{ "cells": [ { "cell_type": "markdown", "id": "bcf2f159-6b7a-4afe-93c6-db7dc76846ed", "metadata": {}, "source": [ "![Banner](../media/banner2.png)\n", "\n", "---\n", "# Workshop 2.1: R Demo Notebook\n", "\n", "* **Contributors**:\n", " * Ashwin Patil (@ashwinpatil)\n", " * Jose Rodriguez (@Cyb3rPandah)\n", " * Ian Hellen (@ianhellen)\n", "

\n", "* **Agenda**:\n", " * [Jupyter is not just Python](#notjustpython)\n", "

\n", "* **Notebook**: [https://aka.ms/Jupyterthon-ws-2-1](https://aka.ms/Jupyterthon-ws-2-1)\n", "* **License**: [Creative Commons Attribution-ShareAlike 4.0 International](https://creativecommons.org/licenses/by-sa/4.0/)\n", "\n", "* **Q&A** - OTR Discord **#Jupyterthon #WORKSHOP DAY 2 - JUPYTER ADVANCED**\n", "\n", "# Anomaly detection and threat hunting on Windows logon data using anomalize\n", "\n", "Reference original blog post by Russ Mcree:\n", "- https://holisticinfosec.blogspot.com/2018/06/toolsmith-133-anomaly-detection-threat.html\n", "\n", "\n", "[Quick List of Useful Packages](https://support.rstudio.com/hc/en-us/articles/201057987-Quick-list-of-useful-R-packages)\n", "\n", "![](https://upload.wikimedia.org/wikipedia/commons/f/f5/List-of-r-packages.png)" ] }, { "cell_type": "code", "execution_count": 1, "id": "d9418fcd-81cc-4d56-b85f-60118523d769", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
tibbletime
TRUE
tidyverse
TRUE
anomalize
TRUE
jsonlite
TRUE
curl
TRUE
httr
TRUE
lubridate
TRUE
dplyr
TRUE
\n" ], "text/latex": [ "\\begin{description*}\n", "\\item[tibbletime] TRUE\n", "\\item[tidyverse] TRUE\n", "\\item[anomalize] TRUE\n", "\\item[jsonlite] TRUE\n", "\\item[curl] TRUE\n", "\\item[httr] TRUE\n", "\\item[lubridate] TRUE\n", "\\item[dplyr] TRUE\n", "\\end{description*}\n" ], "text/markdown": [ "tibbletime\n", ": TRUEtidyverse\n", ": TRUEanomalize\n", ": TRUEjsonlite\n", ": TRUEcurl\n", ": TRUEhttr\n", ": TRUElubridate\n", ": TRUEdplyr\n", ": TRUE\n", "\n" ], "text/plain": [ "tibbletime tidyverse anomalize jsonlite curl httr lubridate \n", " TRUE TRUE TRUE TRUE TRUE TRUE TRUE \n", " dplyr \n", " TRUE " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Suppress R Warnings\n", "options(warn=-1)\n", "# Load R Packages\n", "pkgs <- c(pkgs <- c(\"tibbletime\", \"tidyverse\",\"anomalize\", \"jsonlite\", \"curl\", \"httr\", \"lubridate\",\"dplyr\"))\n", "sapply(pkgs, function(x) suppressPackageStartupMessages(require(x, character.only = T)))" ] }, { "cell_type": "markdown", "id": "43e79034-c391-4c37-989b-3349820b0d9c", "metadata": {}, "source": [ "## Install Missing packages" ] }, { "cell_type": "code", "execution_count": 2, "id": "d4eb1e6c-b57f-4409-ad74-ce0224ce3723", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Updating HTML index of packages in '.Library'\n", "\n", "Making 'packages.html' ...\n", " done\n", "\n" ] } ], "source": [ "install.packages(\"tibbletime\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "31948bae-8059-4bd2-9ba8-562123aae2aa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Updating HTML index of packages in '.Library'\n", "\n", "Making 'packages.html' ...\n", " done\n", "\n" ] } ], "source": [ "install.packages(\"anomalize\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "cda54645-6e04-49fc-b791-0ab609df4595", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
tibbletime
TRUE
tidyverse
TRUE
anomalize
TRUE
jsonlite
TRUE
curl
TRUE
httr
TRUE
lubridate
TRUE
dplyr
TRUE
\n" ], "text/latex": [ "\\begin{description*}\n", "\\item[tibbletime] TRUE\n", "\\item[tidyverse] TRUE\n", "\\item[anomalize] TRUE\n", "\\item[jsonlite] TRUE\n", "\\item[curl] TRUE\n", "\\item[httr] TRUE\n", "\\item[lubridate] TRUE\n", "\\item[dplyr] TRUE\n", "\\end{description*}\n" ], "text/markdown": [ "tibbletime\n", ": TRUEtidyverse\n", ": TRUEanomalize\n", ": TRUEjsonlite\n", ": TRUEcurl\n", ": TRUEhttr\n", ": TRUElubridate\n", ": TRUEdplyr\n", ": TRUE\n", "\n" ], "text/plain": [ "tibbletime tidyverse anomalize jsonlite curl httr lubridate \n", " TRUE TRUE TRUE TRUE TRUE TRUE TRUE \n", " dplyr \n", " TRUE " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Suppress R Warnings\n", "options(warn=-1)\n", "# Load R Packages\n", "pkgs <- c(pkgs <- c(\"tibbletime\", \"tidyverse\",\"anomalize\", \"jsonlite\", \"curl\", \"httr\", \"lubridate\",\"dplyr\"))\n", "sapply(pkgs, function(x) suppressPackageStartupMessages(require(x, character.only = T)))" ] }, { "cell_type": "markdown", "id": "d8d89468-3740-45d1-b8b9-2eac967bd5f2", "metadata": {}, "source": [ "## Read csv using R" ] }, { "cell_type": "code", "execution_count": 5, "id": "a01957b0-326b-4191-8f38-592521bb1baf", "metadata": {}, "outputs": [], "source": [ "# Read CSV into R\n", "urlfile<-'https://raw.githubusercontent.com/ashwin-patil/threat-hunting-with-notebooks/master/rawdata/UserLogons-demo.csv'\n", "userlogondemo<-read.csv(urlfile)" ] }, { "cell_type": "markdown", "id": "e043c7bd-6e6b-46b1-9352-480123c53238", "metadata": {}, "source": [ "## Printing the structure of the data" ] }, { "cell_type": "code", "execution_count": 6, "id": "12e8aa90-4430-4a28-8b15-409994116b8b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t2844 obs. of 6 variables:\n", " $ Date : chr \"1/3/2018\" \"1/3/2018\" \"1/3/2018\" \"1/3/2018\" ...\n", " $ EventId : chr \"Microsoft-Windows-Security-Auditing:4624\" \"Microsoft-Windows-Security-Auditing:4624\" \"Microsoft-Windows-Security-Auditing:4624\" \"Microsoft-Windows-Security-Auditing:4624\" ...\n", " $ AccountNtDomain: chr \"LABDOMAIN.LOCAL\" \"LABDOMAIN.LOCAL\" \"LABDOMAIN.LOCAL\" \"LABDOMAIN.LOCAL\" ...\n", " $ AccountName : chr \"SRVACCNT-01\" \"SRVACCNT-01\" \"SRVACCNT-01\" \"SRVACCNT-01\" ...\n", " $ logontype : int 10 11 2 4 7 10 4 3 3 5 ...\n", " $ TotalLogons : int 28 2 15592 259 9 1 23 65 7 60 ...\n" ] } ], "source": [ "str(userlogondemo)" ] }, { "cell_type": "markdown", "id": "77b3b5b5-8389-4af5-ba4c-5d8cd219b10b", "metadata": {}, "source": [ "## Printing Sample Rows from the dataset" ] }, { "cell_type": "code", "execution_count": 7, "id": "0ea7ad8b-345b-467e-8e56-8ede09e8931d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 6 × 6
DateEventIdAccountNtDomainAccountNamelogontypeTotalLogons
<chr><chr><chr><chr><int><int>
11/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-0110 28
21/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-0111 2
31/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-01 215592
41/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-01 4 259
51/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-01 7 9
61/3/2018Microsoft-Windows-Security-Auditing:4624LABDOMAIN.LOCALSRVACCNT-0110 1
\n" ], "text/latex": [ "A data.frame: 6 × 6\n", "\\begin{tabular}{r|llllll}\n", " & Date & EventId & AccountNtDomain & AccountName & logontype & TotalLogons\\\\\n", " & & & & & & \\\\\n", "\\hline\n", "\t1 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 10 & 28\\\\\n", "\t2 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 11 & 2\\\\\n", "\t3 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 2 & 15592\\\\\n", "\t4 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 4 & 259\\\\\n", "\t5 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 7 & 9\\\\\n", "\t6 & 1/3/2018 & Microsoft-Windows-Security-Auditing:4624 & LABDOMAIN.LOCAL & SRVACCNT-01 & 10 & 1\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 6\n", "\n", "| | Date <chr> | EventId <chr> | AccountNtDomain <chr> | AccountName <chr> | logontype <int> | TotalLogons <int> |\n", "|---|---|---|---|---|---|---|\n", "| 1 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 10 | 28 |\n", "| 2 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 11 | 2 |\n", "| 3 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 2 | 15592 |\n", "| 4 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 4 | 259 |\n", "| 5 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 7 | 9 |\n", "| 6 | 1/3/2018 | Microsoft-Windows-Security-Auditing:4624 | LABDOMAIN.LOCAL | SRVACCNT-01 | 10 | 1 |\n", "\n" ], "text/plain": [ " Date EventId AccountNtDomain AccountName\n", "1 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", "2 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", "3 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", "4 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", "5 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", "6 1/3/2018 Microsoft-Windows-Security-Auditing:4624 LABDOMAIN.LOCAL SRVACCNT-01\n", " logontype TotalLogons\n", "1 10 28 \n", "2 11 2 \n", "3 2 15592 \n", "4 4 259 \n", "5 7 9 \n", "6 10 1 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(userlogondemo)" ] }, { "cell_type": "code", "execution_count": 8, "id": "b489105c-4af7-46f4-83a8-a818bcabf76d", "metadata": {}, "outputs": [], "source": [ "#Read Downloaded csv and arrange by columns\n", "userlogonsummary <- userlogondemo %>%\n", " arrange(AccountName,AccountNtDomain,Date)" ] }, { "cell_type": "code", "execution_count": 9, "id": "d7189322-9ee9-4b58-9416-2f40a54dac84", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` has grouped output by 'Date'. You can override using the `.groups` argument.\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 3
DateAccountNamelogoncount
<date><chr><int>
2018-01-01ASHWIN 563
2018-01-03ASHWIN1462
2018-01-04ASHWIN1416
2018-01-05ASHWIN2241
2018-01-06ASHWIN1830
2018-01-08ASHWIN 278
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{lll}\n", " Date & AccountName & logoncount\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2018-01-01 & ASHWIN & 563\\\\\n", "\t 2018-01-03 & ASHWIN & 1462\\\\\n", "\t 2018-01-04 & ASHWIN & 1416\\\\\n", "\t 2018-01-05 & ASHWIN & 2241\\\\\n", "\t 2018-01-06 & ASHWIN & 1830\\\\\n", "\t 2018-01-08 & ASHWIN & 278\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| Date <date> | AccountName <chr> | logoncount <int> |\n", "|---|---|---|\n", "| 2018-01-01 | ASHWIN | 563 |\n", "| 2018-01-03 | ASHWIN | 1462 |\n", "| 2018-01-04 | ASHWIN | 1416 |\n", "| 2018-01-05 | ASHWIN | 2241 |\n", "| 2018-01-06 | ASHWIN | 1830 |\n", "| 2018-01-08 | ASHWIN | 278 |\n", "\n" ], "text/plain": [ " Date AccountName logoncount\n", "1 2018-01-01 ASHWIN 563 \n", "2 2018-01-03 ASHWIN 1462 \n", "3 2018-01-04 ASHWIN 1416 \n", "4 2018-01-05 ASHWIN 2241 \n", "5 2018-01-06 ASHWIN 1830 \n", "6 2018-01-08 ASHWIN 278 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregate By User Logon View\n", "byuser <- userlogonsummary %>%\n", " mutate(Date = as.Date(Date, \"%m/%d/%Y\")) %>% \n", " group_by(Date, AccountName) %>%\n", " summarise(logoncount=sum(TotalLogons)) %>% \n", " ungroup() %>%\n", " arrange(AccountName, Date)\n", "\n", "head(byuser)" ] }, { "cell_type": "markdown", "id": "f09520f2-2aa4-4bb7-9c27-9b63775e4953", "metadata": {}, "source": [ "# Time Series anomaly detection\n", "Anomalize : https://github.com/business-science/anomalize\n", "anomalize enables a tidy workflow for detecting anomalies in data. The main functions are time_decompose(), anomalize(), and time_recompose(). When combined, it’s quite simple to decompose time series, detect anomalies, and create bands separating the “normal” data from the anomalous data\n", "\n", "anomalize has three main functions:\n", "\n", "- `time_decompose()`: Separates the time series into seasonal, trend, and remainder components\n", "\n", "- `anomalize()`: Applies anomaly detection methods to the remainder component.\n", "\n", "- `time_recompose()`: Calculates limits that separate the “normal” data from the anomalies!" ] }, { "cell_type": "code", "execution_count": 10, "id": "5564552a-fb20-4409-b30d-cd0bffd51600", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Registered S3 method overwritten by 'tune':\n", " method from \n", " required_pkgs.model_spec parsnip\n", "\n", "Converting from tbl_df to tbl_time.\n", "Auto-index message: index = Date\n", "\n", "frequency = 6 days\n", "\n", "Registered S3 method overwritten by 'quantmod':\n", " method from\n", " as.zoo.data.frame zoo \n", "\n", "median_span = 53 days\n", "\n" ] }, { "data": { "image/png": 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O3hLSLNy2VDG5XBYaFp66f0hYuEj1vwIAQJb7vIKdk4OdECLgdWCaU6OiYwKDQmQyWYqbK12cHNo0823TzDc+IXGn39Epc5f+OGORzxcVLcyV1mqrqOiYDi0bpXPVvzFeBwadOHfJxlpdO9mDZPVi4+IPHj+7edcB44OdlaVKpbKIi4uPjIo2XMSmFxoeIYTQ3xP6YRat3CSE+HXa2ORPfbue7Axmmlo0rL141ab9R89893W3fYdOCiGaNaiV0VWHRUTa2VinfmCbk4N9+5YNJ8367da9h++7q1QIYWFhPnZo3/7DJ06csWj7yrkpzntaqlRN69dcv91vz6ET7Vs03LbnkBCiXYt/bpvI0D6qXN5r35FTO/cf69WpdfJH6xnodLolqzfX96mmv4Ejo/1TUyrNJnz3dddBY374ZeGW32cr5Bm7ykKhUNw8sT11e55c7k/8XwaHhjk5/N8R4oeP/WUyWZGse0ELACBNn9c1doXz57GztQ4MCjE8FiS5zbsOajSa0sULG85gBrx5+zY41NDBwlzZtrmvd8mikVHR+qvdSxcvLIS4dP12ikWFR2TsnNrmXQe0Wm3LRnUmjf4mxZ+ZPw7P5+lx5/5ft+8/Mn6B+mvgrt78v7wVHhH1xP+lhYV5gXzpvaggHQmJiYFBwVaWquSpTqfTnblwNf0Z3d1cK3iXDAwKPnPh6pFTf+bPk0tfofE6DxhdvWmX961I/9wNw6HW9/miYpn6taq+evN29uLVqae2a9FQCOF35HRIaPjZS9fzeXpULFPKMDVD+6hRneqODnbPA17PW5r2e7qWrt264Pf1+lP8H9A/TWVKFf2yaf0n/i+XrtmSWbep6u/4OXb6QvLG2/cfBQYFJ/+bAgDIJj6vYKdQKHp+1VoIMXrS7OSPzNVoNJt2Hpi3bK3+nlZ94/1HT33b9hk9aXZi4j/XGEXHxL4IeC2Xyx0d7IQQrRrXFUIsXLEhNNmjca/cuFOzRbdhE34xsqqkJM22vYcNS0tN357i4bTpa9W4jhBi6dotyYtfunaLRqNpUq/mBz9F1lyptLO1jomNex0YpG/R6XSLV23S3yYSGZXePZLNG/oIISbNXhITG5f68XWXrt2+eO1W6hsgDKpXLieEGDNl7rlL15O363S6QyfO/b5+uxCivk/Vf/0IIwf1tFZbbdp14HKqOF4gb+7y3iWu3ry7ZsturVarz3l6Gd1HFhbmE0cMlMlkv6/f/v20BYY7b4QQQSFhk2cvmb9snbXa6scRAz6s//t826+Li5PD8j+2Bb4NSb+nkdq1aKhQKBat3Gi4EygmNm7avOVCiBSPhgEAZAef16lYIUS39s39X77asvvggFGT3N1cc3u4xcbGPfF/GRkVrVSajf+uv+E5q0UK5m1Ut8a+wyebdRlYvVJZO1ubsPDIk+cuvXkb3OnLJvpHsvn6VDt66vy+I6e+7Pltg9rV1FaWj574HztzQWVh3q19CyNLOnLqz6CQsLKlir3vjZ/NG9Set2yd35HTwwd0N/IYSdP6tQ6f/PPY6Qttew+rXrmsmcLsxt0H5y/fyJPbfUjfzkYW9r5iVm/a1Wvo+GYNagshTpy9GBEVPXnM4L7f/eh35LSbq3Pjemnf61q/ZtUpc5a+fPVGLpelvh+259DxWq328JZlOVyc0py9V8dWj58933voZJ9hP3jkzFG0YD6VyjwiMvrh42evA4Pkctk3vTsantuSDldnx4E9v5o2b9n46b9uWzEnxZGtds0bXLp2e8X6HSqVRTPfWob2D9hHNauWn/nj8PHTF+zwO7LrwNFC+fM42tu9DQ599iIgMTHJzdV54fRxyS/1y2j/NFmrrUZ902vYhF/uPXryr5vCGPk8PQb37jRr8aqW3QZXq1jG3Fx54crNwKCQRnVrGJ5BeOPOg5UbduiHn/i/FELsP3r6/t8FjPqml6uzY6YUAwD4V59dsJPJZBO+61+/VtUtuw/euPPgyo07CoXCw821af1aHVo2TPE296ljh5QpVXTvoZP7j54Jj4yyslQVLpC3f/d2zRvU/qfPuKEVy5bavu/I1j2H4uITnB3tG9Wp0atT6/ddC5Wa/k0GrZu+9xI6B3tbn2oVDx4/u/vA8Q6tGhn5MWdPHLF+u9+uA8fWb/fTarQeOV17dWrdo0PLFFfdZdQ3vTupLMz9jpz+bdUmRwe7WlUrDOjZwd7WpnnD2gePnV2zebf+0FpqKpWFr0+1bXsPV/Au6ebqnNH1yuXyaeOGNvP12XXg2M07D09fuJKYmGhlaenu5upTrUKbZr7GPwSuQ8tGuw4cu3P/r/nL//ju627JJ9WtUcXZ0T4oJKx5A5/kG+rD9lG9mlUqlCm5cbvfyT8vP3/5+tGT52ory9LFizTzrdW4Xs3kL5/9sP5pql+rqk+1isfOXPj3rsbp3qGFZy631Zt2n7lwNUmjyZfbo2fHVu2THc58HRh06MS55LM8euL/6Mm7R+oM6pXeO/QAAJlLlua9k4ApLFu7de7StVPHDsnoE+wAAIAxPq9r7JCFkpI0G3fud7CzNeZKOAAA8AEIdvhIZi1e9TowqGPrxh986wYAAEjfZ3eNHT6yJ/4vd/gdvXbz7pWbd4sUzGv8PSUAACCjCHYwrcCgkJUbtqssLBrVqT7qm16Z9Xw1AACQGjdPAAAASATX2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQiM/orthxU+ft3H8szUk1qpT7ddq4f11Cnda9Gtb5IsVLqLLc8bMXN+08cOvuw4ioaCtLValihdo1b1C7eiVDh1GTZu89dDL1jOZK5eXDm/TDt+49WrF++/Xb94NDwyzMzYsUyNuhVSPDy0CTL8FcqXRxdizvVbx9y0YlixZ8X1X6WTq3aTpiYI8Uk7oMHH315r0fhn/dusl739CVpkYd+lcu7zV+WL8MzZXC1j2Hfvhl4dm9a//jq9UAAMiGPqNg17Vd8wZ1quuH5/62JjYubtTg3vpRJ3s7Y5YwtG9nz1w59cM7/Y4ePHHWEAdTjH40U+YuXb9tX9UK3kP6dnawt33zNnj/0TODx03r27XtwB4dDN0c7GynjBuSYl6F/N3x2pt3H3YfPK6Cd8nxw/o7OdqFhkXs8Ds6/MeZ0TGxhuzlYGc7c+JwIURCQuKzFwG79h/v2H/E4N6denzV6n21qVQWew6e+LZfVzMzhaHxecDr67cfJG9JR1ZtVQAAPlGfUbArlD+P4T3xKzfskCvkX1Qsk6ElJH/D6a17j5JPSjH63z178crO1tre1iadPn5HTq/ftm9Ajw79urY1NLZv0XDSrN/WbdnTqnFd9xwu+kalUpnOh12/bZ+djfWCqWMUind564tKZRMSE/+8fMMQ7JRKZQXvkvrhahXLtG/RaNr8ZbN/W1OscIEq5b3SXKxXiSJXbtw5ce5ineqVDY079x8rVazQ7ftGba5M36oAAEjbZxTs0lGndc9mDXwG9+4khNBqddWbdbGxVu/fsFg/9ccZi27dfbh5+SzDqdjug8ddunZbCFGqZsu5k0at2bI7+Wjt6pW0Wt3KDdt3HzzxPOC1nY1Nk/o1B/Ror3+VVt0ve7VpWv/Zi1cHj59ZOX/K+85mjpk8p3mD2m2b+6ZT9prNu/Lkdu/TuU2K9pGDeo4c1FOpNHbnJiQmJmk0MpkseeO8yaPTmUUul40c2OPE2UvL/9j2vmBnrlRWKlNqx76jhmCn0+l2Hzjepmn967fvG7q9b1ul2Mj6k8tmCvkf2/auWL8jODSsYD7PiSMHFi2YTwih0WgWrdq0+8DxwKBgWxvr6pXKDuvfzcHeVggRGh7x08zFp89fVSrN6tesUvDvcC+EuHn34dyla+8+eJyQmJgnV86u7Zo3rV/LyI0GAEA2xM0TQghRpbyXPkMIIe4/eqJQyIOCQ14HBulbLl67VfX/D3fNnzLGu2TRqhW8T+5aVb1yuRSjQoj5y9fNXbquXYsGu9YsGDe0z/Z9hyfPXqKfV6k0O3D8rEplsWz2xLy53T+45pjYuNv3H1Ut7yWXy1JMUirNUqe6+ITEFH+0Wq1+kk+1iiGh4X2/m3jh6s2kJI2RBSgUCp9qFa7cuKPRpD2LVqttXK/mqfNXgkPD9C2Xrt8OeB3YsM4Xybu9b1ul3qpCiD8v37h++8GcSSN/mzEhJiZ29KQ5+vbp85ev3rjr627t9v6xaOrYIRev3R4wapL+4dvfT5t/6drtWT+N2LR0Rv68uX//Y7t+lsTEpP4jJjo52K+cN2nL8tmN69YcO2XelRt3jPz4AABkQxyxE0KIqhW89x05FR+fYGFhfuHqTa/iRYJCQi9du92kfs2gkLBnzwOqVfRO3t9abWVmpjAzUzjY2QohlEqz5KMxsXFrNu1q19y3fYuGQgj3HC6BwSGTZy8Z0KODq7OjTMiiY2K//7ZviiNkGRUUEqrV6nK5uxlatFptdEysYdRcqTS8vyswKLh8vbYpljCw51d9u7QRQjSuVyM0PGLhig09h4y3sDD3Kl6kagXvpr41XZ2d0q8hZw6XxMSksIhIJwf7NDvUqVFp4szFew6e6NquuRBip9/RMqWKeuTMYeiQ/rZKvlX1NBrt1LGD5XK5EKJt8wa//LoiJjZOq9Vu2XOoR4eWzRvW1i9k+IDuQ7+ffvPuw1w5c5w8d/nr7u31Z6I7t2l64crNwKBg/TYJj4hqULua/gR99w4tynkVz+3hJgAA+GQR7IQQokp576QkzfU79yuWKXX+ys0K3iWDQ8MuXb/dpH7NC1dvWqpUZUoWM35pD/56Gp+QaDjIJISoWKaUTqe79/CJq7OjEMKrROE0U929R0/a9PzWMHrjzoOfZi0WQhTM57l95dwUneUyuRBCafbPHrz78HH7PsMNo60a1/1xxAD9sIO97YKpY1Mswc31n9zW6csmbZv7Xrh669K1Wxev3pq7dO3CFRsmjhzYuF6NdD6p/lid4cq81CxVqjo1Ku3wO9q1XfPYuLhDJ859279r8g7/uq1S8CpRRP73PR/6M61R0dHPX75OTEzyLlUseTchxJ0Hf8UnJOh0Ov2oXnnvEsfPXhRCuLu5Fsqf54dfFj549LRKBe+SRQuVLl44nQ8LAED2R7ATQggHe9uiBfNdvn6nvFeJKzfu9O/WLig4dObiVUKIi1dvVSxb0vjr1YQQUTGxQojB46bJxP+lt7fBIfoBa3XaD9rIl9tj8/JZ+uExk+f6VKtQr1ZVIYTK3Dx1ZxdnRzMzxdPnAYaWvLk9fp/7k354wvRfk3dWmin/NbWYK5VfVCyjP7L1IuDN0O+n/zBjYY0q5dJ5LMjT5wHWaitba+t0Ftu0fq09B0/cvv/or6fPExITfX2qJZ/6r9sqBZXKwjCsn0WnE1HRsUIIaytLwyRrtaUQIiYmVn8IU2Xxz1xWlqp3s8tkK+ZOWrtlt9/R0wt+X+/oYNf5y6Y9vmqV+tQ2AACfCoLdO1XKe12+fvvWvTJCiBJFCkRGxfi/ePU2OPTitVsdWzXO0KJsrdVCiO+/7eddsmjydieHf3moioWFuf5WACGEpcoih4uzYTSNzubKMiWL+R05NbhPJ31YUVtZGm5ctbJSGV9wSGi4ubnSWm1laMnlnqNru+ajJ895+jygVLFCac4VFxd/7PSFqhW8009ClcuVdnFy2Hf41F9Pn1evVC7Ffb4fvK2Ss7FRCyGiomMMLe+inlptqVIJIaKiow2TIqP+GbaztR7Qo8OAHh3evA3etvfw/OXrbGzU7Zo3MH7VAABkK9w88U7VCt437jz88/KNMqWKyeVyO1vrAnlz7z96+tnzgKrveVCITpf2aOH8eVQqi8CgkHyeHvo/7jlcLMyVtjbpHdn6AD06tgoNj5jz2+oU7S9fvQkKDjNyIaHhEXXb9Jq7ZG2K9sfPXgghXJwc0pxLq9VNnLk4Iiq6e4eW6S9fLpc3qlvj2OkL56/cSP68GL1/3VYpNnKaihTIa65UXrt1z9By9eZdIUSpYoXy58klhLjz4LFh0tlL1+slfXQAACAASURBVPUDL1+9OXj8rH44h4tT/27tCubLcy9ZTwAAPjkcsXunTOliOqHbuvtguxbvDtiU9yqxdvNuj5w58vz9UOLkbG2s7z14fOf+X85ODq7OjilGv2rV+Pc/trk4OVQoUzI8Imrxqo13Hzzes+5X/QGkzPJFxTL9u7VbtHLj/UdPmzbwcXNxioiMunjt9u6Dx91cnLq0bWbomZiYePrC1dRLKFG4gIO9bZ/ObX79fX1YRGSD2tWcHOwjIqNPn7+8cef+lo3quLk6G5Zw8dotIYRWo30e8HrrnkN3Hvw1alCvdF4+YdC0fq1VG3daq61qVq2QYpJKZZHOtkqxVd+3fLWVZbsWDdZs3p03t0c5r+J/PXsxY+HKKuW9ihXOL4SoVK702s27C+XzzO3hdvjkn89fvNLP9SYo5LsfZvTr2tbXp5q5ufLy9dtP/F/06tj6Xz8OAADZFsHuHXOlsnzp4qcvXC3/99nMcl7FN+zwe9+T5Dq2bjxy4qwuA0ePHNSzTTPfFKODe3eys1EvX7dt4szFVpaqKuW9VsyblKFUt27RdGO6fd29fXnvEuu27l2w7I/wyEgbtbpAvtzD+ndr3aSu/rF5eqHhEf2HT0w9+4KpY2tWLd+va9v8eXJt2X1wypylIWHhFubmBfLmHjOkT5um9ZMvocfg74UQMpnM3s6mbKniIwf1THH+9H2KFMxbKH+ekkULWpgrU09NZ1ul2KrprGJY/65qK8v5y9a9CQpxtLetW6Py4D6d9ZOmjh3y44yFI36aZa5U1qtZZXCfTiN/mp2UpClbqtjP479dsWHHyg07hRC53HOMHNQzxaNYAAD4tMh0xpzrAgAAQLbHNXYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIn4jJ5j9/OvK5wz8qKqDxMeHm5nZ/K14NPCt0Ly2MVILSYmRqlUKpVpPL8Tnw9T/Dg8e/HqxxED3jf1Mwp2KV7GYCL+/v6enp6mXgs+LXwrJI9djNSCg4NVKpVarc7qQpCVTPHjsHrTrnSmcioWAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAizrC4AAICUNG/eJN64oQkKllurzfLlU5YoIWSyrC4K+AQQ7AAA2Uj86dMRM2fFX7ykcHdXuDhro6M1z/zlTk42fXuru3aVmZtndYFAtkawAwBkDxpN2MSfoteus+7R3WHuXDPP3PpmXVRUrJ9fxOw50Vu2Oa9YrnB3z9oygeyMa+wAANlC6JixsfsPuO7ZZTd2jCHVCSFk1tZWbdrkOHzILI/n2y/baENCsrBIIJsj2AEAsl7Mzl2xO3e5rFujLFYszQ4yKyunhb8qcuUOHT7iI9cGfEIIdgCArKbRREyfbjtsqFnBgvqGuGPH37ZsFVDK641P7Yh583Xx8UIIYWbmMHNG3NFjCZcvZ2W1QDZGsAMAZLH4y1c0b4PUnTvrR2P37Anq1Dn+wkVtSEjig4cR038OGTRYP8ksdy7LRg1jtm3PumKBbI1gBwDIYgl//mlRqaJMpRJCCI0mdOz3KTrE7t0bd/KUflhVq2b8n+c/coXAp4JgBwDIYpo3bxQeHvrhpBcvtUFBqfskXLumH1DkyqV5/frjFQd8Ugh2AICspjQXCQn6QZlF2k+qk1lY6Ad0CYkyc+VHKgz41BDsAABZzCyXR+LjJ/phhZubskSJ1H1UtWrpB5IePVLkyp26AwBBsAMAZDmVT62Eq1c1b97oRx3nzpbb2CTvYDd2jLJIYf1w7P4DKp9aH7lC4FPBmycAAFnMrEABi4oVI+fMtZ86RQihLFbM7fTJqJWrEh88ULi4WLVsYV6+vL5n/Lk/Ey5fdpw9M0vrBbIvgh0AIOvZfT/ubctWFtWrWzZqKISQOzvbfjcsRR9tUFDIkKE2ffsocuXKihqBTwCnYgEAWc/cq7T91CkhAwZGr1krdLrUHRLv3g1s3lJZpEjqwAfAgCN2AIBsQd2urdzOLvTbYdEbNqo7dbSoWkXh6qqNjEy8fSdmx87YHTvUnTvZ/TBBKBRZXSmQfRHsAADZhWUDX4sqlaOWLov87bfQ74brG+X29qq6dVz37laWLJm15QHZH8EOAJCNyO3sbL8bZvvdMF1MjOZtkFxtJXd2zuqigE8GwQ4AkB3JrKzM8nhmdRXAJ8bkwW7DDr+VG3YGBgXnze0xuHenmlXLCyEiIqOmzF168eqt+IQErxJFxg7p4+7mmontAAAAnyHT3hW70+/ob6s2jRnce8+6hS0a1p4+f3lUdIwQYtzU+a9ev104/ft1i362trIaMGqyVqvNxHYAAIDPkGmD3W+rNw/p26VGlXLuOVy6tG22b/0ia7XV68Cg42cvjh7Su0jBvHly5Rw7tM8T/5cXrt7MrHaTfiIAAIBsy4SnYgODgp8HvBZCtO4x1P/lq0L5PEcO6ulVosjt+4/MzZVFCuTVd7O1sc6fJ9eNOw+jY2Izpb1yOS/TfSgAAIBsy4TB7nVgsBBih9+RGT9852hvt3jVxv4jftq7bmFoWISdjY1MJjP0dLS3DQkNc7S3zZR2w2hMTMzbt28No4kJ8c+ePTPRhzWIior6CGvBp4VvheSxi5FafHy8QqEwM+Mmxc+aKX4cwsPD05lq8i9c3y5t8nl6CCGG9e+268Dxk+cuCSGShbF39Pkss9r1rKys8uTJYxhVnr+efNRE/P39PT25jQv/h2+F5LGLkVpwcLBKpVKr1VldCLKSKX4c7Ozs0plqwmvsXJ0dhRA21u++02ZmCldnx7fBoU4O9mHhEbpkb4wJDg13crDPrHbTfSIAAIDszLTBzsXJ4frt+/rR+PiEV2/eeuTMUaJowYTEpDsP/tK3h4ZHPH72okypopnVbrpPBAAAkJ2ZMNjJ5fKOrZssXrnp3KXrrwODpsxdamWpqlWtvKuzY90alX+csej+o6fPngeMmTy3eOH8ZUsXz6x2030iAACA7EyW/FRmptNqtfOX/7F975GIqKjSxYuMH9Yvf55cQoio6Jhp85advXgtKUlTtnTxsUP7uDg5ZGJ7mlZv2tWlbTPTfVg9LrVBanwrJI9djNS4xg7CND8O6ecZ0wa7bIVgh6zCt0Ly2MVIjWAHkRXBzrQPKAYAAMBHQ7ADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEgEwQ4AAEAiCHYAAAASQbADAACQCIIdAACARBDsAAAAJIJgBwAAIBEEOwAAAIkg2AEAAEiEWVYX8PHExcUFBQVJYy34tPCtkDx2MVKLjo6Oi4uLjY3N6kKQlUzx4xATE5PO1M8o2JmZmVlZWZl6LRERER9hLfi08K2QPHYxUktMTDQ3N7e0tMzqQpCVTPHjoFQq05lKsPsk14JPC98KyWMXI7XY2FiVSsUX4zNnih+H9IMd19gBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARBDsAAACJINgBAABIBMEOAABAIgh2AAAAEkGwAwAAkAiCHQAAgEQQ7AAAACSCYAcAACARZh9nNTv9jo6bNn/upFG1q1cSQkRERk2Zu/Ti1VvxCQleJYqMHdLH3c01E9sBAAA+Qx/jiF1waNjs39ZYWJgbWsZNnf/q9duF079ft+hnayurAaMma7XaTGwHAAD4DH2MYDd59pLG9WpYW1npR18HBh0/e3H0kN5FCubNkyvn2KF9nvi/vHD1Zma1f4RPBAAAkA2ZPNgdPvnnnQePB/bsYGi5ff+RubmySIG8+lFbG+v8eXLduPMws9pN/YkAAACyJ9NeYxcRGTVlzpLJYwZbqlSGxtCwCDsbG5lMZmhxtLcNCQ1ztLfNlHbDqE6nS35mVqfVajSaTP+MKeh0uo+wFnxa+FZIHrsYqWm1Wu1H+XcH2ZkpfhzSv+rMtMHu519XVK1Ypkp5rxTtycKYoUWWie168fHxYWH/5DyNJunt27cZKf9DxMbGfoS14NPCt0Ly2MVILSYmJjY2Njo6OqsLQVYyxY9DTExMOlNNGOzOXbp+5vyVHavmp2h3crAPC4/Q6XSGEBYcGl7ZwT6z2g0rUqlUbm5uhlEzpXnyURNJSEj4CGvBp4VvheSxi5FacHCwSqVSq9VZXQiykil+HKytrdOZasJgt33f4cio6CYdv9aPhkdGjZkyt0p5r9GDeyckJt158FeJIgWFEKHhEY+fvShTqmhuj5yZ0m66TwQAAJCdmTDYjR3Sd1j/bobRNr2+HdKns88XFR3sbOvWqPzjjEU/jRyksjCfNn958cL5y5YuLpPJMqXddJ8IAAAgOzNhsLOztbYT/xwtlMvk9rY2Dna2QoiJIwdOm7es/4iJSUmasqWLz5syRn86NbPaAQAAPkMf6c0TQojjO1YYhq3VVpNGf5O6T2a1AwAAfIZ4VywAAIBEEOwAAAAkgmAHAAAgEQQ7AAAAiSDYAQAASATBDgAAQCIIdgAAABJBsAMAAJAIgh0AAIBEEOwAAAAkgmAHAAAgEQQ7AAAAiSDYAQAASATBDgAAQCIIdgAAABJBsAMAAJAIgh0AAIBEEOwAAAAkgmAHAAAgEQQ7AAAAiSDYAQAASATBDgAAQCIIdgAAABJBsAMAAJAIgh0AAIBEEOwAAAAkgmAHAAAgEQQ7AAAAiSDYAQAASATBDgAAQCIIdgAAABJBsAMAAJAIgh0AAIBEEOwAAAAkgmAHAAAgEQQ7AAAAiSDYAQAASIRZOtMq+nb41/mTNElXDm/OvHoAAADwgdILdjWrljcM33v05EXA6xJFCro6O2q02oBXgff/elqscH6vEkVMXyQAAAD+XXrB7pcJw/QDB4+fffTE/+CmpS5ODoapT/1ffjN2atUK3qYtEAAAAMYx6hq7RSs39u/WLnmqE0Lk9fTo9GXTBcv/ME1hAAAAyBijgt2zFwF2Ntap2+3tbJ48e5nZJQEAAOBDGBXsHOxst/sdSdGo0+kOnThnZ5tG4AMAAMDHl941dgatm9RbtHLjg7+eVSxT0sHeTggRHBJ6/srNx89e9OzYysQVAgAAwChGBbv+3dqpVBZrN+9et3WvodHBzrZv17Zfd2tnstoAAACQAUYFO5lM1qNDy+7tW7wODAoKCdPpdI72du5urnK5zNT1AQAAwEgZePNEQmJScGh4YFBwbg+3XO45dDqt6coCAABARhl1xE4IsWrjzkUrN0bHxAoh1i2a7mBn++vvGwKDQ34c/rVCoTBlhQAAADCKUUfstuw5NGPhyoplSo0f1s/QmNfTfc/BE6s37TZZbQAAAMgAo4Ld+m372jb3nTdldLMGtQ2NzXx9undosXXvIZPVBgAAgAww7gHFz1/Wq1kldXsF75IvX73J7JIAAADwIYwKdmq1VXx8Yur2qOgYlYVFZpcEAACAD2FUsCucP+/KjTvi4xOSN4ZHRC1aubF08cKmKQwAAAAZY9RdsX26fNlr6IRW3YfUqFJOCLFl98FNO/cfOXU+Lj5+/LD+Jq4QAAAARjHqiF0F75JLZkxQW1mu3bJHCLF935Gd+4/l8/RYOvPHMqWKmrhCAAAAGMWoI3ZarbZSudKbls0MCQ0PDA4RQrjncLG1sTZxbQAAAMgAo4Jd3S97NaxTvalvraIF8zk62Jm6JgAAAHwAo4JdzhwuazbvXr1pV8F8nk3r12xUt4abq7OpKwMAAECGGBXs1i2a/urN2wPHzhw4dmb2b2vmLFlb3qtEU99a9WpWsVZbmbpEAAAAGMOomyeEEDlzuHRr32L9b78c2PjbkL6dY2Ljxk9fUKtFt+9+mGHS+gAAAGAkY4Odgbuba48OLTcs+WXOpJEuzo4Hjp0xRVkAAADIKKNOxRpotdrLN+4cOn72yKnzgUEhdrbWXzapZ6LKAAAAkCFGBTuNRnPh6q2Dx88ePX0+JDRcpbKoVbVCo7rVq1cqZ2amMHWJAAAAMIZRwa5mi27hEVEKhaJKea/GdWvUqVHJUqUydWUAAADIEKOCXYE8uRvWre7rU83BztbUBQEAAODDGHXzhEar9XBzJdUBAABkZ0YFu9eBQU/8X5q6FAAAAPwXRgW7sUP7bN1z6Oip80lJGlMXBAAAgA9j1DV2KzfsVCgUg8dNUyrNHOxszRT/dyfsgU1LTFMbAAAAMsCoYKfTaR3tbSuVK23qagAAAPDBjAp2qxdMNXUdAAAA+I8y8Eqx+ITEW/ceHTn1Z2h4hBBCo+F6OwAAgGzE2FeKrdq4c9HKjdExsUKIdYumO9jZ/vr7hsDgkB+Hf61Q8PIJAACArGfUEbstew7NWLiyYplS44f1MzTm9XTfc/DE6k27TVYbAAAAMsCoYLd+2762zX3nTRndrEFtQ2MzX5/uHVps3XvIZLUBAAAgA4wKds+ev6xXs0rq9greJV++epPZJQEAAOBDGHWNnVptFR+fmLo9KjpGZWGR2SXB9DSaxAcPNK9eCZlc4eGhLFRQyGRZXRMAAPivjAp2hfPnXblxR+VypZP/8x8eEbVo5cbSxQubrDZkPm1ISOT8BdFbt2nDwxXOzkKr1QQHK1xd1e3b2fTrK7O2zuoCAQDAhzMq2PXp8mWvoRNadR9So0o5IcSW3Qc37dx/5NT5uPj48cP6m7hCZJr406eD+/Y3K1jQYcYvqhrVZSqVEEIXFRV75Gjkgl+j129wWr7M3Nsrq8sEAAAfyKhr7Cp4l1wyY4LaynLtlj1CiO37juzcfyyfp8fSmT+WKVXUxBUic8SfPh3UpZvNN4Ncd263rF9Pn+qEEDJra6vmzXIc8LP6svXbNm0Tb97M2joBAMAHM/Y5dpXKld60bGZIaHhgcIgQwj2Hi60Np+0+Gdrg4OC+/W1HjrDp2yftHnK53ehRIikpqFcftxPHDLEPAAB8Qox980RcXPzb4FBHB7uiBfPly+1x7PSFVRt3vgjglthPQ8T8X80KFTKkOs3boLCx4974Ngxs1Dh88hRtRIS+3W70KJmFRdTvK7KuUgAA8OGMCnZP/F/6tu+7a/8xIYRGo+k6aOy4afNnLFzZpte3dx8+NnGF+M80mpht22y+fnc1pDYoKLC+b9TKVYm3biVcvxG5cFFg0+a6mBghhDAzs+nTO2bz5qysFgAAfCijgt28pWudHOzr+1QVQvgdOX37/qNx3/bdt35RwXyey9ZuNXGF+K8S79/XhYeralTXj4ZP/1kTGJi8Q9KjR5HzF+iHVXVqJz54qHkb9LGrBAAA/5lRwe7Kzbu9OrbK7e4mhDh88s+C+TzbNW+Q292tQ8uGN+48MHGF+K80r1/LXVwMl83Fn7+Quk/8hXeNCjc3mbm5JiDg49UHAAAyiVE3T0RGRTs7OQghtFrtxWu3vmxST9/uYG8XHBpmwuqQKWRyodX+M6ZIK83LFe8GdDqh1crk2e95xTrdJ/cU5aTHj2P37ku4elX2MiDIxdnM01NVr56qRnWhUPz7zAAAZJxRR+ycHOz190mcv3IzIjKqWqUy+vbXgUH2tjYmrA6ZQeHurgkO1kVH60ctvvgidR9V9XeNSS9e6jQahYfHx6vv/bTh4ZG/Lgxs1iKgaLEXuTwDipd8+2XbqOW/62Jjs7q0f6ENDQ0ZPOS1T524EyeUJUqIRg0svvhCGxUVMmDgm3r148+dy+oCAQDSZNQRu6oVvOcvW+f/8pXf4VO53d3Ke5UQQoSEhq/dsqdMqWImrhD/lbJwIYWzc9zRo5ZNmwohbEcMjzt6LOnpU0MHc28v63599cNxhw4pS5SQOzpmSanJxWzZGjZ+gsLTU926pdJrrNzOThsSknDpUtSq1ZELfnWY8bOqTp2srjFtSc/8g77qqHDLkePAfmXRIkKIMH9/G09PIYQuOjpy4aKgrzrZ/zRR3aljVlcKAJAao4LdwJ5fPXriv3zdNgc72wXTxsrlciHE1HnLAl4HTh072MQV4j+TydTt2kbM/9WycWMhl8ttbHIc8ItcuizhwgWhUFhUr27dvZvM3FwIoYuPj/xtieH+2SwUOX9BxNx5DtOmWLVunfwMrEWVyjb9+0WtWBncq4/9lMnqDu2zsMg0aSOjgrp2NS/j7TBntsws5d8vmVptO/w78zLewb37KtxzqmrXzpIiAQBSZVSwc3FyWLdoelR0jMrCwszs3eVB3do3H/VNTycHe1OWh8xh3b9f9IaN4b/MsBs5Qgghs7a2HTokdbewsePkaqssP5IU67c/Ys5clw1/mFeokMZkMzPr3r0UuXOH9P9aWbBA2n2yTuTcuTKVpcOsmYZUl/T0qTh9JqFEcWXJkjKlUgihqlvXdtTI0BGj3E6f5FnQAIBMZOybJ4QQkVHR56/cCA2LkMlkTo72JYsWItV9KuQ2Nk6/L3v7ZVuRlGQ3coRIdSRJFx8fNnZcrN9+1907Ux9n+ph0CQlhP/xoN2qkIbFp3gbF7t6tefnSLG9eyxYt5DbWQgjLBr7WPXuEjZ/gum9v9rmpQhcVFbVipfOqFe+OgMbFhX47LGbnLrkQgUKY5cvnOH+ueZkyQgjrnj2iV6+J2bxF3blTVlcNAJAOo/4Jj4iMGj15zslzl5M3yuWyBrWr/zC8vyWHHD4F5t7eLtu2BvfqHXvwkE2f3qo6tRVubkKIJP/ncYcPRy7+Ta62ct290yx//qytM+7AAZGUpO7WVT8af+pUcO++2shI/WjErFnOa1YrS5YUQth8Myhq1er4i5csKmaXg3Zxx4/LHRwsqlXTj4ZP/Clm5y7D1KQnT4J79s5x5JDcwUFmZmbVskXsgQMEOwBAJjIq2E2dt+zkucv1alapWaW8k5ODECI4OPTMxat+R05ZWaomfJf1l2TBGOalS7mdOBb1+4rIpUtDR4yUWVgIrVaXmKgsWdLm6/7qTh2z9lidXuzho5a+9fWnLLWRUSGDvjGkOiGEJvBtcP8BbsePCoVCbmurqlE97siR7BPsEu8/MC/jrT+CqIuJif5jfYoOmjdvYvfsUXfuLIQwL1smesPGLKgSACBdRv1DfuLspU5fNhk5qGfyxuYNa3t65Ny4Yz/B7hMis7S0GfC1zYCvNYFvNQEBMoVc4e4ud3LK6rr+ofF/Zt6ihX44/ty51O/ASHr8OOHmLXNvLyGEskiRxL+y0UvttGFhcvt31ydogoJ1iYmp+yQFvNIPyB0dtaGhH684AMBnwKjn2CUkJlYsUyp1e3nvEnEJCZldEj4GhauLubeXslSpbJXqhBDamFi52ko/rIuISLvP3+0ytVoXE/2RKjOC3MHBkNUULs76K+1SMPv7GYHa4GC5g8PHKw4A8BkwKtiVKFzg6fM03jHl/+J18UJZfEkWJEbh4qx5/UY/rCxSOI0ecrmhXfP6tcLF5aPV9q+URYokXLkqdDohhMzSMvX1cwp3d8umTfTDCZevKIvxGEgAQGYy6lTsqG96fTvh59webrWqVtA/7kSr1Z2/cmP15l0/f/+tiSvMNJGRkc+ec7RWBwAAIABJREFUPTP1WqKioj7CWiRMlj9/7OEjIfr0Y2srr19PdvBQ8g669u1exMWJZ8+EEPKjR3Xt20dknw2eP58iPNx/8xZdpYpCCNG5kzzglczPTz9RlzdPwvffPw8LE2FhIilJsXmztksXvi0fIjJSduas7N49ERIi1Gpdrly6alVF3rxZWBF/8ZFafHy8QqEwywbXLiMLmeLHITw8PJ2pMp1O975pTTsPfNdJiJjYuDdvg82VShdnR7lMFhQSFhsXl8PFyc3Vee3CaZlbsYms3rSrS9tmpl6Lv7+/p6enqdciYYkPHgbWq+966KCycCEhhC4mJmLmrOh1f2gjI+WOjta9e9l83V9/k0f82bNBnbrkvPCn3Nk5q6v+R/i06XGHj7ju2WV4QJ3mxYuA06dzFC+hLF7McHtK5K8Lo1avcTt5XGZhkXXFfnp0cXERc+dFLV2mcHWxqFxZ7uKii4lJvHMn/uIlVY3qdhPGKwsVypLC+IuP1IKDg1UqlVqtzupCkJVM8eOQfp5J738SDnb/vAfW3s7G3e2fc17OTvZCCK1Wl5DW5eHAB1MWLmTZrGnY6NHOGzfIzMxkVlZ234+z+36cNjxcbmdn6KaLjg4b9711zx7ZKtUJIWwHDYw7dChk8FDHBfP09/YqcuXSVa1qnuwvduz+AxEzZjqtXEGqyxBtUFBQ1+66mGinZUtVtWomn6QJCAif/nNgk2ZOCxdk23fNAcBHkF6wW71g6kerAzCw/2liYOOmoYO+cZgz2xB9kqc6bURESN9+MktL22HZ7koAmVrttHJlUMdOb1u3cZgySf/IPQNtZGTkvPlRy5bbT5uqqlkjq4r8FOni44N69JLb2jhtXC+ztk4xVeHu7jh3TtSq1cF9+rls3aK/aRoAPkMZOPcfFhF54/aDwOAQuUyWw8XJu2RRtZWl6SrDZ0tub++8/o/g7t0DGzW2Gz1K5eMjFO9eZKdLTIzduy9i+nR5DjfnVSuz5/u4zHLnct2zK/ynSYGNmyq9vCyqVZWZm0coFIl37sYfP6bIk9dl04bs9ia07C/ytyXakBDndWsNqU4XE5P09Knc2Vnh6qpvse7aRePvHzp0aI7DhwzfGQD4rBgV7LRa3azFq9Zt3ZOUpDE0WqpU/bu1696hhclqw+fLzDO3666dkQsXBQ8YJDM3Ny9dSm5npwkJTbx2TSiVNgMHWPforj/RmT3JbW0dfvnZZtCgWD+/hKvXZC+eJzg5m+XL57R8mUWVKkJu1N3oMNDFxUUtXOQwZ7b+hXIiKSl8+s9RS5fpnxRoUaWKw4yfzfLmFULYDvs2Ztu2mD17rZqb/IJaAMiGjAp2qzbuXLVxZ53qlWtWLe/i5KDV6gKDgg+f/HPW4lVOjnbNfH1MXSU+QzK12nb4dzbfDIo/fTrx4SNtSIh5GW/bAf3Nq1TJDm/IMIaZZ26bvn2E+B979xnfVnU/DPxoT0u2LG873nuPxM6ws/cOCVD2KqWsAoVCWwpd9P+0ZRY6oC2lFAiEQELi7O04y3Ecr8Qz3tuWta0tPS9uoiiSYmxLule6+n0/eaF7fHPP0dGV9NOZqKenRwwj612grTiNWCzO8mXYoeKdd5V/+7v1r7pz5yQPPxK6fx+Fw6FwuZyNmzT7ILADAPipKX1B7j5w7IE7N7z01MO2iVvXr/jNm3//bGc5BHbAcygsFnvpUhgO7+cMjY2sokKsd9Wi1Sr/8aH9Ca1tmn37uFu3IoRYxXPkv/sdAaUEwAfpL13SHD5ibGszK5RUkYiRlclZvYqo2eXALabUJdQ3MFw2t8gxfcmCOR3dfe4uEgAA3MIskVinP5uGhy1areM5xs4u7AEtRGwak+BWNgB8lKGpaXTLHaN33m1sa2NkZ3PWrmEkJ+lOVw4vWyF54knT8DDRBQQzNKUWOxqNptXqHNONRhMNRgsBADyMKhAYbsRtVJEI0WjIZLI/58YUCrNCQRUI8CweAD5He+yY5IknuZs3BX/0od2iUcaODtlrr4+sWSf+7FPYHccXTSksS0+O/3THHoPBaJuo0xu+3H0gMzXJMwUDAIDr6ImJhoYG7DE1IIC7bq3dCdSgIM7q1dhjfX0DIxk+lwC4LUNDg+RHPxb+6tWgP/3RcSlQekKC+NP/clatHLv/QdPIKCElBK6YUovdY/fd8dQrb6y998nSkoJQcTCyWIZGxirOXxobl3745uueLiIAwM+xly4Z/+mL+tpaZl4eQijw//5gGh7Wnb+A/ZUqFov+8h4tNAQhhMxmzXff8e6/n8DSAuDVLJbxl17m3fMD/gM33iZms6G52TQ4SE9MxGaXIyo18Le/MbRfk7/xB9F77xBXVjATUwrsSksK3/3dy+9+9L8d3x2yJiYnxP76pSdLCmEhUACAZ1GDgnh33yX//RshO75CVCpVKAzZ+bWu6qKhpYUmFrNKS68vg4KQevuXpnEp785txBYYAK+lPXHC1NMj2PEldmjs7Bx/+ll9bS12yFm5Iuidt6lCIaLRAn/z6+EVK4Uv/ZQWHU1cecG0TXXZiCWlxUtKi0fGxkfGxikUFB4qDg4K9GjJAADASvDiiyOr18h++7vA119DFAqiUFjFc1jFc2zP0VdXy17/ddBbbzpuTQEAwGgOHOSsWomNQ7Xo9ZIf/sjQ1HTzr4cOo5deDv7oHwghRloqMytTc+gw/9FHCCsumL7pTX0IFYuy0pIyU5MgqgMA4IkWIhZ/8vHErt2SH/3YyXw9o1H1n09G7/qB4NlnYAU7ACZhaG5hFhRgj3WVlbZRHUazb5+p7/p6F8zCQkNzM67lAy7zjYVeAQCAkZUVtm/v+Is/G5pfylmxnDVvHi08zCxXGJqaNPv2WfQG0V/e46xdQ3QxAfBqZqmUGhSEPTb19zs9x9g/gHW/UkUiQ2MjfoUD7gCBHQDAZ9Cio0O+/EJ3oUqzd6/6qx3m0REKj0dPTAp4/nnuhvXeuXcwAF6FGhRklsmwx7SICKfn0CIjsQfm8XGqSIRTyYCbQGAHAPAxjqPrAABTxEhN0dfU8O69ByHEKi1lpKYYWlptT+CsXEGPuT5bQl9zmbsZdoT3MbC8MAAAAOAvOKtWag4eMitVCCEKixX80YeMrCzrX9mLFwW99Sb22NDapm9oYK9YQUxBwUxBix0AAADgL9hLltCiohRvvR3469cQQvSkpLD95frGK6bBQXp8PCM15fp5ZrP817/mbtpInxVDZHHB9EFgBwAAAPgNKjXoT38cvWMrIzWF94O7EUKIRmPm5qDcnJvnWCzy3/3e0NwSehBWJ/Y90BULAAAA+BFmXq7orx/IfvWa7JevmqVSu78au3vGHn50Yvdu8X//Q7uxBTPwIdBiBwAAAPgXzqqVobu/lf78l4PFc9mLFzNzsqlCoWlsTF9VpTt7jr10Sej+fbebMwu8HAR2AAAAgN9hZGWF7tmtO39Bc+iw7vwF8/g4NSSEmZ8vfPWXjIwMoksHZg4COwAA8DNmM6LCOByAEIXCmlvCmltCdDmAO0FgBwAA5GdobVN//rn2xElTX59Fr6eFiJmz53A3b+KsWokoFKJLBwBwG/jRBgAAZGYxGmWvvT6yfIWpr0/wk2dDvv0m7NjRoLfepEVGSl98aWTdBmN3N9FlBAC4DbTYAQAAaVkMBskDDxp7ekPL9zCys63pjNQU9pIlgud/IvvVayNr14d8/RUjPZ3AcgIA3AVa7AAAgLTkr71u7Ou3i+qsqEKh6C/vcTdvGnvoEbNCgX/xAABuB4EdAACQk6GxUf3F9uB/fkgNCrqe0tCg/Mv78jf+oCkvR2Yzlhj4+ms0UZDyg78SV1IAgNtAVywAAJCT6j+fcDasZ6SlYYeKd95VvPmW9a/MvLyQHV9SeDxEpwteenH8yacFL71IYTAIKiwAwD2gxQ4AAMhJe/w4Z/167LHu3HnbqA4hpK+tlf3uDewxq6wMUSj6qiq8iwgAcDcI7AAAgIQsGo1pZJSRkowdasrLHc/RfPcd9oBCp9MTE41dMD0WAJ8HgR0AAJCQZWICIUThcrFDs1LpeI5ZrbaOtKNwudh/AQD4NAjsAACAhKhBQRQ63TQ0jB0yUlMdz2Gkplq3oDANDVFhx3cAfB8EdgAAQEZUKiM/X1dZiR3xHniAHhtrd4rw1V9iD0xDQ8aODmZBAa4lBAB4AAR2AABATtwN69WffW4xGBBC1AC++MvtnNWrKEwmolAYqSnB//mYvbAMO1P18X+YBQX0mGhCywsAcANY7gQAAMiJd+89yg8/Ur77nuClFxFC9Fkxwf/6JzIaLQYDhcOxnmZobFT9+2Pxp58QVlAAgPtAYAcAAOREYbGC//bB6La7qCIR/9FHrqfS6RT6zU9+w9WrYw89wn/oQdb8+cSUEgDgVtAVCwAApMUsLAz+978Uf35T8vAjhqtXbf9klkoVb78zsmETZ91a4S9+TlQJAQDuBS12AABAZuzFi0KPHFb88Y/Dq9bQo6PpyckUJsM0OKSvr2ekpAR/9A/2kiVElxEA4DYQ2AEAAMnRY6JFH7wf+Lvfak9VmHp6LDodq7Q06M0/M9KcrIECAPBpENgBAIBfoAYFcTdtJLoUAADPgjF2AAAAAAAkAYEdAAAAAABJQGAHAAAAAEASENgBAAAAAJAEBHYAAAAAACQBgR0AAAAAAElAYAcAAAAAQBIQ2AEAAAAAkAQEdgAAAAAAJAGBHQAAAAAASUBgBwAAAABAEhDYAQAAAACQBAR2AAAAAAAkAYEdAAAAAABJQGAHAAAAAEASENgBAAAAAJAEBHYAAAAAACQBgR0AAAAAAElAYAcAAAAAQBIQ2AEAAAAAkAQEdgAAAAAAJAGBHQAAAAAASUBgBwAAAABAEhDYAQAAAACQBAR2AAAAAAAkAYEdAAAAAABJQGAHAAAAAEASENgBAAAAAJAEnegCAACAL7NYTKOjlPZ2I6LQwsMoTCbRBQIA+DUI7AAAYCZMI6PKv/1ds2+faWCAgtAQQhQOh11Wyn/8cVZJMdGlAwD4KeiKBQCAaZvYtXto/gJDY2Pga69GXK4xnzsT1dYi/uJzWmTk2A/uGf/JcxatlugyAgD8EQR2AAAwPapP/yd98aWgP/6/kJ07OOvX00JDEEIULpc1Z3bg738XduKYobFx7L4HLAYD0SUFAPgdCOwAAGAa9JcuyV//dfA/P+Ju2ez0BHpcXMi335iGh+Vv/AHnsgEAAAR23qi8vJzoIpATVKyH+FXFyn73Bu+B+9lLFmOHpoEB+W9+S3nhp+PPvaA9eQpLpAqFovffU3/yX2Nnpyt5+VXF4gkqFpAYBHbgpvLyckI+74jKFzf19fVQsZ6A/xM0tLbpa2rOp6Zi+errG4YWLlZ+9E/KufMTX389du99ij/9GTuTmZfHWjBfveNrF3Mk6s7BP1Ocs/aStwZRxcCznv3qHvaG+woCOy/lDTcHzvB5yv5TsdZnChXrRrqKClVcnFEQgBAqLy+XPv+8ZWLC9gTFe38xNDRgjzkrV+hOnnQ9U//5XsQ5U89lZ2hpVf33U+MHf9W+/4F6+5em/n5CijE5HPLF+VPodrn7GwjsvA6x7wQC8/U0qFgP8auKNfX360NDsccMmczQ3OJ4jvZUBfaAHh9v7B+YcV62z4uQZg+yvqAerVjd6dPDq9YML18xsfMbc0+PsaVF9fF/Bovnjt13v6Gp6XYlIWtV2+WFf3MsWT91JweBnVfD+V3nP/n62xOEinWXjvZ2C5WCPaaYzE7PsZhM1x/R6MhodGPu+De+kv4FdW92irfeHnvoEfbiRZG1NaF7v2P+6Y/8D94PO3Io/OwZWljYyNr1Ezt3uiUjF5Ggqr2Tlzw7COyAc/7wC5IQeHZ/4JwvsfCpWENgIHNcih0aREGGoCDH01hFhdgDY28vLSLC7WUg/UuJwT/gcDFH5fsfqD75b8jXXwlf/hlVJLL9E31WTNBbb4r+8q70Z69oDhy8XQFcyd0L3e4ZuVjVZpnM0NxiaGuzqNWuFIPEILDzLo63IAyQcguoWA/xn4rFclSlpvDb22laLULIQqH03vsDu9O4mzex5s/HHmuPn2DNn+dKdjP7q3uR7B72UMUaGhsVb74V/NGHzIKCm6lqtUWnsx5x1q0L/O1vpM+/YB4fd5qXX/2cnm6mFo1G+fd/DC9dPpCZPbxs+fCiJf3pmaObt0zs3InMt7Sd+8+H0u1AYOcDSPxuJ7ZtiZQVO8nFoWJdNxEbqxMHi0+cxA4V2dltL72oyMqyhIUx83IDf/ProHffwf5k7OrSHjzI3bLFQyXxUNMdUW9J72lmnlnFKt56m7ttK2tuCXaorTg9vHS5Zu58WV7B6NZt1tF1vHvvoaemKv/x4SS5z6zYU+dVVT3FM/V19UNli9Tbv+Q/9ED4+XPRXR1RndfCjh5hL14s+90bI+s3mAa+ZzCr90RdOIDADkyGxN/QxPLQE/zey0LFunpZCmVg8+awAwe5vb1YgjopseOZp+p+++vQfeX8xx6l0OkIIYvBIH3+Bc7qVcy8XE+Ux0nBSMonPoLMSqX2xEn+Qw9ih/raWslDDxuamxFCyGTSnTs/eufdpuFhhBCiUPgP3K/Zs8f9JfYyU6zAqYTR+kuXRu/Yyt2yOfz4Ud7999NjohGdTmEyGSnJAc8+E3HmNC0qamTdBtPgoDsKTgYQ2HkRotpa/Pm7gUwVS1TvJP6IrVhFbo6kdEHC+x/wbrP4sFmplDzymEkyHvjH/+eWHHHjDc29HuWhZ2FobKRwuYzMTOxQ8cc/2fbAIoTM4+PKv/4Ne8xaMN/Y23fwi+2eKMn38rmX2CyTSR59LODHTwh//gqi0x1PoPD5wf/4O7OwQPLY48hs9sL3Dv4gsAOE8ap3AnAvcr+4/VvvkCxYkPTnt6I/387p67OmmyUS1Sf/HV642KxQhOz8mioQEFhIH+Lrd4tpdIwaGoIo16dLG1paHc+xJtJCQhCNxlDIb3c1X68N91K+/wEtOkbwwvPYoUWtVvzl/bGHHpE8/oT68y8QNgOdSg16+21jb+/Ert2TXMp/KtZJ/AsIMZVOtHXr1uFTGDLxk4r1n+Y6nDl/mhTK4Ib18pyc8L3lqX/4fyY22yAUDL7+G9PoKD0+XvDTF3h33em0dcFDJSTBDeyFpl6xVB7XMqG5eSgUXO94tT1HeD3Kt2i1yGQysdjuKqcXctuHg9Go/mqH6J23sKDZLJePrF5j7O7B/qjZt29ib3nI5/9DNBo1gM9/9JHeDz5AP33BPVlPn0KlPlvTNCqR1bT0rVteVpCTQVRJoMXO33nt17PXFmyKvHbeIlSsu/KaiIvteOaphjf/1PnE40Nr1rRt3RJecTL81Anevfe4EtVBX5IddxXMc0+QHhtrGhoyy2TYIWfTJsdzuDcSDc3NZgbDEBToocJMwudeYn1jo0WjYS1ciB3K3/iDNarD6E6fVn32OfaYs3IFt/0a9dZOcHyUl5f3DY2+9a+dpy7UXW3v/nrPoQef+eXH23fhXxIMBHa+xMsnLnnDZWeGTBULcK5YE5erSkmRzS5SZGfT4+LwzBpn/vBRMDP0pCR6dLRm/wHsUPDUk+ylS21P4P/wMc6a1djjiT3lyrQ0C14NutPiba+FqX+AFhlJYTKxQ+ueLrasu/bR4+IoZjPjRniNJ4vF8vX+Cr3hltXI//bx9mtdvfgXBkFg5yW87e1EGv5QsV4blfp65XttxYIZ8HTF8h99RPHeX65vHEyniz/9RPz5Z4wnfsR54fnQfeWBv34dO83U16f45JOxZUuILa1HubHwFpMJ0WyiFIPByTk3NnfZf+gQolAoZgs+ZbMlU6hGJPYBpU5vOFdd54nsvhcEdn7Npz8+vJmPrhhn0WqN3d2G5hazVOrGy7qRj1asp7leWt96vriZerXwHrifGhg4/twL6MaGcuxFC+lP/pj9xI+sS95Y1GrJDx9X5OQo09I8UtxJ+eJLTAsPNw0OWauUWVTkeA5z9uzrDyQShJA+EO8+7vLyctNtdhfUO4tEcQCBnY/xxTeno6kvceTpkhCSl7vMuMyO/1Fz+MjYPfcOpGUMzVswvHTZQFbO0KLFinffs6hULhfT97ixYsHkSFNjFAZD/PG/9HV1Yw88aBoacjzB0NwysmETotF7H7wf/+Lhxr0vKDM3B1ksuqqL2GHga6/azTRnpKYEPP5D7LGg8YpmVoyZQ8CsFFFgAM9ZvnmZqfgXBkFg5w28/6PNvSWERhcrbyihWS4fu/c+6bPPMnJyQr7bHdXeGt3dGVF1PuDxxzX79g/OL9WdPWv3X7yh2JPz/hI65aPFxoGLNYNPxdKiosL27UUUytCCMulLP9PsP2BpajLW1U18u0vy+BMjK1cxC/KrH33YxGLhUBif4/Q1orBY3PXrlH/7O3ZIi44OPXyIu20bPS6OkZYW8KPHQ3bvorDZCKF9330XcuzYeEkJroW+gUqlblxuv3nguhULiZoY643jN8Hk3LW6AXyL2PHDijUrFKObt1BForDTp2khYms6LSqKd88PeHffpfz7P8buvT/4Xx/ZDQYnhA9VrG+ZesW6d2kV8r2gVLFY/Nn/dGfOTOz8Rv7b35qGhnVUKi06mr2wLPTAPkZGhtnrpzx72+o5gheeH1q0RP3VDt5ddyKE6DHRonffdjwt8ttdiEIdKyvFuXjWis1OjX9k26pTF+qHx6QxURFrl5fdewdh1QiBHcAV+T7KieKWmpQ+9zxVKBR/8bl13tktqNSAp56k8PnjTz0ddvQILTp6BoX0qi+JqYBbFLiINX8+a/58hJBEImGz2TwebwYXgfcOhhYVJXr3nfGnn0EIYbGdPbNZ/sc/iU5Xtr/80lTmGnuuYpPjopLjohBChL9w0BVLsJm9E3x0rLT3j5nz0YqdGd2ZM9pTFaK//fV6VGexTHy3Z/zpZ8YeekTx9jtm+fWV8fkPPsAsLpH/+S3sEFZZ8xCiehuhYj363z10KZ/I1104a9eI/vqB7NVfjd13v66yEt2YBmuZmNDs2ze8as3451+0v/C8JioK54J5bcVCYAdwQlSkBZwqLy9Xf/4F785ttIgILGX8J8+NP/nUxK7d2iNHFG+9PbxosXUMuOD5n2j27DEr/XEixXTBHTtF060oqFjSm+Ql5qxZHV5xkhYRIXnsh/1pGUNli4bmzhvIyJK9+ivOsqVNr7+miYvFs6hezrOB3cjY+Mu/fXvhpodKVt/z0LOvNjS1YekKpeqV37+z9I5HF6y//6lXfj8wNOLedF/hykcVzh9zvvWpSvqKdUshtacq2CtXYo81Bw5OfPOt7V9NI6OyX/wSe8zMzaUGBurOnfOh28C3fkiQvmKJ4j2l9Z6SfC/vfO/QIiKC/vyniPq6kB1fCl/+mfA3vwndtzfiUnVFRjohM2G9mWcDu2d/8X9DI2P/+PNrO/71VlhI8FMv/16j1SKEXv2/9weHRv/2x199/vc/8bncp155w2w2uzEdTA7/jxgf+lBzhQ89TapOZ5bJ6PFx2KH25CnksK6n9sRJZLEghBCFQk+IN/X3zyAjt9SJD1Wsb4GK9Wbw3nFEYTKZBQWctWs4K5YzMjMRdSYxDOkr1oOBnVyhiggTv/7Sk+nJCbOiIp57/D6pXHGtq29oZOzk2Ys/f+6HqUlxsdERv3z+8c6e/qrLDe5K99wzAjPjzW8AX+Se+jSbEUIU61hjowFR7E+xmM3I+kuJzkBGYhbbxI2v36g+VH4fKiqYCnhBvYoHAzuhgP/O715OiL0+k25kbJxKpYaHiq+0tDOZjNTEOCxdEMBPiI2uv9rmrnTPPSP3Imqcvk90NbpyBT+pWBeZORwzi2Xsu94IxywsdDyHmZ+PaDTssam3p3ZgAL/y2fCtip0B0j9BorirYn13ThXpby2oWKdwWu5ErlC99scPHrpro1gUKJUphAEBFMrN9gFRoGBcKhMFCtySbj3UaDTj4+PWQ6NB3z+jvqRpUavVOORihWde5eXl+fn50/ovly9fdkvWeD5N/HOcQcW6hSolhbpnDyU6CiGE5s9DOTmovv7mn1ksw0+euV4PPT2W3j5VcsrMMsL/5SM2X6JeUDTNpzzjt6eLFTvjfH2lYq00Gg2dTpe5sC09vHc8xKNP0O7inogKlErlJH/FI7Dr7Ol/+pU35hblPvej61upUBw6fbD4zF3pGDabHR4ebj2k0ei2hx5iNBqnksuBAwfckt3ly5dXr17tlktNBQ4V6GK+pK9Ydz1BhNB4SXHgN9+GvPQiNSAAIWT5arv6b3/XHD1mUSoZOdkBzz9PT70eycnfeXc4I90oCJhZRkTdNtN6Ed1YsYigF3Ra+boC53eHLd+q2PHxcTabferUKZzzdR3p3zserVi7i08xKpiWyRdH9Hhgd+FS/Yu/fvPHD991z5a1WEpwUKBMrrBYLNYgTCKVlwQFuivdmjWFQqHd6EhCCFGoVNtDD7HLFAfTys7FBmQ885pxvoRkimfFuou8sIB+4YLy1V+J3v8LolCQQCB85WXhKy/bnaY9fkLzzbeDP3txxhkdOHBgxit2+mLF+kS+ULE45EulUqkzGt1vBe8dD/Foxdo9BU9EBZPfV56dFVvT0PTC63/+v1efs0Z1CKHMtCS9wXi19Rp2KJUrOrr78rPT3JXu0Wfkhbyzs987SzUtXvgU3FskC4Ui+vBD7akK6Ss/t9xY89OO9uhRyY+fFL76y4mYGDdm7W288LWeGe9/It5fQqd8tNg4gJrxQh4M7HQ6/S//8N7929YnJ8QOj0qwfxqtNlQsWlZW8ps3/97S3tXdO/CLN97LSEkoyMlwV7rnnpG7kP6d4PYnOMULkr5i3e5gfV3Itzt1lWeGly2f2LXbolZf/4PFor98efyppyWPPS785S9OhoUSWkzfA3esh/hcxZ44cYLoIvgYn3uJvZAHA7vaxua+geG/frx92dbHrP+tqNP8AAAgAElEQVR27z+OEPrty0+nJMT++Ge/vf+pn7OYzL/84RdYd6q70v0Nbu8Ef3sv+UPFMpKTw44e5m7ZIv/9GwOZ2UPzFgwvXTaQkTV6xzaL0RR29DD/gfuJKptPV6w3g5njpAfvHQ/xiWrx4Bi74sKchlO7nP6Jz+P+/ufPei7dm/nEbeEK0j9BoniuYikcjuDZZwTPPG24etXY129RqWiRkcycbMqMNi93ypt3NIc7FnjIuXPnXL/IDN47uN3SPv3e8eaKdRFOy50ADIG3ha/ckTMGCxq5ikJhZGYyMjPtkqFiPcRDT/B7v65I/4KS/s4B8BJPzrOTJwBuSH+jk/7biCikf4JEgYq15cba8JWPAl8pJ5giH6pYCOzw40O3xSQmfxbkeI6EIH3Feuf3HAkqlihQdZPwzrvdvVfz3HP0wlvLC4s0CQjscILDbTFJFr51U86AR58gVCz+V4OK9dDFCalYPDMlqmI9WgbSvx2mhQStv54GgR2YNnL8GPVC/lCxpA8svCFfr+KJSoCKdYpM1eJVz8WrCjMVENjhwU9GDZP46xMq1vsvOwPeUxIfBRXoiKh3Dc75kualJ6piPQoCO48j/LYgvABu5FXPxasK4yKvei5eVRgXOX0uRP0Uwb9icR6GRfhvPDLduoTzknvYF0FgB2YC3l0e4icVS6YIw89523g+/+QNIwtJyUefOwR2nuU/X2Ckz5f0TxDnfAn/xCRrxeKfkZcgvGKJesvAt4yHLuu77yAI7DzIG24L8s1I94ZaRVCxHssRKtZD/K1XFGdeVRi38/P3js+BwI6E4M3gIVCxbgdVSkrwsnqIY8VCVbsFySoWAjtP8enbYrpwfrLW7EhfyVCxHuInFes/ryOxFetXDVr+8N7x9TcOBHYe4SW3BemHSREFKtaNbJ8sVKyH4Fmx/lbJfhKsk/5lJdMTpBNdAOARhI8j9s58jUYTnU7DP19vzsgb8i3/vn3r3ZsXPhl5CT8JO/CH5017uwIQmDuJkaBiKRaLhegy4OTTHXseuHODp3Pp6empr6/3dC5gWoxG0/FztVV1zWqNVsDnLijKml+YSaVCczUAAAA3s4v4e3p6Zs2a5d4sJo9noMXOzSCq80LfHqq8fLUde6xQTew/WaXR6leUFhJbKgAAAMDtoNECkNzAiMQa1VmdvFCnVGsIKQ8AAADgORDYAZIbGh13TLRYLCNjUvwLAwAAAHgUBHaA5FhMhvN0FhPnkgAAAACeBoEdILnEWZE8LtsuMThQEBkqIqQ8AAAAgOdAYAdIjs1i3rlmIZNxc54Qj8O+e/0imBULAACAfGBWLCC/lPjonz62ra7pmkyhDg4S5GckctgsogsFAAAAuB8EdsAvCPjc0tnZRJcCAAAA8CzojQIAAAAAIAkI7AAAAAAASAK6YgFCCKkntGdrroxIZDwuOyctISEmgugSAQAAAGDaILADaEQi+8cX5RqtDju8UNu8bH7B0nn5xJYK+CKLBdVcaWvp6NVodVHh4tLZ2TyO/VozAAAAPAcCO4C+OXjaGtVhjp6pSU+cFRkWTFSRgI/avvd4Q0sn9ri9e6C6ofXp+zcGCvjElgoAAPwHjLHzdxNaXc/AiGN6c0cv/oUBPq2hpdMa1WHUE9rvjp4lqjweMqHRXesZ7O4f0RuMRJcFAADsQYudvzMaTU7Tu/uH3/tkl0yhCg4SzC/IzMtIpFAoOJcNuNHwmPTUhfqRcRmPw87LSMxLd/8L2t494CSxa8BisZDm5jl9seHImRqDwYgQ4nHY65fOzU1PILpQAABwEwR2/i6AxxEG8ORKtW2iBaHWzj7scf/Q2I79p5RqTdkcWAfOV3X1Df17x0Gj6XoQ39rZ19U3vHnFfPfmYjabkQWhW0M4s8UhCS8Dw5KWzj6tThcVJs5OjXc9uGxs7dp/ssp6qNZovzlYERwUEB0e4uKVAQDAXaArFldGo2lgWDI0Om4ymYkuy3UUCmXTcvsveMcvwMOV1WqNFp8iAfeyWCzfHDxtjeowVXXNXX1D7s0oNirM8daJjQojpLXu+Lna9z/dffh0dUVVw/a9J/76vz06vcHFa1ZWN9qlGIyms5euunhZAABwI2ixw09NY9u+kxcmNDqEkIDP3bBsbmZyHD5Zm0zmYYlUq9OHiYMcZymmJcY8dteaE+dqh8bGeRx2mDjIbqQUdoXBEUlSbBQ+BQZupFRPjEkVjukdPYNx0eFuzKgwK7nmSntn76A1hcGgb1ha4sYspqizd/BI5SXblP7hsf0nLmxeucCVy8oUKieJt7Z2AwAAsSCww0l7d//XByqshwrVxFflJ5+4Zz0OM087e4d2HqwYlykRQjQadUFR9srSQrtuqcRZEYmzrq9d19ja5RjYIYQYdIaniwp8GoVCefiOFacvNlxt79Hp9VHhIUvn5QcHBlQ3tPYMjFCplKTYqMzkWBzG2zW0djkm1rd0uhjYCfhcuUMYJwzgunJNAABwLwjscHLqQoNdisFoqrjYcPe6RR7NV65Uf/bdUayZECFkMplPXajjc9kLirJu91/iY8LZLKZWp7emWBAS8rlR4bD6iU8S8HniIIFjo11CbKTb82Iw6Evm5S+5sQiiwWj6xxflvYOj2Ni7C7XNGcmx921c6unYTqdz0uuq0+tdnMYxvyjry70n7BLn5mfM+IJeSG8wXGpsH5VI+VxOVmp8aHAg0SUCAEwPjLHDiVSunGKie1U3tFqjOquKqvpJ/guPw960Yj6NdvPeYNBp29aU0Wk0jxQReN4dq+1fvuK8tLioME/ne+xsTe/gKEI3h21ebeu+WN/i6XzDxEHOEkUuBpS5aQnLFxQy6Ndrks1ibltdNisy1JVrepVxmfLtf3+z5+jZc5ebjpypef+/u3F4sbxQ7+BoZXXj+dqmEYmM6LIAMG3QYocTPo8tkdk3mQTwPN6J43RUkFKtMZpMkwRquWkJESGi6oZWqVwZHCQoyUuHNWZ9WlxU2DMPbqqoqh8alQbwOTmpCXkZia5f1mKx1DZdu1jfKpUrxUGC0tnZKfHRtic0tfc4/q8rbd1zctNcz30SxXlpVXXNdu+41Qtnu37lJXPz5uSmDgxLqFRKdHgIm8V0/Zre4+sDFbZ9zUaTac+xcwmzIoIDBQSWCk8WC/qq/ERdcwd2SKNRFxXnLptfQGypAJgWCOxwUpKX0d1vvw5wcZ5nv94QQgK+k9iRx2V/b/NbaHDgmkVzPFMoQIDQ4MCtq8vce80jlTUnztdij2UKVXv3wOaVC+bkpFpPMDhbJdFg9Pi6viwm47G7Vu87caGlo9doMocGB64oLbQLOmeMz+W461JeRTWhcZwobTSamtp7Jhm5QTKV1Q3WqA4hZDKZj529HB0ekpYYQ2CpAJgWCOxwkpeROCKRVVysxxY6odNpK0uLkuM8Psm0ICv5zKUrOp3Bdh2KeQWZns4XkN6YVGGN6qz2Hb+QkxpvbceKCgt2HG+Az6pvgQL+vRuXWiwWk8lMp8Mogu93u+Vg/GqDjZor7c4S2zwR2HX0DlbXtypU6uAg4fzCTBjOCNwFAjv8rCgtnJOb2t0/QqVSYqPCnLaluV1woOCudYu+PVipmtBgKXNyUheX5OKQNSC33kEnO9HpDYbBEUl8zPUZ1qsWzm7r6reNGIQBvEU43n4UCsUa1Wl1+lNV9T392PzcyHmFWQwI+BDqGxrrGRihUalx0eEcNstu22iEUHiIkwGLZDXhbLVOp4kuqqxu3HfiAvb4Ws9gTWPb/ZuXkbIlGOAPAjtcBQr4+A9WS0+c9dLjd/YMDGu0+qgwsSgwAOcC4K+ls+/EucsjEjmPy85JjV9UnMtgwK3uZlSq86lXtunBgYIn7ll36HR19/VwKmplWRGXzcKrjDdNaHXv/3e3TKHC5ue2dw80tnY9cc9620lC/sZiQTsPVNRcacMOaTRqSny03bDIpNio9MRYIkpHDHGQUKGasEsMEbm5LU2mUB2qqLZNMZpMX++veOWJuy3IYjAYOUS8R8hKq9OfPF/X0tmn1eljIkKWzS8gfeMofNv5BSaD7j9rC19p6/ps9zHssUarO36udmBE8sDm5aTZrnSK9AbDiEROpVJCgwOdDqns7h+5WN8iV6qDgwLm5mc4nUk6ifjoMAadZjeKjsdlR4aJbVPCQ0QPblkxg/K716GK6usTiW7cBX1DY5XVjQuLcwgsFbHOXGq0RnUIIZPJjA2na+7olUjlHBYrLyNx+YLC/uGx6oYWuVItDhKW5KcTNZHCYkE1V1ov1rfIlRPiIGHp7CxPtG8tm5//0ZeDtilsFtPtN8m1nkG7nWAQQqoJzYfby/uHJWazOThQsGrh7KyUOPfm64dMJvO/vjrQPzyGHcoUquaO3qfu2zDdjzvfAoEdIBWLBe05es4usflab0tHn18Nf66qaz5w6iK2GKHTbU7O1zZ9d+QsQsiCUHs3qm5ovW/jsmlVkYDPW7O4GLsIhk6jbV1V5p39m9e6BxwT27v7/Tmws43qrORK9U8f3WqdNV9V37LrUOWNP/ZeqG16YMtyQn4lHjhVdfri9dVAZQpVe3f/HatKi7JT3JtLfEzEfZuW7jt+QapQIYQiQ4M3Lp/nlm6W5mu9Jy/UjUhkfC475DYtRtfXBkJIIlN8/t2xh7auTIXOWddcqG2yRnUYg8G499i5x+5aQ1SRcACBHSAVhUrt2JOCEOodGvWfwK6lo3fX4TPWQ4Vq4svykz++d31kaPCNFPX+G+N7sAYsk8m882DFyz+6e1phWUleekRI8MX6FplCGRwknFcw7WY/3FiQxVmyfzXi2lFP2A+nQwipJ7QIISyqU6jUe4/d8jPJYDR9vb/iZ4/fhXMX9ohEZo3qrPYeO5eTlsB09yiLzOS4zOQ4hUpNp9PdNWygvrlj+42lrTVa3ei4fCr/61DFRQjsXNRzI1a21T3gZHwwmUBgB0jldsu4MPxpdeVTDgtQG42myouNd65diB129g07LkSintAODI/FTnPV4tio0NgoH1ihNz46AttV75bEGHduletzQkQChcp+h7SQYKH1cUfPkNHhPlGoJgZGJDEReExttrrNTB3j4Mi4h24/AZ/nrkuZzeY9x+y7EaZieEzm4l4pMzY8Jm3r6tfrDdERIclxUb47joXu7BcI6Rfbh8AOkAqPy46JCOl1+JWWmmDfXHe1rbu5o1er00eGBpfkp5NppVmZ3Mmq1OPym6v1ms1mp//xdukksHrh7LauPtvW3PAQUensbAKLRLil8/Kv9diPJ7OtE5PZyTKECCET7vfJ7Wfq+EDAIVWosHZQO1mp8RMTWplSJQ4S0qjUpmv2q3lz2ExCIqqT5+uOnq3BVuZCCCXOinzojhU+umZQclz0pUb7IQekn30MgR0gm21rFv7j870TNqs2rCwtiggV2Z6z61Bl1Y29khpaOs/XNj153wZ8FqDR6vRN13pkCpU4SJiWOMsTI9L4PI7UYccR2xaImAgnjRxMBsNu3gOZ8LjsZx/cfOJ8bVffMJ1OS5wVsbA41zuHA+ImPibi3o1Ly4+fx3abCA8RbVw+z3ZuhNP7hMGgR4SIHNOny2w2j0hkeoMxNDjwe39WJcRE2M/UsaAAPsc6umCKDEbT6ar66oZWuWoiODCgdHZ2UXaKp4On27UPxUaGWld+7uwddAzs8tLdsD2MUzq9QSJT8Lkcxw+9zt7BQ6dvmbF7rWfg4OnqdYuLZ5YXUY2OmNz0hCttXQ0tndYUYQBv/dIS9YR2cFRCp9MjQ4Pd3ptPOLI9H5KxWCxVdS1N7d1avSEyLHjhnBxhgNs6CMgqRCT86Q+3nb/cNDwm5XM5OWkJdp01zdd6q27dAVOuVO85eu6+TUs9Xbbu/pHPdh+1rikYHCh46I4VYpFw8v81XXMLMnr3nbJLtN3mRBwkWFySZ7e88NolxSwmw70l8So8LnvdkhKiSzFVFoulf1giV6qCAwXh7giknMpKictKiZMqVAw6jc/l2P01NDhwflHWmepG28S1i9xwn3T0Dn57sBLb841Opy0uyVsyN2+S84UBvNWLivcctZmpQ6dtXV023aF+3x05Y22/GR2Xf3uockKrWzjHsxNohAG8yNDggRGJbSKDTrNtN4qPiVhRWnj49CXblFVlbtgEz47JZD5QcfH85atYg1zirMjNK+fbRvO2G29Y1V5tn25gJ1eqD5y62NLRazAao8LEK0oLE2dFulj4mfnB+sWZybFN7T0GoykqXDyvIOPc5asnztVivxN4XPbGZfOyU+MJKZuHQGDnvSwWy2ffHbva1o0ddvcPX77S/tR9G9weB5APl82a5HuipaPXaaLFgjz6w1JvMG7fe9wa1SGEJDLF9r0nnn5gk3vzzc9IGpXITl9sxJZUYDIYqxbOtvtUXb6gIEQkvNjQIpWrQkTCBUUeWTwCNxYLutTYWlXXLFdOiIME84syM5J8b/U1vcHAZDAQQmPj8u17T1hDgaTYqLvXLeJx2R7KN+j2sz7XLioOFQmxZXHEosDSoqz0pFkuZidTqP636yg2ZRshZDSajlRe4nPZk+8gPDc/PTJUVN3QKlOoQkTCeQWZ0/0k7BsadeyVO1J5qTg3zdMjMbatKftw+z7rU0YILV9QaLea2uKSvIyk2JaOPp1eHxMRmpoQ7YmGriNnamwj9Ws9A//bdfTp+zfaruPt+L+cJk5CbzD+a8eBsRtzRHoGRv77zeFH71xDyHhcCoWSm56Ye6P5s/bqNdsAWj2h3bH/VHCQYLqtv94MAjvv1djaZY3qMFqdfveRM+Sep40Do8mErVJry2Q2WSxmCsWluX42extQE2dFLCjKsh2Ycq1nwHaHdczAiGRwVOL2z5QVpUWzc9P6BkdpVOqsqFDHxhgKhZKfmZSfmeTefIlysKKqoqoBe1UVKnVH7+Cm5fNx2IvZXS7Wt5w4XyeVK9ksZlZqfE//8IhEZv1re3f/1wcqHrqDgOUAKRQ0Jzdt8pBruqrqWhwDhVNV9d+bS2xU2HQn99gaHBl3TDSZzENj0jgXLjsV4SGiFx/bdr62aXhMGsDj5mUkOp19EiYO8ui8cr3BaNf+ihAaHpNeae/OTUvADkODnRRguiv6nqu5MnbrzF+D0bTvxPkn79tgmzih1V2obRqRyAJ43Ny0hKhwPIaCVF6yrwGj0XSu5uodq0pxyB0fENh5r2s9Tlbe6ugdMpvNtxtKDKYiJiKkuqHVLjE6PMTFWtVode//dzc2uM2CUHt3f0Nr54/vXW8dYaPROFldYpJ0FwUJ+JO0xJDJ6Li8oqoB3Rqr7zt5ITc9wSfmxFTVNVuXp9Hq9NW3jhPAtHT0jkkV4iBiFgd2r3GH7YMRQlK50tODsW43lAqfIVY8LnvpvHwcMpqEXKl2XBgZISSxCcJK8tKr6prtfoKunGansNMY2q4zenhM+tGX+yZufPqdvtiwfknJvEJX9zG3WNDFhpZLDa1ypVosEpbOzrZbMkbmMP4YISRT2P/k9mkQHwAykMqVDS2dja1dThexs1OYlTIr8pYeAQadtn7pXBfLcOh0tXXKAvbtNDAsOX3x5q9Dpz1HFAoF+tZd1ONsVSqDwTh46xeJdzKZzAdOXZzKmXKlky8kX+R0llIAj2c2W4bHpBKZwmJxuuigqxJjIx0D/eBAgVvmgngti8Vytb37YMXFY2cvS+QKp5Ez3+YV4XJYj2xblRgbiQXZQcKAezYsme5yekxnozDthmbu2Hdq4tbftAcrLo5NbYW/Sew7cX7XocqegRG5Un2te+CTnYdqbu1/dzpOPVBAqsHr0GLnveKjIy7UNtslxkWHQXOdnUOnq09fbMDGAtPptFVls+dP+rOPRqM+vHXlifO1V9t7dDp9VLh42bwC13sB7FaOuJ7Y3b/4xp73MREhaYkxzdduGeFXnJsGE2KmSKPV0Wg0x/aV2y3EQKf7wOebXKme4gCmIAFJdnkuyk45d/mq3Qp5sZEhf/jbF9hkdlFgwKbl85Pj3Ly/BZ/L2bxi/s4DFdbZtWwW8651i3x3kbbvZTKZP/nmcHt3vzUlODBAcuuCjjwuO/PWAamhwYGP3bnaaDTpDAYeZyYjO7NS4i46NDxn2Wx+I1eqBxx+dxmMppbOPld+6A6Njp+5dMUucc+xc9mp8dbtwhcUZe24dW4Zg04ryUtHCOkNRnLMkCXDcyAfrLM1Jy3+8tV225H+TAZ90/L5BBbMC9VcaTt5vs56aDSayo+fDxMHTr7rEZvFXL1wzuqFczxaNgtCtt2DFArlzjUL95+sqrnSbjabGXRaSX7G8gWFHi0DObR29u07cWFEIqNQKNHh4g3L5kaH3xyiFB8dTqfT7AIFPpdjt8aNd5riDNPM5DhRoA8Hdp29QzdmYAjnFWRsW1323dGz1gablITohtYu68njMuVnu489df8G1zdrb77We+J87YhExudx8tMTy+bkPPvQlstX2mRKdahIWJSd6rkpKd7g+LnLtlEdQkgiU4aIAkfHr4/gFPC5d65d6LQS6HTajNeuS4mPtptPHREqWr3o5uetwWB0+h9vlz5FTveZ0OkNg6Pj1l6a/IykcZny5Pk6rFeay2GtX1LSOzT6v91H5Uo1i8nITU9cVVbEcdOmI4SAwM6LGE2migv1VfUtCtVEoIA/vzDz/k3Lztc2NbV3a7T66HDx4rl5btm1kFh6g1Gr07tr0bgLtc0OEyHQhdpm/LezTIgOt+tHoCCUMCvCNoXDZt2xqnTT8vlypTpQwMMaX7U6fffAiFarjwoLhm5ZR31DY5/tPoq1slgslt7B0Y+/PvTMg5usIwgFfO76JSW2u6jRabRta8p8Yn15HpedOCvSbkAtnUELDQq0NmlkJMVuWbmAiNK5x5lLV8qPn8ced/QO1jS23btx6U8f3dYzMKIzGKJCg7+5uR3tdXqDobK60cVnXdfU8WX59Y28tDr9kTM1g6Pj925c6j+/pmzXb7MKEwduWbVgZEwawOMmzIrw0CJH6xYXZybNauns1+n00REheemJtmvTBAkDuBzWhMPw4mjXdjSh36Y7yy5CXTovvzgvrX9YQqfRosPF1Q2t1vtTpzdU1TVLZIpHt62eSkuu0WiiUCg477D3vSCw8yJ7j56zrq8mlSvLj5+f0GiXLyicvGPRh4yOy787cgbrsgzgcVaWFRVmubqHt0I14fjum8pIO7dbUVbU3NFnu0dTmDiozNneBjQa1dr6cqWta9ehM2rN9YXpi7JTtqxcQOK+oRk4UnnJbgM0jVZXcaF+4/J51pQ5uWkRocHYWhjiIOHc/HQfCpHvWF360fZ91jHdDDpt07L5+ZlJIxKZTKESi4S2y4z5HKlCdajilkGERpNp58GKV56427p987hM4fgfHbeAmxaz2bz3uP1GXo2tXW1d/W7v5PVaOr3BMVGrM8RFhXl6IjBCKD4mIj4mwumfaDTq2sXFX++vsE3MTI5LinVprbuEWQ4LWSMk4PPCHeYa87kcbOCgwWg6fOuCzAiha90DLR29k28v3t7dv/9k1dColEqlxEeHr1861/UGZneBwM5bDI9JqxwGJZw4X1ecl47PjgieptXp//P1Qev0AqVas/PAaSaD4eLKkMGBAsdZTsFETB7kcdjPPrTpxPm67r4hGo2WGBu5cE7O5H0ZY+PyHfsq9IabH77VDa1BwoDJF2v1N7YLf1gNOyTGRITgvIGpuwQJ+D99dGtt07Wh0fEAHiczJR6b/erpxS/w0dU3dJuNiSXW3jE+l+P4Y4zvWifp7Tby6h0c9Z/ALkwc5Fix4SFecVMVZCYzGYyT5+tGJNIAPjcvI2mRyytFBwr4q8pm773R/IYQYtBpd65dOMnAdJlCpXfW/zs0Oj5JYNc7OPrpt0ewG9tksrR3D/zzy/0/eXiz48JShIDAzls4nR9usViGx6S+FdjpDQYGne7Y5nShrtlxn6tDFdUuBnalc7Ltu7HoNOtGPTjjcdjTWp+9urHVNqrDnK25AoGdLQ6b6digw2H7wDomU0en04qyXW299k6324DYdurr7NzU746ctTthtmuL592uI96v9pFbWVpkF1jzuZyFxZ7daWPqsI1PXL+OTKEalsgCeJyIENG8wsyo8JBLja0KpTo4SDCvMHPyBu/b9USzJ/2EOVRx0e7nimpCc+pC/dqZbrzmXhDYeYvb3V4+tMtTdUPrsbOXZQoVk0HPTk1YvXC27ZjcUYmTeewSmcJkMrsyQCE1PnrLygUHTl3UaHUIIQGfu2HZXHzWEDcaTRUXG662desMhqiw4KXzCkKm2f2nUmscE9UTWhfrhGRy0xMdf/bkZ5BkaWXSi4100uXHYjJsp7YU56aNSGTnaq5ihww6bUVpUeIs5714U3S7jbxSEybrXyOZqHDxQ1tX7j9ZNTAsoVIpibMi1y4u9pJWJbcwGIzfHKqsa7qGHUaEiu5cszA2KnTqW1wI+Ny46PCuviHbRCaDnjbpfTI0JnVMHHaWSAgI7LxFfEw4j8O2jrXCBAn4UT6yL/vF+pZvb4yA1huMlxpbx6Tyx+9eY20D53KcTDJis5iuRzCzc1Lz0hOHJVIqlRoWHIRPSGSxWD7eebCz9/rHwdi4/Epb91P3bZjWtp5Op8IIA3gQ1dkqm53dNzjaaDNrckFRllt+6AMciEXChcU5py7U2yZuWDYX2zwNQ6FQNiydOzc/o2dgmE6jxUWHu2UNoKls5EVKRpNJrzdiH7kJMRFP37/RYDRRvW+Mv+vKT1ywRnUIocGR8c92H3vmwU3TahDZtrrsX1/tt3Yo0em0LSsXTD5PkcNiOnb0e89y6BDYeQs2i7l1ddkXe49b53tjayz5xFvRbDYfdFhktbt/uLG1K+fGTjW5aQmnLzbYnZOfkeiWAjAYdNv1L3Bw+Uq7NarDGI2m3UfOPHHP+qlfZHZO6rnLV+2mhi0sznVPEcmCQqHcu3FpR+9gd9WFGTwAACAASURBVP8wlUpNjo2KDCPPro7+YGVpUbj4+javwUGCstnZic7GyIeIhNNt854ctpHXhbrm4TEpn8vOy0jyuVGYeoNxeExKp9FCgwOn8l0wNi7/7ujZaz2DFotFFBiwqmw2NtbFRzugJ7S6o5WXWjr7dHpDTETI8vmFtu99rU7vuIeQRKa42t49rRZ9UWDAC9gg1zGpgMfNSYv/3tUnctISjp+rtUvMTU+YeqYeBYGdF0lLjPnpo1svX2mXKlTBgYLCrGRfWWNJqdZgK4vaGRodtwZ2UeHiDcvmHTh5wTo0ISEmwtMryXlOV/+wY2LPwOi0tkUSBvDu27j020OVY1IFQohBp5XOzi7xnR1O8ZQQE5Fwmxl2wMtRKJS8jMQ8N/2KmxYel+27I1bPXW46fLoaa3EUBvA2LZ8/+TxNjVb3rx0HrLuBjcuUX+w5/tDWldPdN8JLGIymf365f2j0+jCM5vbe9u6BH9+73jrSRqGacDqCcwb7g013kOuSufk9A6O2awTOL8zMtFmBmVgQ2HkXYQBvUYnvNdiwmAwKheK4ERCbdUv369z89JT4qLaufo1WFxUmTo6L8t11PahUJyWnUikOa+p9j/iYiOcfuWNEItPqDeHiIO9pzAcAEOhqW/eeozcnlMiV6i/2Hn/qvg2TTJQ+V3PVbo9XhNDBUxd9NLC7UNtkjeoQQoiCjEbT3mPnf/SDtVhCAI/j9HtHGODx6YY0GvWRbStbOvq6B4YZNFpyfLRXNQZDYAfcgM1ipsRFtXT22SbS6bSMpFl2ZwYHCoLzfHhRLqvkuCjHDd+S46JmEKlSqdRpjcwDYCpMJnPlpcbq+haZUi0OEi4oyirITPLdn1L+5lRVvV2KwWA8c+nKJIs2O10YaEQim1Y3gvfoc7aNhG0ih83Kz0yy2wo2SMDPuHWHNA+hUChpiTGTt6ESxQfGb4HpksgUR87U7DxQcfxcLW5L9W5ZtcB2VjmdRtu4bJ4PLRI7XZnJcblpt4yo4HHYG5bNu935AOBsz9GzB09dHJMqjEbT0Oj4zgMVlTZbPAEvJ5U7WZ/Z6UrOVk53weKwmb4Y1SGEaM7GBdqtDLph6VzbDtAQkfC+Tcug3wNa7MjmSlvXV+UnDUYTttFWRVX9g1uW3275bzcS8HnPPbKlvqljcHScz+NkJseJiVglGE93rVuUmhDTdK1Hq9NHhYsXFGXNbMNs36I3GMekcj6X41vLK/qbgRGJ44Lnh09fKspO8elNMKcC65vz0WjGKoDHVToshyTgTzZZOCct/nxtk12i7y4MlJ44y641DiGUfmsvEIvJuG/T0rFx+bBEKuDzIkODfWK6oadBYEcqExrdNwcrsdkJ2KeaTm/4at+pl354Jw63O51GK8hK9nQu3oNCoeRnJuVn+urn5nSZzebDpy9VXmo0mcwIofiYiC0rF5A+fPdRA8MSx0SjyTQ8Jo2LDse/PPjoHRzdf7Kqb3CUSqUkxkauWVTsu/dnSX76tw5b6BbnpU/yX+JjIlaUFh4+fckmJXxlaZFHyud5WSlxBZnJNVduxnaiwACnKwCLRUIS9w7NAAR2pNLZN6hxmJ0qV6r7hkZjPb8zICC3Y2cv24776ewd/N+uI0/fv5HBcPVjRDWhqW/qkKvUwUHC3LQEH1qU22vd7kVh0En7mT88Jv3oy31GbNK9CTW19/QPjT374GZfWVvAzuyc1NFx+dmaK9jvKCaDvnZx8feuu7u4JC8jKba1s09vMEaFiVMTon265XLbmrLM5NiWjl6t3hATEVKcm+b6p40/gDoiFYPBfk/G6+kOezUCn2Y0mtq6+mUKlShIkBwbOclOiO5iMJpOO4zQGpHI6ls6C11rpm3r6v9iz3HrKrLHztQ8dMdK220JwAwkzopgMRl2e8AHCvgkrtiDFReNt37QKVQTJy/UeckuTzOwZtGcufnpvYOjdBotNipsihEqObYYtspIjs1IxmMyBJlAYEcqThdupVKpETDpkkT6h8Y+++6Y7MY66eEhogc2LwsSBng0U6VqwuBsq+zJR3N/L61O/9W+k7Z7AyhUE1+Wn3ju4S0+3dJAOD6Xs3nlgp37K4ym67EOi8m4e91iHH4DEMVx3zkLQoMjTrqkfUiQMMDTb21APhDYkUpocGBJXrrd+Nmlc/N8tDMCODIYjNv3nrBGdQihodHx7XtP/Pje9R6NhLgcltMlo/g8l6ZQtHcPOO7MMyKRDY6Mw/YSLspNS4gMDb7U2CpXqkNEgUXZKeSe78J06KSjIMSEbn3gfyCwI5t1S0oChfyLdS0ypUokDFhQlDU7B3YyII+O3kGJQyNZ7+Do8JjUo4vhsVnMnLQE220ZEUJcNsvFPVt1er3TdI3OeTqYlhCRcFXZbKJLgZOslLgT5+vsErNT4gkpDAAEgsCOYF19Q8NjMh6XnRQb6ZbVd2g06sI5OQvn5Lh+KeCFHNu3MKoJ+5UR3G7T8nlK1URH7yB2yOdy7ly7MIDHceWaocFOBgNRKMgfdmoH7rVkXn5X/0jnjfsTIVSYlew/k9a9hNlsJnF3v6+AwI4wWp3+s93HrvUMYIc8DnvbmrLUBG9cxhp4D9Ftlm8IDvL4bH82i/nDu9d09Q8Pj0r5PHbiLDf8FImJCMlOjW9o6bRNLJ2d7WK8CPwQnUb74V1rGls7u/uH6TRaUlxUUmwk0YXyFwaD8cT5uuqGFtWEViQMWDA7qzg3HUbJEgUCO8LsPXbeGtUhhNQa7ZflJ597eIswYLIlKIGfi40MS4yNvNY9YJtYmJUcJODjU4C4qLA4ty6dc8eqUmEA72J9i05v4LJZC2Znl83OduP1gf+gUFB2anx2KnS/4u2bg6frmjuwxxKZ4rsjZ3U6w8Ji6DgiBgR2xNAbDHXN1+wStTp9Q0vngqIsQooEfAKFgn6wbvF3R89irVwUCpqdk7Z28RyiyzVzLCZj7eLiNYvmaHR6Ltk3RQCAfHoHR61RndWRM5eK89Jgdy9CQGBHDI1Wjy07aUd1mxFUAFjxuOx7NizRaHUyhVoUGECO5XwpFApEdQD4IqdryphM5uExKSyMTwgI7IjB53Iclw9FCPnuBjgAZxw2i/SbfgIAvB+T4fy3JTl+c/oimL1CDBqNurA41y5RLBLmpCUQUh4AAABgBpLjohy7XENEwjAxLIxPDAjsCLOoOGdxSR6dRsMO46LDH9y83HGNTQCAR6kntE7HRQAApoLHZW9ZuYBOp91M4bDvXr8YZsUSBcIIwlAolBWlhYtLcsekCh6XTe5F4QHwNhaL5WzN1RPnatUaLY1GzUqOW7ukBJZZAWAGslPjo8PFtU3XZAp1iEhYmJUMA0UIBIEdwRgMOom35fZ16gntiEQawOMGBwnh1yfJnK25Wn78PPbYZDLXNXdIFarH715Lo+HRjyFXqrHN3WMiQmDHP0ACQcKAxSV5RJcCIASBHQBOmUzm8uPnrbvuRoYFb1td5tE9uwCeTCbz0TM1dok9AyNX27txWAXtSOWliqoGo8mEEGIxGWsWzZmTC/v+AQDcA8bYAeDEkTM11qgOITQwLPl011EtbGBKFnKl2umrOTQ67umsa660HT9Xi0V1CCGd3rDr8Jmu/mFP5wsA8BMQ2AFgz2A0nbnUaJcolSvtdr4CvovNYlKcda5zOR7vFT1/uclJYs1VT+cLAPATENgBYE89oTEaTY7pUrkK/8IAT+ByWMlxUXaJTAY9MznW01krVBNOEtUaT+cLAPATENgBYI/LYTkdQS8IgJnL5HHHqtLQ4EDrIYNB37KyNNDzW+4GCpxsBi0S4rTVLwCA9GDyBCCYRqsbGJHQaLSIEJGXrFTOZDAKMpMv1rfYJvK47OwU2FycPAR87rMPbr7S1jUskfG5nIykWcIAJyGX2y2ck/vpriO2KXQ6bV5hJg5ZAwD8AQR2gEiV1Y1HKmv0BgNCiMthrVtckp+ZRHShEEJo3ZJilVrTdK0HOxQG8O5auxCWpSAZGo2K/14v6UmzNiyde+h0NbajYACPs2HZvMjQYJyLQQ4Dw5LWzj6t3hAVFpyVEg9rEgGAILADBGpq79l34oL1cEKj23W4UiwSxkSEEFgqDJPBeGDL8qHR8aFRKZ/Hjo0MY8CmIMBN5hZkFGQlD42O02jUMLGIYbNkv08wGk0DIxKd3hAeIiJwSefj52qPVF6yHsZEhDx21xrYvAcAeA8AwpyubrBLwaaj3r1uMSHlcRQeIoK16/yNQqWWKyeCgwRcTy6dz2IyYqPCPHd9z2np7Nt1qFKuVCOEaDTqgsKslWVFTqcYe1Rn75BtVIcQ6h0cPXCyauPyeTiXBABvA4EdIIxMoXZMhJmnwGJBlxpbWzp6NVpdVLi4bHYOPp3gCtXEt4cqWzp6EUIUCqUgM2n90rleMu7TS4zLlNv3HMc6kRFCJpP5VFV9AJ87H/cxgvXNHY6Jdc0dENgBAIEdmB6LxeKuX+dCPlcqV9on4jKAHXgti8XyxZ7jja1d2OG1nsFLDW1PPbAxyMPzVS0Wy/Y9x60LBVsslkuNbSaz+a61izyar2+pqm+2RnVWldWN+Ad2Wr2T9aW1Or0bP6AA8FEQ2IEpUU1oDp6qbmrv1hkMUWHi5QsKk2IjXbzmvMJMxwX35xVkuHhZ4NMaW7usUR1GrdHuOXr2wS0rPJpvR++g491Ye/XaitIiT8eUPgTrgXVMtFgQztFUuFiE0DX7xJAgiOoAgHXswPczGE3/3nHwUmPrhFZnMpl7Bkb+vePAte4BFy+bnRq/srTIOnKczWJuWbkgLjrc5fICH9be1e8sccBisXg039uNARiX2Tcq+zNhgJMYV8Dn4h9NFeeliQID7BLXLCrGuxwAeB8/arEzGo0TE07WfAffq7q+xXEPzb3Hzz/38BYXr7yoJLcoJ6V/aIxKpUaHizmeHK7uOolMUXOlXaZQiYOERdkpBM4HJDGzxYIsCN0aKDhJcjc+1/mrCa+yraLslHM1V/R6o+2rgX8/LEKIzWI+um11+YnzrZ19JpM5NDhwZVmR690IALjOLtLwROxhMNiPiLAFgR34fgMjEsfEEYnMZDI73aFhWvhcTmpCjIsXwUFja9eOfScNN7Yaq6iqf/COFXG+ObHRm8VFh1U3tNolxkaGebpNKCk2UhwkGJMqbBPjY8Jtd6cA4iDB3esX7zpUqVRrEEJUKnVeQcaComxCCiMKDHhg83Kz2Ww0mZgMmOMCvAUEdvhhs9lisZjoUvgkp0tD0WlUKtVfuvIntLpvDp422Gwgq9Xpvyo/+eJj21wPbYGtgszkmsb2jt5BawqTwcBhqiOdTvvBhiXb9xy3xnZRYWKYOeEoPXFW4g+39Q9JdHpDRKiI8NlOVCqV6TcfRP1DY6eq6kcksgAeNy8joSAzBYYUeiG7SGNiYsLtsQeXO9n+ln4U2IEZy0yJO1tz1S4xIynWfz5TOnoGtTr7WXgyhWpgROINyymTCYVCeWjrysrqhqb2Hp3eEB0esmReXnCgAIesI0ODf/Lwls7eIay3PS463H/u8GlhMhjxMTAWFm9tXf0ff30Qezw8Jm3v7u8dHN20fD4OWStUE8fPXe4dGKXRqMlxUQuLc2EhaG8Grw34fgkxEQuLc05dqLemiEXC9cvmElgknBmMRqfpeoelH4DrGHTa4pK8xSV5+GdNp9GS46LwzxeAyVks6JuDp+2Gml6obS7ITJ4VGerRrBUq9V8+2a3WaLHD3sHR5mu9T9y73ud2TPEfENiBKVlVNjs9MbbpWg+2ZmxBZhKd5kfvaqdbeVKp1PBQ2JcCAJLrGxo7daFueEwq4PNy0hNmZ6fi35QrlSvlSrVjtp29g54O7PafqLJGdZiBEcnZS1cWFud4NF8wYxDYuYfJZNq+68DXew71DQwHBwXML8wsyEwm2YpKsVGhsVGe/QRBCPUMjJw8XzcikXE5rNz0xJK8dG8YxBYmDpqTm1ZV12ybuHRePo+Dx44IAACitHb2/WfnIezx6Lj8Ws9A/+DophXz+4clcqUqOFCAz66Dt/syoVA8/vHouL4jQqijd9DfAjuFaqKzd0in10dHhDj9qe89ILBzjzf/9slnO8uxx4Mj4zsPnFaqNItKcoktlafpDcbhMSmNSg0JDnRLs3x798C/dxzAHktkqHdwtHdwxEu2jt2wdK5IGFBV3yxTqIMDAxYUZc3OSSO6UJ6l1ekrqhp6BkYoFJQUFzWvIBM6X4BfsVjQt4cq7RKr6ls6eofGpHLsMDku6q51izz9Gy9QwA8OFEhkCrv0xFkRHs0XIeS0hYJKJVWzxfe6WN9SfvyC/sZc1Nz0xDvXlHnt9EEI7Nygq6ffGtVZHT1bMzsnFZ89LglRVdd84NRFbEpBAI+zYdm8rJQ4Vy5osVgcP0PrmjoKs1K8YdgTjUZdWJzjPz9SJzS6Dz7dLVVcX7a3vXugsaXziXvWe0MDKgD4wDpAHdOtUR1CqK2r/5sDpx/YstyjJaFQKFtXl/57x0Gj6ebc/LI52VHhHl/qISk20nEFoqRY4j+TcdM/NLb32DnbVRHqmq6FBgcumUvAOOCpgM9oN7jaar+zDULIZDIPOizqSxqtnX27Dp+xThRVqjU79p3sHxpz5ZpKtcZx61iEUFffkCuXBTNz6HS1NarD9A2NVVY3ElUeAPBHmVq7VNO1Hhx2KImLDv/JQ5vn5KTOigzNSom7d+PS1QvneDpThNCqhbOxRW2se7/ERYXNzU/HIWsvcelKm21Uh7EbmeNVoMXODVgsptN0Onn7rSqqGuxSDEbT6erGu9ctmvE1abdp1r5dOvCojh4nW8a1dw/4T5ull7NYLM0dvd39w3QaLSk2Evbi84TAAJ7jstVOyZUqxy3O3E4sEm5eucDTudjhcdjPPbyloqq+Z2CETqcnxUbOzc/w2l5IT1CpNU4SJ5wkegkI7NygMDeTz+Oq1LcsLS3gc6M930hOlHFnTWtO29umjsdlR4YGO+5ykeQF/bB4MppMF2qbu/uHqVRqUmxkYVYyhUIxGE0SqTyAz8VtuobTrVktFjM+uYPJmUzm/357uO3GvrrHzl4uzkvDZ0kzv0KhULauLvv3jgOODTZ2AoUej+oIxGYxV5QWEV0KwgQHOVlHE5/FNWcGAjs3CBQE/OZnT/389+9aR1YyGPQ71/7/9u4yvsmrDQP4SdK0aVN3d4UaLQWKQ3Ev1jHcBgyXFxmwMWDogOHu7rS4Q3F3K5RCoe5ukfdDWOhaKLXkkVz/Hx+aJ3Luc3ISrjzalMUnBNHV1ioR46SEVP0c9N3aNlq/52RhsYulNK7jpeiD+WmlsKho7e4T8ivzPnkV+fhVpK2FyfX7z2X/tTjZWgS3bqiE7xQHG/PSe2o72ih8T20oj6t3n8pTncydx68drC18PBypKim/oJDL5bDv0l52VmZjB3a9du9ZQlKajraWj7vjpVuPS/z+9HJzMNDVpqpCqqSkZyYkp+lqa1mYGLF719t6vh53H7/OzS8ovrB5YC2q6vkhBLvq0appfVdHu6OnLz14+NjIQDfA202f1Z/zwFoeH/97DDyHkLq+Vd3rwtLUaMLgbtfuP09IStUWavq4O7k7MeAystXo/PWH8f/dNTPyY2zkx69bRSOj43YcOT+qb2e+gs/83qZxQETU58zsr+uhzU0MG9fBdlhaePr6/TcWvnlPSbB7E/X51OU7iSnpHA6xtTTrFBRoaUbrk0FUlJG+bvG1oeamhvtPXPkUlyS7WcPFLriVaq0rLSwqOnT62rM3UbKbpkb6IR2a0vwMIFWhpyPs363VkbPXE5LTiGz9ZUN/Cn9E/RCCXbWxt7UaP6zviRMGVBeiDD4eTompGeF3nsoO0eLz1do2DqiWA+/1dIQdmtWt+uswVETU5x8+JjEl/VlElF9NF4VWItQSjOkffOnWo4+xiVwOx8XeqnEdbxbvNsospS9wRwgpKKDgOijRsYm7j12QrU6WSsnHzwmbD54e0z+Y8mvIKo6Rvu6I3h0TU9LTM7ONDfXovElOQU5cuiNPdYSQxJT0nUcvjB0QLPjO7uYsYGtpOm5g1/TM7ILCImMDPZqvoUSwg0pq2cCvjrdbdGwij8u1tTLV1tKkuiI2EIvLtRNbcmrGjx9UZUItQccgFbpwHIOYGRuUPg2HuQkFvyrPX3/4n/3POCQ3r+DqnSedWtRXfjFKw+FwzIwNzIxV4md8CfkFhaXPfpKemf3i7Ud/T8X+2qQcUzbEIdhB5enpCL3cHJTfbmGR6FNcUkFBoaWZEVM+aeVkbWFSes+20hCjVVzrxrXff4oTFUtUQi2Bv5fr+RsPk1LShZoC3xrOSrhODCEkMSW99MKE5G8sBHbIzM6VfuvQqm+e8A8ogWAHDPM68tORs9ey/j3+vK6ve+cW9Vlz9ba2TQIioj7nFdtLV11drbBQVPwxmgINTyryNNCHpanRoO5tTl25E5OQwuVyHKzN69Xy2LD3pHwT7e3Hr9o0rt2krsIvfqMpUM/MLvk/upamhqLbBaroamtxuVyJpOS2BX1d1m58ZxwEO8aTSqXvP8UlJKdrawmc7a20BGz+Sk1Nz9p34nJB4dd9ie48fq2no92MLVdv09MRjurb+dz1B9ExCVwu18nOslGA5+HT1+SXa9QSaPRs30RXW4vaOoFyDjbmI/t2LhKJuRwOj8dduf1YiR3vzoTfd3eyVfTmQl8Pp7PX7pdY6OPhpNBGgUICDfXani53n74pvtBAT6eGsx1VJUEJCHbMll9QuP3wua//62tqdG/b2MPJltqqFOfB84jiqU7mxoPnrAl2hBBDfZ0S53n+pVd7WXbXEWo62VpidQjIya7em5mdW/oEkISQN+8/KzrYNa7j9Sk+6eXbj/IljQK8qnh1QaC59s3r5hcWyQ/NNjM26Nm+CYuPnGAcBDtmO3b+5odipx3JzSs4cPLquIFd2XpIWkZWrpSQEptdc3LzxWIJzQ9TqgoOh+Nka+lka0l1IUBTYvG3T58r+s7yasTlcvt2aREZHRcdm8jlclzsrFh2rhMoTZ3P79WxWetGtRNS0nSFWhamhip1IQr6Q7BjsMIiUfFjzmXyCwqfvYlqWNuTkpIUTV9XWHpnOl1tLRanOoAf0tfV1tbSLH2NI6Wd3NvJ1qJaznYEDGKor6OEq6hBJeC/QwbLzcsvvQcrISQnL1/5xShHgLebZqmdCBsFeFFSDMA3icWSyI+xD56//RiT+M3jB6sdh8Pp1KLkiWk8Xe2d7bCWF0DlYI0dg+kItTTU+aX3OTMx0KOkHiXQ0xH27hx0+Mw12QXNeDxuA/+aDfxrUl0XTXXo0IEQcuLECaoLYZsyBjY+KXV32CX5iQZtLEz6dGlR6YNdyv8Oerk5DOze+sqdp7KrtvjWcGbravtqgY8GKIhsalELwY6Oyvmlw+Nxm9b1KXFImqmRfqXPLUfVl12F2nWytZg4uHtcUkp+QaGFiZFQS6CghqqRt7e3ra0ti/8XYcTMUQKRSFw81RFCPsUlHTh5ZUhIu6q8bIcOHcrTR1cHa1cH66o0VLxFogJvaDkHVtE1EFYPtTzoKLmPdPtyUCZsiqUd+cegPMG/SV2foPq15Bd6crK16Ne1ZRWvIkrVD47yt8vjca3NTZztrCqR6irUUPVScrtK6y8GVu7dx9jSFwWJjI5LqtSVQoq/PiVjy9Y3lPKBpUnrSiiAqqGmfGCphWDHbBwOadHAb9aYfuMGdp0xqveQkHaVvnAhHb7sWPlppGRgSzSEgVVEo6VvZuXkfvNZpU/hW7mmldNNOswWJYcAyrtM1Y8TJVP+ULO7ue9BsKO1cs4SHo9rZmwg1KzA6iv6oCSC0OTjpyDf7B0Gtup+OLCGet8+SNCw+q4Tz+L/qLDyjGXtfu+VWTyHaQLBjl5KT0H2fdopgYFVEAxscQ425nZWZiUW+ng4GVT8isZldEfJqz1Y9obSeWBZNtRlt6jMQEmHLwdlQrADQqhbx0PhuiXlUH4Hy/5/S3HtKhk9B5bL5fbq2MzF3kp+V62azl1a1ldyPdX+sqoTOKhqVJno8xazbKjp0x0EOwagz3RRGmw3rJwf9ggDWzk/7JG3t7fsDz0d4aAebaYMCxn2c4fpI3/u2U6Bl1qiw85h1YUmm+3kjapUllWEcnaEqr1j2Q3BjkZouK6FHR8GDKyC0LAXNClJX1fb3spMW0uTEJJfUHjqyt0lmw/NX7t3x5Hz37yoawk06UVxNCypEujTC/pUIseOL0MaDqzyIdgBSz7PNKTK+whTtVWUbs2JxZLNB05fu/csOTUjMzv3VWT02t3HYxN+nO0oga8COmDTZ6eipFJpQnJaRNRn2Snoq5fqDCyCHWPQat6wCTsGlh29oKEqDuy9Z28+xycXXyISicMu3qpaUf+Bt15BMLCVVrmhS0nPXLv7+D9bj2w9dHbRhgO7Qy/mFxRWe22qAMGOLvBbuYTqKgwDWwIGVkFtffPBn+OSSl8s9lNcUhmXkKXtzKEK02dsafSphCY6dOggEot3h178FJckX/g84sPRczcq+jrVXRqt2/0eBDv4AeWfdEBFVOMIYDCLo9Vo8Hg8zjcWcjmll1IN/ymyHp2HOvJjbFxiaomFT1+/T8/MpqQeRkOwYxI6fywZjdEDS9viaVtYOVVL/e6ONuVcSH9Mf0Phh6rlLa7ci6R9J8ClZ1XDVVtUDYIdLeC3soKwfmBZ30Gq2q2uhjycbf09XYov0dMRdgwKVHS7FYWvAqUpTyWKqJY+I/BNejrCby7X/87y0jCwcgh2DEPDOVQJNOwFDUsCdujetnHvzkH+nq6ervatG9UeP6ibjlCzeptg7uyleeU0L49NnO2sTI30Syz0cLbV19WmpB5GQ7CjHr47vqeKI8P6ga10BzGwZav2gfV0te/etlHvzkFN6/loqPOrvV3WY82MpU8lClLpDgZ36fxzp+bmJobyJS72Vt3aY8JxZAAAIABJREFUNFJ0u6yEYMc8yj9GTEVOIMn0gWU9DKyCYGBZjxFvsZmxwZj+XUb07vhzp+ZjBwQP6tFGqCmgqphyoucnAsEOlIqeHwMmYsRIMqLIEphYM0NhqMvAxMGpes0cDsfW0tTLzaH4qrvqxcSBrSgEO4pVbpIxdGrS9gxkVXyWSsEQKQhrtjbSDX0GFu+RgmBgS0CwU1FM+SQwpU45phTMlDrlmFIwU+qUY8pxuIwbWPpgytAxpU452haMYAflUvUZTP/VdZRg1ppFDCwAfBM+O/SBYEelqnwSqHouU1qsNGYNLP1ReMpTBmFQUmfWe0GfavEWKwiDBlZpEOxA4ej8AWAijKeCYGCVBkNdHhglBWH9wCLYUYZZGzcrjYlrBxkxsMqHYVEQ5Z9nR0XQZ2BZ/9ZgtRmtINipHMZ9EphSMFPqlGNKwUypU44pBTPuP2OmDCx9MG7EmFIwzetEsGM2mh+RQPPZXwbaDixzh1T5MLAKgrFiPXx2GA3BjhqM+61M87aobZTCdpVGdQ70UTLMWAWhTwfx2VEQDOz3INgxHj0nGT2rqhAWdAFUDf0nLf0r/CaGlg2qCcGOAviOqKhyjhjrB7baO4iBlcHAMgXjBrZZs2ZUl6BY+OzQEIKdClHasV2q9pHDQXMKgoFVEAwL6+EtVhBGDCyCnbIpYlrQaqrRqpgqolVfaFVMRdG5eDrXRlu4sEd5BAYGUl1C5ZXnzVK1N5QpEOyAJfAVoyAYWAVRtYFVWn9ZNrAqdTqCcqLqejZMGVgEO6VS3LT44SszZUbSDQaWKhjYysGMVZCKjhuOd2YZBg0sgp3yMGhalKHsXlCYXJmO9QNLz//nWDCwVKHqVGeMGFhGFPlD+OwwFIIde6jyh0GhfcfA0vPVGE2lhoL1p89UtPJ3ipXdL4GSHwnMGlgEOyWhdlowa1J+Dw17QcOSKoGGvaBhSZVAw5WUGFgltEvz8hiBVn2hVTHlgWCnDIybFmX7XndY1k3lU4WBpaQvqjCwlMCBk6UpqL90C4useVtZ05HiEOxYhZVztLhvdlAJvcbAKrotJbRLH6ozY5VchuoMbGm0Lax6Kb+bTBxYBDuFo3xasP7MeVTBwFaa6nw70+oNVfKMVcE9X1k5zVjZKQbVUAkIdoqF/8BYAwNbvSjvF+UFKBrrO0gVqrZO0ucNpU8l1YJl3SEIdqzHviPSS7RLkzIY8coVapeqrVoYWHZQ/vxRkYEtjcUdp/YtZu7AItgpEHOnBQCwjDITswp+9Smny1QNNevfUJbNYQQ7RaFwWrB++y9NVr2wr0XWd5DydpVMRbqpfDRZWUirY8zZhOl9RLBTCJpMC9bv88HW71OVGtjibbF1YOXtUl6AEl6fkslD+UeG9SifuniLyw/Bjp3wGVAQDKwiYFQVh/UrfalCVeBA0FEQNg0sgl31Y8G0KL8OHTpgc4AiqNrAKq1dVRtY1qN2YFn/eaFDu1RtQGAujlQqpboGJdlxIKxfz06KbiU6OtrW1lbRrQCzYFawHt5iKC0lJUUgEAiFQqoLASop4suh7DyDNXYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASCHYAAAAALIFgBwAAAMASalQXoDwikSgzK1vRrWTn5CqhFWAWzArWw1sMpWVl5xSJxGKJlOpCgEqK+HIoLCwq416OVKoqc+7KzXvJKWmKbkWDzy0okii6FWAWzArWw1sMpalxORKpFLlOxSniy0GopdU2qOH37lWhYKcc0dHRtra2VFcB9IJZwXp4i6G0lJQUgUAgFAqpLgSopPwvB+xjBwAAAMASCHYAAAAALIFgV824XAwplIRZwXp4i6E0DofD4XCorgIopvwvB+xjBwAAAMAS+JUJAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHUM1i4hL2h56hugpQqoKCwty8fKqrANrBxIDYhKSb9x4rs0UEu2pTVCTauvfYgDEz5i3fWFQkorocoMyrt1F/Ldvw4s07QkhhUdGWvUeHTfpz8eqtWdk5VJcGCpGbl99z6MTzV25SXQjQCyYGEEJWbNx17PRFZbbImzVrljLbY7Fhk2alZ2R6ebjsO3Y6KzunQZ1aVFcE1HC0s37w5EX4rfudWjcbPG5manpGDVfHwyfPX75+t0OrJnw1NaoLhGojEon7j56enJJmZ2PZP6Qz1eUAXWBigFxsfNLtB097dm6jtBaxxq6qRCJxv1HTtuw9amNpvmzOlJGDek0dPXjXoeOv30VRXRpQZsrowU9eRCxcudnRzmbV/Omjh/TevnLe++jPKzftobo0qE5qajwPF4ddh054uDhSXQvQCCaGKnv26u2RkxfkN2u4On2IjpFIlHfOYAS7qlJT43m4OK3YuDuglqdsSdf2LTzdXRas2ExtYUAhF0e77h1b7g894+vpJlviZG/zS98ee4+eSkxOobY2qKKCwqKws5f/2bDz/uMXhJDRQ3rz1dSu33lIdV1AscKioi17jgydMGvRqi1Z2TmYGCrr6cuI2UvWzVq8RiQSE0LcXRwKi0Sx8YlKKwCbYiujoLDo1IXw05euq/HULM1Na3m5Hzpxjs/nN2tQhxDC4XBcnexXb9nrYGvl7GBLdbGgJAUFhcfPXQk9fSkxOdXF0c7X0/3Q8fMaGurNG9aVPcDN2X7HgTATI0PvGq7UlgoVkpKWrqUpkP399GXEoDEz0jIy8/MLl63fXsPVydXJXluotXnPkbbNG+rr6VBbKlBFLBYPGD09JzfP3cXh6MmLl27c7dm5tZ6uNiaGiiieCto0b1Dbp+b6nQfDbz1oWj9AT1f75IXwGq5OdjaWyikGwa7CvvXNbqct1Nq0+7D8A2xmYvQ5NuHwifM9O7VWU+NRXTIoXFR0zICxM9LSM/R0dXYePH7v8fNu7VsKNNR3HAjr0LKJro42IURdnX/yfLipsVFgbR+q64Xy2rDz0Njp8xvW9TM1NkxNy+gzcupv434ZPaR3q6b1377/eCD0bM/Orbw83C5eu/30ZUS7Fo2prheUrbCoaMCYGR8/x+rqaM+fPq6un3ejen6bdh3Kyy8Y1KsrJgZblf17r36Ab9vmDU9dCN958HhdP6/omHg1Hq+Wl7tyasOm2B+7//jF/OWbZH+npmX8OmXOpJEDVy+YsfiPiUGN6s1esi4vP79bh1bO9raL12yVP2vcsL7mpkaJKakUVQ0KJJFID4adnbN03b83JSOnzO3drcOq+dOnjB78v5EDb9x9dOz0xV7BbW0szSfPXpqemUUIefDkxcfPcQ3q+FJaO1RMROQHDXV12Z4Vz1+/09XWbtG4XlZ2zh+LVj95EZGXn795z1EulzN19JCrN+/fuPuI6npBse4/fvHo2eviS9T5fEc76+37Q31qftnvwsXRbnj/kD2HT6ZnZGJisNKGnYda9hgqO/XB91KBuanx9lXz6vp79x89PS0j8/3Hz0orD2vsypKcmj5zwcpdh47ffvDUw9XRwdbq3uMX9x49nzlhWHZO7rx/Nt579CIvP18kFtf183K0s16+cZdPTTdbKwtCiFBLM7hdCz0dbao7AdXs3uPn42YsiIlLGN6/p5GBPiEk8sOnjbsOL587NSUt/a9lG46cvDB9/C+d2zTjcrm2Vhab9xy5fufhoePnTl64Nn38L03rB1DdA6iAiMgP6ur8R09fWVuYNarr16dHh0+xCb1HTHG0s14xb5pYLN62P7R9i8ZuzvaRHz6dvnQ9RInHvoGS3X/8YujEP8LOXhZoaPh6fl374lvT/UDYWV0dYZPA2rIl7i6O2/aHmhgZtG7WABODffYePRUbn/Qy4n3X9i2+lwrq1PLi8XjNGtbR0RYeDDurpsbr1qGlcsrDGruyqKnxaro7n963rmGdWn+v3lZUJKpTy/P4rlXRMfFdB47jq6mF7Vz5c9d22/Ydi4lL8Pep0app/aXrdlBdNShKbHzihN8X/bFw9YgBIZuWzXZxtJMtF2ppSqXSRau2dB803tzU+PiuVR1bNeVwOBmZ2Q3q1GpYp5ahvu6utQvPHdjQLqgRtV2AsuXk5pVYYm9jlZGZ3S+k07L1OwghPB5v8uwlTesHzJgwTKilaWVhpqmhMWDMjO6DJ4z9pc/iPyZSUTUoiWxPm3m/jV27bf+4GQuzc3Jlyw30dUcMCAk9fSkmLkG2REtTYG1hlpKaTgiZPGoQJgbL2NtY+vvUePkm8uT58DJSgVQqJYSEdG6zYMb4+ETlHTaHYFcWfV2dQb2C1fn8yaMHx8Qn7jp0QiDQwDe7atqw81CPIRNrujkf27EiqFE92cLcvPzY+EQLM5Mabk4nL4TvWbdozNDemgIBIWTe8o1rt+0jhEwdM2T6+GEa6nwqq4dy2LDzUJMuA1Zs3F38xAT2tlZR0Z+H9ukukUg27TlCCHn7/qOr05dMf/Ha7dULZ7Rv2XjG+GG2VhaOdtbUlA5KYWVhKhKJnext9q1f/OFTTMjQSW/efZDd9XPX9pbmpvL9Lp68ePPxc2z9AF9CiJmJESYGo1Xl915BYREhxMrCrKCwQGkFI9iVi4OtVa/gtht2HkxJSyf4ZldJYrE4Lz+/ZdNAdT6fECKVSkPPXO7YZ+SpC9cIIROG9cvKzjl+7orswY+evT55Prxzm+aEEDsbSwdbK+oKh/ISi8VSifT4uSsjp8zJzMqWLbS3sczIzC4oLBz7S99t+47FJiQFNaq3bvvBE+eu/vbXci6X613DddwvfZW2WzRQSFMgMNDT/fAp1t7Wau/6RTXcnHqPmCw7Y5maGm/y6MFPX0YMHDOj++Dxk/9cMnfaGH+fmlSXDFVVxd97sp/0dx8+dbBVXjbAPnbl5V3Ddd/R0wlJKc0a1nkX9en4uatGBnrb9oUWiUQDfupSz9/HwsyY6hpBgbw9XEPPXH7z7kO7Fo0eP389fuaiVxGRc6aObhvUiBBibWkm1NJcsWn3uSs3L4bf2Xv05OypowJ8PamuGirA28P12JlLTQJrJ6Wmbd17LMDX09hQX12dfzDsbF0/nyb1a1+9ee/Zq7czJwx/EfHu0rU7vl7u08YO4fFw2LsKOXflprGRQS0vj7T0jLuPniUlp567cjMmLrFBgK+jnfXz1+8Ki4p2rJo3sFewfFcNYLS7j549fPLyU2z87fuPGwf6a2ioE0K0NAWrt+zr17OThZnJio27OrRqmpCU8r1UcCH89opNu+dOG2NmYqScmhHsyktDQ11LS7Bp9+HObZq1aByIb3ZVo6bGMzEy2Ljr0KNnrw+Enhnat/vUMUPMTb+meV9P96BGdXW0hX5eHtPHD8PXOuPI3uI1W/etW/x7Tm7e3GXrrcxNXZ3srt66b2Zi5OHq6OJo9/eabY3r+Q36uWuv4HaynaOprhqU6tb9JxmZWZFR0dPnr6jr573kz8kN6/ht3HXw1MXr9fx9GtaptXrrXktzUw9XXHCCJar+e8/U2PCnLm3trC2UVjOCXQW4OTnsO3ra1MSotm/Nts0b4ptd1Tg72N558PT1u6iTe9Z4ebhwOJwSDzAy1Pep6ebqZMfn44KwjOTsYHvj7qNnr97OnjLK2tLsz8Vr0zOz9HR0cvLyA2v7mJkYJSan8vlqNdycqK4UqPHyTeT+0DPa2sJls6e0alqfz1ezMDNu16JxYlJKLU93GyuLrOycnQeP9+jYSh271bJC1X/vqavzBRrqyqwZwe7HYuISNNTV1dR4PB5379FTTQJryzelg6pxd3bYe/SkqZGhl4cL1bWAQrg7OyxavaW2b82m9QOaNghYu23/u6hodXV+2+YNCSFN6wcg1amy6Ji4t++j96xdqFvsVFZCLc2Gdf1kS3xquh0/d8XLw8XS3JS6MqE6Me73HoLdDxQWFfUaNvn81Zs8HnfL3qMSiWTSrwO5XBx0oqJMjAziE5P3h57p1qGVkn+EgXLI3uKjpy5279jK2NCgU5tmj56/lkol7XHxACAkPSPzQNiZwb27fm9bjbo6/6cu7awskOpYhVm/9xBQfkCdz181/zdLc9Njpy87O9htWT4XlwhTcWOH9hGLJau37KG6EFCUsUP7xMQlHjp+nhCioy1cNX/6ynnTqS4KaMHKwkwikX6KiS/jMVxuyZ00gOk8XB27tA1auHKzRCJxcbTbv/FvN2cHkUhEdV3fxpGdQA8Aym/bvmOrtuw9f3CjgZ4u1bWAQmzbd2zHgbBzBzbihxwUV1BYNG7GgrnTRsuuOgOqIzUto33vX8cP69ezc2tCiOzsJ/QM8Qh2ABUmEolj4hLsbCypLgQURSQSf46Nt8cJCAHgX0z5vYdgBwAAAPADTPm9h2AHAAAAwBI4eAIAAACAJRDsAAAAAFgCwQ4AAACAJRDsAAAAAFgCwQ4AAACAJRDsAAAAAFhCjeoCAABoas3WfWu37Zff1BZq2ViZB/r79Ozc2srCjMLCAAC+B8EOAKAsQ/p0s7YwkxKSlZXz4s273YdP7D58YsaEYV3aBpXn6a/fRfUYPOHZ1aOKrhMAgCDYAQCUrVmDOt41XOU3E5JSxk5f8Mei1SZGhg3q1Prh0x8+fanI6gAA/gPBDgCgAsxMjFbO/63dzyOWrtshD3anL17fcSD0bVS0Go9nZ2M5IKRL26CGhJDh/5t94+4jQohXk+Aabk77N/xNCLn/+MX6HQefvYoQicWOtta9urYLbleulX8AAD+EYAcAUDEmRgatmtQPO3v5U2y8jaX5mUvXJ89eEtSo3ogBPxFC9h45OXn2EqGWZuNA/2ljhy5Zu+3y9bv7NizWFAgIIXcePP1l0p+1vDwWzpygrs6/EH7r94WrMrOy+4d0prpbAMAGCHYAABVW090p7Ozlj59ibSzNP8cm1PXzWvzHRD5fjRDi5+3RsGO/UxfDGwf621lbGOjpEkJqujnLnrhk7XZrC7N1i2YKBBqEkMDaPknJaWu37f8puJ2GOp/CHgEAO+B0JwAAFaalKSCE5OTmEUKG9Om2adlsWaojhGgLtYwN9eMSkks/KzUt49Xb940D/TlcbkFhkexfo3p+Obl5b99/VGb9AMBWWGMHAFBhaelZhBA9XW1CSHZO7rb9oRfDb8cnJufm5RNCJBKJpblJ6WclpqQSQnYdOrHr0IkSdyUkJXu6Oyu8bgBgOwQ7AIAKe/TsFYfDcXN2IISMmjbv0bNXg3/u2rBuLR1tIYfDGTbpzzKeG9wuqHvHViUW2liZK7BcAFAZCHYAABUTFR0TfvtBHT8vAz3d6Ji4B09edO/QcszQ3rJ7xWJxRmaWlYVp6SdamJoQQiQSSfHzpwAAVCPsYwcAUAGxCUnjZizgcMiYIb0JISKRmBBiZmosf8D+0DMFhUVisUR2k8PhEELEYjEhRE9X28vD5eK1O1nZOfLHh529vHLTbtkDAACqCGvsAADKcvnGXdmRDfkFha/fRp25fF0ilsydOka21s3WysLc1Phg2Dk3Z3t9Xd2L126/fBMZ4Ov5MiLy7qNnXh4uJkYGhJCNuw472du0bBI4YXj/oRP/GDBmRv+QTsaGBg+fvty850j7lk14PB7F/QQAVuBIpVKqawAAoKMS14rl89VMjY0Ca/sMCOlsZ2MpX/7izbv5yze9ifwg1NRs3qjuhOH9Hjx5OXPBSrFEsmftQoFAY/S0eW+jPlpbmh/fuYoQ8vDZq3Xb9j99GVFQWGhlYdatfct+PTsi2AFAtUCwAwAAAGAJ7GMHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsoUZ1AQAAdJedk3v87JWrt+5HRcfk5OYaGei7uzi2blq/aYM6XC6H6urKKz/8Wl5YWOGDB+LkFI6GhpqDg6B5M2HPHlwjI6pLA4Bqw5FKpVTXAABAXyfPhy9ctdlQX69N84ZuzvbaQq3UtIz7j1+cuXTdwszkr9/GuDjaUV3jD4g/f04dN77w6TOtjh00GjTgWZhLc3KKIt7mnTghev9ed9Ik7SGDqa4RAKoHgh0AMF6/UdPSMrKO71xV7a+8fvuBTXuOTBszpEvboBIr57Jzcv9Zv/P4uSsr5/9Wp5ZXtTddXYpev04K6aURGKg/ZzbPxLjEvXmnz6RN+p9m+3YGCxcQDmPWPgLA92AfOwCAbzt1IXzTniObl83u2r5F6U2u2kKtGROG/dK3x4TfF8XEJVTi9UN+mVS7Zc+Pn+OKLwweMPZA6NnKF/1fkrS05P4DtTp2MFq7unSqI4Rotm1jejw07/SZrHXrK/ripy9e92vR411UdPGFYWcv+7foGfnhU+WLBoAqQLADAPiG3Lz8Rau2Th092LuGq2xJWkZm6JnLW/YevXzjrlgsli0c3Lurv0/Npet2VK4VTYFg9t9rq6fib8lcvoJnaqr/56wva+Ok0vwrV7PWrsvZu08cHy97jJqjo+HyfzKXLJUvKae2QQ0b16v9x6LVEsmXLT9p6ZmLV20dOegnJ3ubau0HAJQXDp4AgB84ffH6jgOhb6Oi1Xg8OxvLASFd2gY1lN3Vf/R0IpVOHTtkyZptz1+/U1fn1/P3njp6iKGBnuwB1+883Ljr8Ou378VisY2VRXC7oL49OnI4HPlzx/7SZ/HqrW/ff9TT1enTvWPfHh1Xbt5z4tyV7Jxcrxqusyb9am1p9sMy5PqNmhb1MebSkS18/tcvt4FjZ0RGfbp0ZIuaGq/8vT5x7qqOjjC4XZC8I1PnLsvIzJbddHWyX7topqmxISFkwrB+nfqNik1IsjQzqejY9u3ZaceB0KOnLsobKi4lLX3hys33H7/IzM7xcHGcMLx/LS/38r+4NDc3Z+cu453bCY9HCJFkZaf061dw957sXo6WlsH8eVrduxFCBM2bqfv65mzfoTtlcoXqnzlxWOd+o3cdOt6vZydCyIIVm2yszAf81CU5NX3hys0PnrzIysmt6eY8ZdQgD1dHQkjo6Uub9xyJjU/UFgpbNK73v1GDNNT5FWoRAMqGNXYAUJYzl65Pnr3EzMR46Z+TF/0+0VBPd/LsJeG3Hsju5fPVYhOSZv+9dkifbqf2rJ05YfjZyzeXrtsuu/fStTu/TpmrJdBYMGP86gUz6gf4Ll69ddn6HfLnxsQnrt6y7/eJI07uWevl4bp03fYRk+doCjT2rl+0ZuGMF6/fzV+xsTxlyAW3a5GemXXl5j35kuTU9IdPX7Zr0ahCqY4QcvXWvdbNGnC5XEJISlr61LnL0v9NdYSQiMgPMxeslP1tZ2Pp7uJ49eb9Cr2+jI62cNKvA/5esy01LaP0vWN+m5+ZlXNo87LrYTu8a7j+OmVOWkZm+V88/9p1rq6uRr16spsZs2bJUx0hRJqbmzZlqujdO9lNrS6d885fqGj9Rgb6U0cPWbl5T0xcwvW7jy6E354zdTSXyx07fT4h5Mi25dfDdvh7ewyfPLugoPBzbMLMhaumj/vl7tl9u9YsePLizc4DYRVtEQDKhmAHAGX5HJtQ189r8R8TGwf6Nw70XzxrEo/HO3UxXP6A+MTkyaMG1/P3MTTQa9kkMKCW5637T2R3/bNhp7mp8Yp5vzVrWKeuv/f/Rg5s3qjuzoPH0zOzZA9ISEqZPGqQh6ujmYlRv5BOhJD8goLh/XuaGhv5+9RsUr/2vUcvylmGTOtmDbQ0BWFnLsuXnL9yUyKRdm7TvKId//g5zvXfw12v3ryfkZldYie7m/ceJyanyv52c7L/+Cmmok0QQohU2qVtkIeLw4KVm0rc8+rt+6cvIyaPGmRooCcQaIwZ0lsslly/87D8ry2KiuJ7uBMulxAiFYlyjxwt2Xh+fm7Ycdnf/Jo1RFFRlehBh1ZN6vl5/75w9Zy/18o2wr6K+FK5vq6Ohob6yEE/FxWJLt+4m5WdI5VKdXW1uVyutaXZ/o1/D+nTrRItAkAZEOwAoCxD+nTbtGy2fMumtlDL2FA/LiFZ/gCBQKP49kFzE6Pk1DRCSGJyalR0TKN6fsW3ijatHyASiZ++iJDd1BQI3JztZX+bGBkQQnw9v76UiZFhXn5+Tm5eecqQ0dIUtGra4Nqdh/IVYGcu33B2sJVtB6yQnJxcbaGW7G95Ei0h49/l2trC7Ny8ijYh9/ukEZeu3bl2+z8rID/FxHO5HAdbK9lNDQ11S3OT2LjE8r+sNDubo63z5e/cXGlhYenHSFK/ZFOujo40P19aVFSJ+mdOHP4yItJAX2/AT10IIR8+xRJCmncd5NUk2KtJsE+zrlnZOZ9jE9xdHHp0at1r2OS+I6et2brvU2xljjgBgLJhHzsAKEt2Tu62/aEXw2/HJybn5uUTQiQSiaX5153JDPV0iz+ex+PJdqWXrc0yNf7PyW9l6S0x5UuYMNDT+fpELpcQoq/7dYlsM6hEIilPGXLB7YOOnb544vzVfj07JSanPnr2avywfpXouKGBfkpauuxvBxur0g9Q5/OvhLk6AAAGgUlEQVStLL7s/5eckmphZlqJVmRsrSyG9w+Zs3T9se0ryniYRCIpEonK/7JcY2PJjRtf/tbR4ZkYi5NKRmE1Z2fZH+LERK6+PodfmT3eTI0Nba0tanm5y94ygYY6IeT++QOl95/7feLwIb27ht9+cPXm/Q07Dy2YMa5N85I7SgJAVWCNHQCUZdS0eRt3HmrWoM7qBdMPbV56eMsy2REDP/TvUZj/OVOm7Ca34udLK38Zfl4edjaWoWcuE0LOXbnJ4XA6tGpS0eYIIZ7uzvcePZf93TjQX35srNygn4O1NAWEEKlU+uDJKy8Pl0q0IjewVxdtodbKTbv5al9+b9tZW0okUvl5Q/Ly82MTkmytLcr/muo+3oWPn0izswkhhMPRnTSpxAPUHByEPbrL/i64cVO9lm9VuiAnK/LNu68bdj/HJhBCxGJxWnqmpbnpT13arl00s2enVvuOnamWFgFADsEOAL4rOibuwZMXXdsFjRna28+7houjnYOtVcZ3tkuWYGZiTAhJSEopvjAhOZUQYmZSsWtYVbSM4LZBEZEf3kVFn7oQXr+2j2w1YUW1bFr//NVbsoMVeDzesjlTWjYJlJ3NTlMgGDEgZHj/nrJHXrlxLzcvr35AlVIRj8f7c/LIfcdOx/+7Us3N2d7X033J2u3pmVm5eflL1+4Qamk2b1i3/K+p7uvLNTXNOXRYdlPYp7f+n7O4el8OWBY0bmS8cztHKCSESAsKcg4e0mzXripdkHOyt6nr57V49da4hCSRSLw/9EzwwLGJyalhZ6/0GDLh5ZtIiUSanJr+LuqTXUVyKgCUBzbFAsB3iURiQoiZ6dcT2+4PPVNQWCQWS374XGNDfWcH2/Bb9wsKi+Sb5C5evSUQaPjUdFNoGZ3aNFuxaffGXYefvXq76PeJFWpLrkGAr5O9zZI12+ZOG0MIMTU2XDp7cl5+fnJquqWZCY/35Rjb7Jzcv9dsG/BTF9nau6rw8nAJ6dxm9+GT8iWLfp8wf8Wmzv1GSyVSTw+XHSvnyXf7KxcOR3fC+Iy/5mm2bsWzsCCEaA8ZrD1ooOhzDNdAn6vzdat31j/LOWpqWv+uvau6BTMnLFixqevAcVKp1MXRbt2imabGhp3bNI9PTB47Y0FKWrq+rk6DOn6Tfh1QXS0CgAyCHQB8l62Vhbmp8cGwc27O9vq6uhev3X75JjLA1/NlROTdR89+uPFxwvB+o6b9Nea3eT8Ft+Xz+Veu371+99G4X/pWLJ1UvAwTI4OGdWuduhCuLdRq3rBOxfr8Lw6H89e0MT+PmLJq856Rg3rJzr2nKRDYWJrLH5OVnTN+5kIjQ71BvYIr0cT+DX+XWDJ1zJCpY4bIb1qYmaz4a1qlyv9C2KN7/vnzyf0GGO/awTMzI4QQLlfN9j9nD87ZuTNr/QaTQwcqt4OdTIm+GBvq/z2r5JZfLpczYkDIiAEhlW4FAH4Im2IB4LvU1Hj/zJ1iYWY8efbS8TMX5ublr5g3rX9IZ3U+f/zMRYlJqWU/vVE9/3WL/8jPL5gye9nY3+Y/fRkxZ+qowb27KqGM4HYtCCGtmzXQ0FCvaHNydjaWaxbOOHT8/IjJcyIiPxS/SyKRXgi/HTJ0UlGRaPlf04of+UsvXK7hiuVq1laJbdrlHDgo/e+xF6KPH1N/HZk+d57RxvXqfn5U1QgA1YhTYtdmAAAWuHLz3uhp8/asW1TFYxoIIYnJKf+s33XywlVHOxsPF0dtoWZKWsb9Jy8KC4sG/9y1f0hn+qY6OYkke+eurGXLpIVFGvXq8iwsJNk5orcRhU+fabZqqTdjuppjhU8HAwD0hGAHAGwjEon7/DqVx+PuXruwul4zOTU9/Nb9D59isnPyjAz0arg61Q/wrcrqQOWTFhUV3LxV+OCBJCmJaAjUHB0EzZqp2VhTXRcAVCcEOwBgj/jE5Fdv3x84dubm/Se71y70dHemuiIAAKWi/RYEAIByu3X/yR+LVluam66a/xtSHQCoIKyxAwAAAGAJHBULAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBIIdgAAAAAsgWAHAAAAwBL/B/+1q6xRn7K8AAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# Filtering dataset for specific User\n", "FilteredAccount = \"SRVACCNT-01\"\n", "\n", "# Ungroup dataset , run Time series decomposition method and plot anomalies\n", "graphUser <- byuser %>%\n", " filter(AccountName == FilteredAccount) %>% \n", " ungroup()%>%\n", " time_decompose(logoncount, method = \"twitter\", trend = \"3 months\") %>%\n", " anomalize(remainder, method = \"gesd\") %>%\n", " time_recompose() %>%\n", " # Anomaly Visualziation\n", " plot_anomalies(time_recomposed = TRUE) +\n", " labs(title = paste0(\"User Anomaly: \",FilteredAccount), subtitle = \"Twitter + GESD Methods\")\n", "\n", "plot(graphUser)" ] }, { "cell_type": "code", "execution_count": 11, "id": "733c5ea4-cdb7-415f-9421-31afe86c17a5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Converting from tbl_df to tbl_time.\n", "Auto-index message: index = Date\n", "\n", "frequency = 6 days\n", "\n", "median_span = 53 days\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# Plot Time series decompositions components separately\n", "byuser %>%\n", " filter(AccountName == FilteredAccount) %>% \n", " ungroup()%>%\n", " time_decompose(logoncount, method = \"twitter\", trend = \"3 months\") %>%\n", " anomalize(remainder, method = \"gesd\") %>%\n", " plot_anomaly_decomposition() +\n", " labs(title = \"Decomposition of Anomalized Logons\")" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "4.1.1" } }, "nbformat": 4, "nbformat_minor": 5 }