJ+nVqxcJDw8nx44do7+1vlPv3bs3WbVqFf178ODBNHK4ePEicXNzI4QQEhISQs6ePUsIIeTBgwfEwsKClkdeJB0bG0ucnZ3J27dvSUFBAenYsSONXHx9fcnRo0fJ69evCYvFopH+6NGjJera1vKiOsiKpAkhZPz48cTAwICMHj2a7N27lzQ3Nyusz/Dhw8m5c+cIIcIRiMbGRrJ27VqydOlSum9ra2sltpufn0+sra1JfX09qaurI1ZWVlRIr6amRq5du0YIEUZee/bskVlO8UhahI6ODnny5An5z3/+Q+Lj4wkhwtEAOzs7UlJSIhUVv3z5krx+/ZoQQkhRURGxs7MjhBBSWlpKIzfxZWTVtTWJiYmkW7duxNvbm6xbt45GkUlJSRLRlI+PDzl9+jQhhBAAEsfJw8ODHkMej0eX79OnD6mtrSUVFRWkW7duZOvWrYTic7xwAAAgAElEQVQQQr7++muyfv16QogwchSxYMECkpCQQAghJCwsjPj4+NCoMi4uji5z6tQp2nbk8eLFC2JiYkKKi4sJIYSw2Ww64kIIIaamplLn1KVLl4iFhQVpbm4mlZWVpE+fPvS333//ne5jHx8fem4RImxT4m1O/Hi0pnX7XL9+PRkzZgzx9PQkNjY2Em1VHD8/P4kRD3GmT59O4uLiCCGEZGZm0mMQGxtLuFwuefXqFamsrCQsFouUl5eT7OxsMmrUKEIIIdXV1cTY2Fji3Gh97Ftjb29Pjhw5Qggh5PXr1+Tly5cy21BFRYXEPvT29pbYbwwfJ4oi6Q8+dzcAcLlclJWVISUlBcOGDZP4raamBmFhYbh37x5UVFRopNkaHx8faGpqQlNTEz169MDTp08loh01NTWcPHkSly9fRmZmJqKjo3HlyhUp37AIUTL2+vp6XLhwAYGBgfQ3US7pjIwM3Llzh06vra2VGXm1ZujQodDQ0ACHw0FzczO8vb0BgCr0CgsLYWpqChMTEwDCfLbbt29Xevm22LFjB27evImMjAysXbsWv/76K5KTk+XWx9nZGbNmzUJoaCj8/f3BYrEgEAgQGRmJxsZG+Pr6SuRfB4T6Oj8/P2oS8vf3x9mzZzFy5EiYmJjQ+d9Vr5ieno4bN25QyUZNTQ3u3bsnlSmssbER06dPR0FBAdTU1KR0mK2RVdfWREREwMvLCydPnsSPP/6I//znP7h+/brC9Xbo0EHiOGlqatJjKF5/Nzc3dO3aFV27doW2tjY1EXE4HBrt3bp1CwsXLkR1dTXq6+slcqIHBgbSqDIyMhKjRo3C119/jcTERIW2ofaoEkU8fvwYY8eOxa5du6Cqqqpw/rbW1R6amppw7tw5XL58GZ06dYK7uzvs7Ozalb3q3Llz1Bs9ePBgVFVVoaamBgAwatQodOzYER07doSbmxvy8vLg6+uLadOmoaKiAkeOHGlTVSlOXV0dysvLad5qUdQtqw2J1KUXL16Eubk57t69S90DDP+bKN1Jx5tLX4z+m4wcORKzZ89GdnY2qqqq6HRFKjlxxOUM4so+cVRUVGBvbw97e3t4eHggIiJCbict6lxaWlqgo6Mj0z7V0tKC3NxcdOzYsR01ldTsaWho0IuVSKEn64LWnuWVgcPhgMPhYOzYsTAxMUFycrLc+sTExMDHxwcnTpyAo6MjMjIyZGoIx40bR5dRVIfWx+r169dSajxZAomSkhKoqamhR48eclWQ4go/AFi/fj0MDQ1x/fp1tLS0tDksKauue/bsoY9jROeBLD2lurq6XL1i6+MkS5vYet/Imy88PBxpaWng8XhITk6WqLO4XrFXr14wNDREVlYWLl26hH379qG5uRmiLIMjR47EkiVLALRPlQgIb+B8fHywdOlSKtrQ19dHdXU1mpqaoK6uLqFjbEvV2B5YLBYGDRoEfX19AMKXFa9evYra2loJDSabzcaVK1dkSmEU3TTI0yvKUlUqg7y2IK8NBQcH4+DBg7CwsICfn98738wwfBx8FM+kAeFd/6JFi6Tk3+1RySni0aNHEm+UFhQUUO2huDKyNd26dYOJiQkOHToEQNjgRFFTa2Wa6AKuaH3KYGFhgZKSEhphvYvhSV4Z6uvrJS7q4vtBXn2Ki4vB4XAwb9489O/fH4WFhTI1hOK4uLggLS0Nr169wsuXL3H06FF8/vnncsvbWo3XmsrKSkyePBnTp0+nuj5ZKsjW9a6pqYGRkRFUVVWxZ88eNDc3K9xvsuq6bNkyWjZAvp7S2NgYBQUFaGlpwcOHD5GXl6dwW+9KXV0djIyM0NjYKKH/lEVUVBTGjBmDoKAgqKmpQU1NjdZF1EG3V5X49u1b+Pn5Ydy4cRIjTCoqKnBzc6OjG7t27aId5MiRI7F7924QQnDx4kVoa2vDyMjonerv5eWFGzdu4NWrV2hqasKZM2dgZWUlpcGcPn06du3ahUuXLtFl9+7diydPnkioUrOzs6Gvr49u3boBED4/f/PmDaqqqpCdnU1tU7JUlcrQrVs3sFgs+ny+oaEBr169ktuG/P39kZaWhpSUlA9Wr8jw/vhoOmkWi4WvvvpKavrcuXPxzTffwNnZuc0LrCIaGxsxe/ZsWFhYgM/nIzU1FRs3bgQgbHyTJ0+mL461Zt++fdi5cyd4PB7YbDZ9gSQhIQH5+fngcrmwsrKiOrURI0bg6NGjMl8cU4aOHTtiy5Yt8Pb2xsCBA2FoaNjupP4iDWbrF8cIIVi9ejX69esHPp+P2NhYevMjrz4bNmyAtbU1eDweOnbsiKFDhyI7O5u+XPXDDz9IHTtbW1uEh4fD3t4eDg4OiIqKgo2NTbvqINKYstlsDBkyBJ6enoiNjQUg7HysrKxga2sLa2trTJo0CU1NTeByuVBXVwePx8P69esxdepU7Nq1C46OjigqKpKINGUhq66tSU9Pp/N4eXlRPaWzszNMTEzA4XAwe/Zsqh5838THx8PBwQEeHh5tKhxHjhyJ+vp6uUPdIlXinTt3YGtrCz6fTx3U48ePR1VVFczMzLBu3TqqkD148CBycnKQnJxMX7IT3cCsWrUK69atg5mZGaqqqjB+/HgAwmjX1NQUZmZmmDBhArZs+b/0xSEhIXBycsLdu3fBYrGwc+dOAMDRo0fBYrGQm5sLHx8fOmqiq6uLWbNmQSAQgM/nw9bWFj4+PlJ1MzQ0xIEDBzB79mz069cPlpaWOHv2LLp164a4uDh6rsfExNCbEUCoRPXx8YGjoyO+/fZbGvGLVJWt96WxsTFmzZqF5ORksFgs+sgoKiqKfjq2Z88eJCQkgMvlYsCAAXjy5IncNqSrqwsrKys8ePCAepkZ/ndhBBsfKfX19ejSpQsIIZg2bRrMzc0RHR39dxeL4SMjPz8f0dHR73Sz+E8kLi4OXbp0wezZs6V+Y1SVDO8KI9j4H+T777+nUWRNTQ0mTZr0dxeJ4SNj5cqVCAgIwIoVK/7uonz0MKpKhr8KJpJmYGBgYGD4G2EiaQYGBgYGho8QppNmYGBgYGD4QGE6aQYGBgYGhg8UppNmYGBgYGD4QPngO+knT55g9OjR6NOnD6ysrDBs2DAUFRWhrKwMHTt2hI2NDSwtLWFvby/xLWNrmQEAuLq60u8S5WkpxfkrlYOLFi1CRkbGe1mXq6sr+vXrBy6XCwsLC0yfPl0pHeTy5cuVWr+4XlIkIFGGV69eITQ0FBwOB9bW1hg4cCDq6+uVXv5DY86cObCwsACXy4Wfn5/EPl6xYgXMzMzQr18/nDp1CsC7aR4BYZIPc3NzmJubS5zTmzZtgpmZGVRUVCREGIWFhXBycoKmpibWrl0rUebq6mp88cUXsLCwgKWlJXJzc2XWTV47e5/IU04yMDAooHUybyJHsPF30NLSQhwdHalEgBBCrl27RnJycqQS7hcXFxMej0cSExMJIbIT2osS8SvSUorzMSgHCZEUDDQ0NJBZs2YRFxeXNpeTJah4n8ssX76cREdH078LCwvJmzdv2r3NvxJllY2ECCUUovnnzp1L5s6dSwgh5Pbt24TL5ZI3b96QkpISYmpqSpqamt5J81hVVUVMTExIVVUVef78OTExMSHPnz8nhBAqIGktR3n69CnJy8sj8+fPlxK3jBs3jnz//fe0DCLZhziK2tn7RJ5ykoHhn85Hq6o8ffo0NDQ0JNJA8vl8mekjTU1NsW7dOpkaytbI01K2Rp5yUJ4GUZZarrm5GeHh4bC2tgaHw8H69esBCLOYidIjZmZmwsbGBhwOB5GRkVTQYWxsjNjYWNja2oLD4VAFpiI6dOiA1atX4/fff6fpSffu3Qt7e3vw+XxMmjQJzc3NiImJoRm7QkNDAQC+vr6ws7MDm82WEHaI6yXF940sFWXreUQpWwGgX79+0NTUlNJArl27luZId3V1RXR0NFxcXGBpaYnLly/D398f5ubmWLhwIQChRtLCwgJRUVGwtrZGaGgoMjIy4OzsDHNzc5puU57GNDk5GYGBgRgxYgQ8PT3lagZb4+npSaUJjo6OEsrG0aNHQ1NTEyYmJjAzM0NeXt47aR5PnToFDw8P6OnpQVdXFx4eHjh58iQAwMbGBsbGxlLl6tGjBwQCATQ0NCSm19bWIicnh2b16tChA3R0dKSWV9TOCCGYM2cOPX9FKWizs7Ph4uICPz8/WFlZYfLkyWhpacHOnTslkup8//33mDVrFgD5yklxRNnPRKNcP/zwg8w29Ntvv0lk2yorKwOXy1W4bgaGjxHlLVi/xABPbr7frX/CAYaulPvzrVu30J7vtG1tbSU6stTUVJw7d47+ff/+fQAAj8eDoaEhTExM4O7uDn9/fypvECc6OhqDBw/GgAED4OnpiYiICOjo6GDnzp3Q1tbG5cuX0dDQAGdnZ3h6euLIkSPw8vLCggUL0NzcjFevXqGgoADl5eW4desWAEgNQ7958wbh4eHIzMxE3759MW7cOGzdupWKDPT19XH16lVs2bIFa9eupSkZFaGmpgYej4fCwkJ06NABqampOH/+PDQ0NDB16lTs27cPK1euxKZNmyTEIImJidDT08Pr168hEAgQEBBAvdKt2b9/v1RdWxMZGQlPT08cPnwY7u7uCAsLo55hRXTo0AE5OTnYuHEjRo0ahStXrkBPTw99+vShHcD9+/dx6NAhbN++HQKBAPv378e5c+dw7NgxLF++HGlpabCwsEBOTg7U1dWRkZGB+fPnU7NRbm4ubty4AT09PZw5cwbr16/HqFGjUFNTgwsXLkgMM8siMTGR5k0uLy+nEglAmMK2vLxcYv7q6mr89NNPNLVjeXk5evXqBQBQV1eHtrY2qqqqJKbLW5eylJSUwMDAABEREbh+/Trs7OywceNGqdSnitrZkSNHUFBQgOvXr+PZs2cQCARwcXEBILwJunPnDnr37g1vb28cOXIEo0ePBpfLxerVq6GhoYGkpCR6E6sM8fHx0NbWxs2bwmvNixcvZLYhHR0dvH37FiUlJTA1NUVqaiqCgoLeZTcxMHzQfNCRdHshrRKzBAcH04T6oqT6wP9pKQ8fPoy+ffsiOjpapu0qIiICv/32GwIDA5GdnQ1HR0c0NDQgPT0du3fvBp/Ph4ODA6qqqnDv3j0IBAIkJSUhLi4ON2/epFq5kpISzJgxAydPnqRJ+kXcvXsXJiYm6Nu3LwAgLCwMOTk59Hd/f38A765szMzMxJUrV2ge48zMTJSUlMhcJiEhATweD46Ojnj48CHu3bsnd/2y6toaPp+PkpISzJkzB8+fP4dAIMBvv/3WZtlHjhwJQDhywWazYWRkBE1NTZiamlJTkigHtqqqKthsNtzd3aGioiKhdqypqUFgYCCsra0RHR2N27dv022IolUAGDRoEO7fv4+KigqkpKS0qRlctmwZ1NXV6QhE6/MOkDQltUfz2Na62kNTUxOuXr2KKVOm4Nq1a+jcuTPNr60s586dQ0hICNTU1GBoaIhBgwbh8uXLAIQ5rE1NTaGmpoaQkBCcO3cOnTt3xuDBg3H8+HEUFhaisbFRSoqjiIyMDEybNo3+raurK7cNBQUF4eDBgwCEN+SMbILhfxHlI2kFEe9fBZvNpkPCynDt2jVYWloqNa+yWkpZykEiR4MIQKZa7vr16zh16hQ2b96MgwcPSmjsZF2UxRGpCMX1ml5eXnj69Cn69+8vM7Jubm7GzZs3YWlpiYqKCoSFhbWZ+jE7OxsZGRnIzc1Fp06d4OrqKqFSbI0sjV7Xrl0lVID9+/dHly5d4O/vD39/f6iqquLEiRMIDg6Wq2wUr7O4ilH0t2gfKKNsVKQxbR1NytIMRkRE4Nq1a+jZsydOnDgBQPhS1/Hjx5GZmUk7z7Y0i+3RPLJYLAkL2R9//CFXv9oWLBYLLBYLDg4OAITD6itXrpTSfipqZ4rOT3nKxqioKCxfvhwWFhYKHdXyttd6vbq6ujLbUHBwMAIDA+Hv7w8VFRWlRmkYGD42PuhIevDgwWhoaMD3339Pp12+fBlnzpyRmresrAyzZ8/GjBkz2lyvIi2lOPKUg/I0iLLUcs+ePUNLSwsCAgIQHx8vpWy0sLBAWVkZHYrfs2cPBg0apLD8p06dQkFBgcwOurGxEd988w169eoFLpcLd3d3HD58GBUVFQCA58+f48GDBwCEDmNRHWpqaqCrq4tOnTqhsLAQFy9eVFgGWXVtrQI8f/48Xrx4AQB4+/YtHRo1NDRERUUFqqqq0NDQgOPHjyvc1rvSHo2pLM1gUlISCgoKaAd98uRJrFq1CseOHUOnTp3osiNHjsSBAwfQ0NCA0tJS3Lt3jz4vba/m0cvLC+np6Xjx4gVevHiB9PR0mTeDyvDJJ5+gV69e9Fl8ZmYmrKyspLSfitqZi4sLUlNT0dzcjMrKSuTk5NC65eXlobS0FC0tLUhNTcXAgQMBAA4ODnj48CH279+PkJCQdpW5tQ71xYsXcttQnz59oKamhvj4eCaKZvifRflI+m9ARUUFR48exddff42VK1dCS0sLxsbG9IJXXFwMGxsbvHnzBl27dsWMGTOUunMXaSkfPXoELS0tGBgYUO2iOOnp6fjqq6+gpaUFAFQ5GBUVhbKyMtja2oIQAgMDA6SlpSE7Oxtr1qyBhoYGunTpgt27d6O8vBwRERE0cmwd0WppaSEpKQmBgYFoamqCQCCQ6Utui9DQUGhqaqKhoQFDhgyhL0JZWVlh6dKl8PT0REtLCzQ0NLB582b07t0bEydOBJfLha2tLRITE7Ft2zZwuVz069dP4hmrLGTVtTXFxcWYMmUKCCFoaWmBj48PAgICoKKigkWLFsHBwQEmJiZt6hTflblz5yIsLAzr1q3D4MGDFc4r0gz6+vrKnWf69OloaGiAh4cHAOHLY9u2bQObzUZQUBCsrKygrq6OzZs3Q01NjWoeLSwsqJZy+vTpiIqKwvjx4zF27FiYmZlBT08PBw4cAADo6enh22+/pY7iRYsW0WH5hIQErF69Gk+ePAGXy8WwYcOwY8cOPHnyBP3790dtbS1UVVWxYcMG3LlzB926dcN3332H0NBQvH37FqampkhKSpKql6J25uLigtzcXPB4PKioqGD16tX45JNP6GdfMTExuHnzJn2JTERQUBAKCgqgq6tLp4WEhCA7OxvPnj0Di8XC4sWLMX78eNr2Jk+ejIULF2LatGmwtraGmpoaYmNj0adPH7ltKDg4GHPmzEFpaanC48vA8LHCCDYYGMBoBttLdnY21q5dK3cUZPjw4YiOjoa7u/t/uWQMDB8fjGCDgUEBjGbw/VFdXY2+ffuiY8eOTAfNwPAe+KCHuxkY/hsMGTIEv//++99djI8KV1dXmS+06ejovPdMZQwM/2SYSJqBgYGBgeEDhemkGRgYGBgYPlCYTpqBgYGBgeEDhemkGRgYGBgYPlA++E5alhoxLi4On376KZU7iGQI4tNF/8RzZX/11Vf49NNPJbJdifNXqhWPHTvW7pSM8hCvp7m5Ofz9/XHnzp02l0tOTsajR4/anE9coymu91SGZcuWgc1mg8vlgs/n49KlS0ov+6Gxb98+cLlccLlcDBgwgApLAGFik379+sHMzEziuLZXZwkIP7/gcDgwMzPDzJkzaZavnJwc2NraQl1dXSojmLe3N3R0dDB8+HCJ6YQQLFiwAH379oWlpaVc4UxjYyNiYmJgbm4Oa2tr2Nvb45dffnn3nSUDeWpNBgaGdtBai0U+IFUlIbLViLGxsVTJd+fOHdK9e3fS3NwsMb01zc3NpFevXsTBwYGcPn1a5jwfg1qRECJVzwMHDhBDQ0NSUVGhcDlxpaWytGeZCxcuEEdHR7rPKisrSXl5ebu291fT0tJCmpublZr3/PnzVBN54sQJYm9vTwghpKmpiZiampLi4mLS0NBAuFwuuX37NiGk/TpLQggRCATkwoULpKWlhXh7e1OdZWlpKbl+/ToZO3YsOXTokETZMjIyyLFjx4iPj4/E9MTERDJ27Fhax6dPn8qs27x588i4cePosXry5AlJTU1Var8oizy1JgMDgyQfrapSGSwtLaGurt7mnfrp06dhbW2NKVOmICUlReY88tSKgGzdozwNZUJCAqysrMDlcjF69GgAwih2+vTpAIQpNd3d3WnaTtHnP+Hh4Zg5cyYGDBgAU1NTpfOWBwcHw9PTE/v37wcgjMwGDRoEOzs7eHl54fHjxzh8+DDy8/MRGhoKPp+P169fY8mSJRAIBLC2tsbEiRNpBCeu0RQhr66t95++vj7dZ/r6+jSHtbjuMj8/n36+ExcXh7CwMHh6esLY2BhHjhzB3LlzweFw4O3tTdOWGhsbY/78+XByckL//v1x9epVeHl5oU+fPjRjVX19Pdzd3anaU5R1raysDJaWlpg6dSpsbW0RHx8vV6cozoABA2jGLHE1ZV5eHszMzGBqaooOHTpg9OjRdFvt1Vk+fvwYtbW1cHJygoqKCsaNG4e0tDRaZy6XC1VV6Wbq7u4uU2qydetWLFq0iC7To0cPqXlevXqF77//Ht999x09VoaGhtQilZKSQkeT5s2bR5fr0qUL/vWvf8HW1hbu7u6orKxEcXExzaYGAPfu3aNGLXlqzdasXr0aHA4HPB4PMTExAKTbUEtLC4yNjSVGJszMzPD06dM218/A8DGj9HfST5YvR8NvbfuM24OmpQU+mT//T63j0qVLUFVVhYGBAQBg/fr12Lt3LwBhYv7Tp08DEF54QkJCMGrUKMyfPx+NjY1S/l15asXffvtNpu6RzWbL1FCuXLkSpaWl0NTUlFJTAsLUkOPGjUNYWBgSExMxc+ZMemF+/Pgxzp07h8LCQowcORJffPGFUvtBpOlsbGzEjBkz8OOPP8LAwACpqalYsGABEhMTsWnTJqxdu5bawKZPn45FixYBEAomjh8/LlPZCaBN5SYg7KCWLFmCvn37YsiQIQgODm4zDzkgTB96+vRp3LlzB05OTvjhhx+wevVq+Pn54eeff6apOnv16oXc3FxER0cjPDwc58+fx5s3b8BmszF58mRoaWnh6NGj6NatG549ewZHR0dq1Lp79y6SkpKwZcsWvHz5st06xZ07d2Lo0KEAIFMnKWtYXxmdpYaGhoSz/M+oKQHhvkxNTcXRo0dhYGCAhIQEKfHE/fv38dlnn0kZ2QBhXvt58+bhypUr0NXVhaenJ9LS0uDr64uXL1/C1tYW//73v7FkyRIsXrwYmzZtgra2NgoKCsDn85GUlITw8HCly/vLL78gLS0Nly5dQqdOnfD8+XMA0m1IVVUVo0aNwtGjRxEREYFLly7B2NgYhoaG77yvGBg+Bj7aSHr9+vXg8/mYPXs2UlNTqTknOjqaygNEHfTbt29x4sQJ+Pr6olu3bnBwcEB6errUOuWpFeXpHuUp9LhcLkJDQ7F3716ZysPc3Fx8+eWXAISdo7jz2tfXF6qqqrCysmpXlCCKgu/evYtbt27Bw8MDfD4fS5cupdFca06fPg0HBwdwOBxkZWVJqBxb05ZyExBGWleuXMH27dthYGCA4ODgNsUWADB06FBoaGiAw+GgubkZ3t7eACChnQQkFZYODg7o2rUrDAwMoKWlherqahBCMH/+fHC5XAwZMgTl5eV0H/bu3Zt2ku3VKZ4+fRo7d+7EqlWrALStpgSU11kqs6720NDQAC0tLeTn52PChAmIjIxs1/KXL1+Gq6srDAwMaPlF6lRVVVV60zFmzBh63kZFRSEpKQnNzc1ITU2l57YyZGRkICIiggpLRHnKZbWh4OBgpKamAgAOHDjASDUY/hEoHUn/2Yj3fRMdHY3Zs2crNe/JkydRU1NDL8SvXr1Cp06d4OPjIzWvLLVihw4d5OoeZSn0fv75Z+Tk5ODYsWOIj49X2PkBkhdlcQWj6AK+YMEC/PzzzwCEEa0srl27hv79+4MQAjabjdzcXIXbfPPmDaZOnYr8/Hz06tULcXFxCtWUsnSBixcvllAeTp48GWpqajQbFYfDwa5duxAeHg51dXX6wp4iNaWGhgbdH+LaydbzyVJY7tu3D5WVlbhy5Qo0NDRgbGxMt9VaTSlLp7h582Zqgjpx4gR69uyJGzduICoqCr/88gu6d+8OoG01ZXt0liwWS+ImqvW62guLxUJAQAAAwM/Pj9ZNXG+akJCA33//HXV1dVJD5rJuGuQhqltAQAAWL16MwYMHw87Oju4nZSAy1JQAZLYhJycn3L9/H5WVlUhLS8PChQuV3g4Dw8fKRxtJt4eUlBTs2LEDZWVlKCsrQ2lpKdLT0/Hq1SuJ+eSpFeXpHmUp9FpaWvDw4UO4ublh9erVqK6ulnpDfMCAAdR6tG/fPqr4k8eyZcvo6IAsfvjhB6SnpyMkJAT9+vVDZWUl7aQbGxvpTULXrl1RV1cH4P86Sn19fdTX17f5/FtWXVsrD+/evYt79+7RZcQVoMbGxrhy5Qot719BTU0NevToAQ0NDZw+fZoqOWUhS6c4bdo0Wp+ePXvi999/h7+/P/bs2YO+ffvSZQUCAe7du4fS0lK8ffsWBw4coFF+e3WWRkZG6Nq1Ky5evAhCCHbv3o1Ro0a98z7w9fVFVlYWAODMmTO03OJ6006dOmH8+PGYOXMm3r59C0D4mGXv3r1wcHDAmTNn8OzZMzQ3NyMlJYU+smhpaaHnyf79++l5q6WlBS8vL0yZMqXd/mhPT08kJibStvj8+XO5bUhFRQV+fn6YNWsWLC0t23UzwMDwsfLB5+5+9eqVxDM7WS/4iCP+TBoQXkxOnTol8cyxc+fOGDhwIH766SeJITNFakVZuseOHTtKKfSam5sxZswY1NTUgBCC6Oho6OjoSJQxISEBkZGRWLNmDQwMDGTqA9tCVM+XL1/C2toaWVlZ9Ln84cOHMXPmTNTU1KCpqQlff/012Gw2wsPDMXnyZHTs2BG5ubmYMGECOBwOjI2NqRpRHm0pNy+o/kEAACAASURBVAHhi1szZsxAdXU11NXVYWZmhu3btwMAYmNjMX78eCxfvhwODg7trq8yhIaGYsSIEejfvz/4fH6bCkxZOkVxlixZgqqqKkydOhUAoK6ujvz8fKirq2PTpk3w8vJCc3MzIiMjqYO6vTpLQPiyV3h4OF6/fo2hQ4fSZ9+XL1+Gn58fXrx4gZ9++gmxsbH0huvzzz9HYWEh6uvrwWKxsHPnTnh5eSEmJgahoaFYv349unTpItM5DgBLly7FwoULYWVlBS0tLXTu3BlLliyBkZERVqxYATc3NxBCMGzYMHrT0LlzZ9y+fRt2dnbQ1tamQ8+ifX/kyBF4enrSafLUmvn5+di2bRt27NgBb29v6h/v0KEDhg0bhsWLF8ttQ8HBwRAIBEo9RmFg+F+AUVUy/GNhdIrto0uXLnLzBqxduxY1NTWIj4//L5eKgeHjR5Gq8oOPpBkY3jfV1dWwt7cHj8djOuj3gJ+fH4qLi+kwOwMDw/uD6aQZ/nEwOsV3Q14UffTo0f9ySRgY/jn8I14cY2BgYGBg+BhhOmkGBgYGBoYPFKaTZmBgYGBg+EBhOmkGBgYGBoYPlI+ikz569ChUVFRQWPj+cofLUmD+VTx9+hTDhw8Hj8eDlZUVhg0bpnD+9uoh5ZGdnS2lMhRN19bWho2NDfr16wcXFxccP36c/r5t2zbs3r1b4XovXLgg9/e2tJzV1dXYsmWLzN9ESSwsLS3BZrOxceNG+tvz58/h4eEBc3NzeHh40MQz4rS0tGDmzJlUBCIQCFBaWiq3LO0hPz8fM2fOfC/rSk5OhoGBAWxsbGBubg4vLy+F+1REWlqaUlpS8WMoS5iiiMTERHA4HHC5XFhbW1N5yMfIr7/+Cjs7O3A4HNjZ2Um8gS5PEbpu3Toq93B3d5dIirNr1y6Ym5vD3Nwcu3btotNLS0vh4OAAc3NzBAcH0yQxhYWFcHJygqamJtauXStRNnm6UwD47rvv0K9fP7DZbMydO1du/dauXQsLCwtYW1uDx+MpbLfvwqFDh8Bms6GqqvperkkM70BrLRb5wFSVhBASGBhIBg4cSGJjY9/bOmUpMP8qJk6cSDZs2ED/vn79usL530UpKYvTp09LqQxlTb927Rrp3bs3ycjIUGq9ipSgIk2jIkpLSwmbzZb526NHj8iVK1cIIYTU1tYSc3NzqoGcM2cOWbFiBSGEkBUrVlANpDj79+8nAQEBVNX48OFDqpv8kEhKSiLTpk2jf2dlZRFDQ0Ny584dhcuFhYVJaSvboj3LPHz4kJiampLq6mpCCCF1dXWkpKSkXdv7byDSfLbF1atXqS715s2bpGfPnvQ3eYrQrKws8vLlS0IIIVu2bCFBQUGEEEKqqqqIiYkJqaqqIs+fPycmJib03AoMDCQpKSmEEEImTZpEtmzZQggRqkLz8vLI/PnzJdqMIt1pVlYWcXd3pxpRebrRrVu3Ek9PT1JTU0MIIaS6upokJycrtV+U5c6dO6SwsPC9XZMYZPNRqyrr6+tx/vx57Ny5k6bSFCFLcff9999DIBCAx+MhICCAphssLS2Fk5MTBAIBvv32W4n1rFmzBgKBAFwuF7GxsQCEekMLCwtERUXB2toaoaGhyMjIgLOzM8zNzZGXl4eWlhaYm5ujsrISgDCKMzMzk9JmPn78WCJrGpfLVVgHQHgHa29vj759++Ls2bMAhKk8IyIiwOFwYGNjQwUi8qYrC5/Px6JFi7Bp0yYAQn2k6K6/tTKwrKwM27Zto4KTs2fPIjw8HLNmzYKbmxvmzZsnoeV8+vQp/Pz8wOPxwOPxcOHCBcTExKC4uBh8Ph9z5syRKIuRkRFVH3bt2hWWlpbUCvXjjz8iLCwMABAWFkbNYa33tZGREVU1slgsmlEsPT0dTk5OsLW1RWBgIP2kKCYmhtZRlA/+0KFDNDpxcXEBIDky8fz5c/j6+oLL5cLR0RE3btyg+y4yMhKurq4wNTVFQkKCUsfAzc0NEydOpBnaiouL4e3tDTs7O5pd7MKFCzh27BjmzJkDPp+P4uJiuee7+DEUR1ZdxamoqEDXrl3pSFOXLl1gYmICQHKE59mzZ1RDmZycDF9fX4wYMQImJibYtGkT1q1bBxsbGzg6OlKzlaurK6Kjo+Hi4gJLS0tcvnwZ/v7+MDc3l8jD7evrCzs7O7DZbLo/RGVZtGgRHBwcsHTpUvj5+dHffv31V/j7+0vVx8bGhuZCZ7PZePPmDRoaGhQqQt3c3GhKV3Hd6KlTp+Dh4QE9PT3o6urCw8MDJ0+eBCEEWVlZ1Fgnfm726NEDAoFAyrinSHe6detWxMTE0Pz0snSjALB8+XJs2bKFym60tbVp+8jMzISNjQ04HA4iIyPR0NAAQJied968ebC3t4e9vT3u37+Puro6mJiYUC1sbW0tjI2N0djYCEtLS/Tr10/m9sXZvXs3uFwueDwexo4dC0B2G3JwcJBwGbi6utJ0wQyyUfo76dPJ21HxoOS9brxHb1O4hU9UOE9aWhq8vb3Rt29f6Onp4erVq7C1tZWruPP398eECRMAAAsXLsTOnTsxY8YMfPXVV5gyZQrGjRuHzZs30/Wnp6fj3r17yMvLAyEEI0eORE5ODj777DPcv38fhw4dwvbt2yEQCLB//36cO3cOx44dw/Lly5GWloYxY8Zg3759+Prrr5GRkQEejwd9fX2JOkybNg3BwcHYtGkThgwZgoiICPTs2VNuHQCgqakJeXl5OHHiBBYvXoyMjAxa7ps3b6KwsBCenp4oKiqSO7092NraYs2aNVLTWysDdXR0MHnyZHTp0oVe5Hfu3ImioiJkZGRATU1NImXjzJkzMWjQIBw9ehTNzc2or6/HypUrcevWLbm5yEWUlZXh2rVrNI3o06dPYWRkBEDYmYtyqYsTFBSEgQMH4uzZs3B3d8eYMWNgY2ODZ8+eYenSpcjIyEDnzp2xatUqrFu3DtOnT8fRo0dRWFgIFRUVquBcsmQJTp06hU8//VSmljM2NhY2NjZIS0tDVlYWxo0bR+tTWFiI06dPo66uDv369cOUKVOkLtLyjoEofe3EiROxbds2mJub49KlS5g6dSqysrIwcuRIDB8+nHYIOjo6Ms93WTx//lxmXcXh8XgwNDSEiYkJ3N3d4e/vL1dfKs6tW7dw7do1vHnzBmZmZli1ahWuXbuG6Oho7N69G19//TUAoEOHDsjJycHGjRsxatQoXLlyBXp6eujTpw+io6PRvXt3JCYmQk9PD69fv4ZAIEBAQAC6d+9OU+AuWbIEhBBYWlqisrKSptZtK2/4Dz/8ABsbG2hqaqK8vFwpRWhbitLy8nJUVVVBR0eH2rqU0Y0q0p0WFRXh7NmzWLBgAbS0tLB27VqptL11dXWoq6tDnz59pNb95s0bhIeHIzMzE3379sW4ceOwdetWegy6deuGvLw8elyOHz8OV1dXqoU9cOAAAgIClDpnAeD27dtYtmwZzp8/D319fXodk9WGRo8eTeU8jx8/xqNHj8BktVTMBx9Jp6SkYPTo0QCEBzglJQWAfMXdrVu38Pnnn4PD4WDfvn30ru38+fNUpCC60wOEnXR6ejpsbGyok1kkiTAxMQGHw4GqqirYbDbc3d2hoqIioVCMjIykz4ESExNlXii8vLxQUlKCCRMmoLCwEDY2NqisrJRbBwA0KrCzs6PbOnfuHC27hYUFevfujaKiIrnT2wORkx62Le2miMDAQJqLWpysrCxMmTIFAKCmpgZtbW2lylNfX4+AgABs2LBBphZTHiwWC3fv3sWKFSugqqoKd3d3ZGZm4uLFi7hz5w6cnZ3B5/Oxa9cuPHjwAN26dYOWlhaioqJw5MgReiycnZ0RHh6O77//Hs3NzVLbEd/ngwcPRlVVFWpqagAAPj4+0NTUhL6+Pnr06KG0clR0DOrr63HhwgUEBgaCz+dj0qRJePz4scxl5J3vspBXV3HU1NRw8uRJHD58GH379kV0dDTi4uLaLLubmxtVh2pra9OOXZFulM1mw8jICJqamjA1NaWWsISEBPB4PDg6OuLhw4e0PaqpqVHDl4qKCsaOHYu9e/eiuroaubm5tDOVxe3btzFv3jx6EyTrfG9t49q7dy/y8/PpaI+8ZZRZV2sULdPU1IQXL17g4sWLWLNmDYKCgqTmJ3LsYYBQV2tiYkLlKmFhYVQ3CoBeB0NCQqiIR6QbBaDUDY84olEEUXAiuo7JakNBQUE4dOgQAODgwYMIDAxUejv/VJSOpNuKeP8KqqqqkJWVhVu3bkFFRQXNzc1QUVHB6tWr5Z6k4eHhSEtLA4/HQ3JyMrKzs+lvsuYnhOCbb77BpEmTJKaXlZVJ6RDFVYkihWKvXr1gaGiIrKwsXLp0Cfv27ZNZFz09PXz55Zf48ssvMXz4cOTk5ChsaKJtqamp0W3J60jlTW8P165dg6WlpdR0ZbWbrVWQf4bGxkYEBAQgNDRUYgjT0NCQDmc/fvxY7jCgpqYmFVUYGhoiLS0Nnp6e8PDwoDd54uTl5SEzMxMHDhzApk2bkJWVhW3btuHSpUv4+eefwefzpaJ+RRdZ8fNGdPxaazBlIToGLS0t0NHRaXOkAVB8vrdGXV1dqq6iF6sAYQe6ZMkSqKio0OFQDw8PREREIC4uTindKCC/rYjPJ083mp2djYyMDOTm5qJTp05wdXWl29LS0pK4EYyIiMCIESOgpaWFwMBAqKur4+jRo1i8eDEAYMeOHejfvz/++OMP+Pn5Yffu3TTybEsRmpGRgWXLluHMmTO0nCwWS2L//vHHH3B1dYW+vj6qq6vR1NQEdXV1pXSjinSnLBYL/v7+9Dioqqri2bNnmDt3Lq5du4aePXvixIkT6Ny5M/Xai9PW9UD8miP6v7OzM8rKynDmzBk0NzfD2tpa4Tpab0/WdUxWG/r000/RvXt33LhxA6mpqRLiIwbZfNCR9OHDhzFu3Dg8ePAAZWVlePjwIUxMTHDu3DmZijtAOAxkZGSExsZGiQ7T2dlZQg8pwsvLC4mJifT5ZHl5ucxhVEVERUVhzJgxCAoKkhtNispZV1eH4uJifPbZZ3LrIA8XFxda9qKiIvz+++/07WxZ05Xlxo0biI+Px7Rp0ySmy1MGiisv28Ld3R1bt24FADQ3N6O2tlbh8oQQjB8/HpaWllLGs5EjR9I3anft2iVT6Xj16lU8evSIlv/GjRvo3bs3HB0dcf78edy/fx+A0K5WVFSE+vp61NTUYNiwYdiwYQPtGIuLi+Hg4IAlS5ZAX19f4oIKSB6L7Oxs6OvrK4z4W2swW3PmzBls374dEyZMQLdu3WBiYkIjDkIIrl+/DgBS+07e+S4LWXVVU1Oj5VqyZAkePXqEq1ev0mXk6Ubb87Z4e6ipqYGuri46deqEwsJCXLx4Ue68PXv2RM+ePbF06VKEh4cDEOYRF9Wnf//+qK6uho+PD1asWAFnZ2e6rCJF6LVr1zBp0iQcO3ZM4kbQy8sL6enpePHiBV68eIH09HR4eXlBRUUFbm5udJ/IOzfFUaQ7FdeNFhUV4e3bt9DX10dSUhIKCgroTd4333yDadOmoba2FoDwWfL27dthYWGBsrIyeq7v2bOH6kYBUHtZamoqnJyc6PRx48YhJCSk3bpRd3d3HDx4EFVVVQD+7zomrw2NHj0aq1evRk1NDTgcTru29U/kg+6kU1JSJF4OAYSC+f3798Pb2xsjR46kWkLRSzLx8fFwcHCAh4eHhKpw48aN2Lx5MwQCAR2WBIQ+2y+//BJOTk7gcDj44osvlO6ARIwcORL19fVyT+4rV66gf//+4HK5cHJyQlRUFAQCgdw6yGPq1Klobm4Gh8NBcHAwkpOToampKXe6Is6ePUs/wZo2bRoSEhKkZBMi7abohTSRMnDEiBE4evQofXFMERs3bsTp06fpJzC3b99G9+7d4ezsDGtra6kXx86fP489e/YgKysLfD4ffD6fXpRiYmLw66+/wtzcHL/++qvEi3YiKioqMGLECFhbW4PL5UJdXR3Tp0+HgYEBkpOTERISQl/2KiwsRF1dHYYPHw4ul4tBgwZh/fr1AIA5c+aAw+HA2toaLi4u4PF4EtuJi4tDfn4+uFwuYmJiJD7HUZbU1FTw+Xz07dsXy5cvxw8//EBHM/bt24edO3eCx+OBzWbTl4pGjx6NNWvWwMbGBsXFxXLPd1nIq6s4jY2NmD17NiwsLMDn85Gamko/g5s9eza2bt2KAQMGSL0c+b7w9vZGU1MTuFwuvv32Wzg6OiqcPzQ0FL169YKVlZXM3zdt2oT79+8jPj6enk+im/CtW7ciKioKZmZm6NOnDx0unzNnDurr6+njBlHnqaenh2+//RYCgQACgQCLFi2iQ7uidxzMzMxQVVWF8ePHAwCePHkCFouFdevWYenSpWCxWKitrZXQnVpaWiIoKIjqTiMjI1FSUgJra2uMHj0au3btkhmpTpkyBW5ubhAIBLC2tsagQYPQqVMnaGlpISkpCYGBgfRx3eTJk+lyDQ0NcHBwwMaNGyXOgdDQULx48YIOhwPCz19ZLBZyc3Ph4+MDLy8vAMCjR4/op6RsNhsLFizAoEGDwOPx6M21vDb0xRdf4MCBAwgKClJ4bBmEMKrK90B+fj6io6Pb7LAYGBjeL9OnT4eNjQ3tFBkUY2xsjPz8fKmXWwHh6MiPP/6IPXv2/A0l+2fDqCr/QlauXImtW7e2OdTIwMDwfrGzs0Pnzp3x73//+/+xd95hURz/H38jRSyIYCEaVHq/wklvUhSIKAaQoqAigr0n9t5RiRrU6NcGdrHEXlBEioqCKCgIigU1ioIoKFKkzO+P+9187+AODmO+wWRfz+PzyN7N7szszs7O7Nzn9Xdn5Ztn0qRJOH/+vMT1Egx/H0wn/SeZPXu22GlXBgaGvxbm97XNR3ilvTAbN27832aEQWpa9DtpBgYGBgaGfzNMJ83AwMDAwNBCYTppBgYGBgaGFgrTSTMwMDAwMLRQWnwnvWLFChgbG4PNZoPL5dL4tv8UNDQ0YG9vL7KNy+U2K+KPtHyJ5lAa8vPzvzi/0qbt37+/2FjTzYVRWfJhVJZ8WrLKMiQkBF27dhXbPhiV5b+I+los4X9/t6ry+vXrxMrKiirbioqKqHbun0KvXr0Ih8Mhz58/J4Tw1XAcDkeiyvHP8CWaQ2loTD35V6b9EhiV5Z9Lw6gs/zcqS0IISUxMJOnp6Q3aB6Oy/OfxzaoqCwoK0LlzZxo9q3PnzjSkooaGBhYtWgQejwcWi4Xc3FwAkhWCLBYLJSUlIISgU6dO9Ily2LBhiIuLk1q3J0kNKE7Llp2dDQsLC3C5XLDZbCoKqI+fnx8N1Xfw4EGRiD+SNJTCOkgAGDBgAI0r3L59e8ybN49KCt68efPFmkNHR0eqthPWZkpDRkYGrKyswGaz4eXlhffv3wPgj1A4HA6sra1FjGTl5eXw8/MDm82Gv78/LC0t6dO5hoYG3r59i/z8fBgaGiIsLAzGxsZwdXVFRUUFACAtLY1GdZsxY4bYEQijsmRUlsK0VJUlwA89KyzdEcCoLP9dSN1Jnz9/HlFRUV/13/nz5xs9pqurK168eAE9PT2MHz8eiYmJIp937twZt2/fxrhx4+gNR6AQvHv3LlauXInhw4cD4MfuvnbtGrKzs6GlpUU7mxs3btDQg1lZWThw4ABSU1Mxb948tG3bFnfu3IG1tTXt1L29vZGWlobMzEwYGhpi586dAP6rZcvMzMSpU6cA8KcUp0yZgoyMDNy6dUtEjSfM4MGD8fvvvwMATp8+LaIGFNZQHjx4ECNGjGggN6jPp0+fYGVlhczMTDg4OGD79u2wsbGBp6cn1q5di4yMDGhra0ssS30E2swNGzZQeYE0DB8+HKtXr8bdu3fBYrFo2pEjRyIyMpIaeAT89ttvUFFRwd27d7FgwQKJjTMvLw8TJkxAdnY2OnbsiGPHjtH9bt26FSkpKWJjqAP8B6LTp0+Dy+Xip59+wp07dwBARGV5+/ZtmJmZYd26dVTvmJ2djbt379LOQtz5FkbSdQjwpzhjY2ORmpqKJUuW0JtfUwgsbQBfZblx40akp6cjIiIC48eP/1PnGIDEsgojrLIcOXIkTp8+LVXepWlbwH9VlmPHjsWgQYOwefNmZGVlITo6msaG3rVrF9LT03Hr1i1ERkbS7QKV5c2bN7Fw4ULk5ORQ1/u3prJsDIHK0tLSEn369EFaWlqD70ijsoyJicG9e/dQU1ND4+sD/1VZTpw4EVOnToWSkhJVWQL4YpVlfHw8MjMzaZhZcW1IoLIEwKgs/58WPZJu37490tPTsW3bNnTp0oXGpRbQlM5RWCFob2+PpKQkJCUlYdy4cbh37x5evnwJVVVVOiqQRrcnSQ0oTstmbW2NlStXYvXq1Xj27BnatGkjtpyCJ+9Dhw7B0NBQRCH4JRpKBQUFOqITrpv6SKs5FFfPTVFaWoqSkhIa2F+gy6u/XVgbevXqVaolFcTeFoempia4XK5InkpKSvDx40fY2NgAAIYOHSo2LaOyZFSW4mhpKsvGYFSW/y6kjjjW2AX+VyIrKwtHR0c4OjqCxWJh9+7d1Hgjrc5RRkYGDg4O2Lx5M54/f44VK1bg+PHjOHr0qMiiLWl0e5LUgOK0bEOHDoWlpSXOnj0LNzc37NixA87OzmLL6e/vjwkTJog8hEgqDwARbSAgqg6Ul5enDVS4buojreZQXD1/KY3dPCSVVVJ+BHmqqKholq6TUVmKh1FZthyVZWMwKst/Fy16JP3gwQOR97jC2jxJSFII9ujRA2/fvkVeXh60tLRgZ2eHiIiIBiurm0KSGlCclk3QQCZPngxPT0/6XlIcXl5emDlzJrXMiCuPsIZSQ0MDGRkZVCeZmpraZN7/jOawuSgrK0NFRYW+VhDo8jp27AhlZWVcvXoVgKg21M7Ojk513b9/H/fu3ZP6eCoqKlQ9CIBqSevDqCwlw6gsW47KsjEYleW/ixYdu7usrAyTJk1CSUkJ5OTkoKOjI7JQRByLFy/GyJEjwWaz0bZtW5GfQVhaWtJpFXt7e8yZMwd2dnbNypNADdirVy+wWCx6Q5wxYwby8vJACIGLiws4HA7Cw8Oxb98+yMvL47vvvsPChQsl7ldJSQmzZs1qsH38+PEYO3YsWCwW5OTkqIbS1tYWmpqaVAXH4/GazHtAQADCwsIQGRmJo0ePSizLl/DgwQORd3jr16/H7t27MXbsWJSXl0NLS0tkuiwkJARt27YVeSgZP348RowYATabDVNTU7DZbCgrK0udh507dyIsLAzt2rWDo6Oj2LSFhYUICwujC2UsLCwwceJEKCoqUpWl4LPly5dDSUkJgwYNQmVlJQghIirL+udbeM1EY9ehtMTExODq1asoLy+HpqZmA5XluHHjsHz5clRXVyMgIAAcDudPneOPHz+KLaswApXlq1evoKioiC5dumDr1q0A+CpLPz8/7N27V+KM0Z/F3d0dW7duBZvNhr6+vlQqy6KiIqlUlsuWLQPAX0DYtWtXbNmyBcHBwaioqKAzL4CoyhIAevbsiVOnTomoLAE0UFkGBARg/vz5Itau169fw8zMDB8+fECrVq2wYcMG3L9/Hx06dMCQIUOQkJCAt2/fQl1dHUuWLMGoUaMQEhKCkJAQmJiYQEFBoVGVZVlZGV2YJi8vj59++klEZVlTUwNzc3OxKsu6ujqRmaXAwEDMnz+/gcpy0qRJKCoqgoeHB7hcLmJjY/Hq1SuEhobi3LlzIipLWVlZmJqaIjo6WmwbAvhrdKZMmYIFCxY0em7/LTCqSoYWQ21tLaqrq6GoqIjHjx/DxcUFDx8+hIKCglTpy8rK6PqC8PBwFBQU0EUqDP9OGJVl82BUln8PjKqS4ZugvLwcTk5OqK6uBiEEW7ZskbqDBoCzZ89i1apVqKmpQa9evRq832f4d8GoLL8ejMry74PppBlaDEpKSn8qapG/vz/8/f2/Yo4YvmX+7b+v/RIYlWXLo0UvHGNgYGBgYPg3w3TSDAwMDAwMLRSmk2ZgYGBgYGihMJ00AwMDAwNDC6VFd9LTpk3Dhg0b6N9ubm4IDQ2lf//0009Yt24d8vPz0aZNG3C5XBgZGWH48OE0HnJCQgKUlZXB5XLpv7i4OLqP48ePQ0ZGhsZEFsdfpct89eoVDbr/ZxGU09TUFPr6+nBwcMCZM2ekSieNAvHUqVMIDw8HIFnOIIkzZ87A1NQUHA4HRkZG33QUoYyMDFhbW9PrQRD4AZCsI9y/fz/YbDbYbDZsbGxo4BEAuHDhAvT19aGjo0PrF+AHfOjXrx90dXXRr18/KicpLi6Gk5MT2rdvLyJYAYB58+ahR48e9Gdowhw+fBhGRkYwNjaWGDIV4IsQTExMYGxsDCMjo2adZ2lISkoCj8eDnJzcXxbwhIHhH0V9LZbwv79bVXn48GHi6+tLCCGktraW8Hg8YmVlRT+3srIiN27cENEd1tTUECcnJ7Jv3z5CCCFXrlwhHh4eEo/h6+tL7OzsyKJFi8R+/q3oMuuX886dO6RXr14kLi6u0XSLFi1qoMhriuak+fz5M+nWrRt58eIFIYSQyspKkpub26zj/S+QVm344MED8vDhQ0IIIS9fviTfffcdef/+PSFEso7w2rVrVFl47tw5YmFhQY+ppaVFHj9+TKqqqgibzSbZ2dmEEEJmzJhBVq1aRQghZNWqVWTmzJmEEELKyspIcnIy2bJli4jKkhBCUlJSyKtXr0i7du1Etj98+JBwuVyaB0lqw3PnzhFTU1N6fVdUVJBt27ZJVS/S8vTpU5KZmUmGDRv2l2hTGRi+Rb5ZVaWtrS0d5WVnZ8PExARKSkp4//49qqqqkJOTA1NTU5E0srKysLCwkMoyU1ZWhmvXrmHnzp0Sw0g2pstMT09Hnz590Lt3b7i5uVHJQWRkJNX9CYQRiYmJdCRvamqKjx8/vC6lAAAAIABJREFUIj8/n8bAbUxJ6e3tDXd3d+jq6jYqeBeGy+Vi4cKF2LRpEwCgqKgIPj4+MDc3h7m5Oa5du4b8/Hxs3boV69evB5fLRXJyMk6fPg1LS0uYmpqib9++VP5QX40pQFxZhfn48SNqamrQqVMnAPzYzAK1XXBwsMhoSjACTEhIQJ8+feDn5wc9PT3Mnj0b+/fvh4WFBVgsFh4/fkzTjxs3Dk5OTtDS0kJiYiJCQkJgaGhIw0AC/MhLZmZmMDY2xqJFi+h2DQ0NLF26FHZ2dggPDxeJ2paXlyfWvqOnpwddXV0A/LCTXbt2RVFRUaM6QhsbG6rDFFYbpqamQkdHB1paWlBQUEBAQABOnjwJADh58iTVCgrvq127drCzs4OiomKDvFlZWaFbt24Ntm/fvh0TJkygeZCkNly1ahUiIiLo9a2oqIiwsDAAkrWjjo6OmDp1KmxsbGBiYoLU1FTU1dVBV1eXGqjq6uqgo6ND9ZVsNpuqQiVx4cIF8Hg8cDgcuLi4ABDfhvz9/UV+uxscHEytaAwM/wSk/p30grw/kFVW8VUPbtK+DZbpitc3AvyboJycHJ4/f47r16/D2toaL1++REpKCpSVlcFmsxsEu6isrMTNmzdFIk0lJydTaxLAV9Jpa2vjxIkTcHd3h56eHlRVVXH79u0G4TVdXV2xdOlS6OnpoW/fvvD390efPn1QXV2NSZMm4eTJk+jSpQtiYmIwb9487Nq1C+Hh4Xj69Clat26NkpISAEBERAQ2b94MW1tblJWVNbjJCispc3Nz4erqSm1XGRkZuHPnDu3gJk2aJKLEkwSPx8PatWsBAFOmTMG0adNgZ2eH58+fw83NDTk5ORg7dizat29P3cECu46MjAx27NiBNWvWNBoMQlxZhVFVVYWnpyd69eoFFxcXDBgwAEOGDGnyJp2ZmYmcnByoqqpCS0sLoaGhSE1Nxa+//oqNGzfS1yDv379HfHw8Tp06hYEDB+LatWvYsWMHzM3NkZGRAS6XixUrVkBVVRW1tbVwcXHB3bt3qWFLUVGRxhGPi4ujaaKiokQ6enGkpqbi8+fP0NbWllpH2JTaUPAq5c2bN7TD7datGwoLCxvNS2MIriNbW1vU1tZi8eLFcHd3b/C9rKwsiVrA4cOHY+PGjejTpw8WLlyIJUuW0HPw6dMnXL9+HUlJSQgJCUFWVhaCgoKwf/9+TJ06FXFxceBwOGKjWImjqKgIYWFhSEpKgqamJo31LK4NBQQEICYmBv3798fnz59x+fJlEe0iA8O3ToseSQP/HU0LOmlra2v6t0BLCPCDtXO5XHTq1Ak9e/YU0Rza29vToPoCzy4AHDx4kI7+AgICxBqQJOkyHzx4gKysLPTr1w9cLhfLly+nIyQ2m43AwEDs27eP3rRtbW0xffp0REZG0ljkwjSmpHRxcYGysjIUFRVhZGSEZ8+eSVV3RCjka1xcHCZOnAgulwtPT098+PBBbBznP/74A25ubmCxWFi7dm2jakNJZa3Pjh07cPnyZVhYWCAiIgIhISFN5t3c3JxqCrW1teHq6gqgodpw4MCBkJGRAYvFgpqaGlgsFlq1agVjY2P6vcOHD4PH48HU1BTZ2dm4f/8+TS8c/ESg46utrUVMTEyj724LCgowbNgwREVFoVWrVlLpCK9cuYKdO3di9erVAKTTIX4NampqkJeXh4SEBBw8eBChoaFiH6gkIUk7KkAQy9nBwQEfPnxASUkJQkJCqCd6165dzZIy3LhxAw4ODtDU1AQgqjas34Z++OEHxMfHo6qqCufPn4eDg4NEJSwDw7eI1CPpxka8fyU2Nja4fv067t27BxMTE/To0QO//PILOnToIHKz19bWRkZGBgoKCuDo6IhTp05RN604iouLER8fj6ysLMjIyKC2thYyMjJYs2ZNgxulOF1m7969YWxsTH2rwpw9exZJSUk4deoUli1bhuzsbMyePRseHh44d+4crKysEBcXJzKaFnfDFiBObVhfuScOgdoQ4E85pqSkNHkDmzRpEqZPnw5PT08kJCQ06QoWV1YPDw+8efMGZmZmNG8sFgssFgvDhg2DpqYmoqOjRdSGhBC60Kp+mf+M2vDp06eIiIhAWloaVFRUEBwcLKJRbNeuHf2/j48PlixZAmdnZ/Tu3RudOnXCzZs3MWbMGAB8Sb3gAcfDwwPLly+ngoemdIR3795FaGgozp8/T6f+1dXVRexZwmnU1NRQUFCAbt26oaCgQOIUtTSoq6vDysoK8vLy0NTUhL6+PvLy8nDixAmcPXsWAH+2xtjYGOnp6c2WY9RvLzIyMujRowfU1NQQHx+PmzdvNsuyRiSoDcW1IQMDAzg6OiI2NhYxMTEi8gcGhn8C38RI+syZM1BVVYWsrCxUVVWpxF1YoyagW7duCA8Px6pVqxrd79GjRzF8+HA8e/YM+fn5ePHiBTQ1NenUpwBJukx9fX0UFRXRTrq6uhrZ2dlUHenk5IQ1a9agpKQEZWVlePz4MVgsFmbNmgUzM7MGq8klKSklUV+5V5+7d+9i2bJlmDBhAgD+tL3g/bSgHEBDtWFpaSm+//57AGjS3CSprLGxscjIyMCOHTtQVlYm4tiVpDY8efIkXZH/Nfnw4QPatWsHZWVlvHnzBufPn5f4XUVFRbi5uWHcuHF05GdpaUnr2dPTE58/f4aXlxeGDx8uIqRvTEf4/PlzeHt7Y+/evdDT06NpzM3NkZeXh6dPn+Lz5884dOgQfbD09PSk9f811IaCNQ5v377Fw4cPoaWlhRUrVtCyAXy14cyZM/H69WsAfBtSZGSkRO2oAMEK96tXr0JZWZnax0JDQxEUFAQ/Pz8Rz3NTWFtbIzExEU+fPgUgqjYU14YCAgIQFRWF5OTkBqpXBoZvnRbfSbNYLLx9+1ZEScdisaCsrCzxHdePP/6I8vJyelMRvJMW/Dt69CgOHjwILy8vkXQ+Pj44cOCAyLaysjKMGDGCLo66f/8+Fi9eDAUFBRw9ehSzZs0Ch8MBl8vF9evXUVtbi6CgILoAbNq0aejYsSM2bNgAExMTcDgctGnThr6XFDB+/HjU1taCxWLRKXXhkaE0JCcn059gTZgwAZGRkXTRTWRkJG7dugU2mw0jIyOqFxw4cCCOHz9OF44tXrwYvr6+sLe3b/IdoqSyCkMIwZo1a6Cvrw8ul4tFixZR8UVYWBgSExNhYWGBmzdvioxqvxYcDgempqYwNjZGSEiIiDNYHIGBgZCRkaHT6/U5fPgwkpKSEB0dTa8nQSe3evVqrFu3Djo6OiguLqbmpaVLl6K4uBjjx48Hl8ulD1VycnLYtGkT3NzcYGhoCD8/PxgbGwPgjxovXboEXV1dXLp0CbNnz6Z50NDQwPTp0xEdHQ11dXU6fT9z5kyoq6ujvLwc6urqdBbEzc0NnTp1gpGREZycnLB27Vo6mhemf//+mDBhAvr27QtjY2P07t2bzlrs3r0bM2bMAJvNRkZGhoh2VUVFBTY2Nhg7dix27txJt3t6eqKsrExkqjstLQ3q6uo4cuQIxowZQ8sLgK4b6dKlC7Zt2wZvb29wOBz6SkJSG3J1dUVSUhL69u3bLCELA8O3AKOqZGAQIiIiAqWlpdQtzNA4jo6OiIiIEDubc+vWLUybNo0+LDMwMIiHUVUyMEiBl5cXHj9+jPj4+L87K9884eHh2LJlS7PeRTMwMDSE6aQZGP6f48eP/91Z+OYQXm8gzOzZs0Wm6BkYGL6MFv9OmoGBgYGB4d8K00kzMDAwMDC0UJhOmoGBgYGBoYXCdNIMDAwMDAwtlBbdSRcXF9Pfon733Xf4/vvv6d/C0an+V1RUVMDZ2Zn+1lqYoKAgaGpq0vwJYnHXZ+TIkXjw4MFfkr+lS5dShaKpqSnS0tK+yn5fvHghEj7zzxAXF0eVmnp6eujTp4+IIEES8fHxuHHjRpPfO378OI1XPn/+fBHVaVOcPHkSXC6XKjUlRXL7FkhPT4eVlRVMTEzAZrNFrtfHjx/DwsICOjo6GDp0KA0is2fPHrBYLLDZbNja2uLevXs0zblz56hSU1C/AL+Nuri4QFdXF25ubigtLQUAFBYWwtHREe3atcPUqVNF8jZ79myoq6s3+E09wA/VK1BqDh8+XGL5oqOjqVLT2NgY69ev/7KKksCVK1dgamoKOTk5KjdhYPhbqK/FIi1IVSnMlygVvzbJycnE2dlZ7GeBgYHk+PHjjaaXVof4JSQlJRFbW1tSVVVFCCGksLCQvHr16i873pdy6dIlMmjQIPp3eno66dmzJ0lISGg03bx588j69eubdazmpKmsrCTdunWjmsbKykry4MGDZh3vf0F1dbVU38vNzSWPHj0ihBDy4sULoqamRj58+EAIIcTLy4tqIkeNGkV1lFevXqXazVOnThEbGxtCCF83qqmpSfLz80llZSUxMTGhdTNt2jTaLpctW0bmzp1LCCHk48eP5OrVq2Tjxo1kypQpInm7fv06efHiBVFWVhbZnpOTQ3g8Hs2DJKXm6dOnSe/evUlBQQEhhJDy8nKyfft2qepFWp48eULu3r1LhgwZ0mS7ZmD4s3yzqsrGWLNmDUxMTGBiYoKNGzcCAFauXInffuP/DnzSpEk0alRsbCyCg4NRU1ODjh07Yvbs2eBwOLC2thZrF3r79i08PT3BZrNhY2ODrKwsvHr1CsHBwbh16xa4XK6I5EESguPNnz8fFhYWSE1NhZ2dHTIyMlBTU4Nhw4aBxWLBxMQEkZGRAPghQZ2dncHhcMDj8ZCfn4+6ujpMnz4dJiYmYLFYDUbxAF/40KVLFxpxqUuXLtSilJaWRpWaP/zwA9VPrl+/HkZGRuBwOAgKCgLAH7EKIqjxeDx8+vQJjx49otGgKioqMGLECLBYLPB4PCpa2LFjBwYPHgw3Nzfo6upizpw5Up1HHo+HefPm0ZClb968gbe3N8zMzGBhYYEbN27g8ePH2LFjB9auXUsju508eZIqNV1dXel53LFjR4ORm6SyClNaWgpCCJU5tG7dmobwDAoKEhlNCZSacXFxcHJywuDBg6Grq4v58+djz549MDc3B5vNptdIUFAQJkyYACcnJ2hrayMpKQkjRoyAgYEBjUoGAKNHj6ZKzaVLl9Lt6urqWLZsGWxtbfHLL7/AwsKCfpaTkyPytwB9fX0qklFXV0enTp3w9u1b1NbWIikpiUbbE9Zg2tra0tGtsFLzxo0bMDQ0RK9evdC6dWv4+fk1qdRs3749bG1txSo1ra2t8d133zXYvm3bNkyaNInmQVK88pUrV2LdunV0H23atEFoaCgA4Pbt27C0tASbzYaPjw8d2dvZ2WHq1KmwtrYGi8XCrVu3UFtbCx0dHRp2tLa2FlpaWnj37h00NTWprKUxzp49S5WagvuNuDbk4+ODixcv0nRBQUG0DhkYGkP630mfnw28vtf095rDdyzgh/BmJ0tNTcX+/fuRmpqK2tpaWFhYoE+fPnBwcMDmzZsxfvx43L59G9XV1aipqcHVq1dhb28PgH8z7tOnD8LDwzF9+nTs2rWrwe85FyxYAEtLS5w6dQoXL16knfPWrVuxadMmidNf06ZNo6EYDxw4AD09PZSWloLH42H58uUi301PT8fbt2/plKLASjRkyBAsXrwYAwcORGVlJerq6nDkyBHcv38fmZmZKCoqgrm5ORwcHERuYu7u7li+fDn09fXRt29fBAQEwN7eHlVVVZgyZQpOnTqFzp07Y//+/ViwYAG2bduGNWvW4NmzZ1BQUKDHX7t2LbZt2wZLS0uxSs3IyEgoKCjg3r17yM7ORv/+/Wls88zMTNy+fRtycnLQ09PDpEmTRCQTkuDxePRBa/LkyZg5cyasrKyQn5+PAQMGICsrC6GhoejcuTPtgN+/fw9PT0/IyMhg69at+OWXX6hdShziyipM165d4ebmRpWaAwcOhL+/v9RKTWVlZWhoaGD8+PFIS0vDL7/8gk2bNiEiIgIA/7q7cuUKjh07hoEDByIlJQUGBgbg8XjIysqCiYkJwsPDoaqqipqaGtr5GxkZAeCLQK5duwaA3zEI0kRFRTVpmBI42TU0NPDmzRt07tyZxtL+UqVmZmYmAP50d5cuXQAA33//PXWqfwkPHz6EvLw8bG1tUVdXhyVLlogNz5qdnS1RqRkUFIRt27bBzs4Oc+fOxbJly+g5qKqqQkpKCuLj4xEaGoqMjAwMGTIEBw4cwMSJExEbGwtzc3P6oNYUr1+/xrhx45CcnIxevXrRzl5cGxIoNV1dXVFZWYnExESREKoMDJL4JkfSycnJ8PHxQdu2baGkpIQff/wRV69ehbm5OdLS0lBSUoL27dvD3Nwcd+7cQXJyMu2khWP+9u7dW+yIWFgb6erqilevXuHTp09N5mv9+vVUWCC4uSooKDSIEQ4AOjo6ePDgAaZMmYLY2FgoKyvj/fv3ePv2LQYOHAiAL3xo27Ytrl69iqFDh0JWVhbfffcd7OzscOvWLZH9dejQAbdv38bWrVvRqVMnDB48GHv37kVOTg6ys7PRt29fcLlchIeHU/OSsbEx9f7Ky8sD4I+mpk6dio0bN+LDhw8NxAjCdWNsbIzu3bvj0aNHAIC+fftCSUkJbdq0gYGBAZ4/f95knQENlZpjx44Fl8vFjz/+iPfv36OioqHH/Pnz53B1dQWLxcK6deuaVGqKK2t9oqOjcenSJZiZmSE8PByjR49uMu+WlpZQU1ODoqIitLS0qOBBnFJTsL179+4wMjJCq1atYGRkRL938OBB8Hg88Hg85OTkSFRqjho1ClFRUaipqcGRI0caNT+9fPkSwcHBiI6OhoyMjFR6zLi4OOzdu5dKaqRJ09R2aaipqcGTJ0+QmJiIffv2ISQkBB8+fJA6fXFxMSorK2FnZwdAslLT2dkZhYWFKCsrw6hRo6jIpLlKzZSUFDg5OVFhjLBSs34b8vDwwKVLl1BdXY2zZ8/C2dm52bH5Gf6dSD+S/oIR71+FuJsGwJ+i7N69O/bs2QNbW1vo6enh8uXLeP78OfT09FBTUyMSgF+gfWxq/5KOJw1t2rQRe+Pq1KkT7t69i/PnzyMyMhLHjh3D6tWrxX5X2uPLycnByckJTk5OMDIyQkxMDF04JC5+cmxsLBITE3Hy5EksX74cWVlZmD9/Pjw9PXH27FmYm5sjISFBJE+N5UWcUvPo0aN0FkEg1qiPsFKTEILU1NQmRQkTJkzA3Llz0b9/f8TFxSE8vPHrU1xZ3dzcqLxFIBxhs9lgs9kYOnQoDA0NsWPHDhGlZm1trVhVJvDnlJp5eXn49ddfkZqaio4dOyIoKEiiUtPX1xcrV66Era0trK2t0bFjR1y/fh3jx48HwJ8O7t+/P0pLS+Hh4YHVq1fD3NwcAH/GQDDtLSsr20CpmZGRgTFjxiA2NhYqKioAGldqdurUCUVFRejSpQtevnwpdhpbWtTV1eHo6Ag5OTloa2tDW1sbjx8/RkxMDC5cuAA5OTncunULRkZGSE9Ph4ODg0j6ptqJOKWmhoYGVFRUcOXKFdy5c0eiWEUcRIJSU1wb0tXVha2tLS5duoSYmJhmPQww/Lv5JkfSDg4OOH78OCoqKlBWVoaTJ0/SkbKDgwMiIiLg4OAAe3t7bN68WeLUWGP7F8QcjouLg7q6+lc3NBUVFYEQAl9fXyxZsgS3b9+GiooKOnfujNOnTwMAKisrUV5eDgcHBxw6dAi1tbV48+YNrl271kBokJOTQ0e0AH8atlevXjAyMsLLly+RmpoKAPj8+TOys7NRW1uLP/74A87Ozli7di2KiopQXl6Ox48fg81mY86cOTA1NW2wEl24bnJyclBQUAAdHR2J5Rw8eDCdXRC81xYmIyMDK1eupErNvn37iqyMb0qpSQhpUqkpqaxxcXHIyMjA1q1b8eHDB5FRlySl5vHjx1FbW9vo8b6EDx8+QElJCR06dEBBQQFiY2Mlfrdt27ZwdnbGxIkT6c3exsaG1nP//v1RVVWFQYMGYdSoUSIzObKysrC3t6chUIU1mPn5+Rg8eDAOHDggck6trKxw//59PHv2DFVVVTh8+PBfrtQsLCzE48ePoampifDwcGRkZNDZozlz5uDnn3+maysqKyuxceNGdO7cGW3atKHT+5KUmgkJCVBTU6NtetSoUQgMDERAQECTrzeEsbW1RXx8PJ49ewZAVKkprg0FBARg586dSElJQd++fb+4nhj+XXyTsbstLCwwZMgQOjoYN24cWCwWAMDe3h5r166FpaUl2rRpA3l5edqBS8vSpUsxcuRIsNlstG/fHlFRUV+9DC9evMCoUaPo07jgfer+/fsxZswYzJs3DwoKCjh27BgGDx6MGzdugMPhQEZGBuvWrWuwqKasrAyTJ09GaWkpZGVloa+vj23btqF169Y4evQoJk+ejI8fP6KmpgY//fQT/fnNx48fUVdXh1mzZkFJSQkzZ85EcnIyWrVqBTabDVdXV5Fp60mTJmHMmDFgsViQl5fHnj17mq0HFPy8pby8HGpqavjtt9/ozXTz5s0YN24cnc51cnLC5s2bMWjQIPj6+uL333/H5s2bsXjxYnh5eUFdXR0WFhaNvgutqakRW1ZhCCFYtWoVwsLC0KZNG7Rv3x67du0CAIwZMwaDBg3CpUuX4Orq+pdMU/J4PBgZGcHExARaWlpSKTXPnTtHVaT1OXjwIK5fv46SkhL67nPv3r1gsVhYu3YthgwZgtmzZ8PMzAzBwcEAgMWLF+Pdu3cYM2YMAP7o/+bNm5CXl0dkZCT69euH2tpajB49mrrO586dCz8/P/znP/+BpqYm7QgBUG1mdXU1jh49isuXL0NfXx/Tp0/H4cOH8eHDB6irq2Ps2LGYP38+nRI2MjKCnJwc1q9fL/ZnWp6enigqKoKzszMA/og4LCyMlnHcuHGoqKiAjo6OSNvt0KEDbGxs8PHjR5HtXl5eCAkJofUA8KeyfX198f79e1y4cAELFy7E3bt3UVtbC0tLS9y6dQtqamrYsmULBg0aBEIIunfvjvPnzyMiIqJBGwL460ZGjBgBX19fia9cGBjqw6gqGRi+QcLDw1FVVYVFixb93Vn5JrCzs8OmTZvEzubcuHEDc+bMoaN4Bob/NYyqkoHhH8TAgQPx4sULRqn5FVixYgW2bduGQ4cO/d1ZYWAQC9NJMzB8YwjWLDBIz9WrV8VunzdvHubNm/c/zg0Dg/R8kwvHGBgYGBgY/g0wnTQDAwMDA0MLhemkGRgYGBgYWihMJ83AwMDAwNBCafGdtIyMDA1DCfB/89qlSxcMGDDgf5aH4OBgqqHkcDi4fPnyF+/r1q1bmDx58lfMHR8NDQ28fftW7Pb6vxPncrkwMTFp1v6Dg4Op2CM0NFQkZKW0JCQkSDxvqampcHBwgL6+PgwMDBAaGory8vJmHwPgR9z6s9y4cQOWlpbgcrkwNDSkMdm/Bl9af+LQ0NAAi8UCi8WCkZER5s+fj6qqqkbTlJSUUBFNU9jY2ADgBzppzjXz5s0bDBgwgGo/+/fvL3XalkhgYCD09fVhYmKCkJAQqvckhGDy5MnQ0dEBm83G7du3AfDjIDg5OcHQ0BDGxsb49ddf6b7evXuHfv36QVdXF/369cP79+/pZ6tWrYKOjg709fVFAtrMmzcPPXr0oHIXAUlJSeDxeJCTk2sg3hGEzjU0NBQJP1ufhw8fon///tDR0YGhoSH8/PxooJivhbu7Ozp27Pg/vW//Y6ivxSItTFXZrl07wuVySXl5OSGEkHPnzhEOh0M8PDyk3oe0ej9JjBgxgqr94uPjiY6Ozp/a319Br169SFFRkdjtHA6HPH/+nBBCyP379wmHwyHGxsbN2r9wHXwpV65cEXveXr9+TXr27EmuX79OCCGkrq6OHDlyhLx+/fqLjtOuXbtmp6mvEdXT0yMZGRn0s+zs7C/Ky1+N8Hn/+PEjGTJkCBk+fHijaZ4+fdrs89/cNKNHjyYbNmygf2dmZjbreP8LmnNfOHv2LKmrqyN1dXUkICCA/Pbbb3S7u7s7qaurIykpKcTCwoIQQsirV69Ieno6IYSQDx8+EF1dXXoNzZgxg6xatYoQQsiqVavIzJkzCSGEZGdnEzabTSorK8mTJ0+IlpYWvS5TUlLIq1evGlzbT58+JZmZmWTYsGEN2mefPn3IxYsXCSH8a+PTp08NylVRUUF0dHTIqVOn6Lb4+Hhy7949qetGGuLi4sipU6eadd/+N/HNqyp/+OEHnD17FgA/kpKwUODTp08ICQmBubk5TE1Nqf4tOjoavr6+GDhwII34s2bNGrBYLHA4HMyePRuPHz8Gj8ej+8rLy2syhKi1tbWINSg9PZ1qIN3c3Gjkq7S0NLDZbFhbW2PGjBl0FCI8mnz37h1+/PFHsNlsWFlZ4e7duwD4kZ9CQkLg6OgILS0tqrEE+KETe/fuDWNjY2zbtk2q+vPz86ORoOrXX21tLWbMmEH1iv/5z38A8B/eJk6cCCMjI3h4eIgoPR0dHWmIxgsXLlBVnyD6VWpqKmxsbGBqagobG5sGoUXrs3nzZowYMQLW1tYA+LMngwcPhpqaWqPn19vbG+7u7tDV1cXMmTMBALNnz0ZFRQW4XC4CAwMBAPv27YOFhQW4XC7GjBlDw3q2b98eCxcuhKWlJVJSUkTyVFhYSFWfsrKyVJgiKT/Z2dn0GGw2G3l5efj06RM8PDzA4XBgYmJCz4Fw/R08eJDqSmfNmkWP3759e8ybNw8cDgdWVlZSjWzat2+PrVu34sSJEyJGJsG5FQQ+EVz7XC4XM2bMQFlZGVxcXMDj8cBisUQUivVHbpLKWp+CggKoq6vTv9lsNoCGsykTJ06kMd01NDQwd+5cWFtbw8zMDLdv34abmxu0tbVpbPWEhAT06dMHfn5+0NPTw+zZs7F//35YWFiAxWLh8ePHAPg/UxOoTPv27Uvrb/HixRg9ejSzTQQVAAAgAElEQVRcXV0xfPhw2Nvb09CzAD/Up6AdCtO/f3/IyMhARkYGFhYWVON58uRJDB8+HDIyMrCyskJJSQkKCgrQrVs3em9RUlKCoaEhvW9I0nuePHkSAQEBaN26NTQ1NaGjo0PD+VpZWdHrURgNDQ2w2ewG4Uzv37+Pmpoa9OvXDwD/PLZt27ZB+gMHDsDa2poKYADAyckJJiYmqKysxMiRI8FisWBqakqDvURHR2PQoEFwd3eHvr4+lixZAoBvDxSeMZg3bx69d7m4uDSI8lefN2/ewMvLCxwOBxwOB9evXxfbhs6fPw8/Pz+aLiEhQST//zjq99pEwki6YMUKkh807Kv+K1ixosknjHbt2pHMzEzi4+NDKioqCIfDERmRzZkzh+zdu5cQQsj79++Jrq4uKSsrI1FRUeT7778nxcXFhBD+CNza2po+TQq2Ozo6kjt37tB9RUZGNsiD8Cjy+PHjZMiQIYQQQj5//kysra1JYWEhIYSQQ4cOkZEjRxJCCDE2NibXrl0jhBAya9YsOgoRzvvEiRPJ4sWLCSGEXL58mXA4HEIIIYsWLSLW1taksrKSFBUVEVVVVfL582eRfJeXlxNjY2Py9u1bQkjjI+kHDx4Qa2trQgghXC6XZGdn0/z85z//IcuWLSOEEFJZWUl69+5Nnjx5Qo4dO0b69u1LampqyMuXL4mysjKtgz59+pC0tDRSWFhI1NXVyZMnT0TyVlpaSkcply5dIt7e3g3KLoyXlxc5ceJEg+2CcyLp/GpqapKSkhJSUVFBevbsSWcLhEcb9+/fJwMGDKD1N27cOLJ7925CCCEASExMjNjjLlmyhHTs2JH8+OOPZOvWraSioqLR/EycOJHs27ePEEJIVVUVKS8vJ0ePHiWhoaF0nyUlJSL19/LlS9KjRw9SWFhIqquriZOTEzl+/DjNm2B0M2PGDHqO6iPuvHM4HHLjxg0SGxtLwsLCSF1dHamtrSUeHh4kMTGxwai4urqalJaWEkIIKSoqItra2qSurk6kLoXTiCtrfS5cuECUlZWJo6MjWb58OXn58iUhpOE1MGHCBBIVFUXLIhihTp06lbBYLPLhwwdSWFhIunTpQtMrKyuTV69ekcrKStK9e3eycOFCQgghGzZsIFOmTCGEEPLu3Ttahu3bt5Pp06cTQvhti8fj0TxHR0fTNA8ePCC9e/cWW88CPn/+TExNTUlSUhIhhBAPDw+SnJxMP3d2diZpaWkiaZ4+fUp69OhB61hZWVnk844dO9K6EFxbhBASEhLSYHQsaZao/kzX8ePHiYeHB/Hy8iJcLpf8/PPPDWaLCCFk2rRpIjMewkRERJDg4GBCCCE5OTmkR48epKKigkRFRZHvvvuOvH37lt6H0tLSyNOnT4mpqSkhhJDa2lqipaVF70+ESG7/Avz8/Mj69esJIfzZq5KSErFtqLq6mvTo0YOUlZURQggZO3asSL19i3zzI2k2m438/HwcPHiwwbutixcvIjw8HFwuF46OjqisrKSxpvv160f1cXFxcRg5ciR9mhRsDw0NRVRUFGpraxETE4OhQ4eKzcOMGTOgpaWFoKAgzJ07FwDw4MEDZGVloV+/fuByuVi+fDn++OMPlJSU4OPHj/R9nqR9CmsfnZ2dUVxcTCX1Hh4eaN26NTp37oyuXbvSkUBkZCQdXb148ULsKKY+qqqqUFFRwaFDh2BoaCjyRH3x4kXs2bMHXC4XlpaWKC4uRl5eHpKSkjBkyBDIysqie/fuNE6yMDdu3ICDgwM0NTVF6rS0tBS+vr4wMTHBtGnTmtRINkZj59fFxQXKyspQVFSEkZERFR0Ic/nyZaSnp8Pc3BxcLheXL1/GkydPAPBHyD4+PmKPu3DhQty6dQuurq44cOAA3N3dG82PtbU1Vq5cidWrV+PZs2do06YNWCwW4uLiMGvWLCQnJ0NZWVnkGGlpaXB0dESXLl0gJyeHwMBAKvlQUFCgI05JSlVJkP8P9Xvx4kVcvHgRpqam4PF4yM3NFXu9EEIwd+5csNls9O3bFy9fvmx05C6urPVxc3PDkydPEBYWhtzcXJiamqKoqKjJvAvEHSwWC5aWllBSUkKXLl2gqKhIPeDm5ubo1q0bWrduDW1tbTpTJqwH/eOPP+Dm5kZjlQtfg56enjTPvr6+OHPmDKqrq7Fr1y6R+N3iGD9+PJX3COquPsJmrLKyMvj4+GDDhg3o0KFDo/tual/NoaamBsnJyYiIiEBaWhqePHki0UInCeH7k4GBAXr16oWHDx8C4N9bO3XqhDZt2sDb2xtXr16FhoYGOnXqhDt37tDrrlOnTlIfLz4+HuPGjQPAb5vKyspi25CcnBzc3d1x+vRp1NTU4OzZs39K7NLSkTri2Hf/3zH9XXh6euLnn39GQkICiouL6XZCCI4dO0YD/gu4efOmiLmKSNDK+fj4YMmSJXB2dkbv3r0lXlRr166Ft7c3IiMjMWLECKSnp4MQAmNj4wZTpcILQRqjsUYpTvuYkJCAuLg4pKSkoG3btrSTkAZ/f39MmDChQUMlhGDjxo3Ugyzg3LlzTd4gJNXpggUL4OTkhOPHjyM/Px+Ojo6N7sfY2Bjp6eliG1pj51dcHYlLP2LECOpGFkZRUbGBL1sYbW1tjBs3DmFhYejSpQuKi4sl5sfQ0BCWlpY4e/Ys3NzcsGPHDjg7OyM9PR3nzp3DnDlz4OrqioULF4rkTRLy8vK0bgVlq62tpa9jPD09sXTp0gbpPn78iPz8fOjp6YEQgjlz5lBhhoD6Hf7+/ftRVFSE9PR0yMvLQ0NDo9HraujQoQ3KmpOTg+3btwPgXzvdu3eHqqoqhg4diqFDh2LAgAFISkqCmpoa1X4CaHCcppSewt+p/z3h70yaNAnTp0+Hp6cnEhISRBb+Cd8X2rZti379+uHkyZM4fPgwfQ3h5uaGN2/ewMzMDDt27AAALFmyBEVFRfSVENC4xrO6uho+Pj4IDAyEt7c3/Y6amhqdEi8oKKCynMb21VzU1dVhamoKLS0tAPzXZDdu3ICJiQm9HpYuXQpjY2MkJiaK3Udj16c47SfAH/RER0fj9evXCAkJ+aK8C6Onpye2Dfn7+2Pz5s1QVVWFubl5k1Pp3zLfxEgaAEJCQrBw4UJquxLg5uaGjRs30gvqzp07YtO7urpi165ddMWw4J2doqIi3NzcMG7cuCYdr61atcKUKVNQV1eH2NhY6Ovro6ioiHbS1dXVyM7OhoqKCpSUlHDjxg0AkBgXWFj7mJCQgM6dOzf6tF1aWgoVFRW0bdsWubm5dP/S4OXlhZkzZzbojN3c3LBlyxa6WvXhw4f49OmTiB6zoKBArHzA2toaiYmJePr0KYD/1qlAIwlIdkgLM3HiROzevRs3b96k2/bt24fXr19LfX6FkZeXp+VxcXHB0aNH6Tv1d+/eiR1x1+fs2bP0mHl5eZCVlUXHjh0l5ufJkyfQ0tLC5MmT4enpibt37+LVq1do27YtgoKC8PPPP9OVvwIsLS2RmJhI/c4HDx4UUSvWR1ZWluooxXXQZWVlGD9+PH788UeoqKjAzc0Nu3btQllZGQDg5cuXKCwsFKv97Nq1K+Tl5XHlypUm60dcWSdMmEDz1r17d8THx9O29vHjRzx+/Bg9e/ZEr169cP/+fVRVVaG0tPRP/VKiMYSvwaZUpqGhoZg8eTLMzc3pbFBsbCwyMjJoB71jxw7Exsbi4MGDIu9/PT09sWfPHhBCcOPGDSgrK6Nbt24ghGDUqFEwNDTE9OnTRY4nSe/p6emJQ4cOoaqqCk+fPkVeXh4sLCy+qPzm5uZ4//49nb2Ij4+HkZERLC0t6Xny9PTE0KFDcf36dbrmB+CvM7l3757I/enhw4d4/vw5fTi9dOkS3r17h4qKCpw4cYJa27y8vHDhwgWkpaU1uNc0hYuLC7Zs2QKAv1bmw4cPEtuQo6Mjbt++je3bt8Pf3/+L6uhb4ZvppNXV1TFlypQG2xcsWIDq6mqw2WyYmJhgwYIFYtO7u7vD09MTZmZm4HK5iIiIoJ8FBgZCRkZGKuG7jIwM5s+fjzVr1kBBQQFHjx7FrFmzwOFwwOVyqct2586dGD16NKytrUEIaTDVCfAXsdy6dQtsNhuzZ89u8mbi7u6OmpoasNlsLFiwAFZWVk3mV4CSkhJmzZrVQCsZGhoKIyMj8Hg8+pRdU1MDLy8v6OrqgsViYdy4cWI7jy5dumDbtm3w9vYGh8OhjWXmzJmYM2cObG1tpXIvq6mp4dChQ/j555+hr68PQ0NDJCcno0OHDlKfX2FGjx4NNpuNwMBAGBkZYfny5XB1dQWbzUa/fv0a1VoK2Lt3L/T19cHlcjFs2DDs378fsrKyEvMTExMDExMTcLlc5ObmYvjw4bh37x5dYLVixQrMnz9f5BjdunXDqlWr4OTkBA6HAx6P90XTdoKFPhYWFujZsycd6bm6umLo0KGwtrYGi8XC4MGD8fHjR3Tq1Am2trYwMTHBjBkzEBgYiFu3bsHMzAz79++HgYFBo8cTV9b6pKenw8zMjC6eDA0Nhbm5OXr06AE/Pz96fkxNTZtdXmlYvHgxfH19YW9vj86dOzf63d69e6NDhw6NPqSPHTsWb968gbW1NbhcLn1I6t+/P7S0tKCjo4OwsDD607Zr165h7969iI+PB5fLBZfLxblz5wDwF+5dunQJurq6uHTpEmbPng2AP6Pk5+cHIyMjuLu7Y/PmzXSmZ+bMmVT9qa6uTmcG0tLSoK6ujiNHjmDMmDEwNjYGwH+gi4iIgIuLC1gsFgghVOcpTJs2bXDmzBls3LgRurq6MDIyQnR0NLp27Yrx48ejtrYWLBYL/v7+iI6OprMWdnZ2GDZsGLhcLnx8fKjfXkFBAU5OTvDz8xOZpbK3t4evry8uX74MdXV1+vOyhQsX4tSpUwCAX3/9FVeuXAGLxULv3r2RnZ0tsQ3JyspiwIABOH/+/D/+Z12MqhJAREQESktLsWzZsq+2z7KyMroyNjw8HAUFBSIrHxkYGFoGr169gqOjI3JzcxuskmZoSHR0NG7duoVNmzY1+Kyurg48Hg9HjhyBrq7u35C7bxNGVdkIXl5eePz48VfX/p09exarVq1CTU0NevXq1exFGwwMDH89e/bswbx587Bu3Tqmg/6T3L9/HwMGDKCzcAxfB2YkzcDAwMDA8DfS2EiaeXRkYGBgYGBooTCdNAMDAwMDQwuF6aQZGBgYGBhaKEwnzcDAwMDA0EJp8Z3069evERAQAG1tbaq8e/jwIV69eoXBgwcDADIyMuhvEP8sVVVV6Nu3L7hcLhUiCBDWNX5tmqsCbIzGlJCSePDgARwdHamacfTo0V8lLwD/t5BxcXFfZV+Ojo7Q19cHm82GgYEBJk6cSMNFNoa0+sr+/fvT/YmTS0iivLwcgYGBVJZhZ2dHg4h8i8yYMQMGBgZgs9nw8vISqWNxOsXy8nJ4eHjAwMAAxsbG9Le/AL9N+fv7Q0dHB5aWliIRz3bv3g1dXV3o6uqKxAnYtGkTdHR0ICMjI6JgJRLUkJWVlbCwsACHw4GxsTGViYhD0j3laxISEoKuXbt+tTbN8C+mfjBv4X9/t6qyrq6OWFlZkS1bttBtd+7cocHtBURFRZEJEyZ8lWOmpKQQBwcHsZ99DV2jJL5EHyiJpgLZi8PV1VVEcnH37t2vkpevjUBOQQhf7jB9+nSJ50uYL9FXNifNypUrybRp0+jfubm5pLKystnH/CtpjpoxNjaWfn/mzJlN6hQ/ffpE4uPjCSH882JnZ0fOnTtHCCFk8+bNZMyYMYQQQg4ePEj8/PwIIXwhi6amJikuLibv3r0jmpqa5N27d4QQQm7fvk2ePn3aQCAiSQ1ZV1dHPn78SAjhSzAsLCxISkpKg3JJe0/5syQmJpL09PSv1qYZ/tl8s4KNK1euQF5eHmPHjqXbuFwu7O3t6cjz8+fPWLhwIWJiYujoV1dXl4bDq6urg46OjsjTOCBeE1lYWIigoCBkZGSAy+VS7V1jEEKoipLFYtHRt7+/v8joPjg4GMeOHZOohhQmPz8f9vb24PF44PF4NIpZQkICHB0dMXjwYBgYGCAwMJCGp7xw4QIMDAxgZ2eH33//vZk13VAtKAi/Kim/BQUFcHBwAJfLhYmJCZKTk1FbW4vg4GBaF+vXr6dlF8xAXL58GaampmCxWAgJCUFVVRUAvnJv0aJFVJeYm5vbZJ4VFBSwZs0aPH/+HJmZmQDEaynF6SslKT81NDQaXCviyiqu/gRhKAFAX18frVu3bjBDEhERQaNFOTo6Ytq0aXBwcIChoSHS0tLg7e0NXV1dGlkpPz8fBgYGCA0NhYmJCQIDAxEXFwdbW1vo6upSlaEkPWh9ZeuwYcNEVJSBgYE04pMwrq6ukJPjh1GwsrISUTOK0ym2bdsWTk5O9LzweDyRNAI14+DBg3H58mUQQhAbG0slOCoqKujXrx8uXLgAADA1NYWGhkaDfElSQ8rIyNCZj+rqalRXV4uNK9/YPUVSW05ISICDgwO8vLxgZGSEsWPHoq6uDjt37sS0adPofrZv305DgDo4ONAQo5IoKyujKkg2m03vD/XbUE5Ojkh40Pz8fKr+ZPjnI3UwkyvR21D47MlXPXjXXlpwCpY8rZqVldWk31lBQQFLly4ViYCTm5uL/fv3Y+rUqYiLiwOHw2kQGnDRokUwNTXFiRMnEB8fj+HDh9NYvREREThz5oxUZfj999+RkZGBzMxMvH37Fubm5nBwcEBAQABiYmLQv39/fP78GZcvX8aWLVuwc+dOKCsrIy0tDVVVVbC1tYWrq6vIDaVr1664dOkSFBUVkZeXhyFDhtDA/3fu3EF2dja6d+8OW1tbXLt2DWZmZggLC0N8fDx0dHS+KJbttGnT4OzsDBsbG7i6umLkyJHo2LGjxPz+/vvvcHNzw7x581BbW4vy8nJkZGTg5cuXyMrKAoAG09CVlZUIDg7G5cuXoaenh+HDh2PLli2YOnUqAKBz5864ffs2fvvtN0RERNC4yY0hKysLDoeD3NxcKCgoICYmBteuXYO8vDzGjx+P/fv3Izw8HJs2bRLxBu/atQuqqqqoqKiAubk5fHx8JMpVDhw40KCs9QkJCYGrqyuOHj0KFxcXjBgxQqqADgoKCkhKSsKvv/6KQYMGIT09HaqqqtDW1qYdwKNHj3DkyBFs27YN5ubmOHDgAK5evYpTp05h5cqVOHHiBAwMDJCUlAQ5OTnExcVh7ty5OHbsGAAgJSUFd+/ehaqqKhITE7F+/XoMGjQIpaWluH79epPhaHft2kWvqZcvX4qEo1VXVxfxqwP883769Gkaxvfly5fo0aMHAEBOTg7KysooLi4W2S5pX/WRlKZbt25UQPLo0SNMmDABlpaWDdI3dk+R1JYB/kPQ/fv30atXL7i7u+P3339HQEAA2Gw21qxZA3l5eURFRYl96JbEsmXLoKysjHv37gHgi3nEtaGOHTvi8+fPNGZ6TEyMiE+Z4Z9Nix5JfykhISHYs2cPAP4NRlxM3sY0kc3h6tWrVOmopqaGPn36IC0tDT/88APi4+NRVVWF8+fPw8HBAW3atJGohhSmuroaYWFhYLFY8PX1xf379+lnFhYWUFdXR6tWrcDlcpGfn4/c3FxoampCV1cXMjIyCAoKanY5Ro4ciZycHPj6+iIhIQFWVlaoqqqSmF9zc3NERUVh8eLFuHfvHpSUlKClpYUnT55g0qRJuHDhQgNZyIMHD6CpqQk9PT0AfOG9QM0IgJqCvlTN2JiWsj7NUX6KK2t9uFwunjx5ghkzZuDdu3cwNzdHTk5Ok3kXVjMaGxtTBaOWlhY1ImlqaoLFYqFVq1YwNjaGi4sLZGRkRNSMjelBhZWtffr0waNHj1BYWIiDBw/Cx8eHjpjFsWLFCqrRBJrWKdbU1GDIkCGYPHkyNTBJStPUvsTRWBqBgOSPP/5Aamoq7eikRVJbBvjtTktLC7KyshgyZAiuXr2Kdu3awdnZGWfOnEFubi6qq6sbCIAaIy4uDhMmTKB/q6ioSGxDfn5+OHz4MAB+7PR/ulSC4b9IPZJubMT7V2FsbPxFC7V69OgBNTU1xMfH4+bNm9TkIsyX3CDEIW4/AN+u5ejoiNjYWMTExGDIkCH0++LUkMKd0vr166GmpobMzEzU1dVBUVGRfiZJzyhN3keOHIk7d+6ge/fuYhfade/eHSEhIQgJCYGJiQmysrIk5hcAkpKScPbsWQwbNgwzZszA8OHDkZmZidjYWGzevBmHDx/Grl27mqyr+mUTLpc4ZaAwtbW1uHfvHgwNDVFYWChRSylMc5WfDg4ODcqqpKSEJUuWAOAbkszMzNC+fXt4e3vD29sbrVq1wrlz5+Dv7/8/UTM2pgcVVjMCoMKQQ4cO0fMj7trYvXs3zpw5g8uXL9Prqymd4ujRo6Grq0tnR4TTqKuro6amBqWlpVBVVYW6ujoSEhJE9tWU1lQanWPHjh3h6OiICxcuQFlZGQMHDgTAl2Q0dk9p7PpsTM24cuVKGBgYNGnRE3e8+vtVUVER24b8/f3h6+sLb29vyMjIMGE3/0W06JG0s7MzqqqqqKcW4Ftf6vtP66v3AH7jCQoKamBjEdBcTaQkHBwcEBMTg9raWhQVFSEpKYm+PwoICEBUVBSSk5NpJydJDSlMaWkpunXrhlatWmHv3r1NmqQMDAzw9OlT+g794MGDYr8XFRUlcSX8hQsXaJ5ev36N4uJifP/99xLz++zZM3Tt2hVhYWEYNWoUbt++jbdv36Kurg4+Pj5YtmxZAzWjgYEB8vPz8ejRIwB801RjakagoTJQmOrqasyZMwc9evQAm81uVEsprK9srvJTXFm9vLyo8s/MzAzXrl2jHvHPnz/TqVE1NTUUFhaiuLgYVVVVUr9GaS7N0YMGBwdjw4YNAECtSfWvjQsXLmD16tU4deoU2rZtS9M2plOcP38+SktL6b7/j73zjovi+P//C0EEFTA2LEQR7mjXkaMqvetXUSwgoajYEDX6kUhsMVijxvgxGolRVAxGon4QIxoFsRtRxIIiGkAUBRtRSlDq/P64383nDu6Ow5gEP9nn48Ef3O7Mzuzu7OzM7r6fsmmkU+oHDhyAu7s7NDQ04OPjgxMnTuDly5d4+fIlTpw40areUJka8vnz5/TxyuvXr5GRkQELCwt8+OGH9DhNnz5d5TVFVVu+fPky7t+/j6amJiQnJ2PIkCEAJLrRkpIS7N27l96Iq4u3t7ecpOLly5dK25CpqSk0NTWxfPlyZhT9D6Ndd9IaGhpISUlBeno6TE1NweFwsGzZshZ3zm5ubsjLy5P7bGrEiBH0xQxFtFUTKWXatGkwMjKCkZERHBwcMGrUKPD5fAgEAri7u2Pt2rXo06cPAEkjPHv2LDw9PakiUpkaUpaoqCjs3r0b9vb2uHfvXouRUHN0dHSwbds2DBs2DEOGDMHAgQPVqossJ06cAJfLhUAggI+PD9atW4c+ffooLe/p06chFAohEolw8OBBzJkzB48fP6afcUVERLQY0ero6GDnzp0YO3Ysnb6VfYFHXUJCQqgq8vfff6cvQqnSUsrqK9uq/FRU1+YUFhbCxcUFPB4PIpEINjY2CAwMRMeOHbF06VLY2dlh+PDhrWog35a26EENDQ1haWmpcuQXHR2NqqoqeHl5QSgU0uOkTKf46NEjrFy5Enl5ebC2toZQKKQ3VpMnT0Z5eTlYLBY2bNiANWvWAAC6d++OJUuWQCwWQywWY+nSpXRaftOmTTAyMsKjR4/A5/MRGRkJQLkasqysDG5ubuDz+RCLxfDy8lL4GaKqa4qqtuzg4IDY2FhwuVwMGjQIo0aNonmOGzcOTk5O+OCDD+hvwcHBcHBwwN27d2FkZIQdO3YAAOLj4xEfHw9AclPz8uVL2u5OnTqlsg2NHz8e33//PfM8+h/G/6xgIzs7G3PnzlX4Ji4Dwz+Zmpoa8Hg85OTkKPScM8hz+vRplS+TDh8+HHPnzoWHh8dfXDKG/xX+cYKNNWvWIDAwsNVnkwwM/zSk08CzZs1iOug/yKtXr2BmZgZdXV2mg2b40/ifHUkzMDAwMDC8D/zjRtIMDAwMDAz/CzCdNAMDAwMDQzuF6aQZGBgYGBjaKUwnzcDAwMDA0E5p9520pqYmhEIh/WtLuMji4mLs3btX6bJ3oZF79eoV/VbzzyYhIYEG4+dyuXKihD+Ko6PjO8mnuLgYurq6EIlEsLS0hK2trVrfoKurG83Ozsbs2bMBSIJ2REdHq122S5cuwc7Ojuo4paKL95GSkhK4ubnB0tISHA4H//73v+my3377DV5eXmCz2fDy8qJBVtLT0zF48GDweDwMHjwYmZmZNM3Vq1fB4/HAYrEwe/ZsGn1LlWbS19cX3bp1a/E9cls1k4o4duwYbGxsYGlpCQsLC8yfP/8P7a/m5Ofnw8HBAZ06dcL69evfad4MDO+U5los0o5UlYS8nWKQEImWT5Wy8V2pId+lYlIVJSUlxMTEhLx69YoQQkhVVRUpKir607fbVprvj8LCQiIQCEhCQoLKdG+jG21rGjMzM3L9+nVCCCENDQ3k9u3bbdreX4G6OsnS0lJy9epVQgghlZWVhM1m0/rExMSQ1atXE0IIWb16NdVM5uTkkMePHxNCCMnNzSX9+vWj+YnFYnLx4kXS1NREfH19W9VMEkJIRkYGOXz4cIs21lbNZHNyc3OJiYkJuXPnDt0nW7ZsUWu/qMvTp0/J5cuXycKFC8m6devead4MDG3lvVVVKuPNmzdU8SYSiXDq1CkALbV8sbGxOHfuHIRCIdUmtoarqys1Tr148YLq8nbt2oWRI0fC19cX5ubmNG5zbGwsCgsLIRQKERMTo1J3p0wzqQ7Pnj2Dnp4e1fF17doVgwYNAiCJduXr64vBgwdj6NChVPO4f/9+Gs1IavO5ffs2VTny+bg+SGAAACAASURBVHwqlpDm+67Lb2Jigg0bNmDTpk0AgN9//x2TJk2CWCyGSCRCamqqQt2oMvXi6dOnFUaSUlRXRfuwb9++ACQzNFZWVgAk0edkR1NcLhfFxcVqayKXLVuG8PBweHt7w9jYGP/5z3/wySefgMfjwdfXl4YjjYuLg1gsBpfLxdSpU+n+c3V1xcKFC+Hi4oKVK1di0KBBNE1lZSWMjY3p/1L69u0La2trAJKwuJaWltQgJauGDA8Px6FDhwBI9I/SaH0cDgdv3rxBbW0tysrKUFlZCQcHB2hoaCAsLIymUaaZBAAPDw+FspG2aiabs3btWixatIhGZ9PS0kJUVBQASYhWDw8PGgb24cOHACShTqdPn46hQ4fCzMyMBh4ZOnSonP3MyckJN2/eRO/evSEWi9GxY8cW25flypUrcHR0hEAggK2tLaqqqhS2oQULFsjNqC1btgxffvmlyrwZGNRBbcHGsWPH8OTJk3e68T59+sDPz0/lOlIPMCCxAaWkpGDLli0AgNzcXOTn58Pb2xv37t0DIK/lay1SUFuRmnU6d+4MsViMYcOGYc2aNbh16xa9EBw8eFCp7k6RZlIaA7g1BAIBDA0NMWjQIHh4eGD06NFUHDB16lTEx8eDzWYjKysLUVFRyMzMRFxcHI4fP47+/fvTuMbx8fGYM2cOQkJCUFdX1yKEpCpd39uW39ramt44rFy5Eu7u7khISMCrV69ga2sLT0/PFrrRyspKpepFRSiqa3Pmzp0Lc3NzuLq6wtfXF+Hh4XLyEkWoo4kEJDdKp06dQl5eHhwcHHDw4EGsXbsWo0aNQlpaGgICAhAdHY2lS5cCkEgujhw5Qo/hq1evaEz64uJimmbfvn00vKgyiouLce3aNapmfPr0Kb0Z6du3L41lLsvBgwchEonQqVMnPH78WM4lLquMVKaZbK5+VQdVmklZbt26hX/9618K84iOjkZYWBjCw8ORkJCA2bNn02NQXFyMM2fOoLCwEG5ubigoKEBkZCR27dqFjRs34t69e6itrVXbxVxXV4fx48cjOTkZYrEYlZWV0NXVVdiGgoKC8PHHH9ObiR9//JG6sRkY/gjtfiStq6tLA+SnpKQAkNdMWlhYYODAgbSTltXyvWu8vLzQo0cP6OrqYvTo0Th//nyLdVrT3TXXTKqLpqYmfv75Zxw4cABmZmaYO3culi1bhurqaly8eBFjx46FUCjEtGnT6OjEyckJERER+O6772hn7ODggFWrVuGLL77AgwcPoKur+6eXX3bEfeLECaxZswZCoZDap6SjIVlUqRcVoaiuzVm6dCmys7Ph7e2NvXv3wtfXt9Wyq6OJBAA/Pz907NgRPB4PjY2NNG/Z9U6dOgU7OzvweDxkZmbK1UlWmhAZGYmdO3cCkIgvVMXYrq6uRmBgIDZu3Ki2IOb27dtYsGABdR8rmhGR2plULWsr7yKvX375BRMmTAAgudGRbYPjxo1Dhw4dwGazYWJigvz8fIwdOxZHjhxBfX09EhISEBERofa27t69i759+0IsFgMA9PX1oaWlpbANiUQiPHv2DKWlpbhx4wY++OADDBgwoE11Y2BQhNoj6dZGvH8lqqZZW5NRtIaWlhZVCzbXCirT1albNmWaSSklJSVyWr3m8gkNDQ3Y2trC1tYWXl5emDhxIubNm4du3brJTelJiY+PR1ZWFtLS0iAUCnH9+nVMmDABdnZ2SEtLg4+PD7Zv3w53d/e3Ln9WVhamTZsGQDKaVTRKuXbtGiwtLWn+Bw8ehLm5udw6WVlZcv+rUi8qQlFd58+f30K/aGpqihkzZmDKlCno1asXysvL5Y45IH/c1dFEyq7XoUMHdOzYkZ4b0vXevHmDqKgoZGdn48MPP8SyZcvktiN73jo5OdFRYWNjI7hcrsJzo76+HoGBgQgJCaEubkAi0CgrK0Pfvn1RVlaG3r1702WPHj3CqFGjkJiYCFNTUwCgIgvZdaTT4so0k2+DMs3kli1bqJXq6NGj4HA4uHr1KgQCQat5yrZBRe2zc+fO8PLyQmpqKn788Uf6KEsdiAKVJAClbWjMmDE4cOAAnjx5gqCgILW3w8CginY/klaErGby3r17ePjwYYuLPqBYYdkaxsbGuHr1KgC08M6mp6fjt99+w+vXr3Ho0CE4OTm12IYq3V1rNNfqyVJaWir3Nuz169cxcOBA6OvrY9CgQdi/fz8AyYXlxo0bACRTsHZ2doiLi0PPnj1RUlKCoqIimJiYYPbs2RgxYgRu3rwpt522lt/Ozo6WecSIES2WFxcXY/78+Zg1axYAiarz66+/pjcD165dA9DyWLVFvaisrs31i2lpaXS7v/76KzQ1NdGtWzcYGxvTfZuTk4P79++3ur22Iu2Qe/bsierq6lY96WFhYQgODqaj6ObnBiEEkydPhqWlJebNmyeXVlYNuXv3bowcORKAZEp92LBhWL16NZycnOj6ffv2hZ6eHi5dugRCCBITE2kaZZrJt0GZZnLmzJm0bv369UNMTAxWrVpFZ8eampqwYcMGAJKvEPbt2wcASEpKknvcsn//fjQ1NaGwsBBFRUX0mhAZGYnZs2dDLBa36QbDwsICpaWldCapqqoKDQ0NSttQUFAQ9u3bhwMHDmDMmDFvtY8YGJrzXnbSUVFRaGxsBI/Hw/jx47Fr1y65EY8UPp8PLS0tCAQChS+OSTVy0r/9+/dj/vz52Lp1KxwdHeU+HwGAIUOGIDQ0FEKhEIGBgbCxsUGPHj3g5OQELpeLmJgYlbq7P0J9fT3mz58PCwsL+nKV9LObpKQk7NixAwKBABwOh36aFRMTAx6PBy6XC2dnZwgEAiQnJ4PL5UIoFCI/Px9hYWFy23kX5S8sLKSfYI0bNw6zZs2inc2SJUtQX19PPyNbsmQJgJa60baoF5XVtTl79uyBubk5hEIhQkNDkZSUBE1NTQQGBuK3336DUCjE1q1bYWZm1qb6qkO3bt0wZcoU8Hg8BAQE0ClUZYSEhODly5dKHcUXLlzAnj17kJmZST9PlN6MxMbGIj09HWw2G+np6YiNjQUg+TSqoKAAy5cvp2mkz6u3bt2KyMhIsFgsmJqa0pkzZZpJQPJS1tixY3Hy5EkYGRnh+PHjANqumWwOn8/Hxo0bERwcDEtLS3C5XPoIZ9OmTdi5cyf4fD727Nkj9+mZubk5XFxc4Ofnh/j4ePq+weDBg6Gvry/32ODJkycwMjLChg0bsGLFChgZGaGyspKWs7S0FNra2khOTsasWbMgEAjg5eWFN2/eKG1DHA4HVVVV6N+/f4vn7AwMbwsj2FCTXbt2yb3YxMDwZ3LgwAGkpqZiz549f3dR3gsiIiIwfPhwhSPY0tJSuLq6Ij8/Hx06vJfjEob/cVQJNtR+Js3AwPDXMGvWLBw7dkyt4C4MqklMTMSiRYuwYcMGpoNmeC9hRtIMDAwMDAx/I4yqkoGBgYGB4T2E6aQZGBgYGBjaKUwnzcDAwMDA0E5hOmkGBgYGBoZ2SrvvpFeuXAkOhwM+nw+hUEgjU9XX1yM2NhZsNhtcLhe2trY4duwYAEmoxGnTpsHU1BQcDgfOzs403aNHjzBy5Eiw2WyYmppizpw5qKuro9u7fPkyXF1dwWazYW1tjWHDhiE3N1euTDt37qTfmWpra4PH40EoFNLvUf8MtmzZQgO4JCQkKI2jfuHCBTkd4/Lly99ZGSZOnEhFF38UIyMj+l0zh8PB0qVLUVtbqzLNb7/9hvj4+FbzbmxsxNChQwFIYm9LY7+rQ1lZGfz9/SEQCGBlZaUwQMv7RFBQEMzNzcHlchEZGUmjpBFCEBUVBRaLBYFAQCPWPXjwAK6urrCysgKHw5H75LC8vBweHh5gs9nw8fFBRUUFXbZixQqwWCxYWFggIyOD/h4bGwsjIyN069ZNrlynTp2CSCSClpYWjb0tpbi4GJ6enrCysoKVlZVclDJZ8vPz4efnBzabDUtLSwQFBSmMU/62NDU1wcfHB926dUNAQMA7y5eBoU0012LJ/v3dqsqLFy8Se3t78ubNG0IIIc+fP6eqvQULFpCwsDC67MmTJyQ5OZkQQsj48eNJbGwsaWxsJIRIdIlHjhwhTU1NRCwWU21iQ0MDmTRpEpk/fz7NY+DAgeTChQu0DOfOnSMpKSlKy9hcxyeLutrBtuLk5ESuXbumcJmpqSnJzc0lhLRfHSMhhPTv35+8fPmSEEJIRUUFGTduHJk0aZLKNL/++isRCARt2k5b00yaNIls3ryZ/n/jxo02be+voC3nVVpaGmlqaiKNjY1kzJgxZNu2bYQQQlJTU8nw4cMJIZJz3NHRkRBCyOPHj+m5VVFRQUxMTMjdu3cJIYTMnTuXah2XL19OFi5cSAiR7CORSERqa2tJQUEBYbFYtO1dvHiRlJSUEAMDA7lyFRUVkZs3b5Lg4OAW7WvIkCHk5MmThBCJkrWmpqZFvWpqaoipqSlJS0ujv2VkZJC8vDy1901rNDU1kYyMDJKSkkJGjhz5zvJlYGiOKlVlu+6kDx48SC8ksvz++++ke/fupKKiosWygoICYmxsTBoaGlosy8jIIEOHDpX7raKignTv3p38/vvvZPHixWTp0qVtKmPzTnrRokVk6tSpxNPTk3z00UekoKCADBkyhAiFQmJtbU0uXbpECCEkPT2duLu7k1GjRhEzMzMSGhpK85g/fz6xtLQkPB6PuoAXLVpEvvrqK7Jv3z7SpUsXYmZmRgQCAamtrZUrj76+vsKbhqqqKhIeHk7EYjERCoXk8OHDhBBCbt68SWxsbIhAICA8Ho8UFhaSyspK4uvrS/h8PuFwOGT//v2EEPmbgz179hAul0s4HA759NNPCSGSzsPAwIAsWLCA8Pl8Ym9vT54+fapwv8l20oQQ8urVK9K1a1fqy169ejURi8WEx+ORzz//nBBCSGBgINHR0SECgYAsWLCAVFRUEDc3NyISiQiPxyM//fSTXDkIke+kFdW1OX5+fuTQoUMtfk9PT5e7UE+bNo3s2bOH1mXhwoXEzs6O2NjYkKtXrxIvLy9iYmJCO8X09HTi6upKAgMDCYvFIosWLSK7d+8mNjY2hMfjkfv37xNCCDl06BCxtbUlQqGQeHl50f3X/LxycHCgN2OEEGJra0tu3bqlcF9LWbt2LT2/J02aRH788Ue6zMTEhDx79qxFGn9/f5KZmdlinYcPHxIrKytCCCFxcXFk7dq1NI27uzu5fPky/V/2eDQnJCRErpO+ceMGcXFxUVkPQgj59ttvycSJExUuq6mpIWFhYYTL5RKRSETOnDlDCCHku+++IwEBAcTb25uYmZmR5cuXE0IIiY2Nlbsx++STT+T81c2PfXPKysrIiBEjCI/HI3w+n1y6dElhGzp8+DAJDg6WyzcgIKDVujL876Oqk1Y7mMmSXx/hVvXrdzqK53bVxXK2kdLl3t7eiIuLg5mZGTw9PTF+/Hi4uLigoKAAAwYMUGj9uX37NoRCITQ1NRUua/7dt76+PgYMGICCggLcvn2bunP/CNeuXcPZs2eho6ODmpoapKenQ0dHB/n5+QgPD6dT7zk5OcjLy0Pv3r1hb2+PS5cuYdCgQTh69Chu374NDQ2NFtrF8ePH4+uvv8bmzZsVTuN+/PHHYLPZcHNzg5+fH8LCwtCpUyfExcXB19cXu3btwsuXL2FnZwcvLy988803mD9/PsaPH4/a2loQQpCamgpjY2P6+EB2WhOQPDJYvHgxsrOzYWBgAE9PTxw5cgS+vr6oqKiAi4sL1qxZg3nz5iEhIUGtxwAGBgYYOHAgCgoK8PTpUzx8+BBZWVkghMDf3x8XL17EmjVrUFBQQKdm6+vrkZqaCj09PTx79gxOTk4KXdNSFNW1OdHR0ZgwYQKsra3h6emJiRMnqhXi0djYGJcuXcKsWbMwefJknD9/HtXV1RAIBJgyZQoA4MaNG7hz5w4MDAxgbGyMqKgoXLlyBV9++SU2b96M9evXw9nZGSNGjICGhgbi4+Px5Zdf4osvvgAgf17t2LEDu3btwvr165GXlwdAEpZSGXV1dUhKSsLWrVsBKNdG9urVi/5WVFSEW7du0RCm5eXldHn//v1pqM7Hjx/LCVCkebUW+lQR9+7dg76+PgICAvDgwQN4e3tj9erVLQKR3Lp1q0VblrJp0yZoa2sjNzcXt2/fhr+/P/WmS3Wz2traEIvFGD58OCIjIxEUFISZM2eisbER+/fvp/H71WHmzJnw8vJCdHQ0GhoaUFNTg6NHj7ZoQ7q6uoiKisLr16+hq6uL5ORkOfsZA4Mi2vUz6a5du+Lq1avYtm0bevXqReN0vy1EidVG2e92dnawtLTEnDlz2rSdkSNH0rjBtbW1mDx5MrhcLoKCgugFFQDs7e3Rt29faGpqUvVj9+7d0aFDB0yZMgUpKSlttnp9/vnnuHLlCjw9PZGYmIhhw4YBkCgiV65cCaFQCDc3N6qIdHR0xIoVK7B27VqUlJRAR0cHfD4fP//8M2JjY3HhwgUYGBjIbSMrKwvu7u7o2bMnOnbsiAkTJuDs2bMAJGpRadznwYMHt0nHKe00T5w4gWPHjkEkEsHa2hoFBQVUttB8/QULFoDP58Pb2xslJSUt4q3LoqiuzfH390dhYSEmT56MvLw8iEQilJeXt1p26bNrHo8He3t7dOnSBYaGhujQoQOqq6sBSM4nQ0ND6OjowMTEBD4+PjSNdD89fPgQ3t7e4PF42LBhg5zOUva8CgoKQmpqKhoaGpCQkKBSZwlIzFmenp5wcHCg+645sm2gsrISgYGB+Prrr9G1a1eFef4ZOsuGhgacO3cOGzduxOXLl5Gfn9/m0KiyKlsOh4N+/fqhoKAAgETw8sEHH6BLly4ICAjA+fPnYWpqCj09PeTm5uLYsWOwtbXFBx98oPb2Tp8+TU1wWlpa0NfXV9iGtLW14eXlhbS0NNTX1+P48ePUbMbAoAy1R9KqRrx/JpqamnB1dYWrqyt4PB52796NcePG4eHDh6iqqoKenp7c+hwOBzdu3EBTU1OLu28Oh4ODBw/K/VZZWYmSkhL6kllOTg41AGVlZeHAgQM4cuRIm8os27F++eWX+PDDD/H999+jvr5e7oKnSP3YsWNHZGdnIz09Hfv27cPWrVtx4sSJNm2fxWJRiUGPHj1QUVEBQggOHTpE9YRSzMzM4ODggLS0NHh5eWH37t1wdnZGdnY2jh49ipiYGAwfPhwLFy6kaRRdlKVoa2u3qFNdXR01aY0ePRpLly5tka6iogIlJSVgs9kghGDx4sWYPHmy3DrSC62UxMREVFRUICcnB1paWjAyMmqhF5UlNDS0RV2vX7+OhIQEAJKbg969e6NHjx4ICQlBSEgIfH19cf78eRgYGCjVWQLyqsrmekvpy1rqaC9nzpyJhQsXwt/fHxkZGXJCC9nzqkuXLnB1dcXhw4dx8OBBOrvg6emJFy9ewN7enr5kt2TJElRUVGD79u00vVQbaW9vD0BeT1lXV4fRo0cjIiJC7sW5Hj164Pnz5+jVqxceP35MxSvKFJRvg5GREQYPHgxjY2MAQEBAAHJycsBmsxEVFQUAWLVqFTgcTgu9qRRV56cy3ezkyZOxa9cuFBcX0w63LTTP19LSUmEbGj9+PHbs2IHOnTvDwcHhD6t1Gf73adcj6bt379JpKuC/esbOnTtj8uTJmD17Nn0zu6ysDN9//z1MTU1hY2ODzz77TE5LmJqaCg8PD9TU1CAxMRGA5C3gf/3rX4iIiEDnzp0xc+ZM7Nq1CxcvXqTbrKmp+UN1qKioQN++faGhoYHdu3ervIAAEh1eZWUlhg8fjq+++oqqHGVRpeCU1THeu3cPnTp1gp6eHnx8fLBp0ya6njTfoqIisFgszJkzB8OGDcPNmzfx+PFjdO3aFaGhoZg3b56cIhOQzACcOnUK5eXlaGhowL59++Di4qK0Ttra2lRFqKiDrqqqwowZMzB27Fjo6+vDx8cHO3bswO+//w5ActF/8eKFQp1l7969oaWlhfT0dDx+/FhpGZTVdfbs2bRsvXv3xsmTJ/H6teSxTmVlJe7fv48BAwZg4MCBuH37Nurq6vDy5UtkZmaq3NbbIlV0EkKoIlIZkZGRiI6OhqOjI53tyMjIwPXr12kHHR8fj9OnTyMpKUnuplWqjQQkI09DQ0P06tULhBBERERAKBS2mEFSpsAcMWIEfvjhB9TV1aGwsBAPHjxQOhXdGvb29nj27BmdvcjMzISVlRUcHR3pcfL390doaCjOnDmDn3/+maY9evQo8vLy5FS2d+7cQVlZGVgsFgDJjdirV69QU1OD1NRUquwMDAzETz/9hOvXr8PT07NNZXZzc6P7u7GxEZWVlUrbkIeHB7KysrBjxw5mqptBLdp1J11dXY3w8HBYWVmBz+cjLy8Py5YtAyD55KNXr16wsrICl8tFQEAAfV62fft2PHnyBCwWCzweD1OmTEG/fv2goaGBlJQU7N+/H2w2G2ZmZtDR0cGqVasAAH369EFycjI+/fRTsFgsODo64sCBA4iOjn7rOkRHR2P79u2wt7fHgwcPFCo1ZamoqMCwYcOoKlLq0ZVl4sSJiIyMhFAolPt8DJDYuqQ6xoiICOzduxcdOnTAZ599hpqaGvB4PHA4HLof9+7dCw6HA6FQiKKiInz00Ue4ceMGxGIxhEIh1q5dKzeKBiSjnbi4OLi6ukIoFMLe3p5Oq7eFoUOH0ulhU1NTqi709/fHmDFjYG9vDx6Ph3HjxqG6uhqGhoawsbEBj8dDbGwsQkNDcfHiRdjY2NBjqgpFdW3OlStXYG1tDT6fD0dHR8yYMQMikQiDBg1CQEAAeDwewsLCYG1t3eb6qsOyZcswatQouLi4wNDQUOW6dnZ26Ny5s9Kp7sbGRkRHR6OsrAz29vYQCoVYuXIlAOD//u//0L9/f5iamiIqKgpbtmwBAJw5cwY//PAD0tPT6WeGUgXlwoULkZaWBjabjbNnzyImJgYAIBAIEBAQAEtLS/j7++Obb76hNwTz5s2DsbExKisrYWRkhBUrVgAAfvnlFxgZGSElJQWRkZHg8/kAJNPF69atg5ubG3g8HrS1tTFp0qQWdevcuTN++uknfPXVV2Cz2bCyssL333+PXr16YdasWXj9+jV4PB5CQkKQmJhIZ3iGDBmCCRMmQCQSITg4mL7XoaOjA2dnZwQHB8vdzDg4OCA4OBjHjx+HkZERTp48CQBYtGgRFaBs3rwZx48fB4/Hg42NDfLz85W2IS0tLfj5+SE9PR3+/v4qjy8DA8AINhgY3ltKSkrg5eWFO3fuvPUz4H8S27dvx61bt7Bx48YWy5qamiAUCnHo0CGYmJj8DaVj+CfDCDYYGP7H2LlzJxwdHbFq1Sqmg/6D5ObmwtTUFL6+vkwHzdDuYHzSDAzvIRMnTmz1jW4GeSIjIxX+zuPxcP/+/b+4NAwM6sGMpBkYGBgYGNopTCfNwMDAwMDQTmE6aQYGBgYGhnYK00kzMDAwMDC0U9p9J61MVenq6kq/BxYKhRgzZgxNk5iYSBWIVlZWWL9+PQAgIiICgwYNomkcHR0BSL4t7tWrF0QiEdXwyQY0UUVCQgJ4PB74fD64XC5SU1PfWd2l5fujFBcXQ1dXFyKRCJaWlrC1tW01UAYgCR4j/RZUFdnZ2Zg9ezYAyb5sy3flly5dklNrSr/ffh8pKSmBm5sbLC0tweFw8O9//5su++233+Dl5QU2mw0vLy+8fPkSAJCeno7BgweDx+Nh8ODBckFSrl69Ch6PBxaLhdmzZ9MgNbW1tRg/fjxYLBbs7OzkQq/6+vqiW7duLWKYb968GSwWCxoaGnKhUwkhmD17NlgsFvh8fovANbIcO3YMNjY2sLS0hIWFBebPn/+H9ldz8vPz4eDggE6dOtE2y8Dwj6e5cYO0IwuWKlWli4sLuXLlSos0R48eJSKRiK73+vVraiIKDw+nRidZdu7cSWbOnEn/z8zMJIaGhq1q70pKSoiJiQk1N1VVVZGioqK3qOmfy/379wmHw6H/FxYWEoFAQJWdymi+X9ShrWnMzMzI9evXCSHtV62prhqytLSUXL16lRBCSGVlJWGz2bQ+MTExZPXq1YQQieFLajfLycmh52pubi7p168fzU8sFpOLFy+SpqYm4uvrS44ePUoIIWTLli1k2rRphBBCfvjhBzJu3DiaJiMjgxw+fJgMGzZMrmw5OTnk/v37LaxtaWlpxNfXlzQ1NZFffvmF2NraKqxbbm4uMTExIXfu3KH7RNYU9S54+vQpuXz5Mlm4cCFVYjIw/BNQZcFq1yPpsrIy9OzZk0bp6tmzZ6sxgVevXo3169fT9XR0dKiFSF3c3NwwdepUbNu2TeV6z549g56eHo3H3bVrVwwaNAgAUFhYCF9fXwwePBhDhw5Ffn4+AGD//v3gcrkQCARwdnYGILFz2draQigUgs/n01Co0nwJIYiJiQGXywWPx0NycjIASWB/V1dXjBkzBhYWFggJCWk17CgAmJiYYMOGDTRM6O+//45JkyZBLBZDJBIhNTUVdXV1WLp0KZKTkyEUCpGcnIzLly/D0dERIpEIjo6OuHv3Li2HIvuUoroq2odSy5SmpiasrKwASCJvyY6muFwuiouLUVxcDAsLC0RGRoLL5SIkJAQZGRlwcnICm83G5cuXafrw8HB4e3vD2NgY//nPf/DJJ5+Ax+PB19cX9fX1AIC4uDiIxWJwuVxMnTqV7j9XV1csXLgQLi4uWLlyJQYNGkTTVFZWwtjYmP4vpW/fvjQSmZ6eHiwtLWmo0tTUVGpYCw8Px6FDhwAAIpGInqscDgdv3rxBbW0tysrKUFlZCQcHB2hoaCAsLIymkc1rzJgxOHnyJC23h4dHi3j20u1I42HLkpqairCwMGhoaMDe3h6vXr2iditZ1q5di0WLFsHCwgKAJHKWNJb2gwcP4OHhAT6fDw8P2tpZEwAAIABJREFUDzx8+BCAZOZq+vTpGDp0KMzMzGgM/KFDh9JY4wDg5OSEmzdvonfv3hCLxejYsWOL7cty5coVODo6QiAQwNbWFlVVVQrb0IIFC2gUO0ByTnz55Zcq82ZgaG+o/530sVjgSe673XofHuC3RuliZapKKSEhIdDV1QUAeHl5Yd26dSoVdgAQExNDQxNyOBwa47c51tbW+Pbbb1UWXyAQwNDQEIMGDYKHhwdGjx5NrTZTp05FfHw82Gw2srKyEBUVhczMTMTFxeH48ePo378/1VDGx8djzpw5CAkJQV1dHRobG+W285///AfXr1/HjRs38OLFC4jFYtrpXbt2Dbdv30a/fv3g5OSECxcuYMiQISrLLa2f9MZh5cqVcHd3R0JCAl69egVbW1t4enoiLi4O2dnZ2Lx5MwBJ53T27FloaWkhIyMDCxcubCEskUVRXZszd+5cmJubw9XVFb6+vggPD1dop5KloKAA+/fvx7Zt2yAWi7F3716cP38ehw8fxqpVq2hnVlhYiFOnTiEvLw8ODg44ePAg1q5di1GjRiEtLQ0BAQGIjo6m8cRDQ0Nx5MgRegxfvXqFM2fOAJA8MpCm2bdvHwIDA1V2JsXFxbh27Rrs7OwAAE+fPqU3I3379sWzZ89apDl48CBEIhE6deqEx48fw8jov1Ibqf4RkNdMamlpwcDAAOXl5ejZs6fK/aYIZcrK5nrOW7du4V//+pfCPKKjoxEWFobw8HAkJCRg9uzZ9BgUFxfjzJkzKCwshJubGwoKChAZGYldu3Zh48aNuHfvHmpra2lY0Naoq6vD+PHjkZycDLFYjMrKSujq6ipsQ0FBQfj444/pzcSPP/4oF+ubgeF9oF2PpFtTVSYlJdGg++vWrVMrz3Xr1tE0yjpoQLVJR4qmpiZ+/vlnHDhwAGZmZpg7dy6WLVuG6upqXLx4EWPHjoVQKMS0adPo6MTJyQkRERH47rvvaGfs4OCAVatW4YsvvsCDBw/ojYeU8+fPIzg4GJqamjA0NISLiwuuXLkCALC1tYWRkRE6dOhAdZfqIFu/EydOYM2aNRAKhXB1daUay+ZUVFRg7Nix4HK5mDt3rpxGURGK6tqcpUuXIjs7G97e3ti7dy98fX1bLfugQYPA4/HQoUMHcDgceHh4QENDQ075CAB+fn7o2LEjeDweGhsbad6y6506dQp2dnbg8XjIzMyUq5OsACEyMhI7d+4EIIn2pSqQSHV1NQIDA7Fx40aFznNF3L59GwsWLKA3horOvz9DDfku8vrll18wYcIEAJIbnfPnz9Nl48aNQ4cOHcBms2FiYoL8/HyMHTsWR44cQX19PRISEhAREaH2tu7evYu+fftSV7W+vj60tLQUtiGRSIRnz56htLQUN27cwAcffIABAwa0qW4MDH836o+kVYx4/0wUqSpVNWoOh4OrV6/C3d39D2332rVrsLS0lPutsbGRjtJHjBiBuLg4aGhowNbWFra2tvDy8sLEiRMxb948dOvWTW5KT0p8fDyysrKQlpYGoVCI69evY8KECbCzs0NaWhp8fHywfft2ufKrumFQpLvMysqiur24uDiFoxTZ+hFCcPDgQZibm8ut01wFuGTJEri5uSElJQXFxcVwdXVVWi5ldZ0/fz6uXbuGfv360ZfSTE1NMWPGDEyZMgW9evVCeXk5tLS0lKoh1VE+yq7XoUMHdOzYkXY+0vXevHmDqKgoZGdn48MPP8SyZcvktiOrEXRycqKjwsbGRnC5XJSUlNBR9/Tp0zF9+nTU19cjMDAQISEhGD16NE1vaGiIsrIy9O3bF2VlZejduzdd9ujRI4waNQqJiYlUJWpkZIRHjx7JrSOdFpeqIY2MjNDQ0ICKigp0795d5bFQhjLN5JYtW/Ddd98BkNilpO1KIBC0mqdsJ69IDdm5c2d4eXkhNTUVP/74I7Kzs9UuL1HiflfWhsaMGYMDBw7gyZMnCAoKUns7DAzthXY9klamqlTFp59+ik8++QRPnjwBIHkTVlbRqA5nzpzBtm3bWjzL1tTUpKPwuLg4lJaWyr0NKy2fvr4+Bg0ahP379wOQXFhu3LgBQDIFa2dnh7i4OPTs2RMlJSUoKiqCiYkJZs+ejREjRuDmzZty23V2dkZycjIaGxvx/PlznD17lvqZFWFnZ0fLKesDllJcXIz58+dj1qxZAAAfHx98/fXX9GZAqrFUpIbs378/AMjNaChDUV137twp99a4rFrz119/haamJrp16wZjY2O6b3Nycv6UsI3SDrlnz56orq7GgQMHVK4fFhaG4OBgOor+8MMP6X6ePn06CCGYPHkyLC0tMW/ePLm0yjSPr169wrBhw7B69WqqTQQkU+J6enq4dOkSCCFITEyUU0NK8zpw4ADc3d3feiQtVVYSQnDp0iUYGBigb9++mDlzJq1bv379EBMTg1WrVuHevXsAJEIKqaHN0dER+/btAyCZ3ZJ93LJ//340NTWhsLAQRUVF9EYwMjISs2fPhlgsbtMNhoWFBUpLS+lMUlVVFRoaGpS2oaCgIOzbtw8HDhyQ+wKEgeF9oV3H7q6ursasWbPw6tUraGlpgcViyb3MJftMumfPnsjIyIC/vz+ePn0KT09Petctq7qTfSYNgL5olJycjPPnz6OmpgaDBg3CwYMHW4ykm1NfX4/58+ejtLQUOjo66NWrF/XKJiUlYcaMGVixYgXq6+sRFBQEgUCAmJgY/PrrryCEwMPDAwKBAGvWrMH333+Pjh07ok+fPi2cy6NGjcIvv/wCgUAADQ0NrF27Fn369KHPlNWhsLAQIpEIb968gZ6eHmbNmkU7myVLluDjjz8Gn88HIQTGxsY4cuQI3Nzc6DS49OYnPDwcGzZsUGumQlFdm7Nnzx7MnTsXnTt3hpaWFpKSkqCpqYnAwEAkJiZCKBRCLBbDzMxM7bqqS7du3TBlyhTweDwYGxvTKVRlhISEYPHixQgODla4/MKFC9izZw94PB5VIK5atQr+/v6IjY3FuHHjsGPHDgwYMIDewG3evBkFBQVYvnw5li9fDkDy+KF3797YunUrIiIi8Pr1a/j5+cHPzw8AMHnyZISGhoLFYqF79+60gwRAX1Ksrq6GkZERduzYQV3ia9euxZMnT8Dn8+Hv74/t27fD398fR48eBYvFQufOnemUfnP4fD42btyI4OBg1NTUQENDg+pJN23ahEmTJmHdunXo1auXXB7m5uZwcXHB06dPER8fT983GDx4MPT19eUeGzx58gQ2NjaorKxEhw4dsHHjRuTl5UFfX5+Wt1+/fkhOTqY6Sl1dXWRkZCA5OVlhG+JwOKiqqkL//v1bPGdnYHgfYFSVDAxqcuDAAaSmpmLPnj1/d1HeCyIiIjB8+HCFI9jS0lK4uroiPz9fzt/MwPBPRJWqsl2PpBkY2guzZs3CsWPH1AruwqCaxMRELFq0CBs2bGA6aAaGVmA6aQYGNfj666//7iK8dyh7byEsLAxhYWF/bWEYGN5TmNtYBgYGBgaGdgrTSTMwMDAwMLRTmE6agYGBgYGhncJ00gwMDAwMDO2Udt9JSyMFmZqawsrKCv7+/rh37x5KS0vppx3qKhXVoba2Fp6enlQqIUtbtYqy4onDhw9jzRrFUdukIg11YfSYjB5TyvuoxwQkbUMoFILD4cjF428Oo8dk+MfTXIsl+/d3qyqbmpqIvb092bp1K/3t2rVr5OzZs3LrvY1SURm//PILcXZ2VrisrVrFU6dOtVAGKqJLly5ql4/RY/7xNIwe8+/VY758+ZJYWlqSBw8eEEIkikpFMHpMhn8KqlSV7bqTPnnyJBk6dKjCZdJOoLa2lnz44YekZ8+eRCAQkH379hEWi0WePXtGCCGksbGRmJqayl0kCCGkvLycjBw5kvB4PGJnZ0du3LhBnj59SkxNTYm+vj4RCASkoKBALk23bt0UXlCysrKIg4MDEQqFxMHBgeTn5xNC5Dtp2Y6kqKiI2NvbExsbG7J48WLaSVdVVRF3d3ciEokIl8slhw4darGtq1evEoFAQBoaGlosKygoID4+PsTa2poMGTKEXtx+/PFHwuFwCJ/Pp/vz1q1bRCwWE4FAQHg8Hrl37x4h5L83DE1NTWT+/PmEw+EQLpdL9u3bR+vk4uJCAgMDibm5OZkwYQJpampSenxkOXnyJBEKhYQQQqqrq8nEiROJjY0NEQqF5NChQwqPZVv3raK6NkfZcfzss8/kLtQcDofcv3+f3L9/n5ibm5PJkycTDodDJkyYQNLT04mjoyNhsVgkKyuLpg8LCyNeXl5k4MCB5ODBgyQmJoZwuVzi4+ND6urqCCGEfP7558TGxoZwOBwyZcoUuv9cXFzIp59+SpydncmyZcuIsbExTVNRUUEGDhxI/1fGiBEjyIkTJwghkpuR0tJSQoikMzczM2uxflNTE+nevTt58+YNKS0tJebm5nTZ3r17ydSpUwkhhHh7e5OLFy8SQiSdZY8ePeSOu6ob0uad9JYtW8iiRYtU1oMQQkJDQ8mOHTsULisuLibu7u6Ex+MRd3d32uGHh4eTadOmkSFDhhA2m01++uknQgghQ4YMIdeuXaPpHR0dyY0bN+j/zY99cy5fvkwcHBwIn88nYrGYVFZWKmxDn3zyidyNxGeffUbWr1/fal0Z/tmo6qTV/k76yapVqL2jfhhKdehkaYE+CxcqXd6adhIAtLW1WygV8/PzkZSUhI8//hgZGRkQCAQtNH6fffYZRCIRDh06hMzMTISFheH69evYvn071q9fT923sijTKlpYWLRJ4ThnzhzMmDEDYWFh2LJlC/1dR0cHKSkp0NfXx4sXL2Bvb48RI0bIxWVm9JiMHlMZ74se8969e6ivr4erqyuqqqowZ84chd9NM3pMBob34Jn02zBp0iQkJiYCkDy/VaQVPH/+PEJDQwEA7u7uKC8vR0VFhcp8lWkV26pwvHDhAo3/LC0DIJnVWLhwIfh8Pjw9PfH48WM8ffpULi2jx2T0mIp4n/SYDQ0NuHr1KtLS0nD8+HEsX76cijvUhdFjMvxTUHskrWrE+2fB4XBaNRMp4sMPP4ShoSEyMzORlZWl0Bv9thcdRVrFtioclW0rKSkJz58/x9WrV9GxY0cYGxvLqRNl0zJ6TMUwesz3Q4/Zs2dPdOnSBV26dIGzszNu3LiB9PR0Ro/JwNCMdj2Sdnd3R21tLW24AHDlyhU6HSiluVIRkIxCPvroI4wbNw6ampot8nZ2dqad9+nTp9GzZ89WRyDKtIptVTg6OTnJqf2kVFRUoHfv3ujYsSNOnTqFBw8etEjL6DFVw+gx/0t71WOOHDkS586dQ0NDA2pqapCVlQVLS0tGj8nAoIB23UlraGggJSUF6enpMDU1BYfDwbJly+jdvRQ3Nzfk5eXJfTY1YsQIVFdXK50iXLZsGbKzs8Hn8xEbG6vW50F79uyBubk5hEIhQkNDqVbxk08+waeffgonJyelU6yy/Pvf/8aWLVsgFovlpthDQkKQnZ0NGxsbJCUlwcLCokVaqR7TwsKC1lf62U1SUhJ27NgBgUAADodDP82KiYkBj8cDl8uFs7MzBAIBkpOTweVyIRQKkZ+f3+KZ4KhRo8Dn8yEQCODu7k71mG1Bqse0tLTEuHHjWugx6+vr6WdkS5YsAdDyWLZ13yqqa3OUHcfAwED89ttvEAqF2Lp165+uxwwICFBLj/ny5ctW9ZiZmZkQCoUQCoX0ZiQ2Nhbp6elgs9lIT09HbGwsAHk9pjSN9Hn11q1bERkZCRaLBVNTUzk9Znl5OVgsFjZs2CD3OeHQoUMxduxYnDx5EkZGRjh+/DgAicJSOjrn8/mIjIwEAFhaWsLX1xd8Ph+2traIjIwEl8ttUTdZPaalpSW4XC59hLNp0ybs3LkTfD4fe/bskfv0TKrH9PPzU0uPaWRkhA0bNmDFihUwMjJCZWUlAMDf3x+lpaXQ1tamekyBQAAvLy+8efNGaRti9JgM75L/WVVldnY25s6di3Pnzv3dRWFgeGsYPWbbYPSYDO8j/zhV5Zo1a7B161aFz6IZGN4XGD3mu4PRYzK8r/zPjqQZGBgYGBjeB1SNpJlbSgYGBgYGhnYK00kzMDAwMDC0U5hOmoGBgYGBoZ3CdNIMDAwMDAztlHbdSZeXl9PvOPv06YP+/fvT/+vq6v7y8rx+/Rru7u4QCoUtglB89NFH6Nq1K37//Xf628yZM6GhoaE0hvRfzYULF+QUjcuXL39neU+cOBF37959J3kZGRnRb505HA6WLl2K2tpalWl+++03xMfHt5p3Y2Mjhg4dCkASj1soFKpdrrKyMvj7+0MgEMDKykph0Jb3iaCgIJibm4PL5SIyMpJGTiOEICoqCiwWCwKBgEaxe/DgAVxdXWFlZQUOh0PjqwOSturh4QE2mw0fHx+57/9XrFgBFosFCwsLZGRk0N9jY2NhZGSEbt26yZXr1KlTEIlE0NLSovG4pRQXF8PT0xNWVlawsrJCSUmJwrrl5+fDz88PbDYblpaWCAoKUhi7/G1pamqCj48PunXrhoCAgHeWLwNDC5obN0g7smDJ0pql5q/g3LlzxN3dXeGykJAQwuPxyA8//EAIkSgQeTwe6dOnD3n58uVfWUylmJqaktzcXEJI+1U0EkJI//796T6rqKgg48aNI5MmTVKZ5tdffyUCgaBN22lrmkmTJpHNmzfT/2UtSu0FdRWXhBCSlpZGmpqaSGNjIxkzZgzZtm0bIYSQ1NRUMnz4cEKI5Jx3dHQkhBDy+PFjapKqqKggJiYm5O7du4QQQubOnUvb5/Lly8nChQsJIZJ9JBKJSG1tLSkoKCAsFos0NjYSQgi5ePEiKSkpIQYGBnLlKioqIjdv3iTBwcEkJSVFbtmQIUPIyZMnCSESa1xNTU2LetXU1BBTU1OSlpZGf8vIyCB5eXlq75vWaGpqIhkZGSQlJYWMHDnyneXL8M9ElQWrXY+kVbF27VpwuVxwuVx8/fXXAIBVq1bhm28kb6/PmjUL3t7eAIDjx48jIiICDQ0N6NatG2JjYyEQCODg4KDw7vrFixcYMWIE+Hw+HB0dcevWLZSWliIiIgLZ2dlKpRLBwcE04tnJkyfh4uIiF5L0//7v/zB48GBwOBxs374dAFSW6cmTJxg5ciSN/CWNa62o7lVVVfDz84NAIACXy1UYbvL58+c0apimpiasrKwASOQMERERsLW1hUgkwk8//QQAyM3NhVgshlAoBJ/PR1FRkdLtDBkyhI64vv/+ezoSXvj/Y76ru++bo6+vj23btuHHH3+ko7M1a9bA1tYWfD4fcXFxACSjsrt370IoFCI2NhaVlZVwd3eHtbU1+Hw+tZpJy9EcRXVtTllZmZwlShqfPCMjQ240NX36dHz//fcAJLMCixYtgr29PcRiMXJycuDt7Q1TU1Ma7jYjIwNubm4YM2YM2Gw2Fi9ejMTERIjFYvD5fHqupaamws7ODiKRCN7e3nT/LV68GNOmTaNx3KXnrBQ7OzuFYhJ/f39oaGigQ4cOsLW1pXG7U1NTafSsIUOG4MmTJ3j+/Dn69etHZx709fVhYWFBLVmpqakIDw8HAISHh9MRcGpqKoKDg6GtrQ1TU1MMGDAAV69eBSCRvCiKYicrM5Hl5s2b0NTUpDHmu3bt2kIMA0giyjk7O8Pf35/+5uHhAUtLS7x+/Rrh4eHg8XiwtrbG2bNnAQDbt2/HqFGj4OPjA3Nzc6xYsQIA8Omnn8qZ6hYsWIBvvvkGGhoa8PDwQNeuXVtsXxZFbVhRG/rpp5+oMASQnBOjRo1SmTfDPwO1g5mc2rUNzx60vHD9EXoPNIFbxNQ2p7t8+TKSkpJw+fJlNDY2wtbWFi4uLnB2dsaWLVsQFRWFnJwc1NfXo6GhAefPn6dTnBUVFXBxccGaNWswb948JCQk0HCJUpYsWQI7OzscPnwYJ06coJ1zfHw8Nm/e3GIKToqlpSVSUlJQUVGBH374AZGRkUhJSaHLd+/eje7du6OmpgY2NjYIDAyEnp6e0jLNnDkTXl5eiI6OpnGOldX9zp07MDY2xrFjx2g9m/Pxxx+DzWbDzc0Nfn5+CAsLQ6dOnRAXFwdfX1/s2rULL1++hJ2dHby8vPDNN99g/vz5GD9+PGpra0EIQWpqqsrtPHr0CIsXL0Z2djYMDAzg6emJI0eOwNfXV619rwgDAwMMHDgQBQUFePr0KR4+fIisrCwQQuDv74+LFy9izZo1KCgooDcK9fX1SE1NhZ6eHp49ewYnJycMHz5c6TYU1bU50dHRmDBhAqytreHp6YmJEyeqFfbR2NgYly5dwqxZszB58mScP38e1dXVEAgEmDJlCgDgxo0buHPnDgwMDGBsbIyoqChcuXIFX375JTZv3oz169fD2dmZqkvj4+Px5Zdf4osvvgAgiX1+9uxZ6OjoYMeOHdi1axfWr1+PvLw8AJJQlcqoq6tDUlIStm7dCkBeSwn8V1nZq1cv+ltRURFu3bpFw5qWl5fT5f3796fhOx8/fiwnRZHm1Vo4VEXcu3cP+vr6CAgIwIMHD+Dt7Y3Vq1e36MxVKW43bdoEbW1t5Obm4vbt2/D398evv/4KQHJduXXrFrS1tSEWizF8+HBERkYiKCgIM2fORGNjI/bv309vMtRBURs+evRoizakq6uLqKgovH79Grq6ukhOTpYzojH8c3kvR9Lnzp1DYGAgOnfuDD09PQQEBOD8+fMQi8W4cuUKXr16ha5du0IsFuPatWs4d+4c7aR1dXVpPOLBgwcrHBHLaiy9vb1RWloq96xZFVL3b05ODhwdHeWWffXVV3QU+ejRIxQWFqos0+nTp6lZSktLC/r6+krrzufz8fPPPyM2NhYXLlyAgYFBi7J9/vnnuHLlCjw9PZGYmIhhw4YBkGgjV65cCaFQCDc3N6qNdHR0xIoVK7B27VqUlJRAR0en1e1kZWXB3d0dPXv2RMeOHTFhwgQ6WlFn3ytD2mmeOHECx44dg0gkgrW1NQoKChRqDgkhWLBgAfh8Pry9vVFSUoIXL14ozV9RXZvj7++PwsJCTJ48GXl5eRCJRCgvL2+17NJn1zweD/b29ujSpQsMDQ3RoUMHVFdXA5CMdg0NDaGjowMTExP4+PjQNNL99PDhQ3h7e4PH42HDhg1yo+ORI0fSMgcFBSE1NRUNDQ1KVa2yTJ8+HZ6ennBwcKD7rjmyMo3KykoEBgbi66+/VjqS/LMUl+fOncPGjRtx+fJl5Ofntzlcqmzb5nA46NevHwoKCgBIpC8ffPABunTpQtuVqakp9PT0kJubi2PHjsHW1hYffPCB2ttT1IYVtSFtbW14eXkhLS0N9fX1OH78OLWdMfyzUXsk/TYj3j8LRQ0fkGgC+/Xrh8TERDg5OcHMzAwnT57Ew4cPYWZmhoaGBmhra9P1pZrF1vJXtj1FBAUFQSwWIzIyUu5ilJGRgbNnz+LSpUvQ1dXFkCFDqBFJVZmaX9CUlcXS0hLZ2dk4evQoYmJiMHz4cDrVLAuLxQKLxcKUKVPQo0cPVFRUgBCCQ4cOUWWhFDMzMzg4OCAtLQ1eXl7YvXs3nJ2dVW5H1b5SVM+6ujpq1xo9ejSWLl3aIl1FRQVKSkrAZrNBCMHixYsxefJkuXWkF1opiYmJqKioQE5ODrS0tGBkZKRQ+yklNDS0RV2vX7+OhIQEAJKbg969e6NHjx4ICQlBSEgIfH19cf78eRgYGChVXALy+srmykvpsVZHhTlz5kwsXLgQ/v7+yMjIkJNcyCouu3TpAldXVxw+fBgHDx6kswuenp548eIF7O3t6Ut2S5YsQUVFBX38AvxXS2lvbw9AXllZV1eH0aNHIyIiQu7FuR49euD58+fo1asXHj9+TKexpXlJkc2rrRgZGWHw4MEwNjYGILkhzsnJAZvNRlRUFADJIy8Oh9NCeSpF1fmpSHEJSOQiu3btQnFxMe1w20LzfJW11fHjx2PHjh3o3LkzHBwc5I4pwz+X93Ik7ezsjJSUFLx+/RrV1dVITU2lI2VnZ2c6NTh06FBs2bJF6dSXqvylcb8zMjJgZGSkdoMxMTHBihUrMH36dLnfpf5dXV1d3L59m2rvVOHm5kYvpo2NjaisrFRa98ePH6Nr164IDQ3FvHnz5HSWUmQVjffu3UOnTp2gp6cHHx8fbNq0ia4n1UYWFRWBxWJhzpw5GDZsGG7evNnqduzt7XHq1CmUl5ejoaEB+/btg4uLi9I6amtrUz2hog66qqoKM2bMwNixY6Gvrw8fHx/s2LGDzmw8evQIL168UKi47N27N7S0tJCenk6fnSpDUV1nz55Ny9a7d2+cPHkSr1+/BiAZTd6/fx8DBgzAwIEDcfv2bdTV1eHly5fIzMxUua23RartJIS0am2LjIxEdHQ0HB0d6WxHRkYGrl+/Ts+p+Ph4nD59GklJSXJTxiNGjEBiYiIAycjT0NAQvXr1AiEEEREREAqFmDNnjtz2lGkxR4wYgR9++AF1dXUoLCzEgwcP2twepdjb2+PZs2d09iIzMxNWVlZwdHSkx8nf3x+hoaE4c+YMfv75Z5r26NGjyMvLk2vbd+7cQVlZGVgsFgDJjdirV69QU1OD1NRUqvEMDAzETz/9hOvXr8PT07NNZVbUhpW1IQ8PD2RlZWHHjh3MVDcD5b0UbNja2iI4OJg+15oxYwZ4PB4AiTZv3bp1sLOzg66uLjp27Eg7cHWJi4vDxIkTwefz0bVrV+zcubNN6WfMmNHit2HDhmHbtm0QCASwsLCAnZ1dq/ls3rwZU6ZMwbfffgstLS18++3/Y++846I4/v//oomKLYoliqHXq6AHolQJJcGOIGhUQGxRjBixR7GhUb9EE43GSjSiKMYSjbGAiNhQ7AWNCgbFgigIKgjc+/fH/W4+d3B3lJgEk30+Hj4SbndmZ2bL7Mzuvp8/qK37r7/+imnTpkFbWxuNGjXpzKy3AAAgAElEQVRS+TlSfHw8oqKi0LRpU+jp6SEhIQHa2tqYM2cOJk6cCIFAAKlUCgsLC+zduxcJCQnYtm0b9PT00LFjRyxYsACnTp3SuB0jIyPMmzcPHh4eICL07t0b/v7+KmcsNCHfZ1KpFAMGDMCsWbMAyKacs7Ky2CivefPmSEhIgImJCbp27QqBQAB/f39MmjQJvXv3RteuXeHg4ABLS0uN21NV16qcO3cO48ePh56eHqRSKcaOHQt7e3sAslGdQCCAlZUVHBwc6lTX2hITE4P+/fvDyMgIjo6O7LmvKpycnNC0aVO1U92VlZUYP348TExMWFsGBgZi5syZ6N27Nw4ePAhzc3MYGBiwzvf48ePYtm0bhEIhe4Hs66+/hq+vL2bMmIGgoCD88MMPMDU1ZS9QikQi9OvXD7a2ttDV1cX333/PbggmTZqEHTt24OXLlzAyMsKYMWMwa9YsnD59GoGBgXjx4gV+++03zJ49G1euXIGuri6WLl0KT09PEBEcHR0RHh5erW5NmzbFL7/8gqioKERGRkJPTw9isRgrVqxAZGQkRo8eDYFAAD09PWzevJnN8Li4uGDw4MG4e/cuhg4dyurYuHFjuLm5oUOHDko3M87Ozrhz5w5KSkpgZGSEH3/8EV5eXpg5cyZ69OiBTz/9VOU5/OzZM5XnkK6uLj755BMkJCRwciAOBifY4OD4F5Kbmwtvb2/cvHmz3s+A/0usX78e165dw/Lly6stk0qlEIvF2LNnD8zMzP6B0nH82+EEGxwc/yE2bdqE7t27IzY2luug/yRXr16Fubk5/Pz8uA6a4x/hvZzu5uDgUE9YWFiNb3RzKBMREaHyd4FAgOzs7L+5NBwc/4MbSXNwcHBwcDRQuE6ag4ODg4OjgcJ10hwcHBwcHA0UrpPm4ODg4OBooDT4TrqmAPaaOH/+PCZMmPAOS6OegwcPomvXrrC1tYWNjQ0mT578zrexfPlyvH79uk5pNm7cCIFAAKFQCD6fj717976z8lQNe1pfcnJy0KRJE9jb28PW1haOjo41BusAgEuXLuHXX3+tcT3F4yA+Ph7jx4+vddnOnDmjpPeMiYmpddqGRm5uLjw9PWFrawsej4cVK1awZc+fP4e3tzcsLS3h7e2NFy9eAACOHDmCLl26QCAQoEuXLkqBWjIzMyEQCGBhYYEJEyawQDllZWUYNGgQLCws4OTkpBT+1c/PD61ataoWR33lypWwsLCAlpZWtfCtqampEIvF4PF4GgPj/NXnYFZWFpydnaGvr49ly5a907w5ONRSVYul+K8hqCoNDAzqla4uyr4/m/fVq1fJzMyMbt68yZavWrXqnW/X2NiY8vPza71+bm4umZmZUWFhIRHJ1H737t175+X6s2RnZxOPx2N/3717l0QiEW3cuFFjuk2bNtG4cePqtK26prGysqJLly4RUcPVe9b2WM/Ly6PMzEwiInr58iVZWlqy+kRHR9OiRYuIiGjRokU0ZcoUIiK6cOECPXz4kIhkx3nHjh1ZfhKJhE6dOkVSqZT8/Pzo119/JSKiVatW0ejRo4mIaNu2bRQUFMTSHD16lPbt20f+/v5KZbtw4QJlZ2dXO8ZfvHhBtra2dP/+fSIievLkicq6/R3n4JMnTygjI4NmzJjxj2tzOf5daFJVvped9L59+8jR0ZHEYjF5eXnR48ePiUjmnB45ciR5e3tTSEgIHTt2jF0M5syZQ8OGDSNvb28yNjamXbt2UXR0NPH5fPL19aW3b98Skayx3NzcyMHBgXx8fCgvL4+IiNzd3Wn69Onk5uZGy5YtUyrP0KFDacOGDSrLn5OTQz179iSBQEA9e/ZkF5vhw4fTzp07q9Xz2LFj5O7uTgEBAWRtbU2DBw8mqVRKK1asID09PeLz+eTh4UHr16+niRMnsvRr166lqKgopW1nZmaSSCSiioqKauW6c+cO+fr6koODA7m4uLCL244dO4jH45FQKCRXV1ciIrp27RpJJBISiUQkEAjo9u3bSmWWSqU0efJk4vF4xOfzafv27RrrUpWqnTQRUXJyMonFYiIiKikpobCwMOratSuJxWLas2cPlZWVUefOncnQ0JBEIhFt376dzp49S87OziQWi8nZ2ZmysrJYOeTHgWInraquVWnVqpXKjqGq35zH41F2djZlZ2eTtbU1jRgxgng8Hg0ePJiOHDlC3bt3JwsLCzp79ixLX5vjce7cudS1a1fi8Xg0cuRI1n6Kx2NMTAyZmJiwNEVFRWRsbMz+VkefPn3o8OHDRCS7GZEf63l5eWRlZVVtfalUSq1bt6bS0lLKy8sja2trtiwhIYFGjRpFREQ+Pj506tQpIpJ1lm3atFHa74r7oypVO+lVq1bRzJkzNdaDqP7n4OjRo8nFxYUsLS3pl19+ISKZs1ruzSYi6t69u5I7vCa3fUZGBjk7O5NQKCSJREIvX75UeQ5NmTJF6UZizpw51a4tHP8NNHXStf5O+uDBg3j8+PE7HcV36NCBWZHqgouLC86cOQMtLS2sX78eS5Yswf/93/8BkE3Bpaeno0mTJkhNTVVKd/fuXRw7dgw3btyAs7Mzdu3ahSVLlqB///44cOAA/P39ERkZib1796Jt27ZITEzEzJkzmWShsLAQx48fr1aea9eu4csvv1RZ1vHjx2PYsGEYPnw4Nm7ciAkTJqhVXcq5ePEirl+/jo4dO6JHjx44efIkJkyYgLi4OBw7dgyGhoZ49eoVhEIhlixZAj09PWzatAk//PCDUj4ikQjt27eHqakpvLy8MGDAAGbWGTVqFNasWQNLS0ucPXsWn3/+OVJSUjBv3jwcOnQInTp1QmFhIQBZjOcvvvgCQ4YMwdu3b1FZWam0nZ9//hmXLl3C5cuX8ezZM0gkEri5uamti4uLi8b6A4CDgwOysrIAAAsXLkTPnj2xceNGFBYWwtHRER9//DHmzZuH8+fPY+XKlQBk8bTT0tKgq6uLo0ePYsaMGdi1a5fabaiqa1WioqJgbW0NDw8P+Pn5Yfjw4SoNWYrcuXMHO3fuxNq1ayGRSJCQkID09HTs27cPsbGxbP/XdDz269cP48ePZzHNhw4div3797N9qHg85uTksDTbt29HQEAA9PT01JYxJycHFy9eZOFpnzx5wrSbH374oUrX965du2Bvbw99fX08fPhQya0tV1ACyqpLXV1dtGzZEgUFBTA0NNTYbqq4ffs2ysvL4eHhgeLiYnzxxRfMda1Ifc/BnJwcHD9+HHfv3oWnpyfu3LmDiIgIxMfHY/ny5bh9+zbKysqYO7wm3r59i0GDBiExMRESiQQvX75EkyZNVJ5DwcHBmDhxIpOD7NixQyneOAcH8B48k1bFgwcP4OvrC4FAgKVLlyop+/r06aNSBA8An3zyCfT09CAQCFBZWQk/Pz8A/9MB3rp1C9euXYO3tzfEYjEWLFiABw8esPT1CXp/+vRpJnMfOnQo0tPTa0zj6OgIIyMjaGtrQywWq1Q6GhgYoGfPnti/fz+ysrJQXl7O4pfL0dHRwW+//YakpCRYWVkhKioKMTExKCkpwalTpxAYGAixWIzRo0ezONA9evRAaGgo1q1bxzpjZ2dnxMbG4uuvv8b9+/ertW96ejpCQkKgo6OD9u3bw93dnQlEalMXVZBCuNrDhw9j8eLFEIvF8PDwYCrNqhQVFSEwMBB8Ph9RUVFKx4UqVNW1KrNnz8b58+fh4+ODhIQEdsxowtTUFAKBANra2uDxePDy8oKWlpaSdhKo+XgEgGPHjsHJyQkCgQApKSlKdVI8HiMiIliM+U2bNmkMZlJSUoKAgAAsX74cLVq0qLE+AHD9+nVMnTqV3QiSinDCf5WeMjMzEwcOHMChQ4cwf/58lWpSTWg6B4OCgqCtrQ1LS0uYmZkhKysLgYGB2L9/P8rLy7Fx40aEhobWelu3bt3Chx9+yGLrt2jRArq6uirPIXt7ezx9+hR5eXm4fPkyPvjgA3z00Ud1qhvHv59aj6TrM+L9q4iMjMSkSZPQp08fpKamKr3Mo8lWpaj/09PTYxcOuQ6QiMDj8XD69GmV6dXlzePxkJmZCZFIVGPZ5dvU1dVlekMiwtu3b6uVE1Cv0wRkF+bY2FjY2NiovShraWnB0dERjo6O8Pb2RlhYGCZNmoRWrVoxhaEia9aswdmzZ3HgwAGIxWJcunQJgwcPhpOTEw4cOABfX1+sX78ePXv2ZGlUXZQ11eXs2bNM+Tdv3jyVo5SLFy/C1taW5b9r1y5YW1srrVNVR/jVV1/B09MTu3fvRk5ODjw8PNSWS11dJ0+ejIsXL6Jjx47spTRzc3OMHTsWI0eORNu2bVFQUKC0/wBlPWVttJOK66k7HktLS/H555/j/Pnz6Ny5M2JiYpS2o3g89ujRg40KKysrwefzkZuby0bdY8aMwZgxY1BeXo6AgAAMGTIEAwYMYOnbt2+PR48e4cMPP8SjR4/Qrl07tuzBgwfo378/Nm/ezHSmRkZGSjewigpKuZ7SyMgIFRUVzABXH4yMjGBoaAgDAwMYGBjAzc0Nly9fxpEjR7Bu3ToAMsNVfc7Bqv8v/7tp06bw9vbG3r17sWPHDpw/f77W5SUilTck6s6hgQMHIikpCY8fP0ZwcHCtt8Px3+G9HEnLlX0AavUWcG2xtrZGfn4+66TLy8trHI0BQHR0NGJjY9kdvlQqRVxcHADZG9Dbt28HAGzdupVN9ZqYmCAzMxMAsHfvXpSXl9e4nao6RicnJ+Tm5iIhIQEhISHV1s/Ly1NSSV66dAnGxsZo0aIFTE1NsXPnTgCyC8vly5cByKZgnZycMG/ePBgaGiI3Nxf37t2DmZkZJkyYgD59+uDKlStK23Fzc0NiYiIqKyuRn5+PtLQ05ohWhZOTE1MLKjqJ5eTk5GDy5MmIjIwEAPj6+uK7775jNwNylaYqPaX8uIiPj1ffkP8fVXXdtGmT0lvjinrP33//HTo6OmjVqhVMTExY2164cOEvCR0p75ANDQ1RUlKCpKQkjesPGzYMISEh7Iatc+fOrJ3HjBkDIsKIESNga2uLSZMmKaVVp5osLCyEv78/Fi1axNSNgGxKvHnz5jhz5gyICJs3b1bSU8rzSkpKQs+ePes9ku7bty9OnDiBiooKvH79GmfPnoWtrS3GjRvH6taxY8d6nYMAsHPnTkilUty9exf37t1jN4IRERGYMGECJBJJnW4wbGxskJeXx2aSiouLUVFRofYcCg4Oxvbt25GUlISBAwfWq404/t00+E769evXMDIyYv/i4uIQExODwMBAuLq61us5lzoaNWqEpKQkTJ06FSKRCGKxGKdOnaoxnVAoxPLlyxESEgJbW1vw+Xw2ffztt99i06ZNEAqF2LJlC/vsZeTIkTh+/DgcHR1x9uzZWvmqR40ahU8++QSenp7st6CgIPTo0QMffPBBtfXLy8sxefJk2NjYQCwWIzExkW1/69at2LBhA0QiEXg8Hvs0Kzo6GgKBAHw+H25ubhCJREhMTASfz4dYLEZWVla1Z4L9+/eHUCiESCRCz549sWTJEnTo0KHG+ihy9+5d9glWUFAQIiMjWWfz1Vdfoby8nH1G9tVXXwGQuXpv3LjB6jZlyhRMnz4dPXr0UDt9rYiqulZly5YtsLa2hlgsxtChQ7F161bo6OggICAAz58/h1gsxurVq2FlZVWn+taGVq1aYeTIkRAIBOjXrx+bQlXHkCFD8OLFC5U3bABw8uRJbNmyBSkpKRCLxRCLxexmZNq0aThy5AgsLS1x5MgRTJs2DYDs06g7d+5g/vz5LI38efXq1asREREBCwsLmJubs9m2ESNGoKCgABYWFoiLi8PixYtZGVxdXREYGIjk5GQYGRnh0KFDAGTniXx0LhQKWSxtW1tb+Pn5QSgUwtHREREREeDz+dXqVp9zEJDdmLu7u+OTTz7BmjVr2PsGXbp0QYsWLZRmqB4/fsyuQQsWLICRkRFevnwJQKZQzcvLQ6NGjZCYmIjIyEiIRCJ4e3ujtLRU7TnE4/FQXFyMTp06sXcCODgU4VSV7zm9evVCVFQUvLy8/umicPzDJCUlYe/evdiyZcs/XZT3gtDQUPTq1UvlCDYvLw8eHh7IyspSckhzcPwVcKrKfyGFhYWwsrJCkyZNuA6aA5GRkZg2bRqbZeCoP5s3b4aTkxMWLlzIddAc/zjcSJqDg4ODg+MfhBtJc3BwcHBwvIdwnTQHBwcHB0cDheukOTg4ODg4GihcJ83BwcHBwdFAafCdtI6ODvs+sy5hJRUpLCzE99//71l8ampqNVXenyE+Ph5t27aFWCyGnZ0di4SkjtoqFqvyrstdE1KpFBMmTACfz4dAIIBEInlnQTvepUZU3v729vawtLSEr69vrb5v37NnD27cuFHjemvWrMHmzZsByD7bqSmoiCJ/pSr076Y+2sq4uDjY2dlBKBTCy8sL9+/fZ2l+/PFHWFpawtLSUikoUXZ2NpycnGBpaYlBgwaxaHyaVJHh4eFo166dym+ov/vuO1hbW4PH42HKlClq67ds2TLY2NiAz+dDJBKxff6u2LlzJ3g8HrS1tesUxYzjP05V4wa9BxasulLVsqTJwlMbqqoBFc1KT548IUNDQ2bmUoUmXaIm7eCfLXddSUhIoICAAKqsrCQimfry+fPnf9v2a0vV9kxJSaH27dvTjRs3NKaraiKrDXVJ876oQlVZ0lRRH21lSkoKvXr1ioiIvv/+e6atLCgoIFNTUyooKKDnz5+TqakpO7YCAwNp27ZtREQ0evRo+v7774lIsyry+PHjlJmZWc2mlpKSQl5eXlRaWsryUMXq1avJx8eHioqKiIiosLCQ4uPja9UuteXGjRuUlZVF7u7udO7cuXeaN8f7jSYLVoMfSauisrIS0dHRkEgkEAqFLOh/SUkJvLy84ODgAIFAwEYt06ZNw927dyEWixEdHc3WHThwIGxsbDBkyBB255+ZmQl3d3d06dIFvr6+LGqRh4cHZsyYAXd3d6WIRVVp164dzM3Ncf/+fbx69Qrh4eGQSCSwt7fH3r178fbtW8yePRuJiYksUlZMTAxGjRoFHx8fDBs2DKWlpQgLC4NAIIC9vT2OHTtWbTuq8gZko8rx48ez9Xr16sVsYM2aNcPUqVPRpUsXfPzxx8jIyICHhwfMzMywb9++atuQx3KWfytqZGTEIpsdPnwYzs7OcHBwQGBgIEpKSlhby0dOkydPBiAbQchHJ3I7luKswPPnz9GvXz8IhUJ069aNhUyMiYlBeHg4K+O3336r4aj4H56enhg1ahTWrl0LQBbNzM/PD126dIGrqyuysrJw6tQp7Nu3D9HR0RCLxbh79y7WrVsHiUQCkUiEgIAAvH79mpWj6shNXV0Vefr0KZo3b45mzZqx9jc1NQUgO57ko6lnz57BxMQEgGz/9evXD71794apqSlWrlyJuLg42Nvbo1u3bnj+/DlLHxUVBTc3N9ja2uLcuXMYMGAALC0tMWvWLFaGfv36oUuXLuDxeKw95GWZPXs2nJycsGDBAvTv358tO3LkiFJcbzn29vYsPjePx0NpaSnKysrw6NEjvHz5Es7OztDS0sKwYcOYZcrT0xNNmzYFAHTr1o3F+z506BC8vb3RunVrfPDBB/D29sZvv/0GIkJKSgoLMDJ8+HCWV7t27SCRSFTavdzc3FSG71y9ejWmTZvG4qQrxiRXJDY2Ft9//z0TjrRs2RLDhw8HACQnJ8Pe3h4CgQDh4eEoKysDIAvtO3XqVBYb/86dOyguLoapqSkL8/vy5UuYmJigvLwctra21eLPq2Lz5s0sgt/QoUMBqD6HnJyclMIWe3h4sFDDHP8eai3Y+Or3B7hW8uadbpzfrAnmWxppXOfNmzcQi8UAZHah3bt3Y8OGDWjZsiXOnTuHsrIy9OjRAz4+PujcuTN2796NFi1a4NmzZ+jWrRv69OmDxYsX49q1a0wokZqaqlKh6OTkVC9VpSL37t3DvXv3YGFhUWvFYkxMjJJiU67dvHr1KrKysuDj41PN/KMub028evUKHh4e+Prrr9G/f3/MmjULR44cwY0bNzB8+PBqcbSDgoLg4uKCEydOwMvLC5999hns7e3x7NkzLFiwAEePHoWBgQG+/vprxMXFYfz48di9ezeysrKgpaXF9I81KSHnzJkDe3t77NmzBykpKRg2bBjbV1lZWTh27BiKi4thbW2NsWPHalQwynFwcGA3b+q0nH369FGKOCUPwwkAs2bNwoYNG1j88Ko8f/5cZV0V0aQK1cS1a9dw8eJFlJaWwsLCAl9//TUuXryIqKgobN68GRMnTgQgC2OblpaGFStWoG/fvsjMzETr1q1hbm6OqKgotGnTBhs3bkTr1q3x5s0bSCQSBAQEoE2bNnj16hX4fD7mzZsHIoKtrS3y8/PRtm3bGi1aQO21lYps2LCBhQ5V1FkqpikoKECrVq2gq6urMa/acvv2bZw4cQIzZ85E48aNsWzZsmrhVYuLi1FcXMzkIYqUlpYiNDQUycnJsLKywrBhw7B69Wq2D1q0aIGMjAy2X/bv3w8PD486aUMVuX79OhYuXIiTJ0/C0NCQ3ZSpOoeCg4OxY8cOzJ07F48ePUJeXh64uBb/PmrdSf9TNGnSpJqt6fDhw7hy5Qp7NlhUVITff/8dRkZGmDFjBtLS0qCtrY2HDx/iyZMnKvOVKxQBsGfdrVq1YqpKQDZiV4ynq0lVmZiYiPT0dOjr6+OHH35A69atcfjwYezbt4+NwtQpFgFlxWZ6ejrrHGxsbGBsbFytk65L3nIaNWqkpEPU19dnqkRVz/qNjIxw69YtpKSkICUlBV5eXti5cyfevHmDGzduMOHC27dv4ezsjBYtWqBx48aIiIiAv78/GynLlZBBQUEqR2jp6enM+9yzZ08UFBSgqKgIAODv7w99fX3o6+ujXbt2ePLkiVKHoA75zIiillOOfCRUlWvXrmHWrFkoLCxESUkJfH191eavrq6KyFWh586dQ3JyMqKiopCZmalkbVOFp6cnmjdvjubNm6Nly5asYxcIBEpyE/lNlUAgAI/HY8eqmZkZcnNz0aZNG3z77bfYvXs3ACA3Nxe///472rRpw+KPAzLz09ChQ/HTTz8hLCwMp0+f1vg8Vq6tPHz4MIDaqSl/+uknnD9/nt3kqktTm7zqQkVFBV68eIEzZ87g3LlzCAoKwr1795TyJDXmKkCmnjQ1NWWx2YcPH45Vq1axTloeJz0kJARRUVEAZHKOJUuWoF+/fti0aVON76goIp9FkDsJ5LMDqs6hoKAgeHt7Y+7cudixY4fSMc7x76HWnXRNI96/EyLCd999V+0iGh8fj/z8fGRmZkJPTw8mJiZKaj9FVCkUqZ6qSkDWgctHxorlrI1isWreqi5UVVGXd2ZmplqFYlUdojqFoiL6+vr45JNP8Mknn6B9+/bYs2cPfHx84O3tjW3btlVbPyMjA8nJydi+fTtWrlyJlJQUlUrIqnWpirycqvbTqlWrlDSFqpCrLqVSqVotZ1VCQ0OxZ88eiEQixMfHs8cEqtDV1a1WV/mLVYCsA503b55KVWhMTIyS6rLqMVof1WXVNBUVFUhNTcXRo0dx+vRpNG3alLm4AaBx48bQ0dFhacLCwtC7d280btwYgYGB0NXVxe7duzF37lwAwPr169G1a9c6aysB4OjRo1i4cCGOHz/OymlkZKTUvg8ePICHhwcMDQ1RWFiIiooK6OrqVsurrhgZGWHAgAFsP2hra+PZs2eYMmWKkpLUwMCAmaoUqelcVKW9VKUNrS3qbhhUnUOdOnVCmzZtcOXKFSQmJrKZI45/F+/lM2lfX1+sXr2aPfe5ffs2Xr16haKiIrRr1w56eno4duwYe5O0qtJQHfVVVWoqZ20Ui1Vxc3PD1q1bWd3++OOPap2xurxNTExw6dIlSKVS5ObmIiMjo97lv3DhAvLy8gDI3vS+cuUKjI2N0a1bN5w8eRJ37twBIDOV3b59GyUlJSgqKsKnn36K5cuXs45RlRJSXX1TU1NhaGjIng2qoqqmsCrHjx/H2rVrMXLkSI1azqr7obi4GB9++CHKy8tZedShqq46OjqsXPPmzVOrCgWUVaV1eVu8LhQVFeGDDz5A06ZNkZWVhTNnzqhdt2PHjujYsSMWLFiA0NBQADK7mbw+Xbt2rZe28uLFixg9ejT27dun9DzY19cXhw8fxosXL/DixQscPnwYvr6+0NLSgqenJ2sTRW1mfejXrx97C/327dt4+/YtDA0NqylJp0+fjnHjxjGr1cuXL7F27VrY2NggJyeHHetbtmyBu7s7yz8xMZH919nZmf1eVRtaW7y8vLBjxw4UFBQAAJvuVncOBQcHY8mSJSgqKoJAIKhz+3A0fN7LTjoiIgJ2dnZwcHAAn8/H6NGjUVFRgSFDhuD8+fPo2rUrtm7dChsbGwBAmzZt0KNHD/D5fPbimCrqq6pUR20Vi1X5/PPPUVlZCYFAgEGDBiE+Pl5ppKQp7x49esDU1BQCgQCTJ0+Gg4NDvcv/9OlT9O7dG3w+H0KhELq6uhg/fjzatm2L+Ph4hISEsJe9srKyUFxcjF69ekEoFMLd3R3ffPMNgJqVkDExMTh//jyEQiGmTZtWL0e4/EU8KysrxMbGYteuXbC1tQWgXssZHByMpUuXwt7eHnfv3sX8+fPh5OQEb29vduyoQ11dFdGkCp08eTJWr16N7t2749mzZ3Wub23w8/NDRUUFhEIhvvrqK3Tr1k3j+kOGDEHnzp1hZ2encnl9tJXR0dEoKSlBYGAgxGIxm6Jv3bo1vvrqK0gkEkgkEsyePZtN7crfcbCwsEBBQQFGjBgBQLMqMiQkBM7Ozrh16xaMjIywYcMGALJPs+7duwc+n4/g4GD8+OOPKkeqY8eOhaenJyQSCfh8Ptzd3dG0aVM0btwYmzZtQmBgIAQCAbS1tTFmzBiWrvPjQX0AACAASURBVKysDE5OTlixYoXSMaBKG7p7924YGRnh9OnT8Pf3ZzOBeXl5+PTTTwHIXsibOXMm3N3dIRKJmPdb3Tk0cOBAbN++HUFBQRr3Lcf7CyfY4ODgAACMHz8e9vb2rFPk0IyJiQnOnz+v0mnPaUM56oImwUaDf3GMg4Pjr6dLly4wMDBgXxZw1J/IyEgcPHiwXgGLODiqwnXSHBwc3Pe19UBd9MPvvvvu7y0Ix7+a9/KZNAcHBwcHx38BrpPm4ODg4OBooHCdNAcHBwcHRwOF66Q5ODg4ODgaKO9FJ717925oaWkhKyvrHyvDwoULwePxIBQKIRaLWdQwExMTld+5du/eHYDsG0h5bOh3wcGDB9G1a1fY2trCxsZGpdihocMpMGVwCkwZnALzz8EpMP/lVNViKf5rCKpKIpm6zsXFhebMmfOPbP/UqVPUrVs3prvLz89nyj5jY2PKz8//W8px9epVMjMzo5s3bxKRTGu5atWqv2Xb7xJOgfnn0nAKTE6BqQinwHz/ea9VlSUlJTh58iQ2bNiA7du3s98fPXoENzc3iMVi8Pl8nDhxAoBMwffll1/CwcEBXl5eyM/PB6BaVwjIRjATJkxA9+7dYWZmpnI08+jRIxgaGrKoX4aGhtXCUb558wZ+fn4sprRcT5iTk8PuwuPj4zFgwAD4+fnB0tJS6e57w4YNsLKygoeHB0aOHKmkm5SzZMkSzJw5k0XD0tXVxeeffw4AuH//Pry8vNjIQi7bCA0NZdGUzMzMcPz4cYSHh8PW1paFf9TUbur0jerabejQoUqjuiFDhlTTYHIKTE6BqQinwOQUmBwaqNprk7qR9K9TiTZ++m7//Tq1xjuMLVu2UHh4OBEROTs7U2ZmJhERLVu2jBYsWEBEsjv2ly9fEhERAPrpp5+IiGju3LlsJNSzZ0+6ffs2ERGdOXOGPD09iUg2ghk4cCBVVlbS9evXydzcvFoZiouLSSQSkaWlJY0dO5ZSU1PZMmNjY8rOziYvLy/68ccf2e8GBgZERJSdnc3uwjdt2kSmpqZUWFhIb968oY8++oj++OMPevjwIRkbG1NBQQG9ffuWXFxclEZwcuzt7enSpUsq26lXr17sDn3Dhg3Ut29fVr9BgwaRVCqlPXv2UPPmzenKlStUWVlJDg4OdPHiRY3t9uzZM7aNmTNn0rfffqux3VJTU9m2CwsLycTEhMrLy5XKmpubS8bGxiQSiWjSpEl04cIFIpLNULi6ulJJSQkRES1evJjmzp1LBQUFZGVlRVKplIiIXrx4QUREfD6fHjx4oPTbsWPHyN/fn4iIxo8fTzExMURElJycTCKRiIiI5syZQ87OzlRaWkr5+fnUunVrevv2bbU2rTqSJiLavXs3+fn5EZHmY0pxVKyuDefMmcNGbvI06uqqSEVFBfn4+FDnzp0pNDSU9u3bx5Ypjqby8/PJ2NiY1cXc3JxevnxJT58+pRYtWtDq1auJiGjixIn0zTffsPRTpkwhIqLly5fThx9+SHl5eVRaWkqdOnVidSkoKCAiotevXxOPx2O/A6DExEQiIpJKpWRtbU1Pnz4lIqKQkBClsqpi586d5OXlRURE586dY/9PRJSWlsb2rSLjxo2j+fPnExHR0qVL2f8TEc2bN4+WLl1K+fn5Suf2H3/8UW10rLg/FFE8h+WIRCKaPXs2OTo6kpubG2VkZFRL9/LlS2rVqpXKer5584aMjIzo1q1bREQ0dOhQtg+MjY3Zte3HH39kdQ4NDaXdu3cTEdEPP/xAkyZNUspT00j62rVrZGVlxWb95PtP1TkUFxdHs2fPJiKivLw8srS0VJknx7vjvR5Jb9u2DcHBwQBksZbl5iWJRIJNmzYhJiYGV69eRfPmzQHIDEBypeRnn32G9PR0JV2hWCzG6NGj8ejRI7aNfv36QVtbG3Z2dirVls2aNUNmZibWrl2Ltm3bsnjacvr27YuwsDAMGzasxvp4eXmhZcuWaNy4Mezs7HD//n1kZGTA3d0drVu3hp6eXr2Uc6dPn8bgwYMByEaz6enpbFnv3r2hpaUFgUCA9u3bsxjEPB6PBWRQ1W6ATN/o6uoKgUCArVu3Kt1hq2o3d3d33LlzB0+fPsW2bdsQEBDA3MBy5ArMRYsWQVtbG15eXkhOTsaZM2eYAlMsFuPHH3/E/fv3lbSQP//8MxtByfV969atQ2VlZbU2SU9PZyMGdQpMQ0NDpsCsDaRCganqmFJEUxtWRV1dFZErMJOSkmBlZYWoqKga9ZfA/xSYbdu2rabAVAzMoUqBqa+vzxSYAPDtt99CJBKhW7duTIEpL5sqBWZhYSFOnz7NYnqrQq7AlNucSEXIYnUKTHlMfnVpapNXXVBUYC5duhRBQUHVtkF1VGCmpaWx5YoKTLnwJyIiAps2bQKAWjm/FalJgal4DgUFBTEhDafA/OepfcSxTxb/hcVQTUFBAVJSUnDt2jVoaWmhsrISWlpaWLJkCdzc3JCWloYDBw5g6NChiI6OVtlJamlp1agrVJRXqDqZAdnFx8PDAx4eHhAIBPjxxx/ZdHGPHj1w8OBBDB48uMYTX50iszbweDxkZmZWE1SoQrEcNSkNNaXXpG9U125Dhw7F1q1bsX37dmzcuFFl/pwCUzWcApNTYAKcApPjfzTokXRSUhKGDRuG+/fvIycnB7m5uTA1NUV6ejru37+Pdu3aYeTIkRgxYgRTAkqlUvZ8NCEhAS4uLhp1hbXh1q1bbKQAKCsHAWDevHlo06YNez5cVxwdHXH8+HG8ePECFRUV2LVrl8r1oqOjERsbi9u3bwOQ1TUuLg6A7G1y+TP7rVu3wsXFpU5lUNVuQN30jXJCQ0OxfPlyALIbi6pwCkz1cApMToEJcApMjv/RoGN3b9u2DdOmTVP6LSAgAAkJCejWrRuWLl0KPT09NGvWjH3WYGBggOvXr6NLly5o2bIlO9i3bt2KsWPHYsGCBSgvL0dwcHCtRqSA7MIZGRmJwsJC6OrqwsLCQullGQBYvnw5wsPDMWXKFCxZsqRO9ezUqRNmzJgBJycndOzYEXZ2dmjZsmW19YRCIZYvX46QkBC8fv0aWlpa8Pf3ByCbfgwPD8fSpUvRtm1bNi1WW9S1m1zfaGxsDIFAUCsvd/v27WFra4t+/fqpXP706VOMHDmSvSjj6OiI8ePHo3HjxkyBKV+2YMECNG/eHH379kVpaSmISEmB+fvvv4OI4OXlBZFIhOPHj7PtxMTEICwsDEKhEE2bNq23AjM9PR2vX7+GqalpNQWmqmMqODgYI0eOxLfffoukpKQ6tWFxcbHKuioiV2Dm5eWhcePGaNu2LdasWQNApsAMCgrCli1b0LNnzzrXtzb4+flhzZo1EAqFsLa2rpUCMz8/v1YKzPnz5wOQvUDYrl07rF69GqGhoXjz5g2beQGUFZgA8NFHH2Hfvn1KCkwA1RSYwcHBmDVrlpLt6/Hjx+jatStevnwJbW1tLF++HDdu3ECLFi0QEhKC1NRUPHv2DEZGRpg7dy5GjBiB8PBwhIeHg8/no1GjRhoVmCUlJezFND09PXz55ZdKCsyKigpIJBKVCkypVKo0szRkyBDMmjWrmgIzMjIS+fn58Pf3h1gsxqFDh5CXl4eIiAj8+uuvSgpMHR0d2NvbIz4+XuU5BMgUmF988QVT4HL8c/zrVJXNmjVjbwS/T5SUlKBZs2aoqKhA//79ER4ervRm7F/Nu2y3169fQyAQ4MKFCypvNjj+W3AKzLrBKTD/e3CqyveAmJgYHD16FKWlpfDx8VE7Cm3oHD16FOHh4Zg0aRLXQXNwCsx3CKfA/G/yr+uk38dRNACV38v+nbyrdvv444/ZN9ocHNz3tXWHU2ByKNKgXxzj4ODg4OD4L8N10hwcHBwcHA0UrpPm4ODg4OBooHCdNAcHBwcHRwOlwXfSjx8/RnBwMMzNzWFnZ4dPP/0Ut2/fRk5ODpo0aQJ7e3vY2trC0dGx2newe/bsgVAohI2NDQQCAQuoP27cOIjFYtjZ2aFJkyYQi8UQi8XVgj/cunULHh4eEIvFsLW1xahRo95ZvWbPno2jR4++k7w8PDxgbW3N6jp+/HgUFhbWmC42NrZW+X/66acsP7nUoTa8fv0aQ4YMgUAgAJ/Ph4uLy3v7Yh8g+zbXxsYGQqEQ/fv3V2rjRYsWwcLCAtbW1jh06BAAWf39/f1hY2MDHo+n9M1/WVkZBg0aBAsLCzg5OSm9LKROtbhy5UpYWFhAS0tLSY+qSbVYWFiIgQMHwsbGBra2tizEZFXUnWfvEk3aRw4ODjVUDeat+O+fVlVKpVLq1q0bEwEQEV28eJHS0tKqBb2/e/cuiUQi2rhxIxERXbp0iczNzZnC7969e2Rubk6XL19maVQFzlfEx8eH9uzZw/6+cuXKO6vbu0QxsH5ZWRlNmjSJ3Nzcakwnl4DUhbqkiY2NpaioKPZ3VlYWU/s1FKrKPzRx6NAhtv6UKVOYiOL69eskFAqptLSU7t27R2ZmZlRRUUGvXr2ilJQUIpLtFxcXF6ZaXLVqFY0ePZqIiLZt21Yr1eKFCxcoOzu7mh5Vk2px2LBhtG7dOlYGVcIOTefZu0Sd9pGD47/OeyvYOHbsGPT09JQi8YjFYri6ulZb18zMDHFxcUw7uGzZMsyYMYMp/ExNTTF9+nQsXbq01tt/9OgRjIyM2N/y8HiVlZWIjo6GRCKBUChksW1V6TMrKysRGhoKPp8PgUDAIkiFhoaykbsmZd2cOXPg4OAAgUDA9JqaaNSoEZYsWYI//viDhan86aef4OjoyEQQlZWVmDZtGt68eQOxWIwhQ4YAUK8fNDExURq5qaurqvbr1KkT+9va2hr6+vpK+k5Atq/kgojaqBJzcnJgY2ODiIgI8Pl8DBkyBEePHkWPHj1gaWmJjIwMALJ43927d4e9vT26d++OW7duAZBpGwMDA9G7d2/4+PjUSq8JAD4+PkwWoqhH3Lt3L4KDg6Gvrw9TU1NYWFggIyMDTZs2haenJ9svDg4OSmnkysKBAwciOTkZRKRWtQjIlI5y9aQi6lSLL1++RFpaGgsi0qhRI7Rq1apaek3nGREhOjqaHb/ySHSpqalwc3ND//79YWdnhzFjxkAqlWLDhg2Iiopi+axbtw6TJk0CoF77qEhJSQnCwsIgEAggFAqxa9culefQzZs34ejoyNLl5ORAKBRqzJuD432k1t9JP46NRdnNmjuJuqBva4MOM2aoXX7t2jXUJeKZg4MD68iuX79ezcXbtWtXrFq1qtb5RUVFoWfPnujevTt8fHwQFhaGVq1aYcOGDWjZsiXOnTuHsrIy9OjRAz4+Pvj555/h6+uLmTNnorKyEq9fv8alS5fw8OFDXLt2DQCqTUOXlpYiNDQUycnJsLKywrBhw7B69WpMnDgRgMxdfeHCBXz//fdYtmwZ1q9fX2O5dXR0IBKJkJWVhUaNGiExMREnT56Enp4ePv/8c2zduhWLFy/GypUrlQQRGzduROvWrfHmzRtIJBIEBASgTZs2KreRkJBQra5VCQ8Ph4+PD5KSkuDl5YXhw4fD0tKyxvI3atQIaWlpWLFiBfr27YvMzEy0bt0a5ubmrAO4c+cOdu7cibVr10IikSAhIQHp6enYt28fYmNjsWfPHtjY2CAtLQ26uro4evQoZsyYweKinz59GleuXEHr1q1x/PhxfPPNN+jbty+Kiopw6tSpGkOIbty4kVnDHj58qBQa08jICA8fPlRav7CwEL/88gu++OILlqZz584AZFKNli1boqCgQOl3dXnVlnv37qFt27YICwvD5cuX0aVLF6xYsQIGBgZK62k6z37++WdcunQJly9fxrNnzyCRSJh3OCMjAzdu3ICxsTH8/Pzw888/Izg4GEKhEEuWLIGenh42bdpUJ0HD/Pnz0bJlS1y9ehUA8OLFC5XnUKtWrfD27Vsmr0hMTERQUFB9momDo0HToEfSdYUUQpySCuuLqt80ERYWhps3byIwMBCpqano1q0bysrKcPjwYWzevBlisRhOTk4oKCjA77//rlKfaWZmhnv37iEyMhK//fZbNcFDTcq6AQMGAJBFblIX5EBTWyQnJyMzMxMSiQRisRjJycm4d++eyjTq9IOqUKcKVUQsFuPevXuIjo7G8+fPIZFIcPPmzRrLXhtVoqmpqZJy08vLi+k45e1UVFSEwMBA8Pl8REVFKSki5aNVoHZ6TUUWLlwIXV1dNgNBGmxbgExrGBISggkTJjAbkro0NeVVFyoqKnDhwgWMHTsWFy9ehIGBARYvrpvNLj09HSEhIdDR0UH79u3h7u6Oc+fOAZDFXDczM4OOjg5CQkKQnp4OAwMD9OzZE/v370dWVhbKy8vrJGg4evQoxo0bx/7+4IMP1J5DQUFB2LFjBwBZjHX5TRMHx7+JWo+kNY14/yp4PF6dTD5yjaA87fnz55WmwC5cuKA2yL86OnbsqBRM/9q1ayAifPfdd/D19a22vip95uXLl3Ho0CGsWrUKO3bsUNI3qrooKyJX8Ml1ioDM9PPkyRN07dpV5ci6srISV69eha2tLZ4+fYrhw4dj0aJFGrejST+oClWq0ObNm1dTEDZr1gwDBgzAgAEDoK2tjV9//RWDBg1iOkVAvVJRk1qzNtrFr776Cp6enti9ezdycnLg4eHB0lQdTarSa4aFhSlpBwHZS1379+9HcnIy6zyNjIyUDFxVNYijRo2CpaUlmx1RTGNkZISKigoUFRWhdevWalWL9cHIyAhGRkZwcnICIJtWX7x4MXJzc5lLesyYMRrPM03HZ9WbB/nfERERiI2NhY2NTZ1tTapupD/44AOV59CgQYMQGBjIlJG1maXh4HjfaNAj6Z49e6KsrIw5fgHg3LlzSqYjOTk5OZg8eTIiIyMByGxAixYtYqOqnJwcxMbG4ssvv6z19n/77TeUl5cDkL39WlBQgE6dOsHX1xerV69my27fvo1Xr16p1Gc+e/YMUqkUAQEBmD9/vpJiEECNyjpVHDp0CJcuXVLZQZeXl2P69Ono3LkzhEIhvLy8kJSUhKdPnwKQKeru378PANDT02N1qIt+EIDKulZVEJ48eRIvXrwAALx9+5ZNjbZv3x5Pnz5FQUEBysrKsH//fo3bqi9FRUXsmXh8fLzGdVXpNatqB3/77Td8/fXX2LdvH5o2bcrS9unTB9u3b0dZWRmys7Px+++/s+els2bNQlFREctbMY18Sj0pKQk9e/aElpaWWtVifejQoQM6d+7MnsUnJyfDzs4OnTt3ZvtpzJgxGs8zNzc3JCYmorKyEvn5+UhLS2N1y8jIQHZ2NqRSKRITE5ne1MnJCbm5uUhISFCyNdUGHx8frFy5kv394sULteeQubk5dHR0MH/+fG4UzfGvpUHH7tbS0sLu3bsxceJELF68GI0bN4aJiQm74N29exf29vYoLS1F8+bNERkZye7cxWIxvv76a/Tu3Rvl5eXQ09PDkiVLIBaLa739w4cP44svvkDjxo0BAEuXLkWHDh0QERGBnJwcODg4gIjQtm1b7NmzB6mpqdX0mQ8fPkRYWBgbOVYd0dakrKstQ4YMgb6+PsrKyvDxxx+zF6Hs7OywYMEC+Pj4QCqVQk9PD6tWrYKxsTFGjRoFoVAIBwcHbNy4sU76QVV1rcrdu3cxduxYEBGkUin8/f0REBAALS0tzJ49G05OTjA1NYWNjU2d61sbpkyZguHDhyMuLq5GbWNNek1AZnMqKyuDt7c3ANnLY2vWrAGPx0NQUBDs7Oygq6uLVatWQUdHBw8ePMDChQthY2MDBwcHlkdERARGjBiBoUOHwsLCAq1bt2YucE2qxW+//RZLlizB48ePIRQK8emnn2L9+vUaVYvfffcdhgwZgrdv38LMzEylwlTTeebm5obTp09DJBJBS0sLS5YsQYcOHdhnX9OmTcPVq1fZS2RygoKCcOnSJXzwwQfsN3XaR7lmc8yYMZg1axbGjRsHPp8PHR0dzJkzB+bm5mrPoUGDBiE6OhrZ2dka9y8Hx/vKv05VycFRHzi9Zt1ITU3FsmXL1M6C9OrVC1FRUfDy8vqbS8bB8f6hSVXZoKe7OTj+Do4ePQobGxtERkZyHfSfpLCwEFZWVmjSpAnXQXNwvAMa9HQ3B8ffAafXrDseHh4qX2hr1arVO49UxsHxX4YbSXNwcHBwcDRQuE6ag4ODg4OjgcJ10hwcHBwcHA0UrpPm4ODg4OBooDT4TlqdQi8vLw8DBw4EAKWAE38W+XfGYrGYyQQUiYuLY+pLkUiESZMmsYAgqkQUDQV1Zdu4cSOTGfD5fCXRRG04f/48JkyY8K6KWSc4lagMTiUqo6GqRIkIEyZMgIWFBYRCoVJAI04lylEjVbVY9J6oKhXZtGkTjRs37p1s8/Tp02o1j6tXryZfX1+m+ysrK6NFixZRUVEREVE1hWBDQlXZcnNzyczMjAoLC4mIqLi4mKk9a0NdNI9/BZxK9M+l4VSif49K9MCBA+Tn50dSqZROnz5Njo6ObBmnEuUg0qyqbNCddHJyMrm6uqpcJndBl5WVUefOncnQ0JBEIhFt376dLCws6OnTp0REVFlZSebm5tU6qIKCAurbty8JBAJycnKiy5cv05MnT8jc3JxatGhBIpGI7ty5o5TGyMhIYyemeHJu2bKFJBIJiUQiGjVqFFVUVBCR7CI6Y8YMEgqF5OTkRI8fP6aKigoyNTUlqVRKL168IC0tLTp+/DgREbm4uNDvv/+usrzq6kFE9OzZM/L29iaxWEyjRo2ijz76qFobZGZmkkgkYmVTxN3dnb744gtydnYmHo9HZ8+eJSKiOXPm0MiRI8nb25tCQkLo2LFj5O/vz5aFhYWRu7s7mZqa0ooVK1h+8+bNI2tra/r4448pODiYeY9XrFhBtra2JBAIaNCgQWrbVhUCgYBUHaMVFRU0efJk6tq1KwkEAlqzZg0REeXl5ZGrqyuJRCLi8XiUlpZGFRUVNHz4cOLxeMTn8ykuLo6IiIYPH047d+4kIqKjR4+SWCwmPp9PYWFhrCMzNjam2bNnk729PfH5fLp586bKcip20vLymZiY0KVLl4hI9bEydepU0tbWJpFIRIMHDyYior59+5KDgwPZ2dnRDz/8wPJTPO7knbSqulYlMjKSli1bVu33qp71pUuX0pw5c1hdJk6cSK6urmRjY0MZGRnUv39/srCwoJkzZ7L01tbWNGLECOLxeDR48GA6cuQIde/enSwsLNixdPbsWXJ2diaxWEzOzs6UlZVFRLKb7oEDB1KvXr3I09OTPvvsM6WbscGDB9PevXtVtrWcn3/+mbVbbGwsxcbGsmU+Pj506tSpamkmTJhAa9eurbZOeXk5tWnThqRSKSUkJNCoUaNYmlGjRlFCQoJSPlU76arrWFlZUV5eHhUVFZGJiQlJpVKNddF0HZRKpTR58mR2/G7fvp2IiI4dO0aurq7Ur18/srW1pdGjR1NlZSWtX7+eJk6cyNKvXbtW6Uat6r6vSnFxMYWGhhKfzyeBQEBJSUkqz6EbN26QRCJRylcgEGis538ZTZ10rb+TPha/Fk/vq7Yn1Zd2xmbwDFU/RVkbVWWjRo0wb948nD9/nsX8zcrKwtatWzFx4kQcPXoUIpEIhoaGSunmzJkDe3t77NmzBykpKRg2bBiLh60qklJxcTFKSkqYn1oTN2/eVKmHHDZsGF69eoVu3bph4cKFmDJlCtatW4dZs2bBysoKN27cQHZ2Nrp06YITJ07AyckJDx48gIWFBSIjI1WWV1095s6dCxcXF8yePRsHDhxQ8kPLEYlEaN++PUxNTeHl5YUBAwYw8QIAvHr1CqdOnUJaWhrCw8OZKjAzMxPp6elo0qSJkgxC3vbHjh1DcXExrK2tMXbsWFy+fBm7du3CxYsXUVFRAQcHB7ZfFy9ejOzsbOjr69dqClgRTiXKqUTV0ZBUourS6OrqcipRjhpp8M+k60N4eDiLJb1x40aVJp709HQMHToUgEzkUVBQgKKiIrV5UhU7z6FDhyAWi2FiYoJTp04pratJD9moUSP06tULgLJ+0tXVFWlpaUhLS8P06dORnp6Oc+fOsRjO6sqr7ve0tDR89tlnAAB/f3+lGMpydHR08NtvvyEpKQlWVlaIiopCTEwMWy6XI7i5ueHly5esA+vTpw+aNGmisp38/f2hr68PQ0NDtGvXDk+ePEF6ejr69u2LJk2aoHnz5ko3AkKhEEOGDMFPP/2kUQ+pCk4lyqlEVdHQVKLq0nAqUY7aUOuroqYR719FXVWVcjp37oz27dsjJSUFZ8+exdatW6utU9eTrUWLFjAwMEB2djZMTU3h6+sLX19f9OrVC2/fvq2Wtzo9pJ6eHtuOon7S1dUVa9asQV5eHubNm4elS5ciNTWV3RXX56JRGw+xlpYWHB0d4ejoCG9vb4SFhbGOWp2KsOqdviKKCkl5/VSVUc6BAweQlpaGffv2Yf78+bh+/brSBViVLlIRTiWqGk4l2nBUouq2r6WlxalEOWqkQY+ka6uqbN68OYqLi5V+i4iIwGeffYagoCDo6OhUy9vNzY113qmpqTA0NKw2iqrK9OnTMXbsWDaiJCKVF0pNekh1ODk54dSpU9DW1kbjxo0hFovxww8/wNXVVWN5a/P7wYMHmTJSkby8PKU3TS9dugRjY2P2t/zt9vT0dLRs2bLeca1dXFzwyy+/oLS0FCUlJThw4AAAQCqVIjc3F56enliyZAkKCwurvV1cVRepCKcSVQ+nEm04KtE+ffpg8+bNICKcOXMGLVu2xIcffsipRDlqRYOO3V2TqlKOp6cnFi9eDLFYjOnTp2PQoEHo06cPwsLC1N4pxsTEICwsDEKhEE2bNq3xGRcAjB07Fq9fv4aTkxP09fXRrFkz9OjRA/b29krradJDqkNfXx+dO3dmz85cXV2xbds2NhWlrrzqfp8zhjP/3gAAEERJREFUZw5CQkLg4OAAd3d3fPTRR9W2WV5ejsmTJyMvLw+NGzdG27ZtmTYQkN0hd+/eHS9fvlQaXdYViUSCPn36QCQSwdjYGF27dkXLli1RWVmJzz77DEVFRSAiREVFoVWrVrXOl1OJqodTiTYcleinn36KX3/9FRYWFmjatKmSLpRTiXLUSNU3yagBvd39Zzh37hy5uLj808V4b6n6RvKfpbi4mIiIXr16RV26dKHMzMx3ljfHv59Xr14pfS7IoRnFry5U4e/vT0ePHv0bS8ShCU1vdzfo6e76snjxYgQEBNT4nI/j72PUqFEQi8VwcHBAQEAAG7lwcNQEpxJ9d3Aq0fcPLdLw4kFmZibV9AkUBwcHBwcHR/3JzMzE3LlzVwK4uW/fvu8Vl/0rR9IcHBwcHBz/BrhOmoODg4ODo4HCddIcHBwcHBwNFK6T5uDg4ODgaKA0+E7671C01Zb4+HiMHz++3ulDQkIgFArxzTffKP0eExODTp06QSwWg8/nY9++fez3ZcuW/akya2L//v2wt7eHSCSCnZ1dnWL41oSiPvHPoqOjA7FYDB6PB5FIhLi4OKWIWKrIyclBQkJCjXkrKk9TU1NZyNba8FeqMv9u6qNtvHTpEpydncHj8SAUCpXUrtnZ2XBycoKlpSUGDRrEovKRBm2jOlXizp07wePxoK2tjfPnzystu3LlCiuDQCBQG4UtIyMDbm5usLa2ho2NDSIiIlTGM68vBQUF8PT0RLNmzf7UNYKDoxpVv8miBvSd9N+laKsN5eXlf0qJ+ejRI/roo49ULpszZw6zQt24cYPatGlDlZWVSr+/a96+fUsffvgh5ebmEhFRaWkpsxA1NBT1i0+ePCEvLy+aPXu2xjQ1fSf6LtK8D6rM2qoe66NtvHXrFt2+fZuIiB4+fEgdOnRgqsXAwEDatm0bERGNHj2avv/+eyLSrG1Up0q8ceMGZWVlVft2v7y8nAQCAbOJPXv2TKXR7fHjx/TRRx8xq5VUKqWdO3fS48ePa9U2taGkpIROnDhBq1evfmfaXI7/Du/td9LHjh2Dnp6eUoQnsVgMV1dXEBGio6PB5/MhEAjYXbw83nX//v1hZ2eHMWPGsFFXs2bN8OWXX8LBwQFeXl7Iz88HIIu85Ofnhy5dusDV1RVZWVkAZKEIJ02aBE9PT0ydOlWpbPn5+QgICIBEIoFEIsHJkycByO7Yu3fvDnt7e3Tv3p2F/PPx8cHTp08hFotx4sQJtXW2tbWFrq6ukjQeANatWweJRAKRSISAgAA2Cnjy5An69+8PkUgEkUjEZB8//fQTHB0dIRaLMXr0aFRWVirlV1xcjIqKCmZR0tfXh7W1tca6HT9+HGKxGGKxGPb29iguLsajR4/g5ubGZgHkdTMxMWF1iIuLA5/PB5/PZ9HicnJyYGtri5EjR4LH48HHxwdv3rxR2y5y2rVrh7Vr12LlypUgIlRWViI6OhoSiQRCoZDNBkybNg0nTpyAWCzGN998g5ycHLi6usLBwQEODg6snXJyclRK7lXVtSqPHj2CkZER+1seHa7qjEuvXr1YvOdmzZph6tSp6NKlCz7++GNkZGTAw8MDZmZmbAYlPj4e/fr1Q+/evWFqaoqVK1ciLi4O9vb26NatG54/fw5A/TGheNxGR0fD0tKSHetSqRQWFhbVjq+mTZvC09MTgEwC4+DggAcPHgAA9u7di+HDhwOQxZdOTk4GEcHKyorFY+7YsSPatWuH/Px8EBFSUlLYDMXw4cOxZ88eltewYcOgpaWFbt26obCwEI8ePQIgC30rj96liK2tLTs2FTl8+DCEQiFEIhEAoE2bNipDAK9atQrDhw+Hs7MzAFkEr4EDB6J9+/Z4/vw5+vXrB6FQiG7duuHKlSsAZLNYQ4cORc+ePWFpaclCcg4dOpRFiwNkkeT27dsHAwMDuLi4sOh36rhz5w4+/vhjiEQiODg44O7duyrPodWrV2PKlCksXXx8PCIjIzXmzfHvpNZhQQ8ePIjHjx+/04136NABn3zyidrl71LRNnDgQLx69Qr/r72zD4qy2gPwwy75UbKAU3ppdiZXYTBggSAFWycyUtJ1VnfLijHTFKsxLGGYosmSrGbEMTGn8qOYltaybAzwj6ZxGaJ0Uhi/Q1KZmsm5CVcvdwKWZRV4uX8we2I/3kUcKs3z/MXHy7t7Xs7Z3/n8PWlpabzzzjusX7+eN954g/fee49nnnmG7du3ExcXR319PatWraK2thYYyPtcU1ODVqv1yS/84osvUlBQwMyZMzl//jw5OTn89NNPqvq9ffv2MX/+fB/1YDDq6+vRaDTccccdPj+32WysXLkSGMg3XF5ezurVq3nhhRfIysqisrKSvr4+XC5XSFWml/Hjx2OxWLjrrrvIzs5m/vz55ObmotFoVMu2adMm3n//fUwmEy6XizFjxrBz586QSsSjR4/y8ccfU19fT39/PxkZGWRlZREdHU1zczO7d+/mww8/5LHHHmPv3r3C3BWKyZMnoygKFy9epLq6OqiWcsOGDT7KUbfbjdPpZMyYMTQ3N5ObmxswdTqYYGX1R02VGYquri4eeOABSktLsVqtrF27FqfTSVNTE0uXLhWGqcbGRo4fP47H4yE2NpbS0lKOHz9OQUEBn3zyCWvWrFGtE+Bbb6OiooZUtw7marWNg+/R0NDAlStXmDJlCm1tbURFRQlRymCdo5q2MSYmJuRzC8a5c+dEPu1Lly7xxBNP+AQ2L42NjaKT4Y+a6hUGptIPHz5MV1cX99xzD2azmby8vGFrMwezePFiiouLsVqteDweFEVh27ZtAW1o6tSpzJgxg40bNwIDefRfffXVYT8jyY3PdZ27OxRqijadTicUbYBQtD366KNoNBqR6P3JJ5/EZrPhcrn44YcfWLRokbj35cuXxdeLFi0K2juvqamhqalJfN/R0UFnZyft7e0sXbqU5uZmwsLChCBhKMrKyti1axcRERF88cUXAaaZxsZG1q5dKyQU3qT+tbW1Ii+zVqslMjISh8Mh9IcA3d3dTJgwIeA1P/roI3788UdqamrYtGkTTqcTu92uWjaTyURhYSGLFy/GZrOh1+uZNm0ay5cvp6enh4ULF5KamurzGgcPHsRqtQqrkc1m48CBA1gsFgwGg7j+WlWP+/fv59SpU8IS1N7eTnNzM6NGjfK5vqenh/z8fE6cOIFWqx1yX0Owsvrz9NNPk5OTwzfffEN1dTU7duzg5MmTIe87atQoHn74YWBg5D169GhuueUWH4UjDOSjj4iIICIigsjISGFFMhqNYrSnVifAt94uX76cBQsWsGbNGlV1q5fhaBu9tLS0sGTJEioqKtBoNCGvH+pew6G3t1coXW+99Vays7NJT08fViatgwcPCoe1v7LWq1cdO3Yss2bNoqGhgYULF/L8889z8eJFvvrqqyG1mYPp7Ozkt99+Ezm0vR2/YG3Iq1E9fPgwcXFxnD17FpPJNJzHI/mHcNVBOtSI989ipBVtwa5TFIWoqCjVEa6allFRFA4dOhTgVV69erWqfi8UBQUFFBUVqf5+2bJlVFVVkZKSgt1u99Hl+dMfQpXpj9FoxGg0smTJEgwGA3a7XbVsxcXFmM1mvv76azIzM6mpqQmqRBw8Yg/1f/LXWnZ3dwdo+oLJLH755Re0Wi0TJkxQ1VL6P5+ysjImTpzIyZMnURRlyGnJYGV1OBzC4OWtL8FUmeHh4aqqx8GqUjWFo/+zUbsuVJ0YXG+DqVv7+vrELJXFYmH9+vXA8LSNMNCBM5vNvPXWW0L6cfvtt/P777/T29tLeHi4jxpyKG3kcNDr9WRlZYkR/bx58zh27BgdHR0+Ss7ExESOHj3KggULAu4RqtOg9jkSTJt5Nai1BbU29Pjjj7Nnzx6mTp2K1Wq95s6M5Mbmul6THmlFm6IoIuh/9tlnzJw5E51Oh8Fg4MsvvwQGGtJQoyEIVLZ5P7SHo98bDp2dncTExNDT0+Pjx87Ozmbbtm3AgKe4o6PjqlSZLpfL50N9sKZSrWw///wzRqORl19+mXvvvZczZ84EVSIO5v7776eqqgq3201XVxeVlZVCvxkMf02fP5cuXeK5554jPz9fTHUG01L660vb29uJiYlBo9HgcDgC1uj9CVbWt99+W7w3UFdlTpo0iRMnTggVZ0NDQ8jXulbU6kQw/NWtWq1WlMUboIerbbxy5QpWq5WnnnrKZyYqLCyMWbNmibZWUVEhAqSatvFayMnJ4dSpU7jdbnp7e/nuu+9ISEgIUHLm5+dTUVFBfX29+Ntdu3bR2toaUllbXV2Nx+Ohra2Nuro6MTMVTJt5Neh0OvR6vVifv3z5Mm63W7UN2Ww2qqqq2L17t1Q93sRc10Haq2hzOp1MmTKFxMRESkpKuPPOO7FarWLTyIMPPigUbYBQtCUlJWEwGMT00m233cbp06dJT0+ntraW119/HYBPP/2U8vJyUlJSSExM9NkYosbWrVs5cuQIycnJJCQkCJ3bSy+9xCuvvILJZBoyEAyHN998k4yMDGbPnu2jDnz33Xf59ttvMRqNpKenc/r0aR/9YXJyMrNnzxabc7z09/ezceNG4uPjSU1NZd26daJToVa2LVu2kJSUREpKCmPHjmXu3LnU1dWJzVV79+4V65he0tLSWLZsGdOnTycjI4O8vLwAtedQdHd3iyNYDz30EHPmzGHdunXAQPBJSEggLS2NpKQknn32WXp7e0lOTiY8PJyUlBTKyspYtWoVFRUVZGZmcu7cOdUZEi/ByurP/v37xTU5OTlClWkymTAYDBiNRoqKiv40mYhanQiGxWLB5XKpTnV7tY1NTU2kpaWRmpoqfNgrVqygra2N2NhYNm/ezIYNGwDYs2cP33//PXa7XWyy83ZgSktL2bx5M7GxsbS1tbFixQpgYLQ7efJkYmNjWblyJR988Eea4tzcXGbMmMHZs2fR6/WUl5cDUFlZiV6v59ChQ5jNZjFrEh0dTWFhIdOmTRPyFrPZHFC2iRMn8vnnn1NUVER8fDx33303Bw4cQKfTUVJSIup6cXGxz/ry9OnTMZvNZGZm8tprr4kRv1eb6f8sJ02aRGFhIXa7Hb1eL5aM8vLyxP4Hh8PB1q1bSU5O5r777qO1tVW1DUVHR5OQkMCvv/4qBiCSm49/nGCjrq7OZ8PQYMaNG4fL5fob3pVE8vdy5MgRCgoKQp4skPxBSUkJ48aNC7oE5Xa7MRqNHDt2TFq5JCOCFGxIJDcxUt06ckhtpuSv5h83kpZIJBKJ5EZCjqQlEolEIrkBGSpI9w+VI1kikUgkEsm1oShKyKOqIYO0RqM509ra2icDtUQikUgkI4uiKLS0tCgej+e/QNCD8CGTmSiKMqelpaX2woULcfIgvUQikUgkI0d/fz8ej+d/DofDAYwH/uN/TcggnZ6e/m+LxRIPmIFHgJE7+CuRSCQSiQQgEjgPOP1/EXJ3txeLxRIG/AvQjfhbk0gkEonk5qYHuLBv374AIfpVBWmJRCKRSCR/PfIIlkQikUgk1ykySEskEolEcp0ig7REIpFIJNcp/wdGoD3P5jqNEAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "p8nVrDAVtTwm" }, "source": [ "## Histogram & Scatterplot: Peak Time Analysis for Charging Time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:18.414317Z", "start_time": "2020-05-16T05:44:18.217062Z" }, "id": "eB39WhM-tTwm", "outputId": "f3931fe5-04ab-4ce6-d0a0-e1d0645a678f" }, "source": [ "#Peak time of occupancy, based on the time a transaction is unplugges\n", "#Duration Time is a time difference not a time of day, so this is actually how long they are plugged in\n", "#most vehicles are plugged in between 7.5 and 8.75 hours\n", "#PeakChar= max_time(15,\"Yes\",'Charging Time (hh:mm:ss)');\n", "plt.hist(PeakChar)\n", "plt.title(\"Histogram of Peak Demand Times by Duration Time for all Stations\")\n", "plt.xlabel(\"Time of Day\")\n", "plt.ylabel(\"Count\")" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Count')" ] }, "metadata": { "tags": [] }, "execution_count": 54 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:18.594609Z", "start_time": "2020-05-16T05:44:18.416068Z" }, "id": "lGTKu9obtTwm", "outputId": "b9067157-c82a-4607-8b79-6c5b2ffbee90" }, "source": [ "#Peak time of every station \n", "plt.plot(np.array(PeakChar), '.');\n", "plt.title(\"Peak Time for each grantee csv file\")\n", "plt.xlabel(\"Index for CSV files\")\n", "plt.ylabel(\"Peak Time\")" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Peak Time')" ] }, "metadata": { "tags": [] }, "execution_count": 55 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ivHLi2JOtTwn" }, "source": [ "## Histogram & Scatterplot: Peak Time Analysis for Duration Time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:18.796029Z", "start_time": "2020-05-16T05:44:18.596396Z" }, "id": "-1TvoUVvtTwn", "outputId": "0143a49b-1d61-4940-ea1b-35985d8f6fb7" }, "source": [ "#Peak time of occupancy, based on the time a transaction is unplugges\n", "#Duration Time is a time difference not a time of day, so this is actually how long they are plugged in\n", "#PeakDur= max_time(15,\"Yes\",'Total Duration (hh:mm:ss)')\n", "plt.hist(PeakDur)\n", "plt.title(\"Histogram of Peak Demand Times by Duration Time for all Stations\")\n", "plt.xlabel(\"Time of Day\")\n", "plt.ylabel(\"Count\")" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Count')" ] }, "metadata": { "tags": [] }, "execution_count": 56 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:18.985027Z", "start_time": "2020-05-16T05:44:18.797803Z" }, "id": "tfGWsr4btTwn", "outputId": "af3a1dbb-f63c-4836-c4ec-08ff7a9e68ae" }, "source": [ "#Peak time of every station \n", "plt.plot(np.array(PeakDur), '.');\n", "plt.title(\"Peak Time for each grantee csv file\")\n", "plt.xlabel(\"Index for CSV files\")\n", "plt.ylabel(\"Peak Time\")" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Peak Time')" ] }, "metadata": { "tags": [] }, "execution_count": 57 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "kEjx4E3EtTwn" }, "source": [ "# Analysis of individual CSV files" ] }, { "cell_type": "markdown", "metadata": { "id": "8fn2b_O3tTwn" }, "source": [ "## Bar Plots: Energy Usage per Month for each CSV file" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:30.500063Z", "start_time": "2020-05-16T05:44:18.987062Z" }, "id": "qo2CuOOytTwn", "outputId": "e37293b7-478f-4abb-e369-46d388289225" }, "source": [ "#creates a bar plot of Total Energy Usage per Month for each csv file\n", "count=0\n", "for fn in files:\n", " #count=0\n", " if fn.endswith('.csv') and not fn.startswith(\"combined\"): \n", " bar_chartCSV(fn)\n", " count+=1\n", " print(count)\n", " else:\n", " print(\"Different Format\")" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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PR1/KZZkO/A9Vrf/rlSePO4ZU03qB9J3ZNO+/BXk7f66yn6uPR5Zu/FVz29SJ+yBSS+nK9roXOKwwfkvSyXlBPnZ+zLKNv1YvTD8b2K3QfzHp2eBSMeb+ZRo35fkr++tjpOP9JdJzzbMbrbuwjG/mcVt2cvw9TnpGuaDwd27V92oy6eLoIZZuBHch6QKgOO/0wvi+pH8Dmk+64Ppy1bp3IjVaehW4E9ipxve5+DezMP7kGuNPLozfg3Sn7NUcf0cn22EA6fHRrFyOR0mNcDds8ntSaZW9gPS4ZYuq5X8qx/iBquF1y0GqlS8ANsv9ffJ+fTwfD3eQ/kWt4bGel/MG6Tn4cp2flBfQq+UrsYsjPWs0M+sSSZ8Bjo6IXXs6llWd0g+DzI6IbzaY5n2kC7SOWPpZdamtSreyzcx6jKR1SP+qeV5Px2KQbzF/ATh/ZUrK4MRsZrbCcpuTeaRbx8vV0Me6n6RtSI9lBrPkPy1WGr6VbWZmViKuMZuZmZWIE7OZmVmJdOWtKKWx0UYbRUdHR0+HYWZmtlymTp36TEQMqjVupU7MHR0dTJkypafDMDMzWy6S6v5Ep29lm5mZlYgTs5mZWYk4MZuZmZWIE7OZmVmJODGbmZmViBOzmZlZibQ0MUtaX9KvJT0o6QFJu0gaKGmipEfy5waF6U+SNEPSQ11537GZmdnKrtU15rOAP0bE1sAOpPcYjwUmRcRwYFLuR9K2wGjS+zf3Bs6R1KfF8ZmZmZVKyxKzpP7A+4BfAETEvyLiBWB/YFyebBxwQO7eH7g8IhZGxOPADGBUq+IzMzMro1bWmLckvQbtQkl3STpf0rrAJhExByB/bpynHwLMKsw/Ow9biqSjJU2RNGXevHktDN/MzKz9WpmYVwd2Bn4aETsBL5NvW9ehGsOWeSdlRJwXESMjYuSgQTV/ZtTMzGyl1crEPBuYHRG35f5fkxL105IGA+TPuYXphxXmHwo81cL4zMzMSqdlL7GIiH9KmiXpbRHxELA7cH/+GwOcnj+vzrNcA1wq6YfApsBw4PZWxWdmZuXRMfa6ng6hUzNP37ct62n126WOBy6RtCbwGHA4qZY+XtKRwBPAwQARMV3SeFLiXgQcGxGLWxyfmZlZqbQ0MUfE3cDIGqN2rzP9acBprYzJzMyszPzLX2ZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXS0sQsaaakeyXdLWlKHjZQ0kRJj+TPDQrTnyRphqSHJO3VytjMzMzKqB015g9ExI4RMTL3jwUmRcRwYFLuR9K2wGhgBLA3cI6kPm2Iz8zMrDRW74F17g/slrvHAZOB/8zDL4+IhcDjkmYAo4C/9UCMZraK6xh7XU+H0NDM0/ft6RCsh7S6xhzADZKmSjo6D9skIuYA5M+N8/AhwKzCvLPzsKVIOlrSFElT5s2b18LQzczM2q/VNeb3RMRTkjYGJkp6sMG0qjEslhkQcR5wHsDIkSOXGW9mZrYya2mNOSKeyp9zgd+Sbk0/LWkwQP6cmyefDQwrzD4UeKqV8ZmZmZVNyxKzpHUlrVfpBj4E3AdcA4zJk40Brs7d1wCjJfWVtAUwHLi9VfGZmZmVUStvZW8C/FZSZT2XRsQfJd0BjJd0JPAEcDBAREyXNB64H1gEHBsRi1sYn5mZWem0LDFHxGPADjWGPwvsXmee04DTWhWTmZlZ2fmXv8zMzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzEqk5YlZUh9Jd0makPsHSpoo6ZH8uUFh2pMkzZD0kKS9Wh2bmZlZ2bSjxvwF4IFC/1hgUkQMByblfiRtC4wGRgB7A+dI6tOG+MzMzEqjpYlZ0lBgX+D8wuD9gXG5exxwQGH45RGxMCIeB2YAo1oZn5mZWdm0usZ8JvA14I3CsE0iYg5A/tw4Dx8CzCpMNzsPW4qkoyVNkTRl3rx5rYnazMysh7QsMUv6CDA3IqY2O0uNYbHMgIjzImJkRIwcNGjQCsVoZmZWNqu3cNnvAfaTtA+wFtBf0sXA05IGR8QcSYOBuXn62cCwwvxDgadaGJ+ZmVnptKzGHBEnRcTQiOggNer6c0R8CrgGGJMnGwNcnbuvAUZL6itpC2A4cHur4jMzMyujVtaY6zkdGC/pSOAJ4GCAiJguaTxwP7AIODYiFvdAfGZmZj2mLYk5IiYDk3P3s8DudaY7DTitHTGZmZmVkX/5y8zMrEQ6rTFL2go4Edi8OH1EfLCFcZmZmfVKzdzKvhI4F/g54Ge+ZmZmLdRMYl4UET9teSRmZmZWPzFLGpg7r5X0eeC3wMLK+Ih4rsWxmZlZJzrGXtfTITQ08/R9ezqElU6jGnP1L3adWOgOYMvuD8fMzKx3q5uYI2KLdgZiZmZmjW9l3wPcDNwK3BIRM9sVlJmZWW/V6P+YDwXuAfYEbpD0pKQrJX1J0jvbE56ZmVnv0uhW9n3AfcB5AJI2Iv3m9ReBHwB92hGgmZlZb9LoVnYfYCfg3aQ3Rb0FeBI4H/hbW6IzMzPrZRq1yp4PPAD8BBgbEY+3JyQzM7Peq1FiPgrYJX8eLukOUk35bxHxZDuCMzMz620aPWO+DLgMQNI6wCjSLe3vSVozIjZvT4hmZma9R8Of5JS0LvBOljxnfgcwC7il9aGZmZn1Po0af90FbAZMIf0v8xnA3yNiQZtiMzMz63Ua1ZjHAPcCfSPiteIISQP9W9lmZmbdr+4PjETEtIgI4CpJbyZwSYOBie0IzszMrLdp9MtfFb8Dfi2pj6QO4HrgpFYGZWZm1lt1+j7miPi5pDVJCboD+FxE3NrqwMzMzHqjRo2/vlzsBYYBdwPvkvSuiPhhq4MzMzPrbRrVmNer6v9tneFmZmbWTRr9wMgp7QzEzMzMmmv8ZWZmZm3ixGxmZlYiTsxmZmYl0um/S0kaBHyW9K9Sb04fEUe0LiwzM7PeqdPEDFwN/BX4E7C4teGYmZn1bs0k5nUi4j9bHomZmZk19Yx5gqR9Wh6JmZmZNZWYv0BKzq9Kmi/pJUnzWx2YmZlZb9TMb2X7l77MDICOsdf1dAidmnn6vj0dgtkKafRb2VtHxIOSdq41PiLubF1YZmZmvVOjGvOXgaOBM2qMC+CDLYnIzMysF2v0W9lH588PtC8cMzOz3s2//GVmZlYiTsxmZmYl0rLELGktSbdLukfSdEmn5OEDJU2U9Ej+3KAwz0mSZkh6SNJerYrNzMysrDpNzJKukrSvpOVN4guBD0bEDsCOwN6S3gWMBSZFxHBgUu5H0rbAaGAEsDdwjqQ+y7lOMzOzlVozyfanwCeBRySdLmnrZhYcyYLcu0b+C2B/YFwePg44IHfvD1weEQsj4nFgBjCquWKYmZmtGjpNzBHxp4g4FNgZmAlMlHSrpMMlrdFoXkl9JN0NzAUmRsRtwCYRMScvew6wcZ58CDCrMPvsPMzMzKzXaOr2tKQNgcOAo4C7gLNIiXpio/kiYnFE7AgMBUZJ2q7RamotokYsR0uaImnKvHnzmgnfzMxspdHMM+bfkF77uA7w7xGxX0RcERHHA/2aWUlEvABMJj07flrS4LzswaTaNKQa8rDCbEOBp2os67yIGBkRIwcNGtTM6s3MzFYazdSYz46IbSPie5Vb0BURMbLeTJIGSVo/d68N7AE8CFwDjMmTjSG975k8fLSkvpK2AIYDty9XaczMzFZyzbyPeX1JB1UNexG4NyLm1pohGwyMyy2rVwPGR8QESX8Dxks6EngCOBggIqZLGg/cDywCjo2IxctZHjMzs5VaM4n5SGAX4Mbcvxvwd2ArSadGxK9qzRQR04Cdagx/Fti9zjynAac1EZOZmdkqqZnE/AawTUQ8DSBpE9K/UL0TuAmomZjNzMxs+TXzjLmjkpSzucBWEfEc8HprwjIzM+udmqkx/1XSBODK3P9R4CZJ6wIvtCwyMzOzXqiZxHwscBCwK+l/jX8JXBURAfiVkGZmZt2oYWLOLaqvj4g9gKvaE5KZmVnv1fAZc/53pVckDWhTPGZmZr1aM7eyXwPulTQReLkyMCJOaFlUZmZmvVQzifm6/GdmZmYt1mlijohx+Sc1N4uIh9oQk5mZWa/VaWKW9O/AD4A1gS0k7QicGhH7tTo465qOseW/wTHz9H17OgQzs1Jq5gdGTgZGkf9nOSLuBrZoYUxmZma9VjOJeVFEvFg1bJn3JJuZmdmKa6bx132SPgn0kTQcOAG4tbVhmZmZ9U7N1JiPB0YAC4HLgPnAF1sZlJmZWW/VTKvsV4Bv5D8zMzNroWZaZW8FfBXoKE4fER9sXVhmZma9UzPPmK8EzgXOBxa3NhwzM7PerZnEvCgiftrySMzMzKypxl/XSvq8pMGSBlb+Wh6ZmZlZL9RMjXlM/jyxMCyALbs/HDMzs96tmVbZ/pUvMzOzNql7K1vS1wrdB1eN+24rgzIzM+utGj1jHl3oPqlq3N4tiMXMzKzXa5SYVae7Vr+ZmZl1g0aJOep01+o3MzOzbtCo8dcOkuaTasdr525y/1otj8zMzKwXqpuYI6JPOwMxMzOz5n5gxMzMzNrEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEmnkfs5mtoI6x1/V0CA3NPH3fng7BzDLXmM3MzEqkZYlZ0jBJN0p6QNJ0SV/IwwdKmijpkfy5QWGekyTNkPSQpL1aFZuZmVlZtbLGvAj4SkRsA7wLOFbStsBYYFJEDAcm5X7yuNHACNL7ns+R5N/rNjOzXqVliTki5kTEnbn7JeABYAiwPzAuTzYOOCB37w9cHhELI+JxYAYwqlXxmZmZlVFbnjFL6gB2Am4DNomIOZCSN7BxnmwIMKsw2+w8zMzMrNdoeWKW1A+4CvhiRMxvNGmNYVFjeUdLmiJpyrx587orTDMzs1JoaWKWtAYpKV8SEb/Jg5+WNDiPHwzMzcNnA8MKsw8FnqpeZkScFxEjI2LkoEGDWhe8mZlZD2hlq2wBvwAeiIgfFkZdA4zJ3WOAqwvDR0vqK2kLYDhwe6viMzMzK6NW/sDIe4BPA/dKujsP+zpwOjBe0pHAE8DBABExXdJ44H5Si+5jI2JxC+MzMzMrnZYl5oi4mdrPjQF2rzPPacBprYrJzMys7PzLX2ZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXSyh8YMVthHWOv6+kQGpp5+r49HYKZrWJcYzYzMysRJ2YzM7MScWI2MzMrESdmMzOzEnFiNjMzKxEnZjMzsxJxYjYzMysRJ2YzM7MScWI2MzMrESdmMzOzEnFiNjMzKxEnZjMzsxJxYjYzMysRJ2YzM7MScWI2MzMrESdmMzOzEnFiNjMzKxEnZjMzsxJxYjYzMysRJ2YzM7MScWI2MzMrESdmMzOzEnFiNjMzKxEnZjMzsxJxYjYzMysRJ2YzM7MScWI2MzMrESdmMzOzEnFiNjMzK5GWJWZJF0iaK+m+wrCBkiZKeiR/blAYd5KkGZIekrRXq+IyMzMrs1bWmC8C9q4aNhaYFBHDgUm5H0nbAvSJGy4AAA25SURBVKOBEXmecyT1aWFsZmZmpdSyxBwRNwHPVQ3eHxiXu8cBBxSGXx4RCyPicWAGMKpVsZmZmZVVu58xbxIRcwDy58Z5+BBgVmG62XmYmZlZr1KWxl+qMSxqTigdLWmKpCnz5s1rcVhmZmbt1e7E/LSkwQD5c24ePhsYVphuKPBUrQVExHkRMTIiRg4aNKilwZqZmbVbuxPzNcCY3D0GuLowfLSkvpK2AIYDt7c5NjMzsx63eqsWLOkyYDdgI0mzgW8BpwPjJR0JPAEcDBAR0yWNB+4HFgHHRsTiVsVmZmZWVi1LzBFxSJ1Ru9eZ/jTgtFbFY2ZmtjIoS+MvMzMzw4nZzMysVJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKxInZzMysRJyYzczMSsSJ2czMrEScmM3MzErEidnMzKxEnJjNzMxKpHSJWdLekh6SNEPS2J6Ox8zMrJ1KlZgl9QF+AnwY2BY4RNK2PRuVmZlZ+5QqMQOjgBkR8VhE/Au4HNi/h2MyMzNrm7Il5iHArEL/7DzMzMysV1BE9HQMb5J0MLBXRByV+z8NjIqI4wvTHA0cnXvfBjzU9kCbtxHwTE8H0Q1WlXLAqlMWl6N8VpWyrCrlgHKXZfOIGFRrxOrtjqQTs4Fhhf6hwFPFCSLiPOC8dgbVVZKmRMTIno5jRa0q5YBVpywuR/msKmVZVcoBK29ZynYr+w5guKQtJK0JjAau6eGYzMzM2qZUNeaIWCTpOOB6oA9wQURM7+GwzMzM2qZUiRkgIn4P/L6n4+gmK8Ut9yasKuWAVacsLkf5rCplWVXKAStpWUrV+MvMzKy3K9szZjMzs17NibmLJIWkXxX6V5c0T9KEnoxreUla0NMxdKfOyiNpsqRStNKUdGA+jrZu4zq/KGmdJqf9hqTpkqZJulvSO7uwvt0kvXv5I627vJmSNuqu5eVlDpV0taRHJD0q6azc+LTe9E1tw1Z8t/Lxckah/6uSTu7u9TQZywqVT9LifFxNl3SPpC9L6pGcVLbzoBNz170MbCdp7dy/J/BkD8ZjK59DgJtJ/33QLl8EmkkquwAfAXaOiO2BPVj6x3+atRvQbYl5RUhapk2NJAG/AX4XEcOBrYB+wGkNFtXUNlwRtWLNFgIHdffFSbvl8r0aETtGxAjS+XMf4Fs9G9nya7CvusyJecX8Adg3dx8CXFYZIWmUpFsl3ZU/35aH/1XSjoXpbpG0fVujrpJrNRMK/WdLOix3z5R0iqQ7Jd1bqd1JWlfSBZLuyGUszU+nNipPYdiRkn5U6P+spB+2McZ+wHuAI8mJuZP9sI+kByXdLOnHlekknSzpq4V57pPUkffPdbkmcp+kT0g6AdgUuFHSjZ2EOBh4JiIWAkTEMxHxlKS3S/qLpKmSrpc0OK93sqQz87F+Xz7+O4BjgC/lmtF7JQ2SdFU+bu6Q9J5COcZJuiEfcwdJ+n4+5v4oaY1CbCdKuj3/vTXP32i550m6AfhljXJ+EHgtIi7M5VwMfAk4Im/DH+QYpkk6vtY2lHRInuY+Sf9TtZ/PyN+dSZIG5WFvyWWams8Hle/URZJ+mJe71HIKFpEaNH2peoSkzfN6puXPzSQNyNtztTzNOpJmSVqjkzh+KulGSY9Jen/+rj8g6aJWlC8i5pJ+OOo4JX0k/W/el9Mkfa6wzq/l7X2PpNObWGdby9ItIsJ/XfgDFgDbA78G1gLuJtUOJuTx/YHVc/cewFW5ewxwZu7eCphSgnK8GXcedjZwWO6eCRyfuz8PnJ+7vwt8KnevDzwMrFuS/dKoPJOBkcC6wKPAGnn4rcC/tTHOTwG/KKx753px5+NrFrBFHn5Z4Tg7GfhqYZ77gA7go8DPC8MHFPbnRk3E1y8f0w8D5wDvB9bIsQ7K03yC9C+Nle3689z9PuC+OvFdCuyauzcDHihMd3Nexw7AK8CH87jfAgcU4v9G7v5MYTs0Wu5UYO065TwB+FGN4XcBXwCuYsn3eGD1NiQl6SeAQaT/cvlzIdYADs3d/w2cnbsnAcNz9zuBP+fui4AJQJ9Oju/+OYYBwFeBk/O4a4ExufsI0l0AgKuBDxT22flNxHE5INK7CuYD/0aqyE0FduyO8gELapTveWATUpL+Zh7WF5gCbEF6wdGtwDpV+6RHy9Ldf6X7d6mVSURMy7WCQ1j2X7wGAOMkDSft9MoV/5XAf0k6kfTluagtwa6Y3+TPqcBBuftDwH5aUltbi3xCbHNsXRIRL0v6M/ARSQ+QEvS9bQzhEODM3H157r+uzrRbA49FxOO5/zKW/CxtPfcCP8g1uAkR8dflCS4iFkh6O/Be4APAFcB3gO2AiZIg/dbAnMJsl+V5b5LUX9L6NRa9B7Btnh+gv6T1cvcfIuJ1SffmZf+xUJaO6vXkz8pdj0bLvSYiXq1TVJG+n7WGvw84NyIW5XI9V2O6dwCTI2IegKRL8ny/A94gbTeAi4HfKN0peTdwZSHWvoXlXRmp1l5XRMyX9EvSRUWxXLuw5Pv5K+D7ufsKUkK+kXR35pwm4rg2IiLvi6cr3w1J00n74u4Wla8y04eA7SV9LPcPAIaT9vOFEfFK3hbPlbgsXebEvOKuAX5Aqu1sWBj+beDGiDgwJ+/JABHxiqSJpKu3j5Nqbz1tEUs/1liravzC/LmYJceMgI9GRBl/q7yz8lScD3wdeBC4sNVBVUjakHQLdTtJQUpCQTqWasUt6qtZ1oh4OCfWfYDvSbohIk5dnjjzSWcyMDmf1I4FpkfELvVm6aSfHOsu1Ykyn/gqt83fkPR65KoJ6aRZPFdFje5Gy325TrwA00l3F4rz9Cf9NPBjdcqw1OSdjC+KHOcLEbFjnWkaxVp0JnAnjY/bSuzXkI6BgcDbSbX6dTuJo/Kdf6PQXemvlzdWqHyStiSdY+aStuvxEXF91TR7s+w+6WydbS/LivIz5hV3AXBqjdrWAJY0Bjusatz5wI+BO+pchbfbP0i1jb6SBgC7NzHP9cDxymc+STu1MsDl1FR5IuI20gn4kxTaB7TBx4BfRsTmEdEREcOASm24VtwPAlvmCzxItZ+KmaTb4EjamXS7D0mbAq9ExMWkC8ed8/QvAevRCUlvy3d7KnYk3Q0ZpNQwjPycckRhmk/k4bsCL0bEizXWdwNwXGE99U56jXyi8Pm3FVzuJGAdSZ/J8/UBziDdyboBOEa5cU9ObLB0mW4D3i9pozzvIcBf8rjVSPsa0jF2c0TMBx5XemEP+XnqDk3G+qZ83hhPaqNQcStLGhIeSno0QEQsAG4HziLdPVncTXF0W/nyM91zSbeQg3R++Q/ltgWStpK0LmmfHKHcKl7SwLKVpTs4Ma+giJgdEWfVGPV90lXqLaQaUXGeqaRnHW2rpdWSTzgLI2IW6Us+DbiE9HytM98m3Z6fJum+3N+julie8cAtEfF8G0KsOIT03LToKtIJYZm4cy3w88AfJd0MPA28WJhvoKS7gf8gPROG9Bzt9jz8G6Tb0JAaDv1BnTf+6kd6FHO/pGnAtqRnbx8D/kfSPaRbgMUW189LupV0gq0kjGuBA5Ubf5Fuv45UatBzP6lx2PLqK+k20jPgSiOoLi03J4EDgYMlPULafq+R7qScT3p+PC2X95N5tje3YUTMAU4i3Sa+B7gzIq7O070MjJA0lXSHpHLH4lDgyLzM6XT9nfNnkN6eVHECcHjeX58mbZ+KK0jtGq4oDFvROFa0fGvn42I68CdS0j0ljzsfuB+4M59ffkZ61v9H0h2AKfnYrjxK6+mydCv/8lcPyLWZycDWEfFGD8axA6nBzqieiqE7daU8Sq2bfxQRk1oX2YqT1C8/9xXwE+CRiPhRZ/O1i6TJpEZeU3o6FrOVnWvMbZZvmd1Galnak0n5GNLt22/2VAzdaXnLI2l9SQ+T/pey1Ek5+2yuIUwnPSb5WQ/HY2Yt4hqzmZlZibjGbGZmViJOzGZmZiXixGxmZlYiTsxmqzh185vQcsO5zxf6d+vqssxsWU7MZqu+7n4T2vqk/6s2sxZwYjbrHRq9CW2gpN/lH+f4u/LbzpTezHSB0pujHlN6sxLA6cBb8o9D/G8e1k/Sr5XegHVJ/n9rM+sCJ2az3uFyYLSktUhvRbutMO4U4K5I713+Oku/HnFrYC9gFPCt/BOJY4FHI71L98Q83U6k9xRvC2xJeqWlmXWBE7NZLxAR00hv0qn1JrRdSW8jIiL+DGyo9FvdANdFxMKIeIb0coFN6qzi9vzztG+Qfqqzo3tLYNZ7+O1SZr1HvTeh1brtXPnloeLbeIpvF6vW7HRm1gnXmM16j3pvQruJ9GP9SNoNeCa/Waeept5QZWZd46tas14iImaTXv1X7WTgwvxWoleAMZ0s51lJt+S3/vwBuK67YzXrzfxb2WZmZiXiW9lmZmYl4sRsZmZWIk7MZmZmJeLEbGZmViJOzGZmZiXixGxmZlYiTsxmZmYl4sRsZmZWIv8fBOxtDh+f0isAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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J8SpKwjprquk1cxGxPeU13lpTTHc28PHM/O9R063KVvcqaEmC8s5vicl3boiIx1E+cnfcVNOuykbegUjSfBcRPwAWUhr9qLGI+CLluwxem+VjZvOWVdCSJDVgFbQkSQ2YgCVJamCVeAe8xRZb5MKFC1uHIUnStJx33nk3ZuaCQeNWiQS8cOFCFi1a1DoMSZKmJSJ+OWycVdCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJamCV+DEGaVWx8MCTWocw0pUH79k6BEmVT8CSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGjABS5LUwMQScERsHRHfiojLIuLSiPiHOnzziDg1In5W/99rUjFIkjRXTfIJ+E7gHzPzz4C/AF4bETsABwKnZ+aDgdNrvyRJq5WJJeDMvDYzz6/dNwOXAX8CPBs4sk52JPA3k4pBkqS5albeAUfEQuCRwDnAlpl5LZQkDdxnNmKQJGkumXgCjoiNgOOAN2bmkmnMt19ELIqIRYsXL55cgJIkNTDRBBwRa1OS7+cz8/g6+PqI2KqO3wq4YdC8mXlYZu6cmTsvWLBgkmFKkjTrJtkKOoBPA5dl5qGdUScA+9bufYGvTSoGSZLmqrUmuOzHAS8BLo6IC+qwfwUOBr4UEa8ErgKeP8EYJEmakyaWgDPzLCCGjP7LSa1XkqRVgd+EJUlSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGjABS5LUgAlYkqQGTMCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGjABS5LUgAlYkqQGTMCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNTCxBBwRn4mIGyLiks6wd0bEryPigvr3jEmtX5KkuWyST8BHAE8bMPyDmblT/fufCa5fkqQ5a2IJODO/A/x2UsuXJGlV1uId8Osi4qJaRX2vYRNFxH4RsSgiFi1evHg245MkaeJmOwF/AngQsBNwLXDIsAkz87DM3Dkzd16wYMFsxSdJ0qyY1QScmddn5tLMvAv4FLDLbK5fkqS5YlYTcERs1el9DnDJsGklSZrP1prUgiPiaGB3YIuI+BXwDmD3iNgJSOBK4NWTWr8kSXPZxBJwZu49YPCnJ7U+SZJWJX4TliRJDUz5BBwR2wEHAA/sTp+ZT55gXJIkzWvjVEEfC/wXpdXy0smGI0nS6mGcBHxnZn5i4pFIkrQaGZqAI2Lz2vn1iHgN8BXgjt74zPRrJiVJmqFRT8Dn9fUf0OlOYNuVH44kSauHoQk4M7eZzUAkSVqdjKqCvhA4Czgb+F5mXjlbQUmSNN+N+hzwPsCFwFOAUyLi1xFxbES8KSIeMzvhSZI0P42qgr6E8l3NhwFExBbAC4E3Ah8A1pyNACVJmo9GVUGvCTwSeCzwOMrPCP4aOBz4/qxEJ0nSPDWqFfQS4DLgY8CBmfmL2QlJkqT5b1QCfhWwa/3/8og4l/Lk+/3M/PVsBCdJ0nw16h3w0cDRABGxAbALpSr6vRGxTmY+cHZClCRp/hn5VZQRsSHwGJa9B340cDXwvcmHJknS/DWqEdaPgAcAiyifBT4E+EFm3jJLsUmSNG+NegLeF7gYWDcz/9AdERGb+13QkiTN3NAv4sjMizIzgeMi4u5EHRFbAafORnCSJM1Xo74Jq+erwJcjYs2IWAh8E/iXSQYlSdJ8N+XvAWfmpyJiHUoiXgi8OjPPnnRgkiTNZ6MaYb252wtsDVwA/EVE/EVmHjrp4CRJmq9GPQFv3Nf/lSHDJUnSNI36Io6DZjMQSZJWJ+M0wpIkSSuZCViSpAZMwJIkNTDlx5AiYgHwd5SPIN09fWa+YnJhSZI0v02ZgIGvAd8FTgOWTjYcSZJWD+Mk4A0y858nHokkSauRcd4BnxgRz5h4JJIkrUbGScD/QEnCt0fEkoi4OSKWTDowSZLms3G+C9pvvpKkxhYeeFLrEEa68uA9W4ewyhn1XdDbZ+ZPIuJRg8Zn5vmTC0uSpPlt1BPwm4H9gEMGjEvgyROJSJKk1cCo74Ler/5/0uyFI0nS6sFvwpIkqQETsCRJDZiAJUlqYMoEHBHHRcSeEWGyliRpJRknqX4CeBHws4g4OCK2n3BMkiTNe1Mm4Mw8LTP3AR4FXAmcGhFnR8TLI2LtSQcoSdJ8NFa1ckTcG3gZ8CrgR8CHKQn51IlFJknSPDbO7wEfD2wPfA54VmZeW0cdExGLJhmcJEnz1Tg/R/jRzDxj0IjM3HklxyNJ0mphnAS8WUQ8t2/YTcDFmXnDBGKSJGneGycBvxLYFfhW7d8d+AGwXUS8KzM/N6HYJEmat8ZJwHcBf5aZ1wNExJaUjyY9BvgO5d2wJEmahnFaQS/sJd/qBmC7zPwt8MfJhCVJ0vw2zhPwdyPiRODY2v884DsRsSHw+4lFJknSPDZOAn4t8FxgNyCAo4DjMjMBf6pQkqQZGJmAI2JN4JuZuQdw3OyEJEnS/DfyHXBmLgVui4hNZykeSZJWC+NUQf8BuDgiTgVu7Q3MzDeMmikiPgM8E7ghMx9Wh20OHAMspHyv9Asy83czilySpFXYOK2gTwL+jfKRo/M6f1M5Anha37ADgdMz88HA6bVfkqTVzpRPwJl5ZESsDzwgM3867oIz8zsRsbBv8LMpX+QBcCRwJvDP4y5TkqT5Yson4Ih4FnABcHLt3ykiTpjh+rbs/ZhD/X+fGS5HkqRV2jhV0O8EdqF+5jczLwC2mWBMAETEfhGxKCIWLV68eNKrkyRpVo2TgO/MzJv6huUM13d9RGwFUP8P/TGHzDwsM3fOzJ0XLFgww9VJkjQ3jZOAL4mIFwFrRsSDI+L/AWfPcH0nAPvW7n2Br81wOZIkrdLGScCvBx4K3AEcDSwB3jjVTBFxNPB94CER8auIeCVwMPCUiPgZ8JTaL0nSamecVtC3AW+tf2PLzL2HjPrL6SxHkqT5aMoEHBHbAW+hfHnG3dNn5pMnF5YkSfPbON+EdSzwX8DhwNLJhiNJ0uphnAR8Z2Z+YuKRSJK0GhmnEdbXI+I1EbFVRGze+5t4ZJIkzWPjPAH3PjZ0QGdYAtuu/HAkSVo9jNMKeuLfeiVJ0upmaBV0RPxTp/v5fePeM8mgJEma70a9A35hp/tf+sb1/8ygJEmahlEJOIZ0D+qXJEnTMCoB55DuQf2SJGkaRjXC2jEillCedtev3dT+9SYemSRJ89jQBJyZa85mIJIkrU7G+SIOSZK0kpmAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGjABS5LUgAlYkqQGTMCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaWKt1AJLmnoUHntQ6hJGuPHjP1iFIK8wnYEmSGjABS5LUgAlYkqQGTMCSJDXQpBFWRFwJ3AwsBe7MzJ1bxCFJUistW0E/KTNvbLh+SZKasQpakqQGWiXgBE6JiPMiYr9BE0TEfhGxKCIWLV68eJbDkyRpslol4Mdl5qOApwOvjYgn9E+QmYdl5s6ZufOCBQtmP0JJkiaoSQLOzGvq/xuArwC7tIhDkqRWZj0BR8SGEbFxrxv4K+CS2Y5DkqSWWrSC3hL4SkT01v+FzDy5QRySJDUz6wk4M68Adpzt9UqSNJf4MSRJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGjABS5LUgAlYkqQGTMCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1MBarQOQpElZeOBJrUOY0pUH79k6BDXiE7AkSQ2YgCVJasAELElSAyZgSZIasBHWKmyuNzCxcYkkDecTsCRJDZiAJUlqwAQsSVIDJmBJkhowAUuS1IAJWJKkBkzAkiQ1YAKWJKkBE7AkSQ2YgCVJasAELElSAyZgSZIaMAFLktSACViSpAZMwJIkNWACliSpAROwJEkNmIAlSWrABCxJUgMmYEmSGmiSgCPiaRHx04j4eUQc2CIGSZJamvUEHBFrAh8Dng7sAOwdETvMdhySJLXU4gl4F+DnmXlFZv4f8EXg2Q3ikCSpmRYJ+E+Aqzv9v6rDJElabURmzu4KI54PPDUzX1X7XwLskpmv75tuP2C/2vsQ4KezGuj0bAHc2DqIlcByzD3zpSyWY+6ZL2WZ6+V4YGYuGDRirdmOhPLEu3Wn//7ANf0TZeZhwGGzFdSKiIhFmblz6zhWlOWYe+ZLWSzH3DNfyrIql6NFFfS5wIMjYpuIWAd4IXBCgzgkSWpm1p+AM/POiHgd8E1gTeAzmXnpbMchSVJLLaqgycz/Af6nxbonZJWoKh+D5Zh75ktZLMfcM1/KssqWY9YbYUmSJL+KUpKkJkzAI0RERsTnOv1rRcTiiDixZVwzERG3tI5hZZqqPBFxZkQ0bxkZEc+px9H2s7jON0bEBmNO+9aIuDQiLoqICyLiMTNY3+4R8djpRzp0eVdGxBYra3l1mfePiK9FxM8i4n8j4sO1Eeiw6cfahpM6r+oxc0in/y0R8c5JrGuMWGZcxohYWo+rSyPiwoh4c0S0+grkOXcNNAGPdivwsIhYv/Y/Bfh1w3i06tkbOIvS2n+2vBEYJ3nsCjwTeFRmPgLYg+W/JGdcuwMrLQGviIi4R7uWiAjgeOCrmflgYDtgI+A/RixqrG24IgbF2nEH8NyVfSPSwO2ZuVNmPpRy/XwG8I7GMU3bFPtqxkzAU/sGsGft3hs4ujciInaJiLMj4kf1/0Pq8O9GxE6d6b4XEY+Y1agHqE8qJ3b6PxoRL6vdV0bEQRFxfkRc3Htii4gNI+IzEXFuLeec+drQUeXpDHtlRHyw0/93EXHoLMW3EfA44JXUBDzFPnhGRPwkIs6KiI/0pouId0bEWzrzXBIRC+u+Oak+WVwSEXtFxBuA+wHfiohvTRHiVsCNmXkHQGbemJnXRMSfR8S3I+K8iPhmRGxV13tmRHyoHuuX1ON/IbA/8Kb6pPP4iFgQEcfVY+bciHhcpxxHRsQp9Xh7bkT8Zz3eTo6ItTuxHRARP6x/f1rnH7XcwyLiFOCoAeV8MvCHzPxsLedS4E3AK+o2/ECN4aKIeP2gbRgRe9dpLomI9/Xt50PqeXN6RCyowx5Uy3RevR70zqcjIuLQutzlltPnTkrjojf1j4iIB9Z1XVT/PyAiNq3bdI06zQYRcXVErD1FLJ+IiG9FxBUR8cR6rl8WEUespDLeXcuQmTdQvlzpdVGsGRHvr/vyooh4dWd9/1S394URcfAY65t0OUbtq5nLTP+G/AG3AI8AvgysB1xAuds/sY7fBFirdu8BHFe79wU+VLu3AxbNkbLcHXsd9lHgZbX7SuD1tfs1wOG1+z3Ai2v3ZsDlwIarQHnOBHYGNgT+F1i7Dj8bePgsxfhi4NOd9T5qWMz1+Loa2KYOP7pznL0TeEtnnkuAhcDzgE91hm/a2ZdbjBHfRvWYvhz4OPBEYO0a64I6zV6Ujwr2tumnavcTgEuGxPcFYLfa/QDgss50Z9V17JI1RCcAAAeOSURBVAjcBjy9jvsK8Ded+N9au1/a2Q6jlnsesP6Qcr4B+OCA4T8C/gE4jmXn8eb925CSjK8CFlA+OXJGJ9YE9qndbwc+WrtPBx5cux8DnFG7jwBOBNYc4/jepMaxKfAW4J113NeBfWv3KyhP9gBfA57U2W+HjxHLF4GgfB//EuDhlAez84CdVrSMwC0DyvY7YEtKMn5bHbYusAjYhvJDPWcDG/Ttk2blmNQ1osnHkFYlmXlRvcvfm3t+dGpT4MiIeDBl5/bu4I8F/i0iDqCcIEfMSrAr7vj6/zzgubX7r4C/jmVPYOtRL36zHNuMZOatEXEG8MyIuIySiC+epdXvDXyodn+x9p80ZNrtgSsy8xe1/2iWfRXrMBcDH6hPZCdm5nenE1xm3hIRfw48HngScAzwbuBhwKkRAeUiem1ntqPrvN+JiE0iYrMBi94D2KHOD7BJRGxcu7+RmX+MiIvrsk/ulGVh/3rq/14NxqjlnpCZtw8palDOz0HDnwD8V2beWcv12wHTPRo4MzMXA0TE5+t8XwXuomw3gP8Gjo9S8/FY4NhOrOt2lndslqfwkTJzSUQcRbmB6JZtV5adn58D/rN2H0NJvN+i1Lh8fIxYvp6ZWffH9b1zIyIupeyPC1akjJ1xXb2BfwU8IiL+tvZvCjyYsp8/m5m31e3w29blGFSIlcEEPJ4TgA9Qnl7u3Rn+78C3MvM5NUmfCZCZt0XEqZS7sRdQnsTmgjtZ/rXDen3j76j/l7Ls2AjgeZk5F7+Le6ry9BwO/CvwE+Czkw4KICLuTan6fFhEJCXZJOVYGhTzwCtVNbCcmXl5TaDPAN4bEadk5rumE2e9uJwJnFkvXq8FLs3MXYfNMkU/NdZd+xNivcD1qrvviog/Zn3UoFwcu9ejHNA9arm3DokX4FJKbUF3nk0oX4l7xZAyLDf5FOO7ssb5+8zcacg0o2Lt9yHgfEYft734T6AcB5sDf055Ut9wilh65/xdne5e/7D8MOMyRsS2lOvLDZTt+vrM/GbfNE/jnvtkqvXNajlWFt8Bj+czwLsGPDltyrJGWS/rG3c48BHg3CF31S38kvIEsW5EbAr85RjzfBN4fdSrXEQ8cpIBTtNY5cnMcygX2xfReYc/YX8LHJWZD8zMhZm5NdB7uh0U80+AbeuNHJQnmZ4rKdXXRMSjKNV0RMT9gNsy878pN4iPqtPfDGzMFCLiIbX2pmcnSs3GgigNtKjvEB/amWavOnw34KbMvGnA+k4BXtdZz7CL2yh7df5/fwWXezqwQUS8tM63JnAIpWbqFGD/qI1savKC5ct0DvDEiNiizrs38O06bg3KvoZyfJ2VmUuAX0T54Rnq+84dx4x1OfXa8SVKO4Kes1nWqG8fSrU+mXkL8EPgw5QakaUrKZaVUsb6zvW/KFW/Sbm2/H3Ud/8RsV1EbEjZJ6+I2go9IjafS+VYmUzAY8jMX2XmhweM+k/KHef3KE843XnOo7yLmJUnrlHqxeWOzLyacjJfBHye8g5sKv9OqVq/KCIuqf1NzbA8XwK+l5m/m4UQoVykv9I37DjKiX+PmOtT3WuAkyPiLOB64KbOfJtHxAXA31Pe2UJ5z/XDOvytlOpjKI13vhFTN8LaiPIK5ccRcRGwA+Xd2N8C74uICylVd90Wzr+LiLMpF9JeUvg68JyojbAoVaY7R2lY82NKI63pWjcizqG8o+01RJrRcuvF/jnA8yPiZ5Tt9wdKrcjhlPe7F9XyvqjOdvc2zMxrgX+hVO1eCJyfmV+r090KPDQizqPUePRqIPYBXlmXeSkr9pvnh1B+8afnDcDL6z57CWUb9RxDaXtwTGfYisayImVcvx4XlwKnUZLrQXXc4cCPgfPrteWTlHfxJ1Oe5hfVY7v3+qtlOSbCb8KakPp0ciawfWbe1TiWHSmNZ3ZpGcfKMpPyRGlR/MHMPH1yka2YiNiovpcN4GPAzzLzg1PNN1si4kxKY6tFrWOR5gOfgCegVnWdQ2nJ2Tr57k+pdn1byzhWlumWJyI2i4jLKZ9HnLPJt/q7esd/KeX1xicbxyNpgnwCliSpAZ+AJUlqwAQsSVIDJmBJkhowAUvzQKzkX+6qjdde0+nffabLkjSYCViaH1b2L3dtRvlcsqQJMQFL88eoX+7aPCK+Wr/E4gdRf50ryi8JfSbKLx1dEeWXgAAOBh5Uv0Th/XXYRhHx5Si/2PT5+nllSTNkApbmjy8CL4yI9Si/4nVOZ9xBwI+y/O7vv7L8z/ZtDzwV2AV4R/1qwAOB/83yW64H1OkeSfmd3B2AbSk/tShphkzA0jyRmRdRfvll0C937Ub55Rwy8wzg3lG+ixrgpMy8IzNvpHxJ/pZDVvHD+rWsd1G+onLhyi2BtHrx15Ck+WXYL3cNqi7ufQtP99djur+E1W/c6SSNwSdgaX4Z9std36F86TwRsTtwY/0lmGHG+kUlSTPnHaw0j2Tmryg/R9fvncBn6y/o3AbsO8VyfhMR36u/UvMN4KSVHau0uvO7oCVJasAqaEmSGjABS5LUgAlYkqQGTMCSJDVgApYkqQETsCRJDZiAJUlqwAQsSVID/x8jXLSZ2IQyhAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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ftqzHZ9hmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl0LKELelsSfMkPVAoO0nS3yRNk3SZpPUL446VNFPSDEl7Fsp3kHR/HvdLSWpVzGZmZr1VK8+wzwH2qiqbCGwTEe8CHgaOBZC0FTAa2DrPc6qkPnme04AjgRH5Ub1MMzOzlV7LEnZE/AV4pqrs+ohYkl/eAQzNw/sBF0TE4oh4DJgJjJI0GBgQEbdHRADnAR9pVcxmZma9VSevYR8GXJOHhwCzC+Pm5LIhebi63MzMbJXSkYQt6bvAEuD8SlGNyaJBeb3lHilpiqQp8+fPf+OBmpmZ9RJtT9iSxgAfAg7JzdyQzpyHFSYbCjyRy4fWKK8pIs6IiJERMXLQoEE9G7iZmVkHtTVhS9oL+Dbw4Yh4sTDqCmC0pH6SNiN1LrsrIuYCCyXtlHuHfxq4vJ0xm5mZ9QYtu72mpPHALsBASXOA40i9wvsBE/Ovs+6IiM9HxHRJE4AHSU3lR0fE0ryoL5B6nK9FuuZ9DWZmZquYliXsiDi4RvFvG0x/AnBCjfIpwDY9GJqZmVnp+J/OzMzMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKwAnbzMysBJywzczMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKwAnbzMysBJywzczMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKwAnbzMysBJywzczMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKwAnbzMysBJywzczMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKwAnbzMysBJywzczMSsAJ28zMrAScsM3MzErACdvMzKwEnLDNzMxKoGUJW9LZkuZJeqBQtoGkiZIeyc9vKow7VtJMSTMk7Vko30HS/XncLyWpVTGbmZn1Vq08wz4H2KuqbCwwKSJGAJPyayRtBYwGts7znCqpT57nNOBIYER+VC/TzMxspdeyhB0RfwGeqSreDzg3D58LfKRQfkFELI6Ix4CZwChJg4EBEXF7RARwXmEeMzOzVUa7r2FvFBFzAfLzm3P5EGB2Ybo5uWxIHq4ur0nSkZKmSJoyf/78Hg3czMysk3pLp7Na16WjQXlNEXFGRIyMiJGDBg3qseDMzMw6rd0J+8nczE1+npfL5wDDCtMNBZ7I5UNrlJuZma1S2p2wrwDG5OExwOWF8tGS+knajNS57K7cbL5Q0k65d/inC/OYmZmtMvq2asGSxgO7AAMlzQGOA8YBEyQdDjwOHAgQEdMlTQAeBJYAR0fE0ryoL5B6nK8FXJMfZmZmq5SWJeyIOLjOqN3rTH8CcEKN8inANj0YmpmZWen0lk5nZmZm1oATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJdCRhS/qqpOmSHpA0XtKakjaQNFHSI/n5TYXpj5U0U9IMSXt2ImYzM7NO6jJhS9pC0pmSrpd0Y+XR3RVKGgJ8CRgZEdsAfYDRwFhgUkSMACbl10jaKo/fGtgLOFVSn+6u38zMrIz6NjHNRcDpwJnA0h5c71qSXgHWBp4AjgV2yePPBSYD3wb2Ay6IiMXAY5JmAqOA23soFjMzs16vmYS9JCJO66kVRsQ/JZ0MPA68BFwfEddL2igi5uZp5kp6c55lCHBHYRFzcpmZmdkqo26TeL6mvAFwpaSjJA2ulOXybsnXpvcDNgM2BtaR9MlGs9QoizrLPlLSFElT5s+f390QzczMep1GZ9hTq15/szAcwObdXOcewGMRMR9A0qXAe4EnJQ3OZ9eDgXl5+jnAsML8Q0lN6MuJiDOAMwBGjhxZM6mbmZmVUd2EHRGbtWidjwM7SVqb1CS+OzAFeAEYA4zLz5fn6a8A/ijpFNIZ+QjgrhbFZmZm1ivVTdiS7gNuAW4Dbo2IWT2xwoi4U9LFwN3AEuAe0llxf2CCpMNJSf3APP10SROAB/P0R0dET3V+MzMzK4VGTeKHkJqq/ws4TtI6pOR9G3BbRNzZ3ZVGxHHAcVXFi0ln27WmPwE4obvrMzMzK7tGTeIPAA+QrwlLGkj6PfRXgJNJv582MzOzNmjUJN4H2I50lv0+4K3AP4Gz8G+gzczM2qpRk/gC4CHg18DYiHisPSGZmZlZtUYJ+whg5/z8GUl/JZ1Z3x4R/2xHcGZmZpY0uoY9HhgPkH+CNYrUNP4jSWtExKbtCdHMzMwa/jVp7hn+HpZdx94RmA3c2vrQzMzMrKJRp7N7gE1If2pyG/BT4I6IWNSm2MzMzCxrdIY9Brgf6BcRLxdHSNogIp5paWRmZmb2mro3/4iIaRERwCWSXkvs+X++J7YjODMzM0vqJuyCPwEXS+ojaThwHene1WZmZtYmXd4POyLOlLQGKXEPBz4XEbe1OjAzMzNbplGns68VX5JucXkv6U5bO0XEKa0OzszMzJJGZ9jrVr2+rE65mZmZtVijP075XjsDMTMzs/qa6XRmZmZmHeaEbWZmVgJO2GZmZiXQ5c+6JA0CPkv6Sddr00fEYa0Ly8zMzIq6TNjA5cDNwA3A0taGY2ZmZrU0k7DXjohvtzwSMzMzq6uZa9hXSdq75ZGYmZlZXc0k7C+TkvZLkhZIWihpQasDMzMzs2Wa+S9x/7OZmZlZhzX6L/EtI+JvkravNT4i7m5dWGZmZlbU6Az7a8CRwE9rjAtgt5ZEZGZmZstp9F/iR+bnXdsXjpmZmdXifzozMzMrASdsMzOzEnDCNjMzK4EuE7akSyTtI8nJ3czMrEOaScKnAZ8AHpE0TtKWLY7JzMzMqnSZsCPihog4BNgemAVMlHSbpM9IWr3VAZqZmVmT17AlbQgcChwB3AP8gpTAJ7YsMjMzM3tNM/fDvhTYEvg9sG9EzM2jLpQ0pZXBmZmZWdLM7TV/FRE31hoRESN7OB4zMzOroZmEvb6k/avKngfuj4h53VmppPWBs4BtSH9zehgwA7gQGE66Vv7xiHg2T38scDiwFPhSRFzXnfWamZmVVTMJ+3BgZ+Cm/HoX4A5gC0nfj4jfd2O9vwCujYiPSVoDWBv4DjApIsZJGguMBb4taStgNLA1sDFwg6QtImJpN9Zr1qsMH3t1p0Po0qxx+3Q6BDOjuU5nrwLviIgDIuIAYCtgMfAe4NsrukJJA4D/BH4LEBH/jojngP2Ac/Nk5wIfycP7ARdExOKIeAyYCYxa0fWamZmVWTMJe3hEPFl4PQ/YIiKeAV7pxjo3B+YDv5N0j6SzJK0DbFTp0Jaf35ynHwLMLsw/J5eZmZmtMppJ2DdLukrSGEljgMuBv+Qk+1w31tmX9JOw0yJiO+AFUvN3PapRFjUnlI6UNEXSlPnz53cjNDMzs96pmYR9NPA7YFtgO+A84OiIeKGbt96cA8yJiDvz64tJCfxJSYMB8vO8wvTDCvMPBZ6oteCIOCMiRkbEyEGDBnUjNDMzs96pYaczSX2A6yJiD+CSnlhhRPxL0mxJb4+IGcDuwIP5MQYYl58vz7NcAfxR0imkTmcjgLt6IhYzM7OyaJiwI2KppBclrRcRz/fgeo8Bzs89xB8FPkM6258g6XDgceDAHMN0SRNICX0J6ezePcTNzGyV0szPul4G7pc0kXS9GYCI+FJ3VxoR9wK1/nRl9zrTnwCc0N31mZmZlV0zCfvq/DAzM7MO6TJhR8S5ktYCNsnXnM3MzKzNuuwlLmlf4F7g2vx6W0lXtDowMzMzW6aZn3UdT/pnsefgtevPm7UwJjMzM6vSTMJeUqOHeM0/LjEzM7PWaKbT2QOSPgH0kTQC+BJwW2vDMjMzs6JmzrCPId0pazEwHlgAfKWVQZmZmdnrNdNL/EXgu/lhZmZmHdBlwpa0BfANYHhx+ojYrXVhmZmZWVEz17AvAk4HzgL8l6BmZmYd0EzCXhIRp7U8EjMzM6urmU5nV0o6StJgSRtUHi2PzMzMzF7TzBn2mPz8zUJZAJv3fDhmZmZWSzO9xP2vZmZmZh1Wt0lc0rcKwwdWjTuxlUGZmZnZ6zW6hj26MHxs1bi9WhCLmZmZ1dEoYavOcK3XZmZm1kKNEnbUGa712szMzFqoUaezd0taQDqbXisPk1+v2fLIzMzM7DV1E3ZE9GlnIGZmZlZfM3+cYmZmZh3mhG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl0LGELamPpHskXZVfbyBpoqRH8vObCtMeK2mmpBmS9uxUzGZmZp3SyTPsLwMPFV6PBSZFxAhgUn6NpK2A0cDWwF7AqZL6tDlWMzOzjurbiZVKGgrsA5wAfC0X7wfskofPBSYD387lF0TEYuAxSTOBUcDtbQzZzFYRw8de3ekQGpo1bp9Oh2Ad0qkz7J8D3wJeLZRtFBFzAfLzm3P5EGB2Ybo5uWw5ko6UNEXSlPnz5/d81GZmZh3S9oQt6UPAvIiY2uwsNcqi1oQRcUZEjIyIkYMGDep2jGZmZr1NJ5rE3wd8WNLewJrAAEl/AJ6UNDgi5koaDMzL088BhhXmHwo80daIzczMOqztZ9gRcWxEDI2I4aTOZDdGxCeBK4AxebIxwOV5+ApgtKR+kjYDRgB3tTlsMzOzjupIp7M6xgETJB0OPA4cCBAR0yVNAB4ElgBHR8TSzoVpZmbWfh1N2BExmdQbnIh4Gti9znQnkHqUm5mZrZL8T2dmZmYl4IRtZmZWAr3pGraZmfWQ3v4HMOA/gVlRTthWSr39YOQDkZn1NDeJm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCThhm5mZlYATtpmZWQk4YZuZmZWAE7aZmVkJOGGbmZmVgBO2mZlZCfTtdABmtnIYPvbqTofQ0Kxx+3Q6BLM3xGfYZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAm1P2JKGSbpJ0kOSpkv6ci7fQNJESY/k5zcV5jlW0kxJMyTt2e6YzczMOq0TZ9hLgK9HxDuAnYCjJW0FjAUmRcQIYFJ+TR43Gtga2As4VVKfDsRtZmbWMW1P2BExNyLuzsMLgYeAIcB+wLl5snOBj+Th/YALImJxRDwGzARGtTdqMzOzzuroNWxJw4HtgDuBjSJiLqSkDrw5TzYEmF2YbU4uq7W8IyVNkTRl/vz5rQrbzMys7TqWsCX1By4BvhIRCxpNWqMsak0YEWdExMiIGDlo0KCeCNPMzKxX6EjClrQ6KVmfHxGX5uInJQ3O4wcD83L5HGBYYfahwBPtitXMzKw36EQvcQG/BR6KiFMKo64AxuThMcDlhfLRkvpJ2gwYAdzVrnjNzMx6g74dWOf7gE8B90u6N5d9BxgHTJB0OPA4cCBAREyXNAF4kNTD/OiIWNr+sM3MzDqn7Qk7Im6h9nVpgN3rzHMCcELLgjIzM+vl/E9nZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAk7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCTthmZmYl4IRtZmZWAkGz8WsAAAv9SURBVE7YZmZmJeCEbWZmVgJO2GZmZiXghG1mZlYCpUnYkvaSNEPSTEljOx2PmZlZO5UiYUvqA/wa+CCwFXCwpK06G5WZmVn7lCJhA6OAmRHxaET8G7gA2K/DMZmZmbVNWRL2EGB24fWcXGZmZrZKUER0OoYuSToQ2DMijsivPwWMiohjqqY7Ejgyv3w7MKOtgTZvIPBUp4PoIStLXVaWesDKUxfXo/dZWerS2+uxaUQMqi7s24lIumEOMKzweijwRPVEEXEGcEa7guouSVMiYmSn4+gJK0tdVpZ6wMpTF9ej91lZ6lLWepSlSfyvwAhJm0laAxgNXNHhmMzMzNqmFGfYEbFE0heB64A+wNkRMb3DYZmZmbVNKRI2QET8L/C/nY6jh/T6ZvsVsLLUZWWpB6w8dXE9ep+VpS6lrEcpOp2ZmZmt6spyDdvMzGyV5oTdwySFpN8XXveVNF/SVZ2Ma0VJWtTpGHpaV3WSNFlSx3uOSvpo3o+2bOM6vyJp7San/a6k6ZKmSbpX0nu6sb5dJL13xSOtu7xZkgb21PLyModKulzSI5L+LukXudNrvemb2oat+mzlfeanhdffkHR8K9bVRCzdrqOkpXm/mi7pPklfk9SRXNXbjoNO2D3vBWAbSWvl1/8F/LOD8Vj5HAzcQvo1RLt8BWgm2ewMfAjYPiLeBezB6//UqFm7AD2WsN8IScv15ZEk4FLgTxExAtgC6A+c0GBRTW3DN6JWrAWLgf17+otLB7wUEdtGxNak4+fewHEdjmmFdfFedYsTdmtcA+yThw8GxldGSBol6TZJ9+Tnt+fymyVtW5juVknvamvUVfJZ0FWF17+SdGgeniXpe5LulnR/5WxQ0jqSzpb011zHXvUXso3qVCg7XNLPCq8/K+mUNsXXH3gfcDg5YXfxPuwt6W+SbpH0y8p0ko6X9I3CPA9IGp7fn6vzmcsDkg6S9CVgY+AmSTd1EeJg4KmIWAwQEU9FxBOSdpD0Z0lTJV0naXBe72RJP8/7+gN5/x8OfB74aj6Ter+kQZIuyfvNXyW9r1CPcyVdn/e5/SX9JO9z10pavRDbNyXdlR9vy/M3Wu4Zkq4HzqtRz92AlyPid7meS4GvAoflbXhyjmGapGNqbUNJB+dpHpD046r3+af5szNJ0qBc9tZcp6n5eFD5TJ0j6ZS83Nctp8oSUmeqr1aPkLRpXte0/LyJpPXyNl0tT7O2pNmSVu8iltMk3STpUUkfyJ/3hySd00N1fK0VIyLmkf4M64tK+kg6Kb+X0yR9rrC+b+XtfZ+kcU2sr9X1aPRedU9E+NGDD2AR8C7gYmBN4F7S2cRVefwAoG8e3gO4JA+PAX6eh7cApvSCerwWdy77FXBoHp4FHJOHjwLOysMnAp/Mw+sDDwPrdPp9abJOk4GRwDrA34HVc/ltwDvbFOMngd8W1rt9vZjz/jUb2CyXjy/sZ8cD3yjM8wAwHDgAOLNQvl7h/RzYRHz98z79MHAq8AFg9RzroDzNQaSfXla26Zl5+D+BB+rE90fgP/LwJsBDheluyet4N/Ai8ME87jLgI4X4v5uHP13YDo2WOxVYq049vwT8rEb5PcCXgUtY9jneoHobkpL348Ag0q9xbizEGsAhefh/gF/l4UnAiDz8HuDGPHwOcBXQp4n9e0COYz3gG8DxedyVwJg8fBip5QDgcmDXwvt2VhOxXACIdD+HBcA7SSd/U4Ft32gdgUU16vYssBEpef93LusHTAE2I90Y6jZg7ar3pGP1aMXxoTQ/6yqTiJiWzyIOZvmfoq0HnCtpBGlnqJwhXAT8X0nfJH2gzmlLsG/Mpfl5KrB/Hv4/wIe17OxuTfKBss2xdVtEvCDpRuBDkh4iJe7727T6g4Gf5+EL8uur60y7JfBoRDyWX49n2V/z1nM/cHI+47sqIm5ekeAiYpGkHYD3A7sCFwI/BLYBJkqCdNCdW5htfJ73L5IGSFq/xqL3ALbK8wMMkLRuHr4mIl6RdH9e9rWFugyvXk9+rrSQNFruFRHxUp2qivT5rFX+n8DpEbEk1+uZGtPtCEyOiPkAks7P8/0JeJW03QD+AFyq1LLyXuCiQqz9Csu7KNJZfkMRsUDSeaQvHMW67cyyz+jvgZ/k4QtJifomUovOqU3EcmVERH4/nqx8NiRNJ70f976ROhbGFVUK/w/wLkkfy6/XA0aQ3uffRcSLeTs80+l61KrEG+WE3TpXACeTzo42LJT/ALgpIj6ak/pkgIh4UdJE0re9j5PO9DptCa+/bLJm1fjF+Xkpy/YlAQdERG/9H/eu6lRxFvAd4G/A71odFICkDUlNsdtIClJyCtK+VCvmmke2rGY9I+LhnHD3Bn4k6fqI+P6KxJkPRpOByflgdzQwPSJ2rjdLF6/Jse5cnUDzAbHS/P6qpFcin8qQDqbFY1jUGG603BfqxAswndQaUZxnAOkvkh+tU4fXTd7F+KLIcT4XEdvWmaZRrNV+DtxN4/22Ev8VpP1gA2AHUkvAOl3EUvncv1oYrryul1O6XUdJm5OOMfNI2/WYiLiuapq9WP496Wp9ba1HT/A17NY5G/h+jTOz9VjWCe3QqnFnAb8E/lrnW3u7/YN0dtJP0nrA7k3Mcx1wjPIRUdJ2rQywG5qqU0TcSTo4f4JCH4QW+xhwXkRsGhHDI2IYUDl7rhXz34DN8xc/SGdKFbNIzelI2p7UbIikjYEXI+IPpC+U2+fpFwLr0gVJb8+tQxXbklpPBil1SCNfA926MM1Bufw/gOcj4vka67se+GJhPfUOho0cVHi+/Q0udxKwtqRP5/n6AD8ltXxdD3xeuVNRTnbw+jrdCXxA0sA878HAn/O41UjvNaT965aIWAA8pnSjI/L12nc3Gevr5GPHBFI/iIrbWNaJ8RDSZQYiYhFwF/ALUovL0h6KpUfqmK8Zn05qig7S8eULyn0XJG0haR3Se3KYci99SRv0pnr0FCfsFomIORHxixqjfkL6Rnsr6QyqOM9U0rWUtpzR1ZMPRIsjYjbpgz8NOJ90/a4rPyA180+T9EB+3XHdrNME4NaIeLYNIUI6qF9WVXYJ6UCxXMz5rPEo4FpJtwBPAs8X5ttA0r3AF0jXnCFdp7srl3+X1JwNqbPSNeq601l/0iWdByVNA7YiXdv7GPBjSfeRmhKLPcCflXQb6cBbSSJXAh9V7nRGasIdqdSR6EFSp7QV1U/SnaRrzJWOV91abk4OHwUOlPQIafu9TGp1OYt0fXparu8n8myvbcOImAscS2pqvg+4OyIuz9O9AGwtaSqpRaXSwnEIcHhe5nRSa1t3/ZR0R6qKLwGfye/Zp0jbqOJCUt+JCwtlbzSWN1LHtfJ+MR24gZSMv5fHnQU8CNydjy+/IfUluJbUWjAl79uVS3KdrEeP8z+d9SL57GcysGVEvNrBON5N6ig0qlMx9LTu1Empx/XPImJS6yJ7YyT1z9eVBfwaeCQiftbVfO0iaTKpc9mUTsdiVnY+w+4lctPbnaSerp1M1p8nNQH/d6di6GkrWidJ60t6mPR70F6brLPP5jOK6aTLLb/pcDxm1iI+wzYzMysBn2GbmZmVgBO2mZlZCThhm5mZlYATttkqSj18Z7ncWe+owutdurssM1ueE7bZqqun7yy3Pul34WbWAk7YZqu2RneW20DSn/KfjtyhfPc4pTtdna10J65Hle5UBTAOeGv+04uTcll/SRcr3VHs/Px7cTPrBidss1XbBcBoSWuS7jJ3Z2Hc94B7It33+ju8/jaUWwJ7AqOA4/JfRY4F/h7pXsbfzNNtR7pP9FbA5qRbh5pZNzhhm63CImIa6c5Ete4s9x+kOzsRETcCGyr9lznA1RGxOCKeIt2UYaM6q7gr/03vq6S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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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4vMGsHwFfA6IybRfg9IiYFxH3A/cAW7QrNjMzs1J19B6zpI8AD0XELXWz1gAerIzPztPMzMyGlY49xELScsBhwL83mt1gWjSYhqQJwASAtddee8jiMzMzK0Ena8xvAtYFbpE0C1gTuFHSG0g15LUqy64JPNxoIxFxXESMjYixPT09bQ7ZzMysszqWmCPi1ohYNSJ6I6KXlIw3j4i/A+cD4yQtLWldYAxwQ6diMzMzK0U7vy51GnAtsIGk2ZIOaLZsRMwEJgG3AZcAB0bES+2KzczMrFRtu8ccEXv1M7+3bvxI4Mh2xWNmZrYo8C9/mZmZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBLdDsAM1t09E68qNsh9GvW0Tt1OwSzQXGN2czMrCBOzGZmZgVpW2KWdIKkRyXNqEz7vqQ7JE2X9HtJK1XmHSrpHkl3Stq+XXGZmZmVrJ015pOAHeqmXQZsEhFvA+4CDgWQtBEwDtg4r3OspBFtjM3MzKxIbUvMEXEF8HjdtEsjYn4evQ5YMw/vApweEfMi4n7gHmCLdsVmZmZWqm7eY94fuDgPrwE8WJk3O097DUkTJE2VNHXu3LltDtHMzKyzupKYJR0GzAdOrU1qsFg0WjcijouIsRExtqenp10hmpmZdUXHv8csaTzwYWDbiKgl39nAWpXF1gQe7nRsZmZm3dbRGrOkHYCvAx+JiOcqs84HxklaWtK6wBjghk7GZmZmVoK21ZglnQZsA6wiaTZwOKkX9tLAZZIArouIz0bETEmTgNtITdwHRsRL7YrNzMysVG1LzBGxV4PJv+5j+SOBI9sVj5mZ2aLAv/xlZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBtS8ySTpD0qKQZlWmjJV0m6e78//WVeYdKukfSnZK2b1dcZmZmJWtnjfkkYIe6aROByRExBpicx5G0ETAO2Divc6ykEW2MzczMrEhtS8wRcQXweN3kXYCT8/DJwEcr00+PiHkRcT9wD7BFu2IzMzMrVafvMa8WEXMA8v9V8/Q1gAcry83O015D0gRJUyVNnTt3bluDNTMz67RSOn+pwbRotGBEHBcRYyNibE9PT5vDMjMz66xOJ+ZHJK0OkP8/mqfPBtaqLLcm8HCHYzMzM+u6Tifm84HxeXg8cF5l+jhJS0taFxgD3NDh2MzMzLpuiXZtWNJpwDbAKpJmA4cDRwOTJB0APADsARARMyVNAm4D5gMHRsRL7YrNzMysVG1LzBGxV5NZ2zZZ/kjgyHbFY2ZmtigopfOXmZmZ4cRsZmZWFCdmMzOzgvR7j1nS+sAhwDrV5SPiA22My8zMbFhqpfPXmcAvgV8B7iltZmbWRq0k5vkR8Yu2R2JmZmbNE7Ok0XnwAkmfB34PzKvNj4j6B1SYmZnZIPVVY55WN35IZTiA9YY+HDMzs+GtaWKOiHU7GYiZmZn13ZR9C3AVcA1wdUTM6lRQZmZmw1Vf32PeB7gF+CBwqaSHJJ0p6cuS3tWZ8MzMzIaXvpqyZwAzgOMAJK0CjAO+BPwAGNGJAM3MzIaTvpqyRwBvB94LbAm8CXgIOB64tiPRmZmZDTN99cp+Crgd+DkwMSLu70xIZmZmw1dfifnTwHvy/09J+iuppnxtRDzUieDMzMyGm77uMZ8GnAYgaTlgC1KT9v9IWioi1ulMiGZmZsNHnz/JKWl54F28ep/5ncCDwNXtD83MzGz46avz103A2sBU0neZjwGui4hnOhSbmZnZsNNXjXk8cCuwdES8UJ0habR/K9vMzGzoNf2BkYiYHhEBnC3plQQuaXXgsk4EZ2ZmNtz09ctfNecCZ0kaIakX+CNwaDuDMjMzG676fR5zRPxK0lKkBN0L/EdEXNPuwMzMzIajvjp/faU6CqwF3Ay8W9K7I+KH7Q7OzMxsuOmrxrxC3fjvm0w3MzOzIdLXD4x8p5OBmJmZWWudv8zMzKxDnJjNzMwK4sRsZmZWkH6/LiWpB/gM6atSrywfEfsPdKeSvkx6alWQfl3sU8BywBl5P7OAPSPiiYHuw8zMbFHUSo35PGAU8CfgosrfgEhaA/gCMDYiNgFGAOOAicDkiBgDTM7jZmZmw0q/NWZguYj4ehv2u6ykF0k15YdJvya2TZ5/MjAFGOr9mpmZFa2VGvOFkj40VDuMiIeAHwAPAHOAJyPiUmC1iJiTl5kDrDpU+zQzM1tUtJKYv0hKzs9LekrS05KeGugOJb0e2AVYF3gjsLykfRdi/QmSpkqaOnfu3IGGYWZmVqR+E3NErBARr4uIZSNixTy+4iD2uR1wf0TMjYgXgXOA9wKP5CdX1Z5g9WiTeI6LiLERMbanp2cQYZiZmZWnr9/K3jAi7pC0eaP5EXHjAPf5AOn3tpcDnge2BaYCz5KeAX10/n/eALdvVpzeiQPuL9kRs47eqdshmFnWV+evrwATgGMazAvgAwPZYURcL+ks4EZgPnATcBwwEpgk6QBS8t5jINs3MzNblPX1W9kT8v9/G+qdRsThwOF1k+eRas9mZmbDln/5y8zMrCBOzGZmZgVxYjYzMytIv4lZ0tmSdpLkJG5mZtZmrSTbXwB7A3dLOlrShm2OyczMbNhq5QdG/hQR+wCbk576dJmkayR9StKS7Q7QzMxsOGmpeVrSysB+pEc13gT8hJSoL2tbZGZmZsNQK89jPgfYEPgtsHPtQRPAGZKmtjM4MzOz4aaVxz7+LCL+3GhGRIwd4njMzMyGtVYS80qSdqub9iRwa0Q0fNCEmZmZDUwrifkA4D3A5Xl8G+A6YH1J342I37YpNjMzs2GnlcT8MvCWiHgEQNJqpK9QvQu4gnTv2QpS+pOMwE8zMjNrppVe2b21pJw9CqwfEY8DL7YnLDMzs+GplRrzlZIuBM7M47sDV0haHvhn2yIzMzMbhlpJzAcCuwFbAQJ+A5wdEQEM+SMhzczMhrM+E7OkEcAfI2I74OzOhGRmZjZ89XmPOSJeAp6TNKpD8ZiZmQ1rrTRlvwDcKuky4NnaxIj4QtuiMjMzG6ZaScwX5T8zMzNrs34Tc0ScLGlZYO2IuLMDMZmZmQ1b/X6PWdLOwM3AJXl8M0nntzswMzOz4aiVHxg5AtiC/J3liLgZWLeNMZmZmQ1brSTm+RHxZN20aEcwZmZmw10rnb9mSNobGCFpDPAF4Jr2hmVmZjY8tVJjPhjYGJgHnAY8BXypnUGZmZkNV630yn4OOCz/mZmZWRv1m5glrQ98FeitLh8RH2hfWGZmZsNTK/eYzwR+CRwPvNTecMzMzIa3VhLz/Ij4xVDuVNJKpES/CamH9/7AncAZpJr5LGDPiHhiKPdrZmZWulY6f10g6fOSVpc0uvY3yP3+BLgkIjYENgVuByYCkyNiDDA5j5uZmQ0rrdSYx+f/h1SmBbDeQHYoaUVga2A/gIj4F/AvSbsA2+TFTgamAF8fyD7MzMwWVa30yh7qX/laD5gLnChpU2Aa8EVgtYiYk/c5R9KqQ7xfMzOz4jVtypb0tcrwHnXzjhrEPpcANgd+ERFvJz1KsuVma0kTJE2VNHXu3LmDCMPMzKw8fd1jHlcZPrRu3g6D2OdsYHZEXJ/HzyIl6kckrQ6Q/z/aaOWIOC4ixkbE2J6enkGEYWZmVp6+ErOaDDcab1lE/B14UNIGedK2wG3A+bx6P3s8cN5A92FmZrao6useczQZbjS+sA4GTpW0FHAf8CnSh4RJkg4AHgD26GN9MzOzxVJfiXlTSU+RasfL5mHy+DKD2Wl+dOTYBrO2Hcx2zczMFnVNE3NEjOhkIGZmZtbaD4yYmZlZhzgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgXpWmKWNELSTZIuzOOjJV0m6e78//Xdis3MzKxbullj/iJwe2V8IjA5IsYAk/O4mZnZsNKVxCxpTWAn4PjK5F2Ak/PwycBHOx2XmZlZt3Wrxvxj4GvAy5Vpq0XEHID8f9VGK0qaIGmqpKlz585tf6RmZmYd1PHELOnDwKMRMW0g60fEcRExNiLG9vT0DHF0ZmZm3bVEF/a5JfARSR8ClgFWlHQK8Iik1SNijqTVgUe7EJuZmVlXdbzGHBGHRsSaEdELjAP+HBH7AucD4/Ni44HzOh2bmZlZt5X0PeajgQ9Kuhv4YB43MzMbVrrRlP2KiJgCTMnD/wC27WY8ZmZm3dbVxGxm1i29Ey/qdgh9mnX0Tt0OwbqkpKZsMzOzYc+J2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgXpeGKWtJakyyXdLmmmpC/m6aMlXSbp7vz/9Z2OzczMrNu6UWOeD/xnRLwFeDdwoKSNgInA5IgYA0zO42ZmZsNKxxNzRMyJiBvz8NPA7cAawC7AyXmxk4GPdjo2MzOzbuvqPWZJvcDbgeuB1SJiDqTkDazavcjMzMy6o2uJWdJI4GzgSxHx1EKsN0HSVElT586d274AzczMuqAriVnSkqSkfGpEnJMnPyJp9Tx/deDRRutGxHERMTYixvb09HQmYDMzsw7pRq9sAb8Gbo+IH1ZmnQ+Mz8PjgfM6HZuZmVm3LdGFfW4JfAK4VdLNedo3gKOBSZIOAB4A9uhCbGZmZl3V8cQcEVcBajJ7207GYmZmVhr/8peZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFWSJbgdgZmbWO/GibofQr1lH79SR/bjGbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMrSHGJWdIOku6UdI+kid2Ox8zMrJOKSsySRgA/B3YENgL2krRRd6MyMzPrnKISM7AFcE9E3BcR/wJOB3bpckxmZmYdU1piXgN4sDI+O08zMzMbFhQR3Y7hFZL2ALaPiE/n8U8AW0TEwZVlJgAT8ugGwJ0dD7R1qwCPdTuIIbC4lAMWn7K4HOVZXMqyuJQDyi7LOhHR02hGab+VPRtYqzK+JvBwdYGIOA44rpNBDZSkqRExtttxDNbiUg5YfMricpRncSnL4lIOWHTLUlpT9l+BMZLWlbQUMA44v8sxmZmZdUxRNeaImC/pIOCPwAjghIiY2eWwzMzMOqaoxAwQEX8A/tDtOIbIItHk3oLFpRyw+JTF5SjP4lKWxaUcsIiWpajOX2ZmZsNdafeYzczMhjUn5gGSFJJ+WxlfQtJcSRd2M66FJemZbscwlPorj6QpkoropSlp13webdjBfX5J0nItLnuYpJmSpku6WdK7BtSTOUUAAApmSURBVLC/bSS9d+Ejbbq9WZJWGart5W2uKek8SXdLulfST3Ln02bLt3QM2/HeyufLMZXxr0o6Yqj302IsgyqfpJfyeTVT0i2SviKpKzmptOugE/PAPQtsImnZPP5B4KEuxmOLnr2Aq0jfPuiULwGtJJX3AB8GNo+ItwHbseCP/7RqG2DIEvNgSHpNnxpJAs4Bzo2IMcD6wEjgyD421dIxHIxGsWbzgN2G+sNJp+XyPR8Rm0XExqTr54eAw7sb2cLr47UaMCfmwbkY2CkP7wWcVpshaQtJ10i6Kf/fIE+/UtJmleWulvS2jkZdJ9dqLqyM/0zSfnl4lqTvSLpR0q212p2k5SWdIOmvuYzF/HRqX+WpTDtA0o8q45+R9MMOxjgS2BI4gJyY+3kdPiTpDklXSfppbTlJR0j6amWdGZJ68+tzUa6JzJD0cUlfAN4IXC7p8n5CXB14LCLmAUTEYxHxsKR3SPqLpGmS/ihp9bzfKZJ+nM/1Gfn87wU+C3w514zeJ6lH0tn5vPmrpC0r5ThZ0qX5nNtN0vfyOXeJpCUrsR0i6Yb89+a8fl/bPU7SpcBvGpTzA8ALEXFiLudLwJeB/fMx/EGOYbqkgxsdQ0l75WVmSPrfutf5mPzemSypJ097Uy7TtHw9qL2nTpL0w7zdBbZTMZ/UoenL9TMkrZP3Mz3/X1vSqHw8X5eXWU7Sg5KW7CeOX0i6XNJ9kt6f3+u3SzqpHeWLiEdJPxx1kJIRkr6fX8vpkv6jss+v5eN9i6SjW9hnR8syJCLCfwP4A54B3gacBSwD3EyqHVyY568ILJGHtwPOzsPjgR/n4fWBqQWU45W487SfAfvl4VnAwXn488DxefgoYN88vBJwF7B8Ia9LX+WZAowFlgfuBZbM068B3trBOPcFfl3Z9+bN4s7n14PAunn6aZXz7Ajgq5V1ZgC9wO7AryrTR1Vez1VaiG9kPqfvAo4F3g8smWPtyct8nPSVxtpx/VUe3hqY0SS+3wFb5eG1gdsry12V97Ep8BywY573e+CjlfgPy8OfrByHvrY7DVi2STm/APyowfSbgC8CZ/Pq+3h0/TEkJekHgB7St1z+XIk1gH3y8LeBn+XhycCYPPwu4M95+CTgQmBEP+f3ijmGUcBXgSPyvAuA8Xl4f1IrAMB5wL9VXrPjW4jjdECkZxU8BbyVVJGbBmw2FOUDnmlQvieA1UhJ+pt52tLAVGBd0gOOrgGWq3tNulqWof4r7utSi5KImJ5rBXvx2q94jQJOljSG9KLXPvGfCXxL0iGkN89JHQl2cM7J/6cBu+Xhfwc+oldra8uQL4gdjm1AIuJZSX8GPizpdlKCvrWDIewF/DgPn57HL2qy7IbAfRFxfx4/jVd/lraZW4Ef5BrchRFx5cIEFxHPSHoH8D7g34AzgP8GNgEukwTptwbmVFY7La97haQVJa3UYNPbARvl9QFWlLRCHr44Il6UdGve9iWVsvTW7yf/r7V69LXd8yPi+SZFFen92Wj61sAvI2J+LtfjDZZ7JzAlIuYCSDo1r3cu8DLpuAGcApyj1FLyXuDMSqxLV7Z3ZqRae1MR8ZSk35A+VFTL9R5efX/+FvheHj6DlJAvJ7XOHNtCHBdEROTX4pHae0PSTNJrcXObyldb6d+Bt0n6WB4fBYwhvc4nRsRz+Vg8XnBZBsyJefDOB35Aqu2sXJn+X8DlEbFrTt5TACLiOUmXkT697UmqvXXbfBa8rbFM3fx5+f9LvHrOCNg9Ikr8rfL+ylNzPPAN4A7gxHYHVSNpZVIT6iaSgpSEgnQuNYpbNNewrBFxV06sHwL+R9KlEfHdhYkzX3SmAFPyRe1AYGZEvKfZKv2Mk2N9T32izBe+WrP5y5JejFw1IV00q9eqaDDc13afbRIvwExS60J1nRVJPw18X5MyLLB4P/OrIsf5z4jYrMkyfcVa9WPgRvo+b2uxn086B0YD7yDV6pfvJ47ae/7lynBtvFneGFT5JK1HusY8SjquB0fEH+uW2YHXvib97bPjZRks32MevBOA7zaobY3i1c5g+9XNOx74KfDXJp/CO+1vpNrG0pJGAdu2sM4fgYOVr3yS3t7OABdSS+WJiOtJF+C9qfQP6ICPAb+JiHUiojci1gJqteFGcd8BrJc/4EGq/dTMIjWDI2lzUnMfkt4IPBcRp5A+OG6el38aWIF+SNogt/bUbEZqDelR6hhGvk+5cWWZj+fpWwFPRsSTDfZ3KXBQZT/NLnp9+Xjl/7WD3O5kYDlJn8zrjQCOIbVkXQp8VrlzT05ssGCZrgfeL2mVvO5ewF/yvNeRXmtI59hVEfEUcL/SA3vI91M3bTHWV+TrxiRSH4Waa3i1I+E+pFsDRMQzwA3AT0itJy8NURxDVr58T/eXpCbkIF1fPqfct0DS+pKWJ70m+yv3ipc0urSyDAUn5kGKiNkR8ZMGs75H+pR6NalGVF1nGuleR8dqaY3kC868iHiQ9CafDpxKur/Wn/8iNc9PlzQjj3fVAMszCbg6Ip7oQIg1e5Hum1adTbogvCbuXAv8PHCJpKuAR4AnK+uNlnQz8DnSPWFI99FuyNMPIzVDQ+o4dLH67/w1knQr5jZJ04GNSPfePgb8r6RbSE2A1R7XT0i6hnSBrSWMC4BdlTt/kZpfxyp16LmN1DlsYS0t6XrSPeBaJ6gBbTcngV2BPSTdTTp+L5BaUo4n3T+ensu7d17tlWMYEXOAQ0nNxLcAN0bEeXm5Z4GNJU0jtZDUWiz2AQ7I25zJwJ85fwzp6Uk1XwA+lV+vT5COT80ZpH4NZ1SmDTaOwZZv2XxezAT+REq638nzjgduA27M15f/I93rv4TUAjA1n9u1W2ndLsuQ8i9/dUGuzUwBNoyIl7sYx6akDjtbdCuGoTSQ8ij1bv5RRExuX2SDJ2lkvu8r4OfA3RHxo/7W6xRJU0idvKZ2OxazRZ1rzB2Wm8yuJ/Us7WZS/iyp+fab3YphKC1seSStJOku0ncpi07K2WdyDWEm6TbJ/3U5HjNrE9eYzczMCuIas5mZWUGcmM3MzArixGxmZlYQJ2azxZyG+ElouePc5yvj2wx0W2b2Wk7MZou/oX4S2kqk71WbWRs4MZsND309CW20pHPzj3Ncp/y0M6UnM52g9OSo+5SerARwNPCm/OMQ38/TRko6S+kJWKfm71ub2QA4MZsND6cD4yQtQ3oq2vWVed8Bbor03OVvsODjETcEtge2AA7PP5E4Ebg30rN0D8nLvZ30nOKNgPVIj7Q0swFwYjYbBiJiOulJOo2ehLYV6WlERMSfgZWVfqsb4KKImBcRj5EeLrBak13ckH+e9mXST3X2Dm0JzIYPP13KbPho9iS0Rs3OtV8eqj6Np/p0sXqtLmdm/XCN2Wz4aPYktCtIP9aPpG2Ax/KTdZpp6QlVZjYw/lRrNkxExGzSo//qHQGcmJ9K9Bwwvp/t/EPS1fmpPxcDFw11rGbDmX8r28zMrCBuyjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgX5/x3dIKaIJbopAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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a1MN3Zfcc2/O57LW/XSrzHJy3/zxSbWudPH5AXnZ+3bLHVZZ9c/58XwCmANvWvf+xeZvOIXWeW7ky7bt5/dW/b9R9F+unD6tM/zzp2PMMqUVgwx62xc6k7/ScvP/dBBy0GN+To0i/4nia1Bdghbr1Twb+3uB9m5aD1Anwkrpj24T8HjOBH7azr5MqPAF8uNU26PafcnBmZv2CpGtJnR3P7utYlme5VeolYNNIHb+azXcO8FBEnNCl0Iq3uD+6NzNbZuUm/21o/LNE6zKlGyftS7rGbpmvMZtZv6B0O9fLSDf66O37ANhiknQy6fLU96LuDoT9nZuyzczMCuIas5mZWUGcmM3MzAqyTHf+Wm+99WL48OF9HYaZmdlimTp16lMRMaTRtGU6MQ8fPpwpU6b0dRhmZmaLRdI/mk1zU7aZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgizTD7Gw5d/w0RP7OoSWHhmzT1+HYGbLGdeYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4J0NDFLekTSXZJulzQljxss6UpJD+T/61TmP17Sg5Lul7RnJ2MzMzMrUTdqzO+OiO0jYmR+PRqYFBEjgEn5NZK2AkYBWwN7AadLGtCF+MzMzIrRF03Z+wJj8/BY4EOV8eMiYn5EPAw8COzUB/GZmZn1mU4n5gCukDRV0hF53AYR8QRA/r9+Hr8h8Fhl2el53GtIOkLSFElTZs6c2cHQzczMum/FDq//7RHxuKT1gSsl3ddiXjUYF4uMiDgTOBNg5MiRi0w3MzNblnW0xhwRj+f/M4CLSE3TT0oaCpD/z8izTwc2qiw+DHi8k/GZmZmVpmOJWdLqktasDQPvA+4GJgCH5NkOAS7OwxOAUZIGStoUGAHc0qn4zMzMStTJpuwNgIsk1d7ntxFxmaRbgfGSDgMeBfYDiIhpksYD9wALgCMjYmEH4zPrmuGjJ/Z1CC09Mmafvg7BzLKOJeaIeAjYrsH4p4HdmyxzEnBSp2IyMzMrne/8ZWZmVhAnZjMzs4I4MZuZmRXEidnMzKwgnb7BiJlZkdxT3krlGrOZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIbzBiZmZ9rvQbvkD3bvriGrOZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgjgxm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWkI4nZkkDJP1V0qX59WBJV0p6IP9fpzLv8ZIelHS/pD07HZuZmVlpulFjPga4t/J6NDApIkYAk/JrJG0FjAK2BvYCTpc0oAvxmZmZFWPFTq5c0jBgH+Ak4Et59L7Abnl4LDAZ+GoePy4i5gMPS3oQ2Am4sZMxmln7ho+e2Nch9OiRMfv0dQhmS6XTNebTgOOAlyvjNoiIJwDy//Xz+A2BxyrzTc/jXkPSEZKmSJoyc+bMzkRtZmbWRzqWmCV9AJgREVPbXaTBuFhkRMSZETEyIkYOGTJkqWI0MzMrTSebst8OfFDS3sAqwCBJvwaelDQ0Ip6QNBSYkeefDmxUWX4Y8HgH4zMzMytOx2rMEXF8RAyLiOGkTl1XR8RBwATgkDzbIcDFeXgCMErSQEmbAiOAWzoVn5mZWYk62vmriTHAeEmHAY8C+wFExDRJ44F7gAXAkRGxsA/iMzMz6zNdScwRMZnU+5qIeBrYvcl8J5F6cJuZmfVLvvOXmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQVbsaQZJmwPHAptU54+I93QwLjMzs36px8QMnA/8DPg5sLCz4ZiZmfVv7STmBRFxRscjMTMzs+aJWdLgPHiJpM8BFwHza9MjYlaHYzMzM+t3WtWYp9a9PrYyHMBmvR+OmZlZ/9Y0MUfEpt0MxMzMzFo3Zd8BXAfcAFwfEY90KygzM7P+qtXvmA8E7gDeC1wh6Z+Szpf0RUlv7U54ZmZm/Uurpuy7gbuBMwEkrQeMAr4A/AAY0I0AzczM+pNWTdkDgB2AtwFvB14P/BM4C7ixK9GZmZn1M616Zc8B7gV+CoyOiIe7E5KZmVn/1SoxHw7skv9/StKtpJryjRHxz24EZ2Zm1t+0usZ8HnAegKTVgJ1ITdonS1o5IjbpTohmZmb9R8tbckpaHXgrr15nfgvwGHB950MzMzPrf1p1/vorsDEwhfRb5lOAmyJibpdiMzMz63da1ZgPAe4CBkbEi9UJkgb7XtlmZma9r+kNRiLizogI4AJJryRwSUOBK7sRnJmZWX/T6s5fNX8Afi9pgKThwOXA8Z0MyszMrL/q8XnMEfFzSSuTEvRw4D8i4oZOB2ZmZtYfter89aXqS2Aj4HZgZ0k7R8SpnQ7OzMysv2lVY16z7vVFTcabmZlZL2l1g5ETuxmImZmZtdf5y8zMzLrEidnMzKwgHUvMklaRdIukOyRNk3RiHj9Y0pWSHsj/16ksc7ykByXdL2nPTsVmZmZWqh5/LiVpCPAZ0k+lXpk/Ij7dw6LzgfdExFxJKwHXSfoT8BFgUkSMkTQaGA18VdJWwChga+B1wFWSNo+IhUtQLjMzs2VSj4kZuBj4C3AV0HaSzHcNq91Xe6X8F8C+wG55/FhgMvDVPH5cRMwHHpb0IOmJVje2+55mZv3N8NET+zqElh4Zs09fh7DMaScxrxYRX12SlUsaAEwF3gD8NCJulrRBRDwBEBFPSFo/z74hcFNl8el5nJmZWb/RzjXmSyXtvSQrj4iFEbE9MAzYSdI2LWZXo1UsMpN0hKQpkqbMnDlzScIyMzMrVjuJ+RhScn5B0hxJz0maszhvEhHPkpqs9wKezA/CqD0QY0aebTrp7mI1w4DHG6zrzIgYGREjhwwZsjhhmJmZFa/HxBwRa0bEChGxakQMyq8H9bScpCGS1s7DqwJ7APcBE0iPlCT/vzgPTwBGSRooaVNgBHDL4hfJzMxs2dXqXtlbRsR9knZsND0ibuth3UOBsfk68wrA+Ii4VNKNwHhJhwGPAvvl9U2TNB64B1gAHOke2WZm1t+06vz1JeAI4JQG0wJ4T6sVR8SdwA4Nxj8N7N5kmZOAk1qt18zMbHnW6l7ZR+T/7+5eOGZmZv2bb8lpZmZWECdmMzOzgjgxm5mZFaTHxCzpAkn7SHISNzMz67B2ku0ZwAHAA5LGSNqywzGZmZn1W+3cYOSqiDgQ2BF4BLhS0g2SPpWfGmVmZma9pK3maUnrAocChwN/BX5EStRXdiwyMzOzfqid5zFfCGwJnAv8e+3JUMDvJE3pZHBmZmb9TTuPffxJRFzdaEJEjOzleMzMzPq1dhLz2pI+UjduNnBXRMxotICZmZktmXYS82HALsA1+fVuwE3A5pK+HRHndig2MzOzfqedxPwy8MaIeBJA0gakn1C9FbiWdO3ZzMzMekE7vbKH15JyNgPYPCJmAS91JiwzM7P+qZ0a818kXQqcn19/FLhW0urAsx2LzMzMrB9qJzEfCXwE2BUQcA5wQUQE4EdCmpmZ9aKWiVnSAODyiNgDuKA7IZmZmfVfLa8xR8RC4HlJa3UpHjMzs36tnabsF4G7JF0JzKuNjIijOxaVmZlZP9VOYp6Y/8zMzKzDekzMETFW0qrAxhFxfxdiMjMz67d6/B2zpH8Hbgcuy6+3lzSh04GZmZn1R+3cYOQEYCfyb5Yj4nZg0w7GZGZm1m+1k5gXRMTsunHRiWDMzMz6u3Y6f90t6QBggKQRwNHADZ0Ny8zMrH9qp8Z8FLA1MB84D5gDfKGTQZmZmfVX7fTKfh74ev4zMzOzDuoxMUvaHPgKMLw6f0S8p3NhmZmZ9U/tXGM+H/gZcBawsLPhmJmZ9W/tJOYFEXFGxyMxMzOztjp/XSLpc5KGShpc++t4ZGZmZv1QOzXmQ/L/YyvjAtis98MxMzPr39rple27fJmZmXVJ06ZsScdVhverm/a9TgZlZmbWX7W6xjyqMnx83bS9OhCLmZlZv9cqMavJcKPXZmZm1gtaJeZoMtzotZmZmfWCVp2/tpM0h1Q7XjUPk1+v0vHIzMzM+qGmiTkiBnQzEDMzM2vvBiNmZmbWJU7MZmZmBelYYpa0kaRrJN0raZqkY/L4wZKulPRA/r9OZZnjJT0o6X5Je3YqNjMzs1J1ssa8APhyRLwR2Bk4UtJWwGhgUkSMACbl1+Rpo4CtSb+TPl2Sr3ObmVm/0rHEHBFPRMRtefg54F5gQ2BfYGyebSzwoTy8LzAuIuZHxMPAg8BOnYrPzMysRF25xixpOLADcDOwQUQ8ASl5A+vn2TYEHqssNj2PMzMz6zc6npglrQFcAHwhIua0mrXBuEVuZCLpCElTJE2ZOXNmb4VpZmZWhI4mZkkrkZLybyLiwjz6SUlD8/ShwIw8fjqwUWXxYcDj9euMiDMjYmREjBwyZEjngjczM+sDneyVLeAXwL0RcWpl0gRefcbzIcDFlfGjJA2UtCkwArilU/GZmZmVqMfnMS+FtwMHA3dJuj2P+xowBhgv6TDgUWA/gIiYJmk8cA+pR/eREbGwg/GZmZkVp2OJOSKuo/lTqHZvssxJwEmdisnMzKx0vvOXmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQZyYzczMCuLEbGZmVhAnZjMzs4I4MZuZmRXEidnMzKwgTsxmZmYFcWI2MzMriBOzmZlZQTqWmCX9UtIMSXdXxg2WdKWkB/L/dSrTjpf0oKT7Je3ZqbjMzMxK1ska89nAXnXjRgOTImIEMCm/RtJWwChg67zM6ZIGdDA2MzOzInUsMUfEtcCsutH7AmPz8FjgQ5Xx4yJifkQ8DDwI7NSp2MzMzErV7WvMG0TEEwD5//p5/IbAY5X5pudxZmZm/Uopnb/UYFw0nFE6QtIUSVNmzpzZ4bDMzMy6q9uJ+UlJQwHy/xl5/HRgo8p8w4DHG60gIs6MiJERMXLIkCEdDdbMzKzbup2YJwCH5OFDgIsr40dJGihpU2AEcEuXYzMzM+tzK3ZqxZLOA3YD1pM0HfgWMAYYL+kw4FFgP4CImCZpPHAPsAA4MiIWdio2MzOzUnUsMUfE/k0m7d5k/pOAkzoVj5mZ2bKglM5fZmZmhhOzmZlZUZyYzczMCuLEbGZmVhAnZjMzs4J0rFe29Z3hoyf2dQg9emTMPn0dgplZkVxjNjMzK4gTs5mZWUGcmM3MzArixGxmZlYQJ2YzM7OCODGbmZkVxInZzMysIE7MZmZmBXFiNjMzK4gTs5mZWUGcmM3MzArixGxmZlYQJ2YzM7OCODGbmZkVxInZzMysIE7MZmZmBXFiNjMzK4gTs5mZWUGcmM3MzArixGxmZlYQJ2YzM7OCODGbmZkVxInZzMysIE7MZmZmBXFiNjMzK4gTs5mZWUGcmM3MzArixGxmZlYQJ2YzM7OCODGbmZkVxInZzMysIE7MZtmGMvcAAAvxSURBVGZmBXFiNjMzK4gTs5mZWUGcmM3MzApSXGKWtJek+yU9KGl0X8djZmbWTUUlZkkDgJ8C7we2AvaXtFXfRmVmZtY9RSVmYCfgwYh4KCL+DxgH7NvHMZmZmXVNaYl5Q+CxyuvpeZyZmVm/oIjo6xheIWk/YM+IODy/PhjYKSKOqsxzBHBEfrkFcH/XA23fesBTfR1EL1heygHLT1lcjvIsL2VZXsoBZZdlk4gY0mjCit2OpAfTgY0qr4cBj1dniIgzgTO7GdSSkjQlIkb2dRxLa3kpByw/ZXE5yrO8lGV5KQcsu2UprSn7VmCEpE0lrQyMAib0cUxmZmZdU1SNOSIWSPo8cDkwAPhlREzr47DMzMy6pqjEDBARfwT+2Ndx9JJlosm9DctLOWD5KYvLUZ7lpSzLSzlgGS1LUZ2/zMzM+rvSrjGbmZn1a07MS0hSSDq38npFSTMlXdqXcS0uSXP7Oobe1FN5JE2WVEQvTUkfzvvRll18zy9IWq3Neb8uaZqkOyXdLumtS/B+u0l62+JH2nR9j0har7fWl9c5TNLFkh6Q9HdJP8qdT5vN39Y27MR3K+8vp1Ref0XSCb39Pm3GslTlk7Qw71fTJN0h6UuS+iQnlXYcdGJecvOAbSStml+/F/hnH8Zjy579getIvz7oli8A7SSVXYAPADtGxLbAHrz25j/t2g3otcS8NCQt0qdGkoALgT9ExAhgc2AN4KQWq2prGy6NRrFm84GP9PbJSbfl8r0QEdtHxNak4+fewLf6NrLF1+KzWmJOzEvnT8A+eXh/4LzaBEk7SbpB0l/z/y3y+L9I2r4y3/WStu1q1HVyrebSyuufSDo0Dz8i6URJt0m6q1a7k7S6pF9KujWXsZhbp7YqT2XcYZJ+WHn9GUmndjHGNYC3A4eRE3MPn8Peku6TdJ2kH9fmk3SCpK9Ulrlb0vD8+UzMNZG7JX1C0tHA64BrJF3TQ4hDgaciYj5ARDwVEY9LerOkP0uaKulySUPz+06WdFre1+/O+/9w4LPAF3PN6B2Shki6IO83t0p6e6UcYyVdkfe5j0j6ft7nLpO0UiW2YyXdkv/ekJdvtd4zJV0BnNOgnO8BXoyIX+VyLgS+CHw6b8Mf5BjulHRUo20oaf88z92S/qvucz4lf3cmSRqSx70+l2lqPh7UvlNnSzo1r/c166lYQOrQ9MX6CZI2ye9zZ/6/saS18vZcIc+zmqTHJK3UQxxnSLpG0kOS3pW/6/dKOrsT5YuIGaQbR31eyQBJ/50/yzsl/UflPY/L2/sOSWPaeM+ulqVXRIT/luAPmAtsC/weWAW4nVQ7uDRPHwSsmIf3AC7Iw4cAp+XhzYEpBZTjlbjzuJ8Ah+bhR4Cj8vDngLPy8PeAg/Lw2sDfgNUL+VxalWcyMBJYHfg7sFIefwPwpi7GeRDwi8p779gs7rx/PQZsmsefV9nPTgC+UlnmbmA48FHg55Xxa1U+z/XaiG+NvE//DTgdeBewUo51SJ7nE6SfNNa268/z8DuBu5vE91tg1zy8MXBvZb7r8ntsBzwPvD9Puwj4UCX+r+fhT1a2Q6v1TgVWbVLOo4EfNhj/V+AY4AJe/R4Prt+GpCT9KDCE9CuXqyuxBnBgHv5/wE/y8CRgRB5+K3B1Hj4buBQY0MP+PSjHsBbwFeCEPO0S4JA8/GlSKwDAxcC7K5/ZWW3EMQ4Q6VkFc4A3kSpyU4Hte6N8wNwG5XsG2ICUpL+Rxw0EpgCbkh5wdAOwWt1n0qdl6e2/4n4utSyJiDtzrWB/Fv2J11rAWEkjSB967Yz/fOCbko4lfXnO7kqwS+fC/H8q8JE8/D7gg3q1trYK+YDY5diWSETMk3Q18AFJ95IS9F1dDGF/4LQ8PC6/nthk3i2BhyLi4fz6PF69LW0zdwE/yDW4SyPiL4sTXETMlfRm4B3Au4HfAd8FtgGulATpXgNPVBY7Ly97raRBktZusOo9gK3y8gCDJK2Zh/8UES9Juiuv+7JKWYbXv0/+X2v1aLXeCRHxQpOiivT9bDT+ncDPImJBLtesBvO9BZgcETMBJP0mL/cH4GXSdgP4NXChUkvJ24DzK7EOrKzv/Ei19qYiYo6kc0gnFdVy7cKr389zge/n4d+REvI1pNaZ09uI45KIiPxZPFn7bkiaRvosbu9Q+WoLvQ/YVtLH8uu1gBGkz/lXEfF83hazCi7LEnNiXnoTgB+QajvrVsZ/B7gmIj6ck/dkgIh4XtKVpLO3j5Nqb31tAa+9rLFK3fT5+f9CXt1nBHw0Ikq8V3lP5ak5C/gacB/wq04HVSNpXVIT6jaSgpSEgrQvNYpbNNewrBHxt5xY9wZOlnRFRHx7ceLMB53JwOR8UDsSmBYRuzRbpIfX5Fh3qU+U+cBXazZ/WdJLkasmpINm9VgVDYZbrXdek3gBppFaF6rLDCLdGvihJmV4zew9TK+KHOezEbF9k3laxVp1GnAbrffbWuwTSPvAYODNpFr96j3EUfvOv1wZrr1uljeWqnySNiMdY2aQtutREXF53Tx7sehn0tN7dr0sS8vXmJfeL4FvN6htrcWrncEOrZt2FvBj4NYmZ+Hd9g9SbWOgpLWA3dtY5nLgKOUjn6QdOhngYmqrPBFxM+kAfACV/gFd8DHgnIjYJCKGR8RGQK023Cju+4DN8gkepNpPzSOkZnAk7Uhq7kPS64DnI+LXpBPHHfP8zwFr0gNJW+TWnprtSa0hQ5Q6hpGvU25dmecTefyuwOyImN3g/a4APl95n2YHvVY+Ufl/41KudxKwmqRP5uUGAKeQWrKuAD6r3LknJzZ4bZluBt4lab287P7An/O0FUifNaR97LqImAM8rPTAHvL11O3ajPUV+bgxntRHoeYGXu1IeCDp0gARMRe4BfgRqfVkYS/F0Wvly9d0f0ZqQg7S8eU/lfsWSNpc0uqkz+TTyr3iJQ0urSy9wYl5KUXE9Ij4UYNJ3yedpV5PqhFVl5lKutbRtVpaI/mAMz8iHiN9ye8EfkO6vtaT75Ca5++UdHd+3aeWsDzjgesj4pkuhFizP+m6adUFpAPCInHnWuDngMskXQc8CcyuLDdY0u3Af5KuCUO6jnZLHv91UjM0pI5Df1LPnb/WIF2KuUfSncBWpGtvHwP+S9IdpCbAao/rZyTdQDrA1hLGJcCHlTt/kZpfRyp16LmH1DlscQ2UdDPpGnCtE9QSrTcngQ8D+0l6gLT9XiS1pJxFun58Zy7vAXmxV7ZhRDwBHE9qJr4DuC0iLs7zzQO2ljSV1EJSa7E4EDgsr3MaS/7M+VNIT0+qORr4VP68DiZtn5rfkfo1/K4ybmnjWNryrZr3i2nAVaSke2KedhZwD3BbPr78L+la/2WkFoAped+uXUrr67L0Kt/5qw/k2sxkYMuIeLkP49iO1GFnp76KoTctSXmUejf/MCImdS6ypSdpjXzdV8BPgQci4oc9LdctkiaTOnlN6etYzJZ1rjF3WW4yu5nUs7Qvk/JnSc233+irGHrT4pZH0tqS/kb6LWXRSTn7TK4hTCNdJvnfPo7HzDrENWYzM7OCuMZsZmZWECdmMzOzgjgxm5mZFcSJ2Ww5p15+ElruOPe5yuvdlnRdZrYoJ2az5V9vPwltbdLvqs2sA5yYzfqHVk9CGyzpD/nmHDcpP+1M6clMv1R6ctRDSk9WAhgDvD7fHOK/87g1JP1e6QlYv8m/tzazJeDEbNY/jANGSVqF9FS0myvTTgT+Gum5y1/jtY9H3BLYE9gJ+Fa+ReJo4O+RnqV7bJ5vB9JzircCNiM90tLMloATs1k/EBF3kp6k0+hJaLuSnkZERFwNrKt0r26AiRExPyKeIj1cYIMmb3FLvj3ty6RbdQ7v3RKY9R9+upRZ/9HsSWiNmp1rdx6qPo2n+nSxeu3OZ2Y9cI3ZrP9o9iS0a0k360fSbsBT+ck6zbT1hCozWzI+qzXrJyJiOunRf/VOAH6Vn0r0PHBID+t5WtL1+ak/fwIm9nasZv2Z75VtZmZWEDdlm5mZFcSJ2czMrCBOzGZmZgVxYjYzMyuIE7OZmVlBnJjNzMwK4sRsZmZWECdmMzOzgvx/b3K/avGArYUAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "54\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "v2CLjqEftTwo" }, "source": [ "## Pie Charts: Percent of Energy Used per Month for Each CSV files" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:38.126310Z", "start_time": "2020-05-16T05:44:30.502154Z" }, "id": "72PbJCR0tTwo", "outputId": "dd10451d-4192-44dd-ae52-f212fd12f98a" }, "source": [ "#creates a pie chart of Total Energy Usage per Month for each csv file\n", "\n", "count=0\n", "for fn in files:\n", " \n", " if fn.endswith('.csv') and not fn.startswith(\"combined\"):\n", " \n", " \n", " pie_chart_energyCSV(fn)\n", " count+=1\n", " plt.show()\n", " print(count)\n", " else:\n", " print(\"Different Format\")" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Wkfb2dZmG1c2PiCRjDUksNcbMrCXsJSJysC3iN1eFtVt7/wVut5/ZUVi9gPuFS6zPuGLtw2i7rIh9zmWfi7IOJdZ+z1T18MzBmlmeZJetaVSv7Ptfr7VYQ6Yv22WxKq2zRGRmA5+TdOAPIhIlImdgvVvfrnEtHgMqjTH716eoKx8BeBq4SESOscN1FZGsBpT1l7B061z7d/3U1+9N3bN7U7D68jdj1aS/wp5xjdWvv8I2ciVWC7DmGFHVRLNULLG9o5Z0jgY+t9P4BUtMa5t4lYNVwyqx/7ZhTfyIt8+P97fDL9wkO40CO8wr2OOcWDWw1zkwW/Pv5sA4h/9s7WlYXSmZtdiWhVXAdnJg9vCjQPfabMNqvS2w8/IDVgvMcGCy1AL8xgcD2DQVa8JdvbO1a1xDg9Va93ev757Wdp3qC3eSbWMB1oSUzBp57Ib1UO/G6lKaXsPWF/2O94cFBmFVGortsHOxJ4cFyPOjwFrbxjzbr/8EkiOwJqbtts/Ps/PbmQMzsgvs+3GwHeZ+rJp9iW337/ziMxyYENYe6yWTh1Uzv4Uas7Vr2Lo/bIB8XIj1UijBam1uwOoNya7hL2B+7HNHYpW1fODvWON9T2PNR9iG1V2/vxxR+5hzrdcmgN2HAG9hVQxK7Pjvw54rgDWkNce2YRXWxJ+A7xP7+EUgx+/4Uuy5CdQoX7ZbtTFVO/zNjX2X1cjTaDudi+p53p7F+mKhxO9vjd/5GKxJRUX29bm2xvNt7HvtH76Hn59r7XBFdloxfudSsZ7ZUqxn8Jwatq234/f/y/R7X9U8t8AvbDJWL2cxB8p1wImMtn/BmkC2Bmt4aot9z6smVtX3nCzFEt9CrPJ7XI34e9jX+bYa7vXlYw3V5zOcglUGi7HmQk2kAWXd9rubOuYm+f+JHUhRFEUJIiLSA6t7s5Mxpshpe1ozYi0YdKmxhrBq8xOHNUF0iLFa6hGNrq2tKIoSZETEhdVi/bcKc8RwOfB5SxBmsLqeFEVRlCBhjztuxxpSmFSPdyUMiLUsp2B9Btci0G5tRVEURYkwtFtbURRFUSIMFWdFURRFiTBUnBVFURQlwlBxVhRFUZQIQ8VZURRFUSIMFWdFURRFiTBUnBVFURQlwlBxVhRFUZQIQ8VZURRFUSIMFWdFURRFiTBUnBVFURQlwlBxVhRFUZQIQ8VZURRFUSIMFWdFURqEiJTUc36BiAwNlz2K0ppRcVYURVGUCEPFWVGUBiMi40Vkrt/xYyJyYQ0/l4jIQ37H00TkwTCaqSgtHhVnRVGCzb+B34hIlH18EfCsg/YoSotDxVlRlKBijCkF5gNTRCQLiDLGrHbYLEVpUXicNkBRlBZFJdUr9bG1+HsKuBH4Dm01K0qjUXFWFKUxbAAOFpEYLGE+BlhS05MxZpmIdAeGAIPCa6KitHxUnBVFqRcR8QBlxphNIvIfYBWwFviqjmD/AQYbY/LDYaOitCbEGOO0DYqiRDgicijwpDFmeCPCzAUeMsZ8FDrLFKV1ohPCFEWpExGZDrwM3NxA/+1E5AdgrwqzojQNbTkrEYOInAL8F8g2xnwXpjSvAZ4wxuwJR3qNITcrOxXoAfT4OZ2Of7rE0wdIt/86ANFYQ1NRNf67gVJgN5Dv97/q92bge2Dt6qmry8KZJ0VRGoaKsxIx2GOZnYGPjDE5YUpzPTDUGLMzHOnVRm5W9kHAMGC4/X8QkFR1vtzNT+fd4Okd5GR9WBO8vvf7Ww2sWD119d4gp6UoSiNQcVYiAhFJxBKHo4A3jTFZIjIeuM4YM8X28xjwhTHmORE5AXgQ2Al8CfQ2xkwRkRygxBjzNzvMN8AUIA9rglI3rJblHUAG8Dc73Z3GmKPCkdfcrOxOwBFYIjwMGAqk1hXGQNGZf/Ykh8E8gApgJfAJsAhYsHrq6t1hSltRFHS2thI5nAy8a4z5QUR2i8iQ2jyKSCzwT2CsMeZnEXm5AfFPArYaYybbcaQYYwpF5FrgqFC3nHOzsvsDpwGnYIlxoxBIjik3pWXRkhB0435NFAcqDlcDvoGzB64C3gdeWz119fIw2KAobRoVZyVSOBt42P79b/t4Xi1+s4CfjDE/28cvA7+rJ/7VwN9E5D5grjFmcTPtrZfcrOzDgVOxBDm7ufGlFbFzc0fCIc41cQGD7b8bBs4euAF4FXhl9dTVyxywR1FaPSrOiuOISAfgaOAQETFY3c4GeJPAq1FJHdEFXMHKbpEfDpwA3CMi7xtjbg9SFvZjC/J5WILcM5hxZ+Sbgs0dJahxNpGewAxgxsDZAzcCrwH/Wj119YpQJywiJcaYxFCnoyhOo+KsRAKnA88bYy6rchCRhfbPQKtRfQf0FpFMY8x64Ey/uNZjjTFjd433sn93AXYbY1609yW+0PZfjDXxqsnd2rlZ2W6sFvI1wMimxlMfnXdTGqq4m0EP4I/AHwfOHrgM+DtWi7rCWbMUpWWj3zkrkcDZwP9quL0GnIM1iWsV8C/s1aiMMXuBK4B3RWQJsB0o9AuXKiIrgcuBH2z3gcBy2/0m4E7b/QngHRH5uLFG52Zlp+RmZV8H/GjbGTJhBui820S64B2BdZ82DJw98NaBswdmhCKRuratFJH1InKbiHwpIqvtjTcQkQQReUZEPheRr0TkpFDYpijBQmdrKy0SEUk0xpSIiACzgLXGmIfqCxcMcrOy+2JNlJoKhK2LdVWmLLzzbPe4cKUXBMqBV4D7Vk9dHZRdqexejynUPot/PfCAMeZREbkCGGKMuVRE7ga+tXtO2gHLgcPsHbQUJeLQlrPSUplmt4LXAClYs7dDSm5W9sG5Wdn/w/r06veEUZgBOhSZqPp9RRTRwLnAyoGzB744cPbAXmFK97/2/xVApv37OGCmXWYWYA2T9AiTPYrSaHTMWWmR2K3kcLWUuwC3Y41Tu8ORZiCS9zgyUzsYuLBE+oyBswc+Cdyxeurq7c2Ir75tK6tWPfNy4B0nwGnGmO+bka6ihA1tOStKLeRmZcfnZmXfgbX70iU4KMwAseW0czL9IBCN1ePw48DZA+8cOHtgUxdV2b9tpYikYE0UrI/3gKvsYRBE5LAmpq0oYUHFWVECkJuV/VusWeE3A/EOmwOAx0dHp20IEglYk/LWDZw98LyGBvLftpIAEwXr4Q6sxVVW2avG3dFoqxUljOiEMEXxIzcrOwtrgtnRTtsSiKnXuov3xkhS/T5bFB8Cl6+eunpdXZ6asm2lorRUtOWsKDa5Wdm/x2qFRaQwA6QVNv177Ahmwo07dz9NTsoN5KQEHDpo7LaVitLS0Zaz0ubJzcpOA57BXrwkkvnbqa6Vy/u7Bjc23OanN1O8shhPsoe+d/UFoHB5ITte30HZtjL63NKHuF5xAJSuLWXr7K24olx0m96NmIwYvKVeNj2+iZ4zemIP2waNbhUVn72zedsI+/BT4AJyCutsRStKa0dbzkqbJjcr+zisscuIF2aAzrtp0r7T7Ue3J3NGZjW3mG4x9LiqB/H9qg+p73p3Fz2u7EHGaRnsnm9tRrXjzR2kTUkLujCLMQWzt+3w3wrzSOArclIuCWpCitLCUHFW2iS5WdnRuVnZDwLvAp2ctqehNHWVsIT+CbgTqvcYx3aJJaZzzK89u8FUGHzlPsQtlO0oozK/koSs4H/JdVlB0ep0rze9hnMi8BQ5Kf968uazI2IynqKEGxVnpc2Rm5WdDSzDWhM6uE3BEJNeEHp70yanseXZLex6fxcdJnRgx6s7SD+1pn42n1Sv98vfFxSOqe38el9Gr7sqz/s8c+a8fkFPXFEiHBVnpU2Rm5U9Gfgca/vDFkeH4tCvEhbXM44+t/Sh18xelOeV42lvreOx8R8b2fTPTVQWVjY/EWP2PL91e1ptp8uNZ/2U8rsGAAcDyzNnzjux+YkqSstBxVlpM+RmZU8D3oAWu9IWSXvDt2SoMYYdb+4g/Tfp7Hh9BxknZ9DuyHbs+mBXs+M+o7jk856Vld0Dp8veM8pvKS8hvmqRkhTgjcyZ827PnDlP31lKm0ALutImyM3Kvg1rBypHV/lqLuFcJaxgSQFJhybhTnDjK/dZbwsX1u9mkODzfXvTrvzRtZ3/u/eUFV+bg2p2ZQvwF2B25sx5LfoeKkpD0E+plFZNbla2B0uUL2ps2Ju2bWNhaQmpbjdv9rImFP99Zx7zi0sQgQ5uN3d37ky6J4ov9+zh9u3biXYJf+3chZ7R0RR5vczYupUnunUL2ixnA/vO/LOn5lrS9bLp8U2UfldKZUklnmQP6Sen40n0sPXFrXiLvbjiXcT1iCPzukwAfGU+Njy0gczrMhGPUPp9KVtf2Iq4he6XdyemU4CJZA3KgKl4eev29YeUl/cNdDrX12PJ8eX31ircNq8C56y/d3Kkb6GpKE1GxVlpteRmZSdibVk4qSnhv9izh3iXi5nbtu4X5xKvl0S31XB7IX83P5aVk9OpE3/Ysplr09LZWlHB4tIS/pSewX07tnN0YhLD4oM74fjiq90FJfHSItfZPrp0z4JHduwcH+jcPhO19rCyJ7ruJaYhF2wecNr6eyeX1etTUVog2q2ttEpys7IzsLYGbJIwAwyNjyfFXf0RqRJmgL0+s3/qtEeEMp+PvT4fUSJsLC9nR2Vl0IUZIL2FrhIWbcxPf92x88hA54yh5KTyOzwNFGaAycDczJnz9FMrpVWi4qy0OnKzsjsCC4HDQxH/w3l5HP3jOuYWFXJVR2svimmpHbh1+y+8kJ/POe3a88jOPK7qWOtk5GbRKd8UhSTiUGKMeWR7Xkk0BOwPv7PyvFXfmx6N3e95AvBe5sx5Td3dSlEiFhVnpVVhd2W/DfQPVRrXpKUxv89BTElO4V8F+QBkx8by756ZPNejB5srKkj3WJ8fXbt1Czds3crOyiB8fmTTeTd7gxZZCNj89GZyr8pl7U1r97vte3rT5ise3Dnogv8dMP2Fr8t55LMyvvD1W/S094SRTUxuNPBh5sx57ZtntaJEFirOSqshNys7GvgfMCwc6U1OTuaD4uJqbsYY/m/XTqZ36MisnTu5skNHTkxJ5sX8/KCl2ym/aauEhYuaS4WaksqtHTaUdll1eSJeY1i93cveCsNzX1dw/tDkb88uv3lE7bE1iGHAx5kz54Wmq0JRHEDFWWkV5GZlu4AXsbo6Q8b68vL9vz8uKaZ3dPVe2teLChmXmEiK280+48Mlggthn2ne50f+pBeaiH5uay4VevOu3b8Yn3EbY9hbAVFu+Osn5VwxNLr0VO/dSRV4ooOQ7KHAW5kz5zVxGrmiRBYepw1QlCAxCzgjmBFet3ULy/fsocDr5agf13Flh44sKi3h5/JyXAhdojzcmnFgWe69Ph9vFBbxZHdrbY2p7VO5essWogT+1qVr0OxKLSYYYhYW+pRXLD3Lt2/UxuwoDvtnKcf08pASIyzf4qVk5JVr1ns7B3Nv5iOAJ4ELghinojiCfkqltHjsBUZucdqOcFEawzcXXes5xGk76qI8r5wND673bp0eX5Dq83XwP3fpm3sZNDDri9t2jB+67+eviErPpN3Is4KZ/J/W3zv5/mBGqCjhJqK7xxSlPnKzsq+gDQkzQGw5LWLyU3K5t6ymMH+1zUt+uXv3Qx1uHlz6zXzSTp5JRd4GKnZvCWbS92TOnNcitgBVlNpQcVZaLLlZ2WOAR5y2I9y4DGlEeJdX+7KKr9Nd5lffIM/8qKx8/di7K7w+46FqHF5cmMqgriXiAl7KnDlvQDAjVZRwouKstEjsRUbm0AbnTQhEp+xht9N21MbGWRsrf7xn/cDvd/no9mAxT39pTaL7b26Fb3uHobt2JffLcMUmEtMli61P/97KUHrvYJuRBLyZOXNeh3p9KkoEomPOSosjNyvbDXwIjHfYFMe48QL3D+u6SkTuc3xBYdGi63cXjK3pPs97xMLfV1w9LszmLACO03W4lZaGtpyVFseyoTfO2BuTGrJFRloCkbpKWJLXt+q63QVjarrnmZQVV1Zc9Sv3MDAeeMiBdBWlWag4Ky2KWdPnjytN7HrPpyNuj9nWacRyp+1xii67zT6nbfgVxpQ9u217okC1Lbi8xrVtUtm9PQ0up943v8+cOe9oh9JWlCah4qy0GGZNn5+KtWYulaYAACAASURBVNCIC5HU3Kzzh3916FULfeJqc12WnfLxOm1DTU4o3fNZ/4qKaoPHxlB5UcX1ebtI6eiUXTZP6iYZSktCxVlpSTwMdPN3yG+fNW7xqL+u3ROXvtEhmxwhvSCyVgmL9fl+uDNv16/Wx57jPWrpIt+hg5ywqQa9gTudNkJRGkpEPeCKUhuzps+fAJwf6JzXE3vwZ8NvSdnUddynYTbLMdqXBN7dyRGM8T6+Pa8yCqL8nbeYDstnVl76q4lhDnJ15sx5RzhthKI0BBVnJeKZNX1+LPB4nZ5EUtb2/e2RXwy5brHX5Ym88dggk7iPRKdtqOLIffuWDN1XdrC/W4Vxbzq+7J7+IFJbOAdwAU9nzpzX6OVPRcSIyAt+xx4RyRORuUG1UFFsVJyVlsBfgIMa4rEoudeYxaP+urEkocvPIbbJUaIrImOVMI8xGx/ZvrPaLmDGUHZO+U0lRSSmOGVXHQwAbmpCuFLgEBGJs4+PBYK6rJmi+KPirEQ0s6bPPwS4vjFhfO7ofsuH3pi+vsekpSEyy3FchjQxQdzqqoncv2PnzjhTfSWwJ70nLPvcZGU7ZVMD+HPmzHkDmxDuHWCy/fts4OWqEyIyXEQ+EZGv7P/9bffFIjLYz99SEYmEMXglwlFxViKd/6PGWGaDEEn4qfeJo5YNvXGJ1xVdGnyznEXA066EXU7akF1WvvjYPXuH+Lut83X55O7K8yJpnDkQUVjd2+56fVbn38BZIhILDAKW+Z37DhhrjDkMa633u233p4ALAUSkHxBjjFnVDNuVNoKKsxKxzJo+/xRgVHPiKE3sOnrR6Pu3FyX1/CFIZkUM6QXOibPLmB1P/rK9WguwzHh+Oqn8jpbSKhwGTG1MAFtUM7FazW/XOJ0CvCIi32AtelK1rvcrwBQRiQIuBp5ruslKW0LFWYlIZk2f7yJIn74YV1TvL4Zc32Nd75MWByO+SKFTvil2Ku0/78r/KcVn9o8pG8Oe08tzvKXERcxEtQZwSxMmh70J/A2/Lm2bO4CPjTGHACcCsQDGmD3AB8BJwG+Bl5plsdJmUHFWIpXzgYPr9dVQRGI39jhuzKfDb/20wh1XGLR4HcSpVcK6VlR+dlZxyQh/twcqz/hytend1wl7mkFP4HeNDPMMcLsxZnUN9xQOTBC7sMa5p4C/A58bYyJ2wxIlslBxViKOWdPnRwO3hSLuvfHpRy4ZdV9Rfkrfb0MRfzjplE/4J4QZUzh72/Ze/k6rfZmLH/OeMjrstgSHmxqzcpgxZrMxJtA2pfcD94jIUsBdI8wKoAh4tlmWKm0KFWclErkMq1UTEozL3f2rwVf3/a7vWQtDlUY4SCsM/yphlxUUrcrwejOqjveY6O9PL88ZVleYCKcT8Pv6PBljftVdb4xZYIyZYv/+1BjTzxgzyhjzF2NMZpU/EemC9a59P3hmK60dFWclorAXHGnKd6iNQyRqa9cx45aOuHN5eVRCi+xqbF9ijWuGLT2v96srCwr37yxlDEUnld8ZU0Z0WO0IAddmzpwXkhXXROQCrFndN5kI+PRNaTmoOCuRxjlARr2+gkRZbPvhS0beU7Yr9eAW93lLwj6SwpaYMXtnb9ue6u90a+XUNWtNt8yw2RA6OvHrceKgYIx53hjT3RjzSijiV1ovKs5KpHF12FMUd+evB14xYE32hQsN0mJaN9GVdAhXWqcVly7vVVG5f6hhmS9r0fPeiUeGK/0wcEMTvntWlJCh4hxhiMhNIrJGRFaJyEoRafRC/SIyXkR+tUNQM2xaLyIh3/Jv1vT547EWdwg/Iu7tGcPGLRl598qy6OQ8R2xoJGLo4PKZylCnE+/zffuXXbv3T/gqNnFrziu/cURdYYLFzrcfZtOj57L16Sv2uxUs+RebZ13A1mevYuuzV7H3x88B2Lf5W7Y+cyXbZv+RivytAPj2lbB9zl8wxtSXVG+sT50UJSJQcY4gRORIYAowxBgzCJgAbGpCVOOBoIlzcxARTyO8h7/VXIOK6OQhS4+8ix1ph33ptC31IeBKLWZnSBMxpvLJX3a43fYMZJ8h/4Tye9pV4Gn05hFNIXHgBNLP+PXE/aShJ9PlokfpctGjxPWx5qMVff4/0k7+M+3GXkDxV9YaIQWf/JuUI3+LNGz/jXonhilKuFBxjiw6AzuNMWUAxpidxpitInK4iCwUkRUi8p6IdAYQkQUi8rC9lu839vq+mcB04I92y3uMiKSJyGsi8rn9N8oOnyMis0Xkfbt1fKqI3C8iq0XkXXtVoyquF5Hl9t9Bdvi64n1CRN4Hnm9IxmdNn58J/CYoV7G5iCvtm4MvGbzqkMsWGsTrtDl1kVEQ2u9mx+/Zu2RQWXl/AGMwMyouX7fJpHcNZZr+xHY/BHdcw4bWxeXBVJZjKssQl4eK/G14i3cR26PBy2iPzJw5r1f93hQl9Kg4RxbvA91F5AcR+YeIjLMF8lHgdGPM4ViLINzlFybBGDMSuAJ4xhizHms96oeMMYONMYuBR+zjYcBpWIsiVNEHazH/k4AXsVY5Ggjs5cAi/wBFxpjhwGPAw7ZbXfEeDpxkjDmngXm/gkgqjyKunR0HjVs86r41e2NStzltTm102k1JqOKOMubnB3bs3D+uPN932KL/+cZExGdTxV/OZeszV7Lz7Yfx7rMuQcqIM9j17mMUffEGSUOmULDoedqNOa8x0QpwbijsVZTG0pguRyXEGGNKRORwYAxwFDAHawnLQ4AP7K45N+AvFi/bYReJSLKItAsQ9QTgYL+uvWQRqWqOvGOMqRCR1Xbc79ruq7HWEa6Wjv3/oQbE+6YxZm9D8j1r+nw30Ki3aLiojEoY9OmI23dnf//i8s6/fDbcaXtq0jk/RKuEGWMe2Z5XHA0xAPkmceW0ihkRsdBI0mEnkDLyLBChYPGL5M9/io4nXEN0Rm86X/AAAPs2fYM70ZpcnvfGfYjLTfujL8GdUO9Om+cSpGVjFaU5RE5LRQHAGOO1Fze4FbgSq0W6xm4FDzbGDDTGHOcfpGYUAaJ1AUf6xdHVmP3rMld1ofuACnNg5oyP6pU3E+B3XfE2ZieoY7C69CMTkdTcrPOHf3XoHxb6xF3htDn+ZOQHvN/NZnBZ+eIxe/cNAvAayZtUdm8XH66ImM3sTmiPuNyIuEg6dCLl26rvaWKMofCTOaSMOpuCpS/RbvQ5JAw4iqIVbzUk+qzMmfOGhsRwRWkEKs4RhIj0FxH/9YkHA7lAmj1ZDBGJEpEBfn7OtN1HA4XGmEKgGKp9A/s+ltBXpTOYxnOm3/9PgxgvtJCuxPz2/cctHnX/2j1x6RudtqWKtEITdMF0G7P18V92HAZgDL7LK67ZvJ3U9GCn01QqSw4Ms+/54VOiOlZfTK70m4+I6zMUd2wipqIMxAUi1u+GEZG9OErbQru1I4tE4FG7a7oSWIe1MP8TwN9FJAXrnj0MrLHD5IvIJ0Ay1pZ0AG8Br4rIScBVwB+AWSKyyg6/CGvSWGOIEZFlWBW6s223Zsc7a/r8GODkRtriGF5P7MGfDb+lqO+6Vz7tvmWh49/5tisN/ipht+3cvSXRmkfAm76Ri973DRsf7DQaSt6b91O2cTXevUVsnjWVlNHnUrZpNeXbfwIRPCnppE7cXz/EV7GPkm8+IuO3dwCQPOxk8v53N+L20PE3NzQ02bMyZ86bsf7eyRE9GVBp3UgDvv9TIhQRWQBcZ4z5wmlbmsqs6fNPxNqGLyAvLvgr32z4jKS4dtz026cBKN1XxDMf3sHu4u2kJmVwybG3EB+TxI+/fMOcxQ/jcUdz0TE3kZbSlT1lJTzz4R38/oR7G/o5TYNJLvp58WErHx7m9lU6tnxlmYcfzr/e0y9Y8fUqr/jkzS3bRgJsN+2+OKJs1uEQ5AvXMjh+/b2T363fm6KEBu3WVpzm9LpOjug3kd+fcE81tw9Wvkz/rkO49ezn6d91CO9/Zc1Vm//1K1x6XA4nDr+Yxd9aev/uly8w8bBzgi7MAEXJvcYsHvXXjSUJXX4KeuQNJCqIq4SJMbuf3ba9H0ClcW2dVHZv7zYqzKBd24rDqDi3YIwx41t4q1mASXX5OajLIOJjk6u5rVr/CUf0s+bEHdHvOFatXwqA2+WhorKMisoy3C4PeYVbKSjdSd8uh4YmA4DPHd1v+dAbM9b3mLQ0ZInUgUCqx2vKgxHX1fmFuR18vo7GUHFhxZ925ZOcWn+oVsvJmTPnhWWhFUUJhIqz4iSHAI2eaFS8N5+UBKvBmJLQgeK9BQAcd9jZvLzoIT5e/RpjB5zMW58/zZRhFwXV4ICIJPzU+8RRy4beuMTrim7MLPXmJw3SoYhmLzeaVln5xSWFRaMAXvRO+GSJb2CDV+5opSQAQ5w2Qmm7qDgrTnJMMCPr1vEgrjvlMa4+8UF2FW0jJb4Dxhie+eAOZn90N0V7QrszZGli19GLRt+/ozAp8/uQJlSD9AKT36wIjCl5ftv2zgAbfemf/aXy4nFBMazlExHfdSttExVnxUmaJM5Jce0pLN0FQGHpLpLiqq+7Yozh3a9e5PjDz+edFS9wwtCpDOs7gQXf/K/5FteDcUX1WjHkup7rep+8OOSJ2XRu5iph5xYVr+hW6e1aYdwbJpfflR0su1oBKs6KY6g4K44wa/p8D9CkFtrAniNZ9sP7ACz74X0GZVbf42PZD+8xoMcRxMckUV65DxFBxEVFZYO/c20eIrEbexw75tMjcj6tcMcVhjq5zrubPuac5PWtvmF3wRhj2Hdm+V/2FpOQEkzbWjijnDZAabuoOCtOMYzqC6UE5NkP7+SB169ie+Embn7xTD757m2OPewsvtu8gttevoDvNq/g2MFn7/dfXrGPZT+8z9iDTwLg6EGn89QHt/Hm8qcYffCJIctMIPbGpR25ZNR9Rfkpfb8NZTqdCpq4SpgxZc/8sj3eBa5/eH/z+ZemX1aQTWvpdMycOU+vieII+p2z4gizps+/AbjPaTvCgjEVXbYu+aT/2n+PFWtzhaCyIY2l11/qaXQr7/iS0gX35+0a/72v29KJ5fdrKzEw09bfO/mp+r0pSnDRlrPiFE1d6rPlIRK1teuYcZ+MuPPz8qiEoM9KSyklrrFhYny+tXfl7Rq1z0T9eEr57W3nXjQeHXdWHEHFWXGK0H18HKGUxbYfvmTkPWU7Uwd8Hcx448to3DixMb5/bM8r9xjKTy2/jT3EJgTTnlaGirPiCCrOStix19Pu77QdjiDuzqsGXn7ImuwLFxrEF4woo7yNWyXsiH1li4fvKxtwb+XZK781mX2CYUMrpk/mzHmdnDZCaXuoOCtOMABr7+i2iYh7e8awcUtG3rOyLDplR7Ojg3ZRlQ3b19ljzKZHt+cNW+nrs/if3hN1nLlhaLe/EnZUnBUnaHNd2oGoiE4asvTIO2VH2mFfNjeujoUNWyXsnrxdO4wveuNvy28Z3tw02xA9nDZAaXuoOCtO0NaXhjyAuNK+OfiSwasOuWyBQZq8RWFGgSmoz0//svIlE0v2HDS5/K74cqJimppWG0TFWQk7Ks6KE/R22oCIQsS1s+Og8YtH3b9mb2zq1qZEUd8qYWJM3lO/7BhwU+XFuT+bLio2jaO70wYobQ8VZ8UJujhtQCRSGRU/6NMjbo/b2mnE8saG7bzbVNR1/k+7839cU5G96iXvhBFNt7DNopUZJeyoOCtO0NVpAyIWkfbfZZ0//MtD/7DQJ+4GL8uZUccqYV0qKpedWOhLmFrxp5G1+VHqRFvOSthRcVbCyqzp891AhtN2RDoF7fuPWzzq/nV74tI3NsR/xyITFfCEMYVPbctrd3zZPR0r8QT2o9RHt8yZ84K+spui1IWKsxJuMmjLn1E1Aq8n9uDPht/SblPX8Z/W5zellPhA7pcWFH19/97LireQ1jn4FrYZYtAKpRJmVJyVcKNd2o1BJHlt3zOO/GLI9Yu9Lk+t3zLHlf96lbB2Xu/Kfrv6+t7yjRwaWiPbBNq1rYQVFWcl3GgLpAkUJWeOWTzqr5tKErr8FOi8x0vHag7G7L11q2/XFRXXjA2Lga0fnRSmhBUVZyXcJDptQEvF547uu3zojRk/95y0tOY5gaTYcrP/c6pjSioX31hy8yCDS5/x4JDqtAFK20IfXCXcBBwbVRqISMLPvU4ctWzoTUsr3THVvm3uWMhOgFifyd299dy0HbRPc8bIVolOplPCisdpA5S2hbf8O4PxfY543EiUR/B4EI8H8USBJ0qs/9GIOxo8MSIuLaMBKE3sMmrxqPt+HvLVw1tSitf3B+iUbwo3d6Ty8C2HbXzXN2Si0za2MlSclbCiLz4lrFSUvp0CDGtEEB9QBpSDlNv/K8BVAVKJuCrA5QWXV8TtBbcXcfvAbRCPT3CDeAx4EIkC8QhECeIRkSgXeFxIlFvE44YoDxLlEfF4sCoNASoL7uiQXJgmYFxRvVYMuW5fj00fLjrop9fHdt5NadqeDvPfLTnzOKdta4WoOCthRcVZCTeN/YzKBcRZf1XrbBgszQb/pTdMgGU4al2Zo+kYoJwDFYYKq9IgleCqQKQSXJXg8iJur+D2gttnVRg8RsRtqioLSBSCRxCPIFEiVkXBhUS5BI8biXIjHrt3ISqqeu+COxrxxIA7ZmOPY8fmpQ3+NL3gsV1bN10xCkS/yQ0+Ks5KWFFxVsJNS//GWbC+e7U3jjAcqAJ4q9cGzK8rByGoLABU4E7o2iHzrJ1nRucC7A5NMm2XSlxemOy0GUobQsVZCTc6CTHIxLjiiyZ3u6xss+R3+1HydFZxCIjCp70RSlhRcVbCTZ0bNCiNI9oVt3tK9+m7PK6ofmm+5O1O29OKqXTaAKVtoa0YJdzsctqA1kK0Kzb/xO6X53lcUf0AEojNwFDotF2tFBVnJayoOCvhRsU5CNjCvN3jiurv7x6Fe5NTNrVyipw2QGlbqDgr4UbFuZlEu2ILpnS//BePKzqr5rlkE1fghE1tAB0yUMKKirMSblScm0GUK6ZwSvfLt0W5orMDne/oS/aG26Y2goqzElZUnJVwo+LcRKJcMYUndr9iS23CDJDha6fLo4aGHU4boLQtVJyVcJPP/hVElIZiCfPlm6Nc0QfX5S/dJOuuX6FBxVkJKyrOSliZMWeuF9Bx0UYQJdFFljDHDKjPb4qJ74ZhbzjsakMU5OTklDlthNK2UHFWnEC7thuIR6KLp/S4fGNDhBlAEJcH18ZQ29XG0FazEnZUnBUnWO+0AS0Bj0QXn9j98vXRrthDGhMuwcRq5Se4bHPaAKXtoeKsOMEqpw2IdDwSVXJi98t/jnbHDmxs2A4mqTwUNrVhcp02QGl7qDgrTrDaaQMiGVuYf4p2xw5qSvgMX0pMsG1q42hlUgk7Ks6KE+jLrhbcElU6pfvlP0a745okzAAZvpT0YNqkaHlVwo+Ks+IE36JrFf8Kt3j2nNh9+toYd9yhzYkn1ST2wOj1DRIG7elRHEDFWQk7M+bMLQN+cNqOSMItnj1Tul/+fYw7fnBz43LhinIhusZ2cNiQk5Oj62orYUfFWXEKbY3YuMWzd0r3y7+PdccfFqw4402Mfv4THLRLW3EEFWfFKfSlR5UwT88NpjADpJrEfcGMrw2jlUjFEVScFadY6bQBTuMS977J3aZ/G+tOGBLsuDN8KZ5gx9lGWea0AUrbRMVZcYolQIXTRjiFS9z7pnSbvibOk3B4KOLP8LVLDUW8bYxKYIHTRihtExVnxRFmzJlbBCx12g4ncOEum9Ltsm/iPIkhEWaADtaMbROq+NsIn+Xk5BQ7bYTSNtGuL8VJ3gHG1+dpzvKv+XbbDhJjorl+0jgA3l39PWu2bkdESIyJ5szhh5ISF8vPO3fz3xXf4Ha5OG/EYXRMSmBveQUvfPol08YOR0RCnKW6ceEum9z9stVxnqShoUwnCk+CIFsMpmso02nlvO+0AUrbRVvOipO80xBPQ3t1Y9rY4dXcxmf1ZsbEsVx73BiyO6fzwZq1ACz8/icuGHk4Jwzszyc/bgDgg2/Xckz2QREgzK7yyd1/tyo+xMJcRSxRv4QjnVbMB04boLRdVJwVx5gxZ+5qYHN9/vqkdSA+OqqaW2zUgeNyr5cq3XW7XFR4vZR7vbhdLnaWlFK0dx990jsE1fbGYgnzZSvjPcnDwpVme19CSbjSaoUUAJ87bYTSdtFubcVp3gGmNSng6u/4Yv0WYqM8XD5+BABHZ/Xh1S9WE+V2cfYRg5n7dS4TD+kfTHsbjeCqOKH771bGe5KH1+87eKSbFNdW8sOZZGtifk5OjtdpI5S2i4qz4jRNFufjB2Zx/MAsPspdx9J1G5h4SD+6tk/hDxNGAfBj3i6S42IBwwuffolbhBMHH0xSbPj2hRBcFZO7TfsywZNyRNgStcnwpaSEO81WxLtOG6C0bbRbW3GaD2nmJ1WH9ejCqs3Vt9w1xvDRt+uYcHBf3l+zlokD+jGkZ1eWrP25OUk1CkEqT+g2bUVCVLuwCzNAmi+5uxPptgLKgFedNkJp26g4K44yY87cYmB+Y8PlFZfu//3t1u2kJydWO//F+s1kd04nPjqKCntMWkQor/Q12+aGYAvzF4lR7UaEJcEAxBLdHkOeU+m3YObm5OToeIDiKNqtrUQCzwITazv54qdf8WPeLkrLyrnjrY84bkBfvtuWx47iElwitIuP4/TDB+73X17p5Yv1m/ndOKvBOrZfb2Z/8iVul3DeiKCukhkQQSqP7zbt88So9keGPLF6iCFqSxkVaU7b0cKY7bQBiiLG6DoFirM8cOaUGGAb0N5pW5qLIN7ju126PCkq1XFhBngz+vNFO1xFY522owWRB3TJycnRLTcVR9Fu7VaIiHQTkTdEZK2I/Cgij4hIdB3+rxGR+AbEG5JPc+wtJF8KRdzhRBDvpK6XLIsUYQbo6EvW2nfjeFmFWYkEVJxbGWKttPFf4HVjTF+gH5AI3FVHsGuAesW5mXbVN4TyVCjTDzVVwpwc3WGk07b408nXLslpG1oYzzttgKKAinNr5GhgnzHmWQBjjBf4I3CxiCSIyN9EZLWIrBKRq0TkD0AX4GMR+RhARM62/XwjIvf5Ry4iD4jIlyLykYik2W59RORdEVkhIotFJMt2f05EHrTjrRZPTWbMmbsS+DTI1yJc+CZ2vfizSBNmgHRfSmenbWhBfJOTk7PCaSMUBVScWyMDgGovGGNMEbARuBToBRxmjBkE/MsY83dgK3CUMeYoEemCJaRHA4OBYSJysh1VAvClMWYIsBC41XZ/ArjKGHM4cB3wD7/k+wETjDEzGmD7Y43OrfP4Jna9+NOU6I6jnDYkEInEdsZQ5LQdLYQHnTZAUapQcW59CATcjUiAscD/GWMqAYwxuwP4GwYsMMbk2f7+ZYcD8AFz7N8vAqNFJBEYCbwiIiuBfwL+rbVX7NZ7Q3gV2N5Av5GAb2LXiz5pF50WkcJcRRTuTU7b0ALYhFWmFSUiUHFufawBqm2sICLJQHdqF+5q3huRlsEqQwXGmMF+f9l+fkprCfsrZsyZWw483oj0ncR3XJcLP2kXnT7aaUPqI8nEFThtQwvggZycnDa7v7gSeag4tz4+AuJF5AIAEXEDDwDPYW2BN71qcpaIpNphioGqiUPLgHEi0tEOezZWFzZY5eV0+/c5wBK7y/xnETnDjlNE5NBm2P8wEKhFH0mY47pMXdo+JiPihRmgoy9JRadudgJPOm2Eovij4tzKMNaH66cAZ4jIWuAHYB9wI9aM6I3AKhH5GktgwRozfkdEPjbGbAP+DHwMfI01xvyG7a8UGCAiK7DGpG+33c8FLrHjXAOc1FT7Z8yZWwjc39TwYcAc2+WCJe1jOo1x2pCGkmHahXQmfivg0ZycnD1OG6Eo/ugiJErE8cCZU+KBdVQfu44EzIQuFyzpENO5xQgzQL6Ubngt5rOeTtsRoZQAPXS5TiXS0JazEnHMmDN3D3V/l+0EZkLn8xe3NGEGSDHx3TCUOW1HhPK4CrMSieja2kqk8gQwA+vTL8c5pvN5izvEdmmRy2C6ELcb109efH2dtqWKwsJCXn/9dUpKShARhgwZwogRI3j//ff54YcfcLvdpKamctJJJxEbG8vGjRuZN28eHo+H0047jdTUVPbt28err77Kueeei7X2TqPJI/IqgYoCaLe2EsE8cOaUC4iATQiO7nzuorTYbi1SmKt4JfrTTwpdeyJmkZTi4mJKSkro3LkzZWVlPPHEE5x11lkUFRXRq1cvXC4XH3zwAQDHHnssc+bMYcKECRQUFLBu3TomTpzIe++9R//+/cnMzGyqGdNycnJa9Mp0SutFu7WVSOZF4FsnDTiq0zkLW7owA6SaxHKnbfAnKSmJzp2tKQUxMTGkpaVRVFREnz59cLms11K3bt0oLi4GwO12U1lZSUVFBW63m927d1NcXNwcYf4SeKbZGVGUEKHirEQsM+bM9QHXO5X+UZ3OWpge132cU+kHkwxfSozTNtRGQUEB27Zto1u3btXcV65cyUEHHQTA6NGjeeutt1i2bBnDhw9n/vz5HHXUUc1J9qqcnJzwbO6tKE1AxVmJaGbMmfs21iplYWV8p7MWpsf1bBXCDJDha9fRaRsCUV5ezn/+8x8mTZpETMyB+sOiRYtwuVwMHGjt092pUycuvfRSpk6dSn5+PklJ1mf5r776Kv/9738pKWnUhmn/ysnJ+SSI2VCUoKPirLQE/gD8Eq7ExnU6c2FGKxJmgFST2BNDQ5dRDQter5f//Oc/DBw4kOzsA4vKrVy5krVr13Lqqaf+aqKXMYZFixYxduxYFi5cyPjx4xk0aBDLli1raLIlwA1By4SihAgVZyXimTFn7m7g8nCkNTbjtws7xWW2KmEGcOOKdiERs8a2MYY333yTjh07cuSRB7a/XrduHUuXLuWss84iKirqV+G+/vpr+vbtS1xcHBUVFYgIIkJFRYMXQftLTk7Oly8EwQAADS1JREFU1uDkQlFCh87WVloMD5w55WXgrFDFPzbj9AWd4/uMD1X8TvNyzNLlpbJvuNN2AGzcuJFnn32W9PT0/a3jY445hnfeeQev10tcXBxgTQqbMmUKABUVFbz00kucd955uN1uNmzYwNtvv43b7ea0006jQ4cO9SX7PjApJydHX3pKxKPirLQYHjhzSges2dvpwY57TMZpC7rEHzQ+2PFGEu9FrVy4yb2r1fUKNJCdwKCcnJxtThuiKA1Bu7WVFsOMOXN3AVcEO97R6ae2emEGyPCluJ22wUEuVWFWWhIqzkqLYsacua9xYE/pZjMq/ZQFXRP6jg9WfJFMhq9dav2+WiVP5uTkvFG/N0WJHFSclZbINIKwOMnI9JMWdkvoN7755rQMOpik7k7b4AA/ANc4bYSiNBYVZ6XFMWPO3GLgNzRj3+cj036zsHtCVpsaf43GkySGttS1uw84R7eDVFoiKs5Ki2TGnLk/AmcAlY0NOyLtxAU9ErPblDBXEUt0WxLnS3NyclY4bYSiNAUVZ6XFMmPO3PnAtY0Jc0TalAU9Ew8eHxqLIp92vvhip20IE/fl5OSEfWU5RQkWKs5Ki2bGnLmPAk82xO/wjpMXZCYOGB9aiyKbNJPSpL0VWxhvADc6bYSiNAcVZ6U18HtgcV0ehnU8fkGvpEPGh8ecyKWTr12K0zaEmOVY48y6qYXSolFxVlo8M+bMrQBOA34KdH5Yx0kLeicNGh9WoyKUNF9yt/p9tVh+BKbUNwFMRLwislJE1ojI1yJyrYg48i4UkUbt2KG0HVSclVbBjDlz84BjgI3+7kM7TFzYO+nQ8Y4YFYHEEd0Bwy6n7QgB24Djc3Jy8hrgd68xZrAxZgBwLHACcGtIrQsBIuJx2gYldKg4K62GGXPmrgeOBrYCHN7h2IV9kge3yVnZdRGDZ7PTNgSZzcC4nJyctY0NaIzZAfwOuFIs3CLyVxH5XERWichlVX5F5AYRWW23tu+13fqIyLsiskJEFotIlu3+nIg8LiIfi8hPIjJORJ4RkVwRec7fBhF5QES+FJGPRCStAfE+KCIfA/c18XopLQAVZ6VVYX9idfRhqcfMPSh5iApzAJJNfJHTNgSRjTRRmKswxvyE9S5MBy4BCo0xw4BhwDQR6SUixwMnA0cYYw4F7reDPwFcZYw5HLgO+Idf1O2xKot/BN4CHgIGAANFZLDtJwH40hgzBFjIgRZ8XfH2AyYYY2Y0Nc9K5KPirLQ6ZsyZ+32/lKEzsFpU4U377XsZ/OhvOObpqfvdHlzyDENnncrEZy9m4rMXM//HTwH4fPNqjn3mQibP/h0/51umFu4r5tw5MwjlhjQdfcmtZbLUeixhDjjXoJFUzWI/DrhARFYCy4AOQF9gAvCsMWYPgDFmt4gkAiOBV2z//wQ6+8X5lrFu5GpguzFmtTHGB6wBMm0/Pg4sR/siMLoB8b5ijImovbmV4KNjFkqrpNu9Y37YPHPxGOBDoE+40j1j4CQuHHIK18y7u5r7pUPPYPoRZ1dze+Lzf/PEyXewqfAXXvjqdW45+koe+WQ2Vx55/v5tFENBJ19KYm746y3B5kfg6JycnI31+qwHEekNeIEdWCJ9lTHmvRp+JgE1a0wuoMAYM5jAlNn/fX6/q45re/eaBsRbWou70orQlrPSaul275j1wFggN1xp/n979x5bZX3Hcfz9PW0pl0JdLc4tVaYmzEg2LmYTlAajbCZmSsZkc6ADZftjwcEmOE9mFn/qH3YieJmXZQMENucQhgtOUoxA3elQHJSbTIKbiBxBLivS0bXYlt/+eJ5C24TeOKfnac/nlZyc5zzP7/yeb5vQD7/fcxt7ySguGDCkU21zY7nUN35GXWM9ebFcPjz+MZ/89xjjLj3X3+TUuMgXfqHjVpG2F7g+RcE8FPgN8Ew4yl0H/NjM8sLtw81sEMGzoO82s4Hh+iLvfQ2wz8ymhOvMzEZ2sYQYcFu4PBWoTFG/0sspnKVPKykrPQhMACozWceyqlf4xpIZzF1bxqf1wU267hl7B/eXz2fxllXMGDOZx/72O+4rnZn2Wgb7AV/E01sv4XkDGOucO5+h/4DmS6nC/l4HHgq3LSJ4qEqVmb1LMKWc670vB9YAW8Kp5nlh+2nATDPbQTBdPamLtdQCI8xsK8Hx6YdT1K/0cpbOY1siUZGMJ3KBx4E56d7XgROHmLEqzvqZywA4WltN0YBCzIz5icUcOfkfFtwcb/Wdtw9sZ93eSu4cPYn5iUXkxXL55Q2zGDooPU95XJZf8c8Ga7oqLZ2nz6+Be51zXb6fukhvo5GzZIWSstLGkrLSnwLfp4eP2Q0dVEROLIeYxZg68ltsP9R6lt17z9ObljPnuuk88fcXmDv+br494pss2frntNVU4PsfT1vnqdcA/Mg5N1vBLNlC4SxZpaSs9E/AWKDbl9501eGTx84sl+9N8OXiy1ptX/luOTdeMY4L+g+mruEUMYsRM6OuoT5tNRX7IQ1p6zy1jgI3OucWZboQkZ6kaW3JSsl4YgiwjODa1ZSZteYh3v5oG9V1JygeWMTc8Xfx1oHt7D78PmZGSeHFlN00j88XFANQ11DP9FX38+J3F5CXk8vmAzt44PWF9MvJ45lbH+TyoktSWd4Ze3I+3lyZt+eatHSeOlXAZOfc/kwXItLTFM6StZLxhAFx4BEgJ8Pl9KhqO7lvdf7myzpumRGNwKPAI8653jLCF0kphbNkvWQ8MRFYTusbPfRpp/FNS/I3NGH0y3QtbewBfuCc+0emCxHJJB1zlqxXUlb6BnAl8CTBzSj6vBiWk0PsvK8TTiFP8PsfrWAW0chZpJVkPDGS4D7G12a6lnR7ud+mt2pideMyXQewH5jhnKvIdCEiUaGRs0gLJWWlO4DxBA9AONZB816tyBec6rhVWtUCDrhKwSzSmkbOIueQjCeKgDLgh5x9MEKfsSvno02b897PxAyBJzhT/gHn3MEM7F8k8hTOIh1IxhPXAM8DozNdSyodsRN71+RvGd7Du60A5jrnqnp4vyK9isJZpBPCy65uBX5OHzke3UhT/dL8in5Yjxzeeg/4hXPuLz2wL5FeT+Es0kXJeOJa4D6CsO7V520syd+w/7T5YWncRQXBPc3XOuf0x0akkxTOIt2UjCeGA/cC04H+GS6nW17Kr3yn1k59PcXdNgIrgcc1fS3SPQpnkfOUjCcuAu4BZgHpeYxUmpTnbatI5lRfn6LuTgCLgadS8axlkWymcBZJkWQ8MRCYAtwOTARyM1tRx6pyPqisyts3/jy6qAdeA/4IvOacy/TlWSJ9gsJZJA2S8UQx8B2CoC4lovfuPhir3r2237YRXfxaE7CeIJBfcc7VpL4ykeymcBZJs2Q8cSFwM3ALcBMwJLMVnfUZjTXL+7/ZmXqOEpzctQFY7Zw7ktbCRLKcwlmkByXjiTyCkfR1wNXAGCA9z4XspMX56z/xxsVtVlcDbwIbw9dunW0t0nMUziIZFk6Bj2nzupweuivZS/mVFbV2ygO7gJ3AFmCnwlgkcxTOIhGUjCcKgVHAMOBCoDh8b7nc/N7ysY+nCe5Z3fz6X5vPx4F/A/9qfpWUlR5P/08kIl2hcJZIMTMPLPTezw0/zwMKvPcuA7Wc9N4X9PR+uyoZTwwG8oDakrJSnS0t0gconCVSzKweOAR8zXt/rLeGs5nleu8bU12TiGSHXn3rQemTGoHfAj9ru8HMhpnZejPbGb5famaFZvahmcXCNgPN7ICZ5ZnZFWZWbmZbzSxhZleGbZaa2fNmttHMPjCzCWa2xMzeM7Olbfa5wMyqwv0NDde11+9CM9sI/Cq9vyYR6csUzhJFzwLTzKywzfpngOXe+68CLwJPe+9PADuACWGbW4B13vsGgpD/iff+amAe8FyLvj4H3EDwn4BXgSeAEcBXzGxU2GYQUOW9H0Nw5vKD4fr2+h0OTGyelhcR6Y7I38FIso/3vsbMlgOzgboWm8YBk8Pl3wOPhcsrgO8RXPJzO/CcmRUQPD1qpdmZk57zW/T1qvfem9ku4LD3fheAme0GvgRsJzi5akXY/g/A6k70u9J739TNH11EBFA4S3Q9CVQBL7TTpvmEiTXAo2ZWRHDt8AaCUe+n3vtR5/hu84lTp1ssN38+178LTzDb1F6/te3UKyLSKZrWlkjy3lcDLwMzW6zeRDAyBpgGVIZtTwLvAE8Bf/XeN3nva4B9ZjYFwAIju1hGDLgtXJ4KVKaoXxGRdimcJcoWEFzL22w2cJeZ7QTuBOa02LYCuIOz09AQBPhMM9sB7AYmdXH/tcAIM9tKcHz64RT1KyLSLl1KJSIiEjEaOYuIiESMwllERCRiFM4iIiIRo3AWERGJGIWziIhIxCicRUREIkbhLCIiEjEKZxERkYhROIuIiESMwllERCRiFM4iIiIRo3AWERGJGIWziIhIxCicRUREIkbhLCIiEjEKZxERkYhROIuIiESMwllERCRiFM4iIiIRo3AWERGJmP8Du8Mvayl9scYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "54\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "ZibnzpnTtTwo" }, "source": [ "# Analysis of End Plug Time minus End Charge Time: Non-Charging Time" ] }, { "cell_type": "markdown", "metadata": { "id": "zLYZOf3ZtTwo" }, "source": [ "## Description of Non-Charging Time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:38.139029Z", "start_time": "2020-05-16T05:44:38.128334Z" }, "scrolled": true, "id": "A8X9qY8dtTwo", "outputId": "e753c4ef-a367-45a5-dd28-a5aa4d4530d1" }, "source": [ "#describes non-charging time data (End of Transaction minus End of Charging Time)\n", "df['Non_ChargeTime'].describe()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 37193\n", "mean 0 days 02:55:40.364262\n", "std 0 days 17:08:26.662032\n", "min -1 days +23:00:13\n", "25% 0 days 00:00:17\n", "50% 0 days 00:01:22\n", "75% 0 days 01:04:02\n", "max 26 days 18:48:51\n", "Name: Non_ChargeTime, dtype: object" ] }, "metadata": { "tags": [] }, "execution_count": 60 } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:38.148349Z", "start_time": "2020-05-16T05:44:38.140985Z" }, "id": "Zcuw5mD-tTwo", "outputId": "0c63c319-f968-4e46-a801-3bd68dca8aec" }, "source": [ "#Find the mode for Non-Charging Time\n", "df['Non_ChargeTime'].mode()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0 00:00:14\n", "dtype: timedelta64[ns]" ] }, "metadata": { "tags": [] }, "execution_count": 61 } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:38.176967Z", "start_time": "2020-05-16T05:44:38.150306Z" }, "id": "tkh6TF9vtTwo", "outputId": "b9769b3f-7acd-488f-94e0-91293af957f3" }, "source": [ "#Finds the rows with negative Non_Charging Time\n", "df[df['Non_ChargeTime'].dt.total_seconds() < 0]" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Station NameOrg NameStart DateEnd DateTotal Duration (hh:mm:ss)Charging Time (hh:mm:ss)Energy (kWh)EVSE IDAddress 1City...End TimeDay of WeekhWeekday/endVenue_numStartMinStartMin15StartMin_15Start_in_MinsMonth
8069COLO STATE UNIV / LAKE ST 1BColorado State University2019-11-02 22:58:422019-11-03 07:35:3109:36:4609:36:3647.6581203531508 Center Ave.Fort Collins...08:35:185221622:582020-05-16 23:00:0023:00138011
\n", "

1 rows × 31 columns

\n", "
" ], "text/plain": [ " Station Name Org Name \\\n", "8069 COLO STATE UNIV / LAKE ST 1B Colorado State University \n", "\n", " Start Date End Date Total Duration (hh:mm:ss) \\\n", "8069 2019-11-02 22:58:42 2019-11-03 07:35:31 09:36:46 \n", "\n", " Charging Time (hh:mm:ss) Energy (kWh) EVSE ID Address 1 \\\n", "8069 09:36:36 47.658 120353 1508 Center Ave. \n", "\n", " City ... End Time Day of Week h Weekday/end Venue_num \\\n", "8069 Fort Collins ... 08:35:18 5 22 1 6 \n", "\n", " StartMin StartMin15 StartMin_15 Start_in_Mins Month \n", "8069 22:58 2020-05-16 23:00:00 23:00 1380 11 \n", "\n", "[1 rows x 31 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 62 } ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:38.185540Z", "start_time": "2020-05-16T05:44:38.179040Z" }, "id": "SEzt652etTwp", "outputId": "c89df6ef-8761-463c-dcf3-d5019f639422" }, "source": [ "#Find the average non charging time per station\n", "stations = 54 # Number of stations\n", "#daysofdata = 244*stations #number of days in our data times number of stations = 13176\n", "\n", "non=df['Non_ChargeTime'].sum()\n", "nonperstat=df['Non_ChargeTime'].sum()/stations\n", "\n", "print(\"Total Non-Charging TIme is:\", non, \".\")\n", "print(\"Total of\", nonperstat, \" per station.\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Total Non-Charging TIme is: 4537 days 08:36:08 .\n", "Total of 84 days 00:36:13.481481 per station.\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Lmp65kdZtTwp" }, "source": [ "## Histogram: Non-Charging Time" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:39.252932Z", "start_time": "2020-05-16T05:44:38.187614Z" }, "id": "4t27_ftEtTwp", "outputId": "3d5a32cd-cd1d-4957-d1f4-98084144f47b" }, "source": [ "#Plots Non-Charging Time in log x and log y scale\n", "df_new['Non_ChargeTime'].astype('timedelta64[h]').plot.hist(bins=75, logx=True, logy=True)\n", "plt.xlabel(\"Non-Charging Time in log scale (base 10)\")\n", "plt.ylabel(\"Frequency in log scale (base 10)\")\n", "plt.title('Histogram: Non-Charging Time in log scale (base 10) ')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Histogram: Non-Charging Time in log scale (base 10) ')" ] }, "metadata": { "tags": [] }, "execution_count": 64 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "pw5Xsy8TtTwp" }, "source": [ "## Box and Whisker Plot: Non-Charging Time for each day of the week" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:39.630629Z", "start_time": "2020-05-16T05:44:39.254833Z" }, "id": "cWyj1oBhtTwp", "outputId": "acb6c78b-086b-42aa-a082-2a97b3941e01" }, "source": [ "#Creates a Box N Whiskers Plot of Non_Charging Time for each day of the week\n", "\n", "boxprops = dict(linestyle='-', linewidth=1.5) # adds width to box\n", "medianprops = dict(linestyle='-', linewidth=2) # adds width to median prop (horizontal line at median) \n", "\n", "df_new.boxplot('Non_ChargeTime', by = 'Day of Week', showmeans=True, showfliers=False, \n", " boxprops = boxprops, medianprops = medianprops, figsize = (15,10)) \n", "plt.ylabel('Non_ChargeTime per Transaction')\n", "\n", "#https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.boxplot.html" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Non_ChargeTime per Transaction')" ] }, "metadata": { "tags": [] }, "execution_count": 65 }, { "output_type": "display_data", "data": { "image/png": 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1FyaeX5XkoFWG+lKS201R0i73W1X7VdWLquo/quqyJOeNt5k81Hay+3nbjM4RPX83649Kct/xYadfraqvJvmljLqZQ3xx4vnVu3i98v0cleQRO437o5nuuwFgAWzaQNnd703y5cllVXXnqnrnuOv4vqr6nvG253X3WUmWd9rHN8Z/jU2Sb8sm/j4AFsjzkzwl3wyMF2UUfCbdIcmFezHGPya5T1UdOfD9xyc5NqNDZ2+Z5Ojx8prYpieeb09ybZLJ8W4/8fz8JO/p7ltNPA7q7v86sL5pnZ/ktTuNe2B3v2jG4wKwSexrAeqkJL/W3T+Y0Xkef7naG6rq9lV1Vkb/aL64uy+acY0A7IXuPifJmzI+zy/J6UnuWlXHV9X+VfWoJHfPqJM5dIx/zOicxbdV1Q+O93twVT2tqp44xS4OTnJNRp3OWyT5w1XGuy7JW5P8XlXdYvwH0V+e2OQdGX3Gx1XVTcePH6qquw35fDfC65L8fFX93LjrevPxRX6GBm0A9jH7TKCsqoOS/HCSv6uqbUlOzBSH5HT3+d19zyTfleRXquqw2VYKwBr4/5IcmCTd/aWMzjF8VkYB7r8neWh3X7qXYxyXUVh9U5KvJflkkmMy6l6u5m8yOuz2wiRnJ/nQFO95RkbdzC8keW2SN2QUStPdlyf52SSPzqgj+4UkL87o6JqZGV+U6NiMLtizPaM/vv529qHfHwDYO9Xdq2+1QY1vLv2O7r5HVR2S5DPdvdsQWVWvHm9/8m7WvyrJabtbDwDrpapenOQ7u/tXVt0YAOZkn/kLY3dfluQ/q+oRSVIj99rTe6rqyKo6YPz825P8SJLPzLxYANjJ+D6T9xz/+3WfJE/K6IqrALBhbdpAWVVvSPLBJN9dVRdU1ZMyuuLdk6rqzCSfyugwnYzPM7kgySOSnFhVnxrv5m5JPjze/j1J/ld3f2K9PwsA66+qfqmqrtjF41Orv3smDs7oPMorM7oFyUuSnDqnWgBgKpv6kFcAAADmZ9N2KAEAAJiv/eddwBCHHnpoH3300fMuY91deeWVOfDAA+ddBuvAXC8W8704zPViMd+Lw1wvjkWd64997GOXdvdtd7VuUwbKo48+Oh/96EfnXca6W1paypYtW+ZdBuvAXC8W8704zPViMd+Lw1wvjkWd66r63O7WOeQVAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoASAdbD9qu156RdemkuvvnTepQDAmhEoAWAdbD1ra8695txsPXPrvEsBgDUjUALAjG2/antOPefUdDqnnHOKLiUA+wyBEgBmbOtZW7Pcy0mS5V7WpQRgnyFQAsAMrXQndyzvSJLsWN6hSwnAPkOgBIAZmuxOrtClBGBfIVACwAydecmZ13cnV+xY3pFtl2ybU0UAsHb2n3cBALAvO/lhJ1//fGlpKVu2bJlfMQCwxnQoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYZKaBsqpeWVWXVNUnV9nuh6rquqo6bpb1AAAAsHZm3aF8dZIH7mmDqtovyYuTvGvGtQAAALCGZhoou/u9Sb68yma/luQtSS6ZZS0AAACsreru2Q5QdXSSd3T3PXax7ogkr0/yk0n+erzdybvZzwlJTkiSww477Aff+MY3zqrkDeuKK67IQQcdNO8yWAfmerGY78VhrheL+V4c5npxLOpcP+ABD/hYdx+zq3X7r3cxO3lpkmd393VVtccNu/ukJCclyTHHHNNbtmyZfXUbzNLSUhbxcy8ic71YzPfiMNeLxXwvDnO9OMz1Dc07UB6T5I3jMHlokgdX1bXdfcp8ywIAAGA1cw2U3X3HledV9eqMDnkVJgEAADaBmQbKqnpDki1JDq2qC5I8P8lNk6S7t85ybJi31Q7jnrVZnx8NAAAzDZTd/Zgbse3jZ1gKrLu9CXRHP+e0nPeih6xhNQAAsPZmfR9KAAAA9lECJQAAAIMIlAAAAAwy79uGAGx6LsAEACwqHUqAvdTde/U46tnv2Kv3AwDMi0AJAADAIAIlAAAAgwiUAAAADCJQAgAAMIhACQAAwCACJQAAAIMIlAAAAAwiUAIAADCIQAkAAMAgAiUAAACDCJQAAAAMIlACAAAwiEAJAADAIAIlAAAAgwiUAAAADCJQAgAAMIhACQAAwCACJQAAAIMIlAAAAAwiUAIAADCIQAkAAMAgAiUAAACDCJQAAAAMIlACAAAwyP7zLgAANpOqmuv43T3X8QFgkg4lANwI3T34cdSz37FX7xcmAdhoBEoAAAAGESgBAAAYRKAEAABgEIESAGCNbb9qe176hZfm0qsvnXcpADMlUAIArLGtZ23Nudecm61nbp13KQAzJVACAKyh7Vdtz6nnnJpO55RzTtGlBPZpAiUAwBraetbWLPdykmS5l3UpgX2aQAkwR9uv2p4D7nCiDgbsI1a6kzuWdyRJdizv0KUE9mkCJcAcbT1ra/a7xXk6GLCPmOxOrtClBPZlAiXAnKx0MqqcZwX7ijMvOfP67uSKHcs7su2SbXOqCGC29p93AQCLalfnWT3vfs+bc1XA3jj5YSdf/3xpaSlbtmyZXzEA60CHEmAOnGcFAOwLBEqAOXCeFQCwLxAoAebAeVYAwL7AOZQAczB5ntXRzzkt573oIXOsBgBgGB1KAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABplpoKyqV1bVJVX1yd2s/6WqOmv8+EBV3WuW9QAAALB2Zt2hfHWSB+5h/X8m+YnuvmeSP0hy0ozrAQAAYI3sP8udd/d7q+roPaz/wMTLDyU5cpb1AAAAsHZmGihvpCcl+YfdrayqE5KckCSHHXZYlpaW1qmsjeOKK65YyM+9qMz1YjHfi8NcLw7/bi8Oc704zPUNbYhAWVUPyChQ/ujutunukzI+JPaYY47pLVu2rE9xG8jS0lIW8XMvpHeeZq4XifleHOZ6ofh3e3GY68Vhrm9o7oGyqu6Z5BVJHtTdX5p3PQAAAExnrrcNqao7JHlrksd197/PsxYAAABunJl2KKvqDUm2JDm0qi5I8vwkN02S7t6a5HeT3CbJX1ZVklzb3cfMsiYAAADWxqyv8vqYVdY/OcmTZ1kDAAAAszHXQ14BAADYvARKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKCEDWb7VdtzwB1OzKVXXzrvUgAAYI8ESthgtp61Nfvd4rxsPXPrvEsBAIA9EihhA9l+1faces6pqeqccs4pupQAAGxoAiVsIFvP2prlXk6SLPeyLiUAABuaQAkbxEp3csfyjiTJjuUdupQAAGxoAiVsEJPdyRW6lAAAbGQCJWwQZ15y5vXdyRU7lndk2yXb5lQRAADs2f7zLgAYOflhJ1///OjnnJbzXvSQOVYDAACr06EEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhk/3kXsEiqaq7jd/dcxwcAAPYtOpTrqLv36nHUs9+xV+8HAABYSwIlAAAAgwiUAAAADCJQAgAAMIhACQAAwCACJQAAAIMIlAAAAAwy00BZVa+sqkuq6pO7WV9V9X+q6pyqOquqfmCW9QAAALB2Zt2hfHWSB+5h/YOS3GX8OCHJX824HgAAANbITANld783yZf3sMmxSf6mRz6U5FZVdbtZ1gQAAMDa2H/O4x+R5PyJ1xeMl12884ZVdUJGXcwcdthhWVpaWo/6NpxF/dyLyFwvFvO9OMz14rjiiivM94Iw14vDXN/QvANl7WJZ72rD7j4pyUlJcswxx/SWLVtmWNYG9c7TspCfexGZ68VivheHuV4oS0tL5ntBmOvFYa5vaN5Xeb0gye0nXh+Z5KI51QIAAMCNMO9A+fYkvzy+2uv9knytu29wuCsAAAAbz0wPea2qNyTZkuTQqrogyfOT3DRJuntrktOTPDjJOUmuSvKEWdYDAADA2plpoOzux6yyvpM8fZY1AAAAMBvzPuQVAACATUqgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGCQqQJlVR1bVZ+uqq9V1WVVdXlVXTbr4gAAANi4pr0P5UuS/GJ3f2KWxQAAALB5THvI6xeFSQAAACZN26E8o6r+NskpSa5ZWdjdb59JVQAAAGx40wbK2yRZTvKwiWWdRKAEAABYUFMFyu5+3KwLAQAAYHOZ9iqvh1fV31XVxePHm6rq8FkXBwAAwMY17UV5XpXk/yY5evx493gZAAAAC2raQHlYd7+8u68ZP16R5LBZFgYAAMDGNm2g/HJVPbq+6VFJvjzLwgAAANjYpg2UT0zyy0kuTbI9yeOSPGlWRQEAALDxTXuV1/OSPHi2pQAAALCZ7DFQVtWzuvslVfW/M7rv5Lfo7t+cWWUAAABsaKt1KP9j/POTsy4EAACAzWWPgbK7Txk//Up3v3VyXVU9fGZVAQAAsOFNe1Ge5+1i2f9Yy0IAAADYXFY7h/LnkjwwyRFV9acTqw5JsjzLwgAAANjYVjuH8pKMzp/8epJPTSy/PMlzZlUUAAAAG99q51D+a5J/rao3JPl6dy8nSVXdJMnN1qE+AAAANqhpz6H8pyQHTrw+MMn/v/blAAAAsFlMGygP6O7LV16Mn99iNiUBAACwGUwbKK+qqnutvKiqe2d0XiXrZPtV23PAHU7MpVdfOu9SAAAAkkwfKP9bkrdV1T9X1T8neUuSZ86uLHa29ayt2e8W52XrmVvnXQoAAECSKQNld384yd0yCpa/meRu3f2RWRbGN22/antOPefUVHVOOecUXUoAAGBDmLZDmSR3THKnjILlcVV1/GxKYmdbz9qa5dEFdrPcy7qUAADAhjBVoKyq5yU5KcnWJA9K8tIkx82wLsZWupM7lnckSXYs79ClBAAANoRpO5SPSvKAJBd39+OS3Cur3MOStTHZnVyhSwkAAGwE0wbKq7v7uiTXVtXBSb6Q0eGvzNiZl5x5fXdyxY7lHdl2ybY5VQQAADAybZfxX6vqVklemeSjSS5L8vGZVcX1Tn7Yydc/P/o5p+W8Fz1kjtUAAAB801SBsrufOn76sqp6V5JDulugBAAAWGBTBcqqul+Ss7r7qiQ/lOT7q2p7d58/0+oAAOakquY6fnfPdXyAaUx7DuVJSa6uqnsm+Z0kX0zyuplVBQAwZ929V4+jnv2OvXo/wGYwbaC8tkf/z3Zskj/r7pckOXh2ZQEAALDRTXtRniur6reTPDbJlqq6SZKbzq4sAAAANrobcx/KSvK07r44yZFJ/nRmVQEAALDhTXuV14uS/PHE688nedWsigIAAGDjm6pDWVXHVtWnq+prVXVZVV1eVZfNujgAAAA2rmnPoXxJkl/s7k/MshgAAAA2j2nPofyiMAkAAMCkaTuUZ1TV3yY5Jck1Kwu7++0zqQoAAIANb9pAeZsky0keNrGskwiUAAAAC2raq7w+btaFAAAAsLlMFSir6tuSPD7J9ya5+cry7j5hNmUBAACw0U17UZ6/SXJ0kocm+XCSOyf5+oxqAgAAYBOYNlDetbufm+SK7v7rJA9Mco/ZlQUAAMBGN22g3DH++dWquluSg5McNZuSAAAA2AymvcrrX1fVtyd5fpJ3JblFkt+dWVUAAABseKsGyqraL8ml3f2VJP+c5Fw4kQAAACAASURBVA4zrwoAAIANb9VDXrv7uiS/sQ61AAAAsIlMew7lu6rqN6rqdlV1yMpjppUBAACwoU17DuVTxz+flaST1Pinw18BAAAW1B4DZVXdr7s/1N23X6+CAAAA2BxWO+T1L/d2gKp6YFV9pqrOqarn7GL9Lavq76vqzKr6VFU9YW/HBAAAYPamPYdykPEVYl+W5EFJ7p7kMVV19502e3qSs7v7Xkm2JHlJVd1slnUBAACw91Y7h/JOVfX23a3s7oet8v77JDmnu89Nkqp6Y5Jjk5w9uZskB1dVJTkoyZeTXLta4QAAAMzXaoFye5KX7MX+j0hy/sTrC5Lcd6dt/iLJ25NclOTgJI/q7uWdd1RVJyQ5IUkOO+ywLC0t7UVZm9eifu5FZK4Xi/leHOZ6sZjvxXDFFVeY6wVhrm9otUB5eXe/Zy/2X7tY1ju9/rkk25L8ZJI7J3l3Vb2vuy/7ljd1n5TkpCQ55phjesuWLXtR1ib1ztOykJ97EZnrxWK+F4e5Xizme2EsLS2Z6wVhrm9otXMoz9vL/V+QZPIKsUdm1Imc9IQkb+2Rc5L8Z5Lv2ctxAQAAmLE9Bsrufvhe7v+MJHepqjuOL7Tz6IwOb530+SQ/lSRVdViS705y7l6OCwAAwIytdsjrXunua6vqGUnelWS/JK/s7k9V1dPG67cm+YMkr66qT2R0iOyzu/vSWdYFAADA3ls1UI6vvnpkd5+/2ra70t2nJzl9p2VbJ55flORnh+wbAACA+Vn1PpTd3UlOWYdaAAAA2ERWDZRjH6qqH5ppJQAAAGwq055D+YAkT6uq85JcmdG5jt3d95xVYQAAAGxs0wbKB820CgAAADadqQ557e7PZXQ/yZ8cP79q2vcCAACwb5oqFFbV85M8O8lzx4tumuR1syoKAACAjW/aLuMvJnlYRudPrtzq4+BZFQUAAMDGN22g/Mb49iGdJFV14OxKAgAAYDOYNlC+uapOTHKrqnpKkn9M8vLZlQUAAMBGN9VVXrv7f1XVzyS5LMldk/xud797ppUBAACwoU1725Ak+USSAzI67PUTsykHAACAzWLaq7w+OclHkjw8yXFJPlRVT5xlYQAAAGxs03YofzvJ93f3l5Kkqm6T5ANJXjmrwgAAANjYpr0ozwVJLp94fXmS89e+HAAAADaLaTuUFyb5cFWdmtE5lMcm+UhV/WaSdPefzqg+AAAANqhpA+V/jB8rTh3/PHhtywEAAGCzmPa2Ib8/60IAAADYXKY9hxIAAAC+hUAJAADAIAIlAAAAg0wVKKvqrlX1T1X1yfHre1bV82ZbGgAAABvZtB3Klyd5bpIdSdLdZyV59KyKAgAAYOObNlDeors/stOya9e6GAAAADaPaQPlpVV15ySdJFV1XJKLZ1YVAAAAG95U96FM8vQkJyX5nqq6MMl/JnnszKoCAABgw5sqUHb3uUl+uqoOTHKT7r58tmUBAACw0U0VKKvqVkl+OcnRSfavqiRJdz9zZpUBAACwoU17yOvpST6U5BNJlmdXDgAAAJvFtIHy5t39mzOtBAAAgE1l2qu8vraqnlJVt6uqW688ZloZAAAAG9q0HcpvJPmTJP8j41uHjH/eaRZFAQAAsPFNGyh/M8l3dfelsywGAACAzWPaQ14/leSqWRYCAADA5jJth/K6JNuq6p+TXLOy0G1DAAAAFte0gfKU8QMAAACSTBkou/s1sy4EAACAzWWPgbKq3tzdj6yqT+SbV3e9Xnffc2aVAQAAsKGt1qH89fHPh866EAAAADaX1QLla5L8bHd/bj2KAQAAYPNY7bYht12XKgAAANh0VutQ3rKqHr67ld391jWuBwAAgE1i1UCZ0fmTtYt1nUSgBAAAWFCrBcrPdfcT16USAAAANpXVzqHcVWcSAAAAVg2Uj1t5UlVHVdVPj58fUFUHz7QyAAAANrQ9Bsru/mSSVNVTkpyc5MTxqiOTnDLb0gAAANjIVutQrnh6kh9JclmSdPdnk3zHrIoCAABg45s2UF7T3d9YeVFV+2d0lVcAAAAW1LSB8j1V9TtJDqiqn0nyd0n+fnZlAQAAsNFNGyifk2R7kk8keWqS05M8b1ZFAQAAsPGtdh/KJEl3Lyd5+fgBAAAA0wXKqvpEbnjO5NeSfDTJC7r7S2tdGAAAABvbVIEyyT8kuS7J68evHz3+eVmSVyf5+bUtCwAAgI1u2kD5I939IxOvP1FV/9LdP1JVj51FYQAAAGxs016U56Cquu/Ki6q6T5KDxi+vXfOqAAAA2PCm7VA+KcmrqmolRF6e5ElVdWCSP5pJZQAAAGxoqwbKqrpJkjt19/dV1S2TVHd/dWKTN8+sOgAAADasVQ95Hd8y5Bnj51/bKUwCAACwoKY9h/LdVfVbVXX7qrr1ymOmlQEAALChTXsO5RPHP58+sayT3Gm1N1bVA5P8WZL9kryiu1+0i222JHlpkpsmubS7f2LKugAAAJiTqQJld99xyM6rar8kL0vyM0kuSHJGVb29u8+e2OZWSf4yyQO7+/NV9R1DxgIAAGB9TduhTFXdI8ndk9x8ZVl3/80qb7tPknO6+9zxPt6Y5NgkZ09sc3ySt3b358f7vGTamgAAAJifqQJlVT0/yZaMAuXpSR6U5P1JVguURyQ5f+L1BUnuu9M2d01y06paSnJwkj/bVVCtqhOSnJAkhx12WJaWlqYpfZ+zqJ97EZnrxWK+F4e5XizmezFcccUV5npBmOsbmrZDeVySeyX51+5+QlUdluQVU7yvdrGsd1HDDyb5qSQHJPlgVX2ou//9W97UfVKSk5LkmGOO6S1btkxZ+j7knadlIT/3IjLXi8V8Lw5zvVjM98JYWloy1wvCXN/QtIHy6u5erqprq+qQJJdkigvyZNSRvP3E6yOTXLSLbS7t7iuTXFlV780ovP57AAAA2LCmvW3IR8cXz3l5ko8l+XiSj0zxvjOS3KWq7lhVN0vy6CRv32mbU5P8WFXtX1W3yOiQ2E9PWRcAAABzMu1VXn91/HRrVb0zySHdfdYU77u2qp6R5F0Z3Tbkld39qap62nj91u7+9HifZyVZzujWIp8c8mEAAABYPzfmKq9HJDlq5T1V9ePd/d7V3tfdp2d0IZ/JZVt3ev0nSf5k2loAAACYv2mv8vriJI/K6HYf140Xd5JVAyUAAAD7pmk7lL+Q5Lu7+5pZFgMAAMDmMe1Fec5NctNZFgIAAMDmsscOZVX9eUaHtl6VZFtV/VOS67uU3f3M2ZYHAADARrXaIa8fHf/8WG54uw8AAAAW2GqB8vQkt+3usycXVtU9knxxZlUBAACw4a12DuWfJ7ntLpYfkeTP1r4cAAAANovVAuX3dfd7dl7Y3e9Kcs/ZlAQAAMBmsNohr3u6squrvrLPev2HP59Tt1041xoedeIH5zLusfc+Isff9w5zGRsAgM1ltUD52ap6cHefPrmwqh6U0a1EYJ906rYLc/bFl+Xutztk3qWsq7MvvixJFi5Q+gPCYs03ALB2VguU/y3JO6rqkRld6TVJjkly/yQPnWVhMG93v90hedNT7z+XsZeWlrJly/qPPa9QM2/+gCBQAgDD7DFQdve/V9X3JTk+yT3Gi9+T5Knd/fVZFwewXvwBAQDgxlutQ5nuvibJq/a0TVV9sLvn85sYAAAAc7HaVV6ndfM12g8AAACbxFoFyl6j/QAAALBJrFWgBAAAYMGsVaCsNdoPAAAAm8RaBcrHrdF+AAAA2CSmCpRV9fCq+mxVfa2qLquqy6vqspX13f3J2ZUIAADARrTqbUPG/jjJz3f3p2dZDAAAAJvHtIHyi8IkAJvd6z/8+Zy67cK51vCoEz84l3GPvfcROf6+d5jL2ADsu6YNlB+tqjclOSXJNSsLu/utM6kKAGbg1G0X5uyLL8vdb3fIvEtZV2dfPDpLRaAEYK1NGygPSXJVkp+dWNZJBEoANpW73+6QvOmp95/L2EtLS9myZf3HnldXFIB931SBsrufMOtCAAAA2FymvcrrkVX1tqq6pKq+WFVvqaojZ10cAAAAG9e096F8VZK3Jzk8yRFJ/n68DAAAgAU1baC8bXe/qruvHT9eneS2M6wLAACADW7aQHlpVT22qvYbPx6b5EuzLAwAAICNbdpA+cQkj0zyhSQXJzluvAwAAIAFNe1VXj+f5GEzrgUAAIBNZI+Bsqp+dw+ru7v/YI3rAQAAYJNYrUN55S6WHZjkSUluk0SgBAAAWFB7DJTd/ZKV51V1cJJfT/KEJG9M8pLdvQ8AABbB9qu256VfeGnucfU9cugBh867HFh3q16Up6puXVUvSHJWRgH0B7r72d19ycyrAwCADWzrWVtz7jXnZuuZW+ddCszFHgNlVf1JkjOSXJ7k+7r797r7K+tSGQAAbGDbr9qeU885NZ3OKeeckkuvvnTeJcG6W61D+awkhyd5XpKLquqy8ePyqrps9uUBAMDGtPWsrVnu5STJci/rUrKQ9hgou/sm3X1Adx/c3YdMPA7u7kPWq0gAANhIVrqTO5Z3JEl2LO/QpWQhrXoOJQAA8K0mu5MrdClZRAIlAADcSGdecub13ckVO5Z3ZNsl2+ZUEczHavehBAAAdnLyw06+/vnS0lK2bNkyv2JgjnQoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAbZf94FbCav//Dnc+q2C+daw6NO/OBcxj323kfk+PveYS5jAwAAG5MO5Y1w6rYLc/bFl827jHV39sWXzT1IAwAAG48O5Y1099sdkjc99f5zGXtpaSlbtqz/2PPqigIAABvbzDuUVfXAqvpMVZ1TVc/Zw3Y/VFXXVdVxs64JAACAvTfTQFlV+yV5WZIHJbl7ksdU1d13s92Lk7xrlvUAAACwdmbdobxPknO6+9zu/kaSNyY5dhfb/VqStyS5ZMb1AAAAsEZmfQ7lEUnOn3h9QZL7Tm5QVUck+cUkP5nkh3a3o6o6IckJSXLYYYdlaWlprWtd1Ve/enWSzGXsJLniiisW8nPPw7w/s7leX/P+3OZ7/cz7M5vrxeM7Xwzz+t82689c39CsA2XtYlnv9PqlSZ7d3ddV7Wrz8Zu6T0pyUpIcc8wxvWXLlrWqcWp/9ZnRxWnmcWGcZOWiPFvWfdx5f+55mPdnNtfra96f23yvn3l/ZnO9YN552lzmm/U3r/9ts762X7U9T3n7U/KKn3pFDj3g0HmXs2HM+pDXC5LcfuL1kUku2mmbY5K8sarOS3Jckr+sql+YcV0AAABT23rW1px7zbnZeubWeZeyocw6UJ6R5C5VdcequlmSRyd5++QG3X3H7j66u49OcnKSX+3uU2ZcFwAAwFS2X7U9p55zajqdU845JZdefem8S9owZhoou/vaJM/I6Oqtn07y5u7+VFU9raqeNsuxAQAA1sLWs7ZmuZeTJMu9rEs5YdbnUKa7T09y+k7LdjkD3f34WdcDAAAwrZXu5I7lHUmSHcs7cso5p+Rp93qacykz+0NeAQAANq3J7uQKXcpvEigBAAB248xLzry+O7lix/KObLtk25wq2lhmfsgrAADAZnXyw06+/rlbxNyQDiUAAACDCJQAAAAMIlACAAAwiEAJAADAIAIlAAAAgwiUAAAADOK2IQDAPun1H/58Tt124VxreNSJH1z3MY+99xE5/r53WPdxgcWkQwkA7JNO3XZhzr74snmXsa7OvviyuYdoYLHoUAIA+6y73+6QvOmp95/L2KMboK/v2PPoiAKLTYcSAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESgBAAAYRKAEAABgEIESAACAQQRKAAAABhEoAQAAGESgBAAAYBCBEgAAgEEESgAAAAYRKAEAABhEoAQAAGAQgRIAAIBBBEoAAAAGESj5f+3dfYxldXkH8O/jgkGpqFEkK4tvLTWlrQJZoYixawsU0ECracBaWm0NmojVmMbSNqkx/lETUltbFSSIVatiK1qJ3Rbb2vWNF3kRQUAMQS0rKKJdcRVrwKd/3LN1WBbdPeydM7P380kmc8+5557znHly5853fucFAABglLkHyqo6vqpuqqqbq+rMHTz/oqq6dvi6pKqePu+aAAAAePDmGiirak2StyY5IckhSV5YVYdst9iXk/xqdz8tyRuSnDvPmgAAANg95j1CeUSSm7v7lu7+YZILkpy8dIHuvqS7/2eYvCzJujnXBAAAwG6w15zXf2CSW5dMb05y5E9Y/g+T/OuOnqiq05OcniQHHHBANm3atJtK3HlbttydJJNsO0m2bt26kPs9han3Wa+X19T7rd/LZ+p91uvlNfV+T9Hvqfd5UU313mb56fX9zTtQ1g7m9Q4XrHpOZoHyWTt6vrvPzXA47Pr163vDhg27qcSdd/ZNlyZJNmw4atm3ncw+HBZxv6cw9T7r9fKaer/1e/lMvc96vbym3u8p+j31Pi+qqd7bLD+9vr95B8rNSQ5aMr0uyW3bL1RVT0tyXpITuvtbc64JAACA3WDe51BekeTgqnpyVT00yalJLlq6QFU9IcmHkpzW3V+acz0AAADsJnMdoezue6rqjCQXJ1mT5Pzuvr6qXj48f06Sv0jymCRvq6okuae718+zLgAAAB68eR/ymu7emGTjdvPOWfL4pUleOu86AAAA2L3mHigBAGClG46Um0T3Dq9ZCavCvM+hBACAFa+7R3898U8++qBeD6uZQAkAAMAoAiUAAACjCJQAAACMIlACAAAwiqu8AgAAC2PKK/ome95VfY1QAgAAC2PKK/ruaWEyESgBAAAYSaAEAABgFIESAACAUQRKAAAARhEoAQAAGEWgBAAAYBSBEgAAgFEESgAAAEYRKAEAABhFoAQAAGAUgRIAAIBRBEoAAABGESgBAAAYRaAEAABgFIESAACAUQRKAAAARhEoAQAAGEWgBAAAYBSBEgAAgFEESgAAAEYRKAEAABhFoAQAAGAUgRIAAIBRBEoAAABGESgBAAAYRaAEAABgFIESAACAUfaaugAAAHgw3nf5f+cj13xt0hpOefulk2z35EMPzO8c+YRJtg2JEUoAAFa5j1zztdxw+11Tl7Hsbrj9rsmDNBihBABg1Ttk7X75wMuOmmTbmzZtyoYNy7/tqUZFYSmBEgAAWDWmPsTZ4c335ZBXAABg1VjEQ5xX8uHNRigBAIBVZapDnB3efH9GKAEAABhFoAQAAGAUgRIAAIBRBEoAAABGESgBAAAYRaAEAABgFIESAACAUQRKAAAARhEoAQAAGEWgBAAAYBSBEgAAgFEESgAAAEYRKAEAABhFoAQAAGAUgRIAAIBR9pq6AFiJbtjn9CTJL79rwiKm2PY+2x5cN8HGp6Pfi9NvvV6cXgOwPATKXeAPEX+IALB6LOTnts9sYJnNPVBW1fFJ3pxkTZLzuvuN2z1fw/MnJvl+khd399Xzrgt+kkN+cG6S5AMvO2qS7W/atCkbNmxY9u2e8vZLl32bK4F+Lw69BoDda66BsqrWJHlrkmOTbE5yRVVd1N03LFnshCQHD19HJjl7+L7i+EMEAFaPRfzcXtTP7IUcjU4WdkR68n7r9X3Me4TyiCQ3d/ctSVJVFyQ5OcnSQHlyknd3dye5rKoeVVVru/v2Ode2yy7/8reTTPfLesuWu3P2Tcu/7RtuvyuHrN1v2bc7Jb1eLPq9OPR6sSxivxe118B05h0oD0xy65Lpzbn/6OOOljkwyX0CZVWdnuT0JDnggAOyadOm3V3rTtuyZcuo133szBN3cyW75rg3bhz1usc/LPmFh2+d9Gc+lbG9TlZnvxe514n39iLx3l4si/TeXtRef/fG2RlVT330+BsYTNnvsb/Hk+Sox++l37toNb63k5Xb65oNDM5p5VW/neQ3uvulw/RpSY7o7lcuWeZfkvxld396mP7PJK/t7qseaL3r16/vK6+8cm51r1RTHfLK8tPrxaLfi0OvF4t+Lw69XhyL2uuquqq71+/ouXnfh3JzkoOWTK9LctuIZQAAAFhh5h0or0hycFU9uaoemuTUJBdtt8xFSX6vZn4lyXdW4vmTAAAA3Ndcz6Hs7nuq6owkF2d225Dzu/v6qnr58Pw5STZmdsuQmzO7bchL5lkTAAAAu8fc70PZ3RszC41L552z5HEnecW86wAAAGD3mvchrwAAAOyhBEoAAABGESgBAAAYRaAEAABgFIESAACAUQRKAAAARhEoAQAAGEWgBAAAYBSBEgAAgFEESgAAAEYRKAEAABhFoAQAAGAUgRIAAIBRBEoAAABGESgBAAAYRaAEAABgFIESAACAUQRKAAAARhEoAQAAGKW6e+oadllVfTPJV6euYwKPTXLn1EWwLPR6sej34tDrxaLfi0OvF8ei9vqJ3b3/jp5YlYFyUVXVld29fuo6mD+9Xiz6vTj0erHo9+LQ68Wh1/fnkFcAAABGESgBAAAYRaBcXc6dugCWjV4vFv1eHHq9WPR7cej14tDr7TiHEgAAgFGMUAIAADCKQAkAAMAoAuUqUFXHV9VNVXVzVZ05dT3MT1WdX1V3VNUXpq6F+aqqg6rqv6rqxqq6vqpeNXVNzE9V7VNVn62qzw/9fv3UNTFfVbWmqj5XVR+duhbmq6q+UlXXVdU1VXXl1PUwP1X1qKr6YFV9cfj8PmrqmlYC51CucFW1JsmXkhybZHOSK5K8sLtvmLQw5qKqnp1ka5J3d/cvTV0P81NVa5Os7e6rq+oRSa5K8pve23umqqok+3b31qraO8mnk7yquy+buDTmpKpek2R9kv26+3lT18P8VNVXkqzv7kW82f1Cqap3JflUd59XVQ9N8vDu3jJ1XVMzQrnyHZHk5u6+pbt/mOSCJCdPXBNz0t2fTPLtqetg/rr79u6+enj83SQ3Jjlw2qqYl57ZOkzuPXz5j+4eqqrWJXlukvOmrgXYPapqvyTPTvKOJOnuHwqTMwLlyndgkluXTG+OPzphj1JVT0pyWJLLp62EeRoOgbwmyR1J/r279XvP9TdJXpvkR1MXwrLoJB+rqquq6vSpi2FunpLkm0neORzOfl5V7Tt1USuBQLny1Q7m+a827CGq6meSXJjk1d1919T1MD/dfW93H5pkXZIjqsph7Xugqnpekju6+6qpa2HZHN3dhyc5IckrhtNX2PPsleTwJGd392FJvpfEtU0iUK4Gm5MctGR6XZLbJqoF2I2Gc+kuTPLe7v7Q1PWwPIZDpDYlOX7iUpiPo5OcNJxXd0GSX6uqf5i2JOapu28bvt+R5MOZna7Enmdzks1Lji75YGYBc+EJlCvfFUkOrqonDyf/nprkoolrAh6k4SIt70hyY3e/aep6mK+q2r+qHjU8fliSY5J8cdqqmIfu/tPuXtfdT8rsM/vj3f27E5fFnFTVvsOF1TIc/nhcEldq3wN199eT3FpVTx1m/XoSF9LLbOiWFay776mqM5JcnGRNkvO7+/qJy2JOqur9STYkeWxVbU7yuu5+x7RVMSdHJzktyXXDeXVJ8mfdvXHCmpiftUneNVy5+yFJ/rG73U4CVr8Dknx49j/C7JXkfd39b9OWxBy9Msl7h0GeW5K8ZOJ6VgS3DQEAAGAUh7wCAAAwikAJAADAKAIlAAAAowiUAAAAjCJQAgAAMIpACcBCqap7q+qaqrq+qj5fVa+pqrl+HlbVWcP2zloyr6rqzqp69DC9tqq6qp61ZJlvVtVjRmzvxVX1lt1TPQA8MPehBGDR3N3dhyZJVT0uyfuSPDLJ6+a4zZcl2b+7/3fbjO7uqro8yVFJNiZ5ZpLPDd8/Pdw8+87u/tYc6wKAB8UIJQALq7vvSHJ6kjOGEcMnVdWnqurq4euZSVJV76mqk7e9rqreW1UnLV3X8PqzquoLVXVdVZ0yzL8oyb5JLt82b4nPZBYgM3x/U2YBc9v0JcM69q+qC6vqiuHr6GH+vlV1/jDvc0trXFLXc6vq0qp67IP6YQHADgiUACy07r4ls8/DxyW5I8mx3X14klOS/O2w2HlJXpIkVfXIzMLexu1W9fwkhyZ5epJjkpxVVWu7+6QMo6Ld/YHtXnNJfhwoj0jyz0kOGqafmVngTJI3J/nr7n5GkhcM9STJnyf5+DD/OcM299228qr6rSRnJjmxu+/cpR8MAOwEh7wCQFLD972TvKWqDk1yb5KfT5Lu/kRVvXU4RPb5SS7s7nu2W8ezkry/u+9N8o2q+kSSZyS56Cds97NJDhtC4N7dvbWqbqmqn8ssUP7VsNwxSQ6p2lZm9quqRyQ5LslJVfXHw/x9kjxhePycJOuTHNfdd+3STwMAdpJACcBCq6qnZBYe78jsPMpvZDbK+JAkP1iy6HuSvCjJqUn+YEer2tVtd/f3q+rmYX1XD7MvS3JiZiOmNw3zHpLkqO6+e7vaK8kLuvum7eYfmeSWJE/JLBRfuau1AcDOcMgrAAurqvZPck6St3R3Z3Zxntu7+0dJTkuyZsnif5/k1UnS3dfvYHWfTHJKVa0Z1vvszEYgf5rPDOu9dJi+NMmrklw21JQkH0tyxpK6Dx0eXpzklUOwTFUdtmS9X81sNPXdVfWLO1EHAOwygRKARfOwbbcNSfIfmYW11w/PvS3J71fVZZmN7H1v24u6+xtJbkzyzgdY74eTXJvk80k+nuS1iNMWngAAAJVJREFU3f31najnM5mNJG4LlFcnWZfhgjyDP0qyvqquraobkrx8mP+GzA7TvbaqvjBM/79h5PJFSf6pqn52J2oBgF1SP/7nJwDwQKrq4UmuS3J4d39n6noAYCUwQgkAP0VVHZPki0n+TpgEgB8zQgkAAMAoRigBAAAYRaAEAABgFIESAACAUQRKAAAARhEoAQAAGOX/ADHZy3LR1FQeAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "FwJMsa-UtTwp" }, "source": [ "## Box and Whisker Plot: Non-Charging Time for each Venue Type" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:40.052400Z", "start_time": "2020-05-16T05:44:39.632748Z" }, "id": "81uVfjXctTwp", "outputId": "b7f22555-dd5b-4657-ac70-ca231ede6585" }, "source": [ "#Creates a Box N Whiskers Plot of Non_Charging Time for each Venue Type\n", "\n", "boxprops = dict(linestyle='-', linewidth=1.5) # adds width to box\n", "medianprops = dict(linestyle='-', linewidth=2) # adds width to median prop (horizontal line at median)\n", "\n", "df_new.boxplot('Non_ChargeTime', by = 'Venue', showmeans=True, showfliers=False, #showfliers=False removes the outliers\n", " boxprops = boxprops, medianprops = medianprops, figsize = (15,10)) \n", "plt.ylabel('Non_ChargeTime per Transaction')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Non_ChargeTime per Transaction')" ] }, "metadata": { "tags": [] }, "execution_count": 66 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "puxjIco_tTwq" }, "source": [ "# Linear Correlations Between Descriptors" ] }, { "cell_type": "markdown", "metadata": { "id": "Q9_1zrH1tTwq" }, "source": [ "This cell takes at least 35 seconds to run" ] }, { "cell_type": "markdown", "metadata": { "id": "Bqk5Ft54tTwq" }, "source": [ "## Scatterplot Matrix" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:44.776982Z", "start_time": "2020-05-16T05:44:40.054460Z" }, "id": "kNJMl43atTwq", "outputId": "5020d9ad-e4e9-4764-cc19-168b70d39ccf" }, "source": [ "#Creates a correlation matrix of the selected columns\n", "df_matrix = df_new[['Energy (kWh)', 'Start_in_Mins','Non_ChargeTimeHR' ]]\n", "pd.plotting.scatter_matrix(df_matrix, alpha = 0.2, figsize=(10, 10));" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "T75jgXrNtTwq" }, "source": [ "## Scatterplot: Start Peak Time and Number of Transactions" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2020-05-16T05:44:50.685590Z", "start_time": "2020-05-16T05:44:44.782865Z" }, "id": "41DzWZKjtTwq", "outputId": "93b4f130-e944-4f43-f7bd-a5fb3f6bc209" }, "source": [ "#Creates an individual Dataframe with 143 EVSE Id's (stations), and\n", " #their start time hour with the most transactions. AKA Peak start time hour\n", " #Then plots into a scatterplot\n", "\n", "#creates a data frame of unique EVSE ID's and start time in 15 minute intervals,then adds # of transaction colum\n", "peakdf=pd.DataFrame(df_new.groupby(['EVSE ID'])['Start_in_Mins'].value_counts().to_frame('NumTrans').reset_index())\n", "peakdf.apply (lambda row: label_venue(row), axis=1)\n", "peakdf\n", "\n", "#Creates new dataframe of each EVSE ID with its peak start time (in 15 min interval) based on max transaction per start time\n", "Venpeakdf= pd.DataFrame(peakdf.sort_values(['EVSE ID', 'NumTrans'],ascending=False).groupby(['EVSE ID']).first().reset_index())\n", "#https://stackoverflow.com/questions/53842287/select-rows-with-highest-value-from-groupby\n", "#Venpeakdf\n", "\n", "#Plots peak hour start time vs # of transactions..\n", "#There are 143 plots- 1 for each station\n", "Venpeakdf.plot.scatter(x='Start_in_Mins',\n", " y='NumTrans', color='orange')\n", "plt.xlabel(\"Start Peak Time (1440 minutes in a day)\")\n", "plt.ylabel(\"Number of Transactions\")\n", "plt.title('Transactions at Start Peak Times')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Transactions at Start Peak Times')" ] }, "metadata": { "tags": [] }, "execution_count": 68 }, { "output_type": "display_data", "data": { "image/png": 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rpnJJY4HzgR0IA8IfBx4ELiWs6LUE+JCZvVBN/U5GFPLpL54FBy2E9St9foDjtDlpfPw7RgUOgKRNJZ2Wsv4fAteZ2RuAnYBFhGihuWY2DZgbPzutRDGf/vqVMH53V/qO0+akUfyHmNmLuQ/ROj+03EGSRhNCPmfF416N9cwALoy7XQi8r1KhnYzxlNCO09GkUfw9kv5p/kkaBgwpsX+OqcBygrvoLknnSxoBbG5mSwHi62aFDpZ0rKQFkhYsX+4ThhqKp4R2nI4mTa6eS4AbYlZOI0zqujhl3bsCnzGzeZJ+SAVuHTM7DzgPYPr06Zb2OKdOeEpox+lY0uTq+Zake4H9CZE93zWza1LU/STwpJnlYv4vJyj+ZyRNMrOlkiYBy6qU3ckaTwntOB1JGosfM7sauLqSis3saUlPSHq9mT1I+OF4IP4dDZwRX+dUJrLjOI5TC2lW4Nod+BGwPTCUYPWvNbPRJQ8MfAa4OI4RLAY+RhhXuEzSTOBx4INVyu44juNUQRqL/8fARwm+/j2AY4Ct01RuZncD0wts2j+lfI7jOE6dSRPVMyi6anrNbJ2Z/T/ggIzlchzHcTIijcW/Krpq7pH0LWApMDJbsRzHcZysSGPxHxP3Ow7YAEwDPpChTI7jOE6GpAnnXBzfrpF0FrClmf09W7Ecx3GcrChr8UuaK2m0pE2Be4FfSToze9Ecx3GcLEjj6hlnZi8BhxNy6+wCvDtTqRzHcZzMSKP4eyVNJMTbX21mnj7BcRynjUmj+E8HbgEeN7M7JE0FHs1WLMdxHCcr0gzuXkKYvJX7vJiQWtlxHMdpQ9KkbJhAWDlrSnJ/Mzs2O7Ecx3GcrEgzgWsOcDvwZ0Icv+M4jtPGpFH8I8zs+MwlcbJjzfL65NVPU0+92nIcJzPSKP5rJb3LzK7PXBqn/iyZHRZOHzQkLKe456ywyEoW9dSrLcdxMkXlojMlvQCMAV4BXiWkZTYzG5e9eIHp06fbggULGtVc57BmOczZBjas7ivrGQ4zHqvMGi9Wz743wMqHYfweMHRCfdpyHKduSFpoZgMyJKex+CdkII/TCFYtCdZ3UhkPGhzKK1HGherZuB5ufFvf560/WJ+2HMfJnDThnBskjQFeCwxLbPq/zKRy6sOIKcHlkmTjulBeaz22rv/nJ34NGlp7W47jZE6aXD0zCUr+j8B34uu3MpbLqQfDJgY/e89wGDw6vO45q3ILPL8eDS6839Rjam/LcZzMSePjv5ew8tZtZrazpDcBXzOzho3auY+/Ruod1bPh1f5unhwHPxB8/R7V4zgtQS0+/jVmtloSkoaY2f2S3pCBjE5WDJtYHyWcrGfacfDQOX3bph0HY7bv289xnJYljeJfKmkscDXwB0nPA89kK5bT8uz+I3jdf8Jzd4SonpzSdxyn5UkzuHtYfPt1SfsTQjuvyVQqpzXJdxmN2d4VvuO0ISUVv6Qe4E4z2wnAzOY2RCqn9fDJWY7TMZSM6jGzDcADkrZskDxOK7FiESy+EJb9JSj9Dath3YrwOm9meAJwHKftSDuBa5Gk24BVuUIzOzwzqZzmM/8z/QdvyQvh9MlZjtO2pFH8Z2QuhdNarFiUp/QB8iZs+eQsx2lbiip+Sdeb2bvcr9+FPHdH4XINht7hQen75CzHaVtKWfz+rW5Xap2wNX6PwuX73wQ9Q3xyluO0OaUU/xhJRf34ZnZlBvI4tVKP6Jsx2xeeoLXZ3vWV1XGcplBS8QOHENIw52OAK/5WY83yvuibXJbMeTNhiwMqt9B9gpbjdCylFP9jZvbxhkni1E690jDn8AlaTiPwVdsaTinFX8jSd1qZeqVhdpxG4RMDm0KpCVxHNUwKpz7UKw2z4zSCpGvSJwY2lKIWv5nd10hBnDox5Yjg0/dHZ6fVqbdr0klNmglcTrtRrzTM1eD+Wict7ppsGkVdPZLmxtfvNE4cp61ZMjssuP7HA8PrktnNlshpZdw12TRKWfyTJL0TOEzSJeQN9prZnWkaiBk+FwBPmdkhksYBlwJTgCXAh8zshSpkd7KmEuu9WCjppjvD+pX+BJCGRj4ttcqTmbsmm0IpxX8ycAKwFfD9vG0G7Jeyjc8Bi4DR8fMJwFwzO0PSCfHzV1NL7DSGSqMtCvlrzeDaXaBnmEdslKOR0S2tFknTTNdkl5Jmzd2vm9k3qqpc2gq4EDgd+GK0+B8E9jGzpZImATeb2etL1eNr7jaYNcuDqyapxHuGw0ELi1vvhY7Jp2c4zHjMv+T5FDvfWZyrRrblNJ1ia+6WzMcPYGbfkHSYpLPi3yEVtPs/wFeAjYmyzc1saax7KbBZEYGPlbRA0oLlyz28q6HkrPd8rt2luP8+3187aGh4nyQXseH0p9D5zupcNbItp2Upq/glfZvgrnkg/n0ulpU77hBgmZktrEYwMzvPzKab2fSJE90SaSiFoi02rIaNa0vHW085IliO+90I77lrYL0esVGYRka3eCSNQwrFDxwMHGhmPzOznwEHxbJy7E0YGF4CXALsJ+ki4Jno4iG+LqtKcic7Clnvg1Ja78MmwvjdQ6qHXB29IzxioxSNjG7xSBqH9HH8Y4Hn4/sxaQ4wsxOBEwEk7QN8ycw+KulM4GjCAi9HA3MqEdhpEMloi96RcN1u/bentRJzY0hlxpK6nkZGt3gkTdeTRvF/G7hL0k2EkM53EBV6lZwBXCZpJvA48MEa6nLqRaHwvmS0xZ6zYiTI4HQLseTCOzeu6SurNlNoq5FVKGQjo1s8kqarKav4zWy2pJuB3QmK/6tm9nQljZjZzcDN8f1zwP6VCupkSJrwvkqtxE6djt9qoZCOUwVpfPyY2VIzu8rM5lSq9J0WJ6tEWZ04iOhJxZwOIZXidzqYtOF9laZj6MRBRA+FdDoET9LW7aSxzKtd2avTBhE78SnG6UpKWvySBkny9MydTBrLvBZLNxfe2e5KHzrzKcbpSkpa/Ga2UdI9kiab2eONEsppMOUsc7d0++i0pxinK0nj6pkE3C/pDmBVrtDMDstMKqfxlArvy1m6lYRzdjIeCum0OWkU/2mZS+G0Pm7pOk7HkCaO/xZJ2wDTzOxGSZsAPdmL5jiO42RBmiRtnwQuB86NRVsCv81SKKcF8dW1HKdjSBPH/2lCwrWXAMzsIYqkUnY6FJ+45DgdRRrFv9bM/hnSIamXsAKX0y34xCXH6SjSKP5bJP0XMFzSgcCvgauzFcv5J2uWw3Pzm2Nd59ruHVnfcM5m9slxnFRRPScAM4F7gU8BvwfOz1IoJ9LMhGD5bU+dCYtn1R7O6UnOHKfplF1zF0DSEOANBBfPg0nXTyPoyjV3m7k2ato1dytNT+zrvTpOQ6l6zV1JBwOPAGcD5wAPS3pP/UV0+tFMv3qxttev7Eu/UE2Uj48VOE5LkMbV8z1gXzN7GEDSa4FrgGuzFKzraWaahHJtV5u0zVM/OE5LkGZwd1lO6UcW4+vkZk8zE4KVa7tay92TnDlOS1DU4pd0eHx7v6TfA5cRfPwfBOY3QDanmWkSSrVdi+XuqR8cp+mUcvUcmnj/DPDO+H45sGlmEjn9aWZCsPy2k4O5tSRta6UkZ1mtn+s4LUxRxW9mH2ukIE6LUygMc8Zj7a00PbTU6VLKDu5K2hb4DDAlub+nZe4iig3mzngsRPm0I9UOUDtOB5Amque3wCzCbN2N2YrjtCS5wdxk/H1uMLddlWQn9slxUpJG8a8xs7Mzl8RpXToxDLMT++Q4KUkTzvlDSadIeoukXXN/mUvmtA6dGIbZiX1ynJSksfh3BI4C9qPP1WPxs9MtZBmG2azIGg8tdbqUNIr//cDURufncVqQLMIwmx1Z00qhpY7TINK4eu4BxmYtiNOhlErB7Au8OE5TSGPxbw78TdJ8YG2u0MM5nbKUs+Y9ssZxmkIaxX9K5lI4nUeaOHmPrHGcplBW8ZvZLY0QxOkQcgO1r75Q3prPRdZUm/rBcZyqSDNz92X61tgdAgwGVpnZ6CwFc9qQfNfOxvX9txey5j2yxnEaThqLf1Tys6T3AXtkJpHTnhRy7QwaAhoGPUNKW/NpImvShHx2Q8K1buijkzlpfPz9MLPfSjohC2GcNqbQQG3PMNj71zB009oUVZqQz2aHhTaCbuij0xDSuHoOT3wcBEynz/XjtAP1shLz60l+LjZQO26X2tssN0jcKQnXSl2nTumj0xKksfiTefnXA0uAGZlI49SfelmJ+fVMnQmLZ/WvN4uB2jQhn50QFuqhr04DSePjryovv6StgV8AWxBSPZxnZj+UNA64lJDmeQnwITN7oZo2nDLUaiXmLNDekQPreeic8Jqfpjk/R3+tTxtpQj7bPSw069BXHxcoTpeem1JLL55c4jgzs2+UqXs9cLyZ3SlpFLBQ0g3AMcBcMzsjjhWcAHy1QrmdNNRiJSYt0A1rwMpk5M7VO373vrrr8bSRJuSz3cNC01ynavvo4wLF6eJzI7PC7npJxxcoHgHMBMab2ciKGpLmAOfEv33MbKmkScDNZvb6UsdOnz7dFixYUElzDgRrZs42eQOuw4NVXkphFDquHPn1Vtt2KZkqjeppF2uuknNVSZ9K1QvtcW6yot73Z4siaaGZTc8vL7X04vcSB48CPgd8DLgE+F6x44o0PgXYBZgHbG5mS2MbSyVtVuSYY4FjASZPnlxJc06Oaq3EQhZoPoOGAIKeoYXrXbVkYAiAWfU+6TQhn8l92smaq+Q6VZJUrtiTxMPnwv3fao9zkxVdPmZS0scf/fFfBI4ELgR2rdQfL2kkcAXweTN7SVKq48zsPOA8CBZ/JW06CaqZIFXIn5yPeuCghbB+ZeF6e0fCxrwfjo1rQnnWtGMETBYT2Qpdxw2vBqXfTucmC9p9XKhGimbnlHQmMB94GdjRzE6tQukPJij9i83sylj8THTxEF+XVSW5k55hE/v73tPsn79IybTjYNAw6BkRXvecBWO2L17v+pXhuCQ9w0N51uSsuSQ5a66VqfQ6pakv/zq+6aT2PDf1pssX4ill8R9PyMb5NeCkhKUuwuBuyZQNCgfMAhaZ2fcTm64CjgbOiK9zqhPdyZR8C/TpG0P4piD+K00xy6kRFlWXW3P9yL+OAA98q/8+fm66bqyjqMVvZoPMbLiZjTKz0Ym/USnz9OxNXLlL0t3x770EhX+gpIeAA+Nnp5VZ+2yf62T9qnR585tpUXW5NTeA5JOEn5v+1Pspq00oGtXTSnhUTxMoFM5p6/q29wyHA24JX5pSNDOypl2iepqBn5uuoOKoHqeLKTQ4ms+G1Y0ZqK0FX1axOH5uuhpX/M5AUoVzDis/UNtOIZWO00WkWXPX6URKrYWbKpxTpQcEfT3d9qbU/dHJbXcJrvi7kSWzw6zFPx4YXpfM7r+9WDhnJQOC7RpS6ZS/Pzq17S7CB3e7jVrSA1SSEqHeaQjafTCyXeRvZiqDLkmj0Eh8cNcJVDJVPX8AsJKUCGnTEHTDIivtJH8zUxl0eRqFRuKunm6jHpOb0vrvpxwRrLX9bgyv+couTT3tPlbQbvI3c/KbT7xrGK74u41KJvAUG2Srl/8+TT2VtNWKg4JZj3XUu8/tMvGuFa91G+Gunm4kzVT1Uu6JtJZZORdHPRdZaVV3SpZWbFZ9bmYqg1rvTScVbvF3K6WmqpdzT6SxzNK4ONLUU6+20tIuFnTWLqRmpjKo5d50UuEWvzOQNINs5SyztAN1aSy8erVVjnayoLt1ILRb+11nXPE7A0nrnig17b8SF0eli6zU0lYxss7hX+8UCd06ENqt/a4z7upxBlIP98SwiTB1Zv+yqTOzscrqIW+7TTjr1iyb3drvOuMTuJziVDPpKHdM70i4brfsJnAVOqaWSVLtOnmoXSaG1ZsVi+C5O2D8HmFBIKcgPoHLqZxK3RP5qZyV90BZyBdbzQSuqTPDojD5x9TiTqlk3dtWohuzbHpUT824xe/Uh0IWcz75FnQaK7uaemvtRxYWdKtZ5q0mT1pK3TPQnn3KELf4nWwpGG0xDDDoGVrYgk4ToZEqRXQdozqysKBbzUJtNXkqYdUSyLdVzeChc8OSku3Ypybgit+pD4WiLSQ46M6Qt7+QFVbtBK58WjmqI+tooXaXp1J6R8LGPFXz7YgAABIHSURBVCNg4xq475tga9uzT03Ao3qc+lAs2mLM9sUn41Q6gat3ROkU0WkmXzV6qn+rRQvVU55mpE1YvzJc8ySDhsKgPBs2bZ+6NPWDW/xO/ahmolLaY3JjUWYw8a2w48n9j2nVLJ+tFndeL3ma5S4qJKcGgW3oX5amT+3s8qoRH9x1WptqB4DT7rPvDbDy4dJhgbWuF/BPBZOIFqqXgqlmkLZWeWoNfa11YLmQ/FBZn9o1fLdCfHDXaU+qHQBOs49tgBvf1vd52nGw+4/6t1+PJ4mskp5Va7HWKk8taRPqYWUXk7+SPnV56gf38TuBRvo6K2mrmGuid2RfHVVn+cz7/NA5YWJQUs5CCcFWLOprO23SsEKJx2o5581MVlatu6ieMhc6n5UklktzX3Uwrvidxq5zWmlbhQaAp84Ms4JzdTx9Y+VZPvMHOHM8d0ff+0IDoWZw7S59bT98bnWDpbWe81oGaWttu9p0HK000J3mvurg9X7dx98JtEuqglraSpMKAtL74lc/A7ceOnD7O66G4Zv3Wa9pJo+ZhZDCtH2qxzmvto52b7sWSqX5qCTFSBtRzMfvFn+700zLsVKK1Zmmrdxj/PqVhSfw5Hyz5R71c/sM35yCt/+fP9D/SSLfsi10rt50UmVJw+pxzqtNVlaPtquto5kJ1op9T5L3Vas8jTQAH9xtZ+oxGaeUv7bck0SlTxq9IwdazxtWh/K0FJvA0zuyssRdvSOBjQPLN64NfxDOZf4TcaFzNe1TMPlf+rddKqlcvUIqpxwBm+5cWbKyWtpOWsfV1tGM1b3SfE9aLew2R0apNVzxtzP1iEwolpzs6RtLR19UE52xfiUMGt5fcQ8aFsrTkpvAk/9I/tdT4Ilf95UVitApV08++UnmcvLmp6HIP1f5SeQKJZWrR0K4aq5BtcnoiibKq0L+RieWS/M9acUkfRnOM3AffztTT59p0rKA0vW2mn950LD+PvYcBz9QOja/Wv/9QQv70lBA+XoK1VtrUrFGxtIXayt5HlrZD17JuWqV5HV1+m67j78TyVkpg4ZBz4jwWg8rpZwPt5k+3oLRGMcU3jcZoZOmnkKpIPb6Wek0FIXORTmS1ma169o2emymUFvrVzZvXd5CFAuPreS+q+Wa1EteyPz6uqunE5BAEP9VTv4j5a4/gPWv9N9n/eo+C7cWf2g9fLz5dax9Fh7+6cD9xu9RuSz5qSCgtLxpksjlUw/fcS3XoFIXQqv6v5M0axJdtZSTN+Nz3tkWf6cnYEoOWq1fVd2EmEKTahZ+fuB+Svyo1Gq5r30WVjwQXiuRM3ktk5bZmO2DtZ5k2nEwdEL5619JJFDaRHP5Tw7FksrVQrXXIO0kquT5ruV6V/MdrPSYNBPtoP6T6KolzTXIOAKqcy3+bkjAVI/B3YL5zTdCzxBYv66vrGdY/3qrtaDmfybMkM1RbhAW0l3LiW+FR84PP1C5cas521R2/euZAiH/yaHQk0StVHMN0twzxc5DpW1Vcz6rOabYmg3X7hLu21ZK2ldM3kLf2wyfUjpzcLfZE0WKyVRLoq9i+9fazxWL4Jo3DizPHzCtx/kr1lalg7BZrNLVivdMFpTrZ73OQzX11DNoIJ9qEvvVkzTBExkMlnfX4G4rTQ2HdJOsqpmIVY/HwUL5zXuGww4VTkpKQ7HB1lKDsGmuZZoB1nLXv9Xumawod8/U6zxUU0+9ggYGDQ1hw6XqaeT1zv9uF0ox0uB0EU1x9Ug6CPgh0AOcb2Zn1LWBVhqMSjN5pJaJWLU+DhY7J9t9KvzV8zGz2GBrqUHYRq3S1Ur3TNaUumfqdR6qqadeQQO59Aul6mnU9S723Z7xWPjLTxfRoBXEGm7xS+oB/hd4D/BG4AhJBZ7/a6CZU8PzqdZircT6qCUErdS5qndoW7FB2FIzTtNcy7ShmeUGcFvlnmkExa5tvc5DNfXU2nauT2O2r+6eyeJ6l/pu5+RtQrqIhvv4Jb0FONXM3h0/nwhgZt8udkzVE7haYTJGvRYSaYScjTpXlaRWyFHNGEk1fWqFe6YVqNd5aOY1yGJcrRoZmvj9b6WFWLYEnkh8fhLYM38nSccCxwJMnjy5upZyVmszyVkWpaaCp9mnEXI2qr0x26dX+DnSyJe/TzV9aoV7phWo13lo5jWo5p6pNy36/W+Gxf9B4N1m9on4+ShgDzP7TLFjOiJlQytYH47jNIcmff9byeJ/Etg68Xkr4B9NkKOxtIL14ThOc2ix738zwjnnA9MkbStpCPAR4KomyOE4jtOVNNziN7P1ko4D/kAI5/yZmd3faDkcx3G6labE8ZvZ74HfN6Ntx3GcbqczZ+46juM4RXHF7ziO02W0RZI2ScuBx2qsZgJQQR7gtqVb+gne107F+1o/tjGzAaFCbaH464GkBYXiWTuNbukneF87Fe9r9rirx3Ecp8twxe84jtNldJPiP6/ZAjSIbukneF87Fe9rxnSNj99xHMcJdJPF7ziO4+CK33Ecp+voCMUvaWtJN0laJOl+SZ+L5eMk3SDpofi6aeKYEyU9LOlBSe9unvSVI6lH0l2Sfhc/d2o/x0q6XNLf4rV9Swf39Qvx3r1P0mxJwzqlr5J+JmmZpPsSZRX3TdJuku6N286WpEb3pRxF+npmvIf/Kuk3ksYmtjWnr2bW9n/AJGDX+H4U8HfCso7fBU6I5ScA34nv3wjcAwwFtgUeAXqa3Y8K+vtF4FfA7+LnTu3nhcAn4vshwNhO7CthcaJHgeHx82XAMZ3SV+AdwK7AfYmyivsG3AG8BRBwLfCeZvctZV/fBfTG999phb52hMVvZkvN7M74/mVgEeHLNIOgPIiv74vvZwCXmNlaM3sUeBgoseJ36yBpK+Bg4PxEcSf2czThSzQLwMxeNbMX6cC+RnqB4ZJ6gU0Ia1R0RF/N7Fbg+bziivomaRIw2sxus6AZf5E4pmUo1Fczu97M1sePtxPWIIEm9rUjFH8SSVOAXYB5wOZmthTCjwOwWdyt0PKPWzZOypr4H+ArwMZEWSf2cyqwHPh5dGudL2kEHdhXM3sKOAt4HFgKrDCz6+nAviaotG9bxvf55e3GxwkWPDSxrx2l+CWNBK4APm9mL5XatUBZy8e1SjoEWGZmC9MeUqCs5fsZ6SU8Mv/EzHYBVhFcAsVo275G//YMwuP+a4ARkj5a6pACZW3R1xQU61vb91nSScB64OJcUYHdGtLXjlH8kgYTlP7FZnZlLH4mPjYRX5fF8nZd/nFv4DBJS4BLgP0kXUTn9ROC7E+a2bz4+XLCD0En9vUA4FEzW25m64ArgbfSmX3NUWnfnqTPRZIsbwskHQ0cAhwZ3TfQxL52hOKPI96zgEVm9v3EpquAo+P7o4E5ifKPSBoqaVtgGmEwpaUxsxPNbCszm0JYsvKPZvZROqyfAGb2NPCEpNfHov2BB+jAvhJcPHtJ2iTey/sTxqk6sa85KupbdAe9LGmveI7+LXFMSyPpIOCrwGFm9kpiU/P62uxR8Hr8AW8jPAr9Fbg7/r0XGA/MBR6Kr+MSx5xEGEV/kBaMDkjR533oi+rpyH4COwML4nX9LbBpB/f1NOBvwH3ALwmRHh3RV2A2YexiHcGanVlN34Dp8fw8ApxDzDzQSn9F+vowwZef000/bXZfPWWD4zhOl9ERrh7HcRwnPa74HcdxugxX/I7jOF2GK37HcZwuwxW/4zhOl+GKv82QdFLM4vhXSXdL2jOWf17SJlXUd4yk1xTZdoGkR2M7d0p6S5UynyrpSyW2nxTbuFvShsT7z0r6d0n/Vk27KeS6XNLU+P50SU9IWllk3w9IMknT88pHS3pK0jmJsm0lzYuZJy+VNKQGGf9b0gFVHjtW0n9W23a95KigjZL3SZljz5K0X71l6lRc8bcRUfEeQshE+mbCjM9cro/PE5J7VVJfDyELZEHFH/myme1MSJdwbqUyp8HMTjeznWM7q3PvzexsM/upmf2i3m1KehMhE+LiWHQ1RRKdSRoFfJaQ/ymfbwC35JV9B/iBmU0DXiDEcleFmZ1sZjdWefhYoC6Kv0Y5GsGPKJ3Sw0ngir+9mAQ8a2ZrAczsWTP7h6TPEpT3TZJuApD0E0kL4tPBabkKJC2RdLKkPwNHECaKXBwt7OEl2r4V2C7W8VpJ10laKOlPkt4Qyw+Nlu5dkm6UtHl+JZI+KenaMm0l9/+nFSjpZkk/kHSrQn7+3SVdGS3rbyaO+aikO2Kfzo0/cPkcSWI2pJndbjFpWAG+QUgjvCZPtt2AzYHrE2UC9iOkmID+mSeTxx4j6beSro5PVcdJ+mI8d7dLGhf3u0DSB+L7JZJOi09f9ybOez9LWSGn/xTgDOC18TycGbd9WdL8+MR4WiwbIekaSffEYz9cQN6ycuTtPyXeG3fGv7cWOrHxae9BSTcCr0+UfzLKeY+kKxRmNY+K52pw3Gd0lGWwmT0GjJe0RaF2nP644m8vrge2lvR3ST+W9E4AMzubkMtjXzPbN+57kplNB94MvFPSmxP1rDGzt5nZRYSZsUdGC3t1ibYPBe6N788DPmNmuwFfAn4cy/8M7GUhqdolhCyi/0TScbGe95VpqxSvmtk7gJ8SFPengR2AYySNl7Q98GFg7/gEsYGg5PPZGyib7E7SLsDWZva7vPJBwPeAL+cdMh540frS8JbKrLgD8K+EJ43TgVfiubuNME2/EM+a2a7ATwjnvhQnAI/Ea/tlSe8ipAXYgzArejdJ7wAOAv5hZjuZ2Q7AdWXqTSPHMuDAuM+HgbPzd4g/nB8hZNM9HNg9sflKM9vdzHYipK+YaSHl+s2EtOTEY6+wkN8I4E7CdXXK0NtsAZz0mNnK+GV5O7AvcKmkE8zsggK7f0jSsYRrPImw6MNf47ZLK2j2TElfI6RInqmQAfWtwK/VtyjQ0Pi6VZRpEmHhlEcT9RxFUILvS3xRq+Gq+HovcH/OSpe0mJDw6m3AbsD8KN9w+hKAJZkU+1SUqNx/QHCH5fOfwO/N7An1XxypksyKN0Vl9rKkFQR3E4S+vbnIMbkEhAsJyrIS3hX/7oqfRxJ+CP4EnCXpO4Q0IH9KUVc5OQYD50jK/fi+rsA+bwd+YzF/jaSrEtt2iE9xY6Ocf4jl5xMMit8CHwM+mThmGaXdlk7EFX+bYWYbCFbPzZLuJSS4uiC5j0LCpy8Bu5vZC5IuAIYldllVQZNfNrOc2yK3QMqL0ZrO50fA983sKkn7AKcmtt1HsDK3ov8PQqWsja8bE+9zn3sJivdCMzuxTD2r6X9OCjGKYJXfHJX7FsBVkg4jrI70doXB05HAEIWB4ROBsZJ6o9VfKrNivvzJvhX7bub22ZDYZz39n96L9UvAt81swFhNNCjeC3xb0vVm9t9F6iglR5IvAM8AO0XZ1hTYB4r/KF5AMBLukXQMITcVZvaX6EZ6J2GM5r7EMcMI19Upg7t62ghJr5c0LVG0M/BYfP8yQVEBjCYo9xXRz/6eEtUmjyuLhXUOHpX0wSiTJO0UN48Bnorvj8479C7gUwTFmaVVNhf4gKTNonzjJG1TYL9FxDGLYpjZCjObYGZTLGREvZ2QYXGBmR1pZpNj+ZeAX5jZCRaSX90EfCBWk8w8mRVLCCmrkbQrIa8/DLy2fwA+Hp/akLSlpM3i9Xgluv7OytVVI2OApWa2kfC0V2ic5Vbg/ZKGKwygH5rYNgpYGv35+a66XxCSof08r/x1BAPDKYMr/vZiJHChpAck/ZXgvjk1bjsPuFbSTWZ2D0HR3g/8DPhLiTovAH6q8oO7SY4kuH3uiW3MiOWnElxAfwKezT/IzP5MUJLXSJqQsq2KMLMHgK8B18dzdAPBrZPPNUQrEkDSdyU9CWwi6UlJp9YgxleBL0p6mODzn1VDXWm4Ahgn6W7gPwhrTmNmzwF/iQO2Z1pY1etXwG3xafFygoLdEbgjHn8S8M1CjVTIj4GjJd1OUMgDnjItLJd6KSFj5RUEl1OOrxOiqG4gZC1NcjEhU+vsXEH8gdiOMGbllMGzczpdSfyRu4kwCLyh2fI46YnRRTPM7KhE2fsJYc5fb55k7YP7+J2uxMxWSzqFEHHzeLPlcdIh6UcE1+V78zb1EqKsnBS4xe84jtNluI/fcRyny3DF7ziO02W44nccx+kyXPE7juN0Ga74Hcdxuoz/D69/KwkZ82L5AAAAAElFTkSuQmCC\n", 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