diff --git a/HOW_TO_BUILD_AND_RUN.txt b/HOW_TO_BUILD_AND_RUN.txt new file mode 100644 index 00000000..65ab6280 --- /dev/null +++ b/HOW_TO_BUILD_AND_RUN.txt @@ -0,0 +1,22 @@ +Building MPI Matrix Profile requires CMake, a C / C++ compiler, and MPI. + +If you do not have CMake installed, please install it: https://cmake.org/install/ + +Build the project using CMake for your operating system: https://preshing.com/20170511/how-to-build-a-cmake-based-project/ + +For my Debian Linux system, I run the following commands to build: +1) cmake -B build -DCMAKE_BUILD_TYPE=Release +2) cmake --build build --config Release + +After the build completes the binaries are found in the ./build directory. + + +To run the matrix_profile: + +1) cd ./build +2) mpirun -n 4 -f ../src/hostfile ./matrix_profile --input-file ../test_data/input_time_series/AAPL.csv --output-file AAPL-matrix_profile.csv + +The completed Matrix Profile is given in the output file: AAPL-matrix_profile.csv + + + diff --git a/final_report/AAPL_matrix_profile.png b/final_report/AAPL_matrix_profile.png new file mode 100644 index 00000000..20d75fac Binary files /dev/null and b/final_report/AAPL_matrix_profile.png differ diff --git a/final_report/AAPL_time_series.png b/final_report/AAPL_time_series.png new file mode 100644 index 00000000..fb847296 Binary files /dev/null and b/final_report/AAPL_time_series.png differ diff --git a/final_report/AMZN_matrix_profile.png b/final_report/AMZN_matrix_profile.png new file mode 100644 index 00000000..6da815b2 Binary files /dev/null and b/final_report/AMZN_matrix_profile.png differ diff --git a/final_report/AMZN_time_series.png b/final_report/AMZN_time_series.png new file mode 100644 index 00000000..77fe84ea Binary files /dev/null and b/final_report/AMZN_time_series.png differ diff --git a/final_report/AirPassengers_matrix_profile.png b/final_report/AirPassengers_matrix_profile.png new file mode 100644 index 00000000..c8169f3d Binary files /dev/null and b/final_report/AirPassengers_matrix_profile.png differ diff --git a/final_report/AirPassengers_time_series.png b/final_report/AirPassengers_time_series.png new file mode 100644 index 00000000..633c1578 Binary files /dev/null and b/final_report/AirPassengers_time_series.png differ diff --git a/final_report/CA_COVID19_matrix_profile.png b/final_report/CA_COVID19_matrix_profile.png new file mode 100644 index 00000000..28631458 Binary files /dev/null and b/final_report/CA_COVID19_matrix_profile.png differ diff --git a/final_report/CA_COVID19_time_series.png b/final_report/CA_COVID19_time_series.png new file mode 100644 index 00000000..3b2e21b5 Binary files /dev/null and b/final_report/CA_COVID19_time_series.png differ diff --git a/final_report/DailyMinTemp_matrix_profile.png b/final_report/DailyMinTemp_matrix_profile.png new file mode 100644 index 00000000..3bf8e788 Binary files /dev/null and b/final_report/DailyMinTemp_matrix_profile.png differ diff --git a/final_report/DailyMinTemp_time_series.png b/final_report/DailyMinTemp_time_series.png new file mode 100644 index 00000000..866e5b87 Binary files /dev/null and b/final_report/DailyMinTemp_time_series.png differ diff --git a/final_report/GDP_matrix_profile.png b/final_report/GDP_matrix_profile.png new file mode 100644 index 00000000..60fa77df Binary files /dev/null and b/final_report/GDP_matrix_profile.png differ diff --git a/final_report/GDP_time_series.png b/final_report/GDP_time_series.png new file mode 100644 index 00000000..d0439e1f Binary files /dev/null and b/final_report/GDP_time_series.png differ diff --git a/final_report/Group_010_Final_Report.pdf b/final_report/Group_010_Final_Report.pdf index ef3e50e5..6d449e85 100644 Binary files a/final_report/Group_010_Final_Report.pdf and b/final_report/Group_010_Final_Report.pdf differ diff --git a/final_report/Group_010_Final_Report.tex b/final_report/Group_010_Final_Report.tex index 51c9a53c..a550dbb8 100644 --- a/final_report/Group_010_Final_Report.tex +++ b/final_report/Group_010_Final_Report.tex @@ -35,7 +35,7 @@ \section{Introduction} Most data science work is done in Python. As a result, most Matrix Profile implementations in use today are written in Python\cite{Stumpy} and rely on the NumPy, SciPy, and Numba Python libraries for vector and matrix data types, numerical and scientific algorithms, and fast just-in-time optimizations. Creating a Matrix Profile implementation using MPI in C++ will offer organizations that use MPI a way to use the Matrix Profile. \section{Project Thesis} -This project created an MPI implementation of the Matrix Profile in C++. +In this project we created a minimal MPI-based implementation of the Matrix Profile in C++. \section{Background} \subsection{Definitions and Notation} @@ -116,8 +116,8 @@ \section{Tests} \section{Test Datasets} Real world time series data was used in the test suite. Figure~\ref{fig:Input_Time_Series} gives time series test datasets input files and a brief description of each. Note that the time series used are relatively small compared to some real world time series data which range up to multiple gigabytes in size for rapidly generated or multivariate data. The number of datapoints for each time series is given to show its size. -\begin{center} \begin{figure*} +\begin{center} \caption{Test Dataset Input Time Series Data} \begin{tabular}{|c|c|c|} \hline @@ -134,15 +134,15 @@ \section{Test Datasets} \hline \end{tabular} \label{fig:Input_Time_Series} -\end{figure*} \end{center} +\end{figure*} \section{Results} The MPI Matrix Profile implementation calculated the same results as the STUMPY Matrix Profile implementation with 99.95\% similarity. Figure~\ref{fig:Matrix_Profile_Percent_Similarity} lists the percent similarity for each input time series matrix profile. -\begin{center} \begin{figure*} +\begin{center} \caption{Test Dataset Output Matrix Profile Percent Similarity} \begin{tabular}{|c|c|} \hline @@ -160,17 +160,16 @@ \section{Results} \hline \end{tabular} \label{fig:Matrix_Profile_Percent_Similarity} -\end{figure*} \end{center} +\end{figure*} The percent similarity calculations were performed as the inverse of the percent difference: $percent\_similarity = \left(1 - \frac{|actual - expected|}{expected}\right) * 100$ where the $expected$ values were those provided by the STUMPY matrix profile output and the $actual$ values were those provided by our MPI matrix profile output. Note that no percent similarity is given for the Jena climate time series because the MPI implementation ran for several days, but never finished. This is likely due to the size of the time series and the less efficient STAMP algorithm. - Figure~\ref{fig:Matrix_Profile_Diff} shows an example side-by-side difference comparison between two output matrix profiles. The left side is the STUMPY Python library output. The right side is the MPI C++ Matrix Profile output. This figure illustrates how similar most of the matrix profile output was between the STUMPY implementation and our MPI implementation up to many decimal places. \begin{figure*} \begin{center} -\includegraphics[scale=0.45]{matrix_profile_diff.png} +\includegraphics[scale=0.42]{matrix_profile_diff.png} \caption{Side-by-side difference comparison between matrix profile output. Left: STUMPY Python output, Right: MPI C++ output} \label{fig:Matrix_Profile_Diff} \end{center} @@ -182,27 +181,30 @@ \section{Performance Comparison} Note that this comparison is not fair for two reasons: 1) the STUMPY library uses a just-in-time optimized version of the STOMP matrix profile algorithm\cite{Stumpy} whereas our MPI C++ implementation uses the original, less optimized STAMP matrix profile algorithm\cite{MatrixProfile1}, and 2) comparing a serial Python program against a parallelized C++ program is unfair due to the massive difference in language runtimes. The differences are apparent in the performance comparison results. -\begin{figure} +\begin{figure*} +\begin{center} \caption{Execution Time in Seconds} \begin{tabular}{|c|c|c|} \hline \textbf{Input Filename} & \textbf{STUMPY Python} & \textbf{MPI C++} \\ \hline \hline -AAPL.csv & 15.61 & 0.28 \\ \hline -AMZN.csv & 16.30 & 7.34 \\ \hline -AirPassengers.csv & 15.42 & 0.11 \\ \hline -california\_covid19\_cases.csv & 15.43 & 0.91 \\ \hline -daily\_min\_temperature.csv & 15.78 & 17.71 \\ \hline -jena\_climate\_2009\_2016.csv & 2478.40 & N/A \\ \hline -MSFT.csv & 15.42 & 0.27 \\ \hline -TSLA.csv & 15.52 & 0.19 \\ \hline -us\_gdp.csv & 15.56 & 0.24 \\ \hline \hline +AAPL.csv & 15.27 & 0.09 \\ \hline +AMZN.csv & 15.67 & 21.70 \\ \hline +AirPassengers.csv & 15.14 & 0.04 \\ \hline +california\_covid19\_cases.csv & 15.13 & 0.24 \\ \hline +daily\_min\_temperature.csv & 15.38 & 5.19 \\ \hline +jena\_climate\_2009\_2016.csv & 642.67 & N/A \\ \hline +MSFT.csv & 15.14 & 0.08 \\ \hline +TSLA.csv & 15.22 & 0.07 \\ \hline +us\_gdp.csv & 15.27 & 0.08 \\ \hline \hline \end{tabular} \label{fig:Execution_Time} -\end{figure} +\end{center} +\end{figure*} The MPI matrix profile implementation is easily faster than the STUMPY matrix profile implementation for time series with a smaller number of datapoints, but is much slower for larger time series. This is due to the more efficient STOMP algorithm that STUMPY uses compared to the MPI implementation's STAMP algorithm. Note that the Jena climate time series is incomplete because our MPI implementation ran for several days but did not finish the computation. -\begin{figure} +\begin{figure*} +\begin{center} \caption{Percent CPU Utilization} \begin{tabular}{|c|c|c|} \hline @@ -218,11 +220,13 @@ \section{Performance Comparison} us\_gdp.csv & 106\% & 331\% \\ \hline \hline \end{tabular} \label{fig:CPU_Utilization} -\end{figure} +\end{center} +\end{figure*} For CPU Utilization, the STUMPY implementation only uses one CPU core for most of the time series compared to the MPI implementation using all available CPU cores. However, STUMPY does use multiple cores for the large Jena climate time series. This is due to STUMPY using the Numba just-in-time (JIT) compiler Python library that translates a subset of Python and NumPy code into native machine code. Numba supports automatic conversion of array expressions into parallel code\cite{Numba}, thus the higher CPU utilization for the larger Jena climate time series. -\begin{figure} +\begin{figure*} +\begin{center} \caption{Memory Usage in Kilobytes} \begin{tabular}{|c|c|c|} \hline @@ -238,22 +242,22 @@ \section{Performance Comparison} us\_gdp.csv & 220452 & 13360 \\ \hline \hline \end{tabular} \label{fig:Memory_Usage} -\end{figure} +\end{center} +\end{figure*} The STUMPY matrix profile implementation uses about fifteen times as much memory as our MPI implementation on average. This is expected given that STUMPY runs in a heavier garbage-collected Python runtime and with a Numba JIT compiler compared to the far more minimal C++ environment and MPI C library. - -Figure~\ref{fig:Time_Graph} Shows the how many seconds it took the Python and C++ code to complete time series. +Figure~\ref{fig:Time_Graph} displays how many seconds it took the Python and C++ code to complete the matrix profile calculations. \begin{figure*} \begin{center} \includegraphics[scale=1.05]{Time.png} -\caption{Compares how many seconds it took the Python code and C++ code to complete time series calculations} +\caption{Compares how many seconds it took the Python code and C++ code to complete the matrix profile calculations} \label{fig:Time_Graph} \end{center} \end{figure*} -Figure~\ref{fig:CPU_Graph} Shows the CPU usage percentage. 100\% means 1 core, 300\% means 3 cores were used. +Figure~\ref{fig:CPU_Graph} gives the CPU usage percentage. 100\% means 1 core, 300\% means 3 cores were used. \begin{figure*} \begin{center} @@ -263,22 +267,33 @@ \section{Performance Comparison} \end{center} \end{figure*} -Figure~\ref{fig:Memory_Graph} Shows the amount of kilobytes that the Python and C++ programs used. +Figure~\ref{fig:Memory_Graph} shows the amount of memory in kilobytes that the Python and C++ programs used. \begin{figure*} \begin{center} \includegraphics[scale=1.05]{Memory.png} -\caption{The amount of kilobytes the Python and C++ programs used.} +\caption{The amount of memory in kilobytes the Python and C++ programs used.} \label{fig:Memory_Graph} \end{center} \end{figure*} \section{Conclusion} -!!! WRITE CONCLUSION HERE !!! +In this project we created a minimal MPI-based implementation of the Matrix Profile in C++. It works very well for time series with a small number of datapoints, but does not scale up well to larger time series. This is primarily due to our use of the original STAMP algorithm which is much slower than the STOMP and SCRIMP++ algorithms. Figure~\ref{fig:matrix_profile_algorithms_compared} gives a graphical comparison of the STAMP algorithm's performance against the STOMP and SCRIMP++ algorithms. While the STOMP and SCRIMP++ algorithms are much more performant compared to STAMP, they are also much more complex to implement which is why we chose to implement STAMP for this project. + +\begin{figure*} +\begin{center} +\includegraphics[scale=0.85]{matrix_profile_algorithms_compared.png} +\caption{Matrix Profile algorithms convergence times compared} +\label{fig:matrix_profile_algorithms_compared} +\end{center} +\end{figure*} \section{Future Work} -!!! WRITE FUTURE WORK SECTION HERE !!! +The Matrix Profile is an exciting area of research for time series data mining. Most of the work is focused on mining massive time series datasets as fast as possible in cloud computing environments. Considering how versatile the Matrix Profile is and how ubiqitous multicore processors are, there is likely a need for a fast, resource-frugal implementation of the Matrix Profile for use in portable and embedded devices such as on-board vehicle computers, field diagnostic medical equipment, smartphones, and industrial control computers. + +An MPI-based implementation similar to (or perhaps derived from) our implementation could be created to use a more optimal Matrix Profile algorithm such as SCRIMP++ and outfitted with a focused domain-specific motif search set in order to quickly search an incoming data stream (time series) for matching subsequences of interest. For example, an on-board vehicle computer could use sensor data to rapidly recognize a hazardous road condition and alert the driver. Field diagnostic medical devices could aid doctors or first responders in quickly finding life-threatening diseases so that the proper care can be given with minimal delay. Smartphones could gain even more capabilities with on-device sensors that identify emergencies and request help (e.g. active shooter situations, explosions, car accidents, et cetera). Industrial control computers could better respond to their environment by sensing failure conditions and shutting down production to prevent injuries and loss of expensive equipment. +There are many possible applications for a fast, resource-frugal, parallel implementation of the Matrix Profile. This project showed that a minimal MPI Matrix Profile implementation is possible and can be made practical with more effort. \bibliographystyle{IEEEtran} diff --git a/final_report/MPI_Matrix_Profile.ipynb b/final_report/MPI_Matrix_Profile.ipynb new file mode 100644 index 00000000..ee9d8a44 --- /dev/null +++ b/final_report/MPI_Matrix_Profile.ipynb @@ -0,0 +1,703 @@ +{ + "cells": [ + { + "cell_type": "code", + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as dates\n", + "import datetime as dt\n" + ], + "metadata": { + "id": "Eta8XKfTGv5s" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "AAPL_df = pd.read_csv(\"AAPL.csv\")\n", + "AAPL_df['Date'] = pd.to_datetime(AAPL_df['Date'])\n", + "\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Apple Stock Price', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Adj. Close Price', fontsize='20')\n", + "plt.plot(AAPL_df['Date'], AAPL_df['Adj Close'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "BzlRoirWHtjU", + "outputId": "8ff85ea1-b09f-44ca-b18a-d1128df494d3" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "AAPL_mp_df = pd.read_csv(\"AAPL-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Apple Stock Price Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(AAPL_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "C_084A4QJkBA", + "outputId": "7ab0c082-6e8f-4bd3-c4b9-e6b02befb98d" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "2xaDyznQOyhM" + } + }, + { + "cell_type": "code", + "source": [ + "AMZN_df = pd.read_csv(\"AMZN.csv\")\n", + "AMZN_df['Date'] = pd.to_datetime(AMZN_df['Date'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Amazon Stock Price', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Adj. Close Price', fontsize='20')\n", + "plt.plot(AMZN_df['Date'], AMZN_df['Adj Close'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "POTonE-POwE4", + "outputId": "de8e7375-cf81-4d3b-a564-cb97c9931e74" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "AMZN_mp_df = pd.read_csv(\"AMZN-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Amazon Stock Price Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(AMZN_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "ycN7SuH1PO32", + "outputId": "987eac4b-17d0-4e4c-d5ee-89c861301e19" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "SpPmFsNRQwri" + } + }, + { + "cell_type": "code", + "source": [ + "AirPassengers_df = pd.read_csv(\"AirPassengers.csv\")\n", + "AirPassengers_df['Month'] = pd.to_datetime(AirPassengers_df['Month'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Monthly Air Passengers', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Passengers', fontsize='20')\n", + "plt.plot(AirPassengers_df['Month'], AirPassengers_df['#Passengers'].values)\n", + "plt.show()" + ], + "metadata": { + "id": "PjcASqXIQyor", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "outputId": "e2e9d54f-5956-445d-c62d-491b3698709c" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "AirPassengers_mp_df = pd.read_csv(\"AirPassengers-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Air Passengers Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(AirPassengers_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "6rJwT96NXf_s", + "outputId": "e57a9c48-520a-49ec-c3f8-eee86c4e4a26" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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UtqaZxpi8KZUMfJ50oDSJLVF7DPu9Y9g5MmCVA907yXNKEo0xO0XkUmyg81ZsuV6Ls92rsTX8h0XkzzPdbTbGfFREHsPOUXDLntZh75L/BlaZ7PtY2fHZF06+ekBloSHHsmIyJ95+Q2NZ10qTK9NQru+Hn0DDGHOviLwE69s3Yu+Ed2CzrdcDnxKRp4E/MsbkVfWbB27PpTZsRukBCuyt5CIi78AKWrj8zNnfYez8ErdkrBv4gvO81PNfynUOOI0VC3GDpYN4MsAl5mZjzO1F7iPfcQh7nvvJxI1m2XahKdt4VRQljQZLilImRKSOmVmUz4vI531sWo+dN5JRPCCIOKVI73VeHseqVmXMcIjImnz7M8Ycwkppvw8rZXw1Vpb6ldjgaSN2AvoGY8ynM2z/Lazk9Wpsad3V2DKpi7EletcDV4vIy4wx3tI5t+TsqDFmQz47FwjvxV1z1rXS5Grm6r0I/KQx5hPzM2n+GGOeAH5VRMLYMqOrsXLhV2PHxkXA/4rIO/OUXs3ns8dF5BtYGfG3Y1XeAPYbYx7OvmVG/sr5O4XtRZVxHoyIVGJ+VrH8G+lGuWCP018zUyQhSEQ9z/00O/Y2d41mXav8eMfre4wxX6mYJYqyiFGBB0UpH9dj+1rMh1Kr4lWaV5NWOvvbPGpZvoMQY8yEMeZ+Y8ynjDHXY+/Su41+AT4uIstzbN9rjPlPY8wHjTGXYC/6fuwsbid9wevilvN0Z1DqqxS9nuebfKyfax1vuVKp588UhDEm6qjJfdwYsxVb7uRmagT4bJmUyG53/rr9acB/byUARGQTtpcRwLdzCQZQwO+9GnAyZq4IyC6seALAH4rIqytjVdH0eZ6f62N97zq9WdcqP1UzXhVlMaOZJUUpH96A56vY8pt8vB37j/gSEbnMGLOnHIZVAG/QmEv1DeC6+X6II9n9GRF5MVYpK4RtcuqrZMsY87yIvAWrGOc2c/XyAFYEoRGb7bhvvraWkJ2e56/KtaIT4L08xyp7SJehvUZEahZCXMEPxpgzwIdF5BqsqEU3dqzMlocv9nMeEpHnSV8QJ5kp7++HUv/eXR/Mp/y1ZIjIWdisEtiM5o3Y77oDO17uEJFLHF8FCa9Aw2t9rO9VkquUuAPYOZauYM3rmHtzR1GUEqDBkqKUARHpwjYBBHvx+bt+5myIyBDpTuw3Yy9eFwPeuTRnZ1tJRH6FuXLh8+Gw53lB5zlHcW8Im1mYve0dpBW/PiEiO4wx01QQY8wLzjyei7D9U67KIR/+DiBXpm1aRO7CThTfgC1Hu7XUNhfJYdIKgOX6H/ZZ0ip4T/jtreTB7+99Hf6yyG65lZ8SsbLgZPHuIi1C8QFHsOZ5Efk08BfYOZe3ke4rFwiMMYdFZDe2cfMlIvJaY8yPMq0rIldiM+Vgs2rlFBzJiTGm35lfeT3wChF5nTHGj5qfoigFoGV4ilIe3kFapvW/C1DRupt035q3Owpyi4HHPM//0OkPMgNHUvzLuXYiIpeJyF+ISNbyRhFZQbpBqgGe9Cz7gIj8Wq4SOhF5K+lJ/U94lxljfoFVawM71+kuEcmqYCYidSLyf0Tk93J9rxLwT57nX8s078tRd/vs7Pcz8Gms2hjA50TkXblWFpFuxydFBbkicp2IfNBp4pxtnXNI3/kfJX/WZl4YY24xxlzlPN43j108R3ou2a84ohUzcH7D38afQMAh5+9yEVk/D3tKwSew8wMBvmmM8Y7VT5JuCPtmEdm2oJaVhv/P8/yrYhtsz8A59l8nfe30d5W+WQL8OVYhEODrIvL6XCuLyAYR+XuZ23hZUZQsaGZJUcqDXxW8GTh3Cn8IvAGbAfhl4Jsltq0S/Bx7B/YKrPjCXhG5BdiHFWR4NemeLXeRnhMxm3bshdknnH5BD2NlfKPY/kBbsKWMbq+gu2Z1tL8cK5wx5BznXdi6/ySwClvK4pZFGeBvMtjwHuzcpi2Ozdc5ogA7gSHn+6zBNrl8LVait2SNQbPwZewxexU2k/G0iHwJ2I09z78C2+sH4Duk+yxlklc/LiJvc9YLYS8cP+y8fh6rLNaOPQZXYcv6asnT48kHPdig7zMicj/wC6zK2hg2eH0x8Ouksyv/VKiU90JhjImLyBeAD2NvmvxURL6MvWmQwP4Ob8aKhdwB5AxIseWers/+W0T+HTvPxvXfUz4aks4bEXkF8FHn5XFgRjDkyIm/Aysn3gb8o4g8YIzZVy6bSo0x5hsi8qvYJuI9wG4RuR177prGZjPfSzqz9kPSJYkVwxizW0R+F9uTrBP4nnNu/B42yE5gz4fnY88Dblb2nzLsTlGUDGiwpCglRkQuJ11Kdhxbz18Id2KDJbAXVIEPlowxxrkA/wlWprsbK/HtZQLbQylJ9mDJFW6oxc4ZujbHx/4nsy7qPNt3kpYKz0QMWzr549kLjDEjzsXjrc72Hc7n5LqbXtZJ4M7xfTO2P9c1jk0fmbXaBDbQu5D0hXdGJS9jzA9E5JXYwHUTcInzyMYotmlrMbi+acAGrNnm8hjgc9hMRzXzMWzA/Cps0JmpD84XgM+QP1j6MnZsbMbecLht1vKbKVDa3C8i0gF8DTvmksA7jTFDs9czxhwSkfc76zYDdzslofHZ61Yx78T+ln8Le9MjW++ibwLvKmPT74IwxnxJRPqxAdNK7A2MXHMTz2DPB4qi+EDL8BSl9HizSnfPY4L8/2DnOYHNWqzOtXJQMMYcwF48/g22TGkCe2GyD/hX4IpZpT2Z9vEANqPzh9hyuL3OPpLO32exF5avNMa8LUPm4Xex9f2fwWZCTmB7Pk1he8c8iL0I32yMyZoRNMaMGGPehs0Q/BN2btkZZz+j2AzMt7GZhbONMbMDw5LjNATdir37/QC2D84EtlTtVuzxvZuZc5YGc+zvEeA8bLPkb2DvUo9iv+MgNpP2RWzAuMoY81SRX+EObN+rjwH3AAdI99+KYLMW7u/kQ9UiPJENY8wENlP5fmx2Ior9rR3BHs/rjDG/g48eW45wyVXAp7DZwoif7UrELaQV+z5jjNmRbUVHyt2Vc78MW9IZGIwxU8aY38aWG36J9G9wHPv7/xrwGmPMW6stq2mMuQerwPg72CzwMazdcWAA+xv8F+AGYHUJ+vgpypJBquTGiKIoirIAiMgubJAXATqr5e64oiiKolQjmllSFEVZIojIy7CBEsAODZQURVEUJTcaLCmKoiwCROSiXA14ReRFWLVFly+U3ypFURRFCTYq8KAoirI4eDPwMRG5D6sSeBirhNWNFcL4VdJy9t80xnyvEkYqiqIoSpDQYElRFGXx0Ai80Xlk4z9JN1xVFEVRFCUHGiwpiqIsDr6IVVx7NXAutjdRB1YRqw94CLjdGPOzilmoKIqiKAFD1fAURVEURVEURVEyoAIPiqIoiqIoiqIoGdBgSVEURVEURVEUJQMaLCmKoiiKoiiKomRAgyVFURRFURRFUZQMaLCkKIqiKIqiKIqSAQ2WFEVRFEVRFEVRMrAo+iytWLHCbNy4sdJmpIhGo4TD4UqboeRB/RQM1E/BQP0UDNRPwUD9FAzUT8HA66ddu3adNsZ0FbL9ogiWNm7cyM6dOyttRort27ezffv2Spuh5EH9FAzUT8FA/RQM1E/BQP0UDNRPwcDrJxE5Uuj2i6Ip7ZVXXmmqKVjq7e1l9erVlTZDyYP6KRion4KB+ikYqJ+CgfopGKifgoHXTyKyyxhzZSHb65ylMrB///5Km6D4QP0UDNRPwUD9FAzUT8FA/RQM1E/BoFg/abBUBnp7eyttguID9VMwUD8FA/VTMFA/BQP1UzBQPwWDYv2kwVIZ0DsNwUD9FAzUT8FA/RQM1E/BQP0UDNRPwUAzS4qiKIqiKIqiKGWgIDU8EVkBXAUsB+4xxgyKSCMQN8Yky2FgENm6dWulTVB8oH4KBuqnYKB+Cgbqp2CgfgoG6qdgUKyffGWWxPJ3wHHgO8CXgY3O4v8BPlaUFYqiKIqiKIqiKFWG3zK8PwN+H/gk8FJAPMvuAd5UYrsCjTYoCwbqp2CgfgoG6qdgoH4KBuqnYKB+CgbF+slvsPRbwCeNMZ8Gds9adgA4uygrFhn33HNPpU1QfKB+Cgbqp2CgfgoG6qdgoH4KBuqnYFCsn/wGS2uAR7IsiwMtRVmhKIqiKIqiFMV00vDDZ07SFxmvtCmKsmjwK/BwArgIuD/DskuAQyWzaBHQ09NTaRMUH6ifgoH6KRion4KB+ikYzNdPD79wmm137gLg0nUdXH/RKq6/qIf1y5tLaZ7ioOMpGBTrJ7+Zpf8CPi4iL/e8Z0RkM/AR4OtFWbHIuPLKKyttguID9VMwUD8FA/VTMFA/BYP5+un06CQAN129kemk4W++t5dr/+5+3vDPP2P30aFSmqig4ykoFOsnv5ml7cDVwE+BI857/wWsAx4G/rYoKxYZeqchGKifgoH6KRion4KB+ikYzNdPkbEEAP/31eewvDXEscExfvDMSf72e3v5/tMnuXx9ZynNXPLoeAoGC5JZMsaMA1uBm7DB0Y+Bx4BtwGuNMfGirFhk3HrrrZU2QfGB+ikYqJ+CgfopGKifgsF8/RQZnwKgrakegHXLmvmtazbR3lRPbHKqZPYpFh1PwaBYP/luSmuMmQbudB6KoiiKoihKFTE8Hqc1VEd97cx74c2hWsbi0xWySlGCjd+mtFeJyK9nWfZWEXlpac1SFEVRFEVRCiEynqDdySp5aWmo08ySoswTvwIPfwNcmGXZBc5yxWHbtm2VNkHxgfopGKifgoH6KRion4LBfP00Mp5IleB5aQnVaWapDOh4CgbF+slvsHQJ2fssPQpcXJQVi4y+vr5Km6D4QP0UDNRPwUD9FAzUT8Fgvn6ymaW5MyyaG2oZ1cxSydHxFAyK9ZPfYKkxx7q1aFPaGezcubPSJig+UD8FA/VTMFA/BQP1UzCYr59yleGNxTVYKjU6noJBsX7yGyw9B/xylmW/DOwryopFht5pCAbqp2CgfgoG6qdgoH4KBsVlljKX4cUmtQyv1Oh4CgbF+smvGt4twBdEZAT4InAcWIOVDn8v8P6irFAWnMOnY9TWCOuWaVdvRVEURVkMZA+WaolpZklR5oWvYMkY80UROQ/4A+DD3kXAPxpjVGjeww033FBpE3IykZjmbbc+wuZVYe54z0sqbU7FqHY/KRb1UzBQPwUD9VMwmI+fJqemmUgkMwZLzQ11jGlmqeToeAoGxfqpkD5Lfygi/w78ErAcOA382BhzsCgLFiHRaLTSJuTk7kePcnJkgs6WhkqbUlGq3U+KRf0UDNRPwUD9FAzm46fIeAIgY7DUGqolPp0kPpWkoc7vDAwlHzqegkGxfvIdLAEYY14AXijqE5WKMh6f5vP3WxcOj8UrbI2iKIqiKKVgxAmWMkmHNzfYy73x+LQGS4pSIAWNGBFZJSIvEZFrZz/KZWAQ2bFjR6VNyMrXHjnC6dFJLlvfwdASD5aq2U9KGvVTMFA/BQP1UzCYj59yZZZaQrUAjOq8pZKi4ykYFOsnX5klEVkD3Am80n3L+Wuc5wYrIa5UMbHJKf79gRe45twVXLVpOXuODjORmKaxXl2nKIqiKEEmV7DkZpbGtNeSohSM3zK8fwe2AH8MPAVMls2iRcDmzZsrbUJGvvrzwwzG4nz4tZt5tm8EgOGxBKval2awVK1+UmaifgoG6qdgoH4KBvPxU+45S/ZyLxZXkYdSouMpGBTrJ7/B0jXAB4wxdxb1aUuE1atXV9qEOUQnEtz604O8+vxuLlvfSV9kAoDh8Tir2hsrbF12JhLTPHTgNK+5YGXJ912NflLmon4KBuqnYKB+Cgbz8VNkLFdmyd4U1cxSadHxFAyK9ZPfOUvjQH9Rn7SEqMY7DV9+8DDDYwn+4JesbR3OyXQolqikWXm554le3vvVnRwbHCv5vqvRT8pc1E/BQP0UDNRPwWB+mSUbCGUSeGhxMkujGiyVFB1PwaBYP/kNlr4IvLOoT1pC3HprdbWdiowluO3Bg7zuRSvZsrYdgI5mKxseGa9ukYdUBmys9EFdtflJyYwfPz1+bJg7f3647LYo2dHxFAzUT8FgPn6KjCdoaailvnbupV0qs6RleCVFx1MwKNZPfqMRNccAACAASURBVMvwTgDvFJH7gO8Bg7NXMMZ8uShLlLJx24MHiU5M8QevTUfWnS1OZqkMQUgpGYja6XHRieq2U6kst/3sID985hS/edUGRCT/BoqiKIuMyHgiYwkeeOcsaWZJUQrFb7B0i/N3I/CqDMsNoMFSFTKRmObLDx7ijVt6uKCnLfV+R5PNLJUjY1NK+qM2sxTV0gElB/tORolPJxkZn6K9OfPFgqIoymImMp7IWIIH0Bxy1fA0s6QoheI3WDqrrFYsMrZt21ZpE1IMRCeJxafZel7XjPebGmoJ1dVUfWPa/lRmqfTBUjX5SclOPj9NTk1z6HQMsMG1BkuVQcdTMFA/BYP5+GkkR2apyWkRonOWSouOp2BQrJ98BUvGmCNFfcoSIxqNVtqEFIMxGwx1OnOUvHQ011d9ZqmcZXjV5CclO/n8dHAgxlTSADa4PndleCHMUmah4ykYqJ+CwXz8FBlPsGF5c8ZltTVCU30tY1qGV1J0PAWDYv3kV+BBKYB777230iakGHQyR50tc4OlzuYGhqo4s2SMKWtmqZr8pGQnn5/2nUyfBN3gWll4dDwFA/VTMJiPnyLjCTpyZNZbQnXaZ6nE6HgKBsX6yW8ZHiLyOuB3gfOAOY15jDGbirJkEVFNdxrcMrtlGYKl9qbqziyNTEwRn0oC5SkdqCY/KdnJ56e9J6PUCCRNeo6bsvDoeAoG6qdgMB8/DY/Hs5bhAbSEaolpGV5J0fEUDBYksyQib8Cq4DUD5wN7gaPAOiAJPFCUFUrZGHT6KHVmuNvU2dzAcBVLhw94LnxVDU/Jxr6TI2xeGaapvpb+Ec0sKYqy9JicmmYikcwZLDU31BFTgQdFKRi/ZXh/AXweeIPz+s+NMVuBC4FabCClONx4442VNiHFUCxOjUBb49wTaEdzfVVLh3svfEfKUIZXTX5SspPPT/tORjlvVZiucChVtqksPDqegoH6KRgU6qfIuP1fnitYag3pnKVSo+MpGBTrJ7/B0vnAPdgsksEp3zPG7Ae2Y4MpxaGvr6/SJqQYGovT2dxATc3c3jMdzQ1ExhIYYypgWX4GRu2Fb7ixrixzlqrJT0p2cvlpZCJBb2SC81aF6Q6HdM5SBdHxFAzUT8GgUD+NOMFSNulwcDJLOmeppOh4CgbF+slvsJQEpoy9qh4A1nuW9QJnF2XFIqOaaliHxuJZJ3x2NNcTn05WbUdvN7O0qauVUVXDW7Lk8tN+R9zh/FVhuttCOmepguh4Cgbqp2BQqJ/8ZJZ0zlLp0fEUDBZKDW8ftiEtwE7gQyLSIyJdwEeAw0VZscjYtWtXpU1IMRiLZxR3gPQ8puHx6izF649OEKqrYXV7Y1kyS9XkJyU7ufy01wmWzlvVRlerluFVEh1PwUD9FAwK9ZOfYKm5oY4xDZZKio6nYFCsn/yq4d0FXOA8/wTwY+C483oaeHtRVihlY3gswfplmfsudDi9l4ZicdZ0NC2kWb4YiE7S3RYqWxmeEnz2nYwSDtWxur2R7jYbVE8kpml0GjAqiqIsBfzNWdIyPEWZD36b0n7e83yXiGwBXo9Vx/uxMebZMtkXSK644opKm5BiMBbn0nUdGZd1OCfVSNVmlibpag0RbqwvixpeNflJyU4uP+07GWXzqjAiQlc4BNgge12WGwRK+dDxFAzUT8GgUD9FxvxkllTgodToeAoGxfrJr3T4ehFJjUBjzHFjzG3GmM8B+0VkfY7NlxzhcLjSJgC2qauds5SlDM8pz6vWxrQD0Um6w42EG+3dsOlkaYUoqsVPSm6y+ckYw96TI5y3yi53gyWdt1QZdDwFA/VTMCjUT5FxGwTlEnhoCdWRmDZMTml2qVToeAoGxfrJ75ylQ8BlWZZd4izPi4h8WUT6ReTpLMtFRD4nIgdE5EkRudynfVVFT09PpU0AbCPXxLRhWUsWgQfnpFqt8uH9Thlea8gmQEvdmLZa/KTkJpufTo1MMjIxxflOsNTtySwpC4+Op2CgfgoGhfopMp6gpaGW+trsl3XNDbY8eUx7LZUMHU/BoFg/+Q2W5upOp6nHquX54XZs+V42rgfOdR7bgH/3ud+q4u677660CYCdrwS2+Wwm2h2Bh0gVZpYmEtNExhN0tYZSPaLmU4oXm5zi6RORjMuqxU/l5IWBUU6PBjt4yOanvSdHADhvpRssNQKoyEOFWArjaTGgfgoGhfopMp7IWYIHNrMEENNSvJKh4ykYFOunrMGSiHSIyCYR2eS8tcZ97XlcCLwbOOnnw4wxPwUGc6zyK8AdxvII0CEiGrbPk8GYDYKyBUuhulqaG2qrMrPkXuC7Ag8wv8zSnY8c4Zf/9UH6IuMltS8ovPf2x/jUd5+rtBllYV9KNrwNgGUtDdTWyIxmxoqiKEuByHgiZwkeQEuDEyxpZklRCiKXwMMHscp3xnl8M8t64qxXCtYAxzyvjzvvBarrV7XUsA46GaPOLNLhYAOp4SoMltzsQFc4lCormI8i3pEzMZIGvv/0SW5++VkzllWLn8pFMmk4PjROqC7YynDZ/LTvZJRVbY2pDGltjbC8pUHL8CrEYh9PiwX1UzAo1E8jPjJLzSH7v0AzS6VDx1MwKNZPuYKlb2P7JwnwZeCvgRdmrTMJPGuMebIoK+aBiGzDluqxcuVKtm/fDsDmzZtZvXo1mzdv5tZbb02tv23bNqLRKPfee2+qOdWNN95IX18f0Wg0pcF+xRVXEA6H6enpSaXtwuEwb3rTmwiHw3P2uX//fnp7e9m/fz8AW7dupauri127dnHPPfcAtlbyyiuvpKenZ872fX197Ny5M9Vd+IYbbkjZt2PHjqK+0zcePQxs4vFfPEj0UObv1FwHv3j8abY/+62c38ndZqG+023/bwewlm/9x1f5pdddB8CPH3iI795emJ9+Gj8X6ODrD+4ldOTnVemnUv72vH6aMHVMJS/jQH+UI8eO85Uv3RbI75TNT08di1Azeio19rdt20Zr7TQ7n9nP9qf/u6q/k9dP3u8U5N/eYh9Pi+U7qZ+C8Z0K9dOhE6domh5l+/YfZP1Oo00rAbjli19hde2I+knH05L1U6GIMfkVxkTk3cB3jTGn5/UpM/e1EbjXGHNRhmVfAHYYY+52Xu8DthpjcmaWrrzySrNz585iTSsZvb29rF69utJm8KUHD/FX9z7LEx9/Xeru+2zecdsjTCSS/L/fvXqBrcvNnY8c4S++/TSPfvQ1RCeneM0/PMA/v+1SfuXSNQXt53X/+AD7T40iAr/46GtS81qgevxULp7rG+H6f/4ZAD/8g2vZvDKYd8Ay+WlqOsmLPvEDbrp6Ix99wwWp999z+2OcGpngux+4ZqHNXPIs9vG0WFA/BYNC/XTVp+/jmnNX8HdvvSTrOs/0Rnjj5x7kC++8gusuXFUKM5c8Op6CgddPIrLLGHNlIdv7FXi4Exj2viEi14nIR0Qkm0refPgO8C5HFe8qIJIvUKpGvFFuJRmKxakRUnN+MtHR1FCV0uEDIxOI2Hkorv3zKcPrG57gqk3LMAZ++MypGcuqxU/lwit04M7vCSKZ/HT4zBjxqWRK3MGlqzWkAg8VYrGPp8WC+ikYFOonXwIPqTlLWoZXKnQ8BYNi/eSrKS1wN7bk7l0AIvI7wL85yxIi8kZjzI/z7URE7ga2AitE5Dh2rlM9gDHmFuB/gTcAB4Ax4Gbf30SZw9BYnM7mBmpqsosZdjTXp5rZVRMDo5MsbwlRV1tDOOSq4RV2go9OJIhOTrH1vG76Ryb5/tMn+c2rNpTD3Krk1Ei639D+U8ENljLhBn9ujyWX7rYQZ0YnmU4aanP87hVFURYL8akk44npAuYsqcCDohSC32DpKuBPPK//CLgN+AhwK/AxIG+wZIy5Mc9yA/yeT5uUPAyNxXOKO4ANlobHExhjEKmei8v+kclU35zG+hrqaqRg6fCTERss9LQ3cv2WVdzywEGGYvmPyWLBFTpY09EU6MxSJvadHKG2Rjinu3XG+93hEEkDZ2KTM0ouFUVRFiuRcfu/MVu5vYvbs3BMM0uKUhB+y/C6gRMAInIOcBbwr8aYKPAVYEt5zAsm27Ztq7QJgJUO78xz8uxsbmA6aYhW2cmzPzpJlxMsiQjhxrqCM0u9qWCpiesv6mE6afjRs+lSvGrxU7noH5kg3FjHJevaA51ZyuSnvSejbFzeTGP9TKU/9zej8uELz2IfT4sF9VMwKMRPqWApT2apsa4WEc0slRIdT8GgWD/5DZZGgOXO863AaY8C3jSgt3A9uAoclWYolsjaY8mlw1k+HKuuUryBaDqzBBBurC+4z1LfsO2t1NPeyIWr21jb2cT/Pp2eAlctfioX/c4x3LwyzJHBMSYSwfwHmclP+05FU/2VvHQ52aSBgDfiDSKLfTwtFtRPwaAQP/kNlmpqhOb6Wp2zVEJ0PAWDYv3kN1h6GPhTEXkT8CHs3CKXc7D9kBSH3t7eSpsA2DK8ZfnK8JyTazWJPCSThtOj6cwS2PKBQsvweiNWJGJVeyMiwhu29PDQgdOpfyzV4qdyYYOlRs5bGcYYONA/WmmT5sVsP43Fpzg6OJZR3c8NsAc0s7TgLPbxtFhQPwWDQvwUGbf/v/MFSwDNoTrGtM9SydDxFAyK9ZPfYOmPsZml72CzSNs9y34D+HlRViwyquFOgzGGobF4KnOUjc4We3IdHl/YzNLDB07T7xEg8DI0FmcqaWZlluoYKbAMr294nK7WdFPb11+0isS04Sd7bSleNfipnPRHJ+huC7HZEUEI6ryl2X56/tQoxswVdwBPGV40829LKR+LfTwtFtRPwaAcmSWwNx5jk8GsMqhGgjCefvTsKR46UHTnn0CzIJklY8zzxphzgS5jzDnGmMOexR/EBlNKFTE6OUVi2rCsJffJs73JKcNbwMzS5NQ07/7Ko/zr/QcyLneln7vb0tWd4cb6gucs9UUm6OloSr2+dG0HPe2N/O9TJ+dhdbAwxqREMjYsa6ahribQ85a8uEHf+RmCpcb6Wtoa61LiFoqiKIsdV9HWV2apoVYzS0uM7d95hs9nud5S/OE3swSAMeZMhveeMsYMlM6k4ON2QK4kw87JM9+cJVcAYngB5cOPDY6RmDY8cTyScbkbLHXNyiyNThZmY19knNXt6YCrpka47sJVPLB/gNHJqarwU7kYmZhicipJd7iRutoazu5qZV9Ag6XZftp7MkpTfS3rlzVnXL+7rVF7LVWAxTyeFhPqp2BQiJ8i4zb4afMRLLU01BU8/1fJTrWPp8FYnBPD4/PqU7mYKNZPWaXDReTjwG3GmF7neS6MMeavirJEKSmDMZspyjdnqb0Cc5YODsQAeK5vhPhUkoa6mTG7mxWYXYZXyGA3xtAXmeCVm7tnvP+GLT3c/vBh7t/bz9y8xOJhwClD626zx/C8la08emiwkiaVjH2nRti8sjVr/7DusDamVRRl6RAZT9DSUJsqOc9Fc6g2dX2gLH6eOmFvShc651uZSa4+S9uB7wO9zJyjlAkDaLDkEA5X/jJ80Al+8s1ZqqutIdxYt6CZpYOnbbAUn0qy/1SUi9a0z1juzjeZnVmKTkz57gc1Mj7FWHyanvaZQo1XbOhkRWuI7z99kvecX3k/lQtXOts9hptXhfn2471EJxKEG/PffawmvOPJGMOzvSO87kWrsq7fFQ6x++jQQpimeKiG856SH/VTMCjET5HxhK8SPICWUB3HBsfma5Yyi2ofT08dHwYoeM73YqNYP2W9DWGMqTHGPOp5nutRm20/S5F77rmn0iak5iDlyyyB05h2ATNLhwZi1NfagMe96+Glf2SS1lAdzQ3pWD7cWM900jDuU/66N+LIhnfMDJZqa4TrLlzJ/fv6+dZ3vjvfr1D1pOZ9OVLa5znKcftPBU8RzzueDp8ZY2gswaXrO7Ku3x0OMRCdxPa4nksymfl9pTiq4byn5Ef9FAwK8VNkPOGrBA+gpaFWBR5KSLWPJ29mKdv/xKVAsX4qaM6SEhwGnb5Jy/JklsDOa1pINbxDp2NcsraD9qZ6nswwb2lgdGaPJUh3Hh/1eXekzw2W2pvmLLv+oh7G4tOcTFb3HaFi6J9Vhrc5FSwFc96Syx4nY3T5+s6s63SHG5lIJDM2Wp6aTnLNZ+7nqw8fLpeJiqIoC8pIAZml5oY6YirwsGR4yrnGSkwbJqeSFbYmuGiwVAZ6enoqbQJDsTg1YsvX8tHeVM/QgpbhjbKpq4WL17bz1InhOcsHRiZZMStYcr+H31Ry77ANFlZ3zO2XvHlVKwA1bV0F2R0k+kcmaayvIewEmWs6mmhpqA2kfLh3PO0+OkQ4VMe53a1Z10/Jh2fotbT3ZJQTw+M82ztSekOXONVw3lPyo34KBoX4qZAyvNZQHWPx6SWdZSgl1TyezoxO0huZYMNyK4Y0soTnLRXrp6zBkogkRWTa76MoKxYZV155ZaVNYHAsTmdzQ9ZJ8F46mxsWrAwvMp7g9GicTV2tbFnTzr6TUSZmldZlyiy1OfNs/E5SPBmZoLZGUmVoXpa3hKgRaOteO89vUTyzv3OpcRvSuvO7amqEc1eGA5lZ8o6n3UeGuWRdR87fdaoxbQaRB1fkQvswlZ5qOO8p+VE/BYNC/FRIsNQcqmU6qVmGUlHN48ktwbv67OUAS1oRr1g/5cosfdLz+CvgBDAIfBX4DHCH8/qEs47iUA13GobH4nT6mK8EVj58oQQeDjviDmetaGHLmnYS02ZOtqN/ZGJOkONmlvxKnvZGxlkZDlGb4aK6tkZY0RpiUuYGUgvBt/ec4JK//GFZFYn6oxNzAs7NK1sDGSy542ksPsXekyNcnmO+EqRLDzMFRI8ddoMlVcsrNdVw3lPyo34KBuXKLLU4c4FjKh9eEqp5PLkleFdtssHSyAJOt6g2ypZZMsZsN8b8pTHmL4Ep4AiwwRjzHmPMnxljbgY2Aked5YrDrbfeWmkTGIzFUz2U8tHe3MDIRILpBZj4fvC0FRjYtKKFLWutCt6THpGH2OQUsfj0DCU8gFYnWPJ7Z6RveGZD2tl0hUPs2ftCQbbn4ztP9HLICQazMZ00/PN9zzM5leTE0HhJP99Lf3QyFTS4bF4Z5vRonDOjwQoU3PH0xLEISQOXbcg+Xwmgq9UGwbMzS8YYDZbKSDWc95T8qJ+CgV8/xaeSjCemC5izZPW4xuJaEFQKqnk8PXUiwqYVLaxxroWWcmapWD/5nbP0PuDvjDEz9CaNMTHg74HfKcoKpeQMxRJ5G9K6dDbXY8zC3HU4NBCjRmD98mbWdDSxrKUhJW0JmXssASm5a79leH2RcVa1Z88cdYdDjJvSSWiPTCT44Nf38KGv78mptva9p/tSAZWf3laPHxvm6QyKgfkYGJmck507b1VwFfGAlBz4ZetyZ5bamupoqKuZEywdPjPG6dE4XeEQZ0YnF+TmgKIoSjmJOP+3233eHHXFklTkYfHz1IkIF61p91w/qc/ni99gaQWQ7cq7AVheGnOUUjE0FvclGw5WOtzdptwcPB1jbWczobpaRIQta9p56kR6sr17x392ZilcQGbJbUi7Omew1MhYCYOlJ49FMAaeOB7h3qf6str1b/e/kPoufo739u88w1/d+2xBtozHp4lOTs05hucFXBFvz9EhNnW15O0dJiIZG9M+5sxXuv6iVSQNnIlpdklRlGCTCpZ8z1lyy/A0s7SYGYhO0heZ4OK17Z7rp6VbhlcsfoOlncBfishq75sisgbbsPaxEtsVaLZt21bRzzfGMFTAnCX34nMh5MMPDsQ4a0VL6vXFa9vZfyot8jBb8trFrbP2EywNxuJMTiUzyoa7dLeFmJSGkmUXHj9msx5nd7Xwme/vZXJq7j+iB/YP8GzfCL/3qnMAq1iYj9Ojk5wcKUyMIHUMZwVLXeEQHc317AtYsLRt2zaMMew5OpxTMtyLDZZmHrdHDw/S2VzPy5z67UxqefPlzOikL38uZip93lP8oX4KBn795AZLhfRZAp2zVCqqdTy5FSk2s1TYNIbFSLF+8hssfQBYDRwUkR0i8p8isgN4AVgFfLAoKxYZfX2ZMwsLxejkFIlp43vOUodzki23Ip4xhkOnY2zqSgdLW9a0M500PNtns0sDs5qputTWCK2hOl+DvS+SXTbcpSscKml2Yc/RYc7uauETN1zI8aFx7vz5kTnr/NuOF+hpb+Smqzcigi+59qFYnFMjEwXJvKYa0rbN/P4iwuaVYfYHTD68r6+Po4NjnInFuSyPuINLVzg0Jxh67PAgV25cljoumdTy5stv3bGTD3x9T8n2F0Qqfd5T/KF+CgZ+/TRSaGbJufE4pmV4JaFax9NTJyKIwIWr22hpqKNGlnZmqVg/+QqWjDF7gHOAfwCmgS3O378HzjXGPF6UFYuMnTt3VvTzXWU7/3OWGmZsVy5OjUwynphm04zMkr34dVVb+qOT1NVIKoDzEm6s8zXY3WApZ2YpRy+eQjHG8PixYS5d18m1m7u45twV/MtPDhDxHM9dRwZ59NAgv33NJhrra2lrrM9bhjeRmCYWn2YikfTdXwrS32l2ZglsKd6+U9FA9djYuXNnar6S/8xSIwMeIYv+kQmOnBnjJRuXpX1fIvnwyHiCx48Ns/PwEInppSvHW+nznuIP9VMw8OunQsvwWrUMr6RU63h68niEs1a0EG6sp8a52VzIdcRio1g/+W5Ka4w5Y4z5mDHmNcaYFzl//9wYc6YoCxYhlb7T4EpSFz5nqbzB0sEBKyxw1op0Q9GVbSG6wiGedIKlgegkXeFQxj46Nljyk1myKnM9OTNLTnahBMpwx4fGZ2Q9PvqGCxiZSPCv9z+fWuff7n+BzuZ63vaSdYD1Tb7j7Q1e+wsoxctWhgdWPjw6MVVwaV8l6evrY8/RYVoaatnszLvKR3c4xPBYIlUO+dhhG2xdubEzNZerVJmlxw4NYgyMJ6bZ2xesrF0pqfR5T/GH+ikY+PVT4XOWXDW8pXvhXEqqdTw9fSLCxWvaU6/DjfVLuintgmSWlGAx6GQs8k2Ed2lrrEcEImUuwzvoqMB5y/DSIg9WEa/fCZYy0Rqq89VnqXd4gvpaYUVL5v2Ap3FpCTJLe45Z2y91VNou6GnjLZev5asPH+HY4BjP9Y1w395+bn75WakSiI7m+rxzXLwlgqcKsNPNzmXKLLrBxuzeVtXO7qNDXLKuI2PfrEzMDogeOzxIU30tF61pp7G+lvam+pLJh//i0Blcs9wMmKIoykJQaLDkzv8d1czSoqU/OsHJkQm2rE2Xrfu92axkRoOlMnDDDTdU9POHCsws1dQI7U31C5BZitFYX8OqWXNptqxp50D/KLHJKachbeYgJ9xY77MMb5yVbY0Zs1MuXSUsxdpzdIjG+hrOX5XOenzkdedRUwOf+cE+/n3HC7Q01PLul21MLe9sbshbhjcUS3/XU4VklkayZ+fcYOn5AMmHv/b6N/JcX9R3CR6kBUK8wdJl6zuor7WnvExzmubLIwcHebFT3reUg6VKn/cUf6ifgoFfP0XGE7Q01KbObflorK+hRjSzVCqqcTy54g5bPJmlNp/XT4uVYv2kwVIZiEYre9feDXqW+cwsgb+L92I5dHqUs1a0zrmIv3htO0kDz/aNcHp0MlUiNxvfZXjDE6zOMV8JoLG+lua60jQnffzYMFvWtFPn+We1qr2R375mE/c80cu9T/bym1dtmNEHo7O5Ie8csUGPP04VENT1R7MHnJ0tDXSHQ4FSxHv6xAjTScPlG/yJO0BaIKQ/Okl0IsFzfSO8eOMyz/K5annzITKe4JneCFdtWs4VGzrZdWTpBkuVPu8p/lA/BQO/foqMJ3xnlcBWc7Q01OmcpRJRjePpyeNpcQeXpZ5ZKtZPGiwFgM/+aD/3PXfK9/pDsTg1ku5N5IeO5vpUOr9cHDodmyHu4OLe/dhzdIgzsXjWMjxbc+ujDC8ynnO+kktHSIqetxKfSvJM7wiXZch6vO+VZ7OitYG62hre+4qzZizrbK5PzS3LhpshrJHChCjsvK/s3/+8VeFA9Vo6MGz/qV+6zn9mKZ05nGTXkSGShjnBUinmq+08PEjSwFWblnP5+k6OD42XTDhCURQlH8NjCd+y4S7NoVqVDl/EPH0iwtldrbSE0teAbU1Le85SsWiwVAZ27NhRsn1NJKb53H3P81t37OSrDx/2tc3gWJzO5oacZWiz6WjKr85WDPGpJMeGxmf0WHLpbmtkVVsj9+8dwJjMwgRgg7/RydyDPZk0nBqZyKmE52LGI0Vnlp7rGyE+lUzNV/LSGqrjczdexmd//ZI5Mt6dLQ2MJ6ZT/aUyMRiLIwIbl7cUVoYXnZzTp8rL2V2tvNA/GhhFvEcO9HPWihbfZaUAy1saELGB42OHB6mtkRmy491tjfSPTBZ9DH5xaJCGuhouW9+RynztPjJc1D6DSinPe0r5UD8FA79+GikwswR23lJMy/BKQjWOpyePzxR3AM0sFesnDZaqnJOODPbKcCOf+M4z/O339pLM00h1uICGtC5+ysK8fOjre/jSg4d8r390cIzppJkh7uBly9p2Hjs8COQIlkJ1TCSSOeWZT8cmSUybnD2WXJpIFJ0F2OPMUckULAFcffYK3nTx6jnvu+ILuQLUobE4HU319HQ0+g6W4lNJBmPxrMcQYE1HE7H4NNEA3Fk0xjCQbPXdX8mlrraG5S0hBqITPHZ4iItWt824y9bVGmJyqjBJ9kw8cvAMl67roLG+lgtXt9NQW7Ok5y0pirKwFFqGB9ASqmMsrmV4i5FTIxP0Rye5KEuwFJSbpNWG72BJRF4pIreIyP+KyE9mPe4rp5FBY/PmzSXbV++wlcH++7dewttfup5bHniBD3/jceJT2QOGwVi8oPlKAO3N9QUFSz969hT37+33vf4hRwkvU2YJ4OI17Uw5QWD2Mrz8Xaj7hvP3WHJZvay16OzC48eG6Q6HJipiKAAAIABJREFU6GnPH5x5cRsGe0UcZjMYs0HvynCjbzW806OZm/p6WeXY6gbi1czxoXEmqM9Y5piPrnCI40PjPH5smCs9JXjgFYCY/zEYmUjw9Ak7XwnsPLgL17Sxe4nOWyrleU8pH+qnYODXT/MJlpobtAyvVFTbeHJ7Vl68dnawVM900jCeo5plMVOsn3wFSyLyPuB+4C1AByCzHpqh8rB69dxMwnw54QRL65c186k3X8QfXXce3368l5tvfzSrsslQLJHqneSXzuYGRienfDXVHJ2cIhaf5tjQmO/9uz2WNnl6LHnZ4hnYs0vWXFob7XfKpeiS6rHkI3hZszzM5FSyqAzL48eGuWx9ByL+Sx6BVOZvOEdmyQ16u9sa6Y9O+Arq3LLCXJkl99j0BSBYSjejLSyzBPYY/OLQIPGp5Iz5SjBzTtN82XV4yJmvlN735es7efJEJOfNjMVKKc97SvlQPwUDv36ab2ZJy/BKQ7WNp6dORKgReJFH3AH83WxezBTrJ79BzkeA/wBWG2OuNsa8avajKCsWGaXNLE0gAivbQ4gIv/eqc/j7t17CLw4O8v67dmfcZnAsXtD8Dkg3pvWTXXIzEieGxpnOUxLocuh0jOUtDTMU4bx4JS5XtGa23c9g701llvIHSxds7AEKE0/wMhSLc/jMWEHCAy5uGd5gnmCps6WBlW0hEtPGl7S727w215yldGZpvBCTK8Keo8M01ddwns9mtF66w6FU0PLijZ2zljlNiYsIlh45eIaG2poZkuZXbOgkPpXk2b6Ree83qFTbHVYlM+qnYODHT/GpJOOJ6XlllsZUDa8kVNt4eupEhHO6W1M9HV3CPm42L2YWJLMErAG+Yowpr7b0IuHWW28t2b56h8fpag0RqqtNvfeWK9by/q1n8+CB03MU1Ywx85qz5DawjYznd7E7f2YqaVKZnHwcPB3LWoIHsLw1xJqOJjqa62d8Vy++yvAi44TqanwFiz//yQ+A+fdaenxWM9pC6GxxyvByBEBDYzaztNLJtPmZt5TOLGUPFrvDjYjAyUhp+gyVk91Hh2ifHp4hy+4XN2A8u6uF5a0zg8dUZqmIXkve+UoubuC0FCXES3neU8qH+ikY+PFTqiFtgZUkrZpZKhnVNJ6MMTx1IjJnvhJAm3P9FBlfmn4v1k9+r0B2AZuK+iRlXvRGxlndMXf+zasvWIkx8LPnB2a8b0vpTGpOjF86mvJfvLt4L9qPDvorxTs4kDtYAnjppmWc3ZW5TA9sUzXIfWekNzJBT3ujr7K4JrH7mW92Yc+xYWpkbm2wHzqaHIGHLPLhxhiGYolUZgn8B0si2bNzAA11Vvzg5Eh1Z5YmEtM82ztCl8yvgW6XEyDNLsED+48jVFcz70A5OpHgqRORGSV4YLN2q9sbVeRBUZSykwqWCs4s1WlmaREyEJ1kIDo5o1LHZalnlorFb7D0AeBDInJtOY1R5nJieJw1GYKlLWva6Wyu54H9M4MlVzCgs0CBh5Q6W57ePwAnPRftxwfzX3CPTCQ4PTrJphyBEMCn3ryFr9z84qzLWx01s9Ecc4xORvzJhkPxwdLjx4bZvDI8Q2XNLw11NbSG6rKq4cXi08SnkyxrqU83WPWRBRmITrC8pSFvJqanvbHq5yztPjrEVNLQXTO/YMmd+5YpWBIRuttC8/b9Tqd300sdcQcvl23oZM8SzCwpirKwuMFSoX2WWkK1xOKqjLbYcJvNn7+qbc6ytiU+Z6lY/AZL9wBrgftFJCoiR2c9jpTRxsCxbdu2kuzHGEPv8HhGGezaGuGac7v46f7TM6TE3Yvvec9Z8tGY9lRkgpaGWmprxFdm6XAeJTyXpobaVPYoE/7U8Pw1pAX4/W3vcbILhV8wJ5OGx48OFSxp7aWzJbsCoRu0LmsJpcrJfGWWRnI3pHVZ1d5Y9Wp4Dz5/mtoa4U/f+5Z5bX/VpuX8n8vW8EsXrMy4vDvcOG+Bh0cOnqG+VmbMV3K5Yn0nvZEJ3yWqi4VSnfeU8qJ+CgZ+/DRSRGYpaWAisfSEaEpNNY2nfSdtsLR55dwb0+nM0tIMlor1k99b4vcBegvCJ9FotCT7GRpLMJFIZizDA3jl5i6+80Qvz/aNpGpUXcGAjgIzS2mBBz9zlibp6WhicsqfIt7BARssZeux5Jd8aeTppOFUdJLVPjNLo6OjdIVDKVGEQjh0JsbIxNS85iu5dDY3zJlz5nImFSzZOVydzfWc8lEy1h+dzKmE59LT3sijhwYLM3iBeejAaS5b10Fy0r/qopdlLQ189jcuzbq8Oxzi+f75Za0eOTjIpes6aGqYO7/u8g02gNp9ZJg3Xuzvt7gYKNV5Tykv6qdg4MdP8y3Daw3Z81YsPpXxHKb4p5rG0/5TUVa0NsyZowvem81LswyvWD/5yiwZY24yxtyc61GUFYuMe++9tyT7cXssZSsru2bzCoAZpXjpjERhwVJrqI66GvGnhjcywaq2RtZ1NvvKLB08HUMENixvLsim2TTU1RCqq8l6Z6Q/OsF00qTU3vJx77330h0OzSu78PhRV9yhcCU8F9sIOHOw5PrRLY9c2eav19KpkQlfwdKq9kYi4wnGqnSS7/BYnCdPRHjFuStKNp5mM99AeXRyakZ/pdm8qKeNUN3Sa05bLj8ppUX9FAz8+KmYOUuA9loqAdU0nvafGmVzFuXYZqcaaGSJBkvF+kn7I5WBUt1pcHssZZqzBLaM6MLVbTODJSfYKbQprYjQ0VzvW+Chuy3E+mXNHPMxZ+nQ6RhrO5uyqtwVQrixLmtfJFc2PFPZYiai0Sjd4cZ5zVt5/NgwraE6zunOPQ8rF53N9VmlwwdnBb3dbY15L+ynk4bTo5M5ZcNdeqq8Me3DL5zBGLjm3BVlu3PXHQ4xMjHFRIFN+nYeHmQ6aXjpWZmDpYa6Gi5e277kFPGq6Q6rkh31UzAoZ2apxc0sqchD0VTLeEomDc+fimYNlkTEXj8t0TK8BcksuYjIJSLy6yLyrtmPoqxQMuJmlnJd/L9ycxe7jwyl7hYMxeLU1kgq5VoIHc0NeaXDk0lDf3TSZpaWNXN6dDJvduLgwGjWZrSFEm6szzrY0w1p/Zc+dc0zs7Tn2BAXr22ntqawZrReOpobGI5lmbPkBFGuBPzKcChvZulMbJKkISU1notVbfYYVWuw9LPnT9MaquPitfMvc8zHfHstPXJw0M5X2pDdtsvXd/JMb6TgQExRFMUvkfEEzQ211BfYWsHNLFVrZYFSOCeGx4nFp7MGS8CSDpaKxdcIE5EOEXkI2A3cDdzuPL7ieSgON954Y0n20xeZyNszaOt53UwlDQ8fOAPYOUsdTfXUzOMivqOpPqWml43TsclUqdu6Zbas7vhQ9uySMYZDeXosFYId7Jlt7HMzSz6DpRtvvJHucIjIeKKgi9qJxDR7+6JFzVcCmzWKTk6RmJ47yXYwFqeuRgg7Snsr2xoZGJ3M2QTYVcvzO2cJqFpFvIcOnOaqTcupr60p2XiaTZeTgSs0WH7k4BkuWdsxp+mfl8vWd5KYNjzTGynKxiBRLj8ppUX9FAz8+GkoFi9Y+RZIKbjG4nozp1iqZTztd5TwzluV/cZ0OFS/ZOcsFesnv7cjPg0sB64FBPhV4NXAXcBB4CVFWbHI6OvrK8l+XNnwXD2DLlvfQThUxwP7+wHn5FngfCWXjuaGvGp4pyLppqfrOm1QcvRM9nlLp0YmGYtPFy3u4JLrzkhfZILmhlramvxl1fr6+lIla4VkF57pjTCVNEUHS24vrEzy4UNOY2HX9yvbQkwnDWdi2e10v4NfNTyYKQNfLRw9M8bRwTGuOdfOySvVeJqN24dpoIBeS+PxaZ46EeGlm+bKkXtxs067jwzP38CAUS4/KaVF/RQM/PjpTCyes6deNtJleJplKJZqGU/7T1mxonPzZJZGlmhmqVg/+Q2WrsMGTI84r48bY3YYY94F/Bj4YFFWLDJKVcNqZcNzZ0nqa2t4+TkreGDfgG1kOhYveL6SS0dzfV41PFe+elV7I+udzFIuRbyDA3YAlyqz1BqqYzRHGZ7fhrSQnrMEhWUXDjgKahf0zO1lUAhuUJtJVOPMaJzlnqDX7RmUq9eS22DVT2apsd4q7FWjvPXPDtg5eC8/xwZLZZuzNI/M0gsDo0wnDReuzt2IuDvcyLplTUtq3lK11O4ruVE/BQM/fjoTmyxYzAmgRQUeSka1jKf9p6Ksbm/M034l+zSGxc5CzVnqAQ4aY6aBCcAbuv438MairFhk7Nq1a8bre5/snZcyVrYeS7N55Xld9EYmONA/ylAskZIBL5TO5ux9f1zcTMSqtkaWtTTQ3FCbUxHvaacMqdjAwsUO9sw2Hh0cY02nf8W9Xbt20RUuPLN0cCBGQ21N3kA2H275RCb58KGxmeUV7jykXL2W3ECqy0ewBLCqvakq5yw9dOA0Pe2NnO1kI2ePp1KxvCVEjRTm+0On/cvgX76+k91Hh5ZM48dy+UkpLeqnYODHT2dG4xllovPhluGNaRle0VTLeNp3MpozqwTQ1lSX6s211CjWT36DpZOAW3N0BHiZZ9k5RVmwyJlOGv7km0/yme/vLWi7+FSS/uikrwvyazd3AVZCfHAsPq87TWAzHeOJ6Zx3m06NTFAjsKLVlojlU8R76sQIPe2NrJjHCT0T2crw4lNJ9p+KckFP7pPFbLrDhZdiHTwdY8Py5qLEHSB3b6vB2Ew/rkw1ps2VWZqkvamexnp/qoOr2kJVV4Y3nTQ8dOAMrzhnhe8M4XyprRFWtIZyZutm4wZLG5fnD5au3NBJf3SSIznKVBVFUeaDMYYzsTjL51GG19yQ7rOkBJ/ppOHAwCjnrcoTLOW42azkxm+w9CBwlfP8TuATIvIFEfk88HfAD/x+oIi8XkT2icgBEfnTDMvXi8j9IrJHRJ4UkTf43Xe1cMUVV6SevzAwSiw+ze4jwwWJCJwamcAYfAVLazqaOLe7lR37Bhgem/+cpQ3L7AXg4TOxnHataA1R56jvrO1s5liOzNIzJyKphrmlIByqYzQ+RXKW0MH+U1ES04aL8pRHebniiitY3mqzC/8/e+8d3tZ53v1/H2xiESS4KZIiKVHDGtawLclLtuPXTi1ntUmsJnGdOFXSjF/TtPnJaZaaNknrZrTNaKwMO01sx04T57XpmdiRlzy0t0Rx7wEQIBaxn/ePgwMuADzAOQfAIZ/PdfEShXHwgF8+4LnPfd/fO5tSrB6HX5IeLD4YSmXX7gpEUGaayRBWmPUgZJHMklfYjCWeYswsnR2awtR0BNcl+pWAuftJajg3ROE/gx6HH/W2EkEB6c5W7j0c7nLmvD4lIadODOlgOimDxXTyhaIIR+NzyrWFoteooFYRVoYnAcWwn/qcfoSj8YxOeAB3sdkXii6baofZiNVJaLD0T5gJiP4dwA/Bld7tBfAkgM8KOQghRJ147jsBrAewlxCyft7DvgzgcUrpFgB3AfiRwDUWDRbLzC/syQGuwTsci2fVv7DYjKX53NhWiTe6nYjEaNI4IFv4viL+6nkqRj2hOUNfG8uNGHAFUm4+bzCCbocfG6UMlgxaULrwihjvOpbNa1ksFqhVBPYssguxOEWf049mCazQ05XhxeIU7nm9Z1q1CnZT5hP7ca+wGUs8taUGOHxhhKLFU4rxWqcDwEy/EjB3P0lNtkOJuyd8gvvvWitNqLbqcbjLkevyFIWcOjGkg+mkDBbTyenj/m7YTdlXbRBCYNSp2ZwlCSiG/cQ74bVVZz4vsRg0iNPl6YIoVidBwRKltItS+mri+wil9O8ppSsopeWU0r+klAq9dHo1gE5KaTelNAzg1wDePf/lAPANLqUAhgUeu2iora1Nfn9qwA2TTg2NimR10jQzY0lgsLSmMmkrnYuVKDATLHVPZMgsTQWTpggA0FBegkA4BmeKvptzwx4A2QUwi8HPj5pfindmaAoWvSZpOiEEXqdKsx4TPmEnzEOuaURiFC0SGFYYtGqUaNULyvA80xHEKRZkCKutmWctjXtCc7RZDD7ozaYMTW5eu+zAulrrnLLN2ftJarIZSkwpRXcWWUVCCHa1VuCNLueyuJInp04M6WA6KYPFdOKdUXMpwwM4syQ2Z0k8xbCfLo36QAiwqmqxYIm7kL4cS/HE6pTdJDMAhBAzIaSJEJJL+qIewMCs/w8mbpvNAQAfJoQMAngGArNWxcSjjz6a/P7UoBtbGsuwucGWVTkOHyzVlgo7+b1qZTkMWk7OXHuWSnRq1NtKkg52qRjzBlFTOnMim3TES1GKd3aIy/ZIWoaX3OxzP+TPDnmwvs6a1XwpXqcqq/BSrC5Hwt1PIiv0MqMWk/NmW/GB53wdq62GtGV4lFJMeENZleEV26yl6XAMx/pcuG6Vfc7ts/eT1FRZ9XAsMr+Kx+kPwxuMZuXsuLPVDqc/jEtjxeGYJCdy6sSQDqaTMlhMJz6zlGs/sFGnXpYZBqkphv3UMeZFY7kx4+w/YOZis2d6+QXJYnUSNpAGACFkD4CvA9icuOkqAMcJIT8F8BKl9BFRK5lhL4CHKKXfIYTsBPBLQsgGSumcyZ2EkH0A9gFAdXU1Dhw4AABoa2tDXV0d2tracPDgweTj9+3bB6/Xi/b29qSF4N69ezEyMgKv15t0yti2bRssFgtqa2uTP1yLxYI9e/bAYrEsOGZHRweGh4fR0dEBANi9ezd6e3tx7NgxPPFkO86FtmJnqQ/NdbV44qIf//i1r0NH4snnj4yM4OjRo0kP+DvvvBNerxdHz4dgQAT/+o1/FvyeKmKrMQgbei6dxVOdb+f0nuoqb8apnlE88sgjc94TAOiMZrgDEZw7ehgPjB3G9u3boddxvh/f+8kv0aKenPOeHusrgREW9HecxbnEz/zQoUOidHry7csA1uC5Fw9hpJ57Tw8/8ijOhLZhY4kbly6VZ63TUOd5DMZK8cADD2D79u2ora1d8Hz+Pb04EAfQCO9wFw71nhb9nlTRabx18iwOnH8iqZNTxf1Mn/7tY+h8kSZ1Grx8Fv2xMhw4cGDBewpRNcKxrfCMD+LYsQCeeuopANzVlHTvaXKQu27xg5//Ci3qyeTvnhQ65fK7t+m2uxCOxREZPIsDBx5foJOQ95RuP6V7T0de+SPidCW++E/fwOc+8bGM7+mZI5cArMN411kcivQJek933nUPAOD7j7+AysmzyffEP0eO91Toz72l9J6YTsp4T8tRp45oBYBmRHwuHDvWmfV7cofW46RzCMPDNUwnhe+nY50+aENuHDhwION7ivi5i4L/8aMHUK3yLWudsoZSuugXgPcAiAF4AcA/AIgD2Jq470sAnhd4nJ2zHwvgiwC+OO8x5wA0zPp/N4CqTMfdtm0bLSa+/e1vU0opPdo7SZv2t9Pnz47Q1zsnaNP+dvrH86OCjnH3z96id37/1axe938O99Cm/e100BXIes08X/n9Gbrhq8/ReDy+4L5eh4827W+njx3pT94WCEVp0/52+oOXLi94/E3f/hO996EjOa8lFcf6uJ/pSxfHkrddHPHQpv3t9Injg1kdi9fp35+7SJvva6fR2ML3PJ8vP3GGbvxa6p9PLnzoJ2/S9/7wtTm3PXd2hDbtb6dnBt1zbv/uC5foyvvaaTgaW3CcM4Nu2rS/nT55ckjwa3uDEdq0v53++FBnbouXmH9pP0dX/+MzNBCKzrmd10kOnj0znPJnnYrH3u6nTfvbaZ/Dn9Vr3HD/S5Lvg2JETp0Y0sF0UgaL6fT9Fzto0/52Oh2OZnxcOj74wGH6/v8+nNNzGTMUej8FI1Ha+sWn6f3PXVj0scf586cLY4s+dqkxWycAR6mAmGX2l9AyvK8BeJBS+n8A/Me8+84C2CDwOEcArCaENBNCdOAMHJ6c95h+ALcAACFkHQADgAmBxy8K9uzZA4DrVwKAzQ02bG0sg06jElyKN+yeFlyCx7P36kb89m92CTaFSEVzhQneUBQO38IeJL5fpsY6s64SnRoVZj3659kj+0JR9Ehs7gAA1hQ9S2eS5X7ZzXLidaq06BGnqecdzafH4UdzpVkyW2ubUbvADc+VoQyPUsCRor/qzW7u92prU5ng1zbrNbDoNUVThvfqZQe2NZWhRDfXaY7XSQ4qEz1eQnrWuhw+6NQq1Jdlt792tdrxVrcT0Vh88QcrGDl1YkgH00kZLKaT0x+GRa8RPCpiPma9hlmHS0Ch91OPw49onC7qhAfMtDF4lmHPklidhAZL6wA8lvh+fnG/C4AdAqCURgF8Bpyz3gVwrnfnCCFfJ4S8K/Gwvwfw14SQUwAeBXBPIhJUDLzrxqlBN2qsBlRbDTBo1djeVCYoWKKUJgbSZndSplGrsC2Lk+VUtFRyDYKp+paSA2nnBXGN5SUYcM0Nls4NTYFSYOMKaYbR8qRqUDw7NIUSrTprhzpeJ77PR0jfUveETxJzB55ykw6ueQYPk4n/zzfqyDRr6fVOB1oqTFkHyjWlhrzbhx98pQv3PPg2vvuHDrx4YQwT3hAmvCFcHPXOsQznkdsNDwAmBJhc9EzkNl9rZ2sFvKFo0vBkqVIMrlCMxWE6KQMhbnjlOZo7AIBRp2HW4RJQ6P10aZQrX1tsxhKQ+mLzciEvbngAPAAWnsVwrEQWmR9K6TOU0jZKaSul9BuJ275KKX0y8f15Sum1lNLNlNIrKaUvCD12scDXT54acGNzw0xm5dpVFbgw4oFzkavYnuko/OGYqAxRrrRksA8fS5xUV89zXGsoN6J/nsHDGRnMHQDuahgA+GZt9nPDU1hfZ836JJbXibfbXsxCejocw/BUMKsG/8WwGXWYmo7MMRhw+cMo0aoXZFiqExm9+SYP4Wgcb/VMpgw0FqOm1ICRPA+m/c3RQbzZ7cQPXrqMe39xFFd944+49XsvAwCuT/EeZtcjS01lFoFyj8Ofk/Y7W7hrSa8vcQtxOXViSAfTSRksppPTH8ppxhKPSc8MHqSg0Pvp8pgPahUR9LcpnUHWckCsTkKDpT8A+CIhxDbrNkoI0YPLFD0rahVLEHcgjF5nAJsbZn5kO1u5k6Y3uyczPncoS9twKamzlUCnUaE7VbDkCcKgVcFaMtcXpLHciJGpICKzyozODk2h2qrPyspaCEadGmoVSW72eJzi3LBHVLkfv8bFsgv8sF4pBtLylBm5uVFT0zOZMqc/nNLRMBnUzQtuTvS7EAjH5swmEkptqQGjU9NZP08M494QPri9AWcO3IbHP7ETX/qzdbhuVQXu2FSLK7IYKiwFBq0aVoNm0UCZm68VyMkFsdKix5pqC95YJsNpGQyG/Dh9YdhzdMIDuMxSgGWWFM+lMS+aK0zQaxYvxzRoVdCoyLIswxOLUDe8LwF4G8AlcHbeFMB9ADaBm4X0HllWp2BODXKZlStXzARLm+pLYdZrcLjLgTs2pfd8z3bGkpSoVQTNdlPaMrwaq2FBv05DmRGxOMWIO4hGO2clfmZoSvJ+JYCbXWPWa5JleN0OPwLhGK6oy73cj88uLNa3wmfbpMws8UGRKzATILn8YZSZFjrz2016qFVkQRne650OqAiwo0VQNewcakpLMOENIRqLQ6POepJA1gQjMUxNR1BlNcCk1+Dq5nJc3Vwu++tmosq6+KylIdc0wrF4ziWYO1vt+PWRfoSiMUF/1BgMBiMTTn8YVzbYFn9gGkx6DQKRGOJxmtXIDUZx0THmxQaBFxkJIbCWaJflnCWxCB1K2wtgK4B2ALeCc8a7AcCbAK6hlCpucKyc7Nu3D6cG3CAE2LBi5pdYo1bh6ubyRa8wD0/xwZK0WRmhNFeY0maWqqwL19TAz1pK9C35QlF0O/ySl+DxcMESd0Xs3HDu5X779u0DwGUXLAbNgozNfPhgaaVd2jI8YMbUAQAmAxGUp5jKrlYRVJr1C8rwXu10YHODDaUl2Y8+q7EaEKfCDA6kgA9KspkHxeskF1UW/aKZpW5+vlaWfXE8u1rtCEbiONnvzun5SkBunRjSwHRSBpl0iscpJv3hnAfSAoBJpwalwHSEleKJoZD7aTocQ/9kQJC5A4/FoFmWZXhidRJ8KZlSOkgpvZdSuoJSqqOU1lJKP0opHVj82cuLjo4OnBpwo7XSDKth7gnsrlY7uh1+jGQofRpyT0OnVqEixQlzPmipNKHfGZhTVgdwxgI1KYMlLgPG9y2dH/Zw5g4yBUsWgwbeRPnA2aEp6DSqRSdXp4L34AeEnTB3TfhQk8iISEU5HyzNcsRz+cMoN6YOfKqteozNWqcnGMGpATeuy6EED8j/YFo+0EsVdKdjtk5ywGkvLFDOtQTzmhY7VAR4fQmX4smtE0MamE7KIJNOfJ+rXcQ5gjHxd4w54omjkPupc9wHSoG2auHnP8s1WBKrk/x1N8uQoaFhnBp0Y/OKhSnyXa3cSe3hzvQnTcPuIGpthoKlxpsrTIjGKQZdMwEdpZQrw0thZ15bWgKNiiSDJd7cQa5gyWqYSSOfHfJgXa0V2hxKyIaHZxKiVRbDosFSj8Mvab8SwFmHA3MzS1wZXuorhlVWw5wM2BtdTsQpcg6WeD3z5YjHlxDyzn5CmK2THFRa9Bj3hJDJdLPH4YfFoMm5obq0RIuN9aV4YwmbPMitE0MamE7KIJNOzsTfCzGZJbOeKwcOhFhmSQyF3E+XxjgnvDYBTng8Fv3yLMMTq1PaS+SEkJ9ncRxKKb1X1EqWECc6euEIleLKhoXBwtoaC8qMWhzucuLPt61I+fwR9zTqSvPfr8Qz2z6c789xByIIR+NJR7bZqFUE9WUlGEgES2eHplBl0WeVPcgGi0GDUU8QlFKcHZ7CuzbX5XSc2VcaKi16nBzIXCLV4/Djjo3pe81yoWxWzxLAOdt5Q9Fkxmk+1VY9jvbOGIS83umAUafGlsbcLOOlyiz5QlEc63PhxrbKjI/jMzjZGH/In1kyIJT4uc/PBPN0T/jf1E75AAAgAElEQVTRUmESNV9rZ2sFfvpqNwLhKIw66bKTxQLLWCgDppMyyKQT76grKrOkY5klKSjkfuoY80KnUaEp0QohBItBg755czGXA2J1yvQX+2bMnalkA2fmEAXgBDdbSQNgCtysJUYCR5wLMDanaL5UqQh2ttrxRpcDlNKUJ1/D7mnsbM0tUyAFqezDxxInuekyAo3lxmSwJJe5A4/ZoIF3PIr+yQC8wagkvVF8KVY6TVz+MNyBiKTmDgBXN65Tq5JleG5+xlKaDEa1xQBXIJI0Cnit04Frmsuh0+SWJC4t0cKgVYlyxHP5w/irB9/G6cEpvPyF3WjK0NM15glBqyYoS1NmWAhmXAZDaYOlHocfV60UN8NsV6sdP365C0d6Fw8qGQwGIx1SZJZMfLDEMkuK5dKoF62V5qzMmZjBQ26k/QlTSldSSpsppc0APgLAB+AuACWU0loAJQD2AvAC+HA+FqsUDPXroFOrsLYmtUPbrtYKDE8FU0b30Vgco54g6gtk7gBwJ+plRi26JmaCJb5MK1XPEgCsKDNiwDUNfyiKrgmfbOYOAHdlxBeK4uwQN+RTqBPMfHbv3p38vsqqRzAST/ZCzadbZM9KOgghsBm1yTI8/o9gKutwYGbW0rgnhGH3NLon/DlZhs9+/drSkpwzS2OeID7wwBs4nXB/HJjMHHSNe4Oosix0VMzEbJ3kYLFZS8FIDEPu6WTGNVeuWlkOrZrg8BItxZNbJ4Y0MJ2UQSadpAiWjIkyPJZZEkch99PlMS/WZNGvBCzfniWxOgkNR78L4FuU0scppTEAoJTGKKWPAfg3AP8hahVLjJ6pGNbXWdNe7d/Vmn5I5Zg3hDgtjG34bFoqzehxzNiH8435qcrwAC6zNOkP4+3eSVnNHQBusJo3GMGZoSlo1QRtNeJOYoGZsrDxNLOWeCv1lhzd0DJRbtIly/BciwRLMwN0g3itk/v9yWUY7WxqrIacepYGJgN4/4/fwLB7Gv/25xsBzNjep2PcE0q+h2IhOWcrTc8aP19LbFaxJFEumalfkcFgMBaDL8MrS1OuLQR+wDvrWVImnmAEw1PBrPqVAO78yReOIh5P36PLWIjQYGkjgM40910GsEGa5SifaCyOXg/NOP+gucKEGqsBh1M4YxVyxtJsmitM6J6VWeIb89Od6PKOeM+eGQEAbFwhb2YpEqM43udCW7Ul57k1FsvMh8xi2YUehx8aFcGKMul1sRm1yWBpMiAsszTmCeG1yw5UmLmBp2KoLTVknVnqHPfi/T9+A1PTEfzq49fgPVvqQciM7X06xr1BVGc5qHi2TnKQ1D5toCzdfK1drXacHZ7CVGDplUHIrRNDGphOyiCTTk5fGDajNidjIx6jjmWWpKBQ++lywtwh27//VoMGlAK+Zaa7WJ2E7rRRAB9Ic99dAMZErWIJ0TnhQyhGsTmFuQMPIQS7VtnxSscEHPPm2xRLsNRSacK4N5SsbR31BFFu0qUNTBrKuAbDF86PodKiT5uBkgJL4orYiQFXziV4APDUU08lv+fn/qTLLvQ4/Gi0G2UZ3Fpm1CV7lvjMUrorhvzPdWQqiNc7HbhulV2U6QDAOeKNeYKCrzSdG57CBx54E9E4xWOf2IEtjWXQa9SoNOsXzSyN5ZBZmq2THFgNGug1qrSzpqQcRnztqgpQCjx5akj0sYoNuXViSAPTSRlk0mnSH87ZmZNnpmdpeZ00S02h9tPlMa7aZXVVtpklTvflVoonViehZ37/AeBjhJCnCSH3EELemfj3GQB/Ba5MjwHgVMJRLZVt+Gw+cUMrQpE4vvTEmTmWxUPuwg6k5eFNHnodXF/V2FQwYwDUmHBjcQcispbgAVwaGQAiMTpn6K8YFivF6nH4kz8TqSkz6ZLGDpN+LmiypTFAKDNqoVUTvNIxAac/jOtWizcKqC01IBqncPiFDaY98OQ5aFQEv/nkzjl9ebW2Egy702eogpEYpqYjsgbSuUAIQZVVn3YocfeEH9VWvSTztbY1lmFnix3/+uzFpCEKg8FgZIPDFxLlhAfM9CwFwqwMT4n0OgPQqjkn4mzgz58800uvukFOBAVLlNL/BPDX4Mrxfg7g6cS/VwD4a0rp92VbocI4OTAFgyqOlRkcwQBgTY0F/3BbG54/N4bfHZ+5yjzsnobNqC24tXDSPjzRtzTmDWacjWMzapM10HKaOwAzV0YAYENdahMNIdTWztiAW0s00GlUKWctxeMUPQ6/5E54PGVGLVyBCCilcAXCsBo0acsrCCGoshjw6uUJALnPV5pNTcKmXkjf0rB7Gkd6XfjIjqYFP496myFjGR4fiPJlb0KZrZNcZJqz1ePwSdarplIRfPsDm6EiBH//m1NLqm48HzoxxMN0UgaZdHL6w6LMHQBAr1FDqyYssySSQu2nPqcfDeVGqLOcx8k7vi63zJJYnQTXFFFKfwagKfG1I/HvSkppNvOYljynBtxYUylsoOy917Xg6pXlOPDkuWRGadgdLOiMJZ7GciMImenXGJ0KpXXCA7iT+IZEdknuzBIflKlVBOtqcw+Wtm/fnvyeEK4f6Wjv5ILhpMNT0whF46Ld0NJRZtQhFqfwBKNw+sNp+5V4qq16xCmwqsqcckhwttRYhc9aeibRk3bHpoUfPHWlJRh2T6cd7jruzWwSko7ZOslFva0EF0Y8KU8cuh1+NEvoglhvK8FX71yPt3sm8fPXeyQ7bqHJh04M8TCdlEEmnZy+kOhgCeBmLbFgSRyF2k+9zkBW85V4ZsrwlldmSaxOWTVgUI4BSunbiX+XzmVRCZgOx3BpzIsrBQ4IVasIvv3+zYhTii8krjIPu6cL3q8EAAatGivKStDt8CMSi8PpDy16ktuQSAfnqwxvVaUZBm1u5g7AwisNH722Gcf73Xjp4vic26XsWUkF35/k8ofh8ofTzlji4XWQIqsEIBlwjaUpQ5tN++kRrK+1pgwca20lCEbiyf6r+SRNQoows3TPtSvhCkTw01fnBi/8fC2pSzD/YtsK3Lq+Gvc/fwkdiUZdpcMyFsqA6aQM0ukUjcXhno6ILsMDuDl/flaGJ4pC7CdKKfqc/owzDdOxXHuWZMssEULuJoTYZ32f8UvUKpYIXRM+xCnFwMnXBD+n0W7EV/asx+EuJ37xRi+G3NMFnbE0m5YKzj58whsCpYtnBK5uLsfG+tKM5XpSwG92seV+Bw8enPP/u65qQHOFCf/23EXEZpVH8cGSfD1LXPDnCoQFNe5KHSzZTTpo1WTRzNLAZAAnB9zYszn1hw7/e5vO5GF8Efv5dMzXSQ62NpbhnRtqcPCVrjmmK90yBcqEEHzrfRth0Wvwd4+dRDgal/T4hSAfOjHEw3RSBul04kq2xc1Y4jHpNQgsM1c0qSnEfnL4wgiEY1hpzyWzxJfhLa/MklidMmWWHgLQOuv7TF8PilrFEmFDfSnOHLgNdaqprJ73wasacPPaKnzr2YvwBqNFkVkCuBPEngl/8iS6pjRzEPTx61vw1GevE+3Othh2sw4mnRrXtJRLelytWoUv3LYGHWM+/Pb4YPL27gk/TDp11r02QuEzS+5ABK5AeNHZGaurzbDoNZK9f5WKoFrArCW+BG/PxrqU9/O/t+mCpTFvCFo1QVka84pC8w+3rUEwGsf3X7ycvC0ZKMtQgllh1uMb792Ic8Me/OCly4s/gcFgLHucCSMeKTJLRr0GfjZnSXH0JWb/NeVwEY+/2OxZZpklsWQKlpoBnJz1faavFhnXqCjMeg00JLvqREII/vV9G5NzD4olWGqtNMEfjuHMIOfwVywuZkadBofvuwXv37ZC8mO/c0MNNjfY8L0/dCAY4f6IdDv8aKk0yxYE8sHRpJ/LLC3Ws3TXVY147b6bk1eIpICbtZTZ9rv99Ag2rShFY5qrWbWliwRLniCqLAbZg+lcaa0044NXNeDht/qTf4x6HD7Z5msBwO0bavC+rfX44aEunOh3yfIaDAZj6TDp45xTJcks6dSsZ0mB9Do5J9VcepYMWjV0ahU8yyyzJJa0wRKltI9SGp71fcav/C25+Nm3b1/Wz6myGvCt926ERkWwNsuJzHLRnHAAe6ObG55bLMESAJQataJPulPpRAjBfbevxchUEA8d7gXAnTDL1a8EINmjNOzmjCQW61lSqwhKS6TNztSUlmTMLPU5/TgzNIU9KYwdeOwmHXQaFYbTHGfCG8opO5fLfsqVz92yGlq1Cv/+/CUAXFaxsdwoavjjYhx41xWosRrwmUdOYDIxZ0uJ5FMnRu4wnZRBOp0cic8IsXOWAK4Mb7n1rkhNIfZTv9MPFQFWlGUfLAGc++9y012sTvKdASxjRkZGcnreOzfW4uw/3YbVWU5klouWhAPYWz2T0KoJyhcpD1Ma6XTa2WrH7jWV+NGfOjHuCWLQNS1rsGQ1aKBWEXRNcDbthfg5c5mlYFonu/bT3M/qzzamD5ZUKoK6UkPGzFIu/Wy57qdcqLIa8PHrm9F+egSnB92yWsbzWA1a/OhDWzHhC+EzjxxHNKbM/qV86sTIHaaTMkinkzPRU2k3iy/DW1FWgv7JwJIaYZBvCrGfep0B1JeVQKfJ7RTeYtAuu2BJrE6ZDB56CCHdAr+6RK1iiXH06NGcnyvG3U1qaqwGGLQquAMRVFmE2aEriUw67b99LbyhKO773RlQOhM4ygEhBLYSLboSNu2LZZbkoMZqQCgahzuNk93Tp0ewpdG26JWsOltJeoMHbyg5/DcbxOynXNh3QwvKjFp865mLeQmWAGBzgw3feM8GHO5y4lvPXpT99eQg3zoxcoPppAzS6TTpD0NFAJsE1QUtlWZMR2IYFeCEykhNIfZTn9O/6CzPTFgMmmVn8CBWp0yTT18GwC435MBSuXKnUhE0V5hxYcQju8NdIcik07paK967pT45MFiqoaTpKDPp0M1nlkz5N0CoTdiHnx/x4Np5LnvdEz6cH/HgK3vWCzhOCV7vdCy4PRiJwR2IFH1mCeCuun325tX4evt5APKYO6Ti/dsbcG7Yg5+91oMN9Va8d4v0PXlyslQ+95Y6TCdlkE4nh4/ra5Xi4mVr4kJQ94S/aHqllUahMkuZSuIXgwuWWGYpG9IGS5TSe0QdmbEkaKk04cKIR5Lhp0rj87e2of3UCMKxOFZW5FYbLJQyoxad43ywlP/A9OrmctSVGvA3vzqG/7n3GlzZYEve93SyBK9m0ePU2wwY9wYRicXn9PlMeBMzloqo7y0TH9rRiAcP92BgUt4SzPl86Y51uDDiwX2/PYPVVRbR9vgMBmNp4fSFJHHCA2YuBHU7fLhutTSjKBjy4g6EMTUdEZdZ0msx7vFJuKrMdIx50VBmRImueCqnsoX1LMnAnXfeWeglSAY/W6iYzB2kYjGdVpQZ8ambWnFlg01S57lUzLYLL0TPkt2sx2Of2AmbUYcP//QtvN0zmbyv/fQIrlpZlnS7y0SdrQRxunDA7biX+3+2A2mBwuwnvUaNL9+xHlUWPdbV5q+HUKtW4Ucf2ooKsx77/ufonJlPxc5S+txbyjCdlEE6nZz+sCROeABQbdXDpFOjO1ECzsiefO+nPt4JL4cZSzz5NHiIxuLY8/3X8N0/XMrL66VDrE6CgiVCyPcIIb9Mc98vCSHfFrWKJYbX6y30EiSD79VZisGSEJ0+9442/P7T18q+Fj5YUqtIcg5CvmkoN+LxT+xEtVWPu3/+Fl69PIHLY15cGvNiz6bUs5XmU5uctTQvWPJwJ/25/B4Vaj/ddkUN3v7SO2DLc/BqN+vxwEe2wekP4+8eO7n4E4qEpfS5t5RhOimDdDoJGS8hFEIImitNSXMhRvbkez/18jOWRPUsafPWs9TrDCAcjWNtjTUvr5cOsToJzSy9C8ALae57HsC7Ra2CUbSsquSuqrN6ZnmxJfqUyozaghpp1JQa8NgndmKl3YR7HzqKr7efByHc/Ckh1Nu4YGj+zCY+05RLZmk5sqG+FJ++aRVevexIljAyGAyGwxdChQROeDwtFWaWWVIQ/YnMUmMOM5Z4LAYN/OEYYnlwQbw46gEArM1jhYYcCA2W6gH0p7lvMHE/I8GhQ4cKvQTJ2FBvxY8/vBW3XyHsZFlJFJNOfOldWRHYs1eY9fj1vh1YV2vBq5cduKa5XHCvEV+qNzTPEW/cG4JWTXJ6f8WkUz65sa0SAPBmYs5ZsbNcdVIaTCdlkEqnUDQGbzAqyYwlnpZKE4anppND2BnZke/91OsMoMZqENX/w7cV+PJQindxxAu1imBVVX6MktIhViehwZILwKo0960CwHK4SxRCCG7fUJuznz9DGHwQUQjb8FTYjDr86uPX4IPbG/D/3bJa8PNMeg1KS7QL7MPHPCFUmvVLzn5eTq6os8Ki1+BwlzKCJQaDIS8uP1c6JcWMJZ7WSjMoBXocLLukBPqcflH9SgCSpf6ePJTiXRz1oKXCBL1GueYOgPBg6Y8AvkwIqZ59Y+L//wjgD1IvTMm0tbUVegkMARSTTnyQVEyDfy0GLf7tLzZhV2t2LkncrKWFBg+5OuEVk075RKNW4ZqWcsVklparTkqD6aQMUunEG75I1bMEzPQls1K83Mj3fup1BkQHS9a8BkterK0tbL8SIF4nocHSVwCYAVwmhDxCCLmfEPIwgA4AJgBfFrWKJUZdnbBmeEZhKSadyoxcWrxcIpejQlJvMyzILI17Qjn3KxWTTvlmR4sdPQ7/gh6wYmQ566QkmE7KIJVOTn8YAFAh4d+J5uSsJVYglAv53E/+UBQOX0iUuQMAWBNleHI74nmCEQy6prG2pvD9SmJ1EhQsUUp7AVwF4PcAbgLwucS/TwC4mlLaI2oVSwx25U4ZFJNOvONaMWWWcqW2tGRhGZ43mLOjYjHplG92ttoBAG8ooBRvOeukJJhOyiCVTpN+LrMkZRmeUadBXakB3awMLyfyuZ9423AxM5aAmZ4luYOljlHOgS6f4zfSka/MEiilvZTSuymltZRSHaW0jlJ6D6W0T9QKliAHDx4s9BIYAigmnSotemjVBLU25Vu019lK4AlG4QtxH8ShaAzuQCTnzFIx6ZRv1tVYYTNqFREsLWedlATTSRmk0snp4zJLUpbhAdxwWpZZyo187qe+pG24ND1LctuHX0gES2sKbBsOiNeJde0zGEVAaYkW7Z+9Hn+xbUWhlyKaOt4+PJFdEjNjabmjUhHsaLYzkwcGgwGHLwytmiR7TqSipdKE7gk/KJXfSpqRO32T4gfSArMMHqblDZYujXpgMXCZS6UjaMcRQn6+yEMopfReCdbDYCxb1hRBXa8U1Ntm7MNXV1swnpgTVGllM5ZyYdcqO547N4qByQAaRMzWYDAYymbSH4LdpAch0rqKtlSY4A1FMeELocqi7BNbbzCCaIwWjbOslPQ5/bCbdMkyulzJVxnexREv1tVYJf99LQRCL0/cDGD+JYdyABYA7sQXI8G+ffsKvQSGAJhO8lCbCJZ4R7zxxEDa6hz/CC93nXa2zPQtiQ2Wzg5N4f7nL+HgR7bBoJXWynW566QUmE7KIJVOTl9Y8hI8gCvDAzhHPKUHS/t/expD7iD+76evzcvr5XM/9TrEO+EBgE6jgl6jgjckX7BEKcWlUS/eu7U4xrCK1UmowcNKSmnzvK9SALsBjAL4c1GrWGJ4vd5CL4EhAKaTPFRb9FARJB3c+MxSVY6ZpeWu06oqMyrMehzucog+1n8f6sIrHROyzFRZ7jopBaaTMkilk8Mfhl0Gx9SlYh8ej1O83unE+eEpRGPxvLxmPvdTn9Mv2tyBx1qiFdyz9Mhb/Xju7GhWxx9yT8MbihZNxYxYnUT1LFFKXwHwPQDfF7WKJUZ7e3uhl8AQANNJHjRqFWqsBgwlepbGPEFoVCRnp7/lrhMhBDtb7Xij2ymqp2DSH8YL57k/eHyjuJQsd52UAtNJGaTSyekLoUJCJzyeutISGLQqxZs8dE34MDUdQSRGk/09cpOv/RSMxDDiCaJRgswSwPUteQSU4YWiMRx48hw++atj+Omr3YKPf3GEC07WFoG5AyBeJykMHroBbJHgOEsGduVOGTCd5KPWNmMfPu7lZiypVLnVLTOduFK8MU9IlL3v744PIhLjgi1+uKWUMJ2UAdNJGaTSadIfhl2GMjyVimCl3aR4+/Ajva7k95fH8hP45Ws/DboCoFS8bTiPxaAV1LN0ftiDcCyOlgoT/uXpC7j/uYuCLtpdHPUAKJ5e7IJmlgghGgD3ABgUtQoGg7GkqLOVJHuWxjxBVDInPFGInbdEKcXjRwfQmii3kSNYYjAY8hEIRxEIx2QbXN66BOzDj/ZNorSEMy/oHF9aFwV6HdI44fFYDRpBbngnBzhLgl9+/BrsvboRPzrUhX984gxi8cwB04VRLxrLjTDrpXVuLBSCgiVCyEspvl4DMAzgLwF8W9ZVKoy9e/cWegkMATCd5KPOZsDoVBDxOMWEN4TqHGcsAUwnAFhpN6K21IA3unMLlk4MuNEx5sO917VAoyJw+qUvw2M6KQOmkzKYrxNfOlthksdVtKXShAHXNMLR/PT6yMGxPhd2tJSj3laCy+P5CfzytZ/4skLpMksaQT1LJ/rdqC01oN5Wgm++dwM+c9MqPPr2AD798HEEI7G0z7s06i2arBIgXiehmSUVADLvywvgdwBuoZT+RNQqlhgjIyOFXgJDAEwn+agrLUE4FofDH8KYJ5izuQPAdAISfUstdrzZlVvf0uNHBmDUqfGuK+tgN+vglCGzxHRSBkwnZTBfp8nEBQ45DB4ALliKxSn6J5VZijfuDaLPGcD2pnKsrjbnrQwvX/upz+mHxaCBzSjONpzHKrAM78SAC1sabQC4v0P/cNsafHXPejx3bhR/86tjKf8eBSMxdE/4sK6IgiWxOgl1w9tNKb1p3tc7KaWfpJQeErWCJQirCVcGTCf5qEvYh/c6AnAFIjnbhgNMJ54drXY4/WF0ZHkS4A9F8dSpYdyxsRZmvQZ2k14WgwemkzJgOimD+To5/dwFDjmswwGgpYKzD+9K4YgXjMTwmUeO48zglCyvLQXHEv1K21aWYXWVGV0TvkVLxaQgX/up1xnASrtJsplFXGYpc7Dk8IUwMDmNLQ1lc27/2HXN2H/7Wvzp0gRODCycHNQ57kOcAmtri8PcAShwz1IuEEJuJ4RcIoR0EkLuS/OYDxBCzhNCzhFCHsn3GsVy7NixQi+BIQCmk3zU2bjg6PQg90EqJrPEdOLYlexbmmshPjAZwDeePp+2n+np0yPwh2O46+oGANyVaYcMZXhMJ2XAdFIG83Vy8GV4MrjhAZntw39zbBDtp0fQfmZYlteWgqN9Lug1KmyoK8XqKgtC0TgGXfI74uVrP/U5/ZL1KwGAzajDdCSGqQx9Syf7ub/fVyYyS7O5e2cTLHoNHnq9d8F9F0Y4c4e1RZRZEqtT2mCJEPI7Qsiqebd9nhBSOe+2jYSQ00JejBCiBvBDAO8EsB7AXkLI+nmPWQ3giwCupZReAeBzgt4Jg8EoGuoTmaUT/XywxAwexLKizIiG8hIcTgRFvQ4/vvCbU9j97UP4yas9uOfBt1POYnosYeywtZG7Olhp1sPhZQYPDIaSkLsMz2LQotKiX2DyEI3F8ZNXOMvo88MeWV5bCo72ubC5wQadRoVV1VyWLF+leHITicUx5JqWNFi6urkcAPDq5Ym0jzkx4IJGRbChrnTBfSa9Bh+4qgHPnBnBWGLwPM+lUS8MWhWaJOqvKgYyZZbeA6Cc/08i0Pl3AA3zHmcEcIXA17saQCeltJtSGgbwawDvnveYvwbwQ0qpCwAopeMCj100bNu2rdBLYAiA6SQfpSValGjVSSedKhEGD0ynGXa1VODNbic+//hJ3PLdl/HkqWHcvbMJz/7t9WiyG3HvQ0dxpHcy+fjOcS+O9blw11WNyfINu1kHpz8kamZTKphOyoDppAzm6+T0hWDQqmDUyecu1lKx0D78uXOj6J8MoK7UgPPDHsk/N6RgOhzDuaEpbG/iLgitquKCpY48OOLlYz8Nu6cRjVNJg48tDTbYjFq8dCH9KfaJfjfW1VpRolOnvP/unU2IUYqH3+ybc/vFUS/aqi1Q5zguRA7E6pRtGZ7Yd14PYGDW/wcTt82mDUAbIeR1QsibhJDbRb5m3rFYiif1yEgP00k+CCGos80Mpq0WkVliOs2wa5UdnmAUz5wZwUd3rcSr+2/C1+68AutqrXj44ztQazPgow8ewYl+rn7/sSMD0KgI3rt15mPWbtYjGIkjEE7vZJQLTCdlwHRSBvN1cvrCsMvkhMfTMs8+nFKKH7/chZYKE+69vgVOfxhjnuLLSp8ccCMap9i+kguWrAYtaqwGdOYhs5SP/dTrlNYJD+CGx+9uq8SfLo2n7O2KxSlODbiT5g6paLKbcMvaKjz8Vj9C0Zm/JxdHPUVVggeI16kYDdA1AFYD2A1gBYBXCCEbKaVzusgIIfsA7AOA6upqHDhwAADQ1taGuro6tLW14eDBg8nH79u3D16vF+3t7clGr71792JkZARerzdZz7ht2zZYLBbU1tbi0UcfBcD9kPfs2QOLxbLgmB0dHRgeHkZHRwcAYPfu3ejv78exY8fw1FNPAQBqa2uxfft21NbWLnj+yMgIjh49mnTquPPOO5PrO3ToUNG8J/45S+k9MZ3kfU/T4TYApVATYGKwBz/49a+ZTiJ1ilOCz151C1abI7Dqx/Gj7zw+5z19786V+PCDx/CBH72CW3UdOKzahGsajPjFAz9Ivif79jsAAI8/+Sz6zrH9JIdOxfyemE7KeE/zdTpBNqLEYMHw8LBs76nTZYQr2ogjp87D7xrH0QEvzg6psEvTA0+vF4AKLxw5j+7XniwqnQ5PcUYCf3j0IF4hMezbtw91ZoLXznTiwIXf51UnOX73LkYrAaxE1D2C73znQcl+97bsfj9+fzKC+3/2OD2hwCIAACAASURBVEJDF+boNBk3wB+Ooefon/DA6Otp39Ouygj+eCGMe//pR1ilduL6W/8MDl8Yat94UZ+XZw2lNOUXgDiAq2f9X524beu8x10DIJbuOPMeuxPA87P+/0UAX5z3mB8D+Ois/78I4KpMx922bRstJr72ta8VegkMATCd5OX//80p2rS/ne745h9FHYfplB2DrgC99l9fpK1ffJo27W+nL10cm3P/SxfGaNP+dnqsb1LS12U6KQOmkzKYr9Md//UK/eiDb8v6mi9eGKVN+9vp0V4npZTSD//0Tbr9X/5Ap8NR6pkO06b97fS//tgh6xpy4e6fvUVv/e6hObcdePIsXfvlZ2ksFpf1tfOxn77+1Dm69svP0nhc2vfi9odpyxefpvc/d2HBfY++1Ueb9rfT7glfxmPE43F6y3cO0T/7z1doPB6nr3ZM0Kb97fT1yxOSrlUss3UCcJQKiFlmfy1WhpeqOFVMweoRAKsJIc2EEB2AuwA8Oe8xvweXVQIhpAJcWV63iNdkMBgFgLcPF9OvxMieelsJHv3rHai06FFvK8ENq+d48iQbxJnJA4OhHCa8Idhlsg3nmW0ffnZoCq9eduCj166EQauGxaBFk92I8yPFZfIQj1Mc73dhW1P5nNtXV1kwHYklS8GVTP9kAI3lRslsw3lKjVpsbyrDiyn6lk70u2EzarFyEVMJQgju2bUS54Y9ONbnwsVR7vejmAbSSsFiZXhPEULme8w+QwiZ7TUoePdSSqOEkM8AeB5cpurnlNJzhJCvg4v0nkzc938IIecBxAB8gVKa29j6AsFqwpUB00leePtwsU54TKfsaSg34rm/vQHBaGxBky1vPeyU2D6c6aQMmE7KYLZOoWgM494Q6stKZH3NFWUl0KoJuif8eO2yA2a9Bh+6pil5/xV1VpwdKq5gqWPcC28wmjR34GlLOOJ1jvvQUC6di9x88rGfRqeCqCmVx1H2lnVV+OYzFzHknk662AKJYbQNNkEB2vu21uP+5y7iwcO9MGjUqLLoYZfJ4j5X5OxZ+oWoI6eBUvoMgGfm3fbVWd9TAJ9PfCmSPXv2FHoJDAEwneRFqswS0yk3So1alGLhtHd+qKXTJ21miemkDJhOymC2TsPuICjlxgfIiUbN2T2/1jmBCyNe3HtdM0pLZj5DrqgrxTNnRuEJRmA1LPxsKQRHE8Nor1o5N7PEO+JdHvfiprVVsr1+PvbTqCeI9TINeL15bTW++cxFvHRxHB/ZwQXG3mAEl8d9uGNjnaBjGHUa3HV1I372Wg9qrIaizCqJ1SltsEQp/aioIy9j2JU7ZcB0khc+WBLjhAcwnaTGoFXDotckh1xKBdNJGTCdlMFsnfjhqg0yZ5YAzj78hfNj0KoJPnrtyjn38SfsF4Y9uKbFLvtahHC0dxKVFj0ayuf+bGxGHSotetlnLcm9n6KxOBy+EKplyiy1VprQZDfipQtjyWDp9OAUKEVGJ7z5fGRHE376ajeG3NO4Y1OtLGsVg1idsrUOZwhgtjMHo3hhOslLQ1kJ3rW5DjeLvKrHdJIebtaStMES00kZMJ2UwWydBia5vpsVMpaT8bRUchmZd19Zj9rSuQHIFXVcsFRMfUtH+1zY3lSWslxsdZUZl8flDZbk3k8TvhAoBaqt8pS1EUJw89oqvN7lRCAcBYDk6InNDcKDpYZyI96xrhoAis42HBCvEwuWGAyGLGjUKvzX3i3YUL9w+jejsNjNesnL8BgMhjwMugLQqAhqRGbphbB5RSl0ahU+cUPLgvsqLXpUmHU4N1wcwdLoVBCDrmlsn1eCx7O6yozOcV9RDtIVyuhUEABk1f6WtdUIR+M43MnZA5zod2NVlXlOCaYQPnFjK8pNugUlkUsBFiwxGAzGMqPCrIODBUsMhiIYcE2jzlaywKxFDm7fUIMjX3oHVlcvzA4QQrC+rhTniyRYOto3CQALzB14VlVb4AtFMeoJ5nNZkjKWWLvYcvZMXN1cDpNOjRcvjoNSihMDbmzJIqvEs62pDMe/cqushhqFggVLMrBv375CL4EhAKaTMmA6SQ+XWZK2DI/ppAyYTspgtk6DrsCCnhy5IISg1Jg+o7C+1orL416Eo/G8rCcTR3tdKNGqsb4utfnBat7kQca+Jbn305iHu6gllxseAOg0KtzQVomXLo6hfzKASX8YV2bRr6QExOrEgiUZ4KcGM4obppMyYDpJT4VJh8lAGLG4dOUpTCdlwHRSBrN1GpicxgpbcVytv6LOikiM4vK4t9BLwbE+FzY3lEKrTn0qmwyWZOxbkns/jXqC0KoJyo3yzti6eW0VxjwhPPxWPwBgS0PqbJ1SEasTC5ZkYHh4uNBLYAiA6aQMmE7SYzfrQSngCkiXXWI6KQOmkzLgdQpGYnD4QliRByc8IfBZnEL3Lf3x/BjODk9hV2tF2sfYzXqUm3TolDGwk3s/jU0FUWUxQCVzCebuNVUgBPjF4V4YderknKqlglid0lqHE0IaszkQpbRf1EqWEOzKnTJgOikDppP02M38rKVwckitWJhOyoDppAx4nQZdnBNesfSBrLSbYNSpC9q31DnuxeceO4kr6qzYl8KIYjarqsyyluHlI7MklxPebCotemxeYcPJATd2tJRDkyZbp1TE6pRpKG0vgGxqNNSiVsJgMBiMvMAHSA5fCGtQfDavDAaDYyAxY6lYMktqFcHaGkvB7MOnAhF8/BdHYdCqcPAj22HQZj71XF1lRvvpEVBKU9qLFztjnmDehrzesrYKJwfcuHKJleBJQabQ8WOzvv4GwBCACwD+CcCnAHwdwMXE7Z+Ud5nKYvfu3YVeAkMATCdlwHSSnopEZklKRzymkzJgOikDXqdiyywBwBV1pbgw7EFcwp5HIURjcXzm0eMYck/jxx/elhx8nonVVWZMTUcwIZP7p9z7acwTQpVFfst4gHNC1KgIrl+dvrRRqYjVKW1miVL6EP89IeQ/ABwH8F46y7CeEPJ1AL8HsF7UKhgMBoORN+wmLrMktSMeg8GQlsHJAHQaFSolKpeVgvV1VvzyzT4MuqbRaM9fEHf/85fw6mUHvvW+jWlnK82nLWGBfnnMl7egQyp8oSh8oaisTnizWV1twYmv3gqLIbv5SssBoUWJewE8QOdN9kr8/8cA/lLqhSkZi4WVtSgBppMyYDpJT2mJFmoVgdMv3dVWppMyYDopA16nQdc0VthKZG/wz4YrkiYPU3l7zSdODOLgK924e2cT9l4tvKV+VTVvHy6PyYOc+ykfA2nns1QDJbE6CQ2WzAAq09xXBcAkahVLjKeeeqrQS2AIgOmkDJhO0qNSEZSbdJJmlphOykCpOlFKBVvdO30hBMJRmVckL7xOA64A6oukX4mnrdoCtYrkrW+p1+HH/t+ewTXN5fjKnuwKmSrNepSWaGWzD5dzP43nYSDtckGsTkKDpUMAvkkIuWr2jYSQqwF8I3E/g8FgMBRChVkPByvDYyiEx44M4JpvvohgJJbxcZRSvO+/D+Pfnr2Yp5XJy6BrGivKiqdfCQAMWjVWVZrzZh/+ds8kwtE4vvHejWlnKqWDEILVVWZZZy3JxWgyWCqeEszlitDfus8ACAF4kxDSSwh5ixDSC+ANAMHE/YwEtbW1hV4CQwBMJ2XAdJKHCrNOUoMHppMyUKpOr1yegMMXwtmhzKVfQ+5p9DkDijw5nk1tbS38oSgm/WE0lBdXZgng+pbyZR/e7fBDqyZYmWN/1OpqMzpl+n2Qcz/xwVK+epaWMmJ1EhQsUUp7AKwF53r3IgBn4t9PAFhHKe0VtYolxvbt2wu9BIYAmE7KgOkkD3aTTtKeJaaTMlCqTqcGuCDpWJ8r4+OO97sBACOJfg+lsn379qQTXrFllgCub2nUE4RTJpe52XRP+NBkN+U8+2dVlQWT/rAsa5VzP41NBWExaGDUZZrywxCCWJ0EK0ApjQD4SeKLkQGlXrlbbjCdlAHTSR7sZr2kPUtMJ2WgRJ2cvhCG3FzgcLx/kWApEUwNu6cVO1sH4HS6kJix1FBkPUsAl1kCgPMjHly/Ol1LuzT0OPxorsi9Nb61kntut8MPu8SugnLupzFPKK/mDkuZvGSWeAghmwghnyGEfI0QUpO4bRUhhNnrzOLgwYOFXgJDAEwnZcB0kge7WYdAOCZZIzzTSRkoUafTg1xWqaG8BMf63JhnzDsHPpgKReOY9Cu3J+/gwYMYmOQH0hZfZml9Le+IJ28pXixO0ecMoKUy92CppYJzxOuekL4UT879NOoJMnMHiRCrk6BgiRCiJ4T8BsAJAP8F4KsA6hJ33w/gS6JWwWAwGIy8UmFms5YYyuDUoBuEAB++pgkOXwgDk9MpHzcdjuH8sAerqriTY6WX4g26pmHQqpJDpIsJm1GHelvJoj1kYhlyTSMci6NFRGapvqwEOo0K3RN+CVcmP2MsWCoahGaWvgHgHQA+AqAawOy89rMAbpN4XQwGg8GQEf4ETEqTBwZDDk4PTmFVpRk3tHHlXsf6J9M8zo1onGLPJq7khi/dUyoDrgBWlBmLtpRwW1MZ3uhyIi7Q0j0Xuh1cNqg5kR3KBbWKM4fodignWIrFKca9IdSUMie8YiCbobRfppQ+AmD+p1QPgJVSLkrp7Nu3r9BLYAiA6aQMmE7yYDdJm1liOikDpelEKcXpQTc2rbChrdoCs16T1uSBN3fgg6URBQdL+/btS9iGF1+/Es8t66rg9IdxatAt22vw2SAxZXgA0FxhkqUMT6795PSHEItT1rMkEWJ1Ehos2QFcyHAMFvrOYmRkpNBLYAiA6aQMmE7yYE9klqRyxGM6KQOl6TQ8FYTDF8bmhlKoVQRbGm041pf65PxYnwstFSa0Vpqh06gUXYY3MjKCQdc0GoqwX4nnxrZKqAjwp4vjsr1Gj8MPi0EDu0lcKWJLpRn9kwFEY3GJVsYh134am+I+l6tYsCQJYnUSGiz1ANiZ5r6rAVwStYolxtGjRwu9BIYAmE7KgOkkD3zPklSDaZlOykBpOp0e4AKjTStsAIAtjWW4NOqBLzTXmIRSihP9LmxpLAMhBHWlBkWX4b329jFMTUeKOrNkM+qwrakML8oYLHU7fGipNIsuRWypMCESo0k7dqmQaz8lZyyxYEkSxOokNFj6HwD3EUI+BECbuI0SQm4C8HcAfi5qFUsMpV25W64wnZQB00keDFo1zHqNZGV4TCdloDSdTg1OQasmWFfLme5uaypDnAKnBuZml/qcATj9YWxrKgMA1JaWKDqz1DXClRo2lBdvZgkAblpbhXPDHozK9LPumfCLMnfgaUnah0tbiifXfmIDaaUlX5ml+wE8DeCXAPhi4dcA/BHAc5TS74taBYPBYDDyjt0s7WBaBkNqTg+6sbbGCr1GDQC4ssEGQhYOp+Utw7c2cRmoWptB0T1LXsplfos5swQAt6ytBgD86ZL02aXpcAzDU0FpgqWkfbgyTB7GPUGoyEwFAKOwCAqWKKUxSuldAG4E8B0APwVnIX4zpfRDMq5Pkdx5552FXgJDAEwnZcB0kg+7SSeZGx7TSRkoSad4nOLM4BQ2rShN3lZaokVblWVBsHSszwWLXoPVVVwGqt5WglFPUPIelXyxcv1WACjqniUAaKs2o95WgpdkKMXrSbjXNYs0dwCAMpMONqNWckc8ufbT6FQQlRY91KridEJUGmJ10mTzYErpqwBeFfWKywCv11voJTAEwHRSBkwn+bCb9cnBl2JhOikDJenU4/TDG4pic6JfiWdrUxnaTw8jHqdQJU4mj/e7cWWjLXlyWVtagjgFxr0h1NmKOzuTikH3NEw6NWxG7eIPLiCEENy8tgr/e2wQwUgMBq1asmMngyUJMksA17cktSOeXPtp1BNk/UoSIlYnoUNpXyKE/IAQssCOhBCyjhDykqhVMBgMBiPvVJh1khk8MBhSc2aQG3i6qaF0zu1bG23wBqPoSpz4+kJRXBr1YEtjWfIxtTbuRHNkSpmleI5pWtQzlmZz87oqTEdieKsn9fyrXOEDG8mCpUqzYsrw2EDa4kJoz9JuAJ8E8CIhxD7vPiu48jxGgkOHDhV6CQwBMJ2UAdNJPirMekz6Q5IMlWQ6KQMl6XRq0I0SrRqrKucOJOVNHPhSvFMDbsTpzO0AV4YHAMNuZZo89E540VCujIzYzhY7DFoVXrowJulxexx+1JYaYNRlVQSVluYKE8a9oQVOimKQaz+NeULM3EFCxOokNFgCgH0A6gG8SQhpE/WqDAaDwSg4dpMOcQq4pyOFXgqDsYDTg1PYUG+FRj33VKW5woQyozYZLPH/XtkwU65XmzjRHFagyQOlFD6qx4oi71fiMWjVuG5VBV68OA5KxV944el2+EUPo51Na+JYPUWeXQpGYpiajrDMUhGRTbB0FtxMpTFwAdNN8ixJ+bS1sVhSCTCdlAHTST7sCaclpwQmD0wnZaAUnaKxOM4NT2FjvW3BfYQQbGsqw7GEA97xfhfaqs0oLZnp77EYtLDoNYq0D5+ajiACddE74c3mprVVGHRNo3Ncmp4gSim6J3ySleABXBkeIK19uBz7ibdhZ8GSdIjVKZtgCZRSB4CbALQDeI4Qcq+oV1+i1NXVFXoJDAEwnZQB00k+7GauDXVCgmCJ18nhC+GBl7vwzv98FT97rUf0cRnSopT91DHmQzASx+Z5/Uo8W5vK0D3hx6Q/jON9Lmyd1a/EU2szKDKzNDDJrVkpmSUAuHltFQBINqB20h+GJxhNWn5LQWO5EYRIax8ux35iA2mlR6xOWReCUkojAO4mhFwEcBDA86JWsARRypW75Q7TSRkwneSjIplZEmfyEI9TuA01+PTDx/HC+VFEYhQ6jQpPnRrGvdc1S7FUhkQoZT+dHuSGzm5asTCzBCAZHP3vsQF4glFsbVoYLNXZSjCsQIOHQRfnUKmkzFJtaQnW1Vrx0sVxfPLGVtHH65bQNpzHoOWydVLah8uxn8aSA2nZjCWpyGtmaTaU0m8C+ACAG0StYAly8ODBQi+BIQCmkzJgOslHhQRleBPeEN7xvZfxud934XCXA3fvXIk//N0N+KudTTg/4kE4qsw5N0I50juJr/3fs/jTxXGEorFCL2dRlLKfTg1OwWrQYKU9dXZl8wrOJvzB13sBIHVmqbQEIwo0eBhIBEsN5crJLAHALWurcKzPhamA+B5Ivq9IioG0s2muMEtqHy7HfuKDpSqWWZIMsToJzSw1AxiZfyOl9LeEkOMAGkWtgsFgMBh5x1aihYoATn/umaWDr3Sh1+HH9dpu/PQfPwW9hpuzsmmFDeFoDzrGvNhQn7qUainwi8O9aD89gl+80QezXoOb11bh9g01uLGtEia9NC5ey5HTg25sWmFLa51dolPjijorTg9OwWbUpjypris1wOkPSz7/R24GXdPQIjqnB0sJ3LS2Cj/4UydevjyBd20WV/bU5fBBqyaSlyK2VJhwtHcSlNKitWUfnQrBqFPDwj4/igZBSlBK+zLc1wOAFaYzGAyGwlCpCMpN+pxnLU36w3j4rX68+8p6lF44kgyUAGDTCi5A4hzNlm6w1Dnuw/WrK/Cx65rx/NlRvHB+DE+eGoZOrUJrlRlrayxYW2PBmhoL1tVaWdO2AIKRGC6NerHvhpaMj9vaWIbTg1PY0mBLDqedDT+MdmQqKKlRgNwMTAZgIeL7CPPNlQ02lJt0eOnCmOhgqWfCjya7KTlkWCpaK00IhGNFbc09lhhIW6zB3HIkbbBECPk5gH+mlPYkvs8EpZQys4cE+/btK/QSGAJgOikDppO8cINpczsxe/D1HgTCMXxqdytM18/VqbHcCJtRi9ODbvzlNUuz+CAWp+hx+HH96grctKYKN62pwr+8J46jfS786dI4Lo548UaXE0+cGEo+58Cd63HPtYXr41LCfjo/4kE0TtP2K/FsayrDQ4d758xXmk1yMK17WlHB0qBrGhualWHEMRu1imD3mkq8dHEc0Vh8geV7NvQ4/JKX4AFcGR7ADbyVIliavZ9C0Rg+//gpNJQZ8YXb1uQc6LGBtNIj9nMvU2bpJgD/mfj+ZgCZzPOlM9ZfAni93kIvgSEAppMyYDrJi92sy6lnyROM4KHDvbj9ihqsrrbg0qXhOfcTQrCxvhSnB6ekWmrRMeSaRigax6qqGccujVqFHS127GiZmd/uDoRxadSLL/zvabzcMVHQYEkJ++n0AGfukM4Jj+e6VRW4amUZbt9Qk/L+utLEYFoF2YdTSjHomsbGSulc4PLJreuq8bvjQzjS68LOVvviT0hBLE7R5wzg5nVVEq8OyblN3Q4/dq2qEH08fj9RSvGlJ87i6dNcx0rHmBf/tXcLzDmU0o16gtie5gIAIzfEfu6lDfsppc2U0lOJ71cm/p/uK3OufJnR3t5e6CUwBMB0UgZMJ3mpMOtz6ln65Rt98Aaj+MzNqwCk1mnTilJcGvMiGCl+44Nc6Jzg/gC3LnJiazPqcE2LHTtaynFywC3p4M5sUcJ+Oj04hUqLflHr5DKTDr/55C6sqrKkvL9GgYNpnf4wpiMxOHo7Cr2UnLhxTSX0GhWeO7ugzV0wQ65phGNxtEpoG85TYzWgRKuWzD6c308HX+nG/x4bxOfesRr//J4NeLljAn/x34ez/t2jlGLcE0J1kZYIKhWxn3u550gZaVHClTsG00kpMJ3kxW7SZ20dHghH8bPXerB7TWWyHymVTptW2BCLU5wb9kiy1mKja5w74ZqdWcrE5gYbXIFIco5OIVDCfjo54MbmFaWiezYMWjUqzDqMKMg+/PIY59SmCyszI2vUaXBjWyWePzeGeDy3iwJdiaGxUtqG86hUBCsrTJINpvV6vfjD+TH863MXsWdTLf72ltX4yI4m/PyeqzDkmsa7f/g6TiUypUKY9IcRjsXZjCWJkS2zRAhpzOZL1CoYDAaDURDsZh18oWhW2Z9H3x7ApD+MzyaySunYnOg5OTMo/GRBSXSO+1Bh1sFm1Al6PP/zOLlEfx5S4PCF0O3wY/vKckmOV1tagmEF2Ycf65sEAFSqpLO3zjfv3FiDUU8w599z3jZcrj6zlkoTeiSatTQZL8Hnfn0CG+tL8e33b04G+De2VeK3n9oFvUaFDx58Q3CmbczDlUSznqXiIlNmqRecy53QL0aCvXv3FnoJDAEwnZQB00leKszcib7QUrxQNIaDr3RhR0s5tjXNnNCm0qnaqkelRb9k+5Y6J3yLluDNZk2NBQatCif7CxcsFft+OtrrAgBcJVGwVGczKCqzdKTXhTXVFtzzlx8o9FJy5ua11dCqCZ4/O5rT83scflgNGthNwi5CZEtLhQkDkwHRc9EmvCG8qb0SZoMGP7l7+wJ7+rZqC37/6WuxrtaKTz18HE+cGFz0mPyMJRYsSYvYz71MwdLHsvwSBCHkdkLIJUJIJyHkvgyP+3NCCCWEbBd67GJhZCT3Wl1G/mA6KQOmk7zYTdxgWodXmMnD/x4bxJgnhM/evHrO7al0IoRg84pSnFqCmRRKKTrHfWgVWIIHAFq1ChvqCvvzKPb9dLR3EnqNChvqrZIcT0mZpVic4nifC9tXlhW9TpkoLdFiV2sFnjs3mlN/XrfDh+ZKs2zW2S2VJsQp0O8M5HyMcDSOT/7qGNzTUfzk7u1pg5sKsx6PfHwHdrTY8fnHT+G3xzIHTKOJYKlYbc2Vitj9lNamg1L6kKgjp4AQogbwQwC3AhjE/2vvzsOjrM4+jn/v7AnZWJKQkEBYEiGAbMFdRIWKCqLVt5baulRLa7W1q9Zu2s3udtFqS+tSq8Uq0grWDRFQq2ASlD0kLGHJHrIHsp/3j5mEIUySySyZecL9ua65IDPPzJzhx5nMmXOe+0COiKwxxuzucVwMcA+wxdttGAxWWBOuNCer0Jx8a1SMbbB0rKn/wVJbRyePb9zPzLR4LuhR6aq3nM5OjWd9fgUNzW3ERFhrk82+HGtqpe5EG5MGWLVsRlo8z24+RFtHJ6EelFZ2V6D3p5xDNcxIiz9lzy5PpMRH0NjSTn1zG7EB/v8vv6yehpZ25qaPoOFokb+b45FF00Zz/+od7CltICtlYAPfg5VNp1ST9LYJXeXDq5rISHJeHKQ/j2/cT96hGm7N7Oy3xH1kWDBP3DKXO57J4VurttFpDP+Xneb02DJ75cZE+/uy8g6fnbPkI+cA+4wxB4wxrcDzwFInx/0E+CVgja+DesjLy/N3E5QLNCdr0Jx8q2upS9da+b6s3nqUozUnuPvSSad969tbTtNT4zAGdhYPrSIP+yps55S4Wtyhy8y0eFraO9lb5p9BSyD3p+Ot7ewqrmNuuvfKJifby4eXWmB2qWsJYnb68IDOyRULs5IIEnh918CW4h1vbafEx5sIdxWOcLci3r6KBv60YR9LZqTAYddy6howXTRpFPe+tJ0Xco44Pa6ioZlR0WF++SJlKPO0P7mchogkisg9IvKYiDzZ4/KEiw8zBnD8H3LUfp3j88wG0owx/3W1bUoppdwzOi6CMfGRPPHewT6LPFQ1tvDz1/KZM244lw9g/5Ouogbbh9hSvP2VtsHSQJbhgW2wBLaKb+pUHx+ppb3TeK24A0BKvH2vJQuUD88pqibZ3h+tblR0OHPTR/R53lJzWwftHZ2nXFdUZVsa54tKeF1iI0IZFR3OgcqBF9Ho7DR856UdRIYF88PFWQO6b0RoMH+9Obt7wPT8h4dPO6asTjekDUQu7ZYlImcBH9iPHwZUASOAYKAG8MrZuyISBDwM3OrCscuB5QBJSUk8+OCDAGRmZpKSkkJmZiYrVqzoPn758uU0NDTwyiuvdE/HLVu2jNLSUhoaGrpHnXPmzCEmJobk5GRWrlwJQExMDIsXLyYmJua0xywoKKCkpISCAtueCPPnzycsLIy8vDzWrl0LQHJyMtnZ2SQnJ592/9LSUnJzc7vXUy5ZsqS7fRs3bgyY19R1n6H0k+rMWwAAIABJREFUmjQna7wmzcn3r2nphDk8tjuIB1/cQkTBm05f0zutE6jvHM43LprIpk2bBpRTtLSw8o33Kd3wjyGT07Nr3iKEBFb87pd88Yuuv6bk5GTiI0J4eu0G9r1eNOivKZD706/+sQlI4YM1z5FyzVVeyen5J58CZrLi2Rc568vXBez/veLiEt7eEUlSUAObNm0K6JxcfU0JLVVsKY/k6z/8OUsvO/+UnE6YEF5rn05HUCjnj4+j5WAeY4LqKO2MBSbRUnmYv/xlrc9eU3DLWeQVNLNxY82AXtO/d1SRWxzJhSEH2ZUX5lZO40rKOBA0ie+s3sEf39jJjMQQKN5OgjSSL7NJjAmjpKQkIN/3rPJ/r7/3vYESV06+E5E1QDhwLdAEZAPbgZuBHwGLuzaw7edxzgceNMZcYf/5fgBjzM/tP8cB+4Gu4f5ooBq4xhiT29vjZmdnm9zcXm8edBs3buz+D6cCl+ZkDZrT4PjmC9v4z8fFvHzXhd17J3XZkF/BbU/n8PUFmdyzIMPp/fvK6cvP5bGjuI53773M283uVWenISjINyeIA3zuiS3UHm9j7VcuGvB9P/90Dkeqj7PuG5f4oGU2vb3+QO5Pn3tiC5UNLbz+tXlee8yOTkPm91/jzksm8q0rzvLa43rbkerjXPyrDfxk6VQ+d356QOfkqpLaE1zwi7e5d9FZfHn+yW0G2js6uelvW/j4SC1XT0/mncIqqhpbCBIYGR1OZUMLu398BVFhLn2f75bvvLSdN3eXs/UHC12+T1ldMwsf3sT01Dieu+NcRMTtnJrbOnj+w8Os21POlgPVtHca4qNCOd7SwQ3ZqTx03fQBP6bqnWNOIpJnjBlQ8ThXl+HNBR4Duha1Bxlj2o0xTwKPAr938XFygAwRGS8iYcCngTVdNxpj6owxo4wx6caYdGAz/QyUAlFycrK/m6BcoDlZg+Y0OH6weArDo8K4d9V22hyWxjS2tPO9f+8gIzGaO+dP7PX+feV0dmo8R6pPUO1ieXJPldadYNZP1rlUqtddByqbmOjmUqEZqfHsq2ykobnNy62y+du7BzjnofU0trSfdlug9qf2jk62HqrxWsnwLsFBwujYiIBfhpdr31+pawlioOY0ECnxkcxIiz9tKd4vXstny8FqfnH9dB6+cSYffvdy/nPXhdx96SQSosO5OGOUTwdKYKuIV93USu1x19+TfvjyTlo7Onnouund52y6m1NEaDC3Xjie5+44j60/XMhjN83m8slJjIoO49zx3u0DyvP+5OpgKRqoNsZ0YltyN8rhthxsg6l+GWPagbuBN4A9wAvGmF0i8mMRucb1Zge2rmlCFdg0J2vQnAZHfFQYP712KrtL61nxzoHu63/zxl5K65v5xfVnExbS+6+MvnI6O9U2UzVY5y39cf0+6k608Y8PDvnk8Zta2imuPTHg4g5dZqTZil7sKPb+/lN1x9v4w/pCqhpbeN3J+SKB2p/yyxpoau0g24vFHbokx0VQEuB7LeUU1RATEUKmvTpboOY0UIumjmbb0TqK7YPVNdtK+Nt7B7nl/HFcNysVgKAgYWZaPN/4xFm8es/F/OP2c33eLseKeK54fWcpb+4u52sLMkl3KD7hjZxiI0K5anoyv/3UDN6//3KWzhzT/53UgHiak6uDpSJsS+IA9gL/53DbYsDl34DGmFeNMZnGmInGmJ/Zr/uhMWaNk2PnW21WSSmlrGrRtGSumj6aP7xVyL6KBvIO1fD3D4q4+bxxzBnn/ofYrmV9OwZhc9qiqiZeyD3CqOhwth6udesk7v50VdFyd7DkyyIPK97dT0NzOyOHhfW7p0sgySmyzayc44Nv1ZPjIymtC+xqeDkHq5kzbjjBPlw66g+Lptk+Or6xs4z8snruW7Wd7HHD+d7VAyuO4G1dBSS2u9AH60608cOXd5GVHMsdF4/3ddNUAHJ1sLQO295IYCvAcJt9Y9ld2PZDetIXjbOqmBj36varwaU5WYPmNLh+dM00osKD+faq7dy/ejujYyP49qLJ/d6vr5xiI0KZkDCMbYMwWPr9WwWEBgtP3TqXIIF/f1Ts9efYV2k7GdndwVJ8VBjpI6PY5uXBUlVjC0/9r4glM1K4+fx0PjhwjKM1p268Gaj9KbeohjHxkd2lvr0pJT6C0tpmOjsHvkHqYKhpaqWwovGUJYiBmtNAjR81jMmjY/j3R8V88R95REeE8NhNs/ucpR6Udo0cxsy0eH77ZgGHjvU+u9TZabh/9XaqGlv4xfXTTyvpPVRyGuo8zcnV/633A98CMMa8gG1vpBxss0x3Ag941IohZvHixf5ugnKB5mQNmtPgSogJ54ElWXx0uJaC8kZ+eu00osP7P3+gv5xmpMb7fBne3rIGXt5Wwi0XpDM9NY6LMhJYvbXY6x+S91c0ERwkjB3hfnnjmWnxbDvi3cHjYxv209LeydcXZPDJ2balPP/pMVgMxP5kjCGnqNqr+ys5SomLpLWjk2ODdM7cQOUdsu+v5DB7G4g5ueuKqaPZUVxHcc0JHr9pNokBUBo7KEh49DOzEIG7/rmVlnbn2yb8YX0hr+4o4ztXTna6+exQymko8zQnlwZLxpgWY0y9w89rjTGfNcZ80hizwrhSUu8Mot80WIPmZA2a0+C7duYYlp2Txu0XjefyKUku3ae/nKaPiaOioYXyet8th3p43V6iw0L40jxbIYrrZ4+huPYEmw8e8+rz7KtoZNzIKI++HZ+RFk9ZfTNlXloeVlJ7gmc3H+L62WOYkBBN2ogozh0/gpe2FuP4KzoQ+9OR6hNUNLR4dX8lR8lxtg/npQF63lLOoWpCg4UZaSc/jAdiTu5aMiOFmPAQHrhmqs8ydkfq8Ch++6mZ7Cyu56H/7jnt9le2l/CH9YXcMCeVL1w8weljDKWchrLBmllSA+BY810FLs3JGjSnwSci/PyTZ/ODAWy62F9OM9Js5y15e+lZl21HanljVzm3Xzye4cPCAPhE1miiw0NYvdW7S/H2VTYyKcG9JXhdZnj5vKVH3i7EYPjq5SdLu18/O5WDVU185PAcgdifPrSfr+TtSnhdTm5MG5jnLeUW1XB2ajwRocHd1wViTu6alBhN3g8W8rnzxvm7KadZmJXEHReN5+8fHOLVHaXd1+84Wse3XtzGnHHD+dl107qr3/U0lHIayjzNyaXBkogEiciXRGS9iBSIyOEeF9+UHFJKKTUkZCXHERwkbPfReUu/eXMvw6NCuf2ikydgR4YFc/X0ZF7bUcrx1tPLaLujraOTQ8eamOjm+UpdspJjCQ0WtnlhaaKtqMVRbjp3HKnDo7qvv3L6aCJCgwK+0ENuUTWxESFkePhv2puTg6XAm1lqbutg+9Fan1QBDCT+PkepL/cumszMtHjuW7WdQ8eaKK9v5o5nchg5LJw/f3YO4SHB/T+IGtJc/d/7K2z7LMVjO1dpfY/L2z5pnVJKqSEhMiyYjMRotvugXPaWA8d4t7CKO+dPJCYi9JTbPjl7DE2tHbyx6/Qy2u44XH2ctg7j8cxSRGgwU5Jj+fiw54Ol39mLWnz50lP3wYqJCOWKqaNZu62k13MyAkFOUTXZ6SN8tonw8KhQwkOCAnIZ3vajdbR1GOaOC5zlaWeasJCgU85fWv5MLg3N7fz15mwSYsL93TwVAFwdLH0W+IkxZo4x5iZjzG09L75spNUsX77c301QLtCcrEFzsgZXcpo9bjibDxzj5Y+9tyzOGMNv3txLYkw4N5+fftrtc9NHkDYikpfyvPOc+ypspcjdrYTnaEZqPDuK6+jwoADF3rIG1mwr4dYLxpMYc/qJ89fPTqW+uZ31eyqAwOtPxxpb2F/Z5NOZFRFhTHwkJQFYPryrZHrP0vyBltNQ53j+0rajdfzuxplkpcT2ez/NyRo8zcnVwVII8I5Hz3QGKSgo8HcTlAs0J2vQnKzBlZy+viCTGalx3PP8xzzw8k5a2zs9ft739x8jp6iGr1w26ZRzProEBQnXzUrlf/urvDKzsN++b5Ony/DAVhGvsaXdo72g/ri+0FbU4hLnJ6BfOGkUSbHh3UvxAq0/dVWCO8fHJ/4nx0cE5DK8nKJqMhKju8+z6xJoOZ0JFmYl8dNrp/Gb/5vBFVNH938HNCer8DQnVwdLq4ArPHqmM0hJSYm/m6BcoDlZg+ZkDa7klBATzj+/cF73CdWf+ssHTj/AFtee4JXtJVQ2tPT7mK/tLCUqLJhPzU3r9ZjrZ4/BGO/subSvopHRsREulVPvT1eRB8cCDG0dnWw9XMO63eX93r+5rYP1+eVcN3sM8VFhTo8JDhKunTWGjQWVVDW2BFx/yj1UQ1hIENNT43z6PMlxkQE3WOroNOQdqnFaIS7QcjpTfPa8cdwwJ9Xl4zUna/A0J1ff7b8BPCciK4A3gJqeBxhj9LwlO/2mwRo0J2vQnKzB1ZxCg4P4/uIsZo8bzr2rtnP1H9/lZ9dN50RrB5sPHGPzwWMcqbZ9qP303DR+cf3ZvT6WMYZNBZVcMHFknydhjxs5jOxxw1m9tZg7L5nYa2UrV+yvaPTKEjyACaOGERMRwpu7yqlqbGHzgWpyi6o53mo7v2jN3Rc63dulS25RDc1tncw/K6HP57l+dip/2XSAlz8u4UiA9aecompmpMb5/CT68aOGsSrvKI0t7V4Z6HpDQXkDDc3tTveX0vc9a9CcrGGwZpaSgQnAHcCLwFv2yzqHP5VSSimXXDU9mTV3X0hiTARffm4r33xxG+v2lJOVHMsDS7KYl5nAW3sq+txQtujYcY5Un2BeZt+DBYDr56Syr6LRo2p8xhj2VzZ5bbAUFCTMTIvnrT3l/Or1vZTVneCGOak8/KkZBAm81c/s0qaCCsKCgzhvwsg+j8tMimH6mDhWbw2sqngnWjvYWVw3KHvvdFXaKyxv8PlzuSrXxyXTlVLe4erXK08Bo4B7gHwgMLfBDhDz58/3dxOUCzQna9CcrMGdnCYkRPPvuy7g7fwKJoyKZvLomO6KaMOjwninoJJtR2uZNdb5yf+b9tqKFlziwmDpqunJPLBmFy/kHjll88+BKK9vobGlnYkJw9y6vzM/WTqN/LJ6stNHMCr6ZOWt5z88wro9FXzjE2f1et9NBZXMHT+cqLD+f5VfP3sMD67dzbIL53ml3d7w8ZFaWyW4QSibnZlk25SysLyx1/9Pgy2nqIbRsRGkDo887TZ937MGzckaPM3J1ZmlbOAeY8wjxph1xphNPS8etUIppdQZKSoshMVnp5CVEntK6ej5ZyUQHCS8taf32ZV3CqtIHxnFuJH9D17iIkO5fvYY/pVzhPyyerfa2lUJzxvFHbqkjxrGomnJpwyUABZkJbKntJ6jNced3q+07gQF5Y0uDRQBrphmO2E9vzpwSoh3zazMGev7mZW0EVGEhwRREGAzS9npwz1aFqqU8j1XB0uH0dkkl8XExPi7CcoFmpM1aE7W4O2c4qPCmJs+vLvkdU/NbR18sP+Yy4MFgHuvmExsZCjfXb2jz+V9vemqhOetZXh9WTAlCYC3852//ncKKgG4JDPRpccbHRvBiGFhlDUHzgabOYdqOCsphrio0P4P9lBwkDApMZqCCvcrD3rT0ZrjlNQ197oET9/3rEFzsgZPc3J1sPRT4D4R8f1viCFg7dq1/m6CcoHmZA2akzX4IqcFU5LIL2vgSPXpsyu5RTWcaOtw6XylLsOHhfG9q6aw9XAtz314eMDt2VfRSExECAnRvt+ockJCNBMShvVaFW9TQSWjYyPITHLt17KIkJUcy0dFVd5spts6Og1bD9X4dH+lnjKTYgLmnKXcIludrN5ev77vWYPmZA2e5uTqYOkKIBUoEpG1IvJMj8vfPWqFUkop1cPCLNvsirOleO8UVrpU3KCnT84ew4WTRvKr1/KpqB/YJqX77JXwBmvZ1MIpSWw+cIyG5rZTrm/v6OS9wirmZY4aUFuyUmKpMZG0d3i+v5Wn8svqaWxp55zxg1fcICMpmtK6Zup7/Hv6Q05RNdHhIUwe3f/Gp0op/3J1sHQx0Ak0ANPsP/e8KLvk5GR/N0G5QHOyBs3JGnyR07iRw5iUGO10sLRpr624wbABloEWEX567XRaOjr50drdLt+vvrmNHcV1g/rh9vIpSbR1GN4pOHU2aNvRWuqb211egtdlSnIMnQRxoKrJm810y8mZlcEbLGUmnizy4G+5RTXMHjec4CDng11937MGzckaPM3JpcGSMSbdGDO+j4vzrcPPUNnZ2f5ugnKB5mQNmpM1+CqnBVOS2HKg+pTZgNK6E+wtb2BehutL8ByNHzWMr142if/uKOXt/P43fwV4dvMhGlvauencsW49pztmj41neFQo63sMFjftrSRI4KJJowb0eFnJto1f95S6V+DCm3KKqkmJi2BM/OmV4HzlZEU8/y7Fqzvext7yBuaO630Jor7vWYPmZA2e5tTvYElEwkRkq4h8wqNnOoPoNw3WoDlZg+ZkDb7KaWFWIu2dhk17K7uve9c+03JJP5ux9mX5vIlkJEbzg//soqmlvc9jm9s6ePK9g1ySmcC0MXFuP+dAhQQHcenkRN7eW3HK0rlNhVXMTIsfcGGECQnDCAsWdpf4d7BkjCGnqHpQZ5UAUodHEhEaRKGfizzkHbbvr9THEkR937MGzckafD6zZIxpBcYDff82Ud1WrFjh7yYoF2hO1qA5WYOvcpqZNpyRw8JOWYq3qaCSpNhwzkpyv8JRWEgQD31yOsW1J/j9W33v7v5C7hGqGlv58vyJbj+fuxZOSaL2eBt5h2zL1qqbWtl+tHbAS/AAQoODiOlsZLefZ5aO1pygvL5lUPZXchTUVRHPzzNLOUU1hAYLM1J73+9L3/esQXOyBk9zcvWcpXWAziwppZQaVMFBwqWTE9mQX0FbRyftHZ28W1jJJZkJHhdamJs+gmXnjOWJ9w6y5cAxp8e0dXTyl00HmDNu+KAWI+hycWYCYcFB3YPFdwsrMcb9WbURQcfZXVKPMQMvne4tOfb9lQZ7Zgls5y35+5yl3KJqpo2JIzIscMq4K6V65+pg6RFgmYj8RkQuEpGJIjLB8eLLRiqllDpzLZiSRH1zO7lFNWw7Wkd9c/uASob35XtXT2HcyGF89fmPqG46fTvBtdtKKK49wZfnT/TL5qHR4SGcN3Fk935T7xRUER8VynQ3lwOOkOMca2qloqHFm80ckJyiGmIiQrrPIRpMGUkxlNU3U3fCPxXxmts62Hakrtf9lZRSgcfVwdImIA34hv3vBUBhj4uyW758ub+boFygOVmD5mQNvszp4oxRhIXYZlc2FbhX3KA30eEhPPqZWdQcb+NbL247ZbPazk7D4xv3M3l0DJdNHviyN29ZOCWRA1VN7KtoYFNBJRdnJPRaRa0/tyxdAODXpXi5RdXM6aMSnC917Uu1r8I/S/F2FNfR2tFJdh/FHUDf96xCc7IGT3NydbB0m8Pl871clF1paam/m6BcoDlZg+ZkDb7MaVh4CBdOHNk9WJqZFk98VJjXHn9qShzfv3oKb+dX8MR7B7uvX7ennMKKRu7006xSl8un2PabeuTtfVQ1tnCJB7Nq0R11AH4r8lDT1EphRaPfZla6ZrMK/LQUr2sJ4px+Bkv6vmcNmpM1eJqTq6XD/97fxaNWDDG5ubn+boJygeZkDZqTNfg6p8unJHHo2HG2HXGvuEF/PnfeOBZNHc0vX8/no8M1GGN4bON+xo6I4urp/q14lRIfSVZyLC9/XALAvAz3Z9X2bNvK2BFRfptZ6ipU4a/B0pj4SCJDg/1W5CG3qIaJCcMYGR3e93H6vmcJmpM1eJqTqzNLAIjNVBG52P6n/75qC2D6TYM1aE7WoDlZg69zunzKyQHSvEzvLMFzJCL88oazGR0Xwd3//Ig3dpWx7Ugty+dNICR4QL8qfWJBlm12aUpyLImxEW4/TmlpKVnJsezx08xSzqFqwoKDODt18EqwOwoKEjKSov1S5KGz05BbVO1SoRB937MGzckaBmVmCUBE7gBKge3ARvufJSJyu0ctUEoppfqRHBfJ9DFxxEeFcnYfJZc9ERcZyiPLZlFe38xd//yIhJhwbpiT6pPnGqiF9qV43hgoTkmO5eCxpn73l/KF3KIapqfGERHqv0pwGYkxfplZKqxopL65nexxWtxBKStxabAkIjcBK4Ad2M5Pusr+5w5ghYgs81kLLWjJkiX+boJygeZkDZqTNQxGTj+5dhq/v3GmTwsDzBo7nPsWTaaj03D7ReP9+qHe0bQxsTx03XTuuMiz4rNLliwhKyUWYyC/bHAHDM1tHWw/Wkv2IO+v1FNmUjQVDS3UHR/cinhd5yu5sgRR3/esQXOyBk9zCnHxuHuB54wxn+tx/d9F5B/AfcBKj1oyhDQ0+HfDO+UazckaNCdrGIycZqb5ZkappzsuHs+ssfHMGuvfD/WORITPnDvW48dpaGgga2IsAHtK6/stNOBN247U0tZhmOvnmZUMe0W8woqGQd3rKaeomsSYcNJGRPZ7rL7vWYPmZA2e5uTqMryzgGd7ue1Z++1KKaWU5YkI2ekj/FLaejCkxEUQFxk66EUecu3FHQZzgOZMRqJ/KuLlFtUwN32EXysrKqUGztXBUgPQ28LtVPvtym7jxo3+boJygeZkDZqTNWhO1rBx40ZEhKzk2EEvH55TVE1GYjTDh3mv7Ls7xsRHEhU2uBXximtPUFx7wuUliNqfrEFzsgZPc3J1sPQa8JCIXOx4pYicD/zUfrtSSimlLGBKciz5ZfV0OGzC60sdnYa8QzWDuuytN0FBQkZiNIWDuDFt7gDOV1JKBRZXB0v3AnXARhE5LCJbROQQ8B5Qb79d2WVmZvq7CcoFmpM1aE7WoDlZQ1dOWSmxNLd1crCqaVCet6C8gYbmds4ZHxjngWUkxQzqMrzcohqGhQUzeXSMS8drf7IGzckaPM3J1U1py4CZwD3AB9gGSJuBrwCzjDHlHrViiElJSfF3E5QLNCdr0JysQXOyhq6cspJPFnnwtff3VfGlZ/MICRLOHT/S58/nisykaCobWqg93urT52lu6+C3b+5l5YeHOX/iKJf37NL+ZA2akzV4mpPL+ywZY44bYx41xtxojFlo//MxY8xxj1owBOk3DdagOVmD5mQNmpM1dOU0KTGa0GBxWuThpbyj/PL1fI+fq+54G/eu2sZn/rYFgGduP4eU+P4rwQ2GjCTnRR6aWtr5zkvb2XLgmMfPkVNUzdV/fJdH3t7HNTNS+NUNZ7t8X+1P1qA5WcOgzCypgVmxYoW/m6BcoDlZg+ZkDZqTNXTlFBYSREZizGlFHlZ+eJhvvriNxzfu5/Ax974LNcbw6o5SLn94Ey9tLeZLl0zkja/N44KJnm+o6y2Z3YOlk+ctnWjt4PNP5/B8zhEe3bDP7cduaG7j+//Zwf/9+QOa2zp5+ra5PHzjTEYMoLCF9idr0JyswdOcXNpnSUTCgPuBZcBYILzHIcYY4+qeTUoppZTys6yUWDYVVHb/vCrvKN/99w7mpg8np6iGN3aV8YV5A9sEt765jftX7+C/20uZmhLL07fNZdqYOG833WMpcRFEh4dQaB8sNbd18IVncskpqmb22Hg+2H+M2uOtxEcNrHJfTlE1X135EWX1zXz+wvF88xOZDAvXj0dKWZmrPfjXwF3Yqt6tBlp81iKllFJK+dyU5FhW5R2lsqGF9/dXce+qbVw0aRR/vTmb6x9/n9d2lg5osLSzuI67/rmVozUn+PYVZ/HFeRNcPkdnsIkIkxKjKShvpKW9gy/+I4//7a/iNzfMYFJiNEv/9D/e2lPBDXN62zXlVJ2dhj+/s5/fvllA6vBIXrrzAmYH0KbGSin3iTH9lw0VkWLgMWPMz3zfpIHLzs42ubm5/m5Gt5KSEj3pzwI0J2vQnKxBc7IGx5w+2H+MZX/dzE3njuX5nCPMTR/OU7eeQ2RYMI+sL+S36wrY8t3LSYqN6PMxjTE8u/kQP3llDyOGhfHoZ2YFRInw/nz7xW28nV/BrLHDeWtPOb+8fjo3zh2LMYYLfvE2U1Pi+Nst2f0+TnVTK9984WM27K3k6unJ/OL66cREhHrUNu1P1qA5WYNjTiKSZ4zpv2M7cPUrn2hsVfCUCxoadI9eK9CcrEFzsgbNyRocc+qqiPfclsPMSovniVvmEhkWDMCiaaMBeHNXWd+P19zGV1Z+xA9e3sX5E0fy6j0XW2KgBLbzlo41tfLWnnJ+snQqN84dC9hmna6YOpp3Citpamnv8zFy7UUc/rfvGD9eOpVHPzPL44ESaH+yCs3JGjzNydXB0lpgnkfPdAZ55ZVX/N0E5QLNyRo0J2vQnKzBMae4qFAmJUYzIy2ep26be8q5NRlJMUxMGMZrO3sfLLW2d3LD4x/w2s4y7l10Fk/dOndARQz8bebYeAC+f/UUPnd++im3XTltNK3tnWzYW9Hr/d8trOTGFZsJCRZeuvMCbj4/HRHxStu0P1mD5mQNnubk6jlLjwDPiEgn8CpQ3fMAY8wBj1oyhOg3DdagOVmD5mQNmpM19Mxp9ZcvIDI0mFAn5xYtmjaaP286QHVTq9NB0Kq8o+wtb+Dxm2Zz5fRkn7XZV+amj2DrDxY6fW3Z6SMYFR3G6zvLWHz26cusjDH88vV8xsRHsvYrFxEX6flskiPtT9agOVnDYM0sfQBkAA8CW4BCJxeXiMgiEdkrIvtE5DtObv+GiOwWke0isl5Exrn62EoppZRyXWxEqNOBEsCV05Lp6DS8tfv0fedb2zv504Z9zBob371kz4p6mwkLDhIWZo1mQ34FzW0dp92+fk8FO4vrufuySV4fKCmlAourM0ufB/qvBNEPEQkG/gQsBI4COSKyxhiz2+Gwj4BsY8xxEbkT+BVwo6fPPZiWLVvm7yYoF2hO1qA5WYPmZA0DyWlqSixj4iN5fVcZn5qbdsptq/KOUlzsorykAAAOoElEQVR7goc+Od1rS88CzaJpo1n54WHeK6xiQVZS9/XGGH6/voCxI6K4btYYnzy39idr0JyswdOcXJpZMsY8bYz5e18XF5/vHGCfMeaAMaYVeB5Y2uO5NhhjunbC2wy4VrczgJSWlvq7CcoFmpM1aE7WoDlZw0ByEhEWTRvNe4VVNDS3dV/vOKs0LyNwNpr1tvMnjCQmIuS087YcZ5V6m5XzlPYna9CcrMHTnNzaKU1EbgbWGmNqBnjXMcARh5+PAuf2cfzt2PZ2ctaG5cBygKSkJB588EEAMjMzSUlJITMz85Qde5cvX05DQwOvvPJK99rFZcuWUVpaSkNDA3l5eQDMmTOHmJgYkpOTWblyJQAxMTEsXryYmJiY0x6zoKCAkpISCgoKAJg/fz7vv/8+MTExrF27FoDk5GSys7NJTk4+7f6lpaXk5uZ2B7lkyZLu9m3cuDFgXlPXfYbSa9KcrPGaNCdrvCbNyRqvaaA5te7fTmtHInf97HHuufZCGhoa2HikjeLaVrKaPmblykN+f02+zCmxtYy1W5sZtus/fOmLX6C+vp77/7mLGIGda59kRsynAyInK/zf82VOVulPVnhNZ0JOA2aMGdAFCAY6gNlu3PcG4G8OP38OeLSXYz+LbWYpvL/HnTNnjgkkDzzwgL+boFygOVmD5mQNmpM1DDSnjo5Ok/3TdebOZ3ONMca0tHWYC36+3ix99D3T2dnpgxYGltd3lppx971i3i2oNMYYs25XmRl33yvmXzmHffq82p+sQXOyBsecgFwzwPGLu/PH7i5QLgYcFz6n2q879cFFFgDfA64xxrS4+VxKKaWU8kBQkPCJrCQ25FdyorWDl7bazlX62oKMIXuukqN5GQlEhgbz2s5SjDH8YX2hT89VUkoFHt8stu1dDpAhIuNFJAz4NLDG8QARmQX8BdtAqfcNDgLYnDlz/N0E5QLNyRo0J2vQnKzBnZyunJbMibYO1ueX8+jb+5iZFs8lmQk+aF3giQwL5tLJCbyxq5x1u8vZUVzn03OVumh/sgbNyRo8zcmd3m6AQ8CAZ3yMMe3A3cAbwB7gBWPMLhH5sYhcYz/s10A08KKIfCwia3p5uIAVExPj7yYoF2hO1qA5WYPmZA3u5HTuhBHERYbywMu7zqhZpS5XTB1NVWML96/eMWizStqfrEFzsgZPcxpwgQdjTCcw3t0nNMa8im1jW8frfujw9wXuPnagSE623uZ8ZyLNyRo0J2vQnKzBnZxCg4NYMCWJl7YePaNmlbpcNjmRsOAgjjW1ct+Vk30+qwTan6xCc7IGT3NyqceLyJMi8q1ebpsgIk961IohpqtahwpsmpM1aE7WoDlZg7s5LZ2ZAsA3FmaeUbNKADERoVw2OZHxo4YN2rlK2p+sQXOyBk9zcnVm6VbAiMhc4OYeRRcSgFuwbVyrlFJKqSFmXmYCH373chJjI/zdFL/43Y0zaevsHJRZJaVUYBlIr/8+sADYKCJn1hz8AOkaVmvQnKxBc7IGzckaPMnpTB0oga3QQ2xE6KA9n/Yna9CcrMHTnAYyWFoPnA+MAD4UkSyPnnkIW7x4sb+boFygOVmD5mQNmpM1aE7WoDlZg+ZkDZ7mNKD5ZGNMAXAucAB4X0Su8OjZhyj9psEaNCdr0JysQXOyBs3JGjQna9CcrGEwZ5YAMMbUAlcALwBrgeUetWAIWrFihb+boFygOVmD5mQNmpM1aE7WoDlZg+ZkDZ7mNODS4dC9X9JyEdmDbV8kpZRSSimllBpSXB0sXQrs7nmlMeZ3IrIZyPRqq5RSSimllFLKz8QY4+82eCw7O9vk5ub6uxndSkpKSElJ8XczVD80J2vQnKxBc7IGzckaNCdr0JyswTEnEckzxmQP5P66YYAPFBQU+LsJygWakzVoTtagOVmD5mQNmpM1aE7W4GlOOljygZKSEn83QblAc7IGzckaNCdr0JysQXOyBs3JGjzNSQdLPqDfNFiD5mQNmpM1aE7WoDlZg+ZkDZqTNejMklJKKaWUUkr5wJAo8CAilcAhf7fDwSigyt+NUP3SnKxBc7IGzckaNCdr0JysQXOyBsecxhljEgZy5yExWAo0IpI70EobavBpTtagOVmD5mQNmpM1aE7WoDlZg6c56TI8pZRSSimllHJCB0tKKaWUUkop5YQOlnxjhb8boFyiOVmD5mQNmpM1aE7WoDlZg+ZkDR7lpOcsKaWUUkoppZQTOrOklFJKKaWUUk7oYMmLRGSRiOwVkX0i8h1/t0fZiEiaiGwQkd0isktE7rFfP0JE1olIof3P4f5uqwIRCRaRj0TkFfvP40Vki71f/UtEwvzdxjOdiMSLyCoRyReRPSJyvvanwCMiX7e/5+0UkZUiEqH9yf9E5EkRqRCRnQ7XOe0/YvNHe17bRWS2/1p+Zuklp1/b3/e2i8i/RSTe4bb77TntFZEr/NPqM4+znBxu+6aIGBEZZf/Zrf6kgyUvEZFg4E/AlUAWsExEsvzbKmXXDnzTGJMFnAfcZc/mO8B6Y0wGsN7+s/K/e4A9Dj//EvidMWYSUAPc7pdWKUd/AF43xkwGZmDLS/tTABGRMcBXgWxjzDQgGPg02p8CwdPAoh7X9dZ/rgQy7JflwOOD1EblPKd1wDRjzNlAAXA/gP0zxaeBqfb7PGb/XKh872lOzwkRSQM+ARx2uNqt/qSDJe85B9hnjDlgjGkFngeW+rlNCjDGlBpjttr/3oDtg90YbPn83X7Y34Fr/dNC1UVEUoGrgb/ZfxbgMmCV/RDNyc9EJA6YBzwBYIxpNcbUov0pEIUAkSISAkQBpWh/8jtjzDtAdY+re+s/S4FnjM1mIF5EkgenpWc2ZzkZY940xrTbf9wMpNr/vhR43hjTYow5COzD9rlQ+Vgv/Qngd8C9gGNxBrf6kw6WvGcMcMTh56P261QAEZF0YBawBUgyxpTabyoDkvzULHXS77G9uXXafx4J1Dr8ctJ+5X/jgUrgKftyyb+JyDC0PwUUY0wx8Bts36qWAnVAHtqfAlVv/Uc/WwSuzwOv2f+uOQUQEVkKFBtjtvW4ya2cdLCkzhgiEg28BHzNGFPveJuxlYXU0pB+JCKLgQpjTJ6/26L6FALMBh43xswCmuix5E77k//Zz3lZim1wmwIMw8lSFRV4tP8EPhH5HrYl/s/5uy3qVCISBXwX+KG3HlMHS95TDKQ5/Jxqv04FABEJxTZQes4Ys9p+dXnX9Kv9zwp/tU8BcCFwjYgUYVvGehm2c2Pi7cuIQPtVIDgKHDXGbLH/vArb4En7U2BZABw0xlQaY9qA1dj6mPanwNRb/9HPFgFGRG4FFgM3mZP772hOgWMiti+Jttk/T6QCW0VkNG7mpIMl78kBMuyVhsKwnei3xs9tUnSf9/IEsMcY87DDTWuAW+x/vwV4ebDbpk4yxtxvjEk1xqRj6z9vG2NuAjYAN9gP05z8zBhTBhwRkbPsV10O7Eb7U6A5DJwnIlH298CunLQ/Babe+s8a4GZ7Fa/zgDqH5XpqkInIImxLxa8xxhx3uGkN8GkRCReR8dgKCHzojzae6YwxO4wxicaYdPvniaPAbPvvLrf6k25K60UichW2cy6CgSeNMT/zc5MUICIXAe8COzh5Lsx3sZ239AIwFjgEfMoY4+wkQTXIRGQ+8C1jzGIRmYBtpmkE8BHwWWNMiz/bd6YTkZnYinCEAQeA27B9+ab9KYCIyI+AG7EtF/oIuAPb+nztT34kIiuB+cAooBx4APgPTvqPfaD7KLYllMeB24wxuf5o95mml5zuB8KBY/bDNhtjvmQ//nvYzmNqx7bc/7Wej6m8z1lOxpgnHG4vwlYVtMrd/qSDJaWUUkoppZRyQpfhKaWUUkoppZQTOlhSSimllFJKKSd0sKSUUkoppZRSTuhgSSmllFJKKaWc0MGSUkoppZRSSjmhgyWllFJ+JyK3iogRkUleeryNIrLRG4+llFLqzKWDJaWUUkoppZRyQgdLSimllFJKKeWEDpaUUkoFHPsyuvdEZIGIbBWR4yKyU0Suc3Lsp0UkX0RaRGSXs2PsxyWIyJ9FpNh+bL6ILHe4fbSIVIjIv3vc7wv2JYKLvf9KlVJKBTIdLCmllApUE4E/AA8DnwRKgRcdz2sSkQXAP4FC+zG/tt/nLMcHEpFY4D3gKuBB4GpgLfC4iHwFwBhTBtwGXCsiX7Lfbwrwe+ARY8wrvnqhSimlAlOIvxuglFJK9WIUMM8YUwggIluxDZg+BTxkP+ZHQD6w1BjTaT8uH/gA2OvwWPcA44DpXY8HvCUi8cADIvK4MabdGPNfEfkj8LCIfAg8BewDvu3LF6qUUiow6cySUkqpQFXoMLDBGFMBVABjAUQkGJgLrOoaKNmP2wwU9XisRcAW4KCIhHRdgDeAkUCWw7H3AgXA+0AGsMwY0+Ll16aUUsoCdLCklFIqUFU7ua4FiLD/fRQQCpQ7Oa7ndYnAPKCtx+VF++0juw60D4z+BYQDbxpjdrvZfqWUUhany/CUUkpZVRW2AU+Sk9uSgEMOPx/DNit1Ty+P1b1kT0SmAj8AcoGlIrLUGPOyV1qslFLKUnRmSSmllCUZYzqAHOAGEen+fSYi5wLpPQ5/HZgMHDbG5Dq5NNjvGwGsxHYe1IXAauAJEUnx/StSSikVaHSwpJRSysoewDYI+o+IXC0itwIvAGU9jvsdtpmld0XkSyJyqYgsFpFviYjjrNGvsVXhW2aMaQW+AJwAnhER8fWLUUopFVh0sKSUUsqyjDFvATdhKxW+GlvVuq9xaiU8jDF1wAXAq8B92Ao7PAksBTYA2PdRuhu4xxiz136/auCzwKXYCj8opZQ6g4gxxt9tUEoppZRSSqmAozNLSimllFJKKeWEDpaUUkoppZRSygkdLCmllFJKKaWUEzpYUkoppZRSSikndLCklFJKKaWUUk7oYEkppZRSSimlnNDBklJKKaWUUko5oYMlpZRSSimllHJCB0tKKaWUUkop5cT/A3VvMKRhMWeNAAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "LurtaK_EYg8v" + } + }, + { + "cell_type": "code", + "source": [ + "MSFT_df = pd.read_csv(\"MSFT.csv\")\n", + "MSFT_df['Date'] = pd.to_datetime(MSFT_df['Date'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Microsoft Stock Price', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Adj. Close Price', fontsize='20')\n", + "plt.plot(MSFT_df['Date'], MSFT_df['Adj Close'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "hhxk9f9WYh6D", + "outputId": "20b69450-8279-4c06-a946-b9a5b576d31c" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "MSFT_mp_df = pd.read_csv(\"MSFT-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Microsoft Stock Price Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(MSFT_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "y7MnbkdUZCpp", + "outputId": "4d957cbe-225b-452d-fd5d-ca99528c12e9" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "UHqlRGByZl-5" + } + }, + { + "cell_type": "code", + "source": [ + "TSLA_df = pd.read_csv(\"TSLA.csv\")\n", + "TSLA_df['Date'] = pd.to_datetime(TSLA_df['Date'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Tesla Stock Price', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Adj. Close Price', fontsize='20')\n", + "plt.plot(TSLA_df['Date'], TSLA_df['Adj Close'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "t2iv9nhsZm08", + "outputId": "ecc55bce-c21d-4ce7-bb9d-562e3ed94a4b" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "TSLA_mp_df = pd.read_csv(\"TSLA-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Tesla Stock Price Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(TSLA_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "ere4OCdMZ6YX", + "outputId": "172638e6-c02f-4072-df7c-693f983bb4a9" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "_034mXBQaLF0" + } + }, + { + "cell_type": "code", + "source": [ + "COVID_df = pd.read_csv(\"california_covid19_cases.csv\")\n", + "COVID_df['date'] = pd.to_datetime(COVID_df['date'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('California COVID-19 Cases', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('COVID-19 Cases', fontsize='20')\n", + "plt.plot(COVID_df['date'], COVID_df['CA_COVID19_Cases'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "M8UjcOhraMRW", + "outputId": "6b44a6f9-da05-4342-ea5c-a22caed1664f" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "COVID_mp_df = pd.read_csv(\"california_covid19_cases-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('California COVID-19 Cases Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(COVID_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "akMrOf1JbMTp", + "outputId": "c4bb02f0-8876-449d-f026-c78a8e10a7fd" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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pWYlpD841fEdUIXGJKv5fYFMnbiS4UZrxW0NVb9caCSdUtahuntxfvE1h53ogZc/Zz9TNo4qq7wHvOlNC3HylT3n//g33YDpqNFwdn8atBQbwAamc67Q3LikHwO9U9fEa7XhCVaO8I2Nlpff3uSLygqp9S72/6+rdP4Ko6h9r3bu879L3qHQzvjlrUTR6jQ/FuzYtoezp+J64RDXgMlz2eO/PUNXrx/t59fCucV/BGZbgvDmX1Djk06r6lxr7P065H3w8rKx3/X0T5e/g/SIys6GGJ8/Hcd6gAvD6qPunqt6I8/SBu0+F3juMbGNG0eQlOIk2LNyj2QRvfEek8PklvBvP871/b1PVP0SV9S58vlt8Hi5cpRbfbqApBVzGrCiC7vhnN1DvWPD1mYbLAjcWmvEbm5VAncHjwiaTBw2cEyPqCK5NtLaeodlkNgfeJzU5frz8IPD+ZBEZlbXKM7Z/hPOkBBlLBrqsXM+eISKzq/YFDZhDaZzXUP6Ovq4uK1gt/AGN3YEjA9uDa0A1+/oRxoWUw6+W+htFZB9cmnlwIctJE7zXRCYxGAeNXONroqp34TK+gTNgfyIiHwaO97b9hcrBsSR4poi8IfB6s4h8HFiD81D6fE5Vn4ioYwc11nYTkSmUNX6yVlnPkF3l/bsbbr5VKniG4b97/16pqrfUOeQXOM8hpNhuY+zYnCKjKYjIobgHypfg1onZg/LCndU8LWJ7qwgaZZfFKH8Z5flYL8JNoA7jkVqjzCGsU9XNNfY/EnhfMwtdPbwMRyfgHpoOxI2iRnmEnkadRRcnGJfhvuu5wNEickCIjksD71PxEgUIDm5pZKkWoqp/EZFzcdeADtz8tF/hvtsB3G/uRNyC0fd5//vUe+hvOd58jrfh5gXtj+svUV7iuVTOV7wdF/o0B3iP96D1A+DGGAYOOAPcZ08ReUOd8kGv2bPwFtdW1a0iciPuevcqEfkN7oH+r9qCeWjq5gldALwXWCIip3ifewLuN1JkDGnRPaPqnbiH0Gfjro1R3sak7zWNXuProqo/EJHX4DJbvsR7gRv8OCHmb6YR3krtzJVF4IuqWssYu7mWBxSXVdCfX9rnecVqcRluDi+4e+wFdco3i0MpD8QNxOh74EIDZ+L6ntFmmFE0eXky8D4x97R3w/8SLs4+ridyzGuTJERP4P26GOWDZXoiS1UaMXGIXLsHQFUHA5OP66YADkNEuoAfUiOkKYSx6tOM39imBOoMHvdk9U5VLYjIebh04oJ7eF/u7/dCvt7k/TuIS3aQJsHzKX0/IrI/5aQRYfyzCSFSQd7n/T0Rdy14i/cKcg/O2FgT2FZrYCCKZl3P9sA9kDUy6lvRX7zf0/twqce7cJPJ3w1sEZHrcOtNXaqqUQMP8wPvv9NAO2D04Ml/4ibB745LqvIGYLuI3OC14wrgmiY8ePusxBlFs4HFwG8IrE2kqg2tTSQibwW+TzkssB5J32savcbH5T9wxkDQiFumqg816fOCjODm0NyD80z9OMZ1ot730Kx7bLOZH3j/b94rLuMauDTSwYyiycuGwPt5ItKR0LyiT1HOhlXA3WSvxaUs3U55sdfnAJ/13tebl9NsugPva412+WyLOLaanTX2hdGKEfLvUDaIBnEx4n/D3dS24zSDyuw+Y9Un+Bs7aIx1VBN8aFrQ6MFeyNb8wKaom/lKnFEEbs2iM1TV98K8ibLuv63j3Wsq3py24INTMLzlFdT2Yp1BwNhLGlUdBJaKyI9wD3n/gssQN4J74Pol8C0qw+c2xxhFDqMZvzWAX+EyZoLzcF0E3ILL3LaDcp8NZrkc1V9UdbWIHIH7vl+H88rOxKX5PQb4vIj8AzfXonrB4vGsGVbhnVfVNSLyPK8db8aFx87A/VZegUsesl5EPqOqPx3H54aiqteIyN246IGlIvIA5fDclY3UJSJH4wYk/MG3m3D3m3txD/XBRT1/4/1N+l7T6DU+LgO437Tftzfjzq0ZnKGqy8dZR73voVn32GaTWN8z2gMziiYvd+JGlWfhbozPo3K0tmFEZBrlB8kB3DovoaOfIpKFtME+A4H3NRdO9Ngt8H4gslTG8OZO+SEJDwMvU9X7IsrODdveINfgJqmCyzyUBNdS9jaMpc4XUA7j2EhEsgZVXSci1+BCVw7ApSj+s7d7aaBo2qFzh1EOFdqOC9XKFKr6V8qT/0chIsH5LWNNzx9M7PBCEcl7SSjGjPfQ7RtEtwKvjppTISIvCdseRFVvBd4oIt2439WLcb+rF+OMpOcAl4jIO6oMkuAD4oHjDdfyjj/R814d5X3+v+AWMJ2GGzT4iYjMqxMyNVbOxaXAPobyfKutlA2XuCynbBAtU9UfhBWSOovhZpTlVIZ174nziGVpgeZGaNd7bLDvnamqp6fWEqMlWKKFSYo36h0ceWoknCqKoyhf8L5fIxwEyhltskBwrZuDY5QPltkQWSp7vIJy9p8vRRlEHkno82fKo7WHiluxfrxcHnj/ahHZL7JkOMGMcVcGvD9hBA2epVAyLHu9bQ9XtScN3h54f23Q26uqK1VVaryWt765obws8D7SeKrD33Gp9MGN7h5fo2xcXhV4/+kak8yhgf6iqgNe1rTTVLUXFx70dW+3AF+rymoZ9GYmNidGVXep6lWq+nlVPQbnsTuV8ry000SkGYk7zsN52Doprwt3garG9rp4YcD+XKs1UQaRR5buNXXxjHF/cPEByvM53yIiS1Np1Php13tsU/qekV3MKJrcfDPw/l3eYpTjYd/A+3vrlB1TSukmEUyU8OrIUmWC8wuikixkkZbqo24Ry+DE6eUJ1HkHbk4EOE/3Z+Ie6xk0wWxy36pzyAWUR7Lf5I04n0jZsDyviXMv6iIiPbiwNJ/IjE5ZxctKtcT7t8AYs495xm0wC9inRWS8kRCx+ov3gP7yqP31UNUnVfWjlD31+1D5UPjnwPumZbRS1W2q+n+4uU/gPKovrHHIWD/nISozaUKDoXO4bIO+vklcy0r9WGKuGtsMvPTT5+OezQq4JBRLKIecfVtEkgwPbRW3Uh4g642xzENW7rE3U86Y+EoRsWfmCY4JPInx1oPw1x3oBlZ5oR2xEJGTReTFgU3B1LPPqC4fOO4FuEm2mUBV1+Pi0QEOF5FIw0hEFuE8LlA5itcOxNXn9Yw9DXc1X6J8Qz9eRD4W90AR2UtEzg7ZdTrlh5gPxskI5CVHOJ+yJ/MP9dZDUdUB3JwScOEcb6LS07Sy3uc2C6+fXkA5qcCduDk67canKI/A/nycE8m/Q3lEeiHw9bgPuCIyzcuWFyRWf8EtHFudhnssrA+8Dxp0l1BOwvJBzxhuJlHtSJKzgBu810WNrE3kEfda1g38V4z6gmFSaYbbrcBlNwT4gqperap3Ax/xtu0G/Gwca8elgje/8GLv39lUhiBX4K1b6A+UbAMubWrjauCF4PqhrPNwSUKMCYwZRcaJlCevHwVcLSJH1iiPiBwhIpfhQj6CkwmDc5LeKyIHhBx7MG4kMmu/vf8NvD9XRJ5ZXcDL5vVzym3/8njnLbSY4HyNj4nIqOw4XqruHyf1gV6IXvBG8mUR+U6tsBwR6RSRZbjRxdeG1HkNcKZfHLhARD4cNYrnjaxehps3Ae7BeWnMUwiG0H2Rcupo/2GlpYjjGFxf88/nKeDNaXqtwhCRF0QNsohITkROAf7H2/QE5fVZxoSqbsXNN/NDCD+E+21ELg7tfZ9vxo0Iv7Nqd7C/nOZ5taqPPw5n+EciIq8RkZO8THZRZQ6i7KXeRsD74aU6PsP7dxbwR+86WuszXyQi/1e17fki8j8ism+N42ZTXnRScWGJiaOqv1PVI71Xw6GOntZ+/1skIm+sLiMiu+EGCuIsDh6cp1UrY2PTEJF3U/7ur6d8jUNVf0x50OOFlH8P7cSXKQ9mfTVsHp53T/oVZcP0bE/rNPkC5bXPviUi1deJCkRkH6+fJTWwaLQQS7QwyVHVjSLySlxWpQU4D8F1XorWy3Gjhk/hbsbPwD2kHhZR1yMiciFuhfqZwK0i8n3cjTWHm9D7Tlw66fMY/RCSGqp6gXdjfRsuxv8mEVkJXIcLY1iES1Lgp3S9DPhuCk0dD9fhPFsLcZOp/+l5Yu7CTbB+BeWJvD+lvGjduFDVn3sPx9/BzSP4IC6j22W4CfKP4W6W++K+59dQHnl/IKLaM3FafNSr81vASd7v758479S+uLCmYygnV3gIOFZVH4/Z/D/jHpgOoDI1bNMSLFR5vgTnxZ2FS4ZytNcWn4eBJaqaSIIFbyDjPVWbgzf3V4SEpf1aVW8Oqe7duAxjf8T99h7GaXUwzuvmJ1jYChyvqjVT0sdBVa8Wkf+H+/12e59znIj8CadlPy6MZx/cdewYoucK/IbyelVHAHeIy6R3H+76dixwHO639mui0/X2AN8A/k9ErsJ5R+7DeTtm4x5y30L5QfAb1fNrVPUsEXkh7pr5XK8tv8elTO7HZVXb2zunV+J+I/dSzgQKbq7VmcDpXhKRa3Gpjwdwv6/DcHPU/HVZfqqqD0acUxb4NuUQ2F+JyE9xacUHcEkrluLWhopzr7mSsjfmRyLyddy1xx/0ukdV70mu6ZV4Rq5/LgPAv4dkg12GW1fu6cCpInKpqv6ZNkFVrxeR/8XNl+oG/iwiq3ChlDtxmr2Xctjq33HZEFNFVR8WkbcBv8fdR84VkY96/9+Na/seuOenI3FJVPLAVem02BgXqmove4G7yX8X98CgMV79uIfbjqp69sJdzKKOK+DmgfQGti2PaNN6b//6iP1LA3UsjSizPFCmt8530IFbVLHeuf8SmFajHr9cX8zvPnb5emVjfGcH4dKjR53bTryH2Xrf7Rh+Y0fhHsTi/L4Ud1N5YZ06T8AZOvXqKuJWG+8ZQ7tPq6prG7BbA8eXjo1TJuZrM25O4MwktAm0o3cMbYnqe2fFOPYm4HlJnoP32c/ChZ3FPYebgH8NqedIXJbOWjocS43rDM4bH6cNRZzxlIs4J8FdO3fFrK+v6viXNfB9/Jwa17gY339foK79xljH2VHfaeD7+Emd8/gtbsAn9DsJ1JXHJfmIqmd5RH8NrS+k/qWBY5ZW7evEeSX9/e+oUc/RuHuo4q7je47xu10edW4N1DE/UMfKBo47E+fNrfnbBfYay/fZaBtxYdB+mfk16joSN9AQp/8MAIeNtf/YK72XeYoMANRNiv+giHwBN7r6StxI7mxcyt+tuIvw33CxwZdoyLpGqvqkF373Edzo5yHern7cqOb3VfUGEelt7hk1jnc+/+GNBr8X9xDRg/NyPYrzapyjqtWThNsGVb1HXBa4U3ALNx6Au0E9gvMMfk9V72hGliNVvQ54sZdd6XW47/dpOENacQ+fd+IMp1+oS6pQr86fiMivcL/Z1+G8YPvgHoSexP1mrwB+qS4l8lg4FzePyQ/P+5WqbqtRPkmGcZ7ap3AG7004T8NqbSBbV0p8C2ew9uK8Q/vivsPHcOF/v8J5mRIPQVXVO4FjvfmLr8d5DOfjrmc5nDFzNy5M6VeqGjqZW93o9uE4j8sxuFH6nd55XQx8V1UfFLcGURTn4X7Xr8I9WD0Ld12ZijOw78d5OH6s4R43vy0KfC5wfXol7vo6C2dQbcR5Sa/DXZ+vrzr+zyJyGM4TexRwKK7/Tcd5rR70vo9zVfUvNc4nE3jfxwkicjEu4cjzcefyOG4tqfNV9QKAelPL1C2w+2rgJNzv5Zk4T3Qr1tD7LM5DDm5e3flRBVX1LyLyReDTuN/iCsohd22Bqp4mIj8H3o/7DT8dF4b/BO7a9jNVvTDFJobiXQsOwUVTHI/z8O6N68dP4by/N+PuNxerC3s12gxx1xXDMAzDMAzDMIzJSdYmuxuGYRiGYRiGYbQUM4oMwzAMwzAMw5jUmFFkGIZhGIZhGMakxowiwzAMwzAMwzAmNWYUGYZhGIZhGIYxqTGjyDAMwzAMwzCMSY0ZRYZhGIZhGIZhTGrMKDIMwzAMwzAMY1JjRpFhGIZhGIZhGJMaM4oMwzAMwzAMw5jUmFFkGIZhGIZhGMakxowiwzAMwzAMwzAmNR1pNyAJZs+erfPnz0+7GSUGBgbo7u5OuxmTGtMgfUyDbGA6pCZsXAwAACAASURBVI9pkD6mQfqYBtlgsuuwdu3ajaq6d+hOVW3ZC3g6cBVwB3A7cFJImV5gK3CL9zqtXr0LFy7ULHH66aen3YRJj2mQPqZBNjAd0sc0SB/TIH1Mg2ww2XUA1miEPSFuf2sQkR6gR1VvEpFuYC3wBlW9I1CmF/iYqi6OW++iRYt0zZo1ibd3rGzYsIE5c+ak3YxJjWmQPqZBNjAd0sc0SB/TIH1Mg2ww2XUQkbWquihsX0vnFKlqv6re5L0fAO4E5rayDa1g3bp1aTdh0mMapI9pkA1Mh/QxDdLHNEgf0yAbmA7RpJZoQUTmA88HbgjZfZSI3CoifxCRQ1vasATYsGFD2k2Y9JgG6WMaZAPTIX1Mg/QxDdLHNMgGpkM0qSRaEJHdgF8DJ6vqU1W7bwLmqeo2ETkW+C1wcEgdy4BlAPvuuy/Lly8HYMGCBcyZM4cFCxawYsWKUvlly5YxMDDA6tWrGRgYAGDJkiX09/czMDDA2rVrAVi4cCHd3d309PSwatUqALq7u1m8eDHd3d2j6ly3bh0bNmwoWd69vb1cdtllHHLIIVx00UUA9PT0sGjRInp6ekYd39/fz5o1a+jv7wfguOOOK7Wvr68vM+fkH9NO5+S3fyKdUzvp1NfXR3d394Q6p3bU6dprry2dw0Q5p3bTyb8eTaRzajed+vr66O3tnVDn1G462bNRNs6pr6+PdevWTahzalSnSKImGzXrBXQClwIfjVl+PTC7VhlLtGBUYxqkj2mQDUyH9DEN0sc0SB/TIBtMdh2okWihofA5EZktIotF5EQRmeVtmyoiseoREQF+BNypql+LKLOfVw4ROQIX4vdkI+1MG98qNdLDNEgf0yAbmA7pYxqkj2mQPqZBNjAdookVPucZKf8HfBjoAhR4IbAJ+B1wNfDZGFW9BHgHcJuI3OJt+xSwP4Cqng28CfiAiIwAO4G3eZadYRiGYRiGYRhG4sSdU/RJ4EPAmcDlVCZHuAhn6NQ1ilT1akDqlDkLOCtmuzLJZF4UKyuYBuljGmQD0yF9TIP0MQ3SxzTIBqZDNHHD594LnKmqX8AlQghyD/CMRFvV5tSdyGU0HdMgfUyDbGA6pI9pkD6mQfqYBtnAdIgmrlE0F7g+Yt8QMCOZ5kwsrr13I4MjhbSbYRiGYRiGYRhGDeIaRY8Az4nYdzhwfzLNmRj09PSwYctO3v6DG7jktv60mzMp6enpSbsJkx7TIBuYDuljGqSPaZA+pkE2MB2iiWsU/RI4TUReEtimIrIAOAX4eeIta2MWLVrExm2DAGwcGEq5NZOTRYsWpd2ESY9pkA1Mh/QxDdLHNEgf0yAbmA7RxDWKlgP/BP4C3O1t+yVwm/f/lxJvWRvT09PD1p3DAKW/RmuxkZD0MQ2ygemQPqZB+pgG6WMaZAPTIZpYRpGq7gR6gaXAtcAVwN+AZcCrVdXcIQFWrFhRYRT98R/9DI0UU27V5CK4wrGRDqZBNkhSh8GRgl3LxoD1hfQxDdLHNMgGpkM0cVNyo6oF4HzvZdTBN4puvH8T51//AGefsJDXPme/lFtlGIYxdp53xuXsPq2DGz71qrSbYhiGYRiJEstTJCJHishbIva9WURelGyz2hdV5d7CXtz/xHYA7tu4DYCtO82ZZhhGe7NzuMBjTw2m3QzDMAzDSJy4c4q+CBwase9Z3n4DuPqejfx1+EB+eLVLyDdcUAAGdo2k2axJx7Jly9JuwqTHNMgGSemgqonUMxmxvpA+pkH6mAbZwHSIJq5RdDjR6xTdCDw3mea0P+dd90Do9u2Dtl5RK+nvt1ToaWMaZIOkdNi03bzdY8X6QvqYBuljGmQD0yGauEbR1Bpl89jirQA8unUXV9z5WOi+bYOWha6VrFmzJu0mTHpMg2yQlA79W3clUs9kxPpC+pgG6WMaZAPTIZq4RtGdwPER+44H7kqmOe3NfntM5aIP/QuzZPuofdsGLXyuldhISPqYBtkgKR18o6grH/e2YfhYX0gf0yB9TINsYDpEEzf73NnA90XkKeAHwMPAXFxK7vcAH2xO89qP58zdg71yO9hUqHSe2ZwiwzDamUe37gRg3z2mpNwSwzAMw0ieWEaRqv5ARA4B/gv4aHAX8HVVtaTnAV5wyAHcfce2im3mKWotxx13XNpNmPSYBtkgKR02eJ6iWTPMKGoU6wvpYxqkj2mQDUyHaBpZp+hjIvI94FXAXsBG4ApVva9ZjWtXpufchOQ9pnWW1ivaZp6iljIwMJB2EyY9pkE2SEqHR21O0ZixvpA+pkH6mAbZwHSIJrZRBKCq9wL3NqktE4ZZUwSA/WdN57ZHtgLmKTIMo73ZuM1bn8hScxuGYRgTkIZmzIrIfiJyhIgcXf1qVgPbkXtuc5k9nj5rWmmbGUWtpa+vL+0mTHpMg2yQlA4j3pprRbOJGsb6QvqYBuljGmQD0yGaWJ4iEZkLnA+8zN/k/VXvveJScxvA7jLIyw/Zm+OeO4dLbnuU2btNMaPIMIy2puB5iBSzigzDMIyJR9zwue8BhwH/DdwGDDatRROAZx1yMJ99+xEA/PoDR3HZHY/xo7/ej6oiInWONpJgwYIFaTdh0mMaZIOkdCh6LiKLnmsc6wvpYxqkj2mQDUyHaOIaRS8FPqKq5zezMROFOXPmlN4vnDeLG+7fxEhRGRwpMrXTHGqtIKiBkQ6mQTZISgffU2Thc41jfSF9TIP0MQ2ygekQTdw5RTuBx5vZkIlEtRXePcXZnrZWUeuwkZD0MQ2yQfKeIrOKGsX6QvqYBuljGmQD0yGauEbRD4B3NLMhE4kVKyqXbdptqjOKttu8opZRrYHRekyDbJCUDuYhGjvWF9LHNEgf0yAbmA7RxA2fewR4h4hcCfwB2FRdQFV/nGTDJhIzutzXbMkWDMNoVwo2p8gwDMOYwMQ1is72/s4HXh6yXwEziiLwPUUWPmcYRrtSLM0pMqvIMAzDmHjENYoOaGorJhjLli2r+N/3FO0YMqOoVVRrYLQe0yAbJKVDyVOUSG2TC+sL6WMapI9pkA1Mh2hiGUWq+kCzGzKRGBgYqPg/n3NpuC0mv3VUa2C0HtMgGySlQ2mdIvMUNYz1hfQxDdLHNMgGpkM0cRMtGA2wevXqiv/9pYkKZhW1jGoNjNZjGmSDpHSwdYrGjvWF9DEN0sc0yAamQzRxw+cQkX8FPgAcAkyt3q+qBybYrrYmylNkI6ytw0ZC0sc0yAaJe4oSqW1yYX0hfUyD9DENsoHpEE0sT5GIHIvLOjcdeCbwT+BB4OlAEfhzsxo4EciJhc8ZhtHeFIvurw3uGIZhGBORuOFz/wN8BzjW+/8zqtoLHArkcQaT4bFkyZKK/3N++Jw9TLSMag2M1mMaZIOkdChnn0ukukmF9YX0MQ3SxzTIBqZDNHGNomcCF+G8QooXdqeq64DlOKPJ8Ojv76/43/cU2Qhr66jWwGg9pkE2SEqHcvY5u441ivWF9DEN0sc0yAamQzRxjaIiMKLuqf4JYP/Avg3AM5JuWDtTHa9ZDp+zh4lWYTGz6WMaZIOkdCiqJVoYK9YX0sc0SB/TIBuYDtHENYruwi3cCrAGOFlEekRkb+AUYH3yTWtf1q5dW/G/bxQVimm0ZnJSrYHRekyDbJCUDgXLPjdmrC+kj2mQPqZBNjAdoombfe6nwLO896cDVwAPe/8XgLcn3K4JRc4zPc1TZBhGu1I2iuw6ZhiGYUw84i7e+p3A+7UichjwWlw2uitU9Y4mta8tWbhwYcX/Nqeo9VRrYLQe0yAbJKWDf/myq1jjWF9IH9MgfUyDbGA6RBPLKBKR/YF+VR0GUNWHgR96+zpEZH9VfbB5zWwvuru7K/638LnWU62B0XpMg2yQlA4Fm1M0ZqwvpI9pkD6mQTYwHaKJO6fofuD5EfsO9/YbHj09PRX/W/hc66nWwGg9pkE2SEoHP3zOrmONY30hfUyD9DENsoHpEE1co0hq7OvEZaczPFatWlXxv4XPtZ5qDYzWYxpkg6R0KGWfS6S2yYX1hfQxDdLHNMgGpkM0keFzIjITmBXYNFdEDqwqNg04EXi0CW2bMJTD5+xxwjCM9sSyzxmGYRgTmVpzik7CZZpT7/WriHLilTM8quM186V1itJozeTEYmbTxzTIBknooKql65d5vBvH+kL6mAbpYxpkA9MhmlpG0W9x6w8J8GPgc8C9VWUGgTtU9e9NaV2bsnjx4or/xeYUtZxqDYzWYxpkgyR0CA7o2FWscawvpI9pkD6mQTYwHaKJNIpU9VbgVgARUeBiVd3Yqoa1M1HZ58woah02EpI+pkE2SEKH4LXLPEWNY30hfUyD9DENsoHpEE3cRAvnA1uCG0TkNSJyiohEZaWbtKxYsaLifwufaz3VGhitxzTIBknoEJwPaZexxrG+kD6mQfqYBtnAdIgm1jpFwCpcqNw7AUTk/cB3vX3DIvI6Vb2iCe2bEHg2kXmKDMNoS4LXrqKN7hiGYRgTkLieoiOBSwL/fxy3eOsewIXApxNu14SiFD5nDxOGYbQh5ikyDMMwJjpxjaJ9gEcAROQg4ADgLFUdAM4BDmtO89qTZcuWVfyfz1n4XKup1sBoPaZBNkhCh6K3Ep0IZhWNAesL6WMapI9pkA1Mh2jiGkVPAXt573uBjYGMcwVgasLtamvWrVtX8X/OwudaTrUGRusxDbJBEjoUvGtXZy5n17ExYH0hfUyD9DENsoHpEE1co+ha4BMishg4mcpQuoOAh+NUIiJPF5GrROQOEbldRE4KKSMi8i0RuUdE/i4iL4jZxsywYcOGiv/FwudaTrUGRusxDbJBEjr44XO5nDmKxoL1hfQxDdLHNMgGpkM0cY2i/8Z5in6P8wotD+x7K3BdzHpGgFNU9dm4eUr/KSLPripzDHCw91oGfC9m3ZkhzArP5yRz4XMTObWujYSkj2mQDZLQwb9WdORyTODLRtOwvpA+pkH6mAbZwHSIJpZRpKp3q+rBwN6qepCqrg/sPglnNMWpp19Vb/LeDwB3AnOrir0eOE8d1wMzRaQnTv1ZJifZCp+7fcNWDvjkJVx375NpN8UwjIzjh8915CVT1zHDMAzDSIq4niIAVHXUE7Sq3qaqTzT6wSIyH3g+cEPVrrnAQ4H/H2a04ZRpent7R20TkdKDRRa49aGtAFx4U6zIx7YjTAOjtZgG2SAJHfzwuY6cWPjcGLC+kD6mQfqYBtnAdIgmcp0iETkN+KGqbvDe10JV9bNxP1REdgN+DZysqk/FPa6qjmW48Dr23Xdfli9fDsCCBQuYM2cOCxYsqFigatmyZQwMDLB69WoGBgYAWLJkCf39/QwMDLB27VoAFi5cSHd3Nz09PaxatQpwq/8uXryY7u7uUXWuW7eODRs2lNyRvb293HLLLXR3d3PRRRcB0NPTg+jTGRjYVmqnf3x/fz9r1qyhv78fgOOOO67Uvr6+vqad0xNdPcDTePCJraPaFHZO/vcQPKdFixbR09Mzqk1pnVNQp5UrV5Y+a6KcU5zfXpbOaf369QwMDEyoc2pHnR588EG++tWvjuucvn72ucBz2bFtG5qbQl9fn+nUwDn516OJdE7tptP69etZsGDBhDqndtMp7Nmo3c+pHXVav349fX19E+qcGtUpComaVyIiReBIVb3Re18LVdV8nTJ+vZ3AauBSVf1ayP7vA32qusr7/y6gV1X7o+pctGiRrlmzJs7Ht4S1a9eycOHCim2HnvZHlhyxP59ZXD2FKh0uv+Mx/uO8NRyybzeX/tfRaTcnccI0MFqLaZANktDh/o3beflX+pg7cxqPD+zi7s8fm1DrJgfWF9LHNEgf0yAbTHYdRGStqi4K2xcZPqeqOVW9MfC+1iuuQSTAj4A7wwwij98D7/Sy0B0JbK1lEGWRMEs0l7HwueGCs3MfG9iVckuaQ73RAKP5mAbZIAkdSuFz+ewljGkHrC+kj2mQPqZBNjAdookMn2sSLwHeAdwmIrd42z4F7A+gqmfj0n0fC9wD7ADe1eI2NoVcTjKVtWloxBlFW3YMp9wSwzCyjp9cIS8yobNWGoZhGJOXlhpFqno1IHXKKPCfrWlRc+jpGZ0sL2vZ54YK5YjI4UKRznxDOTcyT5gGRmsxDbJBEjqUjCJLtDAmrC+kj2mQPqZBNjAdool8EhaRoogU4r5a2eiss2jR6FDFnEgpBCULDAeMov4tEy+ELkwDo7WYBtkgCR3K4XO2TtFYsL6QPqZB+pgG2cB0iKaWp+hMyouXC/BuYBpwEfAYsB+wGNiJmydkeIR6ijK2eOvwSNkoemTLTvbfa3qKrUkeGwlJH9MgGyTiKfIuFx055+hXVdwUUSMO1hfSxzRIH9MgG5gO0dRKtLBcVc9Q1TOAEeABYJ6qvltVP6mq7wLmAw96+w2PYHpAn5yQqVj84UK5LVt2DKXYkuYQpoHRWkyDbJCEDoVA+Bxg3qIGsb6QPqZB+pgG2cB0iCbuRJL3AV9W1R3Bjaq6HfgK8P6kGzbRyFr4XHBO0WZLtmAYRg2Ci7cCNq/IMAzDmHDENYpmA10R+7qAvZJpzsQlJ9kKnxsaCRpFE89TZBhGcviJFjryUvG/YRiGYUwU4hpFa4AzRGROcKOIzAWWA39LuF1tzbJly0Zty+WyFj5XpDMvTOvMs3n7xDOKwjQwWotpkA2S0MH3FFn43NiwvpA+pkH6mAbZwHSIJq5R9BFgDnCfiPSJyC9EpA+4F5dw4aQmta8t6e8fvdZsFhdv7cznmDWja0KGz4VpYLQW0yAbJKFDOSW3u2WoBdA1hPWF9DEN0sc0yAamQzSxjCJVvRk4CPgqUAAO8/5+BThYVW+pcfikY82aNaO25TMWPjdcUDrzOWZO75yQiRbCNDBai2mQDZLQwc8+12meojFhfSF9TIP0MQ2ygekQTezFW1X1SeDTTWzLhCHMCpeMLd46OOI8RXtO72LTBDSKbCQkfUyDbJCEDnGyz330glv412fvx2ufs9+4P2+iYX0hfUyD9DENsoHpEE3c8DljnOREKGbIVTRcKNKVF89TNPHC5wzDSI5isTLRQlj43O9v2cCN929qabsMwzAMIynMKGoCxx133Kht+ZxkylM0XCjS1eHPKWrMU/Sdq+7hP392U5NalgxhGhitxTTIBknoUE7J7W4Z1eM7QyNFRoqaqWtclrC+kD6mQfqYBtnAdIjGjKImMDAwMGqbZG5OUdGbU9TF1p3DDa2h9OVL7+Liv2fb/RqmgdFaTINskIQOfvhcaZ2iKuNnx5Ct310L6wvpYxqkj2mQDUyHaMwoahE5IVPhc0Mj6s0p6kQVtu60EDrDMMLxjaBcxOKt24cKQLbmTRqGYRhGI5hR1AT6+vpGbcta+NxQoUinFz4HE28B1zANjNZiGmSDJHQoeNnnOiISLewYdJ6iLF3jsoT1hfQxDdLHNMgGpkM0ZhS1iMyFz424RAt7TndG0aYJuICrYRjJUAqfy4eHz5U9Ra1tl2EYhmEkReyU3CLyMmAJsD8wtWq3quork2xYO7NgwYJR23IZS8k9XCgypTPH3t1TANg4MJhyi5IlTAOjtZgG2SAJHYpViRaiPEXVxpLhsL6QPqZB+pgG2cB0iCaWp0hE3gdcBbwJmAlI1cs8TgHmzJkzaptbvDU7Dwx+ogXfKHpi28QyisI0MFqLaZANktDBT8SSrzenqDjuj5qQWF9IH9MgfUyDbGA6RBPXU3QK8DPg3apqcVZ1CPcUSaYeGIYKWlq8NZ8TnojpKRoaydBJ1MBGQtLHNMgGSehQHT5XPcDjZ5/L0sBPlrC+kD6mQfqYBtnAdIgmrodnLnCOGUTxWLFixahtIuUHiywwNFKgK58jnxP2mtEV2yjaNtgeqXfDNDBai2mQDZLQoRw+F55oYfugzSmqhfWF9DEN0sc0yAamQzRxjaK1wIHNbMhEJ5+TTMXbDxeUTm/Ud+/uKTwe0yga2FVO3Z2lFOOGYTQPv6vn/TlFhHuKqrcbhmEYRrsQ1yj6CHCyiBzdzMZMZHJZyz5XKNLV4eTfu3tKbE/RwK6yp2g4S/GAMfnjP/pZv3F72s0wjLZi9OKtlft9T1GGxn0MwzAMoyHizim6CNgduEpEdgCbq/arqs5LtGVtzLJly0ZtEylPVs4CfqIFgH26p/DP/ngrHAeNoiydTzVhGgC8/yc30ZXPse7zx7S4RZOPKA2M1pKEDsXqRAvV2edsTlFNrC+kj2mQPqZBNjAdoolrFF3J6IRDRgQDA6MNjKyFzw2NlI2ivbunsHHbIMWillasjyI4p2i4kJ3zqSZMA//7Hyq0n4erHQnTwGg9SehQqJ5TVHU72F4yisb9URMS6wvpYxqkj2mQDUyHaGKFz6nqUlV9V61XsxvaTqxevXrUtqyFzw0Fw+d2m8JIUdmyc7jOUZVzirLsKQrTIMtG3EQkTAOj9SShg+8BivQUlRItWB8Lw/pC+pgG6WMaZAPTIRpbX6gJhFnhuQbD575wyZ0c8MmLk2xWBZWJFtxavI8P7Kp7XNBTNJJhj0uYBoMjhRRaMnmx0ahskKSnyPcuVxs/vqcoS97wLGF9IX1Mg/QxDbKB6RBN3PA5AETkcOAQYGr1PlU9L6lGTURyDS7euuIv9zWtLYWiUihq6QFn1owuADZtr59xPTinaCTDnqIwBttkjSXDyBqFep4iW7zVMAzDaHNiGUUiMhO4GDjS3+T9Dd4azSjyWLJkyahtOZHMZGYa9jw8fvjcmI2iDIejhWlgRlFrCdPAaD1J6OBfuzoi5hxuH7SU3LWwvpA+pkH6mAbZwHSIJm743BeAvYCjcQbRG4FXAD8F7gOOaErr2pT+/v5R23K5sS3e2ox5OyWjqMpTtDmWUVSeUzSS4WHhMA0Gh91odtSDnZEsYRoYrScJHQpV2eeqvd4lT5HZRKFYX0gf0yB9TINsYDpEE9coeg3OMLre+/9hVe1T1XcCVwAnNaNx7Ur4nKLGwud8hpswb8dPOOCHz82c3gnAkzGMoq07g0ZRdp+AwucUue/SP2+juVjccjZIck5RvfA5m1MUjvWF9DEN0sc0yAamQzRxnw57gPtUtQDsAroD+y4EXpd0w9qZtWvXjto21vC5ZqSPHqoyDjrzOfaY1hkrfG7zjnKZLIfPhWmwy/cU5c1T1ArCNDBaTxI6FFXJibuOwej1GXZYSu6aWF9IH9MgfUyDbGA6RBPXKHoUmOm9fwA4KrDvoERbNEFpNPucz3AT5sH43qfOgHGw14yuWEbRpu3D+NFnWQ6fC8M8RYYxNgpFJZ8TPJtodPY5S8ltGIZhtDlxs89djUuysBo4HzhdROYDI8CJwO+b0bh2ZeHChaO25XJjDZ9L/iFjqCrRAsCeMY2izduH2Lt7Co89NZjp8LkwDXyjyOYUtYYwDYzWk4QOBdWSlwgqw+cKRWXnsM0pqoX1hfQxDdLHNMgGpkM0cY2iM4A53vsv45IuvBWYjjOIPpx809qX7u7uUdvGHD7XRE9RV8BjMmtGFw9t2lHzOFVl044hDtm32xlFGQ6fC9PAT7RgnqLWEKaB0XqS0KFY8hSNTjzqG0Rgc4qisL6QPqZB+pgG2cB0iCaWUaSq9wL3eu+HgVO8lxFCT0/PqG1xw+duvH8Tv7vlkdL/zZhTNDxSmWgBYNb0Lm59aEvN43YMFRgaKbJ39xQg2+FzYRqUw+fMU9QKwjQwWk8SOhTVDez4Ttag7bMjsKCz2UThWF9IH9MgfUyDbGA6RNPwkLmI7CYi80SksxkNmgisWrVq1LZ8zPC5y+94lJ/e8GDp/2ZknxsqeB6TQPjcrN262LxjqOZIrx9et49vFGXYUxSmQSl8zjxFLSFMA6P1JKFDoegSLQh+Su7yvu1DZU+RzSkKx/pC+pgG6WMaZAPTIZrYT4cislhEbgK24tYmOszb/kMReXuT2jdhEJFY8fabdwxX/N8Uo6jkKSp7TGZN72K4oAwERn2r8Y2idvAUhTE4YusUGcZYKGplooXgIq3bA9cMM4oMwzCMdiWWUSQibwB+B2wETgWCT5X345ItGB7hc4riPTBsqTKKmjmnaEpVogWovYDrph3t4ykK02DXsGWfayUWt5wNktDBzz4XGj5X4Ska90dNSKwvpI9pkD6mQTYwHaKJ+3R4OnCOqv4r8I2qff8AnpNoq9qcxYsXj9qWj7l465YdlUZJU+YUFUYbB1M73fvBGkbY5lGeouw+AYVpUPIU2ZyilhCmgdF6ktChWMo+J6X/fbZ7axRN68xbooUIrC+kj2mQPqZBNjAdoolrFD0L+IX3vvqutxmXjc7wCLPCRYRiUVFV/v5wdEKDzVVGUTNScocZRR05976W96ccPjfVlc2wURSefc4775x5ilqBjUZlgyQ9RRKaaMENNuw2tcM8RRFYX0gf0yB9TINsYDpEE/fp8ClgdsS++cATibRmgrBixYpR23LenKLf37qB48+6hktu6w89duvOqjlFTQifC1vE1J9nUytD3uYdQ+Rzwiwv1G6kCV6spAjTwD9vm/fQGsI0MFpPEjoUiu4aFuZj9T1F3VM6rG9FYH0hfUyD9DENsoHpEE1co+hy4JMiMjOwTUVkCvAh4A+Jt2yCkc+5h3F/ztBf7x5tR2pgv09zwufcg0twnaK8F1I2XCN5wqbtw+w5vauUoCHLnqIw/PC5gj24GUZDqCq5HKUFXMNScpunyDAMw2hn4i7e+mngRuAu4BJcCN0ngOcCewBvaErrJhA5b06Rn9Dg3ie2jyqzbXBklKHRjOxzpcVbOxr0FG0fYtaMzpKHKcuJFsIoeYrsyc0wGqKgSl7K4XOVc4rcYMOMrg52DEVnrzQMwzCMLBPLU6Sq64EXAKuBVwMF4GjgeuBFqrqhWQ1sR5YtWzZqm5tTVA45uy/EKKr2EkFzs88FU3LnPaOo5pyiHUPsOb2rVLaQ4ZTcYRrsGjZPUSsJ08BoPUnoUCgqJ9BZKQAAIABJREFUuYqU3GV2DI2QzwlTO3PmKYrA+kL6mAbpYxpkA9MhmtgzzlX1YVV9j6o+TVW7VLVHVd+lqg81s4HtyLp160Zt88PnfINk47bBUZma/CQLwbC2ZoTP+YZWcPFW3/tT31PUVUpU0IwkEEkRpoHvKcrwVKgJRZgGRutJQodiyVPkh88F1ykqML0rH3uB6smI9YX0MQ3SxzTIBqZDNJaGqwls2DDaceaHzwU9P49s2VlRxvcUHTB7RmlbMxIt+IZWxZwi31NUw/uzeccQe87oKs0/qmVApU2YBn72OQufaw1hGhitJwkdStnnvP+DXWjnUIEZXR2xF6iejFhfSB/TIH1Mg2xgOkQTOadIRH7cQD2qqu9JoD0TgjAr3H9gCK4D9Mjmndy/cTsvPXhvoOwpet1ze5h1bxfX3fdkc1Jyj7g6w7LPRYXPFYvK5h3DzJreVSpbKylD2oR7iix8rpXYaFQ2SEKHUvY5P36O4JyiEaZPyZMTRnm/hwtFPn/xnbznXw7g6bOmj7sd7Yr1hfQxDdLHNMgGpkM0tRItvILK0PGZuKQKI8CTuLWJOoCtuLWK6uIZWouBx1V11IKvItIL/A6439t0oaqeGafurJP3HiaC4XCfuPA27t+4nUs+8lKePWf3kqfo7S/an/e/7Bks+MwfmrZ4az4nJe8QBD1F4QbDwK4RCkWXKKKUlCHD4XNhWEpuwxgbxVL2Ofd/RfY5z1OUC1mg+so7H2PltevZsmOIb7zt+S1ssWEYhmE0RmT4nKrOV9UDVPUA4B3ANuBtwDRV7QGmAUuAAeCEmJ+3EnhtnTJ/VdXnea+2NIh6e3tHbfMfJnYNl42c+ze6ZAs7h13GJt8omjmts5QEoVmJFoJJFqC8eGtUSNyT2wcBmDWjs2RADWc4ViZMA8s+11rCNDBaTxI6FIpKRy6HH0AX7ELbB0eY3pUvrcUW5LZHtgLwtD0nr5cIrC9kAdMgfUyDbGA6RBM3JffXgC+q6gX+BlUtAL8QkdnAN4Aj6lWiqn8RkfljaGfbk/MMiUEvA1qQrnwecOFz3VM66PDC2jrz0pSU3EOFYkXoHEBHvvacIj+0b8/pXYgIHTnJdPa5MAYt+5xhjAlnFAWyzwX60I6hAnt3T4GQ8Ll/PPIUADOnd7asrYZhGIYxFuImWjgMuCdi393AqFC4cXCUiNwqIn8QkUMTrLdldHd3j9rmL3o4GOL5US9KcevOYWbOKD88dOVzzTGKRooVSRag/jpFm7Y7L9Ysb52ljrxkep2iMA3KnqJWt2ZyEqaB0XqS0GGkWKxItBDs+duHyp6i6vGG2zc4o6gZYcDthPWF9DEN0sc0yAamQzRxPUWPAm8BLgvZ9zbgsYTacxMwT1W3icixwG+Bg8MKisgyYBnAvvvuy/LlywFYsGABc+bMYcGCBaxYsaJUftmyZQwMDLB69WoGBgYAWLJkCf39/QwMDLB27VoAFi5cSHd3Nz09PaxatQpwP6DFixfT3d09qs5169axYcOG0sS13t5eVq5cyYc//GEuuugiAHp6etjQ/SwArr3hRoTZaMAe/eWvf8OFmx/gxqGDmbrHbPr6+gAYGRrk6muv52dbb0n0nG4cns8uncldd91VOqdt2gUczsZNm+nru2fUOV33sDOKzl3xXbpzQxRHFvJI/6Ns2LDHqDb19/ezZs0a+vv7ATjuuONK7fPPrdk6nXLKKSUXsa/Tpq0DQI7NW7aW2tHd3V2h06JFi+jp6cnkOcX57WXpnPr6+jjllFMm1Dm1o07nnHMOfX194zqn++5/gLwUOffca4FncvPNt3Df9Y+xbt06Ht11OHO7BhkuKjt2UboW77nPHDZumwvAZVf8icf7fjJpdVq+fDm9vb0T6pzaTae+vj5+9rOfTahzajedwp6N2v2c2lGnvr4+ent7J9Q5NapTJKpa9wWcBBSBi4GlwDHe30twC7l+OE49Xl3zgX/ELLsemF2v3MKFCzVLnH766aO2rfjzvTrv1NV68s9v1uedcake8InVOu9U97r2no2qqnr8WVfrCT+8vnTMos9drp/49d8Tb9/JP79ZX/q/f6rY1r9lp847dbX+9PoHQo/5Xt89Ou/U1bpt17Cqqh5+xqV62m9vS7xtSRGmwQvOvEznnbpaF33u8tY3aBISpoHRepLQ4fVnXa3v+NENet29G3Xeqav1mrufKO17wZmX6ad/8/dR1xX/mjLv1NX6lUv/Oe42tDPWF9LHNEgf0yAZHnxyu97y4OYxHz/ZdQDWaIQ9EctTpKrfFJFtwOmeQeTzEPAfqtpI+u5IRGQ/4DFVVRE5Ahfe92QSdbeSnp6eUdv8OUW7hgt0deSY0dXBwKBLsOCHyG3dMcS8QNrapoXPhSRayJfC5yLmFG0foqsjx/QuN/+pIyeZTrQQpoH/XVqihdYQpoHRepLQoVBUOiPC54YKRZeEQQoV2eeC167JHj5nfSF9TIP0MQ2S4VtX3s3aBzfzp1N6x3S86RBN3PA5VPVHXkrtpwE9QD/wsGd1xUJEVgG9wGwReRhnZHV69Z8NvAn4gIiMADuBtzVSf1ZYtGjRqG1+9rnBkSJdHS6LU7VRtHnHMHsGJiR3dTTHKBoeGZ1ooTNfOyX3zmG3ar2/TklHLpfplNxhGvinZokWWkOYBkbrSUKHEW/xVn9wJ9iFRgpKV0du1Jyi4LXLXxttsmJ9IX1Mg/QxDZJh53CBnUOjk3bFxXSIJrZRBG6FVpx36KGxfJiqLqmz/yzgrLHUnSVCPUVS9hR15nN4DhcAhgtKoag8tWuYPaZ3lbZ35qUpKbmHCs4wC5Kvk2hhuKCltN1++Swv3hqmgX9uUedoJIuNRmWDZDxFRTryZU9RtUeoMy/kpHp7uNdoMmJ9IX1Mg/QxDZKhUNRxXVNNh2gis8+JyDtFZK/A+5qv1jU5+wQnfflUhM/lc+w2pWyPDheKPLVzGFUqPEWdTQqfGw5Lye0ZPFGeokKxWMpQ59ommTYuwjTw22vhc60hTAOj9SShg/MU5copub3tqspIYA2jKE9RVKr/yYL1hfQxDdLHNEiGkaJWDDo1iukQTS1P0UrgSNycnpV16lHgvGSaNDGpDp+b3lVpFPnrAM2sCp8bakKI2vCIjkrJ7XuKRiKMsJGCltYy8stnOSV3GH7YnIXPGUZjlNcp8sPnXB/yb8xdHTlyudEeJJ+hSR4+ZxiGkRTj9RQZ0dQyig7AzRvy3xvjIBg+N3N6FzOqPEVbdrqU1zMrwudyDDcpfG73rsrFFH0vUJSnaLioFd6lznyurUZ/VTXgKUq5MYbRZowUtHKdIu8y4d+YO/POYCpWeIosfM4wDCNpCkVtu0HpdiHSKFLVB8LeG/VZtmzZqG35klHk4u93m1KeVDRUULZ4nqI9A0ZRVz7HzuGxT6aLYrhQpKsq+1wu5+YERIXEFbzFG32y7imq1iB4WuYpag1h/cBoPUnoMOKFz5Y8RfieImfsdORy5KTsQQruq34/GbG+kD6mQfqYBslQKCpDhSKqWromN4LpEE3knCJj7PiLWAWRQPhcZz7H9KCnaKTI5u2ep2hacE6RS7SQ9APFUEj2OXAPNpGeooJWzCnqyEeXzQLVGvjGXj6X7blQE4mwfmC0niR0KBTDPUV+qu1OL/tcVPjcZDeKrC+kj2mQPqZBMvhROmN9ljEdoqmVaOF+Ebkv5uveVjY666xZs2bUNj98bnC4wJSO0YkWyuFzlXOKbntkK0d98Uqe3DaYWPvCEi1AbYNhpOqYjpxkOnyuWgP/Yc1PPW7JFppPWD8wWk8SOox44bM5qUzJ7XuLu/LiGUXlY/zwuXxOxjUpeCJgfSF9TIP0MQ2SwX9OG+t11XSIptacoj9TuUafEZMwK9wPPds14lJyz6hKtDDozR0KGku+EbJx2xCfuPA2fvDOZHLLDxc0wlMkkSO6/jolwbJZDp+r1sD3anXlc+waLlJQJUfjbmcjPjYalQ0S8RT5c4q8LlPU0eFzMiolt9s3vStvniLrC6ljGqSPaZAM/vPMcLHINPJ1So/GdIim1pyipS1sx4THf5jwDZIZgTlFwwVll+dB6ggYKxsD3qEb7nsysbaErVMEkK+RZnukoCUvC0BHXtg13D4POv55+eddKCqdjV9LDGNSMlKsDJ/1rxLDgfA5QSqG0fx9M7o6Jr1RZBiGkRR+pEtYIq6bH9xM99RODtpnt1Y3a0Jgc4qawHHHHTdqWy4wGa6rIzcq+9z2oZEKLxHAmvWbAXjD8+bw1K4Rtg+OJNK+sEQL4IfERRhFxWLF4q215h9lgWoNfKPI95BZroXmE9YPjNaThA7+nKLq8LnhivC58MVbp3flm7K0QDthfSF9TIP0MQ2SwX/2CnsG++SFt/GNK9bVPN50iCaWUSQiXxeR8yP2nS8iX0m2We3NwMDAqG35ioVPc8ydOa20bbhQZPtggelTKl0Xr3uuW3X4ZYfsDUD/1l2JtG+4RqKFQsTDy0ixcp2ijpxw60Nb+OvdTyTSpqSp1mCUp8isoqYT1g+M1pOEDsOl7HPufw0Jn8vlqucUuX3TuvKR659NFqwvpI9pkD6mQTKU5xSNvq4OjhTZVSdrsekQTVxP0fHAZRH7LgVen0xzJi4Bm4iuvPDSg2dz7SdewR7TOhkuKNsHRyrmGQF85c2H848zXsOcPaYB0L91ZyJtGSoU6QwLn6vlKarKPvfkdpdC/AM/uSmRNjWbcqKFcvicYRj1KRYVVch784YgInyuylM0YuFzhmEYiTNSI9HCcKE46RPbjIe4RtFc4MGIfQ97+w2Pvr6+UduCueQ78zlEhH13n+rSbnvhczOqwuc68y5LXU/JKBq/p0hVoxMt5KMzyg0XihXznU588TwAdp9aK1dHelRrEEy0AJZ9rhWE9QOj9YxXB7/vdOSjw+c6vX1BB6wfMjetKz/pb9LWF9LHNEgf0yAZ/EHdMA/8SEHrZgY2HaKJaxRtBg6K2HcQsC2Z5kxc8lVzinw68zmGR7zwua7wmf/77jEFgP4t4zeK/IeTKQ16igpVE63f+Pyn8eaFTxt3e1qFbwR1WvicYTSEfwPuCKxTVJ19zqXrjs4+NxQyIdgwDMNoHN/oGQozioo66QehxkNco+gK4DMism9wo/f/p4DLk25YO7NgwYJR2wI5Ciq8NJ35nDenaHSiBZ8pHXlm7zYlkfC58kNMeKKF2nOKKn8uUzvz7KwTu5oW1RqU5hTZOkUtI6wfGK1nvDr4N+BgSu5R4XP5kMVbR3yjyMLnrC+kj2mQPqZBMviOoLBlUUaKxbrXW9MhmrixT/8D/A24W0RWUw6ZWwzsAj7TnOa1J3PmzBm1TSI9RcJwUdkxVGB6V7QcPXtMTSR8LvgQU02tjHLDhSKduUpDalpXPrNpuas1GKnKPmeeouYT1g+M1jNeHYKeIvDD5ypj2jvzglQv3lr0w+eynamyFVhfSB/TIH1Mg2TwB6rCjJ9CQeuuIWk6RBPLU6Sq64EXAr8FXg6c7P39DXCEqt7frAa2I2FWeEX4XLWnaKTItsERdpsSvXDOfntM5bGnxm8U+WEsUXOKChGxqH5K3iBTO3LsGimUHpCyRLUGlmih9dhoVDYYv6fI9ZW8FyIXJDjI4u8KZqbrzAtd+XzoehqTCesL6WMapI9pkAyFWokWzFM0LmKvU6Sq61X1narao6pdqjpHVZeq6gPNbGA7smLFilHbchWJFiq9RsOFIjuGRpgeET4H0D2lg20JrFPkx6B2hRhFteYUDRdGh89N6cyj6lJAZo1qDUYKlUZRnXmIRgKE9QOj9YxXh4o5Rd51LHxOUVUSBi/1f2eHhMa+TyasL6SPaZA+pkEyjNRIye0SLdQe9DUdorHFW1tEcIS1syrRwvahAsMFjZxTBC5UbefQ+ObvPPX/2XvvMDmuMmv83KrqPHlGYUbZQc44SDgRHNakxcDCsoCWhYWFT8uy6YHl+1hYgoEF/CPuAstiASatMSaDvbYB28g5SZblIFmSrawZSZOnp2OF+/uj6t66VV3dXd1d3TMdzvPo0Ux3T3V137p17/ue8543q+JPvnwvAKeEj0GRSFHaVTOMgjqkWMhktnKLVEIngm3iIiWMFlI5bVGyXh10sJBgC68sGC14u8+Zj7G5plnmLCFJavuaog466KCDoMBqv90uc5SaAVG794WrBb5qigghN5Z5CaWUvieA82lZSJK3fE6RCKbTZs+fYu5z7Ll0jUHRselMSVZHlkhRWZmuUyhSodECAGQ1Hb0I1XRu9YZu2Js39vt3HziAa85aijWDCRyeTOPlX/wjrn/TeXjbxasX8lQ76GBRQWSKCi25BaZIYiyS+VxeNxBWJIRkCQb1luB20EEHHXRQGVhSN68592ulZHUd+INfo4WrYRsOMQwA6AYwY/3rwMLmzZsLHpOKGC2EFQkzaRUACvoUiYiFFWRUHYZBHQFWJWBOcYpEcNHq/oLnQ7KElOYt0VMNA4qLKYqGzM9RK4NVD7jHgPcpsr77VE7DZ27bhW/csw87PvFK7D4+BwC4a/fJTlAUELzmQQeNR63jwGuKBPc5Lp8TahS9nmPyOcAMoGSpeOKnldGZCwuPzhgsPDpjEAzYPdnNFBV73I3OOBSHr6CIUrrW63FCyMsBfAvA2wM8p6ZHMpkseGyoK8x/dltyz2SsoKiE+xxjkbKa7VL3g4cOojcWwp9d6K93btYKXm567yVYPRgveL4UU6Tpzj5FgC2fy2qLLyhyj4HbaIGxbtNWQJq1AsZYCbaug8rgNQ86aDxqHQfd5dwI2BmyUo1dTRt/wplxVTc4u9xu6MyFhUdnDBYenTEIBnqRmiIeFJVhijrjUBw11RRRSu8D8FUAXw/mdFoDt912W8Fj64YS/GdnUES4I1y8hPscC4pECd3Njx3GL5446vu8WPBSbGOiSMSTdmU6Va8+RQAWpS23ewzcG7usq78S+15joU6ZXVDwmgcdNB61jgNbYEWmCIJEDjAlwe6aorxuMkUsmdLOko7OXFh4dMZg4dEZg9pBKS0qk2O1ROVqODvjUBxB7AD3A7gwgOO0DLyicEIIRnqjAJzuc2KAVNJowQpARKlaVtUrkq5l8uZEKcaGFGOKnH1KbEQWsXzOPQbsMzCjBbHprGFQ/hlibZrJrgc62ajFgaCYIkdNEZhEzk42MBsG3thVMxCWJW4s085mC525sPDojMHCozMGtUPco7kZIVs+12GKqkVNQREhRAHwLpjNXDsogw1rBwCA1xABTtOF0kYLZsAkMkU5zajIfIGxI1GlGFMkeWpRRYmMiOgils+54WaKxO9tbC7Lg6RYCQljBx0sFnz61l347c7RhrwXuyc4a4rs5wjxrjdi8rmQ3AmKOuiggw6CgOicWyCf0/3J5zooDr/uc/d4PBwGsB7AIID3BXlSzY5NmzZ5Pv7J150NALjqzKX8Md9MUbiQ4ciquuP3YjiZzGIwEeGvjYa9Y2GzeatHMzDmMOVyn7MtuRdfUOQeA91VUyR+bwcnUrwHlEf7pg6qRLF50EHtuPHBA8CDwOvPL9+ZvNZx4EkRSWCDBPkcm1OcRbLWadV6zq4pat+FujMXFh6dMVh4tOMY3Lt3HBes7ENvPBiHXnGPVlhTZMnnyhgttOM4+IXfLaAEgLj+JQH8EsCfUEq/XZ/Ta06MjY15Pj7UFcHXN12I3pg9OUT2JV6CpYiFGFNku8OZTFHphq7zOQ1XfGErfvPkMZspKiIRK9a8VRfcp0Sw4/gJzBoN9xgwX3/mPpcVmKIDEynMWmYX+UXYiLZZUWwedBAcTsxly76m1nEQa4rYLUCUz4V5UGQ+x2uKmPtchynqzIVFgM4YLDzabQzSeQ3v/t5j+MnjhwM7puYIitw1RebvlKKoaRbQfuNQCfy6z11Z5/NoKVSi12QbBkUiGEiEi76OSetY7QulFFlVL9v3Y2o+j4yq48hUhrMgxepmlCI1RWKDRhHMknsxGi0U1BRR52cQA7njs1keFLVzNjtodHTL9cddu0/g7ZesKfmawGqKZAJ4yOdYYsfuU2TL56IhiT/fzgmHzlyoDFlVx2WfvxtffPP5uObsZYEcszMGC49WHIPfPXsc/fEwLl43UPBcKqfDoMBUKh/Y++nCHsXdpFVzsUjFWiC04jgEhY5YqA7Yvn2779cy5mK4L1oywHG7z2kGhUHLmxzMZc3N/kwmj6xqQJaIQ7InQpYkz6CAUbJu9zluyb0ImSL3GLCNXdjDaOHEXBZzVlBUqrltB5WhknnQQWVgCYl9J+bLvrbWceDzXyJcPsf0c6ognyPE2by1UD7XvnOrMxcqw6HJNKbTKr74uz2BHbMzBguPVhyD/+/O5/Dt+/d7Psf2RmwfFgTcgY/zOaPocyJacRyCQtGgiBDyS0LIaa7HPkgIWeJ67DxCyFP1OsFWB2MuRnpjJV8XczFFbLJpBi2ZgWWTcTajIqPqJd3VTKbIw2hBbz75nBs8KGI1RUIweTKZ40FRO2ezOwgOx2fLy9pqAZumuQaYnOhCTZEtnzOR95DP0SLyuXKOSB10wMBk4dFO37gOFjnms1rRZCrbGzElShBw1BQZ3vI5988d+EcppujPAHA+kBAiA/gigFWu18UBnBP8qTUvNmzY4Pu1bMMw0lc6KLLd58zFQpyEpeqKklnzubmMiqyq8wyzFxTZu6ZIM7zlc8zeejHK59xj4G7eyoKiVQMxnJiz5XP5Ns5mB41K5kErYe+JJC79/N145ths3d6DXc9+mM1ax0ETago5GyR0TmfyOLclt2ZQhGTC7xtqGycc2nUuVAtuCqQEJ2bpjMHCoxXHIJXTkC+SnGL7jLlM6drvSuBwn9NKyOdKmC204jgEhUrvOKULWDoAAHR3d/t+LdtILO2OlHwdl8+pTqYIQElbbhYUMaaoVEf5YjVFTLequNznCCGIhqRF6T7nHgNN95bPreqPYzyZs2uK2njjFjQqmQethIlkDgAwPp+r23voFQRFtY6DWFPk6t3qkM+5jRbYc6xPUTsnHNp1LlSLeWvdKtZTrxp0xmDh0WpjYBgUqbzeWKZIZIMKmCJD+Lk4U9Rq4xAkOjVFdcDw8LDv106nzQK8JWWCoogigRA78+BkikoFRbZ8LqcaJYMiWZJKMkXu5q2AKaFbjPI59xi4LbnZd7ayP4bJVB7T6Q5TFDQqmQetBCZpqJd8gVLKLbFzPljaWseBadPFXkTcklujBZbcvKaIyeekjiV3u86FajFnBUXFeupVg84YLDxabQxYkrrYfZgzRYHWFNnv5d6viPu3UutPo8fhT768FR/62c6Gvme16ARFdcDNN9/s+7Unk2btwdKeaMnXEUIQD8l8My8yRaXMFtxMUbmaIrebCWBPLrfRAmAuWovRaME9BgY3WjA3blmBKRLRqSkKDpXMg1YCm0NecykIiGyun5qiWsdBF5IiTD5nS+QMLo/jzVut16tMPmfNuXp9H82Adp0L1YLVeAbJFHXGYOHRamPAGM1i9+F61xQVuM/p/uRzjR6HrGqANklOrFxQ5PUxmuSjNQfYJmOkt3RQBJgLRIbL5/zWFNlMUbmaIlkiMKi9qWFQuftcIVMUC8s11RRlVR0f+eVTPDisF+y6KMYUmd/ZqoFOUNRBsGCMiLsINiiImvJGuCU6a4rMx6iH+xxv3upyn2PPd1jYDvyCZdZLrVcddLDQYE3fi8rneE2RWrCvqhal+hSJgdBiMlpQdYMnpBc7yvUpupUQ4jZYv50QIoa9xZvrtCkq0Wt+6vXnYOOafmxY01/2tbGwLMjnhJqiEkwNK/DLqgZm0ioGu4oPF8v46pRCEsrH9BLyuYgi1SSfe2DfBG5+7AimUnnc8I6NVR/HDfcYFBgtWIHcqgHb4GLjmv7Oxi1AtKtumXcVr1PAIiYAG1pTJNl3BR74aJTfN1jJIa8p6sjnONp1LlQLtm4FubHrjMHCo9XGIFUuKLL2RgYFUnkN3dFQze/pcJ9z7VfEeqNSltyNHgdVNwpq0hcrSgVFP2jYWbQYrr32Wt+vHeqK4N0vWefrtfGQYrvPCexMSflczo5fTyazWNlf3OVOti5a3aAQVXZqEaMFwKwpyqo6PnPbLoz0xfCel/r7LAzMQOLARKqivysH9xhoujMoYvK5NYMJAMAV65cgJBOMztSXsWonVDIPWgnsWtNKyBdqgYMp8pGQqHUcNMFogbNBYGyYga6QuYzYNUU2U6bIxA6W2tiSu13nQrWwm2kHN4c6Y7DwaLUx4EFRkfuwWFowm1EDD4rcSQNxzSnVAsHPOMznNPxqxzH81SWruaKpWmg6Ldofc7GhaFBEKX13I0+klVCvKDwWtmuKHEyRj5oiAJiYz5d1nwO8HE28LbkBs4Hr9kPTuH/fBABUHBSxTMqRqUxFf1cOxZgiZiOezmsIyxKGuiL41fsvx9kjPfjALU92mKIA0WpZQb9gG7l6MSPiouhH7lkzU8STIrZ8zt2gVYRBTXmdqhsIyxJPpujNIiqvA9p1LlQLJp8Lcg51xmDh0WpjkPQpnwMs9rO8IKgsSjdvtZ/78aOHoOoGXrx2AG74GYcv3PkcfvjwIazsj+GqM5bWcMamdNpr/7gY0RyhW5Nhy5YtdTluXJDPZR1MUfGaorms5mi6Wspogb3OXbynCzUFbrzhghEeTG30IQF0gwV0GVXndQpBwD0GuqumKJPXeYB04ep+RBQZIVnq1BQFiKDmwaYtj+COp8cCOVYjwBamehkLGA6jhfLvUes4OGqK4KobEuVzPJtIoRumQ15IljhT1M7NW+u1JrQqmNFCkDVznTFYeLTaGIjyOa/9S8bFFAUBv81bf7rtKG565JDnMfyMAzORmJx3V9BUDrNnXXOEG81xlh0AMG27d4/N4YnD02WZon0nkpjPaUhmVYz02SYO5Zq3AoWbF5aN8Lqo33bxamz72Ctw8bpTfo08AAAgAElEQVTCbIQfiDeNevZ1YZ9J7FMUdjUGDHeCokUH3aB4eP8k/u6mJxb6VHyDu881xGih/s6PmlhTxIwWBPmc4mHJLUruGFPUzvK5DioDs+QOUj7XQQdBgwVFgLeRjLi/CcqWW5TIlWreCgDzuerXh0TEFJKJn7EaGIaZJPMy6lqM6ARFTYQPv/pM9MZCuP7251zuc84LP6vqeMVX78MHb3kSyayGlX22w1q0hMUpY4LcDVzFDY4XwoqEaEiuym1LpJefPzFf8d/7hcGZIvMzqDrlTBFDWJE6i/Aiw2K0ey8H7j5XJ/mcIQT4jXCfE5lisU/RTY8ewuHJNAYTpnmL2Lz1+jueAwAMJsKQiXeypYMOimGuDjVFHXQQNJJiUORxL3bXFAUBFhOFZamgbtWtTqgloIlHzL1iqoQSyQ+YI16HKWpjbN68uS7HHemL4YLVfZhM5RwZYjEb8d9bX8CPHjYp02eOzWIuo+L0ZV084CnVDI+5RBXUFJVwn7P/lkCvorBcDOiCbHDmHgOWXQ8LE7OAKVI6TFGQCGIesEWlWfTIgOA+V68+Rda1HA/LvoKiWseB9ylzyOcovn3ffpw13IMPXLMegN1eYD6r4fsPHcS1LxrGGy9cCdkau3Zmiuq1JrQq2FoQ5P24MwYLj1YbAzHo8LoXZ/I6emOmucJ8trbggoGtL5GQhHyBJbfz92IBjZ9xiFh7pVrPWy1Rk74Y0QmK6oC9e/fW7diJsIJUTudMUU9UcKTTdHzxd8/h83fsBmAGUTnNwJKuCM5cbhbWlWqG1xU16dLplFNDqpVwn2OQJVLSPvXEXNZzgRProUoZRlQK9xjoBgUhzrooL/lcrpOZDAxBzIOsVv7aW2yod00RY27iIRn5Ilp2EbWOg24YIASQXExRKq/j3BU96HcxRSx7eskpgwgrUocpQn3XhFaDYVDe/yXIxEJnDBYerTYGKUGe5hkUqTq6LBmaW4FTLdhxoiG5sP7b9XuxgMbPOLDPM52uraZIK1F+sRjRHGfZZBgdHa3bsRMRBamchpymQ5YIuqMhHkwcmUqbzVetuccCgJ5YCBes6gNQemKuGTRldocm047Heaa4RKQfkqWimx7DoLjkc3fj/TdtL3hODISCDIrcY6AbFDIhjqAo4mLNGFMUpOFDOyOIecCYolIs5WKDVufmrYyQZQmOcmxRreOgGZSzyLYlt5kFjYVsA1P2HMuexi1TF3f/onZEPdeEVsOxmQw38nBnwmtBZwwWHq02BvMiU+Qh9U7ndXRbyeagkkLsOLGQXNJ9zn1+IvyMA1t7J2o0WmC1VkqTBEVFLbkJIasrORCl9HDtp9MaqGc2pCuiIJXXkMkbiCqSw5HuhXFnr58Tc2bPne6ogotW9+OmRw9jdKa49fVaq2fPwUnnccRC62IwmSLvzRlrLnvX7pOez8VCMjKqzhmvILB37148OzqLeFjBuqEEdEohSwRSGaYIYE4pzbMJX6wIYh6wa1tuovHgRgt1l8+Zt++cZpS02q+dKaI8mcBGwaAUqbyGRMR+X8YisaCIPcfuG4upw3qj0WoZ8nriicPTAIB1QwnkAzQS6YzBwqPVxkBkYrySU1nVDooqTQrpBsV8VkNvPFTwOOAtn3YHRcVqivyMA1MjTaVqZYpY6UJzrOGlmrceBFDJKBZflTsIDImIAoMCM5k8IiHZUQfDGqBGQxKyqoGxWRYUhXDF+iXYPTaHvynRRygRUbC0O1LQSJVpWEsxRYpMihaWixMzk9cdEr5MXsdAIoxjM5lAmSIAeO3XHgAAHLz+tdB1c2MnE5EpKqwpAkwde7NQva0OVjvXTPI5xhDVu08Rs9c3v6PamwIWg2ZQztSx6WNa6DvluIwpYo5HsTBr6mqddxszRR34x47DM4iHZZy3ohdPHplZ6NPpoIOiEGt2isnnhroiACpPCn3+9t34zgMHsOvTr+IJMEC4/4dlbkjCUGC0kNdhGNSRDPaLrLX2TtboCqz6KL9YTCh1ln8j/Ps7AMcA7AbwKQDvB/BpAM9Zj7+vvqfZXLjyyivrduwuK/s6lcojqkhmUGRddAfGUxjqCuN//+lleMlpg3ySdkcVhBUJH7v2bIz0xUoef+1QAgddQREvlCtxUSsSKSrNE4MilgVkSOc1dEcVRBTJ4URXKzZefoXjd50WyufcTBELhDpmC8EgiHnAslXNJZ9jltx16lNE7UURAHJq6fepdRw03eBMHXFJ5BLCYs0CJpY9TVjnR6x5V40RS6ugnmtCq+GJw9N40cpeT3lQLeiMwcKj1cZgPmf3gfSSz2XyOr9HVnr/u2XbEQDOuiXzOMWZIq9EnJfZgp9xYPuxyRqZIt7SRWnyoIhS+n1K6Q8opT8AcDaAJwCcRyn9NKX0BkrppwCcC2CH9XwHDQDzjp+czyMacjYcPTCRwrqhBE5d0oVl3XZvIkbf+sG6wUSBfI5N5lISJsXDHpJBnNRPHZ11PJe2mKN4WA6UKTo4V3gjkWUiNJh0OtEBAlPUMVtYNOA1RU1CvQOCJbdWX6Yo7rOmqFaITBFgBj8pzgYVMkVsERafkwlBZ1p1UA55zcCu0TlcuLofIYUsWILqj8+dxJGpdPkXdtDWyKkGeqK2jNmNrGogFpbNpHGFTDlLdrnbUmiGLZ92v6dXYtodVPkFMzlKZrWa+uHZSfXmWMP9hm6bANxAXRXo1u/fAvCXfg5CCLmREHKSEPJMkecJIeRrhJDnCSFPEUIu8nl+iwrd3d11O3YXD4pyCCsSIgJTdGgqhTVWXVCXEAj1RP1La9YOJTAxn3fYY6uCJW8xKBIpWkg475DPObMWmbyOeFhGPKwEGhQdy5qf+fSlXQCKGC2ECo0WgMYyRbvH5jCbDs6KfDEhiHnQlEwRs+SuEzMiyieA8g1cax0HsaYIMOuKvJgiFhQls4XPtTtTVM81oZUwNpuBZlCsG0qYCb8AI+lKxuDd338cV395K/89q+q4+ktbcd/e8cDOpx3RavPAoFSQMXvL52IhGVKJ/VExsGvfHRSx+2giLBfsVbzWHC+zBT/jIL7vdKr6PYraou5zXQCWFHluKYCEz+N8H8CrSzz/GgCnW/82A/hvn8ddVLj11lvrdmwWFE2kTKYoLDBFmbxt/8gYJaAypujskR4AwE5By61xn/lS8jmpqGa2lJd/2nKwioVlZNTgjBYe3GVSz2zjaDCjBWFv7WaKIgvAFL3mP+/HG/7rAc/n0nmtqZ3wgpgHNlPUHDdUwJ4v9TIWMGhlTFGt42AyRfb3LxHC2aC4gyky/+fucyJTJLU3U1TPNaGVcGzaNAJa2R8LvJl2pWMgSpGOz2axfyKFPceTgZ1PO6LV5oFBacnkFKuhViQCvcr1IOuSR3OmKKIgrxuO/m+sdlqEl9mCn3EQ5YC19JBUfbgXLyb43WlsBfA5QsiLxQcJIRcD+Kz1fFlQSu8DMFXiJW8A8ENq4hEAfYSQYZ/n2BZgwU5eMxBhNUXWpiivG5zt6BKCIvHncrhodR8kAjx+wB4m1qfEPdlEKDIpLp8rUYyYURlTFKx8LknN4kb23WjWzYIQOzCKhBa2pogFPAcnC2UaByZSOPsTv8MvnjjWkHNZrMg0oSU3WwTqVVOkC/IJoPB6zao63n/Tdjx1NJgi9QKmiIhmCqL7nLPeKOYKitrZkrsDfzjKgqK+uCPht9CYsnq1ZDzqRjpoX+gGLXofppQio+qIhmQzKVTl/c99zYl96gBnElczKKKu2p1iDnTlkFUNniguZu3tByyx4U5CL1b4Pct/AJAD8Agh5CAh5FFCyEEADwPIWs8HgRUAjgi/H7UeayoMD9cvjku4gh1RYqDqtpU0K3JOhOWKsuzd0RDOHunBYwftoEh11RR4QSnRvNXZ4Mw5wdN5DfGwjFgo2KBIlaygyPpudEq5vIcFjgU1RQ0OikQ6/YO3PImHXpjgv28/ZBpS3L+veeUaQcwDxhSVCsgXG7h8rs5MUTHZxqHJNG5/+jhe/40HMZ/Tah4HzaCOLB8BQdpTPmf+P8+ZIqd8rl5BYjOgnmtCK+HoTAYSAZb3RhGSJRg0uKaXfsfAi52f6QRFgaDV5oFBi9+H2X2wKyKXNKIqh6JBkYfRjqobBWUBSY+Axs84ZDXbOa/awAoQ+1w2R1Dki0KglB4ghJwJ4F0ALgUwDOAZmEHRDyilDS+KIIRshimxw7Jly3DdddcBANavX4+RkRGsX78eW7Zs4a/fvHkzkskkbrvtNiSTJgW+adMmjI2NIZlMYvt2s7Hohg0b0N3djeHhYdx8880ATP3ltddei+7u7oJj7t27F6Ojo9z3nbl6bN++nVOUw8PD2LhxI4aHhwv+fmxsDNu2bcPY2BgA4HWvex0/v61btxZ8phtu+B6ACwAAvSEDyVQSk9Oz+MQnr4NuvBhzM9PYunUr9j2fBCCB5jO49dZbK/pMI0oa9xxQ8fFPfgoyoRhddhlk0JKfaYc6As1YgWPHjuH48eOOz0TXXw0ASISAx7btwHVP/ZJ/plRWw84ntiFJI8jQEEZH19Q8Tl1dXUhpAAhwcmISo6OjGBs7jkw6j+uuuw7L9VNxEAM4fOQotm/P8s+U6V0LYAnGTpzEr777HzWNk59rb/8Ru4HaL3ccw51PH8U3r+nC8PAwfvKrPwJYhUN7nsGePfGKrr3u7u66XHuVzqfR0dGKrz33Z0quuhwAkM9m+BxfyM8ElL9H7HzqGQAD2P3cHoyOjgQ+Tqde+ioAwNjRgwCAH/zoJhw7ayn/TF/91o8BnAUA+PUjezA0NIQvf/nLVX+m+VQaUxPj/PsHLsbknGnG8t0t/40+KYsrr7wSe6bMxfv5g0cgI4bvfHsL/0yZ1Dwee3wbrnvyF4tmnBo5n7Zv347rrruupT5TPcbpf//4CKK0B1//z68iveYlAIBPfuozUIhR82caHR211oLSn8mgBMBG/jdbtmzB8/oggFMwOTOHPXv2tP04Lca90UJ8pnlyMbpgtj759W9vw57bT/LPhMQAAODe39+BjLYSc8l5bN++3ddnEoOW7//oJvxRnuGf6e57HgSwDA/eZ+4R/njf/ZDVFLZv347H1LXQpCHYHeWA//nJz/BMX97xmUZHR3HdddeVHKe5VBZSLgkggV/dejviV5xb1Tgd1XsBrMfTO3dgZeSsRXPfKwbS6JoFQshaALdRSs/1eO4GAFsppTdbv+8BcCWldKzUMTdu3Ei3bdtWh7OtDqOjoxgZGanLsZNZFedd93sAwL++5kwcnkrj988exwMfvhpnfvxO/L9Xn4H3X3ka7nh6DH930xM4fWkX/vDBK8oc1Ymfbz+KD/1sJ7Z+6EqsHUrgwz9/Cn/ccxKP/ds1Rf/ma3fvw1f+sBfPf/Y1BRmBr/5hL/7z7n04ZSiBs4Z78F9vt/0zTvvo7dj88lNwaDKNp47N4F2Xr8M7L1vjqygvq+qYz2k8m8Ewn9Nw7id/BwBY1hPBox+9Bv/w4yewa3QO93zoSuw4PI03fvMhvOLsZfj2Ozfyv3v4hUls+vYj+PF7L8Hlpw35+q5qweR8Dhv+/S7+++qBOO77f1cBAD53+25suW8/PvTK9fiHq0+v+7nUA0HMgy//fg++fs/zuGBVH3799y8J6Mzqi80/3Ibf7zqBl542hP957yWBH59dp59+wzn4xG+exdc3XYjXnW9/z7979jj+9kfmYvKlvzgflw9LNY3D//nhNhydzuCOf34ZAODMj9+BsCxhLqvh4Y9cjeFe0+Z/28EpvPlbD2PtYBxzWQ1PfPwV/BiXfu5uvHz9EL7w5vOrPo9mRj3XhFbCW294GAal+Nn7Lsd3HziAz9y2Czs/+Ur0xmrvw+V3DLKqjjM/ficAs8cdAHz7vv347O27seniVfj8m15U87m0K1ptHrzk+nvwopW9uOOZ4/jIa87E315xKn/umWOzuPbrD2DLOzbg4795BledsRTX/7m/a0fcw/zHWy/An11oC6a+de8LuP6O5/CZN5yDj//mWdz//67CqoE4AOBffroTj+yfxLGZDH/9Z95wDt5x2VrH8f2Mw4uu+x02rOnHH/eM40t/cT7evGGlr3N34/fPHsfmH23Hbf/4Upy7oreqYwQNQsh2SulGr+cq4rMIIS8ihPwDIeSThJDl1mOnEUKCshT5LYB3Wi50lwKYLRcQLUaIUWvQEOUqI30xhGUJOc3gMjEmAWMyu0pMFvhxe00779FZc2Kl8lrZuiQmb9IMivFkzqFBTeU0xEIyYmHZIZ/LawY0g5ryubCMI1MZfOa2Xdh2cLrg+F74wC1PYuO/31Ugd5u2fPWjIYlLmAxqNzC7cHU/rn/Tefj4a51O8kxWl2tQRbibbh9IhPnPE0mzYVozF6cHMQ+YfK6ZpFdMFhlkkbgIJp+LFpFtiG6GOU2veRx0tyU3CFKW1DUeEvsU2c1bYy4JR7sbLdRzTWglHJ3OYIXVS4/dj4OaR37HwOv9ppl8LuAG4+2GZp0HJ5NZPH+y0GTDabTgvG5mrPtwXzxsGlGVkc8dnEjhHd99FOm8xvcwgJf7HHMfLbQC1w2jQGo+72HJ7WccspoRiHxO9WHUtZjg6ywJIRFCyM9g9iT6GoBPAGBh5hcA/JvP49wMU3J3BiHkKCHkPYSQ9xFCWPPX2wHsB/A8gG/DbBLbgQCxM/GKvhg3WmCBAVtI7KCo8gzbsLUojc2YtHAqpzlqmbzAapk0g+LFn70LV31pK38uldeRiJgNWsUJzBaYWFhxOFUx/XY5PG4FT/c8d9LxOFvAlnZHoQpGC+LG7m0Xr8bqwbjj7yINtuR230TFm9/YrPndZ2voD9AKYM479XJyqwdU3ry1Ue5zzmtkJmPPnyCuZc3DaMFtCw6INUWqYz4DHUvuDsrDMCiOz2V5g/GwtaY02mzBq/aDrSluJ7AO2gPX3/Ec/ub7hWok3aAIyxIUiRS9D/fFQ5Ck8rVxO4/O4P59Ezg8lebXG1BYU8TWwoTH/V911X9KpLqAxjAo8pqBQSsoqsVogSU0W8197rMArgHwDgDLIAoWgTsAvMrPQSilmyilw5TSEKV0JaX0u5TSb1FKv2U9Tymlf08pPZVSeh6ldPFo4hYhVvabTJGqGwVe8F01MEXDFlM0xpiinF6wyXFDtix7me3kuMV0mH+vIRGREVFkR1FgWrWte8Wi7JmMvxK1S04xNbu/eOKo4/EpK8uyrCfCWR9DMFoohr64GUB+694XarKg9At3Bmhi3v7OGP2da/NFOMOZouYJimxL7nq7zxUW2gJ2hhIIZkOpG4YjocDmUUgmPAkjPp5VDcRdSRSzeWHNp9JBC2M+r0E3KPrjJmPO1rJ6Ma7FIBqksPdma0rHaKE9cWgyjaPT6YJ7OlOgRBSp6H24LxaCIkllgyK2buRUA9PCPbzAaIEpBTwYKl2nCAntE7oiCpJV7GXYMXtjIcgSqYkp4gn7VmKKYDZv/Ril9McotNQ+AGBtkCfV7Ni8eXND3mdJVwRhxXToYawLu/BY89aeKrTY0ZCMgUQYoxZb4Uc+x5gisXkYCyxSOQ2JsIJISHIwH8xtjllyM8z4bGbKArB794w7Ji3LsizriULVDVBKTQlQmUzFyv44PvfG87Dj8Azu2nXC1znUAvFm1h1VMJXKQzco7t59AoetburNzBQFMQ+4fK6JtFeNc5/z7qQ+k1F5gJ/TjJrHQdMLm7ea7+9MlIhJh7j7uTZnihq1JjQz5qxkWE/MvK6Dls/5HQNx88rWFbZJ7QRFtaFZ58HoTAYGBU4IyV7AbgofCcmFMmZ+PYcsprz0esCez+uGQy2Tzbvlc2aSykvZornkc2sGE3jOo7dWuXFg6240JCERlmtznzNas0/RIIDdJY4RKfJcW4K5cNQbkmRnapntdYj1KQpXzxQBJls0NsOYovLyOTYRxYn/zLFZACb12sXkc0I2ZT7LLCtd8rmMUz738AuT+ItvPVTYvVm3+zPdv8+2s2bdl5d2R0EtS1fNKM8UAcCbN6yERLx7BwUN1hztf95zCT70yjNgUGDP8STe8wObIHWzSc2EIOYBk6vUK8CoB+rfp8j8v5h8bjatYjARhkTMBbPWcdAN6tSDW9PIfU8Qp1ci4gyKarGkbQU0ak1oZsxlzPWAmSqwa65cc2K/8DsGYhCWtNYoVuORa+L78WJAM84DTTdwYs5MEI8JBgaAacktEVilAS75XDqPWEg2+xSR8i0JWEI5pxqOxHCBfM6SM0eUQqZIbMtywao+XLJuADuOzBTsI8qNA3vPWEhGV0TxrEvyC7eKabHD71keAHBZkecuBrAnmNNpDdTbCW9pd4QHO4wZSuZU63erT1FExmAijHWDiareY7g3xuta5nN6wSbHDUbZioWoLChK53VbPifcONiC0x0NOWoTZl1M0b17x/H4wWl+Y2LI6wbOW9GLnqiCu3bbzM50Og8CiqHuMH+dQQs7PXshrEhY0R/DoclU2dfWCnYzi4UlXtD4zKj5nf35RSsx0hsNbEOwEAhiHrDrpZk21Gzxq1cdlC5k3kIyKVg0ZzJ59MXDiCgy8rpR8zgU1BRZ/8dckloxKIqFnQGTRNo7KFpM7qiLFUxZ0GPVwYa5fK7y62ZyPufo+wb4HwPxOuVBUadPUSBoxnlwMpkDuySYeobBMGz5XMZDPscYez9GMzZTpPN1L6JIBXVsulUfzZgiMVBnjbb3/vtr8PP3XYZLThlEXjOw84izkXe5cbCZIhmJiBKM0YLUWkHRDwH8KyHk7QCYHosSQq4C8AEAN9bj5JoV9c6G3P/hq7DtY6Y9dsjFFDHmSJEl3P/hq/CWjauqeo+RvihGraxIOq85XO+8wDZNbBEBgAefn7TOTUPcw2iBaV27o26jBWdQdHjKDFAmU04GKa8ZiIVlXH3mUty1+wS/kUyl8ghDQ9TKpKga5TcLP1g7mGgMU2R9FxFFxlCXGcDtGp0DALzjsjXoi4ebOjMZDFPUhO5zui2DqAeYfE6WCIa6Io76PcBajGMhhBUJOVWveRw0d02R9bO7zrCUfE6R2zsoasYMeaMxJ8iNgNrkcz965BDedePjjkasfsdArF+cz2mglHbkcwGhGefBqMAOjbqYIp2a8jnzPuwMmGYyKmc9zftf6euYrxuCcVZvLFSCKSpkUlXdgCJLCCsSFFnCxWsHQAjw6AFn1Uu5cWCBWDQkmUFRvpagyGKKlNaSz30BwP8C+BEA5pf8AIC7ANxJKf16Hc6tgyKIKDKnTiMyC4rMi1akKONhxeFWVwmW90Yxl9WQymkW01M6KGJ6URboDCbCuH/fOMZmM6Z8zqopcgZFjClSHNlAt3yO1ddMpZybv7xuIKJI+PMNKzGTVvEHqw5oJq0iQjQeMOZ0nWt//WD1QLxBTJGdDRrqNpmi3WNmULSkO4JoqDBL1G5oTvlcY5gimRAM90Zx3JW9nEmr6I2bQVEQgVmxmqK4BxvEEI8UBkzNZJbRQeMxZ60HjClia1k1ZiFzGQ153ajqmhMTMPM5FXNZjc+5dr8ftyNEdsgtn2PJ1uG+WMF9eFZgivzc/9g1lrOCIkLM2nB3UMRUL2wPKM4PU+ps34d74yGsHUzwfYVfsFrmCJfP1VBTZK1BSisxRZRSnVL6NgBXAPgygO/AtOa+mlL69jqeX1Pida97XcPei2XT5j2ColrAjBWYI1o5+Ry74JPWefzVpWtgUOBXO47xmqSoIjuYjznOFIV4lhBwMkWUUhyyWJuJeWewpOoGQrKEy08dwoq+GH6+3XShm0zlMDzQwwNGVa+cKZpJq76twasFq6+KKDKWuIKioa5wgdyw2RDEPMg0pdFCfWuKGFMkScQhc2WYzajoi4V5D7Nax8FtUsL6ERUyRfbP7ucUifDzbkc0ck1oVsy6jBbY5q6awD5jOZuKLJPfMRCTGcms3TOmLx4qKHrvoDI04zxg7NCKvlihfM5ynxvujWJsNutgJmcyefTFTAWIn/ufJgRFOc1AWJYQD8sF15zJFEmIhDyYIus5Eacu6cLzJ+cdj5UbBy6fU8ygqCb3Od6nqLWYIgAApfR+SunHKKWbKaUfoZTeW68Ta2Ykk4VuH/WCbbSgOX6vFawxJAtE/DNF5nmcubwbS7sjODiRQlo1Lb2LMUVdEQWvOmc5uiMKLlrd5wiKZtIqf92Uh3wuLEuQJYILV/fhsBU8jc1m0RsyOF2ragZ0Ct9B0Rqrf1G9JXRcPheS0B1R0B8PYS6roTcWQkSRm54pCmIeZJvYkrte7JabKRqbzfDFWNUNzOc09MVDiITMHma1joPuWmjZNHIHPkRkitwskkSaqtdU0GjkmtCsYIkx1luPy+es+ySlFPfuHYfh417AnE1VTQhwfI6BWz43ZSXHhntjbS2f2zU6x9t0VItmnAdjMxl0RxWcvqyrUD5nKVCGrfrfadfeRawpKnf/Y/K6vBUURRQJUUV2XHPbD03hd88cRzQk8Zo7ljj92bYj2D02h1jIuQc8fVkXDkyknAYiZcaBrbuxMKspqv6613RTfk18KnUWGn6bt95DCPkGISTs8dxZhJB7gj+1DvyAMUOMKQrKCz7GgyKTKSpnyc1qDuYt9idq2WzPZlRQak6uiCJDMyjP+iezpiudLBGsGojj6U+9ChvW9Dvkc4em7MDEMyiyFs5YSEZWNWVyozMZLIlJtvxCNzw7PRfDyn4zKHJT5UGD3XgiigRCCE5f2g0AnDWKWp+pncGbtzZRUGTL5+rbp0iWCJb3RpFVDZ5lZ//3xUOcKaoVmuFsfMwEdNECS277Z/dz7c4UdVAec1kV3dZ6ANhrGWOKnj42i7++8THct2+87LF4UFQFWyvWfsxnNa4YWNEXhWbQhvdNWiz406/djyu+uHWhT6PhmJjPW+ZWIYeRFKXUdJ+zmCIAjqBxNmPKmAH4suRmSbScZiCvGwgrMmJh5x7gZ9uOIqvq+MZfXtLQBjMAACAASURBVFTAFH33gQNYN5jAx157tuO4py3pgmbYihs/YHWqfbEQuiJyTfI5puhpFvg90ysBvA/A3YSQQddzPTBldR1Y2Lp1a8Pey23JHRRTxIKiSYspcmd+3VCYC57F6sQtK0pmjx0LybavPg+K1ALL8L54GFnV4DcCVk9EiLO5KcDsJ81jRkNmRuX4XBaqTjF1ZJ+9qGoGdAO+LLkBOyhxv1/QYDcztoE8dWmX+f6WE11EkZq6T1Gt8+Bd33uMj4FuUIc0YTGDBXBqnQI5UT430hcDAIzOmLIOxrKabKPJFNU6Dm7pKZtGhUGR/ZqoK1spS+1dU9TINaFZMZfRHH313M1bWc3GyWT5+zLbvKq6gc/fsRun/9vtvsdAZHjnsiqmrDVsuNeca+2YqGL33lqbQTfjPJhK5TGQCENx3cPYjzIhWG5dG2PWfTir6shpBpfP+bn/cfc5zUBOtZiikOxwtcuoOoa6I7hgVZ9jfwMAJ+ay2Li2H6sG4o7jnr7M3FeIErpy4/DEoRn0xUNYMxjn7nPVrr+qXr5H5GJCJTvozQBWAHiEELK+TufTQYUIlzBaqAXMbtdvTVGIuc9Z5xELm1kOZmVqMkXMQtJmitxBEXNrYRlvlrFY2R8rYIpyIlMUlpFVDRy1gqgukuNGC6rFFCk+maIBq8eL29UraDDam43h6SwoEpgid5fsdsLWPWZG+JJ1AwCahy1im7hKM8pzWbVAnuEFdlgm2wCA43Pm381mWP2DZckdCFNkOPTgbBq5m7c6LLldz8kS8SV76qB9MedKktnyOfO6Ye6jfmo905ZblqpR3HDvfqg6RY6WXsMYxIz+0ekMryka7jPnWjtK6JI1MAXNjqlUHv3xcAHbYzP2wAhjiuacySkmn6ukpihvMUURReIKGIZ0Xuf3VkWWoEgEOU1H3pLuLe2OFhz31CXmvuKR/ZO+P/OOI9O4cFUfCCFIRBRoBq1adaDqRmAKpkagkjN9BmZPohMwA6Or6nNKzY/16xsXMxYaLQQTkUcrlM/Zltw2MxQLCUFRSEYk5Gw2lsypXD/O0B83Myvs75jOfO1goiAoMiebJeWxWJUj0+bm8LxTRlxMkX+jBVkiGEhEMN4ApigsS9whkGV0WkU+V+s8kCWCv7/qVFx15lIA9XNzCxrsPFnjYL945Vfuw+XXl1ci65wpsrPXjCni8jlmya3pNY9Dofuc+bM78BGZooKgqM3d5xq5JjQr5jKqgyliARJbCyat+/G0q2UDYDIZYhKCyefyuoGl1v00scLfGLDjdEUUHJhIYTqdhyIRzuC3Y6Jqcj4Y06FmnAdT6TwGu8IFDVhFxn6wKwJFIlxyz0oA+mKV1xSZQY6OsCIhGpIckr2sqjv6w5ltFwy+V1naEyk4biKi4I0XrsD3HzqIO58xrbhLjcNcVsW+k/O4aHU/AHvvV62ETmthpgiU0gkAVwG4DcCdhJD31OWsmhwjIyMNe6+wu6YoMKMF8zjVyueiPChS+e+2r77OX+tmitYOmdQv69fDsodLuiIFN2axpigalkEp8ML4PAgBzlqzTOhzYWp//QZFgBmY1J0psihyhvXLzJqiZT2ifK55F+Ba5oFumI6BYVnmDF819QELATEQqoQtOu5qTlwMjHGRCcGS7ggIsSVFYoaSWXLXej8ya4ok4Xe7h4UIUqKmyI+mvpXRyDWhWTGbUbkdN2AaLnRHFe6uyEx/plOFG/R7njuJiz79B974m7E5qm7wZFM6bDLO+04kC5pZimDX6enLurB/PGUyBYkwXwPbkSliAWmVHT44mm0eUEoxzZgiV681HhQRAlky78Xu+3AlNUUiU8RUMLGQ02ghndcdBjes9+NJa+1gCQA3vvDmFyGsSNhhXfelxuHpo7OgFLjQCoqYRPvwVHXGU61aU8RBKVUppe8E8CkAWwB8MvCzanIsBFOUqpPRwniFRgssKIqFZUTDMr8RxMN2byXOFGW1AqborOU96I+HeOPXuYyGnmgIg11hTKbcNUX2ZGONWvedSGJZdxTnnHmGQ5OuVWC0AFhBUUDZsWLIaTovlgSAZT1RfOedG/HWjasBmD0C8prRNLU0btQyD5jsK6zYhhnNwhSphsEDhnqwI6LRAmvix6zuvWqKar0fuVlWu7FfqZqiTlAkohkz5I1G0nLeFDHSG8MxK/s+wZmiwvvynhNJJHMa9k+YdRNiTRGr65iVzODoFV+9D2/4rweLngerKTp9aRfmcxr2nkiiPx7iczrThrbcLCDtixd4bVWEZpsHc1kNmkE9a4pEF1AADlMEnpziltwSZ/iLgdcU6QZ31o26jBYygnwOAG/bwYIxL/kcYJZViPbepcbhwITZo/E0S86/3koq7DtRnXOgatDWDooYKKWfA/AWAC8P7nRaA1u2bGnYe9WrTxGjaCf99imy6FF2Hkw+Jx6vsKao0GhBkgguP3UIDz4/AUop5rKmpKI/YRowsAXJMCg0gzpqigBzQo/0RbFlyxYuJcxpBowKjBYAs0/QRNIu8v/RI4fwgVuerMmFxQ3TdtP5vV5z9jKeXYp69CFoJtQyD3i9lSLxDXm9+v4ECdMQwk4q1MOBTpRtAGxhNN9nJqOCEDPLHrayiLXejzRXPR4bm1hBnyJBPhf2CIqaNLgPAo1cE5oVc5nC9WCkL8rr7JhSwEs+xzahRy35tBgUMbb2kd1HfCWY2OaUMfdPHJ5BfzzM53QzS5qrBUtIuoPWStFs84BJ9gcSVk2RkJhjy5HXfdiu7Qzx1/h2n1PNoCgSMpminCX/B0yWMiaodljbBR4UecjnGETWqdQ4HJ3OICxLnHVa1R9HNCRhz/H5on9T8nNpRtP0KAL8B0XrADzpfpBS+gsA5wG4OsiT6sA/OFOUD1Y+Z1ty+5TPseatWVsu5wiKQrJgIWlOzDkP+RwAXHbqII7PZXFkKmPqzKNKwYLEHOy4fM469ngyx9mniOJkivwaLQC2fI5SinueO4mP//oZ/GrHMdzy+BHfxyiHrKo75HNuMParHRdhxhRFFInfUJuBKWIbMDZf6tGryJ2hjCgSv0Zm03n0REOQJYKwLAVitOBmithnKqwpsn/2MlpoZ6aog/LIqHpB76uRvpgdFKWYNKmQKWKb16PTZs+uNFsnNLvWaJZGedBUCiz5croVFAHmppjVxLanfM78fns81utWhhgUKa7EDvuZ7ffF+7DI2AOwWKbS92Lep0i3LLllidcXszlgMkX2noG1XRify4IQYDBRnMmLhWVea1cKR6bTWNEf48GeJJntQvadrI4pMvdeLcYUUUoPUUo9tUSU0gOdJq4LB7ZhnLdka5Vs/EuByV9mMyrvJVQKYvPWiJXdF7PFZk2RLZ9jjindHrI8Zik5Pp/FXNa0aXVL73hQ5JLPzVm9jwCnpWsmrxdkr0thSVcEed3AXFbjxevLeiL43oMHAtvc5TSDL7Re8OpY3S7ICfI5dkNthqCIyStYkF6PniZ8MZbsfkEiU8Syk2ElmKCosE8R+PuKIGUsuTtBUQfFQKnJ/CsupcNIXwzTaRXpvFaSKWJ1Rsdm0lZfOruZMZuTGmRs3Vu+xxG7z6weiGPA2mT2tTtTxEyHmqQBZ1BwMkWSt3yO34clx304JBMe5Jvum6Xfix07p+nIqWZN0dnDPQCAZ60a63RecySoI9Z7nkzmMJiIFMwfEW4nu2I4OpXGyv6Y47H1y7qx53h1QVFep9wJuBlQ9EwJITcSQtYJP5f6993GnfLix+bNmxv2XhHZnHSpnOlWElTXYLOhqPmzH8pcrCliwUe0mHxO03kQ564pMh8zJ/1cVrOYopDd44gFRZqLKRICnq6Igs2bN/Pn8pphWllWEhRZGZrxZA4Zi4V7z0vX4eh0puqbgxusa3UxNDtTVMs8YEFvRJF4wN0MRgtMLseuNb+BnDjG5SQ+zGhBEpgixr7OpFXueMQsuWsZB8OSA3otthVZcpP2DooauSY0I9iGMOQKvkcsG+yj0xlMpW1LbvccYXVGR6czjpofUT4HAHc8bbpvlVom2XUaViT849WnATClfWxOZ9vQfW7CCg70Gu/BzTYPpt1MkZfRgpeMOa2iNxbm+zG3c50XxD5FrHnrmct7IBFg15gZFGVVw7GvYjVFx+eyRU0WGOICU1RqHI5MZzx7HZ1M5rgSqBJoulEwrxczSnGhVwH4T+vnqwGUWtHad7XzQDIZzKbZD/jGXzfKmiFUAkIIooqpQfWSuLmhCC54rHeKKIVwyOdUAyfmzMzTgAfdyxyI5jKqVVOkFEjv2ELnNloATAvKZDKJwR6zz3Aqr0MzKBIVBEVDXXYDV3Yj2bDGci86mcTZIz2+j1UMuXLyuVBzL8K1zAMe9MoSb5LXDJtqJi1j16PfQI5ZzwPmBrGUBpv3KWKLcUhCVjVgGBQzGRW9VjE0qymqZRzY+XsxxSWNFlxzTZHbOyhq5JrQjGDJA9l13Y9YlvO7RudAKbCizzRemM85TXqmhZqitCso0nSK1QNxHJ5K46EXTAMfAjP54JVEZNe8IhH81aVrsOd4Em998Sq+fvjpk9RqYExRrWx9s82DSXdNkdVEnAhJHlHGnFN18z6cznPGHkCBc50XbKbIqilSJMTCMk5Z0oVdo7PQLFmd231uz/EkZtIq/vKS1SWPHw3JvCa62DikchqmUvkCpqjf+ixe5ljl0DLuc5TSdZTSndbPa63fi/07pXGnvPhx2223Ney9xBqioIvZWGasEqYIsLPEBTVFjPnQdOw8alpDnreit+BYTLc8l1GRzJruc0wml3MzRbLTaAEAuiIybrvtNj4RZ3kDWf9BI7vxZFSda8jPHjazNmJn6FpQVj7nsjBvNtQyD0QmkDNFdZCiBQ2WDayUKZoVg6Jy/Sy4Faz5e0SRkcyqOOWjt2PnkRnOFDFL7ltvrX4c2ELuLZ9zLh/iS6JKYcDUzkFRI9eEZgQLREKu2gPWh+uZY7MAbEesGZeEzq4pSvPGrYCZpFANijWDzsy3QYvX+4nXfEiWcP2fvwgXru7Hku4Ihroi2Hl0tmkdQasFky7Weg9ezPPgRw8fxNp//V+HmdJUKodoSEI8rPB7ILs+2P+SS8Z89ifvxB3PHOf3YQAFLJMXmIkDKy9ge7tzRnqwa3SO18mJQVFIljAxn0dEkfAPFqtZDPGwzFnUYuPAau5W9TvnC5PsiXPLL9RW7lPUgT80MhvCbHmB4EwWGFhQ01NhUBT1CIoiiuRwn3vy8Az646GCxQqwJXXHrIaUPbGQ0PjVxRS5jBYAmyli7zdjbTgrYYrYZ8ipOjJ5nWdt1g4msO9EgEFRhynyhGik0UxGC5rLhMDvJkIMisqxS4ZBIRG7hicakhw9tViGkl1bs8nqr1fNpZsX4Zajill3d4Km3d3nmi1D3miweePePPUnzGv54KTZI+WUJQkATltuTTcwm1Ex3BtFVjXwH3ft48+ZTJHzPvuy04cAmMk5L7BgyV0cTgjBxev68asdx7DuI7dj+6Hpyj9ok4IxcbUmNhbzPPifRw4DAA5altSUUmzdM87rehiLye6JBvVmith6LSaTJR/Nq1lCjfcpspK6Zw/3YHQ2izFrPyQy9G/ZuApvuGAEN7xjY1E7bgbRfa7YODxtJR9OXdLleJwFYqlc5QlaVTcCaxXTCJSqKVpdyb9GnnQHTrANSNAUJQs0/DFF9nvzmiJeWyRBsvqpAGYwsOPINM5f1ecpX4iGzI3w0WlzIeyJKgV23jk3UxRyyucA+/tgWcVKaorY+2VVw9Ew7fRlXdhbpQuLGzmtnHyOnUNzMkWV4iePHcbdu08AcDKB3GihCZiGh16YACAwRT7PWcx8+2GKxCAlosiO4nO2qWPXli7c5k/6bBDL30svzhSVcp9zz2u3nW0HHYhgG0J37Roz+Tk0aW5U2WZt74l5fPCWJ3HL44d50us9L12HV5+zHLc9Ncb/nsnnxPXpivVLABS/r+r8XAqv+RevHeA/7zjcmkHRnc+M4efbj/LfKaXcYroebpqLBYNdpuyYNQveeXQW+07O480bVgFAAVPEbu2ijDklSDdZfy32t5U0b2WW3ABwzoipptl2aAqAkyl67YuG8Z9vuxAvtQL9UoiFlbLuc3/YdRzLe6I4a7jb8ThjilJVMEVaCzFFBwEcqOBfBxY2bdrU0PdjgUHgTJE1+Xp8aEjFi94tn2P/JyIKQjLBE4ense/kPC5c1e95LEIIuqMhflPpiYUcARXgtGwGnNmT7qiCTZs2QZYIJGJn4RMVyOeigtNQWmiYdvrSbuwfT+EtNzxccw+anKto0o1IkxstVDoPvn7P8/jxo2a2ziGfY32KFkg+98j+SZ49LIXdY3P48C+eBmBf837c32bSeTxuLXhA+c9pGM5aiIgiOZimsOxkjt/wxjcBALYfmsYln7+bN+fzA84U+TBaKNUHTCbtzRQ1ek1oNrBEgLsgmxCCvlgIh6bMBNlZVtb+lscP45c7juHDv3ga91mOcku6I3jbxascf5/XKVTDgCITfPW1K/D1TRdy5UOuCAPPNv5e7OjF6+ygqFybimbFjQ8cxHfu389/T+d1/p3U2ituMc8DVkd82LrW/vepUYQVCdeePwzAvr9pLvkcu+1FFRlzghGBqLDxU1Ok85oi3VSRMKbIql/eftAMwt33Xb+IhezmrV7jkFV13Ld3AtecvbQgqcX6VFbTuDjfKjVFAP6mwn8dWBgbGyv/ogARtjbPQVOUbPL5YYrEBYQFU+zv2eIRDcl49bnD+M2TowCAV5+7vOjxuqMK17ea7nNu+Zy1iMqFQVEirPAxCCsSzyS6e2CUApfPaQayqu1cx875sQNT3A2pWpRjimJhiylqUkvuSuYBpRQnk1mu5xabt7Ls8UIxRR+45Ul8c+vz+D8/3Iafbivep0pke1gtxNhs+b4oH/zpTtxwr70JUX0snjIplKsCwLsuX4t/edUZAOyEwdExk307MZcFpcDYTPlzEt8L8GaK3PVwJYMiubx8pJXR6DWh2WDL5wrvh73xEE8unL6sC4pEsPPILH/+cWuzOJAIO3oLAWbjSE2nCMkS+vUZvO78EUfCywvsmvfayJ0z0ouvvvV8AM1b61kOJ5JZByPApIohmdQsYV7M84DdL49YQdGzo3M4a7iHJ4ULmSJn8BwJSWB5n9efP4JvbLqQH9uP+yb7bhmbw5JaA4kwhnuj2GbJNStRvIiIhSWkVR2UUs9xeHZ0FhlVx8tPX1LwnM0UVREUaUbgCft6opTRwvcppT/w+6+RJ73Y0WjdLJvMwcvnWFBUPiMmvjdzwWOberHe568vWwMAeOMFK3DGcucCJqInGuJ1Ek73uSKW3B41Rey8mNFCvAJ3PlG6JvYGOHdFL77yFnNRTHvoa7/34AH80807yh6fUopkVuNSPy8wY4hMFZT1YkAl82AqlYeqU74Y5wQmcKGNFqZSeSSzGu7dM47bny6+qIt2pSv6Y5AI8MJ4eVaGyUQZyjJFFC75nH3tv+bc5XwRZ3NjJmmeA9vEJXP+ryethPtcKUtuN2RCuJX4YoeqG3jswFT5F1aAcnNhcj6Hq7+8Fbst6912Azda8JDZsIL1kEzQHVGwrCeKvG6gPx6CRIAnrM1ifzyMkV5nXQWz5FYkwscgKkijvcDmXzEX4decO1zy75sZlFIcn806akdYsmeoK1JzYmMx1xQxI4NDkylQSrF7bA5nCXsUmSfnzHEvdJ+z74dXnbkES3vsa9Fs3uqPKUpa7UrEQOKckR7OYFXLFMXDCnSDQtWp5zhk8ubn6vdwBGYJ5XQFawdDXi9dO73Y0Dxn2kTYvn17Q9+PUZtBR+MsKPJjtCAuIMxmmxsuCJmNDWv68c23X4RPvO7skscTbcD74uEC+ZxtyW1JhWSJn0NXROFjEJarY4ps6Vphj6NS+trth6bx4PMTZY+fzpsUuZclOX8f6/vz04V6MaKSecAs2tlibMsj5YIMXSORVc1xms9pyOsGb6LnBbaY/d9XnYHXnz+Clf1xvDBe3uRgea/T/rScbt+g1DHfxAVHvE7DVg+zp57ZBcCWC7EeYX7AZU0em1X3Y6WCIj+bgsWCD9zyJN5yw8M8YxwEys2Fp47NYv94Ck9ZrpztBq2IuQFg3v/Z/4QQrOgz58u6oQRWDcR5jeeynmiB7McMisymsGwMOFNUhOlhzYqL9fyznVCDvS9PpfL443MnHbUojcZcRuP3OwYmzR3qitQsYW703qgSsA3/4ak0xpM5TKdVnCkERWwdYgpCt/uc4z7s7tNmXdelEkMs2GLfvRhknbncbgFSrWyTXfcZVfcch7xuXs9eyfVErUxRE8nnfH+7hJClADYBOAOA2+aCUkrfE+SJdeAfawYT2HtiPnhL7grkc+ICwjb6XtbchBD86XnDZY8nZruX90S55SoLinIupogQgmjIbE7WJQRUYUXihZOVBEWyRBCSCbKajqyq84UZsINQr2Alk9cdC0oxiJ2yi4FtcJs1KKoEJ5LmGLHvTnSfYxulhSjyZf2DJixL2vFkDifnso4sIANjijZdvBphRcKpSxLY74MpmknnMdQVxsY1A7jz2eO+mvw5mKKQGLALQRE3WjBfy+aMn+uTwXafK1zU3JvGUvI5iW8oKP/ZDwyDQqe0YZr06VSeF+pX8j3VClazxq6zdgNLcnkVZDOmiP3PGrquGoijNxbCock0zljWzRtui8jrFJphONbGcvI5zShdGC5JBGFFCpwp+uef7MD9+yaweiCO33/g5SXrTesFdh/OawbvL2MzRWHsOdEciY1qwNbZI9MZnvw6c9gORtg9l92f3e5zzmb1zq01u31pBkW4yP3PnTQSk9ynLk0Ix67uXsjbjBTZT7jbnIiI8b+tgilqFfmcCELIGQCeA/AZAH8L4LUA3gHgXQDeALPRawcWNmzY0ND3YzalXhKXWlCJJbeIQRYUcfe5ym/ujClaOxiHbC1CgGmRDQibZrkwO5OIyHwMxM1UpRmWqCIj53KfE4+T8tg0ZSxmoVxGjQdF8eJBUUQx2S+v3gCN3LBVi0rmAXNFY9+peIPmltw1FvlWA5YlZc0LARRlixhTxK7dU5Z04cDEfFnZ2ExaxUtOG8Kfb1gJoHL3uaiDKbKvcZa5PP2MswDYme1Krp1SNUVulAqKONtXodnCjQ8ewCu+cm9Ff1Mtth+axoWf+QP/PUiDk3Jz4ZBlOc3uC+0GzSjOSLL1h1nNj1hM0cr+GE6x3OheJrhvfey15vWuSMThPsfGwJZGF5PPUU/GSkREkQJnio5NZ0CIyVSIRgeNxAnBnZLdi1lN0ZLu2pmiRu+NKgELivKagT/uOQkAnkyRu0+R7MEUuROwLKlUSu3gvu+Le5tThmyL7Er6LYqICUyR1zi4E82Oc1EkhGWpOqZIb8GgCMAXATwOYBnMZtCvARAD8F4AaQBvrMvZNSm6u4vXytQDp1oThkmQgkIlzVtF9JdgivyC9SpiN4MC+ZzHBGbBV1dE4WMg1hpVwhQBZgY+q+kF8rmSTJG1kSrn589MGga6igdFhBDEPWw0t+45iQs//ftA5T31QCXzgF276bzZEdzZvNXSci8EU2SxP+JmlTWSdCOZ0yw7efN8T13Shaxq4N3ff7zkBns6nUd/POy7dsrsU1SEKQoVMkWhqNkLjMnnkpXI50rUFLlR6iVSlRLI50/O4+BkuiEOjIytOX9VHwD7XhMEys0F5gjYtkERY4o85XMsKDLvlSwoWtUf5wnBl6+3i8Pf+7JTcPD61yKiSFA540GENaGc0YJR1kI4GpIDZ4om5nN456VrcPZwDzePaDTEPQTbALPE0GBXBAYtLQErh0bvjSpBOq9hyFqP73jmOIZ7ow6FiM0UOY0WuHwuVJigZfCTFHLfG8Xjsevc69h+YStPNM9xcDv6ev19pTVFukGhG5RLuZsBfoOiFwP4JgA2YyRKqUYpvRHANwD8Rz1OrlkxPFxeHhYk2IRxF2zXimgF8jkRgyVqivyCBTBrhswNXYElt+4VFJnMSiwk8zFYZsmcJFJ8shdDRJGQVU35nKMPUimmyFpI5svQzFPz5ZkiwPzu3HT373edgKpT7Dhi1x/MplVftUyNRLF5MDqTwd4TzkJPMUOZVnVvS+4FqElhGwLxvYszRSoP5gHgslMHAQD37h3Hs6PegZSmG0hmNfTFQwj57MdUIJ8rVlNkPd7TZ1rfsxoKr+u21HsB/piiYjUY4t9XGhSxLPXEfLAJn1Lv9YFrTgcQLFNUbk1gfXgm2zQoUos0bwUK5XOrB8w1YfVgHNe+aAQf/dMzcbk110SEFMlkigxTfsnGIFqm1YFq1RSVQtBMUU7TMZfVMNgVQW8sVNEcDRJeTNFMOo9YSObNz2u5Dzd6b1QJ0nkd564wewKNJ3MOlgiwA3abKTIf5/I5RVSTuJki6/5XIrHnVkKITJG4rlSa3GWICckAr3Hw2lOJSITliqX8bkOsZoDfM+0CMEUpNQDMAhA7RT0OM2jqwMLNN9/c0PdjEoKgM1ddERmE+OtTJIIxRRFFAiHVZTbYZpR1aSbElNDZltzMaMHJFCXCCgghfAyWW0ERe7wSRENSEflccaaILbTlitmnfTBF7L3c7/OQFfyITlX/+JMdePt3HsWsYAu90Cg2D66/4zm8/6YnHI85MpSWqQEh5maabZQWok+R2P8HMLPWz455BzhzWc1hELJuKIHb/vGlAIDxZB6T8zn86OGDoEK2kB2/LxbiC2c5pkinLqbIWnDcgT/7+e6t9wEQjBaqqimqTZrr7vHhF6yeYbIBtTazGRUSsfuVBHk/LbUmqLqBI1b7gckGBH+LEZpReD9nsI0WzHXopacNYcs7NuCyUwbRGwth88tP9bTyDskS8roB3aoRYmPA5XNFmEDdt3wuuOuDMYRDXREkInJVMqUgIDZ3nufyORV98ZDQGqH6z93omF1lXQAAIABJREFUvVElSOd1rBmIc/dcsZ4IEJgi3SmfY5dKxKFKcdcUlZeAuxNGxQKJap3cxH2L1ziUqikCTPfeaoOioOvd6wm/3+5BAKypzB4AfyE8dy2A9rTMWSRgxfpdFVhO+8FbXrwK//32DRUzPYwpIoSgJxqquCYJsDdPosVqRJH4xs4rAxENyQ6TBQAYtqQW1WQqoiEZGVVHRtUdOl5mo+3lPsduGuU2npOpPLeYLQW3fO7odBoHrfoDMSg6MGG6nLFC2cWM47NZjLoclk4mnYsxc6whhNhGCwvAFM1lnOO4cU0/jkxlPIPPZFZzZPQAYKlV/D0xn8OvdhzDx3/zLHYJ4zZtHac/EbZrp8q5zxUxWoi7An+2eOpwsqyVyOdspqi2TJ/t3FTZGPKarlT9g4WZtIreWIjf7xrVh2bP8SR0gyKiSG0snyvOSPa65HOSRPDKc5aXTXKFZYmz7GKwxeZLrihTZJRNAkRDctG/rwYs6B/sCiMRURaQKXImpwB7Xig8adOaZguZvI54ROHKm0KmyMl2U5fRgugW594zyT7kc6WMFgDwvUKlyV0G7j5XzmihBFPktecpBcY+taIl9x8AvML6+SsA3k0I2UMIeRbAPwO4sR4n16xYCN3sL/7uctzxzy8L9JhLu6MlG6wWg8gs3fiuF+O9L1tX8TH+76vOwD/9yel4xdnL+GMRRcaxmQzu3zde1GiBBSxsDIatoKoaY4JoSOabMpHtYgYIXjcXu6aoDFOUMutIyt3g4mEZGdU+1tNHTZZi/bIuR1DEJI7MaW8xoNg8mEzlkM7rju/oxFyWB/epnGkLy2tiZCY9WHim6MVrzY72XmxRMquixxWUDyTCIMSUY7BmxE8KsscZizHsi4d9Z2L1In2K3Asx03GHo2ZiwDZaKAzofvzoYVz95a0Fph6lXMGK4dJTBgoec+vx3bhv7zjOu+53mEnnQSnlGw9bPlf/YGEmo6IvHrYbNwfIFJVaE3782GFEFAl/dsEKTKbyDiaxXeDF/DP0uYwW/CIkE55QUiRSUGdaqnlrucx2kEwRpRTjFkM41BW2EmELFBQlnfdhAJjNmGsVG5taWiMs1poiVTeQ1w3EQzJOGTKDorOKMUWsT5GrpqhU/bIf+bCmu1stOI/xhw9egZ9svtT3Z3KDu8+pesmaomJBkVlTVCFTVEaStxjh90w/AuBDAEAp/SlMx7nHYbJGfwfgk3U5uybFtdde2/D33LCmH6ssrfVCQ7Tc3bCmn0vgKsFAIowPvmK9QxYRUST8YdcJvPt7j3tmAC9c3cc3rWwMlltBUTULWDQkYdrK3Io3OUIIEmHF00wh6zMomkzlS9pxM7jlcyethrZXnbkUJ+ZyXG7DgqLjswvX48KNYvOAZcPZZ9ENivFkji9G81ZQxDb75TbUQeLeveO457kT/Hd3ULTRur52edQVJbNaAVuryBIG4mFMzAtB0WExKLLlc34zsabRgv07WzzdCzGTc5xzntlsuJgl93xOw5d+vwf7x1P4xRPHHM951RRt+9g12PHxV8ALD3z4KnzvXRcXPM77dBTZ8O84PINkVsP+iRR+teMYLv7sXciqekPlczPpPHpjIbu5Z4BMUbG5kM5r+PWOY3jDBSM4ZUkCec1YMOnUQoLNba/ge81gAkNd4YJNajmEZIknqRRZ4mNgMtCl3ef8MEVB1Jz9escxXPSZP+Dd33scADCYiKArIi+Yu+jJOfE+bH6+qVQeffGQIB+rPhgMcm/0b796Gj/ffjSQY7E1Nh5RsHHtAJb1RLBuKOF4jewKbLh8zsUUhWRSENxLLumdFzSD4gyhH5GbXVneG8WlpxTWzvmFbaute46DKFn3QiKsIK1WyBS1ak0RpTRHKZ0Tfr+VUvpXlNI3UUq30HZMbZXAYs2GNDvYJk8zKE7MZSFLxLF4/csrz8Dn33QegEKmqKr3U2SeqXZn4eMR2TOrzja05Ra1aZ9BUSzkzM5MzOcgEeCas0wG7aEXJgHY0snFzhTpBuXNdJl+fXI+B4PahiGpnGm0YC8y9e1TJN6+/vrGx/A3398GSikopQVB0ar+GLojCg9wRJhGC4VyyKGuCMaTOd6UUWSK2PUlZmLLWnK75HMsQ+mu3WMsKlHM66xY89bfPjmKqVQey3uiuO63z+JN33yQP+dVUzTUFfHseg4AK/vjnnJbsU+HF47NmJLQ0ZkMnjo6i8lUHs+OzvJALuhaG8aaHZvJ4GVfuAfPn0xixqqdKOdOVg2KrQnHZ7NI53VcduogBq1aplasK7rzmeP47c7Ros9zRtJjQzaQCGPbx16Bi1b3V/SeIVniySnRfY4QYrZbKNq81SjbFysopui3O0e5hBYw5XPxsIKsajS8WbVhUJxMZoX7sPndTaXyGOyy5b21yJiD2hvlNB03PXoYH/rZzkCOx9byeFjG2y9ZjYf+9U8KrgG34Q/vU+Sy5Paqoeby4ZLucwYusJwvgeADCXZe6XxxpohJ1r0QjyiVM0W8Tqn13Oc6qABbtmxZ6FNoSYh08thstmSXZDYGwz2xqt8vGpL4guXOwifCSkFGNyNsosoxRVOpfNGNpYh4WHZkZ8aTOQx2RXDR6n70xUO8nwLbSB9fREGR1zyYTufB1gUmGWE6dmYYks5rjt4GSo0Zyp1HZvDBnz7pucn499t24c/+68ECydLusST+8tuPFmQiY2EZg11hTzc0r5oiwOzvYTJFacgSwfPj8zxo5kYLiZBtKFFWPuc2WvBmitj398BDjwCwmQ93wD5uMXZfecv50A2KJw7P8Jopndd61LZUlOvozgLGsZks//mxA7Yt8XceOIBP37qr5Hv85sljvhwYx2YzOONjd+KWxw/jycMzODKVwdY945ixZEJscxOk0UKxNYHdM2IhhdditqID3fv+Zzv+6eYdRZ/XArrORDjlc5JjDKKh4s1X/TBFESUYpsidoOiKKDzBxeo3WIKm3phO56HqlN+HU3kNmm5gOq1iMBGx3ddqSE4FsTcyDIo9x5PlX1gBOFMUlkEI8Rx/9pjBmSLrcVfzVq9+iH7UDppBHRK8oOtwYoJ8zmscRMm6FxJhGfsnUvinm3f4vh5blikihEiEkPcRQu4mhOwlhBx2/TtU7xPtYPHj9eeP4N0vWVu344sT69h0xnEDKYaeWPXmE6LFpjv7E48UevZnhSCplARmNqPiyHSaW8uWQiysOGqXxpM5LOmKQJYIrli/BPfuGYdhUH5TX0xMkRfEQvKTcywoMs9ZlM/lNZ0HvYps1nDlqwyK7t59Ar984hiOzzm/G8Og+O3OUew8Oovth5x9QX667Qge3j9ZcKx4WMFQV6QgKNJ006XQmykKY/9ECsmshvNX9oJSsyeOYVBsPzRt1jtEFNuSu2KjBYmfm4gwN1owX1usT1FW0xGSCS4/bQg3vMNs6ndoyrSIDsp9rixTZDFvx2Yy3ITjsQPO7//GBw+UfI9//smTePt3Hi2bYWfH/+4DB3DY6vX15JEZu6BcNm3gG2G0kBE2Y4OWE+VEsrWYItbrqxRYIqCS2rVycMrnnMctJX/TDOrpZuf8+2CYomROwyXr7Bo8Qgivi2VZ+VM+ejs+9LOn6h4YseTU6gGzYXoqp/Gk4GCX0EdtAZpoi3j9fz2A13/jwfIvrADsuy7V4N1OWhVxn1PYfdiLKS9fU6RbVvCsjrqapvelwNbTYtdtXjdKBmIsqPrtzlHf135eN7/XlguKAHwBZp+iPpi1RHe7/t1Tl7ProKnwtU0X4pOvO6duxxcn7IHJFO9BVAqEECztjuCtG1dV/n7CTalAPhdSCpxYRKaolMPX1j0noeqUS+BKwV1TND6fwxLL0ezSUwYxmcrj2EyG0//7TiQLegAtJoi1IePzOWTyOm9cKco28q6sVUSRq96EMEZqTHC8+9a9L+CUj97O65puefwIdIOCETA/eqQwzxNWJMgSsYIiZzaf1ZcVY4pYbcxLTzO7GRyYSOHmxw/jjmeO431XnGq67FXAFPkxWlAkAokAOmWLoW79b/AMHmDKxFgCYM2gGagfshwOeU1RjZtVxhRd9aWteO64sx7LMChGZ8yAddQRFE1V9V537z5R8nk2VmOzWRy2gr8nDk3zflFAfZpzeoHdM+Jhmd/PTrRYUPTU/8/ed4fJUVzbnw6Tw+YctKuwygkJJRCSyBlsgzEYDAYjYwMG2zhgP/BiY3DC5v0Mz8/CmPgIJtgggogSQiIq57iKm/PMTg79+6O7arp7emZ6dme0QXu+T5+k3Qk1U91Vde8599xj2hb2cpCDZirZWjowcCxdO9XGCWYDl9CSOxyN6uhTxGXEiKMvEKLNaAlIc3DiwikIwCubjqP27rfw1w/2D/g9tRAMR3GgXXQwLXGaRaexQIS6PsqZosFooi3HjsbY+qEnMaoHZP+0JXHa5VR9iuLlc4n7MuoyWogK4FgWf716Np69ab6u8006YBgmaX+tUDi5bFTeKiJV2wiCQAqb76EIvSO9FsBvBEGYIwjCNwVB+Lb6TzYHOdywfPnywR7CiIQ8KBIExG0mcsjn4Itfno3fXzFjQO+nziCJNUX9k8+t2tGCIocJs2X64USwGUVbcJIl7HDHgiLiytQXCNOxNPX6ce5f1g4oq3iow5MRS1it+0DNFF326Dr89q3dYBigOj9W4CuXzwEiGxLsb1AkHTLlLNp/NscMBebV5mP9gQ64fCEIAnBGXREiUQFFDhPm1+bTzB3ZMAsd8fI5kg1PVFNEsEgKig53eLC72YVcqwE/PrcOQCzwSFU7FYkq5XMx2YZyMya9vabNnAVAmSGUz68/FKUJAMJeEgaFBGgDZopk433o3X2K37X3BSgLeLC9j2an0zEcEIRYQPvW9uakjyWSRbc/TIO/JunaIPeUKK/KHFOUaE8g963ZwKFQYoBbhzjbmy42HxVZ2GSObsksufsLAx+z5OZZVjEHpDF3orGkNlpgM2LE0SeZs7x9x2La04w0B/cGw4pmqgCwYm3DgN9TCz94fjOVN5Y4TbCbePQFwrEm4zYZUzQAo4WBno3Uc+YPRTPi1Efuw2TtR9Q1RSTAoZbchmRMUWrnvnBEDMbNBg6nTyhM+LiBgLQ10ZoH9Z6rhjyhqXcvjsnnRl6fIh7A2mwOZCRh3759qR80irShpnbLcxNnUjIxB3L6mgQiBKL7nHIxlgdJiYKK93a1YtXOFlw6s1zh0pcIFiMPQRAXf2LdSg7ZtF+SFBTlyPpB9ZdViUYFXPrXdXjyk8P9er4cWnPQJWUeK3ItaHP7sa9VzE4KgsjEWI1cjCmSZZeMXP87yMeCohhTRAw4vnZKJRaMLUCzy09Zo6/MLse1C6px42m1ePG7C3HHWRMAxALjQrvI/MgPB2uk2q6JJfEFrKRXVrHDhFlVuSh1mnG404t2dwDFDhMtbI3J55LPXTQBU6S1GRs5Fm0dIuMivybkdUWBUIRmXIk88KgULGTqsCofr9pIgJhWlOeYcbBdZG7kPUIev34uCu2mpIfqgJRRB0AboSZCj8w8Y/vxXlTlx5IrpBeOWDOSOaYo0Xokl89xLIMiuylO5pkIwXB0WPQ12tYoMkXJ6oVi1u+ZyygbOYYemA0co5iDRPK5G574Ap8f6kptyW2IMUVbj/Wg5udvYn+aDL0gCOgLhGE385hc5sS0ihwAYsINEO9RdVA0ttie1nvoxaqdLfTfxQ4z7ZXUQZvKxowWBmIAMdB9mUiuS51mLBonOrFlwpmS7N22JH0DYxI4cd6jKkvuGGOvVVMk/p1IPhyNCogKmZWPasHIcwhGoprzoN5z1fjlRZMxQbr+9JoejWSjhZcBnJfNgYwkNDUldtkZRf+hPuiX5SRmijIxB+SgyDBAiSooUsvaAGVNUSL3uT+s2oOJJQ785LyJusYQ60IdRq8vhFBEoAEaWcBFpiiMS2eW475LpyZ9/1ToC4bhDoQ1jQTShdYckCLyuhI73eDkIJtxnHzOwPZbrqLFFLn8YZw2vgAPfX0mqvOtEARgZ5N4eMu1GnH/5dPxvaXjAMSyh+RvEpSSA6kgCHjq0yOYUZmDGZU5ce9//tRSPPatuVj702UwGzjUFFpxuNODjr6gIthWa9YTIRIVFMwLlW0Y4jdjk4FDb58Y4ATCEdoA8KlPDqPm52+isy8AfziiSACMKbDSmqKYfG6gRgux8aqlhyRYnVMTq6248+w6+u+F4wpwzbwqhCKJC87l17u6MbAavd7Y+7sDYVw+q4L+n9xTpgwxAXRMCdYjarQgXVslOea4g3AiPL7uEM7+80cn3KVMjdV72/Ctf36R0ESDBNhyxluNmHwuszVFZEgGjlXMgRYTKAgCPpPqCLkUhg8mXrw+BEHAK5tEM5aP96c2+ZAjEBbdStU2/nZZTZG6RjRbTV1JgAGIySmbxBSRBEaBXSafG0BN0UD3ZZIw+OOVM2j/w/YM7FVECq/lHEeQ0H1OWosJM2/VeI1UTBHpeZRJplQLhCnSmgf1nqtGZZ4V310i7ol62UISPI3EmqIfAZjAMMwKhmG+xjDMmeo/2RzkcMMoU5QdqJulniimKE/WWJPAZuITyueMHJuw83OLy48FYwt0F1FaaFAUoYEKOUhTl6JABN5gBFYTp2CP+gPiOpYJ6ZA2UyT2gqnOt1KJFgD86BzxEFxkN2FXsyvOCcfEcwj0Q7Yhb4zY3BM7YPT6QpRZI5KxbVJj3Dyr0hWQBKZWGhSJvyfB1tbjvTjQ1odr54/RtDM18izOmVJC57ymwIYjnR5qmkGg13o8Go0V9wLJZRtGjkVXj6jBD4SiqJHMLP6xTjQtaO71wx+KKrT5Y/KtMaZIo09Rf8ArgiLlIYbcRxfKGkVPLXfiWwvHIMdigMXA0fsv0aGCuHhV5VvQ6vIn3bRJfRcZUlW+Ff97rWgwQZg+c4ZqRggSrUfU9UoKaEudJt1B0YG2PnR5gjjc6cnMIPuJbz/xJdbua4dXY80QBAHHumP3eSIGO0wtuTNbU0TAc6xiDmoLbdjZ5KLBNOmJRdhBg44+RYIg3qukRo3UAukFeW+15JYw0p5gmLqJXjarHNX51qy5ixJG+NoF1QDExM/+1j60uPxgmfT6qCXDQPdlkkApyzHT5FQmjEnkjG0ixPcpEn+udAJlNV8jVU0RleJl8PrXgskgKi40maIU8jkglrTQa3o0ko0WygCMBfAdAC8BeF/6857s71GMIqtQ1xgkY4oyAUKHa/UTEpkibaOFQruRNr6TIxiOwu0P6+pPJH8fQDw8EXkXOZTbpc3U5Q8hEI7CauBhl0kv+gNSb6EO+DKFbm8IeVYDynMt9Pv6w9dm4AeSRO3aBWOw7Xgv9rS4FQupkesfU0TYNUApn3P5QnCalUHR1uNi/6A8q9IsgWQPyd90M5YO9x/ubgXLgNYepUJNoQ0dfUE09/qUTJFO63G10YLVwCHXakBlXvz9YOJZ6j7nD0XiGhJGBQG+YESRIS12mtHRF4QgCFQqMtCaIrlU1BuMKCR05KA8tyYfLy5fgBsW1aAi14JfXzYNm+85BwwTa4aYiEUj1/vEEieiQnJr+l5fCOU5Znz8szNx9bwqLK0rwvnTStHwwIWolowmzIb+yzXTgY9kqKX7vNRp1n3wbXOLj9uXYXvi/kIrkdLpCcIbjKBG+l7ViS0Cco9mmimi/1Zdv1fMqYI3GMG0X72DRz7cj+se/xy3Pb+J/j61JXeswW9Moqd9nNrd7MJf3tuH5l4fbaEAxBJXiZgiTyCCFpcfViOHh6+ahW/Or0ZfIAy3Dje/dOENhbFsYhHuv1zs83ftgmq0uPx4bG0D8m1GsCxDExODabRA7o3SHItsHT4x8jm10QRhRuVxTEWuBRUa6zAJnBKxbJlKPqWCiecQDEcRFhgsevADvLEtxhgFUsjngJhhgl6maMRacgN4AkAhgDsgyuiWSX/OlP09CglLly4d7CGMSJADRIVUo1GeJCjKxByQzH6BRhBjM/EIRQTFwYksrEUOE/o0Ni7SqLN/QVGYZiTJYd4uZRQJY2E1ypmi9A907+xsoUXRmQiKtObAGwjDZuIVJhnywOBrcyro/Mq3B1OCQ6o3GMaP/7U1YcNL8t3YjJxCiiJnioodJhh5ljJFuSqmyBLHFCk34/d3t2HOmDxdfacAUToIiAdBuQkDOYilao6oNlrgORZrf7oMV2o4LBp5FvmFxQDETa8sx6yozfMEInHyuVyrAcFIFL5QJCtMESCyHATyjXP+2ALUXzqVBlHk72QZykA4QqWMpBZJq7kuQY8vBKfFgIpcCx786gwUSy5P8sAtU31oCBKtR75QBBzL0M9XkmOGyx9OGDzIQeSne4ZwUHRMYoMnSAycL6ENdhQcyyRsHNkfyIu7eY5VzMEp1bkYJ7ld/s+ag9h6rBefNcTcDhONk4AYkwRCUZqsS/Sc257bhP/+YD/uemkrvv3El1gpNbElDqXqoIjUFHkCIlNU6jSDYRiUSnWQ2WCLvMGIwkxoSV0RZlblIiqAzoled8xkGOi+3Nzrp72cqIV9BuRz3mAYDJO8NxAJfihTpHKfA4BXvrcIt585Ie65fIp6LNL7aaDJp1QwSk2HZ8xfjKZeP257bjO9b1PJ5wCZmiGcbk3RyAuK5gK4QxCEvwqC8J4gCB+p/2RzkKMYBRBjisZJxX4lOaZkDx8wyI1MFl85yIG6V9aNnCwupTlmyrgAoDp6UhCqFWQlAqkT8QUjdNMlB1gi1yAHf4ux//I5QRBw5wtb8Md39tL3ywb6UgRFJp7D/V+ZBgAKGZGR03af293sxiubjuPLw91xvwNi3830yhy09wUQCEfgD0UQCEfhlOaQZRlU5VmkYAO07kb+3hzLwCr9vFAab3OPDw3tfdjV7MJZOuzVCepkZgzyzy4yIkzaRguAGChrbagmnkUoKs5vICy6zMm/e18oLLrPyXpykWu7xxuSyToGyBSpDrvtCqYoQseaCDEWLX4z/v6zm3Dbc2KWf6IUFDUmqSvq9Yao9XYiJGvumUl4gxFYDRw9eJY4pIOv7NonBflqUKZoiFjwawVFRCI7MVVQFBEyniVXyueUr80wDP7vOwvw1dkV8AZFt0v5gbU9hSQr1uA3QpN1idZMcu2vPyDWK/3k5a3Y2dRL59Suks/ZZPK55l4fDYaIMiIbveh8wYhC9sUwDB6Q1mGyl+nto5ZNtLr89Psw8RycZj7lXOmBNxiBzcgnDcpjNVXa7nOAmCzVCixS9SkKZaFPlxaIJbf8Npx0zyqs3tuGYDh5nyJAdHQEYrK4VAiMYKboKIChb3MzROBwxDtQjWLgIM1Sbzq9Fj85b6LiIKdGJuaAyBS0mB3ysy5Z0TbZFMtzLej2hhCNCohEBVz1989wxwubYz0f7PqDObl8jhg5EOaC51iYeDbGhpg4mnVMVz7XFwjDF4rAJWUvU2VK9UBrDjxB0YK2QnYwL1aZWCybWIw/XTkT9106jf7MZNDuUxSQxpkoq08O34vGFUIQRIaC2Gc7ZW59RFZmM/JxroAMw8Bq4GgBrd3EY2ZVLv6zpRH/+9FBmHgWXzulMsG3EI+KXAu191a7GvIsm7bRQjIYeRYCw1GGxcSzilo8bzCicJ8DYrbUvb6QjCka2Kam3uy7PfH2rsmyiTHpTvw1cKjDQ69bEnA2JmWKgsi1JE9MmA1cRuVzidYjfygCs+wwqmYDGtr7MOO+dzHrvndVksMItS7fO4hBkdw4wReMnxvC2E2Q2NFk8rlM9igC1PI5Nm4OSnPMOKOuSPO5bTqDokA4SqXSidh5ec3Qd06vRZ7ViB++uIXWwTlMygCdYxmYDWKPpcYeeVAUHzBnCl5VUAQAU8tzsOK6OXj6xnl0XMDAmKL+7svv7mzBm9uacbTLS78HABhbZI9LCgiCgFU7mhVrjPr3aniD4aR23IAssBGURgt6XGTJeq0VFAmCgG2SdDvbTJFJYop4s7Jx/Ae7W9OrKdLLFMn2neECvSO9H8DPGIbJjh/kCMPKlSsHewgjEv9z7RycUVeExeMLceuy8Ukfm4k5IAetQo0ghhTjyy1xSSBRkSuyDm5/GE+sP4QvDnfhtS1N9ICQjnyOsEHekIwpki0wDjNPM8YWA99vpkidbcuEfE5rDjyBCGwmHkUOE3iWAcNofx9XzKnElHIn/T9ZzNUgDmGJxrt2XwdMPItlE0UJ2e5mN1xS5lNuYX7tgjEARDcyLVw6qxyLZQeo6xeOwcF2D/614TiunFsZF9wkA8MwqJMYjbigiGNS6rXFJrP6g6K2jk763Zl4VlGL5w2KzJlcPpdjjTFFJAjJFFNEgsFuGcMaDEdh4JikhwuyGWtJC10yqWqB3YhCuxEtriRMkU8PU5RZS+5E65H6MEquByIJeuzjBrj9YYSjAlplbo3ttL7QhCOd3pTsYibg8ofwj48bFO8lv1+03PqOdnpRaDfRezxhb6BoNONZcvkBj+cYzTkYn8DiOpXVOblfAuEIPXx7Q9prhzzAumB6Ka5dMAb7WvvQLAU3aqYIEBMvDe19aHUFMKVMXAeLneK1kQ35nC8Y0bSSPndqKRaMFZ3pDDr7qCVDf/fl5c9sxK3PbcKuZhdOlblUTqtwYleTS+F8+OGeNtzy7CY8uvpA3Ot8vL8dtXe/RRuGE4hMUfKgiJolSNe/FlOUCLGAMv67W3+gEzc+uQFAjI3LFky8qLhY/fE6AMCfrpyJReMKsOFwd0pLbvJ8IP2aokwnPLIJvSM9D0AlgMMMw6xkGOZp1Z+n9L4hwzDnMwyzl2GYAwzD/Fzj9zcwDNPOMMwW6c939L72KEY2ltQV4ekb5+nKzGQC31o4Bl+dXYEbT6+N+x3Z5Ls9sQOZLxiBiWep3K7TE8C/ZU1CScPQtORzRiKfC9MDhTyjZTPxdNO1GjlaZ5QuU6QuVvVloCGeFjyBMGxST5bSHLPYKV3HgmnkWQQv0jBQAAAgAElEQVQ1Dl3k4KrFbDW09+Hfm4/jugVjMKXcCRPPYk+zi8pBnGalhn5skQ1LEmSOf/uV6bh0Zjn9/0UzynDWpGJ8+7Qa/PT8SSnHrwaRExWpAm4Dx6aUp4jyOX3vY+I5RBAzqYiTzwUj8IeV7nM5mkxRZmqK8u1GOKQD349e3EJNQpKxvoBcy67cjAVBUEhV7SYeTosBLl/i67fHG6KBXyIka+6ZSXhVJhdkbejsC8AbDGPl1maaGZff0yRAOqU6F5GogNYMSIhS4YcvbMH9b+7GJwc7Y+OQHdC1WKCOPrEXF/mMiRjoUETIqPMcoDRMSWTgMK7IDvmZVm/CSi6fIwoArc8fjQpUBpxnNWBaRQ5lM0n9prqmCBAd6NbsbQcAzBmTJ70nhwKbMU4+19EXwKIHP6BsQ7oIRaIIRqJJndcApHSAzAZ+v2oPlcYCYj+7s2VS5WnlOXAHwgon00ekYEjrnHDHC1sAiOYXcngC2kGhHJyqZQL5HvScR0jAr2Vbf0jmHpl9pkhUXIQFcS7HFtkwv7YAe1vd6OwL6K8pSiMo4lgm658rk0h+FcSwGEAUgBvANI3f67pLGIbhADwK4BwAxwF8yTDM64Ig7FI99EVBEG7TObYhh7KyssEewkmPTMxBrtWIP181S/N3eTZxw5XL57zBCCxGjrJIHX1BHGjrww2LavDqpuP4/FAXOJZRMBSpQCRbnoCcKZIFRUYeB9vFonWbiaPMUrpGC8mYIkHQz0wQvL61Ca9HZuGeqLL+xSPVFAFAZZ6FFhunQiKmiEictA6wnxzsRFQArl9UA45lMLHUgSc+OUzlRvJ5YBgG7/1wCfSu3Saew+M3nKrvwRo4b1opmnr9cfbfPMuklKdEBf2bp5FjwfBG+v2YeBaVsqDIIwXb8muKGE30+oK0zmqgiQiyQRCTkFU7W+APRXHprHJdBb5UPqf6bvyhqCJzbeJZOM0GBXukfLxYT5bqHkzU3LO/KCsrw6ubjqPYYVZ0q/eHIookR67VCJYRmYr/WX0QfYEwfnhOHX7zxi70BWKfqV1ih08Zk4d3d7WisdunkKQeaHPDH4rShqADRUdfAB/sEZ3TdjW7qOxMzl5pBTxufxg5FgNlVhIxuuFINKPOc4DSWp9nWc09wWLkUJ1vBcswONThQbHDhGUTi3HmpOKkr00+T6srQK8/rTW3wyP+/t6Lp+Brp1TCxHPUaGXzUTGIUVtyA8Csqlx60J9aHpvD0hwzWnqVLOj2xl409fqx9XgvZlTmJh23FqgtvE6mRO+BWAtac/Do6gP44zt7cejBC+P2mXX7OxTyuIpcCyaXxSR45Pre0dSLmkIbXP4Q/V7VQSqxsNf6DL5QWPfnJ8FQVMNoIRE4JjFTJJ/PE1VT5MwrANrEs8SpNXkQBLFmOxWjk25QFIqkZp+GGnSNVhCEGkEQapP8Gavz/eYBOCAIQoMgCEEALwC4rL+DH6qYO3fuYA/hpEe254BsuN2eILo9QXxysAMf7mlDXbEDBTYx+7/1WA8C4SimlDmxTNpk86zGtA6Y5MDkk+RzJp5VPN9u4mmwYDHwtM4oUZ+kRCCHLAJywGlz+VF791t4e3tzWq/3we5WdIUMiux2NCrAE4zQoOi/LpqCX182VdfrkQyXGoQpUtujA7FNkbjCVedbEYkKtMmi+mCcaferZFg2sViT9TRwbJw85bG1DXjm08P0/1GV+1wyGHkWvMlMvzuzgcNFM8rwwFdE612flnxOxRRlIoNP6idyLAbkWY103tpcovlFqo3TQA9kyu9GHfwwDAOHmafSVzWIA2SqmiLR7TBzkrTZc+bgR//aimsf/xyvbYmxx2r5HMcyyLcZse5ABx5dcwBfn1uJpRPFAESeQCDByOwq8RDc2BPLlAPATU9twMV/Xddv9kCNLw7FnNm2Sy6N4jhi64ZWEOnyh+C08HQdSyyfEzJ+IJQb5PAck3BP+N1XZ+Dhq2bBwDEocpjw0Ndn4qIZyZNqhCk6LuvB5NOQzxGpW2WehbKTVXlWmA0sDnV4wLOMZr3F8jNiRyp5wqAsxxzHFB2WpGD9NRzwBeMVCFrQ21w6GbTmgJj7qO83QRBwuNNDf37ZrHLcf/k0xRpdV+KAgWOws0lkfuTGR+q1Yd3+dvpvdTLOE4ivqVJDLYEjcUE68jktlk0+n1lnigyifK6yJtaYfIysTYNepiioU0KpJ+E11JBytAzDGBmG2cQwzLkZeL8KAMdk/z8u/UyNrzEMs41hmJcZhon3mR3iGGWKBh/ZngMDx8Jh5tHlCeIX/96Oax77HI09Piw/YyxlkT4/JMpMJpTYqTtZOtI5QNx8WUY89PuDkbiNS94wkCzqdqkbeTI89clhPPPZEfp/tXzOG4zgpy9vxW/e3A0AeGNbekEROTjJs3WkuSPppTStIgdzxuTHP1kDYiduLfmcZIerUeStrsG68fRazKqKZVKdaTB2Jwq8yn2uxxvEH9/diwfe2kNrF9R9ipLBxLOIglU4vNlMPK6ZXw2rkYPLF0JUgEI+ZzNy4FmGus9lYqMmNTynjS9UZPBbXX7R9cigkylSbcZy6RyB02xI2MuFHBxT1YCZpSBcqyi7PzA5Y+zQOikoB+LlcwBQYDNh09EeCAJw27IJmuYpzb1+GDgG0yvFTLnaWII0tPz9qj0ZGT85uJ02vgDbGmOBVqs7RVDkC8FhNsTkcwmNFqIZr6eQX2cGTpspAoCF4wowsyoXU8pzMKFYnxFAaY4ZHMvgz++JTTA5loljwYLhKD6U2DW5ZJVlGVrLZDdrO55Nq8jBrcvG4ZFrZse9r7q5LwmK0rWm3t/qxqubjtOEUmqmJHmvMD1Iti+rr40eb0gRvNywqIYmFwmMPItih5nKOOWBkEu1NnxxuIvuv+qgSO2+pwXy+dVMkZ7LVv1cOeQ1YtnuU2TkxGSPxS7WqVkMHO17CKQOikjySssJVgt6zBuGGlLK5wRBCDIMUwsgO0UG8VgJ4HlBEAIMw3wXwFPQ6IPEMMxyAMsBoKSkBPX19QCAuro6lJeXo66uDitWrKCPX758OdxuN9544w243SIde/XVV6O5uRlutxsbN24EAMyZMwcOhwNlZWV4/vnnAYiOKRdffDEcDkfca+7btw9NTU20Q/DSpUvx5JNP4vbbb6dFhWVlZZg7dy7Kysrint/c3IwNGzaguVk8dF5yySV0fGvWrBkyn4k8Z7h8pmuuuYaOO1ufycJGsGn/MWxvDwFgMT0nCLZ1FwI20QTio91NAHjYo32oYNxgIaC3vRH19fVpfSYzPxnt3S5s3r4LwUgO6uvr6WfqbOkGIC5qWzZ+jsMmFjwi+OzLzajf+ormZ/ILHF4JzUEoKuDzdWtR2HcQ60M1AGL1NJGogH9tOE7/b2FC9B7TmqeQwKJk7gWYbu9De08fGjrEhfDNd97DuGLxMz3+3MsAZuHTtWuwpCSc1rXX3Ql4/AHU19crPtMbb78DoArrPvscTXNyFfO0IVQJni3Duo/X0mtvpgBsgSh783S345E//SPj195A7idEI9iybQfq97wGAMib/xW6Ad344BOYyTfDxy5Ae1sb1qxZk/J+Ck+4AD2uPjz59LMAavDSC8+h5tqL0NzcDE4IY+3nmwAU4OC+PVjDNtLPxEdnYe1nGzBhbA1YRoib+3Tvp5cfW4HLjBa0rfkSpppYfu2ND9fBL/CI2IvpZ9H6TC8+/wKAifjbihX4r1u+SefpQK8AYDJ9vZUrV2Lfrk40R3KwcuXKuHlqN5YBqAQXdKO+/m8JP9O2cCmAKrz34RoU5DoHvO7d/ae/A9OuBQBsa2hCU1MRVqxYgcbAdPhbPWhqqqCfydVZDsAJlgH2b/0c3a4+ACz+vfJtONsq4HA4sOsIA3PUhz88cD8szGzsOtyCpiYbVqxYAUEAfME5AFgcaOrCc889N+B17/WjPDgUodYSwPouH954dzU2fPIRvghVASgFALR0dKO+/p+K5/d4Aziwaxv+347XAZyCI43NWLOmIe5+am41IBzm6HWWifupclJM+vyXh/6Ezz56H88991zCebp1koB1a19C/UZB1/50Jsdgc7gCdy4Zh/9sb8ex5jY6/hmz5+CJ/QZs7xAP+s+s+CuKnRb6mUItBwAUw+P10c+i/kynmgBHyIP6+hX0M0Vtk9DtDeG/fnUfeEY8YO8tEY9HX27fi/qtr8Rde1r309//vgJPBcR18O9X1gEA3nv7TWx9TfxOtNa9STPEa6qpuQX19U/0a560zkZiuTrwwB/+BBsTpM//aEcsaQcA3cf2Y02DN+4zGaN5aOpyob6+Hs0RB4BJYBmgpcuNhx56CG63G4IAfMIswOR84HOvgLfe+xCta56ha3mvJ4AD7YdQX/9Gws908803AwC2bN2G+o//D1vD4tg/XrsWeTnJ14g+wQhgJg4eOoS/b3hTce01NMdY2H+9+CK6thVn7WwUCvjQ5/XjsX8+CdSchZ7ONuzZ3AAzJ8AfYfDZuo+xxtJKn6P+TJxdNN149d//wY6VHSnXvS82HIE36sBzzz035M6wicDoyYQxDPMvAA2CIMQZI6QDhmEWAqgXBOE86f93A4AgCA8meDwHoEsQhKTC6Llz5wobNmwYyNAyivr6esUhYhQnHidiDi5/dD22HBOzpitvO51mbQVBwKR7ViEQjqIi14L1Pxc3rd+8sQsVuRZN44ZkOPW37+OsScXwBCPY0diL1Xctpb+7+9VteP6LY+BYBjvvOw9mA4cL/vtjVOSa8Y/rtWtenlh/CPet3EULf5+5aT5ufPJL7Gt1J2x6edGMMjx6zSkJx/jPdYfw6zd24bVbT4M3GMHVj30GAHjzB6dTTXxDex/OfOgjPHzVLFw+W4sgTow/v7sXf119AA0PKHXnD7+/Dw+/vx+XzyrHw99QZlXrX9+JVzcdx7b68xQ/n3zPKvhCERz+3UVpjeFE4PyH12JMgRV/v06UmVz190/h8ofBsWLm+5mb5mPRgx9g0fhC/OnKmSlf776VO/Hs+gN4+ubTcfVjn+H5mxdg4ThxYzvjD6tRlW/B+gOd+M3l03Cd5MAHAGc+tAaTy5wotBnx2tYmbLk3E0IBEfWv78STnxwGAJw7pUQyCvDjjdsXJ3zO+gMd+OY/PseLyxdgvuSGBQAf7mmlzk0AcPh3F+G3b+7CM58dwZ7fXBD3Os98dgT3/GcHvvjFWbRpqxbI9bzl3nPimvn2Bzfc899YExqPyWVOdHuC+OwXZwEA5j/wPpbWFeP3V8ygj739+c1YubUJ1flWrP3pMgiCgLG/eAu3LxuPH507EQBw2SPr4LQY8MxN83HpI+uQazVS6+Q2tx/zfvsBjBwLnmOw69fnD3j8tz23CTubXLj34in49pNf4pXvLcScMfm4/fnN+LyhE23uAH5+wSTcsmQcfU4kKmDcL97CnWdPwC1LxmHSPavw0/Mn4vTxhci3GVGZF7MF/s5TX6Kxx4+370h8DaQLtz+E6fXvAgC21Z+LP//ut1nbE2588ku0ya7hF788ip+9sh3fOb0WpTlmfGexssLAEwjjXxuOochhwsUzyrVeUhOvbDyOH7+0FWvuWooaSfa05I+rcaTTi9nVufj390/T9TqvbWmkpgP3XToVv3p9J56+cV5Ci3JAZCqn/eod/PLCybj5jLEJH5cM6n1ZEATU3v0WAOCDHy/BuKKYG+B/NjfizhfFMZoNLHb/+nxNVu36f36Bbm8Qr992OlbtaMEtz27EmAIrDByL93+0BABwsL0PZz30EX731en4/ao9uGRmOX59Waw8fs5v3sP500rxW0lWnAjjf/EWvrtkLH5y3iS69zQ8cGFKSXxLrx8LHvwAD3xlOq6ZX634/JPvXUXlxE98+1TqlJoNPPTuXjy6+gBmccexKVyJvfefDxPP4Yw/rMbRLi/uOrcOt2k0nyXo7Atgzv3v49eXTcW3FtakfL/bntuEXU0ufCg7swwFMAyzURAETT2tXqOFvwJ4lmEYHsB/ADRDZa4gCEKDjtf5EsAEiXlqBPANANeoBlsmCALR6lwKYLfOMY5iFCcUxKmottCGaRUx+2iGEc0U2twBzK6OybXuuXhKv97HZuQ0rZPF34m38IzKHPo7u4lLKJ/r9YXwj48PYWZlDkpzzGhoj+nRxxXZ4Q9FwLMs7YXxs/Mn4e0dzVSOkwhbpdqFLcd6FNS6XBJBCpFtGm5LqWDkWQiCWFMi71SfzH3OpyE3BICPfrIUR7q8cT8fChDlc7Gl9XCnB4snFKHLE6TW625/OKV9LAFxnyMyM3lRt9XI0YbCZpXEIddiQK83hByLIeOSDoV8zh2A08ynrCniWe16Bi2XOYfZIBkwROMKh1t7/eBYJmWvMHIvZcqW2yuIn3l+bT6e/OQwvZe1rtECWQ0cIK4ndhOvsL8+1u3D+VKReUWuRVGM3tQjXiczq3Lw5eFuhblJf9HS60ep04zqAnFMR7u8mDMmHx3uACrzLGhzB+LkT7QPj9kAE8+CYYA/rNqLP2AvzpxUjH/KjErCUSHjRgtyV7dsWx1bpDWa4GC7ByaexS8unKx5YLaZeHz7tPSSY0Csj1Vzrx81hTaEIlGayEqnpkjuikoSe7qNFgbQp0gNee2fWn55pNMLhgGmljvhD0UT1nsW2Iw40NYnvZ64zlXlWRX3BKmJm1ebD7uZj5PPeWW1rsnAsgxdg6JpuM/J3Qrl6PWFFGvMiZDPRQUgJHBgmJgczmkRP3vKmiI+TflcOH4NHurQO9qPAFQB+JH0730A9qv+pIQgCGEAtwF4B2Kw8y9BEHYyDPNrhmEulR72A4ZhdjIMsxXADwDcoHOMQwbLly8f7CGc9DgRc0AWlLMnF8ct2MQm+5wpJXHPSxcWI0+DIouq9oK87fzaWPbcKj1eC797ew9aXH7UXzoVpU4zWlx+CIKAFpcfxQ4T3rh9Me48O5YpOnNSMSrzLAn16gfa+nD5o+uxakcLANFcYntjrBBbPg4SqMnroPSCWDYHVa43pFbGp3F49YUisGrYrBY7zYpeF0MJPMvSXjz+UAStrgCq863IsxrR7QnB7Q/BHQgrahSSwSjVFDVLDkfyxocWI0eNB9TBdo7FIBotRKIZL/7Nt8VqudpcfgRC+t3n5K5HH+xuxQtfHgUA/PnrM/Hv7y8CEAv8tJwNW11+FNlNKT8TsXNO1a9GL8bPmAsTz2JmlRjIHO/24otDXXD545tGEo1/VX6MSXGYeBpk9AXC6PIEUSUxLaIjWawuoalHnGtSP9ffAnw5mnv9KMsxoyLXAoYBjnaK79HRF0CRw6RpYU6bJEt1M/LaKbVZQDgiZPxAKF+TeY7J6p5gM3LwytznjnZ6UZVvzXj7CNrcV+rDtafZjUhUQJHDhHZ3gNbAufwhPPz+Pmw43IXrHv9c0bfOGwzjk4OduH7hGBg4BluloCil0QLt09P/miL1HJBrFdAKijwodZpx36VTcd+liQ158mxGuo6ROqLKPIui3vCLQ10otBtRW2iDw6SsOYxGBfhC8bV9WuBZhn7+dGo75f0D21x+XPboehxoc8fdByfCaAEAxk6eBouBo/cIMddJlZwy0nVYf/PWEVdTJOHbmXpDQRDeAvCW6mf3yv59N4C7M/V+g4Hm5maUl+unxEeReZyIOdjdIjrenDU5ceCjLgztD6xGDt5gGMFwNO7welBiemZVxRSmdhOPY93xTIggCHhvVysunlGG2dV5+LShE25/GLub3Wh3BzCjKhelOWbq1gaIbFih3YT1fZ1xrwcAL204RjONgJh1FABU5VtwrMunCIrIxqzVlyMVyGIeCEUUz6dMkZb7nAazNtRhkBktkAxwVb4Fbn8IXZ4g3UTLdAZFJEN5tMsLI8cq+rBYjRzts6U+EDgtBqze247tjb1pm4OkApGjFdiMaHeLh2q1NbkaWpvxTU/FZHMXzyinm69Dsv12+0NxfWdaXH6U5CSWzRGQRpltbj+mwJni0TG8vrUJbS4/blhUo+i/daTdhbIcM6rzRcnThsPd+Pmr2wHEbPcJCItVLQuKbDLzlKOd4r1dlS9eA4V2EzzBCGWdyEGT2DO3uQNUatUfkF47pTlmmA0cSp1mahfd0RfAvNp8WIzxFua0H5h04JIzoGrTlFAkqqtfWX/Bs0xW9wQxESVn8ryoytN3j6aDUknySdwH/7OlEQaOwZVzKvE/a0QLd4fZgHd3tuLh9/fj4ffFfPX2xl7ahPXj/R0IhqM4b2opPj/UhT0tIqNiS9WnhzJF/Q+K1HMgD4rUZjlHurwYU2BNacaTbzPSpKHLFwLDiMYWgXCUMrJfHOrCvNp8TXdKojLQk6zjZExRJKrPeQ4Qk1MmnkVfIIwVaxuw9VgPXt7YiNPGFygel+leXWqQ5GJbj0ex5pNWCUa9/eLS6FM03IIivZbcT6X6k+2BDicMpfqmkxUnYg7uvXgKZlXlYq7UXE+O3311Om5bNp4uNgOBVZJmaGWz7jx7ApbUFWFJXSz4spk4RWaQ4FiXDx19AcqSkA3235tFQ4XTpFoTuYwiz2pAod2EXl9IkzLfL8kWAFEa1NDhwaEOD+bViK8lt6n1UJejfsjnpMVYbdtKDlcJ5XMpXM2GGnhWbN76/BdHcddLWwGIh+NcqxG+UAQNUk+qch0He0AWFHV6UZJjUmTPrUaeMm/q4PHsySWYVyteJ50ZYksICqVD/+zqPISjApp7/TqYIkk+l2Azlj8/GVPU5gqgJIXzHAAUO8z08engpy9vxf1v7sYDbyld34609aI0x0wDnVU7W+jvur1Klyy1fA4QXcr6AmGs2tGCC//fxwBAmSLSAJiwuU09fliNHCZI/XAGyhR1eAIIRwXKMlblW3Gsy4tQJIpubwiFdrE5q/oeJN8/WQPJtVaWY0aPyhksG/I5ORiGyeqeQNboQx0e3Pz0BuxscinmL5PvwzCANxBGOBLFa1sacdakkri5Vh9aSSANiP2RDByDU2vzaSNZ8trJwDCMImnTH6jn4LBsXFpMUU1B6mCeNjz2BOHyh+Ew8ZTpdfvDONblRWOPj+57DrOBsq5AbF9K1bwVEINr4joXFQRdznMEDrMogf1McqUVINBxEDl0NENul4lA9oPmjh7Fmk/uUSFFy1GOZcAy+uVzI7ZPEQEjYirDMIulv4dPm9oTCOLCMYrBw4mYg7Mml+A/t56mmeH8xrxq3HXexIy8j0WqPfCFIjCrNq4Zlbl46sZ5CumD3aRc9Ak2HhV11aRDOpFivLKpEWU5ZtRK2WR54MVzLD3EqqVE0aiATUe7saSuCN85vVZRpDpfOlB7NWqKBsIUqRdjP5HPacgFfSHtmqKhDJ5jEIpGcfer2ykDV5VvpYzHLqkfh16miAQLhzs9KHMqnyM/BJlVweMlM8vxr+8uxG3LxuObssLgTGB+bT4euWY2viKZbbS7A5q9WuQgB2Y9WWoSFGk1cG11+1GSxGCBgFh2t6n6dyVDOBKllru7mnsVv+sJAmU5FhTajShymGivLABYMFaZCZ9VnYvTxxfi1NpYsoXY7H/WEGNsibyO9OMhQdHRLi/Kcy2xwC6Nz6CF1l7xdUtzxOunKs+Ko11eWo9W5DCJ9VEqCSv5/tXNSefW5KPXF1LYnYcj0axnybO5J1iNHMJRAU+uP4T3donuXVVZCIoYhoGZ5+APi7VEHX1BnDmpmK7RpLVCjxRonzdVVDEc7vTQ12jq8aE0xwwDx2K6rLmvnrVSzpT0B/I56PYE8bc1B+mhWR5U9wXC6OgL0hq2ZCDKhm5PEC5fCE6LgbKTvb4Q3pJ67JGGvGJwElsbyN6hZmy1wLGsjCkSdDNFgHgPH2jtw45GcQ1v7PZR9pfsxXqbmfcXZD9wB5R7Y44siEwFsZfeSc4UAQDDMN+BaLCwDcAa6e8mhmFuys7QRjGKUQBSFjIURiAU1aV7tpt5eIKRuJ4IG490w2HiaXaQMEVdniBOG19IWYS4wm/VoYugocODHm8IF80ow39dPAXji+349mk1AEClGj4N+dxAaorimSIin0vEFA2zoIhl4nrxFNlj8rKdTS6wDHSxHUCMYTva5aUbL4EyKNL+nu46b2JKR6Z0wbIMLp5RTvt5AakLfGmPFGkzTuaa6jRrb/D+UAQ93lDc96AFs4GD08zT2kA9aOrxU3mfJ6C8Hv0Cj3ybEQzDYMHYAkSiAkqdZhx84EKcO7VU8dhihxnPfmc+DWoA8SDX5w9Tidb9l0+jgTI5EHf2BSEIAjYf7caMyhzkSiYZA2WKOj3i88k6UJ1vRYvLTxvGFtrFoCiupkhig9RNkqeWOxGJCuiT2I5oVEAokh2mSP3e2QJhGThZYJeNoAgQExi+YIQyuEVOE70WOqU1uscXhJFj8b/XzkFtoU0RFDX3+lAuBbhza2KBtx4G3yAx2ZnAyxuPo6MvQHsxyYOiI9J402eKRHMYsga4/CG8vrUJM6tyMUZ6LYfKaCFmAJRmTVFUSKtmzG7msb8tZv5wvNtH98R5Uk1wtvcruo+CV8nnxLnX6vumhpFn42p7E0GrD9tQh66giGGYbwJYAWA7gBsBXCj9vR3ACoZhrs7aCIchLrnkksEewkmPkTQHFiNPmSI9CwxZ4NQOdNuO92J6ZQ7VhssPhxdMix3M1JsjOXS1q4KibZLjnLwh6r0XT8GWe89BWa742j4No4WByedUh81wYvmcPxTRJYkYSuClLJxTll1nGIYeenY2uVDiNOuuvyDBRigiKEwWAMBiiL2Hmik6EZBLS1MyRfRziJtxMle4RPK5Tw+KLMvEEn0NOkuc5jj53JZjPfj7Rwc1H39IOsgVO0wK+Wo0KiAMjhZbL5QSBpPKHLoLqwlT1NEXxJQyJ66V2acXOmLyuYPtHnR6gphfmw+WZVBoN6UV2GmB3LcOafzjisXD5fu7xcakRQ4jLIZ4owW1fI4g3xpjPZf8cW3Z0iUAACAASURBVA3qV+5EOJodpui9H56BV74nGnBkc08g8id5LWeFTjY3XVikAJQ0c863Gul3TObK5Qshx2oAwzCoKbDicEdsXE09fjq2aTKmSM+1yHMMwgNwn5PPwcH2PhTajThFUi7Irx8i99MjQcyXMUW9vhCc5hhTtLfFjZ1NLlw8PdY0liQYSGKFSLz17BVypkxIw2gBEO9hIpWtK7GjsccHj7Q/3nPxZDz2rblxNUaZBllno7xZseafNl5sLn1qTXwpgBrGNJiiXl+INu4eLtB7YvgpgP8TBOE61c+fYhjmGQA/A/B8Rkc2jEGaUI1i8DCS5oDo1QVB3+E1digM0UxpOBLFnhY3rl8YO0zJg5PFE4pkP1cGXrRmQXW42tXkgolnMVZWxM0wDC2k5xjAK9vovMEwLAauXw47CeVzySy5Ndz6hjoMHINAOAqXP4zpFTn4/lKx7wtxbGtx+XGKzOY9FUyywtlkTJEpRYFtNiCXVaV6fwMp8paytD0+8UC4dGIRviW7psXXjRktyPHKpuPIsxqS9mKRo9hpipOe/d9nR/DypuP41sKaOEb1cIcYFE2ryMEOmQMjuTbtUiaa9ImaWKovOAMkowV/GB19ARoEEcgz5THr4QL6GbSYolAkCp5lEtocy0GkuHZpvpZNLIbdxONva8TgkDBFaraWyOfI89658wwIEOgB/cYnv4QnGMHzXxyFiecU9S2ZQrHTTPtRZXNPINfCsS4v7CYe3z6tBpPL9Bt0pAOzUazf6pIc1/JtRoW7GSDK53KltX9MgQ2fH+qCIAiICuIaQpJW6dol8xyru55EC/I5aOgQa4Zi9vex64fUGo3RIZ/LlzNFvjBqCq3IkSymSQ2m3GjEbjIgHBXgD0VhMXIxpkiHfJDnGESkoDAipCufiwUH0ypy8OqmRnT2BWHgGFiNfEacalOBJMm8IUGhDphdnYcd952nS9pu4FiEwvrYwh5f6ISxtZmC3jtiIoBnE/zuWen3oxjFKLIAWxKjBS04NORDhzo8CIajcRv1qTV5uGxWuUK+pJZSFTqIfE5ZU7S7xYWJpY6ErIWJUzNF+npBaL6WdGj+9Ru7cLA9Zu5AmCN/KIp7X9uhqCMZjtS9kWOpvfJVp1bhAinDKXdn02vHDShlaaWqWhqrKbV8LptwmNOQz3FK+Rypmfj63CqcOUl5mNBiirzBMN7d1YpLZpbr1rgXO8xxLMuRLi8EAfh4fzs2HulS/O5Qhwc2I4eaApuCKfKoGNKaAmtcs9xUcJh49AXDaHcHqGU3gdnAwWHi0e4OYOORbhTajaiRDpPEWl2Ov390ENN+9Q4ufWQ9jsuYDUEQ8PSnh/G9ZzfSwyQQYx/Igclm4nGRdF3WldhRnmsR2YuwWj4Xht3E0yTIxFIHJpU6aebYE4zg/KmlCEtSuuHWz0QO8t0c7fJiSrkTPz53Ytbslc28yBSRGk8xKBLvXzJXvbLDaG2hDd6gaO/f5vYjEhUUa8jj189VtGFIhrIcMxp7tBt8A8B7u1oVLnyAeM++vPG4wjYeEJMINYU22iNN7j53tMuLAptRsUYkgtNsAMcy6PIEYvI56bOTscoP+/KkIRCre023pioSha6kgvp9AWCa1NB8f5t7wD3E0oGckVfvjXprfQ08o4sp8ociCIajtF5puEDvKuQGUJngd5XS70chYc2aNYM9hJMeI2kO5LS+2mhBC7TQXHYY2tUsFndOKVcGRS/dsgj//Y3Zip8RBoEU4VqNPKxGTlFTJAgCdjW5MCVZNjQcVGyQbn+INolLF+Qgu+14Lx5fd4j+XC6jevrTI3h3Zyv9v5YxxVBHRZ6FMgvyw68820akDnogDwDUc08kiZV5ljjr6hMBJVOk031OOpCQg36uRhbSwLEwG1i8v7sV+6UGjqSpcDoW+cUOUXomr18isp7lz2zE1/72qeLxhzs9GFNgg93EwROM0OaORCJDDq4Mw+C6BWNQmae/5sRu5iEIYn+fIo16sgK7ER19ATT2eFFbaKOHNafZEMeYPbr6AMYX27G/zY1HV8ekgK2uAO59bSfe3tGCj/a105+7qUNWbL7uOHsCbls2Hi/dskj8vo3xTFGvLxRnsgAor+Uz6oowT3IFy3bjymzuCWQuvcFIXNCaaYj251F0e4Iw8iysRg4mnoORY9EnsR493phsaXqluI4/9O5eLHzwQwCgNUWAaBh059l1ut57fLFd0RSVYPPRbqw/0IGbn96AP76zV/G79Qc7cddLW7HgwQ/w5upPAEj9etwB1BbawHMsjBwLX0i8Z8KRKLo8ASrbTgWWZVDqNKOpxx+Tz0nBVKPU1kB+HdKgKBCGPxSh8rlUluSAVFMka96aThxPgg6Wia3Fe1vcut43UzDJAqH+mhAZOBYBWVC0Zm8bfvD8Zry5TWlkQhJXuZYTv7cMBHqn9G0ADzAMs1j+Q4ZhFgK4X/r9KEYxiixALnPqL1O0q8kFI8diXJE95fMNHIvnb16Ap2+cR39WYDfSIl5AlGB0e0NJJSI8E1G4z5ENqz+QH5o/2N1KD5zqOoYvJLvTSFRAMKzPmGIoobYwNj8FskOBnI1LR2Yht0MdoypaPmtyCa5dUI03bj89600DtWDgWFpcn27TQLLhJspCXjGnEnua3fibVP+z6Ug3AOCUqtSaeYIihwnBcJQGYP5QBC0uZbZbHjB1e4Iocpho5pcEt9RgZACHH3nGvEjjsFhoN6GzL4g2VyDOoEG+DkSjAtyBMM6aVIxTa/IVPcbk7pKtslqqvkAYNiOnKCovz7XgrvMm0gBHZC+U2eM9LS7qaCmHvMagpsBK5Yx6iryHKsYUWGkj7QKbvsN8f2E2iAFEpyeIfKuRBsCibbv4HfZKLmyAmNyyGjm8tPE4fY102GY56kocaHUFsOjBD/CX9/YBEBnSr/7tE9zxwmYA8YqCbvl1FRXXt8MqIwWzVJN2+/ObMf6XbyuYLj2ozrdiT4sb3mAEeTYjzAYORp5FY494v8r3HfLvt7Y1Y9I9q/Cnd/bBZuQ0kw1qKNzn0pXPScFYjsVAHTDb3IF+ubH2F8mYIr0wcixCMgnlvzYcw+tbm3D3q9vovgzEJM4jVT73UwC9ANYwDHOUYZjPGYY5AmAdAJf0+1FIqKvTl3UZRfYwkubAkmZQ5KSZsNghY/OxHkwsdeiWqCwcV6Bo4lpoNyk2uy1HxcPUtIrEQZHdZIQvGEFjjw9r97XD5Q/3e4GUL+atrgB2NIk1G4FwVOFaRWoqSLA0/IKi2CEyUdNUvRlUADDy4ndz42m1mu91/+XTaQ3YYIAEO6YUtV88rSkSN+PeFBvu/ZdPxxl1RfTQv/FINyYU29OScpDsP2miSxqWyiE3M3H5w3BaDHH1HTHXxf4ffuTWyVrzT5iiNqkZLoHYqDK2DniCYQiC2FB1dlUu9ra4KJsrD0raZMGfJxCmB7pEsBhZRV2fJxDG7maXZg83eea4ptCGxRNE5vPzQ11xj80ksrknmA0cZV8Kss0UyYwW5Ayv2J9OnINeX4h+zwaOxdwape17ea6+PmdqTCgWg5qmXj8eWX0AO5t68dqWRghCLBgKqmWUsuuPyRVt+EldWU2heI+RmrQ3JfvsHm96qoIxBVbsltQQJPGXYzFQdYP8+iWugK9ubgQgSux+delUXfcnx4rXtk9igtNyn5NeP89qjJu3E4VkMvl0XkMunyOySJc/TM1mAKCXMEUjUT4nCEILgFkA7gDwKcRA6DMAtwOYLQhCa5Knn3TIVtfsUejHSJoDPdbJcqiZIpc/hI1Huunhoz8Qg6JY9njN3nY4zDxmViYu+reZDfAGI3hsbQOWP7OB9pDoD9R1IJ83xIIf+aH+cKcXOxp76QEtVUPCoYZxRbGgSF1Q/86dZ2D9z89M6/VOqc7Dj+aY8MuLJmdkfJkGkXOkYooIkxWmQRHZcBMfQGdX56Kh3YMebxCbjvbQ/lx6QZyvSDB0RJLOyRvn9sgar7p8ITjNPD38kICJsKUDuRbljKxWRrvEacaxbi/6AmEUO2O/d5oN8Iei9BDjktYEh5nHrOpcRAVg+3ExwUC+UxPPKmqp3IFwymy2RWXJvfVYD6ICqLOYHHKzmFKnGVOl+grStypbyPaeMFa6d9NJWvQHJkPMaEF+uLabDHD7wwhFougLhBWHUeJ4+Mr3FuLf31+kq1ZHCxOKlc1eH193CK9vaVJcH0e7lDVHRMY9tsiGbkH8jrY39sLAMRgrMeMWI4cNshq9ph5fWqoCeT+jSZKBidzBUz6+MQVW8CyDQx0eFNiMePmWhbhyTqLqECU4lsUnBzux/JkNIlOURlBEZHu5VgOcZp4m8warpqi/QZHYpyjGCLW6AjRps/lojHnuSWDJP9ShWxEpCIJXEIRHBEG4ShCEc6S//0cQhPj02UmOkcRSDFeMpDlIPyhSFpqv39+BSFTA0on66ynUkAdFgiDgo33tWDyhMKk1dJ7TBl8ogva+APyhqLTRDcxoARAZFGK2EAhF6ecdU2BFod2Ir/3tE+yUmpwOhoHAQJBrNSLPaoCRY6kFMsHEUkfaNr8Mw+CK06YMijxOD0iRtTGF+xzDMDBwDG3e2uMNgWeZpI5RsyWr+Hd3tqLXF8LU8vTcwKryxe86FhSJWdC7zptIHRdJICEIAi3yjjFFYpCgNiroD+Tzp3XoHltoo/K1EpV8DpAlSKTxOs0GmtDYKlnrk99NKLGjVcYU9fl1BEVGHr5QhAZfG450g2FEVys15MXpLMuAYxnsu/8C/OqSKUnfY6DI9p5Aroms1xQZOARCUXR51EERh75ASLM/1PWLxuDpG+dhzph8zTnRi8o88Z6wGjmcNakYK7c2oaHDg59dMAmXzyrHvJp8HO/yKmSlLn8YZgOLmZW5aPaJ9/sXhzoxozKXqiAsBg4H2z2K56STQCMyPIuBo8kM8nwTzyqSagaOpa52U8qdmFuTr9swgTDWm450I9yP5q2AyBTJ2yycWPlceqoTLRg4BsFIFP5QBK0uP1pdfiwaXwCHiceWY930cSOaKRpFelixYsVgD+Gkx0iaA3k/GT3FkWaDWHRLZAvv7W6Fw8ynZeWsRpHdiC5PEJGogB2NLrS4/FhalzzIajl+VGwyKAVTgXC031kj+aY2tsiGPS1u/GHVHgQjUWoZfGpNPt64fTEEiMXkQP+LSQcTtYU2FNiNaTkbJcNQvhfIvKYyWgDEBq5ypijHYkj6Hc2oygXDAK9vbQIAVOtoBCmHw2xAvs1IGaLPGjpRlmPGV2ZX4HdfmwEgxhSJbIwgyeeUTmBEnmYd4OHn1mWiPbvaRRAAxspqBeVMEWEEyEGZBkUWAwrsJhQ7TNjXKiYYSIBXV+xQBkU65HMTiu0QBGBPs1iE/8GeNkwtdya93+VxupFnM3a9J0K27wMifS3IMlNEaorigyIenkCEZujlh1GrkddtRZ8MLMvgpVsW4sMfL8XZU0oQigjIsRhwxSmVePgbs3Hu1BK4A2EFg+r2i7Wkk8scaPeE0Njjw7bjvZhXG5P0mTQO6OkERSQQqiuxU0kbufa0WDEisdNTYysHsSP3BCM41uXtl3yOsNuk9uyEMkUyltZi7N/x3yD1KXrgrd2Y/8AHCEcFlOdYMKMqB9uOx1oR9A5TpkjXbDAMYwRwN4CrAVQDUN/1giAIw6tL4ihGMUwwpcyJBWPzcbjDq+gJlAwOM4/H1jZgZ6MLXxzqwlWnVulu+KmFQocJUQE49y8fwWrkYTNyOG9qadLn8IjAGwpD8MSyhv2VzzlMPM6eXIzrF9XgzW3NeOHLY7Re5PLZFdh8tBt3nDUBpTlmXDaznBYVD7eaIkCUER1PYns7kkAyl3pssg0cQ2Ub7e5Ayvogu4lHTYENnzaI5htjdDSCVKMq34pjXV70eIP4aF87blhUI/XiEt+bFBOTBITTbKCHn1hNkdSnaIAuU3edOxE3nT5W83OPK5YFRTKmiNxvMSmtsqHq2CIbtd/u9YXAMuLPXJtFZy6zgUOfP4xCe/LvjsjkNh7pgtPCY+uxHtx9waSEj1/3s2XD8t5MhiUTi7FgZ0ta/af6A4s0J8FIVGHVbzcbcLjTSwOS/q61qXCqVJ90Rl0RrEYO35hXRZNPJDg51u2lNakun8j6zJCYycfWNiAcFTBfFhSRfnKkJx+Q3mGaMD/y755c41oOiOOK7cCuVsV9owdHZDUze1vclKHSA5JYyJPuX1J7diKZIoeJx2WzyvHOliP97qNl5Fh4AmG8tqWJ/qzEaUZZjgWHOzrpz3p8QXAsc0I/Xyagd7R/BHArRJe5VwEMrEX2KEYxCt3IsRrwwvKFaT3HYebR6Qli3YEOsAxw8+KxAxoDyWoRicPNi2tTHkp5JgpXMKKw6u1v1ohlGfzj+lMBxLLRBGU5ZvzilkX0/18/tWpYB0XXLawZ7CGcMKTDFJEM5RPrD+HdXa34qo4alIklDhzq8IBl+ue4VZ1vxXu7WvCr13ciFBFw6UzxPYkVODmAxhgYPiafCyqNFgbKWsolN2qUOc2wSLUmxSqjBSDWk4X8TX4+tsiOt6TiduJYRp2xXAFUF1hFpsiU/L4tzzGjxGnCa1ubsHZ/BwDg4pmJa3jSsSMfLqgttKW9TvcHFgOHoMSY5tvV8rkwNSHRsqvPJJxmAz788VKFsUSVrA6PBEEuv1hrN7s6FzwieOazIzAblOYPZJ2eXpFDDTfSkVo7zAbcumycomcZMWrQDIooU5Qee+ySOTkGwtG0mCISpJFgkRjpnEijBYZh8N/fmI36Pa9h8YTL+/UaBo6l7DJBidMkmrpI6+A/Pm7Ao6sPosCWOcXDiYLeq+4KAL8SBOG32RzMSMHy5csHewgnPU72OSCSgYpcC+48e4KiELU/kOvk7zhrAm5YVJPyOafMmIr/7OhUdEDvryW3HGNVG5m6bmhWVUwmOBzlc5nGUL4XTLSmSId8jmMQjgh4c1szppY7qYQtGSaWOrBqZwvKcy26m7bKUZlngT8UxcqtTbhhUQ11WyRZeCIRkTNFxHqbyOc8wQgMLNOv99cLlmVQW2jDgbY+hWyK3G9kfHL5HCDWwfR4Q+j2BKkkkQRFrW6/LChKXfM1vSIX7+9uhdnA4s6zJ6Rd/5ZtDOX7IB3IpWb5VqV8rs8fRpdHnONsW4MDQGmOUspJAvIOmVGHyxdCns0IE89hXk0ePjnswmUzyzUZBEVQlGZQ95PzlMwkScBpvc/500rR0RegPbLSBelhlo74wmGO1RQBQP4gyOcIBnIvkHXMbuLpGleaYxZ7ogXCiEQF3P/mbgBAVFZbNlygdzbsEF3nRqEDbvdoL9vBxsk+B6SO4ebFtbhybtWAX69MsptdfsZY/PAcfQXLnBCO612SCX3xxFIHGAYwsCyCkahCvw5AYTs+GhQN7XuBbLCsjmwiz7IIRaM40uXF0roiXUEGkdNU90M6BwCXzixHc48Pt581QVF/YDZwsBg49Hgl+ZxPkqXJaorkltwWQ/azpVPKnQiEI4rMLG3krJLPxZgiMcHQ0NFHgyJSk9Tq8kMQBF01RQBw0+m1yLUa8KNz6vrdByebGMr3QTqQs99Ka2fR7IIY4uTZTnwtR67VCIZR9rxy+cO0R9qsEiM+OSz2EZOD2HlPrXCCYQBBGPhekUw+ZzfxuGXJuH6/9tRyJ9r2tutatwiq8634zWVTcdH0MgCDI58jGMi9QPbXCSV26jZXZDfJpLqx/bhbtTcPB+iNc1cCOCObAxlJeOONNwZ7CCc9TvY5IL1V+qsbVqO6wIr3fnhG0joBNdoO7oz7WTq9JxKhMs+KN29fjL9eMxuAtvzg63PFTddqGF565mxgKN8LhCmSs4mJYORZuHxhtLsDtIYgFUhQpPfxakwuc+Lhb8zWLMjOtRpi8jnKFPEypkhq3hoMQwhlX3F+z0VT8PRN8xU/c6rt+X0hWI0cPdgQS+T1BzpjTJFUk7SryYXTf78akaiQUj4HiL3N/nTlzCEZEAFD+z5IB+YEQRE5XB/r8sLADU4tB8cyyLca0SEPinyxnkPCwfV4/Pq5WDiuQPE8EshV59voNTtQVUGMKcpccLj2J8vwzp1noE5aV9IJihiGwXULa6jsnMrnBlhr2B8M5F4gve/GF9lx1dwqWAwceI6lcsf9bTFp3cUzygY20EGA3tn4K4CnGYaJAngLQFyXNUEQGjI5sOGMkZKRGs442ecgIB0yJ2UoKAKACSXpFRBbAl0AlHUFmZDPAWJWfEq5Ey/dspBaL8vxwFem48q5VQOWDY4EDOV7gRgtBCOpgyKeZdDQIW64ep3kagpsklFJQeoHp4lcq5FmQuWyNJZlYDVylCnyBiLghOxnTHOshrg6P8LwuGQyP3nmvDLPgrIcM/783j4A4iEmV7KEf21LExolww89TNFQx1C+D9KB3DVMzgaRIOhol5faPg8G8m1GdEnMD7GqJ+u+r8+FsyaXxD2nU3p8Vb4FeVaDGKAP0MrZaUnMFPUXZD+ZKO2FA2l1kE9rioYXU0SMMMYX2/HdJePw+ytEGTP5vnc0ig50T904D0sy4Hh4oqGXKfoUwAQA9QA+B7Bf488oRjGKIYI/XDEDp48vHFQ7zBwmZutLJB+ZHs+pNfmarno8x1KXpFEMXdx25ngUO0y6ghaeY9EgGX3odZLjWAZv3bEYl83KfGPQXIuBFrWT2iJyALOZ+Jh8LhiGAamDvmyAuD8RpsjtDysSEzzHYvVdS2nDS2JzXuQwobk35oCYqqZoFCcOZlmvGaX7XIwpSmTIcSKQbzOi0yMyP3Kr+mT45oJqAKIMi1hW97enHUEy+dxAUUeCogEEnuOL7eBZBjWFwytxR1oUTChRsufke94uBUU1wzQhqfdquRHA8KuYGiRcffXVgz2Ekx4n+xx8fW4Vvp6BWqKB4NprvoFnnhD7BY0vtmN7Y29WNqhRJMdQvhemVeTgi1+ereuxpAM80P8aoUwi12qgUhHSoJIwX/IiZE8gjMqywcuYOsw81fm7/KG4A6rZwOHsySXY0+Kmm3yJ00RZIiBmKz6cMZTvg3RgluoknWZeUT9JGIdj3T6F3fWJRqHdhN0tYvNsuQEJkHgO7r14Cn5x4WQwDIM8qwEsM3BZWU4WmCKC8cV2sAzADsA7ZWyRHTt/fZ6ioeqJwkDuBdLMenyRUjlC5nhHYy84lhmyMtpU0DWlgiA8KQjCU8n+ZHugwwnNzc2DPYSTHqNzMPiQz8H4YjtsRm5AvZJG0T+MlHuBHAAdZn5IdEkvcZrR1ONDNCqIdRMyBqbIbkJLr8iUeoMRsJFgopfJOpxmQ8wlzxfWzMCfNr4QAKhxRImsQeycMXk4a3LyRs3DASPlPiBMkZoNckhBUSQqUNvnwUC+zUiNFuRW9UDiOWAYht7fuVYjHGZDWnbXWiDSwlxL5r8Ls4FDTYEN/ECiImBQAiJgYPfCTafXAgAq8pRBDwlC97X2oTzXrAjYhxP6FUIzDPMtACsFQejO8HhGBEaKdnk4Y3QOBh9utxuv3boYH+9vx6LxhbTB4yhOLEbKvcBLh6SaAtuQ6H0xsdQBbzCCxh5fHANTV2rHa1uaqHubgw8neaXsorbQhu2NvRAEAb2+EGo1GkDPr83HT8+fiEtmiDWAxFr5lOpcvPK9RXGPH44YKfcBcdRUB0XyeZVbdZ9oFNiN6PGGEIpEZbJSyfBDxxxcu6Aa8zLAdFXmWfG/156CM7JU13L3hZOzarOfTQzkXrh12Xjcumx83M/lSaF0mtoONaQ9owzDcACeAFCb+eGMDGzcuHGwh3DSY3QOBh8bN27EzKpc3HbmBJxSnYfrFowZ7CGdlBgp9wLJPKbbcDFbIM52O5tc2HK0B1WyzOnEUifc/jA2H+tBc68fga7BYylOm1CIxh4f9rX2oanHh8q8eFkLyzL4/tLxtPlmscQUlQ1TCYwWRsp9QOoz1UFRgd2EUmneBrOmiLiqdXuDONQh1gCSa07PHMwZk4+r51VnZCznTyuDNUvubudMKRmWRgJAdu4FuRmLllvncEF/w9zBT9ONYhSjGMUoThqEo6JZwdghsuGSYutHVu9HU68f35Ad5Ihxwb2v7UBUEDCB6xiUMQLAYkka9+QnhxCOCphSntqRksjnylXNOUcx+DAbxGObVuBTlW9J+LsTBdKU9GinF7ub3bBIUrNRjGzInfjUDdaHE0arnrOAOXPmDPYQTnqMzsHgY3QOhgZGyjyQ3ltDZcO1m3g4TDx2NLpQmWfB2TKr4bpiMSja0ejC2ZNLsDR/2mANE2MKrKjMs+D5L44B0Ne7jMjnSNPmkYCRch8Qpkirbkgsbu8Gzw1e3po0Jb3ifz8FAMyqyqUH5pEyB8Md2Z4H0v9sOKI/TJEA4AiA7HejG6ZwONLr5zKKzGN0DgYfo3MwNDBS5oEGRUNowyVNHP9y1SxFplTeY+W+y6YO6hwwDIOLZ8T6henJ2o8rtsPAMbpYpeGCkXIf2Ew8DByDco2A9XSJFSwYRKaoSuUMKQ/CR8ocDHdkex6GSuKqP0ibKRIEIYrReqKkKCsbfl18RxpG52DwMToHQwP/v707j7GqvMM4/n0CKFQrKKIWxl3UYquouFVC3IobFdugkWhcYiUm2kKitbZpizaxSWPj1jYYolg1lYrU3ca6txoriltVRFDrioiKuw0W/fWP8w5cx5k46J3znnvP80lu5p73vPfmvfPMHPjNec972i2H7hYKyOWiyTvz9ocf860Rgz+375Yfj2W9gQMYMWQQH2TO4IgxHVz8j+eA3t1wcsSQQTz6q/GrbgjaDtrl92Cdtftzwylju/2P56RdO9h6o3W7vaF1WUYMGcTj08dz1o1Pcd2jr35mCma7ZNDq+jqHTdZr3Wm3vTpTJGmWpNN72LeVpFnNHVZrmz17du4h1J4zyM8ZVEO75LB7uhlv5+pbVTBiyKBuCyKAHYYPXvVXco7+ngAACg5JREFU89wZbD1sXSbt2sH0743q9WvaqSCC/Bk006jh6zFwwOd/DySxy2brZ1+dcfCgAZw2flt27BjMYaNXn6VspwxaWV/l0HnD1q+6nHpOvT3qHQ+EpN2AYyOicercMOA4ihu8mpmZNd2VP9ydFSs/zT2MlvW7I3bKPQSrkY71v8aNp47NPQwr0a3TxrHy0/jijhW2JtcU/QI4ALhHUmuuQ1gSz5vNzxnk5wyqoV1yWLt/v8/cC6OVtEsGrcwZ5OcMqqGvchg4oF/Ln2Fek6LoTmAvYAPgQUm9Pw9fMxMmTMg9hNpzBvk5g2pwDvk5g/ycQX7OoBqcQ8/WaPW5iFgE7AE8D9wv6cA+GVWL819D8nMG+TmDanAO+TmD/JxBfs6gGpxDz9Z4Se6IeAc4EJgD3ARMafagWt3MmTNzD6H2nEF+zqAanEN+ziA/Z5CfM6gG59CzLzX5LyJWAlMkPQ2c29whmZmZmZmZlae3RdG+wIKujRFxvqQHgG2bOiozMzMzM7OSKKK1l88DGDNmTMyfPz/3MFZZsmQJw4cP/+KO1mecQX7OoBqcQ37OID9nkJ8zqIa65yDp4YgY092+Nb6myL7YokWLcg+h9pxBfs6gGpxDfs4gP2eQnzOoBufQMxdFfWDJkiW5h1B7ziA/Z1ANziE/Z5CfM8jPGVSDc+iZi6I+4Co8P2eQnzOoBueQnzPIzxnk5wyqwTn0zEWRmZmZmZnVWlsstCDpDeDF3ONosCHwZu5B1JwzyM8ZVINzyM8Z5OcM8nMG1VD3HDaPiGHd7WiLoqhqJM3vaWULK4czyM8ZVINzyM8Z5OcM8nMG1eAceubpc2ZmZmZmVmsuiszMzMzMrNZcFPWNmbkHYM6gApxBNTiH/JxBfs4gP2dQDc6hB76myMzMzMzMas1niszMzMzMrNZcFDWRpIMkPSPpWUln5h5PO5M0S9IySU82tG0g6XZJi9PX9VO7JF2Ucvm3pF3yjbx9SNpU0t2SFkh6StLU1O4cSiJpoKQHJT2eMjg7tW8paV76Xl8taa3Uvnbafjbt3yLn+NuJpH6SHpV0c9p2BiWT9IKkJyQ9Jml+avPxqESShkiaK2mhpKcl7eUMyiNpu/Tz3/l4T9I0Z9A7LoqaRFI/4I/AwcAoYLKkUXlH1db+BBzUpe1M4M6IGAncmbahyGRkekwBZpQ0xna3EjgtIkYBewKnpJ9551CeFcB+EbETMBo4SNKewG+B8yNiG+Bt4MTU/0Tg7dR+fupnzTEVeLph2xnksW9EjG5YctjHo3JdCNwaEdsDO1H8TjiDkkTEM+nnfzSwK/ARcB3OoFdcFDXP7sCzEfF8RHwM/AWYmHlMbSsi/gks79I8Ebg8Pb8cOLyh/YooPAAMkfSNckbaviLitYh4JD1/n+IfvxE4h9Kk7+UHaXNAegSwHzA3tXfNoDObucD+klTScNuWpA7gUOCStC2cQVX4eFQSSYOBccClABHxcUS8gzPIZX/guYh4EWfQKy6KmmcE8HLD9iupzcqzcUS8lp4vBTZOz51NH0tTgHYG5uEcSpWmbT0GLANuB54D3omIlalL4/d5VQZp/7vA0HJH3JYuAM4APk3bQ3EGOQRwm6SHJU1JbT4elWdL4A3gsjSV9BJJ6+AMcjkKmJ2eO4NecFFkbSmKZRW9tGIJJK0L/BWYFhHvNe5zDn0vIj5JUyU6KM5Yb595SLUiaQKwLCIezj0WY2xE7EIxJegUSeMad/p41Of6A7sAMyJiZ+BDVk/TApxBWdI1jIcB13Td5wx65qKoeV4FNm3Y7khtVp7XO0/7pq/LUruz6SOSBlAURH+OiGtTs3PIIE1TuRvYi2IKRP+0q/H7vCqDtH8w8FbJQ203ewOHSXqBYtr0fhTXVTiDkkXEq+nrMorrKHbHx6MyvQK8EhHz0vZciiLJGZTvYOCRiHg9bTuDXnBR1DwPASPTikNrUZy2vDHzmOrmRuC49Pw44IaG9mPTKit7Au82nEa2LyldB3Ep8HREnNewyzmURNIwSUPS80HAdymu7bobmJS6dc2gM5tJwF3hm9V9JRHxs4joiIgtKI77d0XE0TiDUklaR9LXO58D44En8fGoNBGxFHhZ0napaX9gAc4gh8msnjoHzqBXfPPWJpJ0CMXc8n7ArIg4J/OQ2pak2cA+wIbA68B04HpgDrAZ8CJwZEQsT/95/wPFanUfASdExPwc424nksYC9wJPsPpaip9TXFfkHEogaUeKi2b7UfyRa05E/FrSVhRnLTYAHgWOiYgVkgYCV1Jc/7UcOCoins8z+vYjaR/g9IiY4AzKlb7f16XN/sBVEXGOpKH4eFQaSaMpFhxZC3geOIF0bMIZlCL9UeAlYKuIeDe1+fegF1wUmZmZmZlZrXn6nJmZmZmZ1ZqLIjMzMzMzqzUXRWZmZmZmVmsuiszMzMzMrNZcFJmZmZmZWa25KDIzs+wkHS8pJG3TpPe7R9I9zXgvMzNrfy6KzMzMzMys1lwUmZmZmZlZrbkoMjOzyknT3+6TdICkRyR9JOlJSd/vpu9RkhZKWiHpqe76pH7DJF0s6dXUd6GkKQ37N5G0TNJ1XV53UpraN6H5n9TMzKrARZGZmVXV1sCFwHnAD4DXgGsarzuSdABwFbA49Tk3vWa7xjeStB5wH3AIcBZwKHATMEPSjwAiYilwAnC4pJPT674JXAD8PiJu7qsPamZmefXPPQAzM7MebAiMi4jFAJIeoSiMjgR+k/qcDSwEJkbEp6nfQuBfwDMN7zUV2Bz4duf7AXdIGgJMlzQjIlZGxC2SLgLOk/QgcBnwLPCTvvygZmaWl88UmZlZVS1uKGCIiGXAMmAzAEn9gN2AuZ0FUer3APBCl/c6CJgH/EdS/84H8HdgKDCqoe8ZwCLgfmAkMDkiVjT5s5mZWYW4KDIzs6pa3k3bCmBger4hMAB4vZt+Xds2AsYB/+vyuCbtH9rZMRVAVwNrA7dFxIIvOX4zM2sRnj5nZmat6k2KwmbjbvZtDLzYsP0WxVmmqT2816qpdpJ2AH4JzAcmSpoYETc0ZcRmZlZJPlNkZmYtKSI+AR4CJkla9e+ZpD2ALbp0vxXYHngpIuZ383g/vXYgMJviOqW9gWuBSyUN7/tPZGZmubgoMjOzVjadoti5XtKhko4H5gBLu/Q7n+JM0b2STpa0r6QJkk6X1HgW6FyKVe8mR8THwEnAf4ErJKmvP4yZmeXhosjMzFpWRNwBHE2xBPe1FKvETeOzK88REe8C3wH+BvyUYoGFWcBE4G6AdB+iU4GpEfFMet1y4BhgX4oFGMzMrA0pInKPwczMzMzMLBufKTIzMzMzs1pzUWRmZmZmZrXmosjMzMzMzGrNRZGZmZmZmdWaiyIzMzMzM6s1F0VmZmZmZlZrLorMzMzMzKzWXBSZmZmZmVmtuSgyMzMzM7Na+z9dg1hINzQO7QAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "WSek-PM1bhwC" + } + }, + { + "cell_type": "code", + "source": [ + "TEMPERATURE_df = pd.read_csv(\"daily_min_temperature.csv\")\n", + "TEMPERATURE_df['Date'] = pd.to_datetime(TEMPERATURE_df['Date'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Daily Minimum Temperature', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Temperature °C', fontsize='20')\n", + "plt.plot(TEMPERATURE_df['Date'], TEMPERATURE_df['Temp'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "hd2oxMaybiqt", + "outputId": "91ca834f-f5d6-4db0-c84a-8212801225de" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "TEMPERATURE_mp_df = pd.read_csv(\"daily_min_temperature-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('Daily Minimum Temperature Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(TEMPERATURE_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "C1b2EYBccf7U", + "outputId": "e7bdc6fa-559f-4c87-967b-9d71e2b08640" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "---\n", + "\n" + ], + "metadata": { + "id": "XS8YDUGXczza" + } + }, + { + "cell_type": "code", + "source": [ + "GDP_df = pd.read_csv(\"us_gdp.csv\")\n", + "GDP_df['DATE'] = pd.to_datetime(GDP_df['DATE'])\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('US Gross Domestic Product', fontsize='30')\n", + "plt.xlabel('Date', fontsize ='20')\n", + "plt.ylabel('Gross Domestic Product', fontsize='20')\n", + "plt.plot(GDP_df['DATE'], GDP_df['GDP'].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 379 + }, + "id": "sj8NwNK9c1CA", + "outputId": "cbf7b563-737b-48d9-dd90-bbf0991d8c50" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "GDP_mp_df = pd.read_csv(\"us_gdp-matrix_profile.csv\", header=None)\n", + "plt.figure(figsize=(14, 5))\n", + "plt.grid(which=\"major\", color='k', linestyle='-.', linewidth=0.5)\n", + "plt.suptitle('US Gross Domestic Product Matrix Profile', fontsize='30')\n", + "plt.xlabel('Index', fontsize ='16')\n", + "plt.ylabel('z-normalized Euclidean distance', fontsize='16')\n", + "plt.plot(GDP_mp_df[0].values)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 375 + }, + "id": "Lm-8ChljdYUh", + "outputId": "3b13f630-c86e-4ffe-bcb7-75ae971c93ce" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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b/final_report/TSLA_time_series.png new file mode 100644 index 00000000..89acce48 Binary files /dev/null and b/final_report/TSLA_time_series.png differ diff --git a/final_report/matrix_profile_algorithms_compared.png b/final_report/matrix_profile_algorithms_compared.png new file mode 100644 index 00000000..e367d8f6 Binary files /dev/null and b/final_report/matrix_profile_algorithms_compared.png differ