{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

Machine Learning Modeling of Abalone Data

\n", "

by Wilfred Morgan

\n", "\n", "![alt text](https://images-na.ssl-images-amazon.com/images/I/41mIZXrtvVL._SL500_AC_SS350_.jpg)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "\n", "#### Table of Contents\n", "* [Problem Definition](#defineproblem)\n", "* [Exploratory Data Analysis](#eda)\n", " * [Peek at Data](#1stlook)\n", " * [Initial Visualization](#visual1)\n", "* [Data Preparation](#dataprep)\n", " * [Examine Correlation Between Variables](#correlation)\n", " * [Split the Data into Training and Test sets](#train_test_split)\n", "* [Algorithm Evaluation](#algoselect)\n", " * [Simple Linear Regression](#linear_regression)\n", " - [Linear Regression Validation](#slr_validate)\n", " * [LASSO Modeling](#lasso)\n", " - [LASSO Model Validation](#lasso_validate)\n", " * [Principal Component Analysis (PCA)](#pca)\n", " - [PCA Model Validation](#pca_validate)\n", " * [Neural Network](#nn)\n", " - [Neural Network Validation](#nn_validate)\n", " - [Activation Selection](#activation)\n", " - [Regularization Parameter Selection](#regularization)\n", " - [Hidden Layer Architecture Selection](#hiddenlayer)\n", " - [Learning Rate Selection](#learningrate)\n", "* [Model Training](#modeling)\n", "* [Deployment Preparation](#deployprep)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Problem Definition\n", "[Table of Contents](#toc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Description\n", "[Table of Contents](#toc) | [Section](#defineproblem)\n", "#### Informal problem definition:\n", "Predict the age of abalone from physical measurements\n", "\n", "#### Formal problem definition:\n", "Predicting the age of abalone from physical measurements. The age of abalone is determined by cutting the shell through the cone, staining it, and counting the number of rings through a microscope -- a boring and time-consuming task. Other measurements, which are easier to obtain, are used to predict the age. Further information, such as weather patterns and location (hence food availability) may be required to solve the problem. \n", "\n", "From the original data examples with missing values were removed (the majority having the predicted value missing), and the ranges of the continuous values have been scaled for use with an ANN (by dividing by 200).\n", "\n", "#### Problem assumptions:\n", "* Dataset contains accurate observations\n", "* No missing values in the dataset\n", "* Data format is already prepared for importing and analysis\n", "\n", "\n", "#### Similar problems:\n", "* Iris Plant Class Prediction Model" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Motivation\n", "[Table of Contents](#toc) | [Section](#defineproblem)\n", "#### Description:\n", "To practice building a prediction model using machine learning techniques.\n", "\n", "#### Solution Benefits (model predictions)\n", "* Gain a deeper understanding of machine learning techniques.\n", "* Obtain more experience with Python and data science projects.\n", "* Can adapt model to other projects.\n", "\n", "#### Solution Application\n", "The model could be used for other problems that require prediction analysis." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "### Manual Solution\n", "[Table of Contents](#toc) | [Section](#defineproblem)\n", "\n", "#### How is the problem currently solved\n", "The age of abalone is determined by cutting the shell through the cone, staining it, and counting the number of rings through a microscope.\n", "\n", "#### How would a subject matter expert make manual predictions\n", "Predict age based on size of abalone.\n", "\n", "#### How a programmer might hand code a solution\n", "Write a program that estimates the age based on the overall size of the abalone.\n", "It would return an age range based on the size." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis\n", "[Table of Contents](#toc)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Basic Information\n", "[Table of Contents](#toc) | [Section](#defineproblem)\n", "* Number of instances: **4177**\n", "* Number of attributes: **8**\n", "* Target variable: **Age**\n", "\n", "#### Attribute information:\n", "Given is the attribute name, attribute type, the measurement unit and a brief description. The number of rings is the value to predict: either as a continuous value or as a classification problem.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NameData TypeMeas.Description
SexnominalM, F, and I (infant)
LengthcontinuousmmLongest shell measurement
Diametercontinuousmmperpendicular to length
Heightcontinuousmmwith meat in shell
Whole weightcontinuousgramswhole abalone
Shucked weightcontinuousgramsweight of meat
Viscera weightcontinuousgramsgut weight (after bleeding)
Shell weightcontinuousgramsafter being dried
Ringsinteger+1.5 gives the age in years
\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import Libaries\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import Data\n", "data_location = \"/Users/wmemorgan/Google Drive/Computer_Data_Science_Lab/abalone/data/02_prepared_data/abalone.data\"\n", "column_names = ['Sex','Length','Diameter','Height','Whole_Weight',\n", " 'Shucked_Weight','Viscera_Weight','Shell_Weight','Rings']\n", "data = pd.read_csv(data_location, names=column_names)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "### Display Sample Data\n", "[Table of Contents](#toc) | [Section](#defineproblem)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "4177" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Verify number of observations\n", "len(data)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4177, 9)\n" ] } ], "source": [ "# Shape\n", "print(data.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Peek at the Data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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SexLengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRings
0M0.4550.3650.0950.51400.22450.10100.15015
1M0.3500.2650.0900.22550.09950.04850.0707
2F0.5300.4200.1350.67700.25650.14150.2109
3M0.4400.3650.1250.51600.21550.11400.15510
4I0.3300.2550.0800.20500.08950.03950.0557
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" ], "text/plain": [ " Sex Length Diameter Height Whole_Weight Shucked_Weight Viscera_Weight \\\n", "0 M 0.455 0.365 0.095 0.5140 0.2245 0.1010 \n", "1 M 0.350 0.265 0.090 0.2255 0.0995 0.0485 \n", "2 F 0.530 0.420 0.135 0.6770 0.2565 0.1415 \n", "3 M 0.440 0.365 0.125 0.5160 0.2155 0.1140 \n", "4 I 0.330 0.255 0.080 0.2050 0.0895 0.0395 \n", "\n", " Shell_Weight Rings \n", "0 0.150 15 \n", "1 0.070 7 \n", "2 0.210 9 \n", "3 0.155 10 \n", "4 0.055 7 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 4177 entries, 0 to 4176\n", "Data columns (total 9 columns):\n", "Sex 4177 non-null object\n", "Length 4177 non-null float64\n", "Diameter 4177 non-null float64\n", "Height 4177 non-null float64\n", "Whole_Weight 4177 non-null float64\n", "Shucked_Weight 4177 non-null float64\n", "Viscera_Weight 4177 non-null float64\n", "Shell_Weight 4177 non-null float64\n", "Rings 4177 non-null int64\n", "dtypes: float64(7), int64(1), object(1)\n", "memory usage: 293.8+ KB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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LengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRings
count4177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.000000
mean0.5239920.4078810.1395160.8287420.3593670.1805940.2388319.933684
std0.1200930.0992400.0418270.4903890.2219630.1096140.1392033.224169
min0.0750000.0550000.0000000.0020000.0010000.0005000.0015001.000000
25%0.4500000.3500000.1150000.4415000.1860000.0935000.1300008.000000
50%0.5450000.4250000.1400000.7995000.3360000.1710000.2340009.000000
75%0.6150000.4800000.1650001.1530000.5020000.2530000.32900011.000000
max0.8150000.6500001.1300002.8255001.4880000.7600001.00500029.000000
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" ], "text/plain": [ " Length Diameter Height Whole_Weight Shucked_Weight \\\n", "count 4177.000000 4177.000000 4177.000000 4177.000000 4177.000000 \n", "mean 0.523992 0.407881 0.139516 0.828742 0.359367 \n", "std 0.120093 0.099240 0.041827 0.490389 0.221963 \n", "min 0.075000 0.055000 0.000000 0.002000 0.001000 \n", "25% 0.450000 0.350000 0.115000 0.441500 0.186000 \n", "50% 0.545000 0.425000 0.140000 0.799500 0.336000 \n", "75% 0.615000 0.480000 0.165000 1.153000 0.502000 \n", "max 0.815000 0.650000 1.130000 2.825500 1.488000 \n", "\n", " Viscera_Weight Shell_Weight Rings \n", "count 4177.000000 4177.000000 4177.000000 \n", "mean 0.180594 0.238831 9.933684 \n", "std 0.109614 0.139203 3.224169 \n", "min 0.000500 0.001500 1.000000 \n", "25% 0.093500 0.130000 8.000000 \n", "50% 0.171000 0.234000 9.000000 \n", "75% 0.253000 0.329000 11.000000 \n", "max 0.760000 1.005000 29.000000 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sex\n", "F 1307\n", "I 1342\n", "M 1528\n", "dtype: int64\n" ] } ], "source": [ "# Class distribution by Gender\n", "print(data.groupby('Sex').size())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rings\n", "1 1\n", "2 1\n", "3 15\n", "4 57\n", "5 115\n", "6 259\n", "7 391\n", "8 568\n", "9 689\n", "10 634\n", "11 487\n", "12 267\n", "13 203\n", "14 126\n", "15 103\n", "16 67\n", "17 58\n", "18 42\n", "19 32\n", "20 26\n", "21 14\n", "22 6\n", "23 9\n", "24 2\n", "25 1\n", "26 1\n", "27 2\n", "29 1\n", "dtype: int64\n" ] } ], "source": [ "# Class distribution by Rings\n", "print(data.groupby('Rings').size())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Initial Visualization\n", "[Table of Contents](#toc) | [Section](#defineproblem)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import Libaries\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Univariate Plots" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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tb+PLX/4yy5Yt46mnnmLZsmV8+ctfNhxLs5RTKTSjZeZGYOOoc1dU/Hz2tBcl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\n2e4CzuzWiMzya7czIiK2RcRBETE2IsYCTwDTI2JlOuGamfU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# box and whisker plots\n", "data.plot(kind='box', subplots=True, layout=(2,4), figsize=(12,11), sharex=False, sharey=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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fzX106rG1E4+XnXoMzBn3EuBP0/P9gHX1vKZ7nhvn5dudRsQvgPLtTl8WEbdE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\nZmZmZlbQ/wdyNVPVhm6pNwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# histograms\n", "data.hist(figsize=(12,8))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Multivariate Plots" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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ZJgHdC5bM4QA8sdnimn97eWKzxdW9U3jrAy3is3/jfQ1fEAwLMXedILRgWSbB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kAY7jkm3bnVurOn96X0Sn+UlIWK+NrJ/Ga93KS/ddXbh8yNh6nZIqFcE4LlkvqQxLxVI7LJVO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S6PjO2HKsODo85i1vAz8SiC/9q2MvL+JTXlZMZ1YVvpu/x+6ZW8tOJO4lQfH+x8Mepz7K4p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5YxFLH52K57mseHUOOxvSOei4MV5ecTfbdtTgaZdtO2pwU0lGlI7jiddvo/r3kwlaETY0\nfXabYTPEXRO+S9WQ07GUSdWQ07lrwncJm+m1v2HLZmHVF3NecwurvignJRVddrQr1MVhaO3huQlS\nKQcUpIwUv1g9h7W7aqhv3kxjYjc/+/g/+KczruXEklG0OHGKrBCXjKyi5tNnuOika/novV8xbEQl\nrS25rWHa+v3Ztpy5Wwjhf6YdzjnZDMCehlpibpzKweNZuu01AO4685uMjAwl5iZJplp5re4JLj75\nOiwMTFsOfhL+4bpxkkrRmNjNTz96JCd3wWPZht9wwQlXMmLkOZkep62cedEiDNPmkhtXyCHUIq/a\nVm4t+vARAP5l4pWU2GGiboKPd7xO0YhJvPn6As6ZeieOEyUQLmXWDW/gufGjzlvPibH+hTnZlWn7\n62tY/8IcPnf5YsyAjGvF4XluAo1HCoi7rTyz5QXuOnNmtgZHU61YymBp7b8A8IeVc/jqtAdQhtRf\n4R+el8JDE3djLG9YiUZna3GLE8PAw0nFs/MBjhulaNAYzp61uFfzt7Mxu2lLayRxZLxklMGTb2LA\nuAsJDK4glYxSMrIyOw4wrRA7N7/GmRfdjx0sAcg5gXTAjtCwMzcnU9rlyZVz2NyYvo2Y08zJQyqz\nK9TrWzazdPtqbj/tW1SUHEdd81ae3/oK1590JUVGGEMpSoMRHph0NWHLJuY6hC1beqiLLpMRRC9q\nW33jJltwU1HsQDGhdp+aPb/2Ye6e8Pc0Jfby9Vf/D7esmEfUbebRt+bx2Ls/4rwxXyJg2MRjTUw5\nv5pAcBDDy6pQypKe6UKIgpNyYjknmwEoLavE1h4Lz7qNqiGns2z7Gyx499/YGdvJb2vv5eHV3+f8\nitkEzTBKmbLjK3zFtiNEzFD2vfzql7/NLSvuYl9yN8s2/IbzK2bzQc1PGDiogonT5rH5g8fRnoNp\nBVHKwArIqnSRH1p7RMwQ1Znau2TNf3BHTTUN0QaWb/h/jB06gaAZpnFHLcUlx7Ft3bO8/cJtOPG9\nPTKJY9jh3JVpQPP2WgyZrBFdpAHLChOywqz+9Flmn3ARC979N6Y8+2VuXX0vCni/7k/Z7bfsqiVo\nF2GaAam/wjc8z8W2wkTMEAsq/w8vN6xi1gvf4JYVdxF1m4EUQTNMPNbEpOnz0a4D0Ov529mYXVao\niyNm2pSeMZsdyxax7l+ngmkx9uKFDCivQhkWKTfO8BPO5Z2X7mDpr6bgONGcE0g7TpSy4bk5GbQi\nbNn12VgiZBXxv8+axylDqzCVRW39MmafcDGLPniYqc9ew6IPHubqE2YRNoPZvzGUosgO5HwVoqvy\ntkJdKXUp8G+ACTyitf7RAb+/FbgJcIFG4Aat9eY+D/QItZ25eP0Lcxh3+WLWr/ktp5z6dVy87Kdm\nb25Nt2+Zf8bfM6JoFE3RBgLK4KaqBTTHGrExAM25M5dkJ87bvpdeq/nX33O4EP33A63d2v7rtx3b\nq+D6OodNO0zljOqcfowTZiwkGW1iQPEIHjjnB0SsMI3RBiw8bqy6h8bWegJmCCcVx9QAwcP9G3EM\nyXcddt04Lh41nz7D3NNu4LiSMbQ4LRRZEWae9FUsZROPNpJMtLB+9YM0fPICu7fXcPasxViyCldk\n5COPU06MlNJETJv5Z9zMiKJR2dydNPoS0JqWaAPDRlQSj+7ioxX3A1C7fE6P5K/nxHJWpgGUjKzE\ncxOgPemrXmDyUou1h+NESSl4a/tyNJpFVXdQbBfT4rRiaI8XahdlNx89tJLm5noiocFSf8VB8jWe\n0J6Dq1O4eKza/CcWTPgOwyJlxNw4SbcVU5k4qRhVE+9g3Zs/JRndzVmzHsAIFB/tvz6kjsbslTOq\nZYW6j+V7THxYKTenh7ppBoi17uKUyx7ADERIOTHef+Uedm9P/94wLKacV53toa4Mi5nTqln2+pxs\nD/WEE2X00MrsCvXG5k28ue1lvj7hDkaWVLC9uY5Nu97J7mPGUgnCZhBDxhWih+RlQl0pZQIPAhcD\nW4HVSqmntNbtT8H7DlCltY4qpW4B7ge+1vfRdp/WHqnoHsxIKSPP/CamFeKUU79Owo0Sc1r59jnV\n/GL1HDY01bIv3kTECrFx+0reWPufXD2lGjeVwMJAoah79zdUnH59dmeirb2LtHnJr/6ew4XqZ6O2\ndWv7rzO2Y8ZW/wAAIABJREFUlyLxv3zksFIGgXBp9jDVlBMDw0YDTmI/oeAgmhO7+a+357OhqZaT\nh1Tyd+dUozRoN44ZLj2Keyz6m3zXYc9LobUmHmvi/IrZ2ff1k4dUcuNZ8wlbRezf+wlTzlvImjd+\nRMMnLwByyLTIla88NqwQ2kuivRQRK8SP/3pzTv7aRoCNa//IlPMW8vHKxdm/66n8NewwY2dVs/6F\nOTRvr6VkZCXjLl1EyonmXDd2VjW2nATP1/KVw6YdxtAeeA5/V7WQX9bM5YkPlnDykEq+dfYClLI4\nYVgVW3bVMnpoJVdVzWPj6oeYcOGCo/m3oh/KVw5r7WHZERw3hpuMHjSW+GwMnOT1//laJlYLy44c\nzb/tko7G7NIiyb/yPSbuCiMQzumhnnKTBIuGsvb522jeXsukm1cc0GZIYVohpl+4CDtQguPG+GjD\nk0yvuoNBAyrYu78O7bnMnlzNkyvnsGVXLeu2vsz5J+W+jr59zn1ErDCGMiiS7g6ih+VrhfpEYIPW\neiOAUuox4Cog+4LXWr/cbvuVwDf6NMKj4Dkxtj0zh1Ff/gnFI88AIKVT/CHT3+mmi37LP0xeTMiK\nEHejGFpx0sjJDC05jpVvLSEaa2Tm1IXs2f4Ooz8/W3a8/alf53ChSlnd/ZD92J1QJ0853HaYNaQP\nV3WSLXyy7knGjb+OlHZIJltz6qNCYSiDzR/9gTGnX4fdyytyREHJax32PBfbDuNFXVpatrfL2xhG\nJm8HDhpD09Y3s5Pp8Nkh07JCUmTkJY+9VALLChGL7yAYKM7JX61TWIbNuPHX0bR1Va/kr1IGdriU\nz12+OLsaXQPr/ny79FUvPHnJ4VQqiQZsM0jNqh/y3UkPELaLsjXYNoNcM20RIbuEfXs3snH1gySj\nu6X+io7kpw47MbRhY1thmlsb8FJWB2NgxZqVP87+TV+OIQ4cswtf8/3chJeMEi6vzK5Qx3NZ/+Lc\n7Hu+60QpLatst0LdxPOc7N/bVpi333+Ymvd+nr3umi/8Dm1YfHXaYoJ2hIQTJeFGs6+jhBsjkJlM\nF6I35GtCvRzY0u7nrcCkQ2x/I/B8r0bUgww7zPBL7iLpNLNmw5OMG3MZxcUjs/2dHnnp+vR2yuIH\nX17BM8tvYcaUe3nsqS9lb2PZG3O59LzFWFZIPgn2p36dw4VKGy35DqGQ+CKHTSvMmJMuy7SwUvxy\n6TV42s3+3lAWc76yktGnXIkpqwpErrzmsNYpHMehdOAYHvr9lA7ztuHT1xk49BQGj6xqd8j0Qvmg\nXLSXnzxWCseJUlw0nPs6yd/GbSs7yN+eO+RfKSM7UW4GitDak77qhSkvOay1h+NGSSRSRGONhKwI\n1b+ffFAu/+ArK1j5P1+ntKyS08+/G2S/ShwsLzmsrBBeKoHjJCkdOKbTWpyINqGUJW1XxKH4Yr/u\nUJQdpuySu2hYei+x+lrMQAQ7MowJ1z5OuLSCVCrJ6effzfuv3MOehlpcN85fl9/Kzob0BPvV179K\n2fBKtu34rFXcoV43ShmEpKuD6GX5mlDvqNO/7nBDpb4BVAHnd/L7vwP+DuD444/vqfiOipdyMSID\neeHV25hedQd/WbWAqVV35PR3gnQvv/2t9Vw0rZo33lqScxsNO2ux7QieE4NA3lrdi871WA5ntvFd\nHhck1b0e6pf8uuvbL/2bfveG7Iscdt0Yb76+gOkzFpNwWzusk0k3hlJGup9uUFaoi6y85rBGowyT\npNN53g4a9nm2rnuW8VPvoHjQGFwnimlH5INy0V5exsSe9g6bv3Xv/RfByDBOO/dOIgPKe/2Q/077\nqjsxWaHub32ew1p7aDQvvT6HSGgIF065h/2t9R3ncrKVS254g2jzNiy7GNOSc7GIg+SlDmsnhjbU\nYWvxWbMewLIj0nZFHIrv59e0E2PfmucZMfN2AoMrSDlxjp/8HT5Zfk+25cu61T9j/NTbKR5UAUrR\nuOOzD9mVYTJjygKWr5iX7aF+qNdNUCbTRR/IVzXeCoxu9/NxwEHNj5VSFwFzgSu11omObkhr/Uut\ndZXWumrYsGG9EmxXae3hunE8L4ltF9Gws5ZBAypo2FnLOx/8iivPmccJw6owMj39rp5cjW2GsawI\n0Xhjzm2VDa/EcVplVY5/9VgOg7/yuJBp1dKty/7QB12+9EO+yGHbjtC4I/0B4qp3fsJVE+85qE4a\nKAKRIVIPxYHylsNae9hWGMsMsn7jc8yevDA3b6dUY2iw7GIqTr+e4tIKUm4cK1CEYZhHdm9Ff5WX\nMfHh8tdUBmeceycTLlxAMDwYSB/y35sTOW191QeUV6EMiwHlVYydVS213//6NIfbzlVlW2Eadtay\nYfNSVr3zE0xlc/Xk6oPGEJZhg1IEw4Oxg8UyGSk6kpc6rOzQ4WuxVliZD+J7uwaLgub/+TUzQOkZ\ns9mxbBHr/nUq4PHJ8nvYX1+D9lxcJ0oi2shf/+dr/PlXE3GcKMNGVGb/3DKDrHznp0yvuoObrl3B\n9Ko7WL/xOa6eckDdn3IfATmqWfSRfC19Xg2MVUpVAPXAtcD17TdQSp0J/AK4VGu9s+9D7B6tPdxE\nCxqNk9iPVoqy4ZXs3V9H2fBKPtm8FIDLz7yDwQMrSDrpfk5uKo5lBrhoWjUvtTtj8UXTqrEsWcXm\nY/0uh49FWjXnO4R88kUOu26MYSMqSTpRorFG3nznJ+k6OaCC/a31BKwIphmQnqeiI3nLYS/lkPIc\nkk4rdVuX07Dr3dy8NdPv34YVQrtxQPqPik7lJY8dJ9pp/gbNCGiNHSpFa91nudtRX3VDVmMWgj7N\n4bZzVZVdvTh7+P+GzUvZsHkpVWfcku2lm3SjmJiYVjB9lIPkkuhcXuqw9lK4XvyQtdgwA1ILRVf4\nYr+uPe154MQgEIZkDJQCw6Rs1p3YA0eBUrktXzyHCTMW8u7yuexpqMUwbKacV82KV+fQuKOWpNNK\nNN7IE89+Nfs/Ro2o4nMnXcnXpi8hYIVJZnqmy2tF9JW8ZJrW2gW+CywFPgKe0Fp/qJRaoJS6MrPZ\nIqAY+J1SqlYp9VQ+Yj0crT1STgzXiaJMG89z0aQ/QZs5dSEbt7zMBZPmMWpEFXWfLuONmvuJx/dg\nGQFAE7CLMAyLcGgwl56/hG9dt5JLz19CODRYVrH5WH/K4f5Eq/3duxgtXb70N37IYc9LoVBMOa+a\n/XvrmDmtmli8iT88dz3PLL+FgBVBu0lSbhzDCvXkvxb9QD5zWOt07lpWiBlTFhyUt5YZYO0z/5c3\nfzGVj5+7FSe2B629nvjXop/JRx5r7aGg0/zV2iO251PWPn8bbnxvn+ZuW1/19l+Fv/V1Dht2mFh9\nLQaKi6ZVM2pEemXiqBFVfP7kL2GQznFTw9pn/5FVD02ROiwOKV/jicONJZSGN38xTfJXHJYf9uty\n4vE8dHQPrb+9lX33TKH1t7cCmm1Pf5+6X32JdYsnZlu+1L22iFW/mApaA4rTzr2TS254A8+NY9kR\nps94gK/+zUpMwz6o5l80rRrTDBK00+OFtq9C9BWldYetlQpSVVWVrqmpOfyGPaRtVXrKjfHuX+Zx\n9iX/SiKxh1V/nU/jjlpOnfAtxo7/GrZVhOPGCNgRHCeKYVgkm3cQLBoqPSH7Vke9xXynr/O4Pznn\nj4u6tb3hjerytquu/np3w+kN/SqH3WQUDJNUKk4ysY+i4lG4bhzbjqRXrO+po7h0DGiFoZTUy/6h\nX+Sw68RIJPbQtOsjysonA+kWGo4TpWnrKgaXVfL2f8zKbj+gvIrPXb5Ycrh/KPgcbsvfug3PcuK4\nq7EybQccN4aRno5k9S/PBSR3+6mCzuFUspX6J2/luGt+hpNMHx0cDA7AcWMoFInWRoKRIax77rac\nfvySy/1KQecwZBbluYlOxxKGYbFx+QKa1qePcpf87XcKPocPRSdaaf3trbh1n/3twHtWs27JFPDS\nJxA96f+8wtp2dfqcb73KWy/cyu7t6Z/LTprFqdN+AGjsQAlOshnDDOJ5LnZmXs2ywrIINX8KIod7\nm5zt8ih4Tiw7mb57ew0aj1V/nZ89E/EHtT9nZ8Nqzp25hNoXbmPCjIVYgWJ2fvhHPn1jCZNuXpHf\nOyCEz/33A907ySgndW9zrfrfyvPCotGew+sv356tmwDDy6qomngHq56+iUtuXJFesaDkPVv4x4Hv\n95DO23NnLmFw2QQ2v557ovHm7bXSB1r4Rvv8/aD250Amf2csQWsXs12uSu4KvzHsMKOuqMZ1Y7z+\nlw7GD5P+GcuO0Ly9NufvJJeFn3hODK3odCyB1tnJdJD8FQUmEMbdnFuDvWSUcHklsS3pfDcPqNOm\nHWZPw2c/n1R5I399+Z86fH0oZRAIFPfynRDi8GRC/Qhp7aGsEKaCiZf/jOa9dVhWOOdMxACNO2qx\nrDBnXbwINKz+xTQg/Smz58TkU2YhDuGnx3fvQyetGg+/UTtKD+jW9qJntU3adFQ3SwZVUFpWScqJ\n4UR3E4gMlnopfONQ7/cpFE5rbi0qGVkp7/nCNzrNXzuM1h7xPZuy10vuCr9RykDZEWw72PH4YeAY\nXCdKycjKnBXqksvCTww7jEHHY2DLCrO15lc510v+ioKSjBG84CYCn78QY1gFXmMdyg4x6gsL2fbs\nXGL1taSSuXU65cQoLavMrlAvGVTR6etDCL+QBkNHoK1veiK+h9eWfY8n/t8Uat68H8dpzTkTMcCw\nEZU4TivaTdLw/uMow2JAeRVjZ1XLp8xCHIY2d3Tr0u3b70a/ddHzUqlkp3WztXkbp59/NwBWaKDU\nS+ErrhPtMG9dJ4phBhg7q5oB5VXyni98qbP8TSb2k3LjNG18WXJX+JtSne93uVGUIXVY+FvbOdg6\nG0sMH3eZ5K8oWNoKETx7NrHnFrFvwVRizy1CO3HcRCvlX3qAcd9bgWGHGHvxwmyeA5xxwQIGj6xC\nKYt4dFfHrw83lo+7JESHZIX6EfCcBBrNilfnZA9B2dlQw7o1j+WciXjYiEqmnFeNoWyMcJhRE67n\nuKob5UzdQnRRd1uyaGNtt7ZXqWHd2l70HM9LoT2XdWseY+K0ebz5+oKcuqm0xjADYJhYUi+Fj3gp\nF6UMJk2fnz1nyrARlUyaPh+lTAzDwg6X8rnLF2PYYXnPF76jlNlh/hpmAKUMGa8K3/N0qtPxg2EE\nMU0LU+qw8DFl2KDdTsYSBvs/fJ5TLnsAMxCR/BWFx40T/f3cbA91t64GZYewgkXU//E2YvW1nPTd\n5cT3b+eUy36MGSgi5SYxrRCnnXsnkZL0ebU6e30I4Rcyod5NbWfXtuzIQYegfPjuw4w/4wamz1iM\nbUdwnSg6lQLtYRgWBNIPtxyqJUTX9PbK8O62iBE9Q2sPN7YHO1zKh+8+zP59Gzlr0h0MGFjB/n2b\nCIZKSTmtmHYR2o2jLBk4Cf/wUklMO8S7bzzYLm/rePetB5ly3r1AuiVB23u9vOcLvzGtYKf5m3KT\nkrvC9yw73On4wUsl8RwHM1AkuSx8S3vuIccSpROuxgxEcsYTQhQK1UEPde3E0+1eMj3UUSahASNZ\n+/w/0by9lpKRlZzyhSUEwqWgFJYdZvWK6k7H2kL4gUyod5OXTJ9AJN7ayLARlTknSUgfotXKplfu\nZ+zFC1j33G2MvXghRlBOmCCEEG08J8b6F+dywnm3M2xEJZ/WLeXTuvSJl4aXVTH9wh9j2RGSuzcR\nHFKR52iFOJAm3tpIPNbIn//01ey1w8uqcJ0Ytuz4Cp9znWgn+RvFsiN5jEyIrmlrlXHQ+GHGA1hW\nBCUnMhd+pxROsqXjWuzGsCKlshJXFCydjGGdUJldoQ5gBCLE6ttNsusU61+cm+2hbkeG4MT38t4r\n97CnoZbp1/y+09eHbctYW/iDVOkuauubrlX6RHpKe0yaPp/hZekeT8PLqpg0fT5eohUn2kjKiXHK\nZQ9ghUsxDDPf4QtRkLRq7NZFFAbDDtO8vZZtNb9iynkLc+roxGnz2PzB43huAiNYjOcm8h2uEDkO\nNQaQSRxRCNpavhycvyYpR3qTCv8zrXDH44f3HyPlxmQiUvif9tj8weNMnDYvJ4+nnFeNwpAcFoVN\nKSKz78aqqALDwqqowktGGTz5Jsb87eOMu/VNzMz+YJvys2/gvVfuYff2GrR2Wf/Wzw4aq0w5/z45\nKanwFVmhfgCtvWyfsravAG6ihVSyhU+W38PYWfdhBQcQsIJMv2ARdrCE5j0bWf/mz5hw4YJ0H6jM\n38vOtRBC5PKcGCUjKwGFbRdz7owlWHaYaMt21q3+d3ZsXM7JZ92IE92NSjkAGFZQdi6EL6ScGIGi\n4cRbd+bkbtsYoP04QnJW+JFpBWlc+1p2DOskmtm24c+ccOo1AKSSrZK/wtc8N04wNJhJ0+4mUjwS\n14nhJPbTum8zlh2ROix8z7TDtO7bjIGZM5YIhkpRSkkdFoXNCqLNAOEr78QoHYW3ZxuYAUrPmJ1u\n+5LpoX7yxdUMPK4KK1gCQDAyjOlffpziQRW07K2jcdNrnDtzCZYVTh+5YclrQviLTKi3o7VHKrqH\nbc/MIVZfS7i8klFXVIMdwnMTaJ1i/FU/x022Uvf+b/nknUcoLavk9PPuYmPtoySiTbjJVta16wM1\ndlY1dlgO2RLiSHT3JKOV7pZubV8rFTAvDDvMuEvvJ+XGeWvpPxKMDGPs2d8mMqCcU6q+S/HAE4nu\nqWPTq/dz0oy70YaNTkYx5fBX4QeGhZtsQXsulhUiur8e0w5TNPAE4vvrefe3X5H3f+FrKTdO2YkX\n4ST2YweKcRL7KTvxIpLRJt759RWSv8L/lImXcggESkBr4i0NNNQtZ9w535E8FgUh5cb53OTvkXKi\n7cYSEZzYbslfUficOMm3niTw+QvTP7sJSCVze6gbFgNGTmDdn++geXstZ/7NM9nXBIBhBik78aLs\nERvS5kX4kVTndjwnlp5M31IDnktsSw2JvdswrBAYBu+99kOW/moKb7/4T5SPvYyyE2eye3sN7796\nL2PPvoXKGQtpeO8x9tfXoD2X/fU1rH9hDl7m8FmtPVLJ1pyvQghxrFHKQBkW7/5lHsHIEMZV3cwH\nmfr6/qsLGP352ezbspr99TV8svwejECEbc98VkuFyCudwnVa0zn76FQ+eO2HeKkkFadfz5ZVP+/w\n/V8Iv2gbe3qpxAE5nABlSP4K30vnsMZ1Wnj7xdtZ+uhU1rxxP+VjL6N+3bN4qaTksfA1qcOi3zNM\nghO/ClYw/bMVPLiHesrJ9lDXngvK6Pg1IYSPyYR6O4YdznmRj7r6pwSHjsFz49Qun5Pt59Q2iX5S\n5Q0A7GmoJTKgHDtUSn3NIzm32by9FsMOZ1e/1z95K+uWTKH+yVtJRffIpLoQ4pjjeSlMO8yehlpO\nqryB91+9N6e+vrt8LgOPqwLSNdTM1Oa2FlxC5JXWvN+ux+Pu7TW8/8o9ADStX5rdrO39Xwg/STmx\nTnPYtELZ7SR/hV95Tgy0x7vL5x60b1ZWMYNQcVl2W8lj4Ueem5Q6LPo3rcGJE3vqh+xbMJXYUz/E\nS0YJl1dmNzEDkZwe6qYV6nh8LfNlwsdkQr0dz4llX+TFn7uE4IhxrH3+nzCtEHsaanO23dNQS/Gg\nCgBKyypxnSieG8/0Bf5MychKPCfW4ep3WXEpxKFVulu6dRH+p7WHdhO4yVZKyyopHlTRYX2NlKbr\na8nISlKJFsLllVIvRd5p7WU/DGpvT0P6g5/22t7/hfAT0w53KYclf4VfGYfI4eJBY4juqcteJ3ks\n/Eh7rtRh0b9pj+gf5uHWpee+3LoaMExGXno34dHpE5WmktGcubOujq+F8JO8TagrpS5VSq1VSm1Q\nSn2/g9+fp5R6WynlKqW+0hcxGXaYUVdUM3jqzYy46J+zh6BE99RRWpY7UV5aVknL3k0MHlnFhBkL\nMa0Qph1m7KxqBpRXoQyLAeVVjJ1VjWGHD1r9DsiKywLnxxwWojvykcOeE0OjaXjvMc44fz7R5m0d\n1tfo3k0MKK/i5JnzMQIRRl1RLfVSHKSvc9hLxnCdaIc56zqtHb7/C3E4fZnHKSeW/UCzvdKyShKt\njZK/4oj0aQ4no53msOtE2b3xZclj0W19mcNmINLpWELqsDhSfpqbUIEw7ubcuS/DCtL4158xYubt\njPvHN8CwGHvxwuzYOdHa2OFrIiUfKgkfy8uEulLKBB4ELgPGA9cppcYfsNmnwN8Cv+2zwDQYwWJK\nJ8zGDBRnD0Gpf+tRTj/vLgaPrEIpKzuJXjRoDGfNeoBAqBTDsNInSwiX8rnLFzPp5hV87vLF2ROJ\ntF/93kZWXBYu3+awEF2UrxxuW1lWX/MIW1b8FMuOUDmjOqe+Vs5YSHjQGE6afjv7338G7cTlhKTi\nIPnIYWWHMK0wEy5YkDsmuGABphXmpOm3M+nbb3DyBXdi2hHJWXFYfZ/HCtOOHJzDF96LFRzApG+/\nwSmXPSAnwhNd1tc5bNghTDvCGefPP2jfzLTDDKu4UPJYdEtf53AqGe14LNGuDss4QnSHH+YmtOeh\n43G01uhEFOuE3LkvLxnDbWlk039+jXWLJ2JaAXZtWMa4S+9n0s0rsAJFTLjw3gP2CatlhbrwNStP\n/3cisEFrvRFAKfUYcBWwpm0DrfWmzO/6pGmS9jx0ogWtDLY9M5fhM2+nZGQl++trsj1Rzzj3TkID\nynGTrUQ3vYk9ZjJ2sDjndpQyMAPpMxC3fYXPVr9ve2YOsfpawuWVsuKysPkuhwvFOX9c1OVtz+jF\nOER+cthzYqQSLZSMrKRp/VKa1i9lyNhLPquvTpRo3So2PTvnszoZkB0K0aE+z2HtxPDcBI0fPcVp\nU24nUlpBdE8djR89xcgJ17H511//LG/bTsQkxKH1aR6nF3lED87hNX9i5OlfS0/0yAeYonv6NIe1\nE8fzXHZ9/ExuDn/4JCMnXMfOZYsYdUW15LHojr6tw4bVeR2ecD1bfvcdGUeI7srr3IT2PGhtxvnv\nR/DqNhC4dzGRqxek275srk1PrivFyEvvZvuf7yFWX4vT0sieuuVs/uv92ds5buLNnDXrASw7QsqJ\nYdphqePC1/I1oV4OtG94vBWYlI9AtOeBE0PbIbxUEjNSSqy+lqaVj3LyhXex4eV7ad5eixNtwrTC\ntNStZNsf/gEMi3HfW9Hl/6OUgRkppXz2Ygw7jOfEMKRAFDLf5HCh0aqxy9uOSXbvtjfZ3Qzm2JaX\nHDbsMNpzGTurmvUvzMmpr7vf+R2Dz7yG0JAxjPveCqmT4nD6PIeNQISGl37EiPP/gfUvzaN5ey0l\nIysZO2shhhWWvBVHok/z2LACtNS9zYjxs1n/4tx2OVyNEShCKSW5K7qrb3M4EKHhuXmd1uG2fS3J\nY9ENvqnDShmSw+JI5HduIplMT6Z/shYAZQeJ/umnhC+/HWNYBV5jHYYdYseL6ZYvgcEVOC07GXvR\ngpw6PuLUq7EyR2ZY7RanCuFX+ZpQVx1cp4/ohpT6O+DvAI4//vhu/a32PHR0D9HfzSH0hTvY9vL9\njJh5O+HySlo+Tq9KP2n67QQHV5BKtrLjpR9lr29r12J244Xe2ep1UZB6LIfh6PK40Ghjbb5DEGl5\nyWGljPSkjZvk5AvuJDBgFInddTS+vJhUaxODxl/OjmX3Uz57sdRJcTh9nsNeMkqqpZHGv/xbdnyQ\n3L8N5Wm0E8cIFkneiu7q0zGxl4yyZ/V/YRYNOSCHPbQbx5D8Fd3X5znceR2OYR5w9LAQXeCLOmxa\nYQwrKBPp4kjkd34tGMSr2/DZP07G0C2NND/4tex1JXNfybZ8aTN46s2cctkDmIGILEgRBSlf2boV\nGN3u5+OAbUdyQ1rrX2qtq7TWVcOGDeveHzsxor+bg1tXgzl0THZletkldxEeXUXLumXsXLaIVHQP\nAKnWJjAswqOrpF2L6LEchqPM4wJT6W7p8qW7xjjdu/RmLAUgbzmski7KCmBaYbb87jts/vXXSbU2\nMeoLC1GBsNRX0VV9nsPKDjPysvmkWpvY/Ouvs+V338FQJsoKYgQkZ8UR6dMx8SFzWOquODJ9m8Om\nzagrqg/KYVAoyWFxZPq4DocY9YWFOTlsWmGUFZDJRHGk8ju/lkhgVJzc7kYg8uV7sSqqwLCwKqqy\neR8eXZWdUys9YzaGHcouPJX8F4UmXyvUVwNjlVIVQD1wLXB9n0fR7uzDqV11hMsrac6sQG87FMVz\nYig7jG7ZR/lVD2AE5dMzAfglh4U4cvnL4UAA7cZorX+X8ivvxwiV4MWbafm0huIxk6TvqeiqPs9h\n7cbZ+8EzlF0yD3vgSLxkDM+JokxbclYcqT7NY8lh0Qv6NIfTuWox8vIFWMXD8JIxUon97HvvSQaf\nfT0E5SgL0W19XIcTHY+BKyZDIF/TM6LA5XduIhDA/vpN2R7qKhAm+vR9OS1fvH07aN35seS96Ffy\nkrlaa1cp9V1gKWACj2qtP1RKLQBqtNZPKaXOAZ4ESoEvKqXu0Vqf2qOBJGNYJ1Ti1tUQf+VRRs66\ni+0v3EvzumW4rU2ZVZLFKGWgAhEIBHLatohjl29yuACNcfIdgYD85rAyDBQGkbLPU//UHdkTNY+8\n9G6UMmVSR3RJPnJYYTDo1C9kT6iUzdsjbjQjjnV9nceSw6Kn9XktTsZIvvkE1oTL2PLELdk8HnXF\nQjlSSByRfNThDsfAeWseIApdvucmlGGgi0qw//bvIRhEJ1oPavkSnHEzRefMzsl7OSpZFDqldf8Z\nQVdVVemampoub9++h7q7uZbgBTcRmHwtRrBIVqH3Tx31FvOd7uZxobn3ibPyHUJWd05i+qvZb/de\nIF3Xb3JYex460YIX24c5aBSpvdswwgNRwWKUIXW3HyvoHJa8FUgOi8JX+Dkc3UOi5g/Y42dgDh2D\nl4yiAhEMw8xDpCIPCj+HpQ4f6wo6hw/nwHk264RKItdUQ2RQ+nwtdljm2wpfQeRwbzumj61QhgGR\nUoqE2JRRAAAgAElEQVSuXwyBMCRjkHlRyyp0Ibrm7Kev6tb2X+qlOERhUYYBwWJMwwSlMIsGp+uv\n7EgIH5O8FYVOclgUurb9t9CU67P7b0agSHJYFAypw6K/63SezTAgM88m822iPzimJtS1pyHpQNCG\nhAMBO/OGlnkxS889IbqtuyfsHNaLLV8au7HiXORPTi3WNmiFkvorCoZK5237r0IUFMlhUegkh0Wh\nkxwWha3jubXP8ljm2cSx4JiZUNeehpYozm+extu4FePE47C/8UV0cSTnhS+E6B7piS66Q2qxKGSS\nv6LQSQ6LQic5LAqd5LAodJLDQqQdMxPqJJ30C37DpwB4Gz7F+c3T2DdcDaFAnoMTonD15opzP7nk\n163d2n7p38gn8R2SWiwKmeSvKHSSw6LQSQ6LQic5LAqd5LAQwLE0oR608TZuzbnK27g1fYiKEEIc\nxr7wim7+xUW9EkfBk1osCpnkryh0ksOi0EkOi0InOSwKneSwEAAcO2e+SDgYJx6Xc5Vx4nHpfk9C\niCM2yOnepVBpc0e3LqITUotFIZP8FYVOclgUOslhUegkh0WhkxwWAjiWJtQDNvY3vohx8vFgGBgn\nH4/9jS9CQD5FE6Iv+WnyfYzT9YtnbOvWRXRCarEoZJK/otBJDotCJzksCp3ksCh0ksNCAMdQyxdl\nKHRxJN3XqZMzEQsh4KH/Pqtb2w/qpTiORHf7uTd24z1fq8bu3bjokNRiUcgkf0WhkxwWhU5yWBQ6\nyWFR6CSHhUg7ZibUIf3Cz54kQU6WIESHCrktiygMUotFIZP8FYVOclgUOslhUegkh0WhkxwW4hib\nUBdCHN5Ap3c/Wd5n6169/d6ijbX5DkEIIYQQQgghhBBC5JlMqAshfKu7q+X3Sts2IYQQQgghhBBC\nCNGLZEJdCJFjULJ72++VI7yEEEIIIYQQQgghxDFCJtSF6Oeef/jsbm3f2ycZ7U5LGT+1h6l0t+Q7\nBCGEEEIIIYQQQgiRZzKhLkQ/d+K+7m2/O9w7cfjRsG60lNkk7WSEEEIIIYQQQgghjnkyoS6EyDE4\n1ru3350WMd0/QWr3VrR3p+f6mG72cz/nj4u6tf3qL93evX8ghBBCCCGEEEIIIfqc0to/LRWOllKq\nEdic7zgOMBTYle8gDsHP8fV0bLu01pf24O31CsnjI+Ln+Hoytv6Uw35+zo5Ef7o/vXlfJIf7ViHE\nCIURZ1uMksN9w8+xgb/jO1xsksO9z69xQf+ITXK48Bwr9xO6dl8LOYcL5bmUOHtORzEWRA73tn41\noe5HSqkarXVVvuPojJ/j83Nsxxq/Pxd+js/PseVTf3tc+tP96U/3pTcVwuNUCDFCYcRZCDF2l5/v\nk59jA3/H5+fYeppf76tf4wKJzW+Olft8rNxP6P/3tVDun8TZcwohxnwx8h2AEEIIIYQQQgghhBBC\nCFEIZEJdCCGEEEIIIYQQQgghhOgCmVDvfb/MdwCH4ef4/Bzbscbvz4Wf4/NzbPnU3x6X/nR/+tN9\n6U2F8DgVQoxQGHEWQozd5ef75OfYwN/x+Tm2nubX++rXuEBi85tj5T4fK/cT+v99LZT7J3H2nEKI\nMS+kh7oQQgghhBBCCCGEEEII0QWyQl0IIYQQQgghhBBCCCGE6AKZUD8KSqlLlVJrlVIblFLf7+D3\ntyql1iil3lNKLVNKndDudymlVG3m8lQeYvtbpVRjuxhuave7byql1mcu3+zp2LoY35J2sa1TSu1t\n97tefeyOZUeT0/mOrd12X1FKaaVUn56JuivxKaW+mnn8PlRK/bYv48uXLuRUUCn1eOb3q5RSY/o+\nyq45mrrqR0qpR5VSO5VSH3Tye6WU+knm/r6nlDqrr2P0o67Wonw63HPrB0qp0Uqpl5VSH2Vq4v/N\nd0wdUUqFlFJvKqXezcR5T75j6i4/12E/11U/18guxHaBUmpfu8dtXl/F1lOOJm+VUj/IXL9WKXVJ\nH8cl+3/dj6vf7/f5uQ73JD/X9J7k5/eH3nK45zafOno+lFKDlVIvZmrai0qp0jzH2OG414dxdjju\nVUpVZGrT+kytCuQzTt/QWsvlCC6ACXwCnAgEgHeB8QdscyEQyXx/C/B4u9+15Dm2vwX+vYO/HQxs\nzHwtzXxf2tfxHbD9PwCP9sVjdyxfjjan8x1bZrsS4FVgJVDls8duLPBO2+sJGJ7v59wnj8t3gIcy\n31/bVznVS/elw7rq1wtwHnAW8EEnv78ceB5QwGRgVb5jzvelu+9ffn1u/XABRgJnZb4vAdb59LFU\nQHHmextYBUzOd1zdiN+3ddjvddXPNbILsV0APJPP3OuD3Ogwb4Hxme2DQEXmdsw+jEv2/7oZ1wHb\n97v9Pj/XYb/kYKFd/Pz+kK/n1m/PB3A/8P3M998H/iXPMXY47vVhnB2Oe4EngGsz1z8E3JLv590P\nF1mhfuQmAhu01hu11kngMeCq9htorV/WWkczP64EjvNLbIdwCfCi1nq31noP8CJwaZ7juw74/3o4\nBnGw/pDT95J+U4r3UVxtuhLft4AHM68rtNY7+zjGfOjK43IV8F+Z738PzFRKqT6MsauOpq76ktb6\nVWD3ITa5Cvi1TlsJDFJKjeyb6HyrIPKgC89t3mmtt2ut38583wx8BJTnN6qDZfK/JfOjnbkU0gmI\n/FyHff168nONLITX+FE6mry9CnhMa53QWtcBGzK31ydxFcBYuSO9uf8n+33+rsM9ydc1vSf5+f2h\nl/j6ue3k+Wj/mvov4Et9GtQBDjHu9VucnY17Z5CuTeCDOP1CJtSPXDmwpd3PWzn0juCNpD+lbBNS\nStUopVYqpXo6Gbsa25czhyD9Xik1upt/2xfxkTlMsgJY3u7q3nzsjmVHm9O96bCxKaXOBEZrrZ/p\no5ja68pjNw4Yp5R6PZO7Pf1BlR915XHJbqO1doF9wJA+ia57jqauFqq+eD8oNPKY9ILMoe1nkl4F\n4ztKKVMpVQvsJD3p5Ms4O+HnOlzoddXv9WBK5pDt55VSp+Y7mG46mrztzedF9v96L67+vN/n5zrc\nkwq9pvckv78/dFch3p8RWuvtkJ7MBobnOZ6sA8a9vovzwHEv6aMT9mZqExTG898nZEL9yHX0iXGH\nK5aUUt8AqoBF7a4+XmtdBVwP/KtS6qQ+ju1pYIzW+gzgJT77VKzL9+sodOd/XAv8Xmudanddbz52\nx7KjzenedMjYlFIGsAS4rY/iOVBXHjuLdNuXC0ivvnlEKTWol+PKt648Ln1Rc3rC0dTVQlUoz01f\nksekhymlioH/Af5Ra70/3/F0RGud0lpXkl5pOlEpdVq+Y+oGP9fhQq+rfq4HbwMnaK0nAD8F/pjn\neLrraPK2N58X2f/rnbja9Nf9Pj/X4Z5U6DW9J/WH57O9/nZ/8qYQx73A5zvarG+j8ieZUD9yW4H2\nn6geB2w7cCOl1EXAXOBKrXWi7Xqt9bbM143AX0h/QtVnsWmtm9rF8zBwdlf/ti/ia+daDjjsr5cf\nu2PZUeV0nmMrAU4D/qKU2kS6z9dTqu9OTNqVx24r8CettZM5BHkt6Qn2/qyrj8toAKWUBQzEn4ex\nH01dLVR98X5QaOQx6UFKKZv0TsV/a63/kO94DkdrvZf0uKOQjjDycx0u9Lrq23qgtd7fdsi21vo5\nwFZKDc1zWN1xNHnbm8+L7P/1Qlzt9Nf9Pj/X4Z5U6DW9J/n2/eEIFeL92dHWZifzNe/tVjsZ9/ou\nzjbtxr2TSbctsjK/KoTnv0/IhPqRWw2MzZztNkB6AJBz5vFMC4pfkB5M7Wx3falSKpj5figwDVjT\nx7G17+F1JekeTgBLgVmZGEuBWZnretJh48vEeArpE+OsaHddbz92x7Ijzul8x6a13qe1Hqq1HqO1\nHkO6Z+WVWusaP8SX8UfSJ6pqy91xpE/61J915XF5Cvhm5vuvAMu11n78xPto6mqhegr4G5U2GdjX\ndkjiMaxL71/i8DK9YX8FfKS1XpzveDqjlBrWdjSRUioMXAR8nN+ousXPdbjQ66pva6RSqizzGkMp\nNZH0Pl9TfqPqlqPJ26eAa5VSQaVUBenFC2/2VVyy/9f9uDKx9ef9Pj/X4Z5U6DW9J/n2/eEIFeL4\nt/1r6pvAn/IYy6HGvX6Ls6Nx70fAy6RrE/ggTt/QPjgzaqFeSJ+9eR3pnkJzM9ctID2AgvRhTDuA\n2szlqcz1U4H3SZ8d+X3gxjzEdh/wYSaGl4HPtfvbG0ifwGcD8L/z8dhlfp4P/OiAv+v1x+5Yvhxp\nTvshtgO2/QtQ5bPHTgGLSe8IvE/mLNn9/dKFxyUE/C5Tb94ETsx3zEdxXzqtq368kF4Fth1wSK88\nuRG4Gbg583sFPJi5v+/39WvKr5eO8sBvl46e23zH1EGM00kfLvpeu/eUy/MdVwdxngG8k4nzA2Be\nvmM6gvvg2zrs57rq5xrZhdi+2+5xWwlMzXce9mXekl4d/gnpowEv6+O4ZP+vm3Flfp5PP97vO5p8\nLqTL0eRgIV26UIP73Ri6o+fWL5dOno8hwDJgfebr4DzH2OG414dxdjjuBU7M1KYNmVoVzPfz7oeL\nyjw4QgghhBBCCCGEEEIIIYQ4BGn5IoQQQgghhBBCCCGEEEJ0gUyoCyGEEEIIIYQQQgghhBBdIBPq\nQgghhBBCCCGEEEIIIUQXyIS6EEIIIYQQQgghhBBCCNEFMqEuhBBCCCGEEEIIIYQQQnSBTKgLIYQQ\nQgghhBBCCCGEEF0gE+pCCCGEEEIIIYQQQgghRBfIhLoQQgghhBBCCCGEEEII0QUyoS7E/8/encdH\nVd/7H399Z85sCWFLgsgSg6AIikQJCOKGK7Z1a7XV21pbbe1y++u9VdtbrVrrfmvtcrvdqrfFbnZz\n7a2trdu1LiCLwQWKBUE2IQtbSGY5y/f3x4QhgQABQiYnvJ+Px3kkM3Nm5kt4z/d8z+ec+R4RERER\nERERERGRLlBBXURERERERERERESkC1RQFxERERERERERERHpAhXURURERERERERERES6QAV1ERER\nEREREREREZEuUEFdRERERERERERERKQLilZQN8b81BhTb4x5cxePf9QY83rb8rIxZmJPt1Fkd5Rh\nCTtlWMJOGZawU4Yl7JRhCTtlWMJOGRYpjmKeoT4LmLmbx5cDp1prjwVuA+7riUaJ7IVZKMMSbrNQ\nhiXcZqEMS7jNQhmWcJuFMizhNgtlWMJtFsqwSI8rWkHdWvsCsGE3j79srd3YdnM2MGJPrzlz5kwL\naNGyq6VbHYgMg3KsZbdLt1KGtRRh6VbKsJYiLN1KGdZShKVbKcNairB0K2VYSxGWbqUMaynCIoRn\nDvWrgD/vaaXGxsYeaIrIPulShkE5ll5LGZawU4Yl7JRhCTtlWMJOGZawU4ZFuolT7AbsiTFmBvkP\n/Um7ePxq4GqAqqqqHmyZSNfsKcNt6yjH0mspwxJ2yrCEnTIsYacMS9gpwxJ2yrBI9+rVZ6gbY44F\nHgAusNY2dbaOtfY+a22ttba2srKyZxsosgddyTAox9J7KcMSdsqwhJ0yLGGnDEvYKcMSdsqwSPfr\ntQV1Y0wV8AhwubX27WK3R2RvKcMSdsqwhJ0yLGGnDEvYKcMSdsqwhJ0yLHJgFG3KF2PMQ8BpQIUx\nZjXwdSAGYK39b+BmoBz4kTEGwLPW1hantSI7U4Yl7JRhCTtlWMJOGZawU4Yl7JRhCTtlWKQ4ilZQ\nt9ZetofHPwV8qoeaI7LXlGEJO2VYwk4ZlrBThiXslGEJO2VYwk4ZFimOXn9RUtl31ga4XpqYkyr8\nNKbXzvIj0oHyK9u88I2WvVr/lK+XHqCWiBx46vukr1CWpbdTRiWMlFs5WCn70tuooN5HWRuQzmzk\n6ZeuZ119HUOH1HDm9LtIJQep05FeT/mV9u4YtXfrn3JgmiFywKnvk75CWZbeThmVMFJu5WCl7Etv\npOT1Ua6X5umXrmft+nkE1mPt+nk8/dL1uF662E0T2SPlV0QORur7pK9QlqW3U0YljJRbOVgp+9Ib\n6Qz1PirmpFhXX9fhvnX1dcScVJFaJNJ1yq+0tzW2di+fccQBaYfIgaa+T/oKZVl6O2VUwki5lYOV\nsi+9kc5Q76NcL83QITUd7hs6pEZH8CQUlF9pL4hu2KtFJKzU90lfoSxLb6eMShgpt3KwUvalN1JB\nvY+KOSnOnH4Xww6pJWIchh1Sy5nT79IRPAkF5VdEDkbq+6SvUJalt1NGJYyUWzlYKfvSG2nKlz7K\nmAip5CBmnvodXQVZQkf5lfasaS52E0R6hPo+6SuUZentlFEJI+VWDlbKvvRGKqj3YcZEiMdKAQo/\nRcJC+RWRg5H6PukrlGXp7ZRRCSPlVg5Wyr70Niqoi4hIr2YjW4vdBBERERERERERQHOoi4iIiIiI\niIiIiIh0iQrqIiIiIiIiIiIiIiJdoClfRESkdzMtxW6BiIiIiIiIiAigM9RFRERERERERERERLqk\naAV1Y8xPjTH1xpg3d/G4Mcb8lzFmqTHmdWPM8T3dRpHdUYYl7JRhCTtlWMJOGZawU4Yl7JRhCTtl\nWKQ4inmG+ixg5m4ePxc4om25GvhxD7RJZG/MQhmWcJuFMizhNgtlWMJtFsqwhNsslGEJt1kowxJu\ns1CGRXpc0Qrq1toXgA27WeUC4Oc2bzYw0BhzaM+0TmTPlGEJu7Bk2Jqte7XIwSMsGRbZFWVYwk4Z\nlrBThiXslGGR4ujNc6gPB1a1u7267T6RsFCGJeyUYQk7ZVjCThmWsFOGJeyUYQk7ZVjkAOjNBXXT\nyX12p5WMudoYM88YM6+hoaEHmiXSZV3KMCjH0mspwxJ2yrCEnTIsYacMS9gpwxJ2yrDIAdCbC+qr\ngZHtbo8A1u64krX2PmttrbW2trKysscaJ9IFXcowKMfSaynDEnbKsISdMixhpwxL2CnDEnbKsMgB\n0JsL6k8AH2+7IvFUYLO19r1iN0pkLyjDEnbKsISdMixhpwxL2CnDEnbKsISdMixyADjFemNjzEPA\naUCFMWY18HUgBmCt/W/gSeB9wFKgFfhkcVoq0jllWMJOGZawU4Yl7JRhCTtlWMJOGZawU4ZFiqNo\nBXVr7WV7eNwC/9pDzRHZa8qwhF1YMmzNlmI3QXqpsGRYZFeUYQk7ZVjCThmWsFOGRYqjN0/5IiIi\nIiIiIiIiIiLSa6igLiIiIiIiIiIiIiLSBSqoi4iIiIiIiIiIiIh0gQrqIiIiIiIiIiIiIiJdoIK6\niIiIiIiIiIiIiEgXqKAuIiIiIiIiIiIiItIFKqiLiIiIiIiIiIiIiHSBU+wGiIiI7I41DcVugoiI\niIiIiIgIoDPURURERERERERERES6RAV1EREREREREREREZEuUEFdRERERERERERERKQLVFAXERER\nEREREREREekCFdRFRERERERERERERLpABXURERERERERERERkS4oWkHdGDPTGLPEGLPUGPPVTh6v\nMsY8Z4x5zRjzujHmfcVop8iuKMMSdsqw9AXKsYSdMixhpwxL2CnDEnbKsEjPK0pB3RgTBX4InAuM\nBy4zxozfYbUbgd9Za48DLgV+1LOtFNk1ZVjCThmWvkA5lrBThiXslGEJO2VYwk4ZFimOYp2hPgVY\naq19x1qbA34DXLDDOhbo3/b7AGBtD7ZPZE+UYQk7ZVj6AuVYwk4ZlrBThiXslGEJO2VYpAiKVVAf\nDqxqd3t1233t3QJ8zBizGngS+H+dvZAx5mpjzDxjzLyGhoYD0VaRznRbhkE5lqJQhqUv0HhCwk4Z\nlrBThiXslGEJO2VYpAiKVVA3ndxnd7h9GTDLWjsCeB/wC2PMTu211t5nra211tZWVlYegKaKdKrb\nMgzKsRRFaDJsI0v2apGDisYTEnbKsISdMixhpwxL2CnDIkVQrIL6amBku9sj2PkrJ1cBvwOw1r4C\nJIGKHmmdyJ4pwxJ2yrD0BcqxhJ0yLGGnDEvYKcMSdsqwSBEUq6A+FzjCGDPKGBMnf1GEJ3ZYZyVw\nBoAxZhz5D7y+cyK9hTIsYacMS1+gHEvYKcMSdsqwhJ0yLGGnDIsUQVEK6tZaD/gC8BSwmPzVht8y\nxtxqjDm/bbVrgU8bYxYCDwGfsNbu+LUVkaJQhiXslGHpC5RjCTtlWMJOGZawU4Yl7JRhkeIwfekz\nVFtba+fNm1fsZkjv1dncYr2Ociy7cVBmeNIfd7xI/e7NP+/xbntv6XYHZYalT1GGJeyUYQk7ZVjC\nThmWsAtFhg+0Yk35IiIiIiIiIiIiIiISKiqoi4iIiIiIiIiIiIh0gQrqIiIiIiIiIiIiIiJdoIK6\niIiIiIiIiIiIiEgXqKAuIiIiIiIiIiIiItIFKqiLiIiIiIiIiIiIiHTBfhfUjTHPdOU+ERERERER\nEREREZEwc/b1icaYJFACVBhjBgGm7aH+wLBuaJuIiIiIiIiIiIiISK+xzwV14DPAv5Mvns9ne0F9\nC/DD/WyXiIiIiIiIiIiIiEivss8FdWvt94DvGWP+n7X2+93YJhERERERERERERGRXmd/zlAHwFr7\nfWPMiUB1+9ez1v58f19bRERERERERERERKS32O+CujHmF8BooA7w2+62gArqIiIiIiIiIiIiItJn\n7HdBHagFxltrbTe8loiIiIiIiIiIiIhIrxTphtd4Exi6t08yxsw0xiwxxiw1xnx1F+t82BizyBjz\nljHm1/vdUpFupAxL2CnDEnbKsPQFyrGEnTIsYacMS9gpwyI9b5/PUDfG/JH81C5lwCJjzKtAdtvj\n1trzd/PcKPBD4CxgNTDXGPOEtXZRu3WOAK4HpltrNxpjhuxrW0W6mzIsYacMS9gpw9IXKMcSdsqw\nhJ0yLGGnDIsUx/5M+fKt/XjuFGCptfYdAGPMb4ALgEXt1vk08ENr7UYAa239fryfSHdThiXsQpPh\nGm9VMd5Wer/QZFhkN5RjCTtlWMJOGZawU4ZFimCfp3yx1v7f7pY9PH040L5CsrrtvvaOBI40xrxk\njJltjJm5r20VOQCUYQk7ZVjCThmWvkA5lrBThiXslGEJO2VYpAj2+6Kkxphm8lO/tLcZmAdcu+0o\n2Y5P6+S+HV/DAY4ATgNGAH83xhxjrd20w/tfDVwNUFVVtdftF9lH3ZZhUI6lKJRhCTtlWPoCjYkl\n7JRhCTtlWMJOGRYpgu64KOm3gS+TPwI2ArgOuB/4DfDTXTxnNTCy3e0RwNpO1nncWutaa5cDS8h3\nAB1Ya++z1tZaa2srKyv36x8ishe6LcOgHEtRKMMSdsqw9AUaE0vYKcMSdsqwhJ0yLFIE3VFQn2mt\n/Ym1ttlau8Vaex/wPmvtb4FBu3jOXOAIY8woY0wcuBR4Yod1HgNmABhjKsh/RaWzs91FikEZlrBT\nhiXslGHpC5RjCTtlWMJOGZawU4ZFiqA7CuqBMebDxphI2/Lhdo/t+DWT/J3WesAXgKeAxcDvrLVv\nGWNuNcac37baU0CTMWYR8BzwZWttUze0V2S/KcMSdsqwhJ0yLH2BcixhpwxL2CnDEnbKsEhxGGs7\nrXl3/QWMORz4HjCNfAF9NvAlYA0wyVr74v42sqtqa2vtvHnzeurtJHw6m1us11GOZTcOygxf9ejx\ne7X+/1y0oNveW7rdQZlh6VOUYQk7ZVjCThmWsFOGJexCkeEDbb8vStp20dHzdvFwjxXTRURERERE\nREREREQOpH0uqBtjvmKt/aYx5vt0MrWLtfaL+9Uy6dMCG5Dz0iScFFkvTdxJETHdMQORSM9RjkVE\nDhz1sRI2yqz0Nsqk9AbKofQUZU160v6cob647ae+AyJ7JbABzdmN/GTu9SxtqmNMeQ2fmXwXZYlB\n6uwkNJRjEZEDR32shI0yK72NMim9gXIoPUVZk562z6my1v6x7eeD1toHgT9s+73ttkincl6an8y9\nniWN8/Ctx5LGefxk7vXkvHSxmybSZcqxiMiBoz5WwkaZld5GmZTeQDmUnqKsSU/b78M0xphpbVcK\nXtx2e6Ix5kf73TLpsxJOiqVNdR3uW9pUR8JJFalFIntPORYROXDUx0rYKLPS2yiT0hsoh9JTlDXp\nad3xvYfvAucATQDW2oXAKd3wutJHZb00Y8prOtw3pryGrI4cSogoxyIiB476WAkbZVZ6G2VSegPl\nUHqKsiY9rVsmErLWrtrhLr87Xlf6priT4jOT72JsRS1R4zC2opbPTL6LuI4cSogoxyIiB476WAkb\nZVZ6G2VSegPlUHqKsiY9bX8uSrrNKmPMiYA1xsSBL7L9gqUiO4mYCGWJQXxx6nd09WUJLeVYROTA\nUR8rYaPMSm+jTEpvoBxKT1HWpKd1R0H9s8D3gOHAauCvwL92w+tKHxYxEZKxUoDCT5GwUY5FRA4c\n9bESNsqs9DbKpPQGyqH0FGVNetJ+F9SttY3AR7uhLSIiIiIiIiIiIiIivdY+F9SNMd8H7K4et9Z+\ncV9fW0RERERERERERESkt9mfM9Tntfv9G8DX97MtIiIiIiIiIiIiIiK91j4X1K21D2773Rjz7+1v\ni4iIiIiIiIiIiIj0Nd11udtdTv2yK8aYmcaYJcaYpcaYr+5mvYuNMdYYU7t/TRTpXsqwhJ0yLH2B\ncixhpwxL2CnDEnbKsISdMizS87qroL5XjDFR4IfAucB44DJjzPhO1isDvgjM6dkWiuyeMixhpwxL\nX6AcS9gpwxJ2yrCEnTIsYacMixTHPhfUjTHNxpgtxpgtwLHbft92/x6ePgVYaq19x1qbA34DXNDJ\nercB3wQy+9pOkQNEGZawU4alL1COJeyUYQk7ZVjCThmWsFOGRYpgnwvq1toya23/tsVp93uZtbb/\nHp4+HFjV7vbqtvsKjDHHASOttf+7r20UOYCUYQk7ZVj6AuVYwk4ZlrBThiXslGEJO2VYpAiKMuUL\nYDq5rzAPuzEmAnwHuHaPL2TM1caYecaYeQ0NDd3YRJHd6rYMt62vHEtPU4alL9B4QsJOGZawU9MG\nghQAACAASURBVIYl7JRhCTtlWKQIilVQXw2MbHd7BLC23e0y4BjgeWPMCmAq8ERnF06w1t5nra21\n1tZWVlYewCaLdNBtGQblWIpCGZa+QOMJCTtlWMJOGZawU4Yl7JRhkSJwivS+c4EjjDGjgDXApcC/\nbHvQWrsZqNh22xjzPHCdtXZeD7dTZFeUYQm70GS42u3pd5QQCU2ORXZBGZawU4Yl7JRhCTtlWKQI\ninKGurXWA74APAUsBn5nrX3LGHOrMeb8YrRJZG8owxJ2yrD0BcqxhJ0yLGGnDEvYKcMSdsqwSHEU\n6wx1rLVPAk/ucN/Nu1j3tJ5ok8jeUIYl7JRh6QuUYwk7ZVjCThmWsFOGJeyUYZGeV6w51EVERERE\nREREREREQkUFdRERERERERERERGRLlBBXURERERERERERESkC1RQFxERERERERERERHpgqJdlFRE\nRA5ekx+7p8vr6tL0IiIiIiIiItJbqKAuIiI9Loi+WOwmiIiIiIiIiIjsNRXURUSkx9V4q4rdBBER\nERERERGRvaY51EVEREREREREREREukAFdRERERERERERERGRLlBBXfZaYC0tbq7DzwP7fgEtXib/\nfl6GwAZFa4uEX7Ezs2Oe/SA4KDNc7XZ9EZEDq9j94p4cqPbtbnwhPae35K+3tGN7e5TPsOnJDPW2\nvO4v5T3c9iePPfV/39c+M7Jv9pQ3PwjY2paPrW4OP1BfJLumOdRllwIbkPZzpKIJ0n6WZCROLvBp\n9VxunPsMlclSPj1uMsOdGC2uTzJqyPg+Kceh1fNIRaNkfI+UEyNizC7ew5L2fFJOlLTnY0xAPOKQ\nbXte2nPxrceX5/6Cuqbl1JSP4s5J/8KgRClg2JhNc+PcZ6hrWkdN+VBun3wGgxKpXb6fHHzyGXNJ\nOTEyvkva87hx7jNUJEu5elxtW35dosbgW0PKiZD2fCLGkog6hed2lqnAWjKeT9KJ7pR5sKT9HMlI\nnLTvUuLEd8rzp448k4uqp3HT3GeVYRHZaztup1PROBHT8VwJPwhI+z4l7bbN0Uik3WvYnbalt00+\ng0HxZKfb8PZ9atpzSUYdsr4l6UTIeAFJJ9Jt/Vf7tm/IZrmv7kUaMy277Sd3bN+u+++AjdkWbpj/\n653GFzv+DaXrdvz7RwwkorEO+cyv45FyHNKeh299/mPO3zpsB0ucGPFIlLQfUOJE9zpb7bfP237u\n7rmdfQ7a56wrn7X9+Tvt/DkL2Opm2JxLM6w0zoZMCwPiAf1iSeWzB+zp/7vj2NLDWkg5Di2uy2+X\nvcH/LFnQ5TFdPqvBTn3orjIS2ICc77PVc7lpl3ndff672k/2FPXHxbW7vO/YXyfb7etsyw6wy/4T\nKKyX9T0CG5Bq2yeKGEM8EmVTruP//T2TLydqnB22I85On8HOPje7/jfuvo/fcd292X5IeGzftra2\nbVu3UpkcgGfz++o539upb902Jt5x7Lzj5yLrB4XMJKKRAzY2lt5FBXXp1I4Dm08deSYfPvwkDIaB\niRQ3H38ahhi3vbqcymSMz4+voqR/jETgUN+a5k/vruTCw6sZGItjMx426UDWJxv1iBiDax1SToQW\nN+B3/1zJTxcv56pxo7hsTDXRqMHzDLfUPUdDpoWbJ51KRbwM3wbMb1zGDfN/zbdPuAJshBvnPsP8\nxrUAzG9cy41zn+FbU8+hNBYv8l9QeoNtg6dHly9mxvDDGVU2kOacyx2Tz8AS4aZX51HX2MRVR43l\nglGH8/XZy1jY2MzEijLumj6GqGcpScTwcgHGWkhEsRkPElGyQUCr5/PYsjXMGHEIh/UvodUNiEci\nuC7EYwYnSJDD59X1a/javGeoKR/aIc+nDzuWm+Y+qwyLyF7rSgHCDwI25nLc3NbX1VSUc9uUWvo5\nDlE/SjQOftby2PLFHfqhm+Y+w3UTp3HP609zR+15DEqUEDEGLwjIBT7bvuBoLWzKetzcru+8ddpo\n+jkRCKLEY5BzIR4DC2Q8S9IxpL2g7aBllLTntf0eI+3ld+RzfhonksLkfEoTDus2tvC39xr4t2Om\nMygRY23rVkocr7Ajv/1v0vUd5rSf44b5v2Z+4zLOGVbDlWPPYmCilFbPp8Qx2vHZB539/W+edCo/\nXPQwDdktfO+ETxL1HZy4oSXt883FC2nIZvh67fGUJ1Jt47z8dvDW2hnk/Ah3zn23Q7ZSToR4JELW\n93GMhSBWyJmNeMQjUdwgx1bPcNPsNxmSjPP/jhpNakAqPx6NR0i3nfyR9jwc4xONxMj4MCiR4ltT\n38eWXJofvjW7sD1OOc4+Fft2VZTJn/WWZXMuyzDHYUM2zQAb0C+WKOQu63u0eC531P2NuqY11JQP\n5+vHn0ss4pByND44kPbUt7YfW35w1HgspjCerKko59bJk/jE2ON4d+smFjau4+TKakwc/By4UZ94\nJELG93GMjxOJsynn8fiyBs4YXs7IAQmyOUs8ZmnxcmzOZRjm9Cfj5kh5Bpt0MNkAooaSaIx7ps4k\nFY2S9iwlsQitbkDKMWzKudw0+00WNm5iYsVAbjvhGAYmYmSCLIlIgk25zC6L8cXQvj8GOuzvlTrJ\norTpYNFZ3u+YdBmD46V4gU+zF3TI991TpxDxDMaBuO9A1NLqeyxsXMd1x06nuv9AVmzZxKPLF3PZ\nmAn4NmBzzmW4E8MLDL99Zz4PLHml0KcNipeQiCb58bRPk/MgETOkcwEPLavjgbYDUzdPOpVSx6HE\nSeZP3otGOx17DErs+sBQuu2EwPmNazl7+Gg+OXYSAxMpWj2PEscpPC+wlpacSy7tkeyfIt2Sw085\nxKIR4lEV1sPACzxcP0PSKSHjtRKLJsn4ubb8uGz1sty+8GHqmpbzwPTP0z9eypZchpQTw7OW1xvX\ncfcJZ1EWS9DsZplfv5aThlaR9j1K2g6ipj2/Qx3hktGHsznnMaxfihbXI+1FOuTzruljiJoIKSdS\nGAvvmCVrbWHMvO2nabeOtRY/R37s3vbT7GUebWAh50MiClkf4lFMRJneHyqoS6d2HNh8oGoyra7H\nbfNnU9dUz2/POp+75y6nIhnjmnHVLH/MZclKl/5VEcZdkuTKUUdi42CaXXI/e4Ng6SYiYwYSv3IC\nLfEoD/9zE2cPL2PowBiXH17N+EH9OaLfQH7/VJaV6wKqhkb4ypmnsdWmWbRhPdfXXMJttZexvLmR\nWW8/TSqaAKCuaV2Hdtc1rdtpB1sOXmnP5dHlizm36kjumD+HuqZ6asqHcPfUU/jq7FcpTyR49Oyz\nqIwmMQnD7ceNJojCoFIHtwUWP5Il0c9wxAxD7ufbcxz75ARMKsJjy9Yw87Dh3D2ngYUNa7ny6MF8\naPQgHn06U8jxB2bEqK0cwb8fM5V733iZW+f/H9dNPJOn1tZRXVahDIvIPtllAWLKFWBs25lmPje/\nOo/5DY35dRoaefydFXx05JG89UiGLSsD+ldFuOTCCaxo3shTa/KvVde0jlH9BvP94y/GiUexGUuQ\nsAQuJGNR1rRkeOCtZXzq6NHcPe9dFjRsAWBBwxYeX9bAJaMO5bVFOcaPijF4ELg5QywOzWmfe95s\npDHtc+uJh5BuyTKoLIGftRCxbMhm6R+39IumMFtd3Lbxw+AxA7n04+P5zTtrOHVEBfcufJ3bptQS\nj0TJBLnC2XRZ36PV8/nBSe9nxZYt/GzJPG6c+wz3TD2bVNRpW3fbGXhJ6pqWc86wGj4/7nzumLeE\nhY2v54tPU49hUCKuHee91L5gAfmDM/lt3hmsb9mASTsseiTLlpUBVac43Fx7PJGUYetWl5snzuDW\n2jNoasmQijmUJhzqm13KkzF8a1nQsIWbX1nGV2sPI+VEWdfSzGElg3n06QxlJYYzJsUpG+gQZCGI\nOtw0eyGnDavkQ4ccgvezN8i0237/ds1yHvjHkkJxyHUtt7y8joUNaSZWprhh6hC+UnMyzW7+rMpW\nz+ORFXN2+qzdO+UKHGPwrU/KSdLqZUhFE0QjUfwgYFPW5aY5HYuagxIxsoFPi+dy52svtDvwcBqx\nSLSw/Q8sfGPBn5nfuKrtPVfxjQV/5t4TPtjp3z5/hmm2Xb4TOrN3H+2pb8VGeXT5Yi4aNQ4nEuUP\nS9/hxqOPY+igEtZtbOWJ5e9y3qgqDk2VMTIykEW/yRb62nEfShDEIRGNQi5KJGkYYB0+Me5QNm+B\nx5/J0txquejMBEThrgXzqEymuPHI43FnLSyMQ6OfOJpcMsrvl61uNw7N5/eWE4fy2DtrWNCwEYAF\nDRu5ac6b3DN9Islogta2sy87O5kDILlTX7l/38boilQ0QV3T8g731TUtL+zvyYGT9nbO+9fmP8Tt\nx11EKjaIm9qNIcoTCSLpCMsec9myMkf/qghjP5ggVeowvbKaeNywenMLK5u38pHRx5KMRtmUDXhm\neQvnDHMZOijGJ6qmMn7AUP60+i36m9L8gfVWj0w0IJuJEO8P2bThI9UTWd6cz7AXQImTpMXz2JJz\nMYkkN89eVhh7VCRj2AyYBPgZSyQOJtLxWx4pJ0Zd0zrOHj6azx09lTvm13U40WBQIn9A0/V8Yq0+\n8QcXkV26iX5jBmKvOJqWREBLxNfYoBeyNiDnpYk7KVzfIxekacltJuGk8AKfFr+Zry24l7oNi3j2\nnF/zjdd+V8j76AFDyfle4bWSUYdJQ4axJZelXyzOllyWk4ZWscVzufnVl6hrqufJ932Ix95ZwbUT\nj6W6fxkZzyfr+4XXSDhRrn9paSGf5ckYLa7lztnvdeinByW3H6Cx1tKStjzy9PZa2KXnJiCAWBw8\n12JzsPjh7duT8ZckiEbyubdZIGYxOSBpIGMhYToUy21gYWuO3E871uZsv7iK6vuhaCMtY8xMY8wS\nY8xSY8xXO3n8GmPMImPM68aYZ4wxhxWjnX2ZtQFZt6XDz212HNj0j5Vw2/zZzG9cj28tw0pLqUzG\nuL7mcJY/7rJ5RYANIF5qiKQtme82w3tevpj+9kYILMHbG3F/+gbkAi4eMRB+5bPi2lYaH8gyud9g\nFr3ts2JtQBDAirUBjzydJUacY8uH85WXXufkh5/l3gUr+fy488n4OdKeS0350A7/ppryoaS9npl0\nWRnuObvL6o7y86Kl275SGGPG8MO5Y/6cQnbnN66nNBajIpHkKxMnUuElyH63mdarmkj+OM2AXJRM\nM/zjkSybVwQcdlIU7+c75PhnbxD3DB89ooq75zSwoD6Nb2HGiDIefTrbIcf/+5xLS9Yyc+RYIF+o\nqi6rAGBFc+NBm+FKt+uLyK4czP3wLgsQToJrXr2DaX+6mBLHoa6xqcM6Zx86stC/2QA2rwhY/pjP\nZ46Ykn98+Gj+9+zLoRm877XQelUT2e8242+wLFngsrk54G8r13H1MaMZ3i/FwsbmDq9/xvByXlvk\nUnNEjPfedmnZAi88nuGh77byxl88vnj0EE4ZXkoiEyHzc8vya1upfyBL6+aAv73bRKtrMTk/X0xv\n1+9Gf76Icw8dQnX/MuY3NHLTq/NYsbWJa+Y8yMZsC34Q0OoF3DXvbU55+DnufW0Znxs/jYpkKSVO\nnI25LYW/yzWv3kGLl6amfBRXjj2LO+YtYUHDxrbC7UZumv0mGc+np/SVHG8rWLS3bZs3edCRhdxV\njIsyfLxD7r/y217nh2kiW+GVP2dZ+GcgG+WlJ7O88Refr044nBcvnsyvzp5IZTLGsNIUN895kzH9\nB/Po01lKU4aZx8fZ+sssy69pZf39GWLpCDOGDeFDI4bh7TgO/dkbzBw6LD8eaGhkc87jlpfXFbbj\nC+rT3Dm7HkOUO+Yu4eSHn+UrL73O+0ZO5ZxhNYV/V2WiP4YI8WicrV6Omxd8l2vn3snG3BbSXoaM\nH3DTnDc75mrOm7T6PoG13Dr/eeY3ri2clX/r/Oc7zOeb/1uu2eFvuabTA+75M0w3d8j3xuzmHp2D\nuq9kGHbdtyadONe8ekdhbNnq+ZREHa4YdgSD7vNIX9XEoPs8Lj3kcMoTSbamfRY/3LGvXfxwFi8L\ntED9A/nM1j+Qxd0Iqxe7nDE5TmnK8OjTWRxifP/k07nxmMkEs97qkONg1lsYN+C0EYd0GIcuqE9z\ny8vrmDHikA7tX9i4iZQTxQ2CXX5Ok47DdbOfYmMuza+Xvsi0P17PNXMeZEN2K35wYPvDtJ+lpnxU\nh/tqykeR9rMH9H3b60sZ7qr8vlLneS+JDdxpDPGZI8ez7DG3Q6aXPJLFz8LfH8/y0HdbWfLXKCcM\nHsHv/7mKd5vT/HHpZj48bAAD70vTelUT7veamZqq5sajz+WVP7o89N1WVr8eYLwI8/+a5Tffa2X+\nX7NYN8INE0/jKzWnMqy0jFwQkPEC7pr3D5JOpDD2OHtkOV8+qprcL/zCNsDfagmCgI3ZNNfNforp\njz/AmpYt1JQP5ZNjJ3HH/DrmNzQWtgM3vTqPtJcvqsZ9MA92/LyZB99icMTZ49ggsJZW1+/wsycd\njBm2NiDjbqUl04S1lgAPP9heII9EYrzXUs+3Jl/PK+//w055N0Dad7mj7immP/GdwvTGd772Aic9\n/j/c+doL5GzAza++VKgllMVizDxsJPcufJ2TH32CiIGsH3DX/MWc8vCzlMacDmPjK8YP587Z9Tv1\n0znf0upaAmvJuvBIuxrCtIkOfnb7+DnbQoftSbzUYDOw7v4My69pZfPzOWiGzHebab2yicx3m7HN\nNl9E3ybn54vp7bKd++kb+TPWZZ8VpaBujIkCPwTOBcYDlxljxu+w2mtArbX2WOAPwDd7tpV9m7UB\nLdmN/PbFL3HnH6by2xe/RNrdWrhAR6uX41NHnllYP+U41DXVc/bww3jknAvI+QGfnTCKeMKwZeX2\nAXv1STHc+7YSLHYxh8YIlm7q8L7B0k30K4ux5Zc5MksDCCCzNKD+wSwTqjvuJKxcFzC4xOHmHXZI\nbpv7D/zAEDVw++QzmFQxjKiJMKliGLdPPqNHzu5VhntOZ1ltyW7cqage2ICsly7sVN684LtsdbNU\nlw2krqm+sN61x04iyFq+MWUSpYFD7sf5vOJDsNjFvW8rqTiFXCcrnU5zbJJRYn6Ue08Zxp8vOpz/\n+8hoqgbGWLmuY7tWrgs4pF+csng+lzXlQ2nMbCVqIjy79nVum3y6MiyyDw72DGd9lz+c/hXmnH83\nv51xHecMq6GmfBRNmc185ZjP8fL7/0Cr51FTUd7hecMGlHTYbkO+vxs+sIynzr2CayacjsnGyP6o\nuUPf6N2/lVGHO8x/yuWD1SN56t115FzL3y+ezPMXTuHR90/krJH5KQvGj4rx6lNZRh4RY85fs6xf\nld8BWL8qYP5TOS6oGsCmHcYBW37pcs6hh7J4QzMm2Xm/O3RgKSu25HdS6hqbGFVWwY9O/DStXpa0\n73PT7I7jhTvm/YOrx02mxc3y6Lt/ZV7TG3jWZ17TG/zmnT9yx6TLqC4rZ2Fjx/da2LiJpBM9AP9r\nO+tLOd71iQ4eTrvxYvVJMdwHdt72TqyNsX5VwOynshxzQpz1qwJefjKL7xqq+8f5j+NH4wcBPzj1\neBIxw8p1ATOOi7PxV9mdxpQXjRxOJBntNEeHDirj7BHDARhWkmJhQ7rDOgsb0pTEoixo2MjpI4Zw\n7XFjGVpSylcmXsw5w2o4Z1gN/zr+/YVCzS3z/s6/jruKW2r+nUGJAbiBT8qJdJqrlBPdZUGz/bY/\n7eWoKR++w99yOGkvt/Pf3c9yw4J7O+T7hgX39lgxsi9lGCDtdV7cXd68hnlNb9Cca+WQVCnDSkox\nWXYaR5r70gQZS2VZotO+NhEz1D/YMbNNv85SPTrfb556fJyV6wKS8QgnP/pHnOQu9qf6JRieKuG0\nEaWceVg/fnFuFS98ZAxfmlTJYWUpHn3fSTxy7km8+KHT+ct5MwDwgwgtbo6rxh6/w79vKCuaN7VN\n+fUspw87ljMPPZavTLiQQYl+pH33gF6YLxWNc+ekf2FSxei28fBo7pz0L6SiPTO9UV/LcGeCIKDF\nzbZdkDNLEOS/1dKU2dzpWCIZdXYaQ+xq/BBLGCbPSHDZv5UweUaCZa+7XH7EKIanSrhgZH/MfS0d\nPiPZHzdD2hTGBiOPiPHSkx3HCnP+kiVmogSB5dY5b9GS83B9w/dPOZ6WXMCV4/P949VjR7Dll+5O\n24AgR+EbU74N+Mniudw86TSq+w/c6USDusYmUk7bxA2JzrcbJKK7HRvkp4Jy+fKLb3PKH+by5Rff\nZmPW7bGi+sGQYWg7G73t5Lqc24LrZ4kah5LEoLbpTwxukOXB127ns49PIxGNM3pAFdvOv27doX9v\n/20w3wbYTg54lzixDrWEtO9zx/zXCgdlAgu3zV1UGH+ub8lw29TR/OWC43npkimM6p/klBGlPPnB\nw/n7pWN48oOH8y9HDaTVhVuezfCBX7YSd6BfieGzH05x49UlHDbU6fCZKB3QseZ22MlxGtuNffod\n65D9ccdxe/ZHzZBtl7/dZFv2XbGmfJkCLLXWvgNgjPkNcAGwaNsK1trn2q0/G/hYj7awj8t5aR55\n5XrebZjH+JEzOWXCNSRjZaxp2cr9dS/SkGnhnqnn8NHRp2JMfr7TFy+8jFbPJxmN4HkQdwOMgSmf\nS/DO8x4Nb/kkh0RofTt/Sqld6xIZMzB/FKxNZMxAyPpk3um4Mc68E3Do4I5fNakaGiHrWiqTHb/u\nNySZIGVjRKPg+DG+M20m8T1cPPIAUIZ7SPusArzbMI9HXrmej5z0HRKx0kIhPemk8DG0ei4/mnor\naS+gJBal1fN54YJLaXEDymIR3FZY9Nv816VO+loJwdsu0alx4uenMMMc7FoPG4f+VRE2rwjINHid\n5thb5+Ec6tC8FRzH0JyBrGepGhphxdrt+a4aGmH91hylyXzB/D9POItUEGf2eXeRzXi8tvnNtjla\ne/zCUMqwhN1BkeH2fVzGSxM1EaKRBF5gGVY6kBXNm3huzSq+cPQH6B+LE1hIREsx5Hcsvj/9RGw2\nIJqKQjbAd22hf9umf1WEzEZLSTzOw8tcLp0QJ/12x6+HBG+7lFZGqF8TMKDE4eLqan73l2y76a3i\nfOm4KnKuZfAgQ/2agP6D8z/bq18TEEuZTscBowaWkEwm2LjJo7STftfPeMz6xxIAairKWdOyiYuf\n/U9qykfx4xOvLhQwzx5xCFcfNYZhA5IELrTYNB8YeTr//favC6/3wD9/y5VHXEza85lYMbAwPQLA\nxIqBZDyfkliPDJP7TI5TUYf/POEs0l5AZSpF2gswWHKBR0vao+oUhyFjoyQPiWAvLyH3RBp/dr5A\nvC1fQCE72353YrB5K7zxdo7jxsdYsLGFYytKqBoaYdBgw/JOshRNGloaPGKd5GjD5hyfPfpYJgwe\nTIvnM7EyxYL67UX1iZUpGluz/O85J1NeFqdhS47b5rxFfSbLrSd8kNJYlGte+csOU9u8wLemnsOK\n5kZWNK9n6pCjOs3VhkwLJU6CmvKhhefD9m+nbbt+SsqJc0fteXxt3h8Lc6jfUXtep/Onp6IJ6jYs\n6nBf3YZFPTldRugz3H7KAIeA24/7MDe+9rsOc0qXROK8euYjROIRgkxAOggoTUYJOukro6kIXpZO\n+1qToPP9oIp8fzl4kKFqaP56PH/7wHmQ8zsdh25u8njiZY+LzhjAWdVlfO3F7dMWff3EoSSiDo//\nczMzq2N85+Ucb9YHHDMkwnUnxbhszATmN64tTDl04/Gn8uNFrwJtU36VVfC58edy+2tPMSRRxhfG\nnkppWQIva3eat7c7LtgbMREGJUr59glX9OhUM+2EOsPBtvxGk7T6GUqcFK1empJoEtfPYIxDs+fv\ndH2RAfEkaQN/XbmU04Y7VPev5KsTP0wiAm4QgI3wg5Ont10jykI2v++UqfdZ8WJ+379/VT7rK57c\nPhXFEecniDqWh/43y+UfSBZqA4X2vu1SMmj7/21nY4VUqcFYGJCIcWPNeDIG7vl7ljfrWzlmSIT/\nOPlQAA4dmGDFO60dnpt5JyCaMB0OXP519TIMhv+oOYWaivLCNDaQH0+kPY/SWAyynX/eNm3J7HZs\nkPECbn5lWYcp8G5+ZRn3nHQkJbEeKViGOsNdYW2A52ULJ9VZGxA1DhmvmUdm38CqxjquufA5fjr/\nFpY05usGfuDjBh5b3GZSTpJk1OGbky9nS66VYaWDMZgO3wZLOTEqkiU8dMYlVJflx9j5kwWGML9x\nPcBO39xIOVFmDKvkrmnHUhZ3cH2faYcOwGuLdM4PmFFVxo0vbp/y5e6Th/GN57IsXJ9fqTljOf2E\nOE88lx9Xf+3TJR0+E61bLCNPcagcF6OkwoCBde22I87QCLlOPmc2AWR8SEQg03m2yfqQ1Ezg+6pY\nf7nhwKp2t1cDJ+xm/auAPx/QFvVhQeCR8zIkYiVk3VbiTpK4k2La2E9w8cnfxwsipDMWLFQ4pdwy\n6TRcH2JegElGsRkfEoZ1LR5LNjYzqbI//bIW/mcl6aUtRMaUcuQnqzAGchsCIkfGCBa75J7IEP/o\nMbi/erPD3NM+Eaq/lYKMj0k5eOtctr5u8bNQPSxS2Dl/32kxfv3P9/jshDEE1vK31es5e8QhXDfu\nKN76TabDfISmlJ6+iKMyfAB0mAPUyxAD4k6KVY11jB95DtPGX83Q/lWs27KKWDRJLhsQixsiQYr8\nCQAO5YlKwGJtfqCW8wxBEHDji+v4xuRDKM3BsZcnyTR4uJsDnAtSxKbHyD24kqAtz/FPVzHukgSL\nf5/l3Rd9jvzkhMJcvtty3LrcwkB44rksHzg1Qc7AnNUeHz3TIZJ02LzB5fUVlmOPcojEfKIG7p5y\nFolcnEXt5j875sLxRI0lYowyLLJ3Qp1hawNcL03MSeF5GQIssWiS1rYLJ2X9HE4Qw4kZAjdCk9vA\noGQlGQ+cqCHtQS7IMqpsEEPHlBFtK3CkvYCvz17KwsZmbp86mlP698e9fyW5tv4t9ql84pBODAAA\nIABJREFU//beXJdDjoqQqHSwGZ/33vBo/IfPzIsS1G8IGNC2Ld8mcmSMloaAIcMjZLNQt9jlghkJ\n+sUMkQSkmy2ejeAGYHIwZHiE9FbLRVfESA6M0dLoUvdqQKbVEmQgeXgkf2ZNm+ThEdyM5T//nmVw\nyvBvH59A5Ocd53l8vqmeZ9asZVJlBTdNquEHi54oXLB8q+sysWIgFYk4140bx/LHXZavbKV/VYTR\nF8YoTZVxzrCTeWrt3wGoGTyeTJD/W9829ZiOF/CbekyPnaFOCHIcBAGeC7G4wc1ZiOaIReO4fg7X\nQspJkPayRE0EbBTXj2ADS8INiKYckhkInAgjayB3/7uFsWP8ipHkAH92rpAvyGdnywbLYWOjHHdi\nHGMg6sPEsTEefTrLh2eWMm+tyyVnJwlyHbNUelyU8vfnt//xhCVy5bHw09c7bL+//+YGmjI+d55c\nze//uY6vnjCEu+fUF3Z07zhpKE7W8M9Hcyxuy9A1FxzFtxYv5uY5b3HP9Im7nDLjWwvncNvk04kY\nuGnyOG6bu7iQq5smjyPlRNjibuGWSadxy/znC8WtWyadhjEB1gYYEyFiDIMSJdx7wgf3eMA97Wep\nGTyeeU1vFO6rGTyetJ+l1EkdoFR00OszvCNrAzw/B0EcJ2Zwc+DEUrR4OUqcFP1NnG9P/jSpmCHt\nWpyIJdYSkLt/BcHSFpz3D6H0jHKIQ+ru/uQezhQODkWOjGEzlpwPYy9IsOTx7WO+sRck8NP5zEbL\nDIPPjuAMjeE3uWSaLROmOtgsXH5ekiAD89Z7vLQy4N+umEDkwe39IZdP4JkF+akyH30my8XnJAoH\nhRbUp/nGy+v4jylDOHVkGd95OVco2ixcH/CtF11uOT3JdROnMaqsnDUtW/jxolf56+r8nMI15UNp\ndrPc/tpTVCRKufbIs1jxqM+Sts/CuA8liJXmi+pduTh2V0VMpHAB0iJciDSUGXa9NE40SXNuI/9s\nXMiRQ6ZRGkuxvHkNK5pXc0LlFEpiJaRdy8LGNVw/4VRGDCgjmw1IxA2tvsd7W7dy4aixPP5OA2Z4\nnOoBCdKuxbcBX2srAF559GA+XtWf3P3vFvaVjvhEFSWVhkOPj7Hm1VzhwNHmFQENr7uMnBLh8vOS\nkPGIXZDCfSTddgJTEjMshs34TDotxvCRDsbABVekeO3lHO8u8TlsbJTjp8c77O+PvjDBoJTBt/kc\n/+ffs9x02qHYXOfjCT9rdzpw2ZhpJWrgtim1HS60etuU2u1nqMejxK+c0GGeaa44mkdXv7fbsUH7\naWi2WdjYTNLpsYNCoctwZ6wN8N000VgK300TcRJ4XoZYrATfd3G9Fp5+6QbW1dcxdEgN55z6bR6Z\nfUPhxLukk2JpU13h9XwsLV6a2xf+iLoNi3hu5kPkfK9wUdJnzv0GNeXDC9cryfgenz96Cre22z5/\nb9q53DplemEO9W3f3Nh2UCbn+8wYeQjXv/I6Cxs38dyFp7LVDQoXJf3LBZP449LN+W8P9Y/z7pYc\nqZhhcMrwk/NSjBxgcD14dVGOmSclqBiY3yZNmOow8ogY/QcbAs9y6PEx/tF2HZrJn08x8ByHfhNj\nxA4x2FZbqMFt41yQgmaf7P0rC9ut2KeOhVYPU5HCNqah1IH49kznL1rqQcKBrAdxR/Or70GxCuqd\n/a90+n0YY8zHgFrg1F08fjVwNUBVVVV3tS+0djxLIBlxSGc3FY7ajayo4YNT7yQeK2NIRQ3GRrEZ\nwxt/yVG/xmXI8AjT3pcg7rm4s7ZvSIKPT2CLF2H6kEHEbED2/ncJlrTk33NJC+7PVjL2C9X4EUPs\nc2Vkf9yMPzeHNyxK7OoaTCpKttnDM1FannfpXxvgPfQSwbJ6IqOHMODj0yFmueScJIk4rNqc5b/e\nWsHfVjUxv34LX60dzbNr6vnC+CMLc7fB9vkIj740idOz163ptgy3rXPQ53jbHKCPvPtXTj/0RKrL\nhtPqZgjcDF/4wJ/wTJJHVszhdFPKqLIqsml46U9Z6tfkCzzT35/AdyI88Y8cpx8e4zsv54syn66N\nkzIRvjdjGGarS+6X2y9O5lwxAWYmyf1gRYc85+5fSfQzhzH+I0mcOHg5m89xMoq3zmPzKwFlJzp4\nEUu/EsPAMgPWcvZQH+9/8rlOjR7CSVdMx0tYHluxkuffW8e3J0/jH23zn0E+v+88BkdfmixGb6wM\nS9iFNsNB4NPqZSmJpdjQUk/CibNg2cMcWX0hX697hCGJ/nxl7CW89Of2fVwlrS7c9ny2cKbhV09J\nkPE8nCBKvK3Y+cQ761nQsIUv1RzGyeUDyf2oY//mPrCS+BeqGVkD7s8WFvrDoR+fQPnYBIkyg5sF\n5/Nl+Wlf3naJHBnD+XQ/lv7TY/r7E8TjluPHxXBysH5Whsw7AcnDIwy5IsGcDR7HDHE45bwE0WwW\n71cvkVlWT2z0EKZ+bDrZWAITtwy6PM7GX+QKz628IkE0CW/WB/gWIMonPzaRysEOJueTjcKkZCUv\nXnQ+ac/j7oV/4Km123eaShyHr9UeRcx3WL7DOGHZYx6HXmT53NiP88x7L1MzeDx3Hn9t24UbDYMS\ncb41fSJJJ0rG80k60Z686FivHhMHQbDT9nbauVHq3vsD1SPO4qbXfscnRs9gwuDDscbQ6sIL73hc\nNNIl8vM3cLcdEPnkBNwXNnbc1j64ivilVWQ3WxKfK+Of73gcMjLC1HMSrF7mMWV6nMZfZlnfLl9H\njYoSMZaaIQ6//2v+gqTnfizBhl9miQ4wVH7A4v7qBdy28aW5fDr2kzUky6IEbWdpWfLTupTGIpw6\nYjAvrW3i32vLqe6fJO0GJALDokc7bquXP+5y9flj+MgzL5Nyop2eYd5+yoxvTT2HHy16jmuPm0Z1\n/4Gs2LKJHy16jm/Uvo87X/8B1xx9NTccN51hpQNZ27KJpBNhxXsvMXroVBKxUoAOB9p3d8A9FU1w\n5/HXckPbRdfa57uH9OoMb9N+Hynr5bDZGC8/uT3XJ74/QSYSkIxaWtwIf3nb5dSRMQ4daCBryd2/\nkmBJC9EpA3CmDiB33/aLhMYvP4ZcBOzGfJZJQIkx/OORLGPOTVBSYchstmAgkrQMuTJBJJvF/dUL\nZNqyGv/4dMYdm2D9A9v71BOuSNDY6vGdNwKuvmIigwY6bG7yeGaBz1vL8vPerlwXkIrn/wvOrOrH\nFUeXc1j/WOGkwzfrO561+GZ9QNKBUWXlNGWaiUUMTZn8t59qyody2+TTKXUS1DWt4Q+nfIoVj/m7\n3O/a5QVcT7iiGEXx/RGKDBcaZgPSmQ08/dINzJh+F66F44efzpqWJr75+mMc1m8IH6o6nVufy48X\nPnasw4Vjqnn5T1leXNNa2G8qSTmMLSvn5fpNzKw6hOfe8YlUWaoGGlrdKN+ZMYzGVo+KSHSnsYQ3\nayUj/7UaErDqhe1zVo+eGePQo3zcB/5e2M+Pf3w6Zng/otXg/mr7Ac4jPzmBza+4LH/KI3l4hCkf\nS2BMjoknxnn78ewO2/EsV5yX4PkV+QNHb9YHlMYNaddj4MdibPql22Es4kZ8bqs9nZvmPdvhrPxE\n1CERdbhn2gmkHIe055GMRsl4kHQsGR+S/WLEP1sDiW0nFka4tF/VbscGGS9gYkVZ4Qx1gIkVZWTa\nvjHdA0KV4c5YG+Bmt+JmN1PiDMNi8bwM2HxfFwQu7zUs5OyT7yERLyObaybulLCqcftYMOO1Mqa8\npnCGuv3/7L13mJXltf7/ed66954KM0MvQxsQacIw9I4iSlexJiaWk3ZOYmJMAQUUC2pMOScnv+Qk\nJlETjZqIKBYUEUE6g4PS69BhOlP23m99fn+8w57ZzmA03xyFnLmvi2vPDLvO3O961rPWeu5b+uyu\nPMBj+T8kTU8h5trcu+25RMzShMKD+dO4d+tyispPIKXktSP7+P7AUYkJdReJqagsGT6GVN1ASsn8\nIZfxUOEHFJWV40pYdugEd1/Wm9z0FGKul2SaG9YEU7un89DGM4nG/WNjO/CNAoPaehU3Q5MM6qPz\n8qpgQv3r15n0HKAncq+534yw56V44poo3+/SdoROydMW8UM+raZoZNTX4M7l7cYVIaxG1608bYHj\n4zy7K2lYJfH79yXUxrGfaqjRGbeOQqaGWorqn4AvypT0ONC50fedgJMfv5MQYjIwH5ghpWxWCFBK\n+T9SynwpZX5OTs7/ypu9WOBLn1onTkU8hpQSzdVRhIrwTFJD2fjS5UjpVrYdWoqHQBdhNKmy5U07\nSbNMsT38PyYbFihPf0ReqmDNsjgYCv6BuuTXPlAHhsKGR2Mc2+5gfieNyO+z0KeEifoKL620iNoq\nZX+0SB0ggmL6/jPB8+8/g/P0OjzbY+HqOKdrPZ7cfZy3jwVHabaX1dAxNcyaayaQk240q932OUns\nNcY/jcPQwmMIJqxeOvIWUztN4rGPXmdR4fNU2RaGHkZR0ykqL2ZO7gjSSEUIgWdDKCISvF33moXw\nYFZvg7Ypgu+PNPn3AgPNhfdejhMta2rE4Tz1EQLZLJ+1VJXTVS6OAwqC0086HP5ulGOP2lS+4VLy\nlIUdg4nDDOpiEt/yUP78MV4/tQ7dkzzx4Q6KysoxQ8qFwl9o4XALLn5clBz2pU+FXcdzh9ZzuKac\nzJQ2SCWFQT2uY2HRSxSWHeTbvaez6Q0naW1e95pFSAi+WWAypqtKq7BAdQOPEycK61+3WLPMYnan\ntvx0dB5X57ZBCTW/XgtkE9NP9+mPEK7H+w9G2f28hasD30wj8mQW+rfTUFsJOl2iExdgOwLfhoo/\nNdWuLmirs2ylhWO5uM8kx0TvT+uQvkutC0t2H0beLMh9IgI3C9RUqHOgX5sgNX232OPLr9v86O04\ndYqCpiqUxiu5b+tzVNk1lFjVSZ/rVLSSN45vP2+ekJ0apmNKDhuu/is/LZhPKzMjMUGpCEFE15Ju\nP0dc0Dmx6wTF9MZc3PCGx6Cu13LfBy9w38BrGZjVg5BUCakK2brC3F5qcLqgsfHVHz5CG5ye9Nz+\ngTpERw2+msqx7Q7d8jRGXG2CCnl9dcqa4dfgnjq10Qbzro8OeLy21Sb1FpM2c1Wcj63D7jPrME3J\niSrJ8/s9TtXB1wa04auXtqb4rM3Pt5YzqkMWT+06wbi/biGsC1RDNMuhDhkhBmZncipay72Dxyb5\nn9w7eBx/2LsNaNBDL7VquOHdJxm+7AluePdJSq0aap0475xaz9Ijb5BphhCA7dfxwuHltG7dF139\n7EXIQC4jg58WzG+W358DLmgOA4lJ6u9teooRr/4Y1xGsfz15/7P+NYsIJpYryDRhVg+d3SsDk0Rh\nNsRS/aocnD8nmxY6z+zA/EoE4ztpvH/A4eHfxag+K7FrJYX/X4w9S4OPu/dli3UPxZCO25SrT6+D\nqNuE81Nzdd4t9rhluY3twCvr3UQxHQJpwZgtmdwlla8NaMOvN3lM/3OURavi1NkyEVPPoV8bhfKY\nxX2Fz1HtRMkOpfL48CtYN/MO7h08gn1n9xD3Ag3/Dhnpn5i3ntcc+/Nr5vyzcMFzuDEcN8auA0sZ\nNfwhUkKtifkqCwv/woPb/8bXL5nCrC6jWbI2kJMY01Vldm+D9Y3ieCgS7KOEENhRGJGTyaFyn4nd\ndX612WLan6I88G6c6niQY6jnyyVMhZrqQMoIIKefSvv+AufpZG7bT69D66cEp9Y/ZhKdOkBJ8L3s\nTxbDJ5mkZDYfg9tlNqzN/dooVMQcTE3Fj/i0uSNEtycihG80Wb/PwXVVMs0wjw+/gvdn3M7jw6fS\nygwTr9fhSNGDEz9hTeOs1aBlvWhVnCoLpKkihEAJayiK8ndzg5Cm8MCIHgzOSUcVgsE56Twwosfn\nOaF+UXG4OXiuhevUsmPtg6z4/UiEouG5cd5/9x5eeHo4mhaiXc5A3lp7D799bjhvrb0Hy43SObvB\nMNxUw3xt6MM8fPnL/HbWFkzVID+nP9VODRLZxJTUkz4vF3/IPQMmsW7GdwmpGlO79OIn29cxetmT\n/GT7OkS9pOyPNq5l9MvPEfM89lZU8cjwAt6fPYOwqnBdz07khE0EENHUpNMKMVfyxqFqvjskh3fn\nBj4XEOi3n4PtCl5e1WBKqitKUu6lNvJ3A2jVTQuK6fXrReUbLmc3OoTqa3Chu9IgnHzd6lfl4Dy1\n4/ympLYbFNMbX7tPrQsm1ltwXnxRE+pbgF5CiG7ACeAG4KbGdxBCXAb8BrhSSlnS9Cn+byPQkIqh\naeHEreW51Dk+bx89w7UdUjm8zK0/JqVx9ZwHmTXsQaKug66o1DkKS9bEWXK5ydAJJulZgupyyUeb\nbEKZGvHzmDCeOWZRV+ah9UxJdLsAlJ4pxEs8pA9HVrtUFfv0vT6Eagp+/rsovg9zJgU6l1q7EPGD\nyX9S/2AJRkhj+xmbn693+PqwTomC+sDsNA5Xn+UnH67lZ/lTm9Uj9Gw+7wn1Fg7/g2iOu0IohFWT\nie1Hsrjob2QbaXz9kmk8VLg9cRxvyfACDEtj71Ircew0/xqTy0ZDJD3gbyQEf1oeT8gGXX9FiI1v\nxjlzzCclu3leY6oozfC5rtLDNFQ0PWj5N6t3mSF4ZnmcuVNCqIaG0wyvMYMwOyg7C9dqXrv4C+Av\ntHC4BRc/LjoOS+kTcy2WFm/mqs7DkmLc4oJ8fjXiTmKeQ4pmUHIiWRO05ISPqsGvNlv8eIxJWIK0\nAAmqhCHjDLautilc4TB2ZiauAGn5zca38xkThVprSD84ur37RYtL5oZ4plFMvWq8yW+32vxwjImp\nC8qaiYuaCcUnfSLpza/1KWk6q49X8taxct6qX+cH56SzZFQvLM/n7lEmT6xrmMK/e5SJwOd07CyP\nffQyReWHyU1rw0NDbmR+4XMJmYGwpnN1l0sprakjvYvaJM6W1cZICWuk6MbnJYPxaXFB81g3zqOD\nbwh+NeJO6hwfxRE4cYmqC5w6SaiVitNcHtk++feu9EwhfsZjy2+CPX1VsU+nq03++68x7vu3SLPr\nrmpCpimSDMB3HvTYfTjG/Dsjwbrb+HUPliANjf98L853R5r88QObypjkvvGt+EnhGbaVxFiyqYS7\n8jtSHncorj5LmtCb51CNzfz83vxqVyBDO++yMXRMyWhWMqM8Xps09TYoqyMP5k/DUFQ2XP1Xom6M\n5w69mqTrv7X8I54Y+mNSlZTP9DeCc3IZwe/3C+D3Bc1h3/eJeg6ZZgo/6D+bLSX7SQ03H2PDIYUf\nvhXn3jEmigOTrg1RXS5xarxELBXtw+c1dvvzq/GEj87KLTZTZ5nsf9miyxiDfa80TNxq6Xrze6Es\nHWiYKI8f8tHr/5z92ijUeR6zJ5ksfafBv2L2JBMXnzsHZPPzj8m7vLLH4YdjTB5dm3yy6Ykdf2HF\nySJWnChCFQobpj/Ck/teYEL74fzH5ge459I7WJx/NWW1zcfTc3lrzAsM/s5Ne0Jg4BrIDV1UE+oX\nNIchef+kqWE6d7uO+7btoKhsPYOys5g/ZBpHak6QZaZhqjo7SqKMz1X5ymUGpkEijp+TU9n/SoMU\nUZ9rTIa301EMuGuoyVM7bFYXeyxZa/GdESYRv/lc4my5xztFbhLPRUg0G4c5j7mu0U4DgjHd+CEf\nxYDqs83vlyqqJaqgXkPd5OXinYzv2Jn2oXSefTue5GFVfNJn7pUmYU2nynZZsCGQ3xiYncYDI3rQ\nygwK6nEXlqyxkq6bJWssFk0MEdH51AhOu+k8PjqPkKYQd31CmvJ5NugveA7/XUifj967n4pTwXS5\n77tsWDOPktPB964bp6b2FFPGPoGhp2A7dehqmJkF97Ns80KOlRVh+xae7/LUBw9yoLyIn09bkyT5\n8s6UZ5NiVlgz+N3eDfxmzzoA3r36Ozy47b0kjxRfSnaWl/PI8DGk6Qa25zEgJ4sfb9xMUVk5q2Zc\nje1LFmz6iO1lVbw1c3zSaYWwJriiWzpLNjVMqD8+rkPSRzd1kvKa9PTk3Mu1+EQNdYDKFS6ZU4zA\n4yIskHEv6br9pLUreBNa89eu2aKv/kn4QibUpZQu8O/ACmA38IKUcqcQ4gEhxIz6uz0OpAIvCiGK\nhBCvfBHv9UKElD7xeCVr3/kuLzw9nLXvfJd4vBJfChYXFnFF+84cXuZytjjoaJ0t9tnzkoXvCHRF\nRXFVWoUED443ceoCE5H3H4pS/LrF4FEGTk1gwtgYSs9M6sqC7lTRZhf1q11QeqeACkrvFIw7ulBx\npOGirj4abKrLqgKTRoDKCkmou4J72kHp0Sb5+Xu0oaQySCB3lPjkZpiJ7u59Bd149+RB7h08hvUV\nu+lzjUlGroJQICM30PL7vCd8Wzj8j+G83PU9om6M3LSO5Jjp/GjgtTxUuD3hnl1YWobiKux9yUrw\n2kgV4MKBZQ38deogJSzw/SCR0hslkHVlzfPaq3Yx7kjms/hqF97e5pKdKSirktScDbjbGKHuCpUV\nkqOnfUwDpOU2y+uq6ihDcrJZXJCPMKD3HOML5y988RzOdD79vxa0oDl80Rz+rDgX/8KaycQOA5vE\nuPs2byXmefgSbEvSpmNyzGnTUeFklaRVWJCqAg7sezWIf/tetcCFy8YY9cVOqI5JaqVAve1j6/Wd\nXeqT7KbxMF7aMIVSfdRHN+HK0Sbz74wwYYzJb4uCTfaJT4iLVRXByM3Z8ubXemm59GmdkjTFdW9B\nd1QBrcM6f9hm880Ck1dvjvDNApM/bLMJ6yrtw614fOiX2DD9Ya7sNIgUzeTegdewfvrD/KD/TH62\nYznLj24hLWJwycfyhB6zNEIhhbD2GXbHnxMudB47dvNctGyJ5UkiQgE7mYsy1jy/ZNxtkjuaOQpD\nvhEmp59K9VGfVvVmpFUV5+dX49zyHLq0U4Lnb4Zzwnb5ZkFQTF9d7CWkAlYeqQUC+Zfc9BD3D+9B\nbloGKWGdXrP1Jmt1akThjeMf8s7JfZRbdYQ1jVonniSZMSS7A4uHTuLlI5tYebyIRwtmsn7G93is\nYCapmoGhaihCIaKF+d3+55Pea1HFLiIXVrPnU+FC5rDv+1TaMe7Z+Fb9tOEmru4ylJIaqwmv+w/X\ncC1YcrlJyIODrzTkl+gK+u1BLJWnYs3yG8tr0uhZscXm0htCRHKSJ27jpc3HR688OekJdVfw4jCw\nrcJdIw1+sa2UN4+d5Zorgrh87RQTRff564EzdEjV2FGSXGD584cumSFYOMFk+S0R7holyDBJkssa\nlNWNU9FSfrf/ebqldQLg8Z2/4+UjbzQbTxvnrWHV4OEhNzEku0c9/3vw8JCbCH9BRy//UVzIHA7e\nX8P+ad/uF4h6Lvdv25GUQ6w4coLBrfMIqTq2A7cM0Lixv8HP1lucrAr0+ad9Oczwy032v5K8n5Iu\n7Hw+zrqHopS+avGtAQbjc1V2lPi0SwWhCYw7m+6V3ilym/DcOg+3iTvNXjfu6Ya8I9RdwbchnAJ9\n5iTzrs8cE8W0WX5LhAUTDHTN5oouHemalk7YSG6yQlCcNHWB5cmEWagnZcIs9NykeiCLlPzYc7JI\nnxXBKTc16fbzwoXO4U8DVQ9jRnIYfc3zXHn7ZnQ9QumZhlilaSHSU9uzYs3d/Pa54axYczeub6Oq\nBtPy7+XH12xASsn7R17l5oE/4NczNyClz/1F/8nW8o9wpUdYNbhv0LWJmBUYjnZMvEZE05t4pJiq\nyoDsHH5cP6HuScmCzVsT158rYcGmHWwrrcSTEkVI7i3onshzY65kyaagge9JEn4Xtge/2GAx/c9R\nbIekvMZ1SFqjhCrpMFjnwBvBumSdJ0dKOnNgKJiNrltZZp137QLgPLUMrJYJ9U/CF9ZukFK+Drz+\nsZ8taPT15M/9TV2g8H038U/XIzhOlIN7X6Lk9FYGFfyAjj2nY+oRAMa3b0fHzAiHjyZPXZw7nufV\nKux6KTD4yP9WmH2vJuuT7X/F4tLrTZRmTBj37Qrud2SvR3Z7hbxv5iJCCvFSj2PbPdoM0Kk+7lO6\nI3D89izYc8hh+niTV1dbvFdkM/UWk9pNDuk3jkrSUPdvHsUfdgTP36+NQsyRrLl2KFHXI6wqTOjY\nmdePbWVWbgH76w7Q94aeaEZwXO3jbvOfF1o43Dyk9PG8wIFb08K4TgyhqPjSQ9fCOE4doXAWUrqU\nnN6KFBpx30FgIBD8eOC1mKrK3QMHkJueRkk0ho8kJaxSfbRhlegyxmDvx/T19rxkMfOGEDPHQtSS\n1NYGhYAzx3yKNnsM+1J/eKaB19qt/fEUlRPbHNp8qSvhHBUZ99lywKMmGmza9xxyyL9Up3W9Rus5\nfb6sW0yWb7Xp0k7hTI3kj0Ue37l5VCD7Us9r/dZRZKSa3D2oO2+fXMmoNkPpmJJD3xvML5y/wd+q\nhcMtuLhxoXLY9z08N4amR/A8C9/36tfvOqQapltaNtlmMc9OnpiIcxJJRFWpi6ts2uVQMMVk84oG\nfd/8KSYHqj3uzjcQUrB3WTwp/u1dFujatumoUF4heWudxZemh3h5vccVt3clkqlil3vsW+kSzhZ0\n/tg6r325P/tWNcgIpHdRqKiQvLne4orxJne8Gkv839qjDrPymsbFNrcGR60B3inymdZMTMRQ+fWm\nI3xvcFdy08IU18T49YfHWDi8B1HHpyIm+Vqj1xrYVuFkXRVZoTCqogCCVmYKuqIS1gy+uf63iSn1\n7/WbjqGoOCGXS28IBXmPDa7qYtTrpV+IuJB4HKzhNr7vomkRNB2GXKlR+Kab5FniCx/hKSCacvHY\nFq8Jv5Qv9ef4cUmHb+SihhVk3OfYFpeja2zSuyjkzTAJZztU1jdkPip2GPFlk9KnrSSd/Q37HEqr\nZCK3TEzpTjaRBui3jsJ5Kplzz+31eWq7nfiM/dooFJ9tKFwOzAkTc3xePrKVCR3yePfkPmbnDqT9\nbEn/1BSqoxZxw+aFg9uY0CGPr/YeTtS1Ka4u4Y51v+KOvMk8NuwKUnSDqGsTUjVMjEmYAAAgAElE\nQVRm5w5jfuGz/GzXcgZldeOhITeSohkJGZYLwEj0n4oLicO+7yZM7GKew9LDe/j+gNHkpmdQZcVR\nhCA71WDkVSQ01PsP18jrp7Pr+Tg9p5oceCM5v9z9YrA/Mr+VizQF+sf4rX6lP9W2Qpd2StKUbE1U\nUlEnUWtImrgtXuuTd/Mo3D8na9V6qkaop5cUUxVD8u2RGr/5sISVR2tZebSWNSfqWDK2PZ7wOFJ9\nlrl5bYm7AbfPTdpC8P2Rmig3vrMMgCHZbXl0+BiGZPdIxM37Bl3Df+/5I4Na9+Vk9AyaUBnUui9z\nul6OqWqIFJEUTxvnrYHcUAo/HXZrwr8rrBqfp9zQPw0XFoeb5hChUCajJ/8SW9YX/crKE/e/olNH\nZnTuwQtvJp9cSAkHxeHC0y5X9gsMDft/yUzo+kfLJIpOk/3U4WWBXnnXDAe3Dva8ZGGmCrp9pSvh\nLJV4tcdrmxukhxrzvHaPpONNo+DZ5Di8r0bQq5n6wtkNPihBMbDVzSbrdtj06a6z55DDiOsDrX7H\n8vE1l0zVJOpaPHfofYprS7gtbyJCgOXIJtdel3YKliMJ6Z9sFnq+6ybu8pkm1C8EXEgc/kfguXH6\nDPs229+9j8rTRUz68juMGPcIbdvnYxhpOE6UlevmcfJMMLF+8sxWfOmx7eBL9Ok0AQBTDTGq6zSe\nLFzIgfIifj1zI0UVuxKvEfNs3jj2AT/oP5PctDZYnsvCwVO5f9sbFJWfIOo6TTxS4p7Lgi3rKCw7\nAwQySNmmmcjhBbC9rGHyO5B9UfhRfjc6pJgIAVlhlWemdkmYkvpS8MS6eIJ3QkhmTDB55d3gGrZs\nyYipJhvqvZTwBbsbaagfftemx80mZX9OzsFFo16mUAQyTcP899zAP8b2mxjuGrf1bzAlNTSMW0c1\n0VDHaJlQ/yS0/HYucHi+i+3FCWkRqmMlnDi0nI4dR3LpwNvp2e8W6lyPeza/So6Zxg8HTuHanj2w\nzycrYQUL4rmfh86jT6aaAsfV4ZaBhFpr2BUurq6Sd1mgMVhywqdTd42PXrSSXqOq2KfnVBO71qLX\nLBMbyeC+Ott2OQ2Oxa4kfZyBMCTq7WMxQjqe5fK3fT5rjrgMbKvwozEmpgZ1roUpVKJenNy0bCZ2\n6M3LR95gTtcrEsncFyCT0YJPgJQ+tl2L69Sy6f1FhMI5DBp6FwjBrgNL6dHtKjJSOzJ41H0MHnU/\nrlQIaSp1jssLBw7y5J69DMrO4pHhBaTpBgLIMAwcN0jiG/M6kn0e/urw4TNx8mYGi8ro6Sbvv2px\ndL9HRpbGpV8bhDBVotUuakhl9/MBj4+sDrqvGbkKfWaa5OVqfLTP4bJLdEwTHAXa3hlCMSFWI3l9\ns01dTDJ7somvSCpikv/aIbjjS2NplaEjLYeocLh744KESdjlHUaBAN0MkrgW/ragBf968H0PK17J\nhjXz6NhlIp17Xk1Ii2B5Fmq4AyFNJep63DWwP/du3sqXevWgf1YOEV3FsiVL67WhSysl4yaZZLUW\nODZoumRQWMWNgp7OeXVtC6aYvL3ZpvikT2W1pCYqiXsKB56OJ63ZoNG5UTxEU7HrLIQSxNqeM00K\nDzjMmGiiaEFh+5xkwJV5OqouiUmZiIu+BS8fqWJcXjrFJ312H/bIaaUx6o5xKKaGZznEVYHv+ZTF\nHW5Z0VBIHJyTTmmshl/ufpLvjf4mP32fxGt9b7RCRNcxGxVpUus1EFqbqc0WclRFTWS4mgkaF9mu\n+AuAL31irk1YM4lLSUgLUed6pOgaWkgydqaJbghcB6SQ1DkSwwM1tSkXj65x6Tw6jLxxIKEcDRn3\nOH7cJ7OtxrL1NpOHGhQvs5MKOPteseg7N8TydRa5HRQG9Nb5oNilzy0m7TMFtTUSy4ABfXReWWXx\n7mabaeNMWqUL4rbk9eKzzM7LZFNdFXlfHk7r9BSk5eBoChN7CIpO+wlO/XCMySsHK1FFUExfNLId\nYDGlU0/aR1ozK3cAS4u3M6FDHlkigmoGk7g39BhMRDOJuQ4R1aB7Rhs2TH+EM3WneHb7IjYfXwFA\n7+x8vjPiPz+xyHgBGIn+S8L3Xax4FQf3LaVn35tAmNzWZzC1jgsSdEXnL/sPcqSmlm8P6MfYmSF0\nAzwrmNA9W+yfP780BNEyOPCChZEiyK3nt13hElNUVm62mzR6ZkwwWbXJJjtTMGyOyZ6XApkNu07i\nGCby1rGE0nT8uEOVVNhV4jL09hB6GJwYbCpx6KUphDRBRdxL4my1HeP1I4eZ1b0nqvBRkPxorMmS\nNY3kXcaYLC3eiSoEg7LasLhgFBFN56cFtxLWTE7UlfDrPU9TblXx8OC7iWhhNlz913rOmgnOnstX\nm8tbA7mhQN7lIpN5uSDROIfofelXaNW2P6YWxvI8al2PZYcOcGOvPjx/xWQ6pEQoicbI0EL8dYWV\nKCgXn/T5YLdDQX+D5TdHcCzY80IcI1Xg1MGBNxrkXgZ8OdQs3/tnCq6NGOx+viF3KNnhkZGr0Pf6\nEHUxB0Uh0dD8YJdDaaXkyqEGJ7Y7tJ07llCOjrRctpXBgtU2y28OU3frQDIzNKrOuoRDCmnjBJlX\nGFRVSLYccuifp7Nqs83uQx5jhhgsKPwLJVY1Dw+5CUPViGgGc3KHMa/wWW5a/XMGZXXjZwW3Mnuy\nydKVyU1WQ/v7ZqEhjabXzVjzH5pQb8H/I6Tk2J5l9B15D6mZ3fB8l3YdhiVMSXU9wumSoqSHGGqY\nwd1nY7vBMKnlxXiycGHClDTqxpOa12HVYFqXISz64AWKyg+z+qrFmIrG/EFT6JCSge15LBgyngcK\nVyfMbIOp9QYpFMvz+Ea/S1lcuI2isnLemn41A7Mz2VZaCYAnBX87cJpxnVoDAQe/NjCbhxuZkv5i\nYsekkxFCgKHDtHEmmWlBXqMCwy43SckQCJGca5Xu9BDCJu/OEMIMJCCFQRPzUKEICAUFc2GqSF1J\nGO5ieWCoiccIRSBTQxh3jgtkXiwXDK3FkPTvoCVUfEZI6eM5MVQ9nLgV/0tdeF/61NpV/GbLPA6U\nFzGt952M7Tab/6n//vGpq5i/dTlZZgrf6juRH67bz/ayGm7r25Gb57RPJG3pXYLjeYohky7EaFnz\nhXc3Drv/dq5YHkz0nFs8x84MBZrSovnNfCRHkDvTRJigqqAZUDDAwNTBdoLH2ZrPD1afShx3mdwl\nlTsHZHPDgAgxR2JqkpgXI6KGURUVTarEPItuaR25KTIjKcFrwYUF141hW1VsWf8goXAWAwZ/A9eN\nUVq1n169ZvPe4aWM6zYbXU0h5sKCjfsTenbzhuZSXBNMEEQdnzeKy7k6N5sUERjcpUVcrr7GZPff\nAl7Hq5rnb7RMBpvzZRY9ZphgwugZIQwDKiol7+90GNBb4Z2tHnMmas3yOD1DIKUkL0/nl4XBEXEI\nCkp3j9LwgVmTTCxHomtQbbssnGAS1gUxR1IVr+T7b05mZp9v8MTQHxPRwk02Jy349MhpkX1pwUUE\nz42xYc08QuEs2nWfzMqDf2FSjxuJe0Yi5t3WtyPX9WrHL8eMos7xeWH/aX6/6wRrrh2aOLa886AH\nwmZigcGrqy2uGmWSmRpMA/ecap53/X57s52YGlu9xWbOZJOUkGBXM0XPLmMNLAciGRq1UUm3WSZp\naQLHAs2U5Pcz8IQkrMO9401SDUGdLdlRfpZLs9OYv2l/YpP6pykDWH28jg/L4tw2JovOGSHO1Lo4\nuoLn+VRLizZaCo7v8sDwHizY2KBnuqCgC7qIc//g72B5NosmmoS0QNtUCBtTjTQbO1sKOf8cnDNs\nnFf4LEXlh7kjbzLXdxtHte0T0Rr8qP7yaoOe/pzJJpFUcd61OFYOhb+2ATuQiZgb4rV1FnUxSXpG\n8wVLLRSsrWW1EqnC0H46MVsipUSaENbhrO8x98pAw992oKTO5Vfby6iIe4ztHOGZ/Qd5oCCfjacP\nU9AuF9sJJIO+PVKlfUqIU3UOpuYzt08mt/ZrTdTx0BUfH4XWZiqKgIimcWOPIYQ1g6hrEVEN4r5F\nRAtOOaTowQhYihLClz4RzeRsvBxVaPTMGsTXhj6CrhqY9ZxtjpuNjUQbiu4tOcL/CwKN6TgH9y2l\ne98bqfV0Xjl0hvGdWtM1PUSd41N4pppZ3brh+JKFGw/zy/F9qK6WpKc1cPJ8+6NomUwU26UfFDTA\nRigwen6EnQeC788NEdkuCCSzJ5nYDqBI+l5vopkCzwLFkFiOxh92neS3O49zeecsvt4vl3vXxhsa\niqMMQpqPoQiWjG1PWFOIuT6K8GmlpjC3Zx5CeLy9/ymW7/0t90/8KwsndErko6YmuaFXH756ST9i\nrktYC4wVz3G3dSidBwbf1YR/F+MpiX8VnMshOnaZQGpOHisP/oVR3eZiqmEWbF7HgwWjiLqSJVuO\nkh3S+fqAzoQ+JnlyaU+V/nk6L6wIYvb8OyJUH/UZ/LVw0nDd2WKfeGXzfLctMMzm9/uaAddNCREy\nIGrBrlKXfr11lr9r8dZWm4n5BmaGoLJG8psij9XFHgPbKkRdMFNUEFAlJL/YGhQpfzikLRmtBX2U\noJi+84BHbodgwvz+ITc0aUp+/FRESDVAJbE2WI7E0EBRFEJC8sCIHk001M9NqCtCkBmCRRNDhLRg\nYj2kccGeaPtXhqKF6NhrKh+tWUzl6SImf+U9PDfOhjXzKD1TxOwbV9GuzaDEhDqA61u4vs3yrQ9y\nrKyIeddu5EB5Q9FdFyoPDb6b+fXN65hns6vyOI8N/RJp9cMZD3+wgq/0HgaAqWr8audmvj9wFLlp\nmRTXVNVPrbdJTKh7UrK4cBuFpWUAhFSFB4b1Y8GmHWwvqyKsKfx+10l+u/MEACtn5/PwxjOJ2te2\nkhgxJ/lkhKqAp0DYDIrnmhCsWRb4wAFc/++RJtepVSvx6+8rPmUKHBTY60vAzXSNgv+vH0IJtQyj\nfBq0FNQ/A6T0sWOVFK2aR+XpIlq1G8SgiQ9jhFv9U4vqwXFbB0c6/GbLvESHbUSXq/ifLfPICGXx\n6JUrSDNSKCo/wd8m/xuLNxcnNrXF1TGiukf7WRr90zTKalziuk/YVpMuxKNrbXrPNNm7LLnwrpry\nvItn3IHaOonq0fwUvA1GGKTwcYB1J87SPzsNXdM469r88qMddE1LZeHInty//jTbS2NUxD3CmsDy\nHMK6RlXtCVLDOcGEGV+40VILPgXOGeWoaggznM2oST9DV0PYvoWUkg7hLN4+8CwTetxERAsTdT0W\nbDyQ4Oy20moe3lLM9wb3AeCN4nKmdM3B9wQvrW6YuJhUAHnTTUKZAqtGNuFv3gyT4lVBE6j6qE9K\nRmDa8cyrTY1qpo0zqThPElldFxiuGTpUxhoMcL470uD1w1XM6JlBnePgIdHQMVRBSIWYU8M7B59n\n+d7f0js7n3Hd5hDRwkkcbkELWvCvDVULM3LiT5EC3j7wHFN6fRnHV1mwMSg+X945iyldc5i39lRi\nUuVHw9pQXB3j2Fkr6djymMFBMb34pE/rVg0TKkfX2uTNMNn3MVOxDTsbiukAtVGJpoFrN79m25bE\nFh6KJxBCYel7VlLB1FNcVhw9xviOHcgOm5yotfjdjuOUxR0ezkpNKoy/d7yCRSPbsWj9ab604kj9\n58pi8QcreevEHoZkd2bhoHFENINMs1XCuCvmuoRVFbv+bYcbFR+D49YtE7v/24h5NvMKn02YdM3J\nHUmdK3l0cynbS2M8f1Uur61Onn58aaXFTVNCnPnQ+cS1GOr1+EMwc6IZ+JJUN7/2OhZ4qiQrVVBr\n++wsr6FdSph73msohNxb0J19ZbX0apWWyCPPTexmmAqPDB/KY9vfotyqo192BzRFwfFtMkwDISDT\nVNAVj1o3yve2NEyHLxz4LbYeXc64bnNIM1s1Og1R37BRml/DFaGQZrbi28N/FkyRujGM+nX/76El\nv/3nwnNi6HqEHn1vxBMhXjl0hildc1iyqSTBk4Uj2+FLn8WbD7GttBrbCczfqhsV0ZuLr+c43WWM\n0Xwz04bcDgq7D3nURS1mTzI5GrXokmGgIyi1HCK64BcfHKFreojrerUjRaicdS2u7pZNYUk1q45X\nkJse5r7x7UkxgoZinWuhCZXRr80DYEh2D54o+DK+lICKIjx0oTK5x/VM63Mbp2qKeefgk4zqcjVp\nZis0JYxWv59K0ZOLIy38uzCh1etGj5j4BP+16W6+OmQxtg+ZpkZReQmGqvPD94N84k9T+vNGcRk3\n9Gx/3twBoKIi4Hdzpy+K37W5pNHAUnoXhR6zTH6xxeL2Ac3zvaJC8tp6i2mTTG55KUa/Ngr3jVOZ\ne2UIU4e4Lam1JUs2BFPfA9sq3DVK4/kDO7muZx6VcZWfFTZcl67wicYV3nw/yEFyOwQ5iKkLhBBN\nmpLNNtMFhOrlLkKGaHTfv28WGmieB19fbDIvFzuk9PGdGIoexnNjnC3by2WTH0M3A4mXxqakQlGZ\nMHwR725cxOmSItq1GYSUklc2L+JIaXCfuBujZ9agRP1MIoloocSAmy8lA7O68oMtz1BUfph3pt5P\nqVXLDav+CASmpGXxKDe+82LiPW6YeSfzhwzjocJNFJWXENG0JMmluOfzYVkVj4wYQJqhEXW9j5mS\nKmwvbZAyBNAUyY/GmCypN4y2HcHmjwK5I9MQST5wwYdvWvfoPdMEIQlEZlrwRaGloP4Z4DkxilbN\nSzgPV5zaStGqeQy54qdoRsrffXzjgHHuFsBzLSSB3rTnxkGoxJ0aQmYmXx/2E1L1VOKejS/h7lG/\nxvJdpAwunGWXf42ccEqSNtitfTuyYF1DFwxgcJswv5jQgZ4zTQ7UX4h2rQSNhC6eEwfbk9hnm994\nV1RKWrcWCCVws/344tvnGhOhS3xPIgi6dQXtMhFIHN8nRVdZVDCEqOuy+cxR7srPIje9I1HH4/Vj\nm7mu+wi27fgdfXvOQW858nrBoDneCqEkFdGteCW1tafIaNUDTzr4PnhEMdQwcc8hooWY0PMWiqtL\n6ZbehhTdbFbPLjc9FQDRSWPJphJ+MaEjR083bMrf3mRz5VCDD58JfAA6j9XoOzeEFoJ4paR4lU3p\njqAqk95Foe6sxExp3qimVXowhZ56jcmevyU3lbyQBCQZmkiaPA9pcF3vzGBy0gsaXwKdP784mnZt\nBnHFmJ9wec+bmN7n9s+0qW5BC1pwceOcZq+mhbHdGL4AhMYVvb5CreuSaRqJmHdr344s2VSSNKmy\nZFMJd+V35Mldx/n2+FxeX+1w9LRPdmZD/KqolKToQWwL4pyd0EE9N1HeP0+n+KSfKIpPHx8ceXZ9\n2eyaLTWfiKJyKlpHqqZz+QRolxqhKmazuaKYgradubZnN+och9UnDtM1rXW91rlHWFMoidewaHhX\nskJhYq6PKvzEFGWd4/H8oc28c3IfQ7I781D+dFI1Fb1+yixSHxrPFXlCyt/Po1rwv4OwalJUfhiA\nKR0GEVJNFq1rOEnYNlVLWoshWEdRJG0H6pze7iS46NlwfFPDWgwBZ2uqJZ6AN9+3SIsIpswy2f9y\nIz7OMXEVj+1lZ+iUlkHHlBRy0yP4+Dw2Oq9+MtdDCBjWPpO45/HImHZEdJUTdXX4WJTGPX61cy3l\nVh2L86cRVg1OxU7TMdKOmBvH8jwcp5JtxcvJ73U9Px06j7AWIurGiKghruh50z+0bitCIaQH/D13\n24LPF77v4guB77lEfUErU2V8p9ZNYu3960+zZGz7RDyudCyyMDl6wKHXjMCssWyXRzjb4dLrQ6hm\nIAfTwOmmxfZLrjFxFC9RTLQc0DVJrhFIF0pAER6eFCwc3oPyuIUvXWIutImYWJ7Po6N6EdFVah2X\nFw7sS0ggPjB0CK8c2Zz4nEXlh4looUQxMEWPBPm4b1FRd4L2abmM7DyFsJ7aspe6iNB4r+U4USZO\nfRJTi3B7/hIiehpl8VrirsegrDZENDXB39y0MKKT4IV9lUwbn8nrq+0muQPA6g9srpxpNnuiyK6V\nKEZDPcC1oNqXfH+0SVVc0qeRVNE5Obg3twSv0yoiWH5LpL75E+fxom2UxWMsLhhFmqY32UPd0KsP\nYU0DHR4d26H+JJokpAkEcP2VIYz6U+2G/s/zmDpnEgokblvwxeOcZwsy8E5RtRCt2g3kg5U/oPJ0\nEVNu30DvS7/C6IlPoNevrZuK/pvR+T8gM70bVdWHMbQwx8oaJtKFULhtyCJ+X7iIA+VFaIpWX0cL\nXiPuOcwvfC4xQBBSdR7Mn8a9W5dTVH4CXSgsHjqJ+7a8k5B8iXkubx4p5u6B+eSmpxN1XQZlZyUm\n1HUBA7Iz+fGGD9leVsU7s8Zz//AeLKwfOIk6PgNzwkm1OV0VHCx3WTghRFgPSuJrtrms3hocCfzm\ndeGEDxwEgzGK1jBYGK+SKC2V3AsCLX+GTwkpfVQ9TOXpZN2mytNFqPrf7+r7vovnxgNzETeOh8QA\nbDeGKjRs6aMCthBI6RE2WxHzbFL1VM7EKlCFxrIjW7m++yhsDxZsKaSorJxB2VksGT4sqQuWmxZq\n0gXbXhrDcQWFB2wuvdqkVWtBZYVk8x6H/P46FbUeaw75XNFDJy0MeTNN9jXqgPWaZbJ1v0N+qk7I\nEByujnK0upbR1+egmYK6mItveFTZLvdtXkdReUlCq09BYmoaYU2vN2vSyW/TgVTd4HBNKb/fu5Iy\nu4ZpXQYzoM9N6Nr/nozO/1Wcryj+SfcRWgjfjaPqYXzfQ0gfSdAA8vDR1RAuMjhmZKQQbtUdVTVx\nfQUEmKpBpV3H/EZHyGfnDucvB7cxt/vQZvXsiqtrMVSFrukRtpfGOHbWSZq42HnQI6dVg0mNZ0ON\n5xHxFNCDpPCc/m9evfSQz/mNaiqdOGtPnWLkjHb0z4hw8mwULQK+7+NKiRA6UjjYnkJYVzlRV8mv\nd7/JipNBHBiS3YOfFnyZO2/ciOPGkrjbsqluQQv+dZEULz0X267m4L6l5PW7FVeo9ceQbXwk921e\nx71DRiRi3vnW6Ny0EG8fKyc3PcyNV7YnpAssm0T8em+bzdSRBr1nmex9OSj62LUWvWab/KLI5pb+\nBocPNniWlFVJPtrnMHSAzqvFx6l1XG6+PhfDDIqeVX4cx/JYXLiRxQWjSDcMNMXlxYM7effUYR4c\nOglF1G9yBAxr24mwplMar+E/dyxPjoPDbiVFDwENG9UUXeXGHvnc1nsEMdchrOktR6gvIJzjsNBM\nYp7LoKxuFJYd5K5+M5pMU318LYaAl54EJQTZA3QiGYK6sxI1DDmDdM4W+8kFmM02CBK652djDj2v\n04mEVTwbbMXD8V2GtetA1HWCza+QpGoGUdch7nqENZ2451Jpxbi30Wb3waGT0BUF13VYlD+V4ppS\nXi7eyE09RtPayAAZTKjZbozMSFuG5QWFc5GYQq8vhrc0dS4qNOaw69nYSISUzN/6Kj8puJau6c3H\n2rCmJOLxrz48zr353cm9VOfgTofcq0zSswSuBVKVVFo+q47UcNVlGZwt9hPF9r5zg2J7RbXED4Hv\nCxzfwXMV/rL/KFd0bYMmoJUZIua6tEsJcaKuloWbt/LWiSNAYBD62IixfFh+iM6pbYjordAVuL5X\nD756SW+irsumkj38ZOeyxPsflNWt3ri2YWJXCIWwnooqVASCNDMrid8tuHAhpY/vWnhOlPjZk0Ry\neqMoBumte1FhR1l6ZBvXdx8NCBQhArkXp2H6tbgmRm56mN/vPM7hajshtxa3ZbP7p5ED9KbN9Tkm\nB6o8UsMQ8gWpuiAsFcQ5ZQhDBs0lI5h0f3NLcBIut4OC7YArHIQQRDSNRUNHJkkLnfNHTKmfGE9R\nGjgZ0UXSLYBpJN+24F8Pvu8hnRiKEcHzXPBdkAFPPTfO9lXzE8OrnufQOiuP91fdnZB8icZLeeG1\nuYnn++rcNXTOHpSYUAeJrpjcetm95KR0JOpauJ6LptY3VLSGAQIICuwvF3/IPQMmkZuWRdx1+bDs\nNEuGXU6ablLjWGhCYWa3nizYEtS4Vk+fywMF+SzYvJWisnIcSdKEetzzMFTBI6N6kaqrSCmZP7wt\nDzXSUK+zJS/uctn+bjCssHRuJOmafW+bzRVXmmx6MzAl3f+RQ++ByccnhAqq3pJXf9FoKah/Ckjp\n40Ur8XyXVu0GJS5ygFbtBuE5scSEerNFSd8D6SMUDceL4/oOUecsrfUwcTcKaphqO0pHLYwvBSHV\noNa1qLZjhDWTFC2F5w+tY1qXfEBlwZbNiY5YYWkZLx44mNQFO1VnN+mCDcwJU+sGBotL30k27DB1\naK0oXJmnsmSNRVZY8K2hRqJTXVMt2brfoW+eyqMf7GLBsEt54oM9zM+/hKcP7WN8x3Z8adXrvD/r\nRkDw6PCxpOg6UdchrGqUR09jilSEqpGqm/jSx/EdvrH+qYTD/MNDbiKsXZyu8Bc6zvG3cvtLpOVN\nxGydi2fXoegRlPpjoFL6uFYtbvwsofQOeJ6LkFFUPYzjxJCqiiYUfEXB9Wwc3ybuxfjNlnlM7fkV\numUPJqyGiXkOEc3kRF0FmhJj+dHChIt2rWPx4qEPmNr5UizP4d6Cbjy4+XDiGPf9w3vQytSodZxE\nJ/f3u8r5j/FtEhMXXdopXHaJjmJIahyfVENFWCDxcQ2F3Dkm6alBscgXkjrfpehMLbMnZSbxfs5k\nk5hvJ/TPniAwKhmSk83jI4YhcdGQCDSEjAEayBARTafMrkEVSiPemgihYLQU0FvQgv8TkNLHs2rx\nXQupaIBEN9LJ6/cVLOkR0UwszyXu+bQyTYrKSxDIRMw7UhNvdo0+UhNncE46M7rnsLz4ONf06oyh\nS+ZMNnlppVVv8ukwYoCeNEn24l6btUc8umY4TP/YGj9tgs6SbbsojVssGNqXB7evTxRzVCF4f9aN\nPDZiLBouvu+gCMG1PS7l6q55hDUdgcR2o4TrJ++RKpoQTeOg2nT3m6Q1rSjAYn8AACAASURBVLfs\nji8knOMwqoH0fVzp8/CQm/GlT1YohTrHS+Lo73eV850JbVj+bsNafNV4nT/vP8UNeW0xIkEjParA\nHzbbdM4QXHu9iW4GhckNO2x2H/bo0k7BV3wWbNzN28cDLVJVCNZeM5EQKr7rE3UsIrpJ1LXRhCDm\nWvVGoBa2Z6Ej0DSFnwyfQljTibk2IVWjyo6y6IPnPzGvNOvXabNlvb7ocY7DXvwsamobqj2L7eW7\nmdBhBDlmWuKUTHOxNur43FfQncWbD7HqeAXX92pLt9QUOl2ik5YuqKqWmCFQhSSkCmbnZVIatel2\nrU5aRKX8rOSnWyzKY5K7RupoisL33i/igWH9KDxdzqweHfGlhyYENU6crFDAt+vffhWvfkoSqJcO\n0BnetjcxzwIkYa2hYBLRVAZl5TIku0cyr5uJt0IoLfy+yJCIw4qKYqQRyekNgIuHj0pYNbgtbyKV\ndoyHP1jLf4+eRqUVp6i0IrHvf3rXSb4/pBsDc8KsPFrLyqO1ANzZrzXXTG6VZNI5uK+OjYdiisTp\nCzsOW884XNJWw/Id/rPoGOVxh8dG51Hr+Lx44CBP7tnLHX16c11uHq+tT5Zk0TWJ60FI1RqdmmjR\nTGlB8/B9D9+NIeS55rwPQkkolmh6JGl4VfoOB/ctZfCwH5Ce0Q3Pt5tIvqjCYM7wh3lp4zyOlRVh\nKCYW0cRzhFWTEqeORdt+QVHFLt6Z8mxigAAgohn8bu8GfrNnHQCbZn6f+VvfwZMNAwTvTb8dQ1VY\nMnwMqbpB3PNI1zQeGzGMiBaUU+/btCMR39+aMRaJoNp2SdFU6hzJG4eq+e6QHLqmGxyptik8U8eP\nxqYkzHC3nXaYPclM5PB1MYlqwLhZgX+h64CqSRQ1kLPVUwSq8c87xdGCfxxCNlrYL3bk5+fLrVu3\n/v07fkZ4dh0VW58lY+BsPN/mw/fub1ZDXUofJ1bJ/rfmUXOqiLT2g+g97RdB100oxJ1ahFCxfYvf\nFi7gQHkRS6a8gSUV7t+2gqLyEwzK6sijBTOJuw4Lt72e+Nl9l00h00ghpOmMWfpKUkKmCsGaWdM5\nUlNLbnoaFfE4CjqLPqYtGdZg4+lyLs3MpE2qge1AjWuhKIKYK1lxpJzxHbPIzTCJOhJD8SmPerRN\nNThWHed3uw9Qbtk8Pmogp6NRVp84yZVdO/HrHUWUW3EeGzGWiKZxpu4MEc3gvcMvMa7bbMJaCrpq\nJk1K+NIn5tmNjJg+l2L6RRFx/tk89pwY0rVBUVD1CLHKYsoPraJt39nokdYIoeA5MZxYJQdX3Y+e\nkkPumHvwPRs0A9uL8fKmBRwrK+Ku6SuwfQvbt3nqgwcZ3H4igzpN4+XiD5nauS+LP3gzwdmH8qcj\n8Zhf+BxF5YdZP/1himsq+Mn2Dfxy9NXcv3kbt/bpTW56KsXVtTy1Zy8LCwbzH2tX8djwsViewqL1\np8kOq/xbv2zapWnBJAQeSwqbbsZ9KbFcCOuCk7UOv9txlNJ4ULhfe6KEYW1y6Jwe4kytjWFIfr59\nK1/vN4iHCosSpz0WDBlAiuohFIVfbbqHA+VF9QZjD5NmBk7dXwBvG+NfhsN/+ePgT/18VZ8xN//6\nzds+2wNa8Hniouew58TwnCBZV4xUJBLLt4n7CvduXU6Omco9Ayfzw01v8/0Bo3hi+zb+a8zERMzr\nmpZCleU30X/ONBVqHY8VR06x+mQpj48aWG94qBG3JWFTwbIlqurjSElY06hzHAQaEV1QfNbiSE2U\nYW0yCRkC25Gg+BiqSp3j8sKBPfzPng8Tn2NIdlsezB9CRNcxtcinnmb8gtbvCwn/Ehz2PRehmVjS\n49mD65jWZSiuH2hxto+kURZzeWhjg8bt4lHtkL4kM6wlDN/qXJ+IphD3XBSh4PlKgourT5Qzo3sO\nqbqC7wnCRnAy7Nn9xfzPrkOJ9zI4pxWPjRpAjVPH8qNbmZM7jJCq4Xlxnv/oJ1TGS/m3oQ9xsvRD\nerQbBgiM+gZP4yncFl5+JvxLcNiNVaKY6ViK4LlDrzG761V40sf2fECwv/IsA7I7JMXahSPboQiX\npQdPMr5TG3LTUiiuqSPmePRMS8M0BJYDhiaJeR6KEEQdP+EVcVvfjlzXM9A4Lz4b590Tp7ghrwu+\nlEQ0lZjnEVZVYp5LSNU4UnuSVafWc0O3mfxw49qEqR0EMfjxEeM+sQDZwuvz4l+Cw54TRdHC/z97\ndx4fVX3vf/z1PcusCSEBZBfCqogQIQIqLsW9rRtXK7W91dbeXm17e6tWW8F9q7ve/m57u6i/29tb\nq9afWmurVkHrBkjAgIJFkJ2AEAiQZLZz5nx/f8xkTEKAhGQyM8nn+XjMI8nk5OQzZ97znXO+58z3\nC4aJRuMBMU8TcRPcvuxlrp90Bg8uX8jS2hpe+9IVFNk+Tn7+RX547DGcfeSI1NWwbpKoS4vj/ltP\nHMSauj0MCYUzxz5FgdQ8LAqDgGkQSx8zNSY0f1y7jSdWbU3PU1GOz4QX1q3h0rFHEbKszFwnjquy\nMiRLL1UQG68r+yWSTgztuSjtYfiLSCYdvHg9a16bR/22aqZeOZ9lf7suc/Hq2Ve+T6RxG++/ewc7\nP6vmK99YxPx3b2bKxG9mhnwpKhqCgYnrOfjtEDE3wmtr/8DUoV9gcHE5UTfOk+v+zBcGz6C8eBha\nw55EY6Z/Yv65t/Ojxc+ztHYzkBpD/fpFr7K0tiZT99/Pu5J40qXecRgSDqNQ3PZ+Vbofo5iom+SG\nd5ezbGcdAGcOG8gNU49CoyiyTaJuklir12jTfn88qT6fDNfUJFyVGTrMZ2kMI6/b+4LIcLbJFert\nYNhBisfNYs1r87BD/Zh4wvWESsuJ1ddgpidxSTpRtE6yr6aacec+gOUrIunG8Dw3M6bqc4vmcsnM\nR/jNkh9nJkrwW0XMbfYiXlq7mX2JGHdXv9rivjs/eJVfnHQp6+v3tBizCaCifz+2RRr55wUvUdHv\nCOZNnc7AoJ+7Zg6iyGeyYV89j65YBMB3J07h9iWpGYgn9+/LvMqj+eWKTxlZHObScUcSskz2xOOk\nzhiaGFaS77+1LLP8ndMnYigo71OMzxzKr1YuZ1c8xp3TTsTEAUw8r5GnPvwZ7295lX/ULuEHMx7Z\n70C9zclERJfT2kMnHTzPYc2r8zInekZ/4WY+W/U8gydflhrfURko02b8Fx/GtIO4TiOGESRJkhcW\n35L5GJVh+vjNkh/zo5n/xdpd1Vw1/VFueP9Frp90Ond+8EqLzM6r+jPzKs7MnAHeUL+TkcUDqN61\nnQ379lIbj3HZ6/MztU4d0J+axkbmTZ3OfcvfYd5xp3BPenzUjfsiPLFqMxeMGsqf1m3NdKYDTO7f\nl6ibROOxvr6O8j6llPgVt8wYTaPjorXmzZqd/MeKNUzu35c7pk/khXVrmF+ziZHFJdw3Yxph2ybq\nurjuHmwzzM8W/TDzGl1dW8WvlszlBzMeIWCHJbdC9HJaeyQTEaxQKZ7nkFQQcx1uWvYaS2s389Ss\nKwjbPqp3bef/rl7GvKnTqWlsbNHmnTVsKDdMP4ah4SC1UQdw+be3Vmbea++YPpGAadDgOESTEPKn\nPvW1vqGOkG0zsrgvMdfB8Vz6+CwanSQjSvygkvxh7QYuHDWUsG3i4VEfb8BDceGoMSyt/SwzJNut\nU48nYKkOdaaDvH/3BFp7KNNCa5egFWTWkGO5fdnL/Pykr3Bb1ZtcP3kmf9m4jh9WDmNk8VA+i8RQ\nymPu+x+22H98ZeN2ThvWj6U7t3HOkeWELYOIm2RkiZ9Lw4OIJePEkwaWYaIxwPA4f9RQqnbWtci6\np12OCPbhnGEVBC2bVdvf5b+WXJ+p99dL5vH96Q/ha5bV1lfhSi57F6091i64nXFfeoSQFWDW4BO5\nqeolbp1yLkPDJdxa9QZXTTieP63/mGsqRzKiz1CijsfTa9ewob6ef580iVsWtzwe+v3aDZw14gj6\n+n1EEy7/b0M15w6fyKBgEffNHEvIMml0kjyzZgNPfLw+c1zkNw02NtRmhrB8eNrlmAr2RrZTXjyE\nOYFzCFomdxx/Ircsea/FsJhB6+CH4pLrnqtpX8LwFWX2JZJYLfoBRhaXUb1rOwBhy6bRcajo34+H\nVnzEQys+Apo+XTuDG6b1Y0g4wGeROAqX332yscXxu2Uo/KZFo5NgVV0N5X0GobWFxuXMI0u5fMIQ\nahqiBEzFc+s+4cJRYwilh25pOukjQ7KIjtCeB04UfEFIRMEwwY2x9aV5RLdWM/p781nz2jz2bU0d\nc5tWkGNPuZkP37qTuu3VuG6U99+9IzMpqeNE9xvy5TtfXUIkXkfCjeCzgvjMAKeUX8Svl8xl7a5q\nHv3yW3xp+Be4vfpnmSvUn9/wfuYT9Mmk12IM9aBpcevU07h96ZuZYeWgZc9xg+NQG49z2esLAHj5\nS+dwx/SJmfeUXfHUmO2WodJ/q+jrV/vNG2AolZlPKDUZrmo2sW7r/yrylXSot4PnRPGVjWTkKTcQ\n6juSSN161rx+M7s/nc/0qxaSTCbQOolpBegzrJJ4bC+mHSLuNPLxpy8wbuS5FBUNZnNtNQEryNpd\nn3+UJWj5qN61tcX/GxIu2e++6l1biboOb2xdx7ypLa+qvWNaJSHL5O0Lv8qGfXX818rFfHP8FN7c\nupVzRozkoeXvZ3bewrbJAydNImhZbG2I8uuPPmVXLMH3J43BUB5g4jcNlDIwgKAFt04bz4BgmK2N\ne3l05XPsiO/jvqlfJUSM2ypPYOe+LdTtWETZ8NP41z/NIKndTN1rd1Xjl5njc8Zzoqmx+ZIxJpz/\nCyJ169m69Ak+feNOyk++AdMOpvLrJVGWH9MKUL9nPYayMPxhAoHSFhN9NOV3W/16vjz+Xyiyg1Tv\n2srI4n5tZnZIuDTz8xOr5/PjybOp6DeI/7t6KfOmzmiR4zunVZJIOvx85WJ2xaN4eGg0NY0xRvQJ\nc9aII/CZmi+XD2Zps4Px1Ekejd+0GdWnFI3HnkQjIbuUSDJC2PJzY+VohoT7UNO4j6ClmTN2PN88\n+hh27t3CunXPMXRQJWUl5SQI4rcCLV6jIDkWQnzOtIMYfQanTpibPmzAb4UzbeDI4n5sqN9NRb9B\n/G1r6oTiT447hTunVXJzerzFXfE4PgOcZBJDaV5YV8OPjhvPiD5hIo7Lhn17UCrMnkSE8uKyzPwj\n5X36ErJ8RNwEtjLo6w8ScWN4bgMRShjRJ8hpw4t5buPbzB45nec+vI9FW/4KwLShZ3NjxdUMLT6d\nqOtiqyS26ZNxdnshwwqQTMbx0MTdePpk91Y21O+mNtbIy5tWc8GosZnxQSv69+O+GdO478RJhGyL\njfsaeWXjdr44chD/tfIDamNRTho8lD+u/YQ5Y8fT4CTYm4gxNNyXBidBwDSJuglspSmyPO4/aRIh\ny8qMET136e+p6FfOHcddTMCw+XXVjS3qXburmqAdlqyKDNMOMu6LD+G4ERLAyOIhVO/ayhHBYrZF\n9lEba8wcD43oE6bRSbCxfg8XjBrJLe9XsWDLFu49cRLhVnkO2yamgqAvwKWjpxC2/ERdBwWs3F3D\n6D6DmDPuSL45oZyom8TVCb638L8zQ7LcWXExtgJ0kncX3UbNZ59f2Vk56WoeOOHy9FBFn48zLXqn\n5vsSth3CBjSqRd9A077E0toaNjbsYeO+Pdxx/NQWc6nNm1rB4u01TOo/kH9LXwT3raPLuS+d74jr\nYinwmRbr63ewoOZDLho5jaBpEnEbUckEpYE+KKA0YBM0zczkoZJPcbi056HjDejIXozSIXgNu6Go\njJqX5hHdnO5A94UoLZ/FuHPux/IX4zoRtq55mQknXk9R33JQip2ffX5MbhgmZ5x0D6+/Ozcz5Esi\nmbpoteniv+tnv4Nl+Pje9AcI2cUktUfYCnLT5O8yJDQQhcFjn7zOr1b/DYD3z78P5cCD0y9K7187\nvLTxE340+SRGFvdlQ/0eYq7b4rHFk26LMdSfX7eBS8eM5t4TJ1FkWzQ4bup9xDJbToib6TyX11VP\nIh3qB9F8shsnVsdH792fGepl8hfuYswZd+A6ESw7RGPjTgKh/jhuI+8vvJMp03/MW0vvY2blDby5\n+A5OrLyB4f0riLlRxvSrYHVtFdOGnU2jG6ei39DMlb0ANY1797uvot9QlIKLyo/m+fUfc13FMYws\n7kuj47Bk52pOHDieuniUB1e8S/Wu7YwsLuXCURP407q16RmJS4g4DpYBftMinnQoC9jcOn0iUTeJ\nUh4mGjcZw4fGNPwYhonPMzGIo7VHic/m9qmXEnHjWJ7D3xbdlGnMzjjppy0eW5Mx/SqIu1GZoLGb\nfZ7dANqNseLNu1pk1xcsxUs6OE4jlhUinmhg4Vtz2flZNQMGVjBz1sO88ta1mdw2vUk1Pccf71jC\nieX/RIMTpaLfUDbU72ozszWNdZmfX62pZtaQYzMzZ/9y1fvcOKWSoeFiGh2Hpz/9kMdXL8tMMOY3\nLAyS9PWlTtUmki5/XLueS8aMy5wUasqubSgct5GgGQRloUidDTbdRtZtfIUhQ09GUUKZP0DQ8qGA\naKyOxVV3tchwMFBKXHLcLUqc9u9M7LF7ztBkovAl3RiQ+ih+0nPRhomjVaYN3FC/izdq1nDTlFO4\na9lbzK9Zz8jiUi4ZfQw3TpnEkHARNY0NBC2DJB59/TaXjhtOyLKoTzgs3bGdyQMGELJMSv39aHSi\nBC0fUTdK2A6lxpQ2bWLxPbz65o2EggOonPSvhANlRNw45cX9uWzMTEygLrYjU/f7W19lb3wX/zbj\nEcJ2GJBxTnsrLxlHo7HNAHE3SsRNvWc/sXohd1bO4uaqBSjg3vQnuDbU7+HpTz/kktHHEHMVI/uE\nmTPuSBSaW48/kQ379vLKxg1cOCp1cYbf9NHU9R2NbueTTa9x9OgLsQKlOG6UkOVDOxF2L/8Dxx8z\nm4Xn/ZSoGycZ30N9rFbeg8VBae2RdGNo4PV353LWaY8SceKZ/dHm7e/X3/h/VPQbxL3Tz2RwuJgV\ntTWZXO+INOJ6yUyeNUlW7P6IsSXlaDOc7kxPEHcb6Rvoy4jiMnymwc7IdizVLzVfRsLl7knnUVY0\nkN0Nn1Fk2djpMc7POOmnvP7ujZn9zAljZhO0LFSzK35F75V0U+PmN9+XcLWiLh7N7E88sXphJsv/\nvfoDvnvMNF7YsIrrKo6hvLgvEdclYJrE+risqP1sv0709H+irm4NxSWjKC/uz0VDJ1CUGoYZM5ng\n9fdubHEsZFilkk/RadqNQ6uhpQ1fkKKxsxh6/v0YgWKSboL+Y07nk1duoH5bNdP+9T2Gjj03c4X6\nrG/MZ8DAiswV6hqNafo56+QH8PuKiSfq8VuhFhf/ae3xi8U/yuxD/MeX36Fq54dUDjgWhSLixlqM\noV7vxJi39KVMH8Z1E2dxYflR3LxkQeYK9Xunn4lqdrV4LJmkzG/xwAnT0/0RqddhPJkad91SikC6\nM130fDKGejMtOiGbZh+O7kVbdovxnADGTLmKYUdf1KoT8iHeWXAdO7ZX8ZVvLOGxp07g23MW8thT\nJ1B+5OkcX/E9bCtMLBnl8WW38dXJP+GVbVWcO+x07vrgtWZjT3+JpNbcsvTzMdTvqvwypb4Qjufi\neJqQbbOhvpYFNSs478jjUjtwhg9XGwQtO301W+oFnlp2Owu2vcNFI84k4LmEAmXUN27F7+uL31d0\n0Kt+tPZw3Ci2Fcx8Bfa7TwP18Tp+teTGZmNP/5Rif2m+jPdXEK1aZ3Lc/CSQdmJopVj6t2tbZLds\ncCXHnnobWmkWv3MbU6b/mGWL78u8WQFcenkVv/nDDMqPPJ1px/2AP71/K5trq7nuwjdoTOwloT1u\nW/FLvjBoOmcM+cIBx1C3DMUNS37XYjKlIsumPhGhNNiXHY07KPaFwEviYtLHX0zUdTBVEp/hY3di\nH89vfI1Zg2cysngQEcchaJkk4ntbHKQ0dYY3z3FbuW3P7z3t5XOOe0yGX/7N1Havb2OoY+9TMoZ6\nXivoDGvt4ToRQGHZQbTWRJMxnlz3F748/CxuX/YKA/xFfPeYk/nLppV8Ycg4RhaXpa+O3MGI4iMo\nSk+4GDJtEl6MeifCC5sWtGjnQpZFPL6HVWufY9TwWfQtGYnjRLCtlpNJH6yNS7Vlu/lV+mOvzeeD\nyIO2rJAVdIY9zyXpxrHsII1ulOuW/JTLR1/EuJLx3FT1ErMGjeWcI48hbPvYEW3AUIoBgSKiroOl\nNPVuhHnLHqJ69yq+PXYOl5afT5HtI+IkCFo28Xgdr787l1BgAMdP/lf6FA0j4TRiWyHcZCyTU609\nFv/yBLTn0m/sWQyuvJKi0lFEGz4jbsBvlt0quc2egs5w0ommOlasAL/5wwy+8U+vg+mjwXUz+6Mv\nb17Vov19efNS9jlR5ow6mZBlE026hCybffEGlAE3VN1H9e5VVJRN4O4p11Hm64NhmIfcJzxYO3yo\nNlp0SkFnOLUvkZost2lfIpKMsXjHcioHHJcZQ71611a+Pf4ELh01lbBtsyvWSMD0EbZ9RF0HW0E8\n0y+QOtb/0rCTqdr0EqeMvJDNG+ezfssCzjjpHmw7jGX6W2RRMppTBZ3hQ/ESUYjUEXn+dtyN1Vgj\nKgj+83+gYw3U/OXzIV9Wv3xdZsiX4//lLdZ/+CSDyr9AUd9ykl4SJ7Ev0982+7I3SXoO8cReisND\nqW/cSiDQj6ffuSZz8d9Nl1S1GDHh/3z5HerdCLd88Gh6v+VSLhpxbmYM9Xumfo3J/cozQ75U9BvK\ng9MvAhQhKzXcYtBMnQht+mSRfMIoo9dvAJAO9czYTtoO4EXrqFv+PCUTzmX7q3diFg2g/8nfxVc8\niFcfPwHdbCiTky5+hqr9OiGX8Mz/pJY754JneGvp/cysvIF3qu6n5rMqRo84mxOn/ghlWEScvZSF\nh3HCXy7m9MEn8q2xcxhVPIR6J0aRFaDBqSfmxugfGsDW+k1Ub32NM8d8FQMwlEVCQ9DyE3XjmIrU\nlUDNxmv32yGcZAxQ6cnLAkTdGEHTnzmgycYbp6e91P+3gsTTE0bl0QFQQbzoD/uNy0viReto3LKc\n8NDJ1PxlHsO/8l/7ZVcpi9MvX8Db86/JnPz54+9aLjP7srd45a1rM7k9Yco1hIP9cZMJnGScgK+Y\nE/5yMa5Ocv0x3+bcYadTZAWIJp30x6XiLFj7O7Y1rOPc8d9haPGR7Gj8jNJAKRYmjk4QsFIThxgY\n+KwAcTeCpSxIn30GcJLxlvm1Aoc8gOkKeZzjHpNh6VDvtQo6w0knhmGlrj50nAieTuJLt4enDz6R\n7x11OYND/YknHZJaE7JsGpwYYStALJnAVBqf4cNJRjEwME0/jhfH1WSlncvjtqyQFXSG3UQDph2i\noWEb4aLB+72XF9tBYkknPSGun4gbJ2BauMkYfiu1b+mk8xpxo4TMAE4ylpkg1POSOG4Enx1i754N\nbNm4gNHjZxNoddI7mWjkH3+9NnMgDVDxtRdY9+Zd2KEyBlZeSXHfchoaaggF+2PZMuxaFyrwDDei\nFWiteeWtawkF+jHrpLu5ZdmjXH3UPzMo2C+zPxp1E7jJOMX+4swxk22k8uyzQiTcKIYySWgv1QYn\n4wRNf4t2UtrRvFTQGU66CQwzNVBA632JayZ8ky8PPxOFkR4eKEEiGaHEX0LEjRMyfcSTUfxmECcZ\na5HfpjY5noxhKgO7VQe6yCsFneFD8eKNRJ68Fnf9539bPO/vbH3husyQL+OuW5I5sQ5w/HfeJhHb\nw4d/v5267dWcfeVC6utrCAT6YtshkkkHNxlr0aEeDh5BzGnguUVz2VxbzQ8veI2fL74+c4X6by6s\n4pZlj3DF2IspLx7G+votLK39kC8PPyPVl5aM4zd8xDJ9GAmCpo2Z35OB5ouCyHC29eqkaM9DR+po\nfPJavNoN1Lw0jz7jvsD2V+8kurmKASd/D89LknSilA6qaPG3xSUjW4zpBLB3zwYGDEwtt2rF45w2\n/RbWbX6D06bfwpCBlazfNJ/5796IpUyKfH2JujEqyibwas3bXPr373H8SxdxQ9U9xJIxtHb47bKb\nufpPM3hq+T2cUn4RlrLxWamreYOmjRPdzUev/jtv/vepfPDKv6PdOEopAukrzn1WCJ8VJGyHUpPa\n2Kkr23zpcSh9WRiP0lAGgfR6A3ZYdji7ifY8dCJCzUvzKDqyMnXmd3NVm9ktHVSBZQUz+d23d30m\nt82dftI9mdwueO8motHdxON7CdhhIm6UirIJADyw8jFmvfpVvrvoFjyd4PGqm1mw9necUn4Re2O7\nuGvBpTz0ztWELB+2YaO1Q8AK0bhvK6vfvpfqV68hEa3Db4WwrABWeqcvleFW+U3nqXl+JcdCiG7j\nuSSdKK6burLMUCYRN5J5Lz9/wbc5/qUL+eH7d9CY2MWD71yF9iIk3Qg1K37Hm/99Gkv++l1w4lhW\nAMMw8VuhrLVz0paJ1kw7hOtG2fjpX4m28V5+9cKbqY/X8otFP6A+vgufdvHcGJtX/IFXHz+BD165\nBsuJooAiO5zKcLN8Nu1num6Mkr7ljD/msv060wEMO8jYs+6hz9BKlGHRZ2glVqCEsWfdgxPZzcdP\nf42PX/wuASuEafm7ezOJPGbaQSwriNYeZ5x0D5HYLuoat7MzvpvzF3ybaX+5iFNf+QpXL7yZqLsX\nSOAmY5iJegw3gaEM/HbqWMlvh7GtwOdtcBud5dKOiq6mk4nMvoRSRot9iQdWPsapr1zKKa9cwtUL\nb6YhsYvfLPkx9fHd2MkEbqKRQPrTaq3z29QmB+1w5iRnNo6ThGiL9jx0LIbWGuUL4m5s2Vdm+EJE\nt35+XzIRoXhwsz4IZWHZYSaefBNnf+s9XCdK1Xt38NyTp/D0bytx3RimYRPwl6b6vPylaO0R8vfl\nKzMfZu7Fi7ANP985/h7G96/EVBafNdawM17HpX//AdNems2lf/8BhXbhxgAAIABJREFUC7YvAqVT\nE+5aASzDoMj2YyhFke2XznTRIb3qCnXtaUg44Lch7qCVkzlzVnLb+3zy6ImM++F7fPLoiRSNO50B\ns65jzd/mYocHMHzGd1mRPltWOqiC4858gHfe+FGLK9QnVlzN6HGfDwNzzOR/YeyEOamPubpRbDuE\n40QwDBvPc7CsILsT+zIfnW36mGEfK4iB0eIqXtsMYBkth7zX2iPpRFMTS6a/5vINU6ev4PClr5L3\n5d/Z8II4i3awHLfOMD4bZSh0vBHsQCrD1yzkk0dOoGjc6Rxxxo9Jeg7LF8zLZPfYU25GGTYL37mZ\nHdurOLL8bCZN+R7vv3tHZviik057AMO00drL5NaygjhuI6bhx0Ozz43ul90iK4Df9BNzI/jMAIlk\njIAV2u+KHsnuYSv4DDeRK9R7rYLOcPOxe5NuFNMKopTJnmbDYDQfMiCejGEpA9Pw4bmxvGjzCqi9\ny1cFnWE30QhKEY/vwU06OP4+bWfXjWAbqWnyjCzlt2mYOsMOZr4CeG4cF08ymj0Fn2GNZvWqPzD+\nmK+htcayAvsdU90z5TrCph9Ta6w8aHubSBvcJQo6w633JSw7jEax94D7ElF8ZgDtxrs8w5LHnCno\nDEPLfgmdcFCJKM7vH8Nbvxbf7Q8Q+cN1B71CffQP38WLN7DmtXnUb6um8ttvgLLQXgLLDpFMui2G\nfBkwsIJTzvhPPC/RrH8igFJGiwxbpv/zPohkjEY3ztxW7w2l/hI5Odp5BZHhbMvZpKRKqXOA/wBM\n4DGt9b2tfu8H/geYCuwCLtVabzjc/6c9DQ0RnP/9M966LRijhmFf/ZXMmbNk7XqCQytI7E597Tfj\nW6z529zPP4qqPSadfBOBPkNpqFtPzZq/Mu2kW1p0Qo4efxG2XczMWQ9nXuSK1I5fIr4X2w6B9jAM\nC+05gKYYgweOu46iQAlRN4YN6Y+BW1gq9bHyoF10gG1oYPlSEzRZvnDqDdFpzMk4aFp7NMbreG7h\njWyurWZ4/wpmn/BTwv79r0rqKfIiw18/D10UAl+Q5M5Udr1YfSbDn7xyA0ef/wsmnHgDRX1H0rBn\nPZ9U/QIwOOGUe1j41lw2b5hPn5JRzJz1ELYdznSee8lE838OaJzoXpS/D417N9GntJyHj5+bGabA\nrwxM04fnRAnYIZQyCBqp7LaeSKx1djP/Jgdj+fXG7Dbp7gwLkQ3dmWMvEcH0hdi48o8MHnMOTnps\n6FJfMQ8ffyNBK0jUjRLfvQ6neDD+QGlmzHOjVZsn7Z1o0r1tscIw/ZhWCM/bt192g2aAeKQW0wpg\nWHab+e2q/U2lDMz0es1mr4toMiIZLTDdmWGFAmUyetxFrF75e0aO+TKGMiixApn90sZEA9s+epqi\no2dj2CEgdWV7rseLljY4f3VnhpOt9iUSiXp8dlGrDNfjT19P0tQXoG2jSzN8qDzm2wVQ4uC6M8Ot\n+yV8P/kmzrP/jffp6tQCdoDQxXcTeXZeZgx1DIshX7o7M4Y62kOZPsaf8wCmvwitNUk3mu53ADwH\n21fUom8NNDSNXa4UoA6a4YAVwmcGeHjaPIKmv81hvYTojJx0qCulTODnwJnAFmCJUupFrfWqZotd\nCdRprccopeYA9wGXHvY/TTipF/zaTQB4azehd+3CGlGBu76K2N+fYPA5t7Fn5UsMOvtm7D6Dqd/2\n+UdSdq15ld2fzqfyygWseu9+dm+rYtCO5VROu4HivuU4bqoTMploxPYXk0xEsOwASTeG5Quj0h8d\nMZSJUgrLDuE5UWxfGB3bw5K/XJ25grhi1j2YwdIOPTytPaKxukNO1JgtCTfKcwtvzEwIsXFnFc8t\nvJFLZz6Cv1Vnak+QLxl2/vfP2N+aDcrBWbWAwWfdTMOmKoZ86W7MUCn126qJ1q1n1cIH9puY1LYC\nzDjxVoJFg3CTMZROvTkZGkCjdTJ1dtiNp3Nr4A+WYloBgsWD+eBv1+2X2eYHxx2Vqwz3tuw2yUmG\nhehi3Z5jZZB0ony2YQF1O6oZd/z3sYL9cJxGaj58ik8/eCzdJt6N3awzvTVp70ST7s6wYflTQ7is\n/CNDxn0RQxnY2uPTZY+3yK/lK2ozv9nOrmS08HR/O6wwLR9JRzGy/BzC4YE4iUY2ftS8Db6HUZO+\njmn5Mx2DuTxOaiL5zk/d3g6nO6ib70uYQT+uE8WvFGhNQJmYdrDFRORdneGD5dFnBUlE66heMLfF\n8Z4vKCd/8lG3t8Ot+iVUWSne+rWf/96N42xaTujS+1HBYnS0HmX5qPtwPkPPvx8jUAzAmjduYdjU\nKwj6wnhuFDfRyIo3b/k8c6ffi2HaQGpIuYRTz+vvzs28Bs465aFDtqlNw3kBma+i+y1duvQIy7Ie\nAyZSeEOPe8BHrut+e+rUqTua/yJXV6hPA9ZqrdcBKKWeAi4Amr/gLwBuS3//LPCfSimlD3eMGr+N\nt25Li7vcVxYRuvgeIs/OxV05H3NAOWUz5qB8IZJOlOLBFS0mSyoeXAHKoGLW3VQvmMdn6xaQiOzm\n2FNuZtfql+k3ahbr376fsWfejRUsxUufyTUME8OXOrPc/Gpc0xfGTTSyfMG8TGfn7m1VVC+Yy9Sz\nHm6x7KE4bpTX372Rms9S66n5rIrX372Rc059BF837KD5rCCba1uOk7W5thpfz2208iLD3rotqeFf\ntIW/cjbxqucIT5iFEeqbyfDWpU9w7Ck38+Fbd7YY9mXdm/ewa82r9BlayfhzHwTTTl194Eud7LHS\nV5k3nwjM9hV1WWZby1WGe2F2m3R/hoXoet2aY8MOkHRiTDr1Vlb8/Xbefno2J1/yLB+9fVerNnEe\nU896OHNVb2vS3olmujXD2k1NWD9s3JdY8ffbmXDiDZkLReDQ+c12diWjBal722HLTzIRYcfK5+g3\n/lwi+7a20Qan9kubOv5yfZzURPKdt3LSDjfflygdVMGkU2/F9vdt0XfQJBsZPlgek06U6gVzu/x4\nT2RN9x7XteqX0J/txCgf8/kV6p7GHjaRyNM3ZK5QD37tYRrWLGDngvsBGP39N3AiO1n+VKpPv+Kf\nX2TFW3e0zNz8n2Tack97vP7u3BavAZ8dkja1QFiW9digQYOOHjBgQJ1hGAXVl+B5ntq5c+eE7du3\nPwac3/x3uTozMBTY3OznLen72lxGa+0Ce4F+rVeklPqOUqpKKVW1c+fOA//HuIMxaljL+/Y1gr+Y\n8GUPU3LrQvwnXIYyLJRSGMpk7Jl3t5gsacysW9HxRty6bUw580HO/tZ7TDzxBnatfpmBEy4iUDqS\no774MHaoDMMwsfxtX93TnGkHqdveshGo216NaXesEbCtINt3tFzP9h3V2N3UmCTcKMP7t5zYcnj/\nChLpidt6oC7LMLQzx21k2Bg1DOIOyjBQoVL8J1yGOaAcki5KGYw5/Q6cyC62LP4lk06+ibOvXMiU\nMx9k1+qX2f3pfPoMrWTsmXdj2OkJQX3hzFXmB7r6oKsy21quMtwLs9uk+zMsRNfr1v0JLxElvvNT\nLDucalO/9R6hPkM73CZKeyea6eZ9YgM8N5PhotLyDuU329mVjBak7m+Ha9czcMJF7Fr9crva4Fwf\nJzWRfOetnLbDZ3/rPSadfBOWHcawfG3+RTYyfLA8Zut4T2RN92a4Vb+E+/pirK98E2P0eDBMku+8\nCXaA4Pk3UXLLewTPvwlQDD7nVoLDK8GwaNy4pEV/W6Bo0EEz19ZroG7vBmlTC8fEAQMG7Cu0znQA\nwzD0gAED9pK6ur7l73JQD7Q9gH3rDdueZdBa/1prXam1rhwwYMCB/6PPxv76eRhjjgTDwBhzJPbX\nz0NZNsqf6jw0/GEMX2psMMMXxAqWMv6LDzP9qoWM/+LDKBR7VjyPv+8QTDuE58YIlZYzZPJlmU70\ng3VEtiXpRCkd1LIRKB1UQdLpWCPguFEGHdFyPYOOqMDppsbEZwWZfcJPGTGgEkNZjBhQyewTftqT\nzw52WYahnTk+QIbxpT4GpYxUhtGgkqAsH6YdYOzpdzD2jDuwg2V4TmpSsSGTL2P6VQtbnABqr67K\nbGu5ynAvzG6T7s+wEF2vW/cnlB3EXzKYxK5N2IG+oBSuE+lwmyjtnWimezNs+QGN0mAHSjv8np7t\n7EpGC1JO2mFnzzYGT5rTrgzn+jipieQ7b+W0HUYp7EAppi+MYbQ9gEA2MnywPGbreE9kTff2r7Xq\nl6A+AoEg9hXfw3/vL7BOPgP8RRhFZaAURlEZyvKj/EUMOusmxv3wPYJHjMPwhRl/7kNMv2ohrnvw\nzLX1Gli/eQGzZ9wjbWphMAqxM71Juvb9OnpzNeTLFmB4s5+HATUHWGaLUsoCSoDdh/sPlaHQRaHU\neNN+G+IO+GyUceDJaVMft0pNvqQAu3ggZZWXYTRNyNFqIqXDYdpBKmbds9/4ZIdzhfoZJ/10v3HV\nuuvKC6UMwv7Sz8dc6/mzhOdthpVhQCCAApS/GJXeMVOkhitIZTd13+Fkt6sy21quMtwLs9uk2zPc\nXN/EoZdpstfuiv8oeqhuzbFhGBAqI2AHMXxBvET0sNpEae9EM92fYV8x2ommMuzEO5TfbGdXMlqQ\nctsOtyPDuT5OaiL5zlu5bYcTUQw7lLr/ALKR4YPlMVvHeyJrujXDh+yXSPdFYKb7GvzhdN9EEcow\nU3NhhMsw0vNcAFh26KCZa+s1MGHMbAL+vtKm9kCmaU4dO3ZsNJlMquHDh8efeeaZ9f37909u2LDB\nvuqqq4a/8sor63JdI4DKxVC46RfwJ8DpwFZgCXCZ1npls2W+Bxyrtb4qPWnCbK31Vw623srKSl1V\nVXWwRfJSV82grbWX89nr89yBz550dEVZyjAURo6zNeu7ZPiQekyGF/58artr3Rju2PvUnCuWdWh5\n0a26LMOQP/sTh9MmSntXsHpchjuaX8luweuVGZbc9ig9LsPt0d0ZztbxngB6aYYP5VCZk3Y8r3Qo\nw8uXL98wefLk2vYuHwqFjotEIh8AzJ49e+TYsWNj99133/aOFtmVli9f3n/y5Mkjm9+Xk/Slx2z6\nPvAq8DHwjNZ6pVLqDqVU0yDvjwP9lFJrgWuBn+Si1u6glJEZu9rq4JAxrdfjs8Mtvors6O0Z7qrM\ntrVeyXD36O0ZFj1DvuT4cNpEae8E5EeGO5pfya5orlAyLLkVB5IPGW6P7s5wto73RNcrlAwfyqEy\nJ+147zRjxozGrVu3+gBWr17tGzt27DEAP/vZz/qdddZZo08++eSxI0aMmHjVVVdlBvZ/5JFH+o8c\nOXLitGnTxs+ZM2fEN77xjSMBnnjiidKxY8ceM378+AmVlZXjO1tbroZ8QWv9V+Cvre67pdn3MeCS\n7q5LiPaSDItCJxkWPYHkWBQ6ybAodJJhUegkw6LQSYZFT+S6Lm+88UbxlVde2ebV7atWrQotX758\nVTAY9MaMGTPxRz/60WeWZfHggw8OXrZs2aq+fft6J5544rhjjjkmCnDvvfcO/tvf/vZJeXm5U1tb\n2/6JBA9ATukIIYQQQgghhBBCCCGEyKl4PG4cddRRE0pLSyv27NljXXjhhfvaWm7mzJn7+vXrlwyF\nQnrMmDGxTz/91P/222+Hp0+fXj9w4MCk3+/XF110UV3T8pWVlQ1f+9rXRj700EP9XdftdJ3SoS6E\nEKLblUXbfxNCCCGEEEIIIUTP5/f7vX/84x+rNmzY8GEikVD33nvvEW0t5/P5MpOtmaapHcc56Dyh\nTz755Ka77rqrZvPmzb6Kiopjtm/f3qmr1KVDXQghRF4rcVSHbkIIIYQQQgghhChc/fr1S/7sZz/b\n9POf/3xgPB5v14H+ySef3Lh48eLinTt3mo7j8Kc//am06XcrV670z5o1q/HRRx+tKS0tddetW+fr\nTH05G0NdCCFE7zWwzQ9ttW1dScfWPe35X3Vo+fcv+teO/QMhhBBCCCGEEEJk1UknnRQ9+uijo489\n9ljpGWec0XCo5cvLy51rrrlm2/HHH3/0EUcc4YwbNy5aUlKSBLjmmmuGbdiwwa+1VjNnztw3Y8aM\nTn0e/qCXwxcapdROYGOu62ilP9DmAPp5Ip/r6+raarXW53Th+rJCcnxY8rm+rqytJ2U4n5+zw9GT\nHk82H4tkuHsVQo1QGHU21SgZ7h75XBvkd32Hqk0ynH35Whf0jNokw4WntzxOaN9jLeQMF8pzKXV2\nnbZq7FCGly9fvmHy5Mnd9jj37t1rlJSUeI7jcPbZZ4+54oorar/xjW/s6cw6ly9f3n/y5Mkjm9/X\no65Q11oPyHUNrSmlqrTWlbmu40Dyub58ri2bJMcdl8/15XNt2dKeDPe07dKTHk9PeiyHq6dkuBBq\nhMKosxBqbK7QM5zPtUF+15fPtXVEIWc4X+sCqa07FXKGu1pveZzQsx5rWxkulMcndXadQqixteuv\nv37IW2+91Scej6tTTz1139e//vVOdaYfSI/qUBdCCCGEEEIIIYQQQgjR+/z617/e0h3/RyYlFUII\nIYQQQgghhBBCCCHaQTrUs+/XuS7gEPK5vnyurbfJ9+cin+vL59pyqadtl570eHrSY8mmQthOhVAj\nFEadhVBjR+XzY8rn2iC/68vn2rpavj7WfK0LpLZ801sec295nNDzH2uhPD6ps+sUQo050aMmJRVC\nCCGEEEIIIYQQQgiRe909KWk2tDUpqVyhLoQQQgghhBBCCCGEEEK0g3Sod4JS6hyl1Gql1Fql1E/a\n+P21SqlVSqkVSqn5SqkRzX6XVEpVp28v5qC2K5RSO5vV8O1mv7tcKbUmfbu8q2trZ32PNKvtE6XU\nnma/y+q26806k+lc19ZsuYuVUlop1a0zUbenPqXUV9Lbb6VS6snurC9X2pEpv1Lq6fTvFyulRnZ/\nle3TmXY1HymlnlBK7VBKfXSA3yul1M/Sj3eFUmpKd9eYj9rbFuXSoZ7bfKCUGq6UekMp9XG6Tfz3\nXNfUFqVUQCn1vlJqebrO23NdU0flczucz+1qPreR7ajtNKXU3mbb7Zbuqq2rdCa3Sqkb0/evVkqd\n3c11yfFfx+vq8cd9+dwOd6V8btO7Uj6/P2TLoZ7bXGrr+VBKlSmlXku3aa8ppUpzXGOb+715WGeb\n+71KqfJ027Qm3Vb5clnn4brkkktGlpWVTR47duwxXbJCrbXcDuMGmMCnwCjABywHJrRa5gtAKP39\n1cDTzX7XkOPargD+s42/LQPWpb+Wpr8v7e76Wi3/b8AT3bHtevOts5nOdW3p5YqBt4BFQGWebbux\nwAdNryfgiFw/53myXb4L/DL9/ZzuylSWHkub7Wq+3oBTgCnARwf4/ReBlwEFzAAW57rmXN86+v6V\nr89tPtyAwcCU9PfFwCd5ui0VUJT+3gYWAzNyXVcH6s/bdjjf29V8biPbUdtpwEu5zF43ZKPN3AIT\n0sv7gfL0esxurEuO/zpYV6vle9xxXz63w/mSwUK75fP7Q66e23x7PoD7gZ+kv/8JcF+Oa2xzvzcP\n62xzvxd4BpiTvv+XwNUdWW91dfUGrXVVrm9//etf//H222+vGjNmTLSjf5t+DC0el1yhfvimAWu1\n1uu01gngKeCC5gtord/QWkfSPy4ChuVLbQdxNvCa1nq31roOeA04J8f1fRX4QxfXIPbXEzJ9J6k3\npVg31dWkPfX9C/Dz9OsKrfWObq4xF9qzXS4Afpv+/lngdKWU6sYa26sz7Wpe0lq/Bew+yCIXAP+j\nUxYBfZVSg7unurxVEDlox3Obc1rrbVrrZenv64GPgaG5rWp/6fw3pH+007dCmoAon9vhvH495XMb\nWQiv8U7qTG4vAJ7SWse11uuBten1dUtdBbCv3JZsHv/JcV9+t8NdKa/b9K6Uz+8PWZLXz+0Bno/m\nr6nfAhd2a1GtHGS/N9/qPNB+7yxSbRN0Q53a88p0LH6s1nqqjsWP1Z5X1hXrPffccxsGDBjgdsW6\nQIZ86YyhwOZmP2/h4AeCV5I6S9kkoJSqUkotUkp1dRjbW9s/pT+C9KxSangH/7Y76iP9MclyYEGz\nu7O57XqzzmY6mw5Zm1LqOGC41vqlbqqpufZsu3HAOKXUu+nsdvWJqnzUnu2SWUZr7QJ7gX7dUl3H\ndKZdLVTd8X5QaGSbZEH6o+3HkboKJu8opUylVDWwg1SnU17WeQD53A4Xerua7+3BCemPbL+slOqa\njzZ3n87kNpvPixz/Za+unnzcl8/tcFcq9Da9K+X7+0NHFeLjGai13gapzmzgiBzXk9Fqvzfv6my9\n30vq0wl70m0TZPn5155XRkNkhPPE87749Q/hPPG8j4bIiK7qVO9K0qF++No6Y9zmFUtKqa8DlcAD\nze4+UmtdCVwGPKqUGt3Ntf0ZGKm1ngS8zudnxdr9uDqhI/9jDvCs1jrZ7L5sbrverLOZzqaD1qaU\nMoBHgOu6qZ7W2rPtLFLDvpxG6uqbx5RSfbNcV661Z7t0R5vTFTrTrhaqQnluupNsky6mlCoC/h/w\nQ631vlzX0xatdVJrXUHqStNpSqmJua6pA/K5HS70djWf24NlwAit9WTg/wAv5LiejupMbrP5vMjx\nX3bqatJTj/vyuR3uSoXepnelnvB8NtfTHk/OFOJ+L3B0W4tlrYCEM9T535cMb+0m8Dy8tZtw/vcl\ng4STdydxpEP98G0Bmp9RHQbUtF5IKXUGMA84X2sdb7pfa12T/roOeJPUGapuq01rvatZPb8Bprb3\nb7ujvmbm0Opjf1nedr1ZpzKd49qKgYnAm0qpDaTG+XpRdd/EpO3ZdluAP2mtnfRHkFeT6mDvydq7\nXYYDKKUsoIT8/Bh7Z9rVQtUd7weFRrZJF1JK2aQOKn6vtX4u1/UcitZ6D6n9jkL6hFE+t8OF3q7m\nbXugtd7X9JFtrfVfAVsp1T/HZXVEZ3KbzedFjv+yUFczPfW4L5/b4a5U6G16V8rb94fDVIiP57Om\nYXbSX3M+3OoB9nvzrs4mzfZ7Z5AatshK/yq7z7/f5/PWbWlxl7duC/h9eTcRqnSoH74lwNj0bLc+\nUjsALWYeTw9B8StSO1M7mt1fqpTyp7/vD5wErOrm2pqP4XU+qTGcAF4FzkrXWAqclb6vKx2yvnSN\n40lNjLOw2X3Z3na92WFnOte1aa33aq37a61Haq1Hkhqz8nytdVU+1Jf2AqmJqpqyO47UpE89WXu2\ny4vA5envLwYWaK3z8YqHzrSrhepF4BsqZQawt+kjib1Yu96/xKGlx4Z9HPhYa/1wrus5EKXUgKZP\nEymlgsAZwD9yW1WH5HM7XOjtat62kUqpQenXGEqpaaSO+XbltqoO6UxuXwTmKKX8SqlyUhcvvN9d\ndcnxX8frStfWk4/78rkd7kqF3qZ3pbx9fzhMhbj/2/w1dTnwpxzWcrD93nyrs6393o+BN0i1TZDt\nOuOJhDGq5fQjxqhhEE8ksvY/D5N16EVEW7TWrlLq+6R2NkxSs5GvVErdAVRprV8k9RG/IuCP6X3a\nTVrr80l9ZOJXSimP1A7uvVrrLts5aGdtP1BKnQ+4pM5+X5H+291KqTtJNZoAd2itu/TseDvrg9Sw\nGE+12pnI6rbrzTqZ6XyoLWfaWV/TwcoqIAlcr7UupIPbDmvndnkc+J1Sai2ptmhO7io+sM60q/lK\nKfUHUkMQ9VdKbQFuJTXxDFrrXwJ/Bb5IakK3CPDN3FSaPw6UgxyXtZ+2nlut9eO5rWo/JwH/DHyo\nUuM0AsxNX02bTwYDv1VKmaT2O57J0VwdhyWf2+F8b1fzuY1sR20XA1crpVwgCswppM65zuQ2vdwz\npDpeXeB7rYYQyXZdcvzX8bqgBx/35XM73JXyvU3vSvn8/pAN+b7/e4Dn417gGaXUlcAm4JLcVQgc\nYL+X/Kuzzf3edB/GU0qpu4APSLVZ2eGzt9pf//II539fMrx1WzBGDcP++pc9fPbWzq76vPPOK1+0\naFFxXV2dNXDgwEk/+clPaq655praw12fKqB9KyGEEEIIIYQQQgghhBAFYPny5RsmT57c7o5r7Xll\nJJyh+H0+4okEPnurMoycDoO1fPny/pMnTx7Z/D65Ql0IIYQQQgghhBBCCCFETinD2E3An+pAD/hz\nXM2ByRjqQgghhBBCCCGEEEIIIUQ7SIe6EEIIIYQQQgghhBBCCNEO0qEuhBBCCCGEEEIIIYQQQrSD\ndKgLIYQQQgghhBBCCCGEEO0gHepCCCGEEEIIIYQQQgghRDtIh7oQQgghhBBCCCGEEEKIHmft2rX2\n9OnTx40aNeqYMWPGHHPnnXce0dl1Soe6EEIIIYQQQgghhBBCiB7Htm0eeuihLevWrVu5ZMmSjx9/\n/PEjli5dGujMOqVDXQghhBBCCCGEEEIIIUROac8r07HYsVrrqToWO1Z7Xlln1zlixAhn5syZEYDS\n0lJv9OjR0U2bNvk6s06rs0UJIYQQQgghhBBCCCGEEIdLe14ZjfUjnN8/Znjr12KUj/HZX/v2CB0u\nRhnG7q74H6tXr/atWrUqdOqppzZ0Zj1yhboQQgghhBBCCCGEEEKI3Ekkhjq/f8zwPl0NXhLv09U4\nv3/MIJEY2hWr37t3rzF79uzR99577+aysjKvM+uSDnUhhBBCCCGEEEIIIYQQueP3+7z1a1vc5a1f\nC35/p4ZnAYjH4+pLX/rS6EsuuWT35Zdfvqez65MOdSGEEEIIIYQQQgghhBC5E48njPIxLe4yysdA\nPJ7ozGo9z2POnDkjxo0bF7vttts+61SNTXV1xUqEEEIIIYQQQgghhBBCiMPi8221v/Ztzxg9HgwT\nY/R47K9928Pn29qZ1b722mtFL7zwQr933nmn+Kijjppw1FFHTXj66adLOrPOnExKqpQKAG8B/nQN\nz2qtb221jB/4H2AqsAu4VGu9oZtLFeKAJMei0EmGRaGTDItCJxkWhU4yLAqdZFgUOsmw6EmUYezW\n4WLsK743FL/fRzyewOfb2tkJSc8+++wGrfXSrqoTcneFehwskzPnAAAgAElEQVSYpbWeDFQA5yil\nZrRa5kqgTms9BngEuK+baxTiUCTHotBJhkWhkwyLQicZFoVOMiwKnWRYFDrJsOhRlGHsVoHAh0qp\npSoQ+LCznenZkpMOdZ3SkP7RTt90q8UuAH6b/v5Z4HSllDrYes855xydXo/c5NbWrUtJjuWWg1uX\nkgzLLQe3LiUZllsObl1KMiy3HNy6lGRYbjm4dSnJsNxycOtSkmG55eAmyOEY6kopUylVDewAXtNa\nL261yFBgM4DW2gX2Av0Ots7a2tpslCrEAUmORaGTDItCJxkWhU4yLAqdZFgUOsmwKHSSYSG6X846\n1LXWSa11BTAMmKaUmthqkbbOlu13JkQp9R2lVJVSqmrnzp3ZKFWIA5Ici0InGRaFTjIsCp1kWBQ6\nybAodJJhUegkw0J0v5x1qDfRWu8B3gTOafWrLcBwAKWUBZQA+42bo7X+tda6UmtdOWDAgCxXK0Tb\nJMei0EmGRaGTDItCJxkWhU4yLAqdZFgUOsmwEN0nJx3qSqkBSqm+6e+DwBnAP1ot9iJwefr7i4EF\nWmsZq0fkDcmxKHSSYVHoJMOi0EmGRaGTDItCJxkWhU4yLERuWDn6v4OB3yqlTFKd+s9orV9SSt0B\nVGmtXwQeB36nlFpL6szZnBzVKsSBSI5FoZMMi0InGRaFTjIsCp1kWBQ6ybAodJJhIQ4hEomo6dOn\nH5VIJFQymVTnnXde3SOPPFLTmXXmpENda70COK6N+29p9n0MuKQ76xK542lNzE0SsMzMV+Pgk07n\nnORYHEih5LknZrhQtr3oGj0xw6J3kQz3XL3l/UgynBu9JV/dQTIs2lJIrzHJcG4VUlZ6s0AgoN95\n553VJSUlXjweV8cff/z4+fPn7z399NMbD3edubpCXYgMT2vq4gluXvQRy2v3MLl/X+6cMZFSv08a\nIlFwJM+5I9teCCFEPpD3I5FNki8hskteY6K9JCvZoT2vDCc6FF/QRyKawA5uVYax35j/HWEYBiUl\nJR5AIpFQrusq1cnnKOeTkgoRc5PcvOgjlu2sI6k1y3bWcfOij4i5SQA87dHoxvC0Tn/1clyxEAcm\nec6dA237iOvKdhZCCNFtDrUv0B6yvyAOpCvylW8k771XPj73PfE1JlK6Om+Sla6nPa9MN+4e0fjk\ntb69t59A45PX+nTj7hHa88o6u27XdTnqqKMmDBw4cPKpp566b9asWYd9dTpIh7rIAwHLZHntnhb3\nLa/dQ8Ay8bRHXbyRaxf/lhP+fCPXLv4tdfHGvHijFaItkufcOdC2D1qmbGchhBDd5mD7Au0h+wvi\nYDqbr3wjee+98vW572mvMZGSjbxJVrLAiQ6NPDvPcNdXgefirq8i8uw8Ayc6tLOrtiyLf/zjH6s2\nbdq0YtmyZeElS5YEOrM+6VAXORdzk0zu37fFfZP79yXmJokmE8xd+iRLaz8lqT2W1n7K3KVPEk0m\nclStEAcnec6dA237DfW7ZDsLIYToNgfbF2gP2V8QB9PZfOUbyXvvla/PfU97jYmUbORNspIFvqDP\n3Vjd4i53YzX4gr6u+hf9+/dPzpw5s/7Pf/5zSWfWIx3qIucClsmdMyYyZUApplJMGVDKnTMmErBM\ngqaf6l3rWyxfvWs9QdOfo2qFODjJc+60te3nVY7nidWvyXYWQgjRbQ62L9Aesr8gDqaz+co3kvfe\nK1+f+572GhMp2cibZCULEtGENaKixV3WiApIRDt1pq2mpsaqra01ARoaGtSbb77Z5+ijj451Zp0y\nKanIOUMpSv0+Hjxp8n4zIze6MSr6lbO09tPM8hX9yokm44StTn06Q4iskDznTtO2v/+kSQQtkw31\nu/jFxy/yak01U/uPlu0shBCiWxxsX6A9osm47C+IA+psvvKN5L33ytfnvqe9xkRKNvImWckCO7g1\ndPHdIyLPzjPcjdVYIyoIXXy3hx3c2pnVbt682b7iiivKk8kkWmt1wQUX7P7qV7+6tzPrlCvURV4w\nlCJkWy2+AgRNH/dMvYyp/UdjKoOp/Udzz9TLCJpd9mkPIbqc5Dl3DKUIWSZ74o3c/+FzvL5thWxn\nIYQQ3e5A+wLtIfsL4lA6k698I3nvvfL5ue9JrzGRkq28SVa6ljKM3SpctjF82cOJklsXEr7s4YQK\nl21UhrG7M+udPn169OOPP171ySefrFqzZs3KBx98cFtna5Ur1EVeM5RBqT/Mw9MuJ2j5ibpxDGmf\nRIEylEFfX4iHpn2DkBUg4sYImj4MJec2O8vTHtFknKDpJ5qM09cX4uHpl2d+lu0shBCiUGT2f9v5\nPtb6PTBo+uU9T7SQzxnpaN5FzyHH+iLb5BixMCnD2I0/nOpA94dzXM2BSYe6KAixZJRrl9xF9e5V\nVJRN4J4p11HqL5HGTxQUT3vsSexj7rKHJMtdKDVj+94DbFclHxcWQghRcAxlZN6/DvY+dvD3QNm3\nEIWRkfbmXfRMcqwvskGOEUW2SQsl8l40GWfusoeo2vUhrk5StetD5i57iGgynuvShOgQyXJ2yHYV\nQgjRW8l7oDgUyYjIZ5JPkS2SLZFt0qEu8l7Q9FO9e1WL+6p3r8r57N9CdJRkOTtkuwohhOit5D1Q\nHIpkROQzyafIFsmWyDbpUBd5w9MejW60xVdIz8ZcNqHFshVlE+TMoshrbeVZspwdB9yubixHFQkh\nhOjNDrRPmw2ybyEOlTfJiMhnB8pnxI1lte0UPZ+0fSLbZAx1kXOe1kRdh6BlsztWz69W/xc747sz\n41sFTT8PVP6YvU49Q0IDqYl8RoldLGcWRV5ont+mr6BpcBozmd0dr6PELiZshbhnynX7jeMmWT48\nn2/7AA8dfzPRZCNl/hJqIp8RMkMkdRJPezL+ohBCiKxpvR8QMC32JPYfs7Wvrw8xL9Hlk0IGTb/s\nW/RiBxsjGFRmP+nBypt4av2LPLbmqUNmJJ8nMBU9T1tt2M2Tv88f1v2Z2SPO2m8s9bby+XnWPz8e\nM5TMbtrbBQwf91f+mH3N+pH62MUEDN8B/6atY3vJkjiQnHSoK6WGA/8DDAI84Nda6/9otcxpwJ+A\n9em7ntNa39GddYrs87SmLh7lpiXzqd61nYp+g7jr+O8QS8bo6y8hkj4wUcpkSGgQG+q3srF+CzP7\nTUOhcOMa0weqmxs5ybCAA+X3dMKWRYMb5a7lv2CAv4x/Hf91iuwiIm6Cvr4S/nPKHVh+hZvQmDY5\nOUgp9Aw3bfsX1n/M2YPGMaSkCF/SZu3ejYSsMKX+EnbG9mIbDkFLOhV6okLP8P9n78zjo6qv/v++\nd+7MnclkQkLCGpCELawmkIRVrIKCKIioLepTH5fi2uWpIC4EEAigBcE+9vlpXaq1m7V1QbGlYJEq\nIksWJoJsggQxYclkIcnsd/n9McmQSSbsIQTu+/XKa5KZuXduZj7z/Z5zvud7joEBGDq+WNF1HTUA\nJgvh22i2ZnN2gKYLvDRyIQdqSnjjm3d4/+BapvYYT05dwGh6nzu4I/Vm7Gb5nB12URBJkNuxYlhO\nqwRADQ23Lg1rBAPhGsG/HjYXj6JGaDM3exL397mdgBZE0wVAwB0MROivcYD+gT538N89bsMs61G/\nC6HgZsOFIkubC74bGm5d6sew5dmzsUlWjnnLsYgy96X8CJMFlIBOwBTAYjLjVfyousKs/OfCwfdl\nWU8R1MQm43CCbLtsAqGGhqMT0IL4VD+Lil4K6+W5zCfwqkFiBLHJmKXpOrVBP8cDfrpKEhV+L+10\njViz3OpaOl27xODUKIrC4MGDB3Tu3Dmwfv36fedyrtbKUFeAmbquFwqC4AAKBEH4RNf1nY2et0HX\n9UmtcH0GFwivEmRO3joKXKUAJFptCIhoemiludIfIM6i87dvv+T1vf/mgb7XcXfyWHa946f6O424\nK0T63yZjtl/wAcXQsEFT/co2PIpKgmxD1UTu6XUrfePSmJv/Kc7yI0xPG8qPuw1h9/uN9au3xoTY\npjXsVYKsPLCL27sOpnilyoHvPHXvZw+qTX6eyV+Py+dmUfY4ZJPe6kaQQYvQpjVsYFCHoeOLDF3X\nCbp1dr13aluzsR1Q4CplTt46Zg8ZzTMF7/BQv/EsGjqT2qCPdw6sIr98OxO6juHGbtfzxJZPzlvw\nRxRE7JINIHx7ATE03Io0VyMYRDxKgP+76iaKq6t5c08+c/PWsWLkDbgVlbnNBB/rA/SJcjwrx75G\nopbQrN8VCr67mV3wF5zlB8hITGVJ5l0kyPa2FlQ3NHwBOFnmryiIxEhW5hX+mscGPojsl/l6pS+s\nuz5TzTyz968c81fzzJDbSZTjUXSVRDkeMBMvW3j8yjG8uSeftSX7mZO3judHTMBubj4T+RLD0HAU\nNF1j3rZfhxccE+V4vGqQp/LfDo9Zy7LvxiSYsEkWfKqCWwmyZNvn4fFxXuY1mEVT3S705l5Hx6eo\nWCVT+PZ8+p5nYpcYnJpFixZ16t27t7e2ttZ0rudqlZlO1/XDuq4X1v1eA+wCklvjWgxaF5tkxll+\nJPz3TwcOx6/Cs/l7ufq9T3k2fy+eoMakK7JRdY0bOg9l9/t+jhdr6BocL9bY9Z4fNXBhr9vQsAFE\n6nd8ci8eGTCSZ/P3Mua9T3k2/yBpcQNZWbybAlcpqq4xoXOfi0K/0PY1bJPMTOjcl+KVapP3UwuI\nPNx/OImyjTl56/Aqwda+XIMWoK1r2MAADB1fjKgB2PXe6c3Vje1YAGf5EZLt8Tzc/wYWOz9h1Ecr\neGLrh9zY7TomdB3D/X3uZFHhF2HboD4I31bnKkPDrUu0GsHT+9yBR9Hq/Kn1LN+2n0cGjCTJakfT\ndebWLQJF05/NJNNBbs+j/e7DpMgn/S541QCzC/5CgWt/3bn2M7vgL3hbw7A9BwwNtzyh3TweZm55\nn1EfrWDmlvep9HvQdD38HK/q56G0H6MGRPavVCJ0980HQR7qPYEC134WbHuX+/tMY0LXMfy034M8\n9eUOrn7v07DOxyf3wll+5KQB0EsNQ8PRsUnWiAXH+/tMY8G2d8NjVpLFgVsJMnPLB4z6aAW6rrOw\n4D8R4+PCgv9E6LQxIW0HeHxjEWPe+5THNxZR6Q+c9Jgz5UzskksFXdPaq373YF3XMlW/e7Cuae3P\nx3n3799vXrNmTbsHHnjAdT7O1+pLx4IgpABDgC1RHh4pCEKRIAirBUEYeEEvzOCC4FWCZCR2Dv8d\nZ7aRm7eLwrJKVF2nsKyS3LxdxJntAHSNS6D6u8jmJNXfaZhacfHZ0PDlS0P93peWxeL83RHanbtl\nB9d27RV+ftd2jotOv9A2NexVgnRtFxv1/UxyWFicv5v70rIuO4P6cqUtatjAoDGGji8OTBZOe65u\nbMcCZCR2piboZ9G2NRS4DtU55YfI3baW+/vcQaqjS9Qg/KUwVxkavvDU15/OShyMJJjIShzMHam3\nMHfzjgibdHH+bh7sn93sIlC9/uqDmou2fUJSrP2k3wWbScZZfqDRuQ606fr9hoZbBq8SJCd/VcSY\nmJO/KmIh0WaSSbZ3ICnWFlV3XeMSgJDGUh3J/KTPXSzO+6aJzu9LyyIjsXObXaQ8VwwNn8CjeCMW\nHFMdyRFj1v1p41hQuDqsy1ONj9HwKWqT8Xbu5h34FPW8/R9nYpdcCuia1l71VvQoWTnDsveFkZSs\nnGFRvRU9zkdQ/ac//Wn3pUuXfi+K5ycU3qoBdUEQYoH3gF/qul7d6OFCoIeu6+nAb4CVzZzjQUEQ\n8gVByC8rK2vZCzY479gkM4uyx5GZ1BWTIGKTTBS5qiKeU+SqwiaFdmOUVlcSd0WkbOOuEFttde58\naLjuPIaO2yAN9ZsS1y6qdlPi2oX/Lj1ec1HpF9quhm2SGSWgR30/S4/76t77uMvaoL5caKsaNjBo\niGETXzyoAU57rm5sx2YmdWVe5g+wSzLO8pKI5zrLS0h1dKW45nDUIHxbn6sMDbcODWvob7rpXVYM\ny8FuNke1SZPtsRz2lJ9Uf/VBTWd5CaXHq0/6XfCqfjISUxudKxWv6j/P/+WFwdBwyxEKVDYdExsG\nKkVBxKsEcdV6o9v31ZVASGOl7jJSHJ2b9b0WZY+7JBYpzxRDw5HYTFbmpv8svOBY6i6LGLNSHB0i\ndHnYU33G87O1mfiVVTrnaiJhzsQuuRTQgt7k0o9zRO+hfNAUvIfyKf04R9SC3nPadfH222+3S0pK\nUsaMGeM5X9faagF1QRDMhL7sf9Z1/f3Gj+u6Xq3rem3d7/8EzIIgJEV53qu6rmfpup7VoUOHFr9u\ng/OLKAgkyDaeHzGBjVOm4w4qpCfFRzwnPSker6LyzrUz2Osuod+tMu1SRAQR2qWE6ke1xurc+dJw\n3eOGjtsgDfXrU9So2nUHg2FHe82Rb5rot18r6RfauoZ1dEml322R72fqFDOv7t5HelI8pW73ZWtQ\nXy60bQ0bGIQwbOKLC8Wk0usWc8Tc0usWM4qpabZZYzv2+RETsEsS5f4aMhIj/b6MxGRqgz56xHYm\nN2tsRBC+rc9VhoZbl/oa+vW3zdmkHkVhd9XeJvrLbaC/UFAzQEZiMr/d9zkpt5ia9btsJgtLMu8i\nM6lX3bl6sSTzLmxtMG3S0HDLEtrN03RM9CqREUGbZMZqFel1ixShuz5Tzbyybw2ZSb1YOPRHSKKI\nT9GaiRsol1VD0noMDTfFpwVY/f1nzBr0AF/e9HckUeS5rP/ig3FPsOXm53AH/RG6fGnn58zPvPaM\n5ufmxtvznaHe/7aLIwZ2IRAtNou3xBlxn7fEiWixndN//MUXX8R+8skn8cnJyYPvvffenps3b3ZM\nmTIl9dRHNo+gn8faPqf9oqHK+W8BFbqu/7KZ53QGjuq6rguCMAx4l9CKWrMXnJWVpefn57fINRuc\nXzRdI6B4kSUbfsWLRbIBArVBP15FZ8HWnRS5qkhPimf+sAH8ZudKjvmrWZx5FwmWGPSgeDYdjs/b\nrNpSGgZDx22FxhqWTDLH/Spzt+wIa3fh8EF8VVFMD0ciKY72eIKhBjyKX0W2SgT9GpJF4Ay2HBka\nhogmWOM6D+aW5BGYZYGy6gAv7fqGYz4/uSMGESOJyCbpsjOoL3IMDRu0dc7rgGLYxBceTdfwqgFs\nJhmv6sdmskQ0UNR0ndpgEJ9XJ8lhwVUTwGoTsEsSQTXSdo3WeFHVVGoVPx4lyILC1TjLS8hITGZR\n1iQ+OPhPXv/mr0zvcwd3pN6M3Sw3ac53ATA0fImjahpV/mCETZo7YhAOSaBa8fFB8VbGdr2SFEdS\nnW0qIYknsinr613n5K+io+zgZ2k/oIPDHtXvOtX3qYUwNNwGaKgNvxrEU1f2pX5MfGboROySmViz\ntckYHFAVJFWq8/d1gqYgssmCV/Gj6gqz8p+jo9yeR/s9SG7engidJ8iWtmD7GxpuIRr66AHVT63i\nY3bhcpwVO5neZxo/Sp1MdcBDV3t7Kny1CILInPyPw7pcOuyWusoJTZvnRn+9UA31uZt3tKgOdV0P\nj8FnGANrKc7oxYuKiorT09NPq2656ncPLlk5w+I9dEJ7tu5ZJN+yImCS7dvP8Dqj8vHHHzuWL1/e\naf369ftO95iioqKk9PT0lIb3SefjYs6C0cDdwHZBEOqXHmYDVwDouv5b4HbgEUEQFMAL3HEqB9ig\nbaDpGjX+Sl7Je5p95U56J2bwUPazxFriAQ1RUFg2Oh2bZMIdVPjHoa2sLtkGQE7BX1gx/B7sshUA\nqfVK9BkavoxprOFJaQ8wKnUaHxzcysyh6aQ4huAOKhysOcKwjinESBa8SpAYyYxP82OzynhUHzZZ\nvhBOR3O0WQ03bIKVJDsYmzwI3Qf2mBjmDR+IR1GwmgQksbWmOIMLRJvVsIFBAwwdX0AaLsg6yw+Q\nkZjKksy7SJDt4flYFARizWYkQQUBYmNMyCaR2kBT29UhJzSZx31akCfy/kiSxcGsK8eR4uhAqbsS\nu2Thrl6T+Unf2xsEHgXs5jafYmZo+CJC0zWqAm7eP7glbJN6giomIUi5r4r5RasocO3nlT1rAchM\n6sWK4fdEBNRDOy9iWD781nBQSQckuWn8JJQVH/LL6m/bIIaGzzPRxtql2XezIHMiSVYHxTVl/N/X\n/8AVqAn59g20IwoCFpOJGqWCV75oOuaChRXDcsKB+vq4gU9RsUqmthBMbwkMDRM9zvTo8OdZkT0b\nm2TFpwaoCnhZVPReAxvgv3h++NSwv94wgH4683NovLTw/Oh0rC2oQ0EQwrGvVoyBXRBEs62k66TF\nPUo/zhG9JU5syRl0nbRYE822klMffWFplQz1lqItrqBdjviCbl7c/Bh7XCc+q7SkLB4d8SIzt75F\ngWt/+P7MpF48MXgK09avAMAkiGya/OzZDlBtYnY1dHzx41d8VPgq6GjvREnNd8gmG/OcH0bVbqqj\n0/mcUA0NE8oEGLnqaVRd451rZ7B0e9P3fvmw/yZGatUFC4PoGBo2aOsYGm7DuBUfM7Y0tTUbB3Qa\n05zt+osRL2A12yOe23COqqex/arpGl4lgE2S8Sp+zAKYTRaECzNnGRq+yDmXrO/mND4/fTId7Z0Y\ntSonqjYFdAJ1Oy8ukA7PBUPDFznN6bChXw/N+/aNfa3Ve17luK886pjbRjE0fJ7Q6zLSLZINn+Lh\nN5tnNDtXu4M+ZkSJN60Ydg92c5tdEGwtWixDHUKNSbWgN1m02CxawBsQzbYSQRQrzvwyzx/RMtQv\n+tnS4NJDlmzsK4+siZRg7UiMFL1TfIqjY/jvttzoxuDSQNM1apUg84tWMWpVDou3r6VDTKdmtetR\nfGi61szZDM6Ghk2wUhwdo773Nkmm0u823nsDAwMDgzA2U3Rb02Y6ebpXNNt1X7kTWbI1eW6zjRqV\nkP1an7k5Y+tbjFz1NDO2vkVlwI03WItuzFmXPWF9bKnTx5a3zsieaU7j9YHJaNp0uQ+z5N0RvPPF\nY7j9lYYODc6Z5nTY0K+H6L59NF9r8oDHSLB2jDrmGly+6LqG21/JO188xpJ3RzQbZ1IR0HQNWzPx\nJtulnvLdBhFEscIk27cLglhgku3bWzuY3hxGQN3gguNXvPROzIi4b1L/Rylxl0c18krdFW2+0Y3B\npUPDciOqrlHg2t+sdj2KH6vJglvxoWrnrzHJ5Y7NZGFx5p1kJvWiuOZY1Pe+uOYYswv+gvdSbX9u\nYGBgYHDGNBvsPkWyRr3tOqzbBJ4Z9x6v3pLHgutWEogyx0Rr1PjMkNtRdSWcedzYjpi37V1qA7UE\nFO95/X8N2h7R9HEm9kxzGj/mPkqVuzRsP9Vrc3HmnRwo/QxNVzhYls/7m542dGhwzjSnQ3fQ10R/\njX37aN+BBc4PmNT/UfyGNg0aEFC8vL/paQ6W5aPpCseqD0TEmYZ1m8DkgT9nRt4SRv7jdmqD3mZ9\ndgODs8EoMGtwwbFINh4d/jw1gVo62jtz3FeFLDmwSSaWZd/LO99u4PW9/w7XtZQEE19OXkKpuwJz\ng/p+BgatQbSMiy+P7uH57PuIMUsU15TzaWkRU1OGsfXYPmYX/Jnpfa/jjl6jsQvWC9mw6ZIlVK/T\nwsKhPyRJjmdx5l3k1NVonN73Oqb1HEOs2cwTg2/FKhoLcAYGBgYGIeqD3Y1rqFtFC+665oxeRcEm\nRTa0rrdda5Ugz2x7N+JYc92c3rBMh00yh+YoazwHakr4v11vUu6vqqv7a42aIZdk74TQNqoAGLQg\nzWX2NtaoSdBR6zIuvYofmxTSYXMat5lMmKXBfFC8lScGTyHF0RF30EdemZP+nYaHX+uQy4nFyAI2\nOEei6XBuxm388/t1zEm/hWR7R45UH6S9xd7EJ2p2l0VMZ3yqiqbrUcfpVmqQa9CKWCQbh1wnMtI3\n7vwd9w+dxxuFC9lX7uTm/j/lGedvyC8P9bG0SzJzM24n1/luA13efsYJmw01GE2LBpcPRkDdoFXw\nawLzi1bRUY7j0f6TmbNpC05XORlJiSzMHs19fcdy2FOBpuvUqF6Wbl/JmhJnkzqXocEseNpdmA0M\nzpX6jIv62msTumZwded0nty89YSGh13FYfcxnsz/IxOSM5jYfQiPb/1D1AZohobPDotoJqhpvLH3\nU6amDGNZ9t3ESFaq/H6e2pwX/ixyh2URI5mQTYahY2BgYGAAZtHEnPTb6GpvT6m7AqvJTFUgwNyt\n+RFzR7zFgkmsb1QqIggWntn2dnj+r88cXjH8HmwmS5MGfHMzbmNu4QrWlG4AQBJM4UBPQzsC6stu\nHKWd3A750qgPbHCWRNPH9L7XNdHowmFZ6HoQq2Shwu+hna5hFUXMJgsOycyKYfeEgu11gUWvEiCn\n4O0mDUmfGHwjnR1dw6/VPSmDgOI1dGhwToiCSIJsZ8Wwe7BKFg7UlPDS7t+zpnQDL+x8k003/Z1/\nFy7hR1etQBZiIur3e5To34FKv595eQUR43SCLCMKwmk1nDZ8rkuPgOKle1IGB8tCNdN3HlpDh7ie\n/HzECqxSDDrgrNgZfr5HDbD60LbwomJxzTFWH9rGnb2uIlY8vfiSputU+v1NbIZ6LRpcXhhLdgYX\nnIbbuO7tex25BU4Kylyouk5BmYt5eQWU+9wIgsCvv/6YXOe73N93LBBZ5zI0mHl5fPMaRn/4Oo9v\nXkOl34t2CTXaNbj4aLyV++H+E5tqeGs+qXFd2HDTInIz70TXdZJkR5Otu4aGzx6vGiDX+R5juw4i\np+Bt/nmoEJ+qMi+vIOKzmLs1H5fPa7yvBgYGBgZ41QCz8v7I1HVLGf7RU0xdt5QKv5e5W/ObzB0e\nRQnPG/X1q18a9QDvXDuDCcmhLeX1dqlfDeJR/Lw06gH+cs0vSZId5Drf4/4+08KvndF+AB7Fi1WU\nWJZ9Nx+Me4otNz/HB+Oe4rnMO4m1xBqZwQZRSwbd0fPqJhqdtzUfOVz734SigSfoYeWWuVT7jhEj\nWfArnnCWbnO1g1McyVR5yxEFiR4dsrh15LOGDg3OC2Q4yaAAACAASURBVKIggqDz6KZ5TPvsZ+HF\nxdBY6OPH1/wWRQeXx4VZsuEOBtA0DZvJwtLsu/l04gK23vwrPp24gDt7/SCqje9VFODUpZIMn+vS\nxGyyMnXEEnp0yAqPYVm9f0R9v0yP4iWj/YDw802CyK0pI7CIobxiiygxredoQAgH0muDfir8XnR0\nKvxeaoP+CJ14FSWqzVCvRYPLCyND3eCC03AbV0psIjPTryQlzkFxdQ2/372HdSWldLDF8rdvN7Km\nxIlJEEmta2BS39TJbrbiVYLMyVtHgasUgAJXKXPy1vH8iAnYzUaZB4OWQRRE4i0xLB/239hMMj5V\n4zdjRof1u/b7EpyucmySxDFvDf9v53uU+auZm3E7AGtKnGEH3NDw2RMjhbbMpzo60kGO47rkDGIk\nCaernPHdkrm3X1p4XOkSE8vPN/6jxd5Xra67vCzZ8Ndl2BhbTA0MDAxaD03X8SkqVskUvhUFIWop\nga72djhd5RH3OV3lxJjrs9OkKNnnoTnd5a/Bp/rxKkEWFb0X8fhvd60h1ZGMJJjIaD+AZ9J/yqf7\n/sLYXtMIahJLtm3EWX6EjMTOLMoeh1WyIjSYO4xsysuTcGbv8HsalK4wR9Wo3Wzmqg9fJyOxM/My\nryHe4mDM4Ef48rvVDOl6A8lxyXiCCjbJhFcNRN0Z4VF8WC0OnrrtSxTVH84SNjA4H1hFmeez5xAj\nWSiuKeXTw18ytcf1WE1WjnrLEZGZX7glYiyMlUK7UOfkf4yzvISMxGReGj0t6nfAJoXCWadqOH0m\nPldz84fBxUdQ9bHt2w+4YegTJDlSqfYeI6AFeHXrLPaVO3kw61kWD51JTuFynBU7kUUzxzVPeL6e\n3vc6pqaMYE7+hzjLS1g1/iEUXWfJts/DmpyXeQ1m0YRNMgNgq/M3G5IkW6kPyhuaubwwAuoGLYqu\n6RBQQTaBXwWLKbyVMcnioMofZPm2byhyVZGeFE9O1kBSHA5K3DWM6TyQ7A59SHF0wKMEeChtPJOv\nGIKuB9B0CzbJjLP8SMTrOcuPhAc7A4PzRWMduwUf7xT/kxu73cDivEj9ApT7/RRXV/H8V1/w3PBb\niDXLlLor+dmAiawpcYYboIWyhQwNnw3140hN0MdD/cbjVRQqNS9rrh9PbKyViuNecrfs4JgvwMLh\nA0my2lvkfdV0jRp/Ja/kPc2+cie9EzN4KPtZHHKCEVQ3MDAwaAVCmYgB5m7eQUerhZ/364WtnQ3d\np6BIOu+OnUVXewLFNWW8sWcdpe7jZCQlUlDmCp8jIymR4poqUh3xeBR/OPMRQqVecp3vMif9NmyS\nhZqgh3mFf4/6uDvoZdNN71LmOcLKnS+y9fs1ZHefzMJtedEDO3V9P0L/g4ec/FXhgNLirMkkyDGG\nk34ZEOoVEyo/YJes+IIKq8ZeR0JcDEeqanj5mz1hWzOUjVvKwoL/8PyICXz53WqGX3EnC/L2UOTa\nS3pSPLnDByIJQV4e9SAl7gpe2b2WMn81izPv5J+HPuXTI5tZPHQm7eV26IBH8Rl1qA3OGU3XqQp4\nI8axRVmTMAk6giBgl2J5csu/m4yFy0aMZ07+xxS4DtXdf4gSd3XUcdqrKNjN5mZLaXlVP3bJetpx\nA03XcQeCBLwK1jgbXncA1SZhtxgLmhcjFsnGhp2v8dnXLwPwi8n/4rPilfxX+hN0caTiU/x41QBz\n0h+la0wnvIqf+dv+FtbJjd0zI7QWI1l4fPOaCE3Wj631eBUlQovjuyXzyKCBzNpYFI4J5I4YRIJs\nueg0Ey02J4gX1zW2NMnJyYPtdrsqiiKSJOk7duzYdS7nM2ZHgxZD13SoDRD4rRPfz9cR+K0TagOY\ndI3FmXfycP8bmbtlB4Vllai6TmFZJYvzd/HD3r14dVc+XWLiWfbVekZ/9AKPb1nJ1JTh7Cj9hJe2\nPE5A8eJVgmQkdo54zYzEzniVYCv9xwaXItF0bPHAzd2uY3HeN030++DAAeRkZvDmngKc5UeINcuM\n/ugFFjs/wSJaeChtfF1zKIuh4XOgfku0XZJJtrena0wcsX6w/O5rfD9fR+zvd/JE314kyRbmbfma\nB/tnt8j7GlC8vJL3NHtc+ai6wh5XPq/kPU1A8Z731zIwMDAwODU+RWXu5h0kyRae6NuL2N/vDM/f\nkltj7fd7GP3RCyz7aj0/G3gT7WUbucOyyOyQhEkQyOyQRE5mButLvq3LDLdEzXxMtifywcHVJFnj\nm3186fZXABDRwo91tHc8ZWDHqwTJyV9FgetQXcD0EDn5qwz74DJE0zQsHpXY3+/C/4t1JP5hLzl9\nB7EoO5M39xSEn1evoeFXTGVB3p4I+3Tulq+pVnRGfbSCxc5PeGzQzSwaOo0VX7/K0q9fI798OzmF\ny/GrASr9bmZseYuRq55mxpa3qPS7wyWPDAwglEziC7rR626b04dXCTQZx+bkf0xtMMCoVbOxm6Mn\nFsVIFpzlJRH3v7rriybjdO6wrAYZ6k1LJdX7W6FrOT2fK6iomD0qsb/fif8XIX/C7FEJKuo5vWcG\nLUN9DfV6HHIiP0idilS3OK0Dswuf55ZPH2HYx7eGdzjX0yUmPkJrp7PwYpOkCC0+OHAAuXk7I8fc\nzTvwXWSaaS42p2uXX9mjzz77bO/u3bt3nmswHYyAukFLElAJvLEdbW8laDra3koCb2zH760h3hJD\notyO31w9lPcnjuGDG69i423jeHxIP+ySCZfPTYn7eKMJ+B/07TiCfeVOZMmGTTKzKHscmUld6ybO\nrizKHmdk9xqcX6LoWHhrNx1NcTw+pB8bbxvHn8ePYEZ6Xx4fMoBkewyCbgJChlpxTUWEM3xnrzHh\nBjmGhs+NGMmMTw2GjGG/Bm/tjPicTH/YySNpqRS5qki2x7bI+ypLNvaVOyPuqx+jDAwMDAxaFk3X\n8QTViFurZKLIVcVjA3pj+kPkvBB8czsTO/YLz8sLClcDAnZJ4rkRw9gw9WZmZgxk9Xd7uKlHHwJa\nkNqgj4zE1IjXnd73OjxKgPv7/pDaoJ/pfa+LeDwjMZXDnjLK/BV8X1PMm4ULmZT2EwCOuY+dMrAT\ncuojA0rO8hLDPriM0HQNd9CDENAIvtnYDv0amyawtqRhNm5nPEqADjGJFLmqwvdf361TnX0ax9ob\n/odrOvchJ38V1cHacE1rCDXu03ROWofawKB+Z+aLmx/joQ9H8OLmx/AEa3EHPSHNKt5wgN1WFxgf\nn9yPv469j81TZjLryuvoEpOAqmsU17jCY+H45F78deydbJwyHW9QZ3rayIjXLfPXEND8zMzoz4ap\nN7N05PCIJpANSyVtmvwsK4bfE9GQ9HR9LosKwltfN/m+WU4jNhptPjJoWSySjVtHPhuuoR7Q/AS1\nAG9tW8TDH47EJlnpICfwzg9eZOuk9/EokfO5RwmQkZgc/vuwp/qU87MoCCTIMstGDueLqTeTbI+J\nGHMBOlhl9LoSMM1pIfSYHnHbojQTmyNwcQX+69E1rb0ScA/WdS1TCbgH65rWvrWvKRrnXPJFEIT/\n0XX9f091n8FliGxC2xc5uGj7qohzZFLp13nucx87jmkM6ijy5BgZHR2LaKY2qPKr4dezrGhdxLHO\n8hKSHVfQOzEDv+LFaraTINt4fsQEo76kQcvRjI6RTSzf9B1FrhpyR/Tmum7deG6Dnx3HPAzqKDJj\n9A8wS0FWbD+hY2d5CTGSpYHxJxgaPgs0XaM26KE6EKRLTDuO+yFGFqJ+Tp3i7aQnxeNRFGLN5z8Q\n4Ve89E7MYI8rP3xfwzHKwMDAwKBlCJVFCTJv036KXDWkJzlYOLIXdknk/v6pxMdZ8UWZF7rEJ4T/\nDgWpQ5lsAU2h1H2cFEc7JnTvhV2yENACFLoOsijzTuYUvN2g5upIZm1eG66xmps9FoDX9/67rob6\nbeyu2suyrBxizTJ3pufQObYbaUlZOCwxLMoex5y8dQ1qtF6NqgfQdAlREOuyKZPD29ABMhKT8SpB\no8fKZYCqqXhUPzGSFaTo9o01RubBfln8bk/hiTr8JjPeoM6G28ZSfNxH/rEyrurSlV9/GQzbp0+O\nGYKISKojma2TPuBATQlvfPMO5f6qZhuX2sLNTw0udxruzARoZ02kVvHyjPM3OCt2ktF+AEuGziTe\nEodXVZieNpKJ3QeyqPDzBuPlOB4feDN5ZXvJzR7LygO7ubH7YH69UQ3r9KkxIwB4fc8mMhKTmTvk\nBv7v689ZW7IbkyDy5c0zmvhLjUslRT7WvM8VqnsNVgmEk/h9J6O5+ShBNvy6lkQQROxyAtOuegGL\nZMOneHmjYH5Ynz7Vz6P972aB80WcFTvZeOPfWJx5Jzl187nNZGbukBvI3fYvnOUl7Kk6Qm72OOY2\nmJ9zs8dhNUWGTUVBwF7nV3qCCulJ8RSWVQKhRcyHB/fmiS/2NqsFTdep8uk897k/HA976mqZeCst\np5ez1HZroGta+6Cvosc3a3PEmsNOHF0yLH3GL+5htrZHEMWKcz3/uHHj+giCwH333Vf2+OOPu059\nRPOcjwz1e6Lcd+95OK9BW8evIvaOj7hL7B2P5ld47nM/RUc1VB2Kjmr8aoOf74/Di1+qeIMikihR\n5q+JODYjMZlj7qM8lH2i+3xoMLNE3BoYnFea0XHFcR+FZdWM7daerI7xPLchUtMrNiqomsjakt3h\n4+qd4YhzGRo+Y/xqEE/QzIsbrRw6Ds997udYhRL1c6qs9rJw+CBsppYxFiySjYeynyUtKQuTIJGW\nlBUxRhkYGBgYtAw+RWPepv0UllXXbbOuZt6m/ai6wLQ+KVRWRZ8XVJ/C+OR+QGhe9iih7FuzKNJe\ntiEg0F6OQRJFisoPkhbflZXFW5k/5Ed8OnEBd/W6mrl5n1LgKg3Xr56b9ynTeo5m0+RneT77bjrb\nEkhPHMwTWz9k1EcvsPirTVQGvPzPyBeJMccSI5mYPWQ4X0z5CTPTh/KbXa8xK/85vKofCGVTLs6a\nTGZS97psyu4szppsZKhfBmi6RmXAzeNb/8ioVbMpr65q1g79Ua8r2ThlOkuHj6eo/HuOeRQWrPcz\n6U8efrsFJvboxq+/DDbxuSZ2v5ISdwWjVs1m2fZ/8rP+97E060nKfJVNdmPU16E2MICmOzMnpj3A\nM87fkF++HUVXyS/fzvsH11IZcPP2/g38qOdQFhV+3mi8XMfkHsO4sXsWReXf8qOe6fx6oxqh0+c2\n+Lmz5wi+vHkGORkTeGnnhrBPFc2fOh2i+Vz1gc35n/qY9CdPs/MG/pNn8TY3H/kUo1xSSyMIIrLZ\njiCIWBvpU9M1FjhfDOszoKnESlaWD/tvNk1+Fq8aZE/VUX41bApf3jyDYR1TWHlgF4+nj+aLKT/h\n8fTRrDywC5+qNPv6VslE7ohBDO2QECoBM6gXi7YeOKkWfApN4mHPfe7H1/zLnDvNxDROpe3WQFW8\nyd+szRGrS/LRNYXqkny+WZsjqoo3+dRHn5yNGzfu3rlz5661a9d+89prr3VcvXp17Lmc76wD6oIg\n3CkIwiogVRCEjxr8rAfKT3W8waWNpusETGC5fzBi3wQQBcS+CVjuH4wgm9hxLHJy2XFMo3s7oS4Q\nGQDdxKKsSU0cifbWBKPZn8GFxWJqomPz/YP5za7QVux7+3fDbhGiajrJJhvOcAug6xZWfKFRdDQ0\nbuw4pvHmThXtv5uON3a7hQTZjElsmTFDFEQccgK/GPECr0zZzC9GvGCMUQYGBgYXAKskUuSKTL4o\nctVgk0RizAKvb286L5jvH8zfvtH4Sd+ryUzqzqKsSby9fwMjVz3Nn/Z9jlf188iXrzJ29Twe2/Im\nWR16YRZkfpI2Drtk5+39BVglKWqN1VizFV3XqA1U4FODzMn/R5PawYouIgoissnM7f95mGEfT2Xa\nZ4+ypnQDzoqd4UzgUDZlDMuH38qXN89g+fBbjYaklzihbf8KIOBVNJIsDlRd44W9qzE3skPV/x7I\nb3aVEGuW8CgBZm39gJTYTk2Cks3Zp3aLyG93rQmXdVmw7V18apD/3fkGczNua7YOtYFB/c7MepId\nPXBW7Ix4ztguo8gpeJtX9qwl1myJOl5aJYkntq6kX3w3Yi3RYwM2s8D60h2IApT73S3iTzUObL66\nXYV7mvoTWE6emNPcfGSVDH+gpdF1DX99TX/FE6HPGMkWoU8RgVrFx8ytf2DkqqdRNZUrE5N5cuuH\njPpoBTbJzO/2FHLnur8zcuVr3Lnu7/xuT+FJ9SYKAvEWM0tHp7PhtrEkx9pOqQWrRFTNW8+5fshJ\niBLTOB1ttwYms81ScziypGrNYScms+2cJ6OUlJQgQHJysnLTTTdVbdq06Zy2lJ/LR/YlcBhIApY3\nuL8G+OpcLsqgbRPa8hRg7uYddLRa+Pm9A2jfzhbuJOxVdAZ1FCk6emIQGdRR5NDxUN2o+sFk07ED\n/GrYFBxmKx4l1GXep/kxwpEGFxJdgIBNRH44A2QTVdW1BMQAZb5QZkSPOJnvqqJr2hPUyMm4nmR7\n+7CGDWf43GlohBw6Hnrv1xergIn7fpxOx/YSqk/Bbxbwq8exSAknP+E5IgpiuLyLUebFwMDA4MLg\nUzTSkxwUllWH70tPctRlgYm4vDr/uwPu+3E6HdpLVB1XUAUTf/rKyx1XxvH88Ft4e/8XFNcc4y/X\nPEaqoyMl7opwIDPJ4sAT1MnN20ORq4r0pHhysq7kmLeWjMTOFLhKw6+bkdiZEncZt//nYTLaD+Dl\nkbknrYHuVf1ktB9Afvn2E+doPwCv6sfeaBcmYJR5ucRp6Dud0NrNAKwpdfKLAZOQ7h1IQpyVo1Ue\nfrvne1w+BU9QJcZsYdaV15HiiGPHMU/EeZuzT71BnYVZd3B/zTje2LOOfx/+ig7W+HBN9VmDp5Hq\nSManBLBJFiNJ4DJF0zW8qh+bSQ7f1u/MfCXvafaVOznmPtxkLEtxJIdLBx2oq5PeeLwsrqmgwHWI\n1Yd2cUfPEVF1WlobIL19H/ZWFTPrymtJcXTAHfSjo6LrGgjnHghsHNhcX6wiYmJWnd9XH78QxJP7\nbyebj2LMF1/A8lJB1zXc/kre3/Q0h1xOHpvyKQ9lL+GVvNnsK3fiUXxM7zONa7uMINXRLdTwu+Bt\nClyh/hOSaOLv+53MunIcKY5EaoMBfpI2lGuTU0lxxFNcU8X6kgMnLbem6TpVgWB4/P7rhJGn1IJP\nIarmfQrEtFCwSxAF9FgLljPUdmugBr0BR5cMS3XJiZKqji4ZqEFvQLKcva9dXV0tqqpKQkKCVl1d\nLa5fvz4uJyen9NRHNs9Zz466rh/Udf0/uq6P1HX9swY/hbqun3SzgiAI3QVBWC8Iwi5BEL4WBOF/\nojxHEAThRUEQ9gmC8JUgCEPP9loNLiw+RWXu5h0UllXyr0NHuemTL/npZ4V4TaHgJILCk2Nk0juJ\nmARI7yTy2CiZt7eHttwO6ihS5QvSL74bdknGq/ip9NeCABU+N7V1TU9aE0PDlwchB8fLY5v/xah/\nvcmjX3yMz6yz/shenhmeytAOcRys9rPxuyCPjYrU9JNjZEyizu2fLkNHZ2beIqoCx1tdu/W0ZQ37\n6hblAN7eHgi/958fVFleoHDUo+ExgS7ofONyElC8rXzFBi1FW9axgQEYGj4XrJLIwpG9GNohDpMg\nMLRDHAtH9sIqiVgleOpqmQqvzn2rAzz1iQ+/ZOL1bQEGdRQpri7DJlk4WFvGIwMmsuyr9Yz6aAWL\nnZ/wyICJTOiawf1p15Obt5vCssq6bduVLM7fg6YLzBl6dURzu9zscby85w/hkgcl7rKIRmcQWabA\nZpJZMnQmWYmDkQQTWYmDWTJ0ZpusVW1o+Nxp6Ds11Nr9adcD8NGhrSCb+Plnu/nhuq9x+RQWjOjF\n1mPfcaCmihRHIt7gCduono3fBXnq6kj79KkxMlvK9jH6oxdY9tV6Hhkwkel9r6M26GNC1zGsKd3A\ntM9+xqOb5oGgXxbBdEPDTdF0jUr/cWZsXczIf9zOjK2LqfQfB4jYmdnemthkLGvY+PGNPf8mN2ts\nxHg5Z+jVvLFnE+OT+zGx+wD++u1mfjnaFKHTX44y88qOvczb8jWDEnvyxp51zC94B5NgJtYcg1fV\n8CoKmq7jDgbPuqFjfWCzIS6vjtdkQhAEBKt0WgHHk81HF4LLVcMBxcv7m57mYFk+mq4giiZA4J4h\nc/jtlE1IgsjUHtezbMdrjPrHD4lp1CfCajIzsfsAln21jtEfvUBB2UFuSe3P80UbuerD3/F80UZu\nSe2PbJLCOmusN5+isnJ/CTOHpPH5bWORRIF5w3ueVAuioDNzdOTYPHO0jCi0bGNSQazT9BlouzUw\nSbaSPuMXa3HJWQiiRFxyFn3GL9ZMkq3k1Ec3z/fffy+NGDGiX1pa2oChQ4f2Hz9+fNXtt99efeoj\nm+d8NCW9FfgV0BEQ6n50XdfjTnKYAszUdb1QEAQHUCAIwie6rjfcLzQR6FP3Mxx4ue7W4CLHKpma\ndDouclVhlUz4VYXqQIB/HtzDwyNSSYmz4wnCh7sCbDiokt5JZNZVZpbvWE25382KEbdSG9R4Nv8g\nRa4i0pPimZudhlkMYpNa1ekwNHwZ4FWCzMlbF86qKHCVsrDgM2YPGYNKgMWjeuIwm2nXB/71TZBH\nh8lcES/gCeisPljCbX26kZGYyoGaEvLLtzO7cDkrhuWEs89amTapYU3XQAjw5BiZX23ws+GgyhXt\ngsy7RibGIuBToDrg5+/7SrkxpTMDOl+FbDL2tVzCtEkdGxg0wNDwWRIqi2Jm2VV9sUoiPkXDKonh\nuriSqPD4GIkkm8ThGp23tgWo9Oo8OUZm+a6XuL/Pj3io33gWbVsTbv5Z4DrEom1rwtlqRa7ITbdF\nrio6x9iZl/8PZg8ZQ7K9He5gAHMjp/SVPX9icdZD5OSvwlleQkZickSZAlEQSZDbsWJYTkT2ZxsN\nXhoaPkea851SHEPITOrF1JRhtLOILL2qDzYptANy67HvSEvowOKCLTjLj/GTtME8NWYgz2040eRu\nXC8T6w6V8ItRHekaa8Ub1NlSto8n8z4ETuj9+eG3sOVYIY/0u4t1h78MN5Zsiws8Z4mh4UZ4VT+z\nC5eHM88b+zH1OzLNJhlZCzL/yofpaO/CMfdhbCYLy7Lvxm62UlxzjMOecpYOH4/dbKHEfZyXdoaa\ni/517L3kbvsXBa5DHKgpZ/7YScgmOFjt4+Udu/jk+6OY6po//mzgTaBLzNpYFN7FMTe7Py9/vQ2X\nz0vusNEkyNYz3glcv/jauDnkmZbeONl8dIG4LDVskWwccp0oDaLrGp8deJ/M5GsBUHWNnMIVYR27\ng14yElPDGepuJRDWIEAPRyJzG/n+Kw/sYmrqAOZu3Yiz/BgZiR0j9CabRG7o0ZnF+bvC2swdPrBu\nvDZF1YLFJGAz6/zPSJnOsQJHanVs5tD9BiCIYoXZ2p60G1ckm8w2ixr0BkySreRcG5IOGDAgsGfP\nnp2nfubpcz6q9CwFJuu6vut0D9B1/TChcjHoul4jCMIuIBlo+M9NAf6g67oObBYEIV4QhC51xxq0\nMpquEVC8yJINv+LFItnCToBPUSM6HQOkJ8XjU1R0ILdgM4myFVkFdND8AW7rb+aOwRaOerwogpeF\nWTdRXFOFross2LorfK7Cskpy8/awbHR6K/zXJzA0fOnQUMsBNYCig02qc24lOVz3b0JyLx7uPYwu\n8Q70AGDW8WoqP/98G4myhfv696Z7nEBpbQCTqLO+9Bg3pHTm5VEPcthTwYSuY1h3+MuLxjlpqxoO\nKF6skg1nTRHzrr2SGHNoS2hQUyg/rpMYZ6HSr3Ow2k1u3i6WjU4noPqRL45FDIPzTFvVsYFBPYaG\nzwxN1/EqCjZJCt/aTCK6H2xy6Fa36PhUlac2baewrJLru3Xivv69eWKMFXdAQzJp3N/nDno6uuBV\nFDrIjojXcJaXkOLoQKm7Oqo9W1xTRbnfTYxkxq8GqVU8fPxdAY/2uxeANaUbKPNXECNJLB9+KzbJ\njFcJYpPMEQ61KIjhBfaLZKH9rDA0fGZouk5AUTCrEqIMmh+CpuZ8J40Vw+/BZrKg6zqCEKDSH8Rq\nsnFNciol7loSZSuqrvPq7tDizzPXDsRmDtmj/297KChJ0R6Gdkhg2eh0ZuevirieUCkiC2nxfeli\nS2DTTe+29QWeM8bQcFNsJrlJbfSGfR7qCSheXtryOO2siUxMe5Cusd2pCnjIKXgbZ/kBMhJTWZx5\nJzbJhEcJECOZw/XQUxyJ4dJYa0t2c3/f0SzfdqDpmFt9nM4xsczaWNQoJrCLmUMGUXDsMA7dggAo\nPg3RAqIo1s0XwWbHYKirf22F+WOtWKVQxrpV4qwC4aIghEt6XOgyL5erhgOKl+5JGRwsC5UGkU1W\nRl4xkTcLF7Kv3Mlvp2yO0HGJ5wiLM+8M6zNU4/9E0nOKo32Tmv/XJvdk7taNFLiOAlDgOsrKb/cx\nrU8/YiQJr6qyOD8yXjV3y9csHZ0eoYmGiIJArAUkEQQBEmzCGetO13T0AAgy6H4QLFy0GedngyCK\nFZLFXgFwLmVeWprzMUsePZNgemMEQUgBhgBbGj2UDBxq8Pf3dfcZtDKarlHjr+TFzY/x0IcjeHHz\nY9T4K8OlLBp3Oh7aIYHcEYOwSiZskkQHq40n+w5H+LOJ4pkean+vIfkAXSfWIrGrvJriajcpjgRA\noIM1cuIuclVhky6eWmSGhtsuDbX8ev48KgNuZmx9i5GrnmbGlrdwBwNkJHZmQnIvZve9BuHPZopn\nejj6mg/dDTGmUEbRJ98f5a5PNjJ/yw4CmkKnGJlfjUrHJpk4UF3Dvw6W8dN+DzC9zx14VX9r/9tN\naEsaliUb5d4yBicMwiYJeIIqXe1mHEGJ4B81imd6EP4MT/TrT0erjE0yXTRldgxalrakYwODaBga\nPjmhMmx+Zm3awlUffMSsTVuoDQRRa3WOvObjXC1PUwAAIABJREFUwAwPR17zodbqWE1iRMavLoSS\nOur7U6c6unLU66E2qLAg60ZWXv8w45P7AaHSLD4lSJzZQu7wSHt24fCB9IiNJyfjekBnsfNd5m/7\nGxO7D2H1ISc/6TMtXL5FNpmxmy3hWuiXQw8VQ8MhQg1G1Yjb+vtrA340Nxyt0+zR13xIXpHnRg5u\n6juZ6l11Aa8aQNN0AqrIrE1bmL81HxCYnz2KTyb9iE1T7+Ka5B7hzNppa74IBdPrqPefGpcimp42\nktqgny4x7fGqoaao9gaJUpcbhoZD1Pd5aEh9nwcI+VC+oBtZspFg7cjkAY+xePtaDta6wjWqVV0j\nSXbgVQKIgonjATeflGwjJ+N6vrx5Bl4lGNbj+OR+xFms/N8PhvL3G0YxoXtnhnZIICerH+tL92Nr\nZhdHqsPB1E59cb0e4MAMD8de86PVgqpqVPq9PL55DfPz11PhD123u8H3sZ5Q0FOIuG3LXE4atkg2\nbh35LD06ZCEKEn7Vy5uFC9njykfVFbyKL0LHyfYuFJUfZGn23Wya/CweJRAxJh7x1JCR2DniNVIc\n8TjLj4X/Hp/cg1t69qbS70cHYiSpiTav7doBqBvzgwqq1tQXPRfd6Zoe1fbRtZYtGWPQlLPOUK8r\n9QKQLwjCO8BKIBwp0nX9/dM4RyzwHvBLXdcb166JpqgmChEE4UHgQYArrrji9C7e4JwIKF5eyXua\nPa7QSuAeVz6v5D3NL0a8gNVsr9vyZOH50elYJRM+RUU2iXV1IwV+ljaU6j8o+PaFBhbfPo1jb/lJ\nmi6T7yrjyqQOPLN5P0WuGtKTHMwZ1htN18NGYXpSPF5FxW5uyTbIp8f50HDdeQwdtwINtfzMuPd4\nZtu74S1gBa79/PXbDeRmj8MSNFH5+2ATzXZ8QA5nFF3frRMPD+7DkrwDYe3Ozk7hPyWl3NCjO/86\neIg7ek/BdpGVH2lrGg6oAaAdf//mKBN6JLEk7wA56anwZz3i8+FPQX56dx88itKmM/8MTg/DnjBo\n6xgaPjVeRWHu1nwKylwAFJS58Ps0av/gj2JTWkhPiidRtjSZm+cMS2VD6UHGdE1m4daGc/Y4Uh2J\n3HTFQHxqkATZTrmvhpzs3nSOceAOKvzzUB7P7wiVy8hM6sUTg6cwbf0Kcp3v8sTgKaQ6OjH/yoeJ\nlayXXUDS0HCI0MJPkHmbTvgyC0f2IkEOZcn6fRq1f9SbaLbTA9aw7+RRFGwmEx41wF/3f8HB2jIe\n6jee9nIcuQVbSJRlHho0gH8dPMQNV/RgSV7xidca0QsEf9SM98OeauYMmcCibWtwlpcwPW0kt6Sk\n89SWf+MsP0JGYmcWZY8jQba1+aDi2WBo+AT1fR5mFy7HWbEzogxQfULSK3lP81/pTzKp/6PMd35A\nksVBZ1sCL416gOKaMvLKvuG65CtR6wLY8RY7k6/I5uPv8ri950i8wSoWDJ3Iqu++ZlL3Iczf3EDH\nI/sSUAP847vdTE3tj1dRompa80PZW03ngI4PyMzJW0eibOOh/iNYknewyffxUtT45aZhQRCxywlM\nu+oFLHX+3r7yEyVgREFk8dAZ5BSuwFmxkxiTTFp8V57I+yPO8gNM73sdi7ImMSf/Y5zlJcRKFnKz\nxzI379PwmOgJBslI7BjOUH90UAYBVefZQidOVznvjL8uQpsz0vtybffOPPnFN2HNLRjRiwRZwiSe\nH7tAD8CxKLrv/IAVwXpeXsLgNDmXT3Ry3U8c4AHGN7hv0qkOFgTBTOjL/udmgu/fA90b/N0NaNKB\nVdf1V3Vdz9J1PatDhw5n/E8YnDmyZIsYqCA0cDUsqRBaaZMQBQGrZKIq4OXt/fmATlKcFd+3kat0\nvm81JFkgs2NHntm8n8Ky6rqmPNUs2nqABwf1isjYuBgy1M+XhsHQcWvRUMvJjisimpQAvL733yRY\nrDhiLVE1a5IFFtZlr903oCdL8g5EaHdJXjHXJCezuGAb1yR3rctQu3gc7LaoYUWXmL/lAD/o1j78\nfneOl6N+PkntLJgEAb/RlPSSxrAnDNo6hoajE2r+FQjf2iQJp6s84jmJjujjv1kWmZfdnwcH9Woy\nNy/aeoAJV1zBoq2N5+yD3NFrGHFmGx8Uf8Woj1Ywt+Cf6GjMy/8rs/LeJLtDr/DrOMsPkOLoGPH7\nUfdhYiQb5oukvNuFwtDwCXyKxrxNkb7MvE378SkaNslMosMWVbOiHNrlWxv0U+l3gwBVfh+3pYzk\nl4Mms9j5CVbJhNNVzr390upsy2SW5BVHvtbm/VhNtrB9Wu8/5WSl8dLOf/DyztX8atgUNt78GD/s\nOYS5eZ9S4CpF1TUKXKXMyVsXbp57OWFoOJKGfR423fQuK4blkCC3QxTEiISkj/e8Tid7FzrIcTwy\nYCIzt3wQbng7sXsmkiARUDV0dCr8Hvyqwg3dM6nwujhYsQO72cwdPYeRu7W4yXcmzmLljt6Dwws8\nc7MHRGh6bvYATFahWR/NWX6E+9KyWJJ3MOr38VLjctWwIIjIZjuCIOJTvExKe4CF4/7Ga7fkISIQ\nI9lYnv10XTmrALnOd8M7KAa264bVZGbpsFv48uYZSKKJr1xHeW749WycMp3nhl9PcU0lucNGk5nU\nCZMgEGeRyS0opKDMFSq39fXOCG3ekNKlSTzrmc378arnT3OCTFTdC5eX6XFRcNYpvrqu33e2xwqC\nIAC/A3bpur6imad9BPxMEIS/EmqWcLwt13e6lPArXnonZoQz1AF6J2bgV7zhBiUN8SpBcvJXMevK\ncVgliVp3EGtPMbyiBmDtKXKkyk/nBJkiV03E8UWuGpJjbWy4bSw+RcUqmVp9RdnQ8KVBQy2X1HwX\n0aQEICMxNVRHUrVG1azmh1iziaWjMogxi8wcmsLvd5bwyaGQw1/kqiElLhanq5yUOAdeRcFuvjgy\n1NuqhkNbPmtIcdjCY8XhKn/Uz0fx6VhkEUEwMtQvVdqqjg0M6jE0HJ1Qlq+XOXnrwlliS4dPICMp\nMZyhDlBeE3381wKgo5Eca49qVzosUvj+67sncs+AZFIcVnyqxtv785nYfQAHaspZW7I73KT0rv+8\nQGpdAB1CNkJxzbHw7x7FT3tre8ymi2vxvKUxNByJVRKjas4qhXbrejxKVM2qfp2gpOJWAizZtiGs\n+3mZP0ASRApchyiuqSQjKZGUOEedbRlLktXMnyZcSYrDSnGNjz/sLMEmmfi2+luWjr6SGEnCoygE\n6kp1rCl1kuLoyC0pw2gvxzapF+wsPxJunnu5YGg4Os31eWicXOcOeqI2eA6oKiZBIBRyCt1KogkB\nSLR1xNZpNF7VQ3vZGvU7Y5NM6LpY1/jRxMs7nMwc0peUOAfF1TW8vONrnknPbPb7lJHYmZS4dhS5\n9jY5t1W6tMZoQ8MhRMHE1alTeTVvNvvKnbw46XM8io+cup0Wm256LyKBLqNDT3xKELcSwG62YDVJ\npCUk8dSWT8Jj8JyhP6CdRWbZyB9gk0Lh04aL+2u/L0FAYNnojHDSZ2M9J1nNCIQapvsUHat0bqWF\ndD9Rda/7MTLULzDnPJIIgvBilJ9cQRCmnOSw0cDdwFhBEJx1PzcKgvCwIAgP1z3nn8C3wD7gNeDR\nc71Wg3ND1zX8QTcWk5WHspeQlpSFSZBIS8rioexnw9tsGmOTzHUNnhKp8ntRTBD/YwvW3iKIYO0t\nknC3hX8dLqcmoJCeFNkcKj3JgVdRI7LeLwIMDbch6rXb8BZCddceyn6WtKQs1uz5HQuG3E5mUi9M\ngkhmUi8W/3/2zjw+qvLe/+9z5pw5s2TfCIQlkR2BhBDWALKo4AZiVdx66a1We9v7u7WiFkFAERB3\n297b1qWt3u7qlaKogAsCsieQKCAoSFjCkoUkJJmZsz6/PyYZGAjailaQ83698jowmXNmMvM5z/N9\nvs93GXgjO46sRZfNUzSbcosX02NTpzvct/oQo/+2i6dKarmjX2cu6ZQORLVbcayJgox0QqYVm4TP\nEs5JDYctJ/q5NoZjY8WzOw+QdIsa9/0k3eLlT7vqqNcd2s5wdPmWcE7q2MXlBFwNt0HYMrl/07tx\nkbN/2/0RDw0uYmBmBh5JYmBmBppPJmuqFj8/f1dlbnkpD5WW0WS2bVe22puXdErnjn6debqkljEv\n7WL6qkNc1nEAb+3fzvd7DgWONyktSM+jyYwwIaeAgRldmTPgen7/yXst9sJNBDxetPOw1AuuhuOI\ntNgpJ5KfkRiLUNd8MinfVeI0mzVV44WK93CEYG7pyjjdzy1dSUDxAvC7nWuZOTCfg83NFGSkUxUK\n88P+x/X7dEktP+zfmQZdp32gE/e29Bu4d90GdFvirn4TuaPnpVzWqYB3D66kydRPqRdckJ59Pkao\nuxr+J2gNSBrccTzX9PkxO6vWkxNMi2vuCJCgetFtD49uaGDM33bx6IYGDNvD3z7bzPDXnuTuDX9H\nRuNoJNTmPVMdDrfU9Y+W/KrRI9z0znsMf3UxN73zHjV6BNNjnzIHZE3VkFSYN2gcB5ubTns/fss4\nbzV84vreERbPbpoRq6FuCYeZm5+gpPYjLGFTbzRSkJ4XO1dCQncs5pcto/i1pwhZJvM2x4/B8zav\nJGJHg+JkSSJsWRRkpMe9hxo9AghkSSJk2XGau6RTOj/s35npq6L+gp+tOkhd5NRa/v8Mkpe2de/9\n0pd0+ZJI4gy+SABJkp4FegEvtzz0HWAb0XSSz4QQd57RC/wTFBUViZKSki9+oss/jRAOzXodr667\nj/01ZYzs8wOKut+AXw2iW2G8JzWvEUJgmaCoYBqCD2p2UZRxAQleDwebLNZVNlGcGSQ7VeXoMQvJ\nK4g4NjvrjrZRQ70LyZqHgHLGOSznhFfN1fFXy8na7ZRRwDXDHiaopSJJMo5wMKwwmuJHtyI0mSFS\nfKlEbJOA4qXJ1NlUvYthmb1QbQ+KT8KJgOQVNNuCV3bWc1GnRLokqew9ZrJyfyMXdQ7wxOYKZgzK\nZem+vVx9QS4pXu9XUTftvNdw2DKo123eqqiN1VAfnZPKVblZqLaE7AMrIvj73gae3lJDYZafR0Z1\nIKCedw6Os5XzXsMu5zyuhv8FOEJQvPh57BOaSnskmQ8m3krEtvF5PEQs8KsShikwdIPEBI2aYzq/\n2PERAD/u2490VUNRoT5k8/MPK6iOmC011CsZ2SEH25F4ZGM1m6uOlwYrzPJzZ1ECuUlJDF38BAMz\nOvHQwMvRPCoJqkbIMvFIEgIHn0eLZrKdW1Hproa/Rj6vhrosRSMUDctCtRVkjZhNeaCxno5JKRS/\n9ttTdL9m0m0MWfw4ANP6juXKzgMIqBIhU/Dyzjqe33o09vzCLD8LRmbz0q5djM7pSG5ikIrGZt6v\nPMClnduTqmn85bPF/OaTPzO+w0h+3OtW5m3+4FyroX5Wv7lWzlUNQ1THYcvEr6ixY6smWmuo247F\n86WzuCF/OpqaypzS4xHqAO9fcRfTVx1qY3wNcsOK5wG4o1cxN3QdQsAjoRugeSWqm0y8Xog4Bu38\n0f5stuMQtiCgSlQcC7Gicj+Xd+nIrz5+nTHt+zIq7UI8PglbF8hekGUZRwh02yJkidPej98groa/\nAk5e58+4dj13LB6KLaIbMc9dXcKwN67FEjYAK8b/GcOxmVn6F8pq9/DeZXOZtuHVmG43TJpG8eK2\nx+BWvYQti3rd4KHSzZTV1FKQkc6sgYWkaF78ioLtONTpVsyf9dcJ+W3aGY9d1AFHSPgUiFjgU4jT\n5In+tNajdOLvHYEwouVfhB51skvyv1RW/9SLlZeXV+Tn59d88TO/Xmpqajy33HJLl507d/olSeLZ\nZ5+tuPjii5v/kXPLy8sz8vPzc0987KsIl+wGjBUiqlpJkn4NLAcuAT76Cq7vchZgWGFeXXcfe6uj\nA+rKbb+momoTU0Y8dUqZFyEEkZBgzRs6VZUOWTkyw6/oxt93mPzxQ52+WTLTRyVj2BYPrj/Min1N\nvD+lG45QiNiJvHdgH4+O6IFfkWk0TYKKgm5bOEJ80xOfyznIydrdW13Cq+vuY8qIp9DUILIk41OD\nRMxmfrH+pyT70rmqzzTmbnmHTC2B23sXM6b9hUTCsPJETV+uEQhITOyayiOrdbZWmfTNkvnp8BSy\nghILiruRoHiY0v0CAso3brR9K3CEg+1ESPRqXNu9HUHFwxMju2NaMnoEPlgaiX0/4y9LYmtthBX7\nm/Ap7mfv4uLici4RtkwK0rMprTle3rUgPZuIbeFXVOojgoWrdLZWOfTNkrmz2ENACCa9u4xxOR24\ns38+iulh5RvH54WfXXEBmh+aLYfvdM3DcBw0j4fy6vg+G+XVYXKTcqhorGVgRiceHXw1hmNx78bF\nlNVWUpCew/yiq0jVAsiSRFBx86tdjiNLEqmaymMjeuBTZCKWg0+RY3agLEn4VBWhnLxe8pNxBdzW\ns5Bndhx3YN3as5CQZbJ+0jTq9QiS42PuiuPa/+nwFBK8MgPbBeiS5GXvMYOAIjOhcx4LN1RTXn2I\n/Ew/04fk0S4QtUen5F1OSe1HvHtoLXkJnXl0yESCqnaK49Tl/CS6KRRiZsnrbY55siST4E1BliR2\n1ZbRIaEzEdvg0cFX02CE6RBM5mBzA35Fjo2vF3dJYGqfNLokeYnYDpfm9KJfagcuzunPKzvqmdQ5\nhdJlRmy8HnyZSlYwQMgyCCheGnTixvyfjezB2wfX8VblFt6q3MLAjK48OWQqQd/x8ViWpGhWiEec\n9n50Obc5eZ0fOak0cdiKUJDWh5LaqFvSI3lYVLGOe/tNIjcxCwkpLrNiT+NRbu1ZyJicPHITU6ho\nrGdF5R7ClklQjYZ/R8sPbWNafv+48kMPDC6KvoYsk6opPDKiO4GWEjDpfg9/uKxzbIwuPRIiZMLC\nVZGYpqeP0kjxRXXblj+t+AoNX+C4U12SpVh5F7fMyz/O7bff3unSSy89tnTp0s8ikYjU1NR0RtEQ\nX0UoRQ5wokc1CHQQQtiA/hVc3+UswKv42V8T34h0f00ZXsWPIwQh04odLRPWvKFzZL+DcODIfoe1\nb+iM6qRiCyg/4rD0E5MMDzwwLJs3ruhMdXOE4kWvcdM77/H+ocM4wqYq3Mj0DcsY+dpvuXv9Mur0\n8Bmlxricn3yedluxHQcLL3ePeIabC+ayo76WdC3Inf1GAx5sS2LtyZp+U8cw4JHVOuVHHGwBaX4J\nzY6WJ5J1HcO2CChnTZmicx7DCvOrDXcjAXWRY5iWwGsKEjQJr2XhC0ix72fjWwa39UknP9NPxHLH\nDRcXF5dzCb+iMm/QOAZmdGgpw9aBeYPG4VdUIlbUsdI695YfcXh6jU3EgvmDinigfz5pPhWvZcfN\nC2ve0KlssJix+jD1uoNXlmk2bfIz40sW5mf6CZk2uQlpzCy4hEYzzP0lSyit2d+SAr6fmSWvn49l\nMVz+QaJlKj1xx5OxTQG6xbhrfUy8WcUXiNqat1wwIKb723sVcXVeLzYeOUCT4eD3+Fm4Ol77T601\nmJCbzFOl1Yx5aRdPlVZTrzss39PE5qowtoDNVWEWbqgmZDlUNldjOhZPD76fdVe8wk1dryKoeqOb\nQy1Hl/Ob1v5nbY150fW+jSTJNJkm9478Hc1WiLAdaTlbAQHZngASsGhCR+4szOD2/hkxjU5fdYi7\n+l7GpNwCHlx7hHEdEyldZsStsza+ZWKZ4Pe0PeY/slpnUGbv2HvO0pJAKHF+iVb+kfvR5dzEq/jp\nlTOWuyet4P7rSpAkie8PfCBWmliRFOYXTqMovR+K5MGvaDz/yTtMWfEkQ16bTrOlU5CeE7vepqq9\nXJ3Xm8fL1zBi8W95vHwNV+f1RvMoNJst+rcsanQ9rvxQl8REQtZxfxiA3BLAHbEc7sjPiBujJ+Qm\nn6Lphat0ItFT2/SnrXlD5+s2O4QjEBETIVqOzje3hhbCSbOM5n5COANbjmlnes2jR4/KGzZsSLzz\nzjtrAHw+n8jIyLDP5JpfRYT6o0CZJEnvEw37HwUskCQpCLzzFVzf5SzAsMJ0yiiI7f4BdMoowLQN\nGi2JWeu3Ul5Tz7whfRndMYuqyvi6ZFWVDmNTooPKmFwPkzs52M+vwdxdhbdrFr7vDmNCxxyqdZ25\ng4uwhMWDLTUEgVjX+ceHjo/tDrq4/COcrN0+ncYzst9/IZAImQaaR6FeN5m9Iarh/IwU5g7pS1Fm\nF2xHwutIKCptatqnSWytij4+JtfDT/oK5D+sItKia3VqMVKCeo4k9Z39eD1+phbOQ/OopHmTkZp1\nzD+uxdldhdw1iyE3FQMe9u60o2NOso8Hhme7EeouLi4uZzFtpTVHo3z9PD50PH5FJWQZ+DwqYcvB\nr8ixubeVrVUOAQUuSk7DfH7V584Lm6vCPLD2MD8dmMnK/U3MGZ7Ng2sPU14dJj/TzwPDs3GEgUDD\np6gtjRvjawOX1Vaed40bXb6Y05XJOFnjHo/AE9Gx/7SGyO4q1Batblwv4fVKPDF0PD5FpcnUKak6\nSP/0ztz/wWGeHpPTpvaDXilWTuBEfZ9YCqa8OkyC6mHhR/9LrV7Pk4NnxjWddHEBYo7o/ym+norG\nWn63cz3LK3dQVluJz6OcWs5oaA80GVQZGnSHd/cYTMnxIP9pLZHdVSR0zeI7/1bM/+45FqfR13c1\ncFOPVH4+JgdJgtWV8Z7CqkoHr1ciYhv4FG+bus9NTAVgfIcCftR7IvesKY+t5R4a2pdUzd0g+rZj\n2Qa9O13My2vvYX9NGdO/s5aAmsSPhzxGQE2k2YqwaO9y7un7A/ISOxKydArS8yit2Q2AIsksKLqK\nZsugQzCZkGly74blcT6ov+/5mMl5fZi1cQ1ltVXc2rMfcwcXMXtjCWU1tdzaqyeT8vK4d82HlNfU\n8/3eeUy6oGOs5MuyqweyYP2ROP0HvVKbmva1eGdP53v4Os0O4QhoimC8uCZmQ3mnFiMSfP/qUjII\n4aQZ4aNdyt6bKdcdLiM1u8BbMHZ+F68/DUmSj37xFdpmx44dWlpamnXdddflbt++PdC/f//m5557\nbn9SUtKXbqpwxhHqQojfAsOBv7f8jBBCPC+EaBZC3HOm13c5O1A9Pq4tfoKZ123i9vEvc9GF/8E1\nwx7GFAqz1m9lc3UdY3OyGJKaSVO9ICsnXlpZOTIH66MT9L9fKCP/aQ3Op0fAETifHsH5wzoeyC/g\n8SHDSNM0ApKfTF98KZnzseu8yz+HIxwiLU1JImYzjnDwKn6uGfYwXTKL6Nv5ckb0v4fZZSsZ/tqT\nTNvwKhHbZvaGqIZtIdhcXcfsDVtRZQXZUPhoqU1DbduajuiCvlnRx9vStfniGjCsb+Kj+NbhCEGd\nEWLOlveIWAIjYsIf18aPI39eQ8Hg6PeRlSNjmYJkzU3rdHFxcTlbaU1rXvn3CH95OsTKv0eIhASi\npcyfX1FoMpsJWxEadIfpqw6xtyFaYm10rofnr/Lz1i0BfjfJD7qN+eKaz50XKhuiTpvy6jBdkrw8\nv/Uor+9q4OGR7Xl/SjdmD09BksLcW/IHipfM5O8VGwlbRlwEG0BBeo4boe4SR2uZjGkbXo3ZmHV6\nCMdxTtE4hh11Wpyk1cJhMrouCFk2h0L1JKgaRVmdeXDtYTZXhdl7zIzZna30zZLZ2xCvxfLqMF2S\n4wOQ8jP9NJvRQLyyo9vxe864N5XLt4wTNVz82lM89uG7/KjPSC7N6RUd82yH2et2s7n6WMua6Riz\n1+/GcCSE8LBgfQ3jO/iR/xRvn5v/u4bxOcc3bi7unMCkzimsWqzz15+HTus7qGq0CJnRfhlt6f5Q\nqBGPJPPD3pfz0KYdcWu5Weu3ErHaDjx1hIhFG7ceXc5NbGGxaP0M9laX4AgL0zExrDD/s+Ee7lg8\nlIDiY2/TgdjzVUnm0UHfZdG4e9kwcSFeWcFw7FhT0qDqpaz2cNxrXNa5B7M2rqG05gi2EFQ0NqDJ\nMguHDuaDyROZ0r1rnC9hdMcs5qw/fp+cWPqolVY75kRu6a9gmFG7yDRo8574Ws0OwzplXjK+IV+G\nbYZzyt6bKR89VIIQFkcPlVD23kzZNsM5X3z26bEsS/r4448DP/7xj6s//vjj7YFAwJk1a1b2F595\ner50hLokSb2EEDskSSpseai1A0W2JEnZQojNZ/LGXM4eHOHQaNTzzKb72FVbRrf0Au4YtICANwUk\nmfKaegBu79WNtW/q+IISQy7V2LA8vuaTpMKbt0Sb3ER2V8W/xu4q0BReeT3CvsMOnbNl7hwzEkc4\nLK+M7iC2dp13I9Rd2qK1QU68Th8mUUslqKUyZcRTWChM27Ao1niktGY/AUWhvKaeSzq247be3eiU\n5GP/sQiK42HN0ghH9jts3WCcounhl2uU1Ya4c7ifp9caZKaq6KfRtWEZKB7lXGpYdtYRTT9dQroW\nRJIgLdnX5jgSzFBp18lm6HgNJAhZFgmqWw/UxcXF5WzkxLRmOJ7WfNHVPlQv6LZJ2JIwHJVHNxwm\nzech4JF55FKViAGbPjJ4cbNF52yZ717li867J3DivDBwvJent0Z/n5/pZ+8xA4DfbzvK1L5p/GjN\n33hiyDUc1RvJ8CZiC4dndi4HYF7RldxfsiSunrAb5OFyIieWyQBI14KELIckWWLNG5E4jUua0qZW\nfakqq0sNBvTRSPFrhE1BgurhroFZvLCtlhe31XLn8CyeXmvE1d1dvKsu7lpR57lDYZY/lnkxfUgG\nL+36mFu730itXk/Y1t3odJcYjnAIWUachktr9vPQlqXMLBhPQPESUDyU1zTGnVde00hQVZCIbuS0\nS/W3uR7KTjmutdv6pMdKvACUrzUYOl5j/bJ434EuOyza1cANvVOYPkqLq6E+fZSGX/Ww7qqHAcj0\nafztkuLYOu53O3bja6lfHf93Cup0nVkt0cUFGek8NLiIVE1z1wrnIJoSiCvtKoTNsyUzYzXUddvg\npxfeSsgOAeAg0G2TeeX/R1ntHt697EGx6EMkAAAgAElEQVQe2PxmTPNt9W9pH0igrPa4pu/MH0iT\nacWakq6ePJExHTJ5eFh/Er1R9+qJ90nYcsjP9Mc1JX1/fyP3j06lUYfsBIn6iMAvQygs8CoSSOKU\ne2LoeA1JEnxtqe+nmZfQvoqiJv8cHtXvrTscX7K37nAZHtV/Ro7A3Nxco127dsbYsWObAaZMmVK3\ncOHCM3Kon4l3566W4xNt/Dx+Jm/K5ezCsMI8s+k+dtaUYAuLnTUlPLNpBoYdIWLZ5GekAJCT7KOq\n0mHvDpvyNQZFYzVu+EmAi672sXSdwUtLdeqaoLnRRO6aFfcactcsmutNKg46OA5UHHRYssLix72H\nn1I708WlLdrW6X0YVhhJktHUIH7Fe0radqNpcmvvPH5yYW9WroIFz4dYuSo+1epETd94Z4DeF2v8\nfbdJbpKfT+pCzB6jIRnWaXVtOx7q9AYc8aWzic57/IpKppbIj3pfzMs76nHCbX/eGBZFYzXKPjBQ\nFIlm3SFsuVkCLi4uLmcjn5fW7AiBLWQy/AFygn4y/B7+X78slq0wmf9ciJeXRejXQ6X3BR4qDjo0\n17dtX2JYjJiosXhfPSv2N1GY5Wf6kHa8uD2aNZyf6edQqDla0kBRmF/2Nv/R5zLGdygA4PlP3iHF\nG+CxIVezduJdPDHkmlhzPheXVvyKGrMxL83pxY96X8yjGxrwKKdqvLmmba2GGkzeL7FY9I6OaUo8\nuELnyj+G+PUGmzv6R5//zIdV/NdwhSW3BJg12svO+r1M7JZMYZYfj0RM38v2HOOnAzN5f0o37ixK\n4jfbSvjtzo/ITWzPgsJpboS6S4zWoKRAG+ukstpKcoIppGoBwpZNfkZi3O/zMxKpOFbPoVAz+Zl+\njtSF29S2rZsxjeYkq3H3xN4dNmUfGFx0tY8bfhKgYJzGpo9NIqbMhNwUVFli0WcVzB6jseSWAD8c\n2sj/7XuFkNUMCAzb5icX9opbx/3kwl4Y9qkR6mHLYtbGEkqra7CFoLS6hlkbS9y1wjmC49gYRhNC\nOBhGE7oVolNGQez3PiXArtoTHOyA7hjMK/8Vw9+4DkcIZm3+K6U1u7GFc4rmj5kRZg8cHde/JWxZ\nFKQf17TPo/Dm3n1My+/P6skTMWybMZ3acd+6Dxn5f+9R2RSOu098HomZQ9vFjdFXd0/GcuDn63Su\n+lMIGTBMWLJSZ8HzIRRFouyD4/601rWt5+ssY6qfZm2tfyMR6kZqdkHcY6nZBdhm2DiT63bu3NnK\nzs42ysvLNYDly5cn9ezZM/JF530eX9qhLoS4veU4po2fsWfyplzOLjTFHzcwAeyqLUNT/PgUDw8N\n6UthZiqVxyKx1JS9O2zeeDHMe69EaGgUfLTLpuKgw5vv6+iSArcUI3dvB7KE3L0d3qnFvF0ab2zu\nO+yQneBnzaTbeHzoeFI1v7t4cTktn6fTVqK7zvGZQqXVe7ixWy5vvh+/oVPfEJ9+uHeHTcl7OpV1\ngu8vCfNiucVTaw0GZQfRbYsXPz2Gd2q8rrk5qmufKjNj8xOEbbdP85clbJnc3nsUCzfUMqZjImu2\nO3Bz/Oct31TMmneiY0+kWXC0TtAuqOFX/vU76y4uLi4uX4xlnj6tuU7XuXfdBkYueo3K5jC3983g\nzfeNuLn69fd1RhZGA5beLnVOmYfVqcW8vH8v88tLGdlZ4/0p3Vgwsj3L9xxjxb6oc33WsCx+tX0F\nBek5VDTWUlqzn6X7P+be/MlsmLiQV8beg+GYBBW3ceP5TlulBVs50cb8fo8RLNxQy+aqMJUN5ika\n37NboP7bqTbj0k3R6+077KCpxDfeXWvwvQvTORqx8SkShm3zxv4yXty9AZ/i8PDI9qyY0o2fDszk\n2Q9reHpzDU+VVrPnWCM3vfs6yyv3UpCeRdiySNWS3axJlxitQUnVoerTlrcSwsESEWYPyaUwMwmP\nJFGYmcTcoV3pkpiMLDk8MDybZQfDODcPP2UcDstw7+B03p/SDd04tcRLpFnQ0CiY92yIX70cZtVm\ni6wEiafWGoRMeG77Z9y7dgt7Gg9x3aof8JtP/hRbW0mOhyUrTg7MM5GcUyPU/YpCWU1t3GNlNbXu\nWuEcwHFswnodS1fdxXN/GcrSVXfh9fi5atBsumQWIUsKEStMt/TjjlghHB4s+wUltR9hCRu/olFW\nuyf2+9BJJd1WHvyUgKIyY8AoPph0KzMGjEKSYP7gEbxy6UTWTr4Rn8fDhC6deKL8Q0Yueg1biLiS\nL89u3c39g/Ni90nIErz1WXSDc8X10THatKW4pqQBReK1FXpMw0frBJFmwRsvhvnLU6HY2vZrLfni\nVU6xobxTi8H7jUSoVxaMne+ktS9CkhTS2hdRMHa+41H9lV989ufzy1/+ct/NN998QY8ePfp8+OGH\n/nnz5h06k+ud8acjSVKAaLR6ZyHE7ZIkdQd6CiGWnOm1Xb5ZhHAwrDAO0C29IJY6Q8v/dSuMTw0S\nVCUWDu9HUFFIvxzWvnk8NWXweI23Nx7fSNp32CE1KPH4BxL3/OAihFfhSF0YVVZoDMXvfnXOltFN\ngc8ru2VeXL4QvWUCPZ1OIRo9NL/oKmaWvB5L2+6dmoXPK7HvcPyGzvslBhOu0FjzxnE9F43X+HX5\ncT1vrXLwqxILS3fyw349qJc8qLeMIpis0lBr8m6pQ3NYEDEdt17lGeJXVHIUlfLqw3RKVvnD5hDV\ndR7G3TCK5HQVJ2Kxvdxh36cW7TpFx56yT026ewVJPg9B1c1ucXFxcTnbUFQoPmmuLb5Cw5ZtZq2P\nRhECPLttG3MHF7HvcHxw0r7DDhktTe8bQ4KjkoZ10ygyU1Wq60wyExTeLztMWU0ttbrO7KIBeGWJ\n63ulMLVvGtXhCL/c9ja1ejOzBkzgV9tXc2lOLy7r1IefbVx8QomXK/F5XFv0fObzSgvKkhxnY+Ym\npVDeot3nt9dy5/gsSpcZMY136aOyaa9FzxYbBsPi1dU223ZHI2o7Z8tUNsTXdd5a5dAl2cf8kdmA\nzZ8++YTLu/Tg0o69sIWNKsvUR2yeKq2mvDpMYVZLg11M1k6+iYPNzSR7VfxuCUKXk9AUP6m+LBSP\nlzmF43lw87JTyluFrDAv7XmT73S5nOmDcsgJJtJkWry8awe/3fkRt/bsx43de3NdrxQ0j4Rz2yi8\nmsrh+ibe2n+I7/XJY8Lrq1l1zVge3XyE/zrpnhgyQWP5huPje+s9sLXKIcEbHePLa+rJTRwQe07r\n2krycMo6bt9hB28bpn/YsijISI/NLQAFGemELctdK5zlWFaYd9fM4OCR6Fr/4JESDCvEobqdXDf8\nMXzeRHRb57aBc3m+dDa7asvwKz4ytVT+dtEvyEvsSPikpqQeSWZO4WU8uPktymorKc7uysu7tzEm\nJw8Aw7GpDjWT4NV4ePMGymqrWH7ldcwv3RLTUGv52FbePnAEWZJ4dERv/IqMEIJL85JYuOFIrATX\nz8fGN5j2qvEaXrnZ4JLxGhtPKoP0dRZrkGQJkeDD+4OLomVedAu8yr+8ISmAJMlHvf40Bl76ZI5H\n9XttM2x4VH/lmTQkbWX48OHhrVu3fvxVvE/4ChzqwO+BUqKNSQEOAC8DrkP9HEYIh2a9jlfX3Uei\nP5NbCx/gt5sfiDMgVY+fkGnjU1Rq9XqaLYd2gVRGTdJQvRKmAes/MmLGIRyfHGvCgj0RwXcX7QLg\nB33T+M64VBa9q8dqqE++WEN1N4td/kG8Hh93DFrAM5tmxNX693p8sefIkkSqFuCJIdfgV1TClsHD\nH/4P9134/+icLVNx8PhE1hgSRCSL4okamldCNwSLdpq8X3Fcz32zZCoaIrx94Ai5SUFu7N4ZR1L4\nw5JInI631G2hIK2PW6/yDJAliWbTJj/Tz/4Gk87ZMtt2ty4+TUYXKQwt9HLhEC9H6wRln5oU9lGR\nVQfN4y4cXVxcXM5GJEnCF4CLrvahqNGIdUUFgYcMzcefLx5HblICFceaiBjilLm6c7ZMTb0gt4PM\nlWM0ntlitMzTJvntZOaMUXhs2BD8ikLYsjhmhnnio5Usr9zBHb2Kue6CAh4supzK5np+tX01yyt3\n8Nex3+OhLUvj6gjPLFnCE0OucQM8zmNOLC0IxEoL/tfQp/CpwTgbM3JCzdx39jUB8KMJGWQlKtQ3\nCN7eGF0fLQNyO9hcP95Hc9hClqOanjxO4/Vd8aGIfbNkIhZUh5t4YcdWllfupbTmCA8OGoZwYPr6\n98n0+bl3SAE5wRwadBOwmbV+O+U19eRnpDBncG/AJEENuE51lxi6FebK3j9kxuYnSNdSmDVgKu0D\nGYQtA0mSEEIQUHyMbT+cVys+ZEyHHoQti+nrV1Jac4RLc7owofMF3L2mPKa1mUW9+c3Gnby9/wge\nSWJKj87kZ6RQ0RiiJmzz9NYqbrsknbHJPhpCDh4FmsMidg9cPlrjuTIjttYCWs6PNowc32Ek/9Hz\n3wEJ3Wx7bjBM0E4asv2KwkODi06poe5GqJ/9qGqAw1Xx2ehexU+njP68vPYe9teUcffkVXgVP1MH\n3E9mMAfdNvhR7+/yYNkvKDu6nZUT/sr8gTcys/QvlNXuQfMoVDTU8viQqwko0cC3vU31ca+R5gvw\ns/WrKK05AkQd6CdmOYRaSiBvrj7ey6JzYgBBdFM0bAmWt5Tg6pLkZe8xg5pQtBdA+ZGoZqub4jW8\nbbdNZqrJqEnRfjKttpH0NWfHSbIEvhavve+b3WCSJPmo4g0eBVC8wW/0vXweX8XI0VUIMUWSpBsB\nhBBh6ev+pl2+dgwrzKvr7mNvddRodITD9wfcT3qwI7oVRvH4CVkOAdVDxbEw7x9oZtIFWYRsA9nj\nwbEl8MCAPioVB52Yc/HqcRqSDY9c6qOxyWF8lwSqwzbjL0hkaWUll4zOIjvRR1VzmL/tW8/k3Hy3\nTqXLP4RpRyjfvYh/638vWUl5VB3bQ/nuRQzpcROafHwQliWpxZlu41e83NvvP9EUD5Mv9rDonfgN\nnUORJhI1Fa+u8lF1mOt6BLmhn5eqOsF7B0zGdvXw6607KMxM5fLc9pjCAY/BRRdF6JSUim447AtX\n8OLuRW69yq8Aj2TzwPBsXt/VwJWjU9j+iUW/XJWUNAlLh90NFl2SFdLTJLqrEo+Xf0Z1xGTusK6k\nam5jUhcXF5ezEUmSUL3Rmumm5OBBJmTZ3FOQjzCi9SlztQRM2eaaizVePXGuHqcR9MN14zUsAXVh\ngUci1rTOcAxCts7d61dRVnuYgvRs7i8cRV5iOlfn9idB8RG2IgQUL7V6Mx5JJjcxvc06wm4fn/Ob\n1ijeOeP+j5zEzlQ27mPZzt/GlRZsLQlkWBFmDU3jofVHKa8OczRi41El9jeGSPX64xyHky/WMITF\nlAk+VEUgdAnZB9f3iHoC//ihFdPzkr07GZiZzQODh/O9Y315cedW0n0B/nP1uzFnz9IDFQzMaMej\nwy7i3jUfxZw8m6vreHDjx9xX1AWP7HEDPFxieBU/7RQ/ZUe3M679cAQyv9u5jjHte5OblELItFBl\nQZeEDlx/QUZ0Y1HAtPwicpOSaDIs7lsXr7Wlew9z94BePDCkLwebwngkeGhIX8pr6pkzPJsH1x7m\n9x/X8qM+GaQnKzQ1W1x9iUqiz8ORRsFvywzqwoKfjdR470AlhZmpzB1yIYv2vca9F97OuPYXM2f9\nZ5TX7Ob7fXK47uL2ceu4ay7W2oxQj258aXEbrX5FcdcI5wCmGSI7qyAWoQ5gWBEWrZ95gs/K4lcb\n7oltfP78yg9iJV8ALOGwqGIj9/abRG5iFoZt0T01i7s3/J2y2kpev/QOftpvGM0ttVW8cjTLOcPn\n48/jriA3KYlG04zLcvBIMHdIX2Zv2Ep5TT3f753HjT0647QkGcmSYGK3ZB5YezgWoT5/RHZco913\nPjOZfLEWp+HCPiqq97iNdDLCEQgDJA2EDpKXbySa/Hznq3CoG5Ik+YnW/EeSpK6AWyj4HMer+OM6\nJm/fv4wdB95lxrXr8SoB6iIms9fvprymkfyMRGYMymPxZ1Vc3yMbIRx0B0KWw1sVR7hqbCZJ3qiR\n6DRB1Ys61Z85+C6QmTG1HZZf4EiC73TvSGXzMe4vWc7yyh0AlNTscyOCXP4hvIqf1dufY+W2X8ce\nkyWFkX1ujXtetLu7yex1x/X74NCuHAnpXDs+iM8rsb9B5+U9h5h4QSavfVZFn9QERqQkUfW8TqRF\nu9dP1XC8MGdwH8J2dDdZt3VSND/jlj4AwMCMrjw5eCpPDpqBX/G50UBniABUWXBxbgKpAYnhPVSq\nXtSpa/lOuk3VCDk2Ed3h19v28fb+aPTA7HW7eWxEDwLqqbUUXVxcXFy+eU6em+cN7caI5BSqXtSp\n+czAd4FMyi1e5KDDFeMUUv0eDFNC84JuCiSPw8FjIX44RKVLUoC9jRGSNZAkjRkfvE1pzUEASmsO\nMm/zKh4beilgIxCMXXYz49oP5+7+N5CX2IEmM0JBek4sQh2O1xF27dHzF8M2uOrCnzJnyyuU1e6h\nID2PBwf8FMM20BRf3HNVj5c1H85h/ohZBL0qR5rDeD02oPLyZ4cYNyqdTskBdEOgC4uZ63aT6VOZ\n3juPo3+ItzVv6KdyOGTgkQ1Gtu/IW3v3oIg88pKTmZ4/DNO2Kautinv9stqqU8oQQLRkRofgAFyX\ni8uJyJJMsxmiIK0P3+9+A0v37+SyjgUs2LSX8ppPyc9IZO7Qrigeg+kb3ibDF+QnfYfyRHkJZbVV\nrL76xjit3ZXfgyu7dGxZU0V4t/Iwk7rmEFQ95GeksvizI9w/JJN0J2rH72kZ47OmaghNkKJJ3DPC\nS8Uxg8V7DjGpazuuyGuP1yNxS9eJWI6H6Wt2sbn6GADPbTsAwE0T2qOpEoYZLaFxuhjP6MZX1Nvu\nlnk5d1AUP+OKF/DumhkcriojO6sATQ3E+axObkoaUHyUHd1+wv819jYdHy8t4XB/yZLYfO+VPdgi\nvtyWbtv8x4UFPFS6nrLaKm7t2Y+5g4qYvSma5eCVZUzZYeHw/iSoCqZt02g6zDnBV7ZgeDcWjmqP\nX5GJWAJfS3PRB8b68CkQscDnEVw/wYemgm6CVxGn1bBwBHaToOrF4/NF1lQNT4LrVP9X81V4d+YA\nS4FOkiT9CXgXuPcruK7LN4hhheM6JgN0yijAsMJELIfZ63ezufoYthBsrj7Ggk17GN0xDb9HRgiZ\nRK+C5QgSVQ8KHv62NELD0agzPbLLAQciuxyqXtSpbWqKlWS47t3nY850cCOCXP5xPk+zJxKxHGav\ni9fvnPW76Zjo4561Oyl+eSM3LC/nuW0HmLN+N5fnZjAwNalN7UaaIRSBiG3xyJYNJGt+Gs3jjaLL\navfgU7wgSa4z/SvAER7uW7uL694qo6HJbvM7UUwZYXr4Uf+OsfPKaxrxKe7n7+Li4nK2cuLcPLZj\nGsUZKaeM8fV/NAiFHExsGkKCl5ZFmP9ciJeW6kQiEsmal5veXkPx/73L41u2UxPRCVsWZbWH416r\nrPZwS6aaTrMVdSItO7iaKSt/zOAlk3lpzxLmFV3BwIxOeCSZgRmdYnWEXc5fLAFztrxCac1ubOFQ\nWrObOVtewUGm2TRwhIgdTduguO9/ElQVmk2L7KAfkHntsyqe23aAG5aXU/zyRmoMg5ktuv+vPl04\n+gfjFLumqdnGxkKWZN7au4eJnXqxcpWHBc+FeGWZgWHI3NazX9x7LUjPotE0yc9IiXs8PyOFg81H\nCdtu7Nv5jCMcmq1w3NGv+FhQOI28xA6Mad+bBZv2xq2VZq/fzTHDpLTmIN/rUcDiPbuZll/E6qtv\noMk4rrVLOrbjspyOvLJMZ8FzIVaugsldurB4dyWWA7PX7+a5bQewDNGmHd9wFF5aFuFok8MLHx/g\nuW0HmL1uN7V6E6ZjYwsPQVWhvKYx7m/63fZKvKqEJEloXulrL43h8q9Hlj34tVQmjHqSH9y4ngmj\nnjxl/R+xQnFNSUNWmIK0Psd/bxv8qM9lPPrRYoa/PoOA4o3LSPN6FEzHYcGWVYxY/FsWbFmFLRwe\nKl1Pac2RaNPRHR9yqLmRR4cN4YPJEwnbNtPXfcSli1cy/JV3MQXMOclXNmPtLgQCWZIIqDKyJLX8\nO3r0eQTNYXhpaatdE6E5DI4T3xugFWG07VcTRptPd/kaOWMPgxDibeAa4HvAX4AiIcT7Z3pdl28W\nr+LnmmEPxzomd8ks4pphD+NV/PgU+ZRJrLymkdwkP3W6xc/WfMqoVzaxsGQPV3TJ4vX3DCoOOqSk\nSUQ+ix8UIp85dEhJosk00G3ztJ3FXVy+iM/T7ImcTr+J3lONs/KaRlJVDUVrW7uJyRKvvqNjWfCD\nPv2RkFAklfEdohN5QXoeYUt3S72cIVGDP4L/hO8uNUlp8zvxJ0osWWGQqh7/zPMzEolYbRskLi4u\nLi7fPCfOzbf27njaeTctSSVV1WK2peNAxUGH196LjvseSaIwM5U5g/vgU2QkCQrSs+OuU5CeTUVj\nDWm+ZB756Blm5f8nRen9UCQPRen9mNhpNBU1G3l8yCTWTryLJ4Zc45YfdMGvaJTV7ol7LFNLImRZ\n3L1+GcWLn+fu9ctoMnUaLXh9fx2HQzr3rdnFqFc2cd+aXYzvksElndJj53cIal9o1yQmKOQEgwRV\nlXEd8nhzhRWn/UXv6NzQtQ8DM9rhkSQGZrRj5sDBlFbv4aEhfSnMTI3dF7MG9STZ63Pt0m85rXaz\nI0TL0Yn7XZ3ewF0b5zPsjWu5a+N86vQGAFK1ZMKWEW2q28aaqEMwAYAuiSlM6JLHE+VbGbnodV7Z\n/RlzW7T2n/16suhdPU6jr79ncEWXjgRUT+y67VO0NvWekiZRcdDhzfdNbu3dMfbaOcFkQpbDves2\nsOdYE/kZiXHnurb++YEkSdA6F0vRjZOJgx+Irf8lSeb7Ax+gZ0YRHklBlRTmF94Vm+OFELyxr5R7\n+01i7VULCFlGnP/JEYIHSldQWnOwZeP0IAFFjcsCmtZvIO0TErl33QZGLHrtlGyggOJp8/4JKKfP\nlDYs6ZT7ZtG7OobVtt0habR5/0ju0P4v50uXfJEkaTHwAbAW2CSEeOMre1cu3ziSJBPUUpky4im8\nih/DCuNV/EiSTMi0yM9IjKVZQXQSC5l2bDcOYHP1MXxeKdaxuO6owHeBHN1Ja8F3gcyhumbmbV3P\n3MHDmV90JTNLlpzSWdzF5Yto1ewNI3+OKQT+lrqoAuJSWyOWc1r9tvW4V4X62ra1W3dUsO+wQ1Yw\nwI9Xf0BZbRUF6VnMHHgluYlZXNF5AI6wcfnyRA3/ZmaU/pnZBTfGviNHp83vxNGjXdK9KngkKZqm\nOqyrG6Hu4uLichYTPmFu7pSkUX8am/HoMZP0ZDVmW7bSOu6v+s5YDjaHcITNfevXMKdoGPcXXsS8\nzStPqKE+kjf3l3BT1xHc2v16dtZ/xuOD7iOo+Gm2QqiSh+R2Q/EqGiBAir5WsxXB7/G6GWfnKWFb\npyA9j9Ka3bHH7ug1nvs3vRtXUihs2TxYsoVp+fks2FQRty5asGkPdxV2iZWkO9is/0N2TbNs4ZGg\nU3KQfYdDce9r32EHn1dmWn4huUkpRCybv+zexIROPSk7uplHi4sIKAphyyZkHwPcddW3mRPt5tbS\nRAsG3kSqFkSWZMK2zozNT8RqSpfUfsSMzU/w5OCZBBU/AUWj+TRr/YPN0Qa7IctifmlZrIb0sx9H\ns8sfLe5PUFHYdzg+GC66VvLRbB1fax2q10+7tmo9p1NSIPbaTabFrI0llFbX8MKOHcwY1JcFmypi\nJTXmDnVt/W87QjiEI3W8s+a+WMmXCaOfxqcmcl3xY/jU6CbLH7b9Dzfn30v7xDyEAJ/HxxOD7iOg\n+BECLus0gIfKoqW7Vl8+j3lFV3J/i//Jr6inZLWFLJNbe/ZjdE4ncpOSCFs2f/t0N9Py+5OblEhj\nS4ZGaw+B0/kUQpZNgtq2+1VTadOu0U4zXIvTzBdCB8nX9jkuXw9nMuo8B6QC84HDkiStlSTpMUmS\nJkuS1O6LTpYk6XeSJFVJkrT1NL8fLUlSgyRJZS0/s8/gvbp8CSRJRlODcUdHONgiwv2DO1OYmdQS\n8ZDE3KFd46JHAS7plE5Yj3YsBlixxSD1Zg1fNxlk8HWTSbpF4defllFac4TZG9diOYLHh1x9TkQE\nuRo++xBAoxXhrk0LolEXmxZQpzfERWb4FJm5w7rG63dYV0Awd+j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ppRX//pXfzIlUqD9P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9YwZuhj+LzJ+FRvNAnz/Oevcl/uJfhUlTTdS/MkX5Pxja7EzBGTU6BFDy0a8zvfMnDtSELn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\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GqIucikQctBvGRcXP0uy+T9UcbKfIsnl46yo0EYoNDzWv3MlrG37E67UPcv6MW/nXa9dx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ziqoy8PjeyBXSaiQBra3m3j0WGHt4ZHu3VH+WHIJjMmw2BK57EsLnmKFEsit2X9kjizk3LPIUqb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mrt3r17O6NWIVqTsQyD5FhkhWRYdAfSnxC5TjIscp1kWOQ6ybDIdZJh0X1EnKgxPK/ZImN4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\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6z1ccYPRLpSwo3cMP+vckRXcxY91WakNNDH/jSu7YMJeQ3YSst79GU3TI9afFfL+s7iCe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\nPdGI9Cvhy3yKW4DfAK2BF4DnhBDBz37IcYQQbwFvnXTbAyf8/+Iv8d6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Cw3TC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G04s9w0oOAAAgAElEQVRdcRKjJTGp36N0Sc7FJimM73oHdwxYiGrTQAh8Rj3vrrmHR98ZyBtr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AtaBksrCpmYnodTUiIslk6f6F26+1l+nDOn1d/nktRobP4OYAv15/oRokT5WhBlJ2m9r2LH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\nqmK2rfJF1cyWZaJZML3iBX5b9CPerfqcWYUDmVu+mUe3b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ZoaXlnl8i5DmV7+hj0fbS3+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3RF9btcM/jpSY1oWOG9AKnY4lAoI42slBzzS8a/+quFkboFwVWsZhfQeBfw9+O0VwctA7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\nsCgNcDgfoYFRusejGt8cNTd4e9ZmZ2+fsExYPVm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O1zm/lvnLbur+FO/s34NvHH+qME7w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C4A7wPwFoBzGWN7K5VTD5smJKloDeHO312G5SfdhKdf+b/48HsX46j2adh1oA9/3tqDOccth8Mc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\nfx8Rt47z/WcBrlCvKEm7Ae8AdoqIHYA9gV+XG1XPl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data=data, hue=\"Rings\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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MZ1/q4+WeaUxT0hvNEi+srMdVA7obg7xzW/O8pd3OWi/DiQI1Xgfv393KYLxA\na41nzcXEpws6L/VE6Ytm+eJr58mWrRWL93Wp8MjGeibS9mAvgZDXxX3rI/zUPR18/egYuiGvuUS+\nluio9XJ63K6ema+YfOmNAb705iATqfKKeKcvxa2peBwKQbeDnW0h3rerlWShwnvvamEiXeSDe1qX\nxcC4GYwmC3z+5QGmsmUUIdjZFmIiXeLEaIofnJ3iD755iumsvqR8mqUgsPWlpRAoimBjU5CuiA+/\nWyUScBH22+Ebh4eTNIVcRHwuntzWwEvnYtzVFppTAJlFzhQnklxIxvU4VX58XzsT6dJloQ4rwabG\nAMOJAmXDpN7v4g++dQa3Q2WF5nmLwgJMy8KaUTgq6nYCpKJCxOvA79KYzFQ4H8uT8up85cAwB4aS\nvH1rAx/YY8uMRjMl8jPKQnbVTNuwvm9dhIBbw+/SlkULe7Ee638B/hr4PKzY9VmlylWRUvLm+QTp\nos5DG+ouE9V/4cwU+89GOTmewaUpTN+AtNiH722lbAgG43lbH1cRNAfdfPKJDYtrK/ZDAOzkGYCm\noBtVESRzFYZieXL6tYdQCbeUwXCrYZgWn3u5nz95oXfZvDAL4XUIWzYtX8E0JSGvk5+6p/2y33Zf\nV4TNTQE8M3GZdy9TZv9y8/pAnDfPx/nXQyOUV3AO4tHgyW1N/NZ7txNwaaRLOsWKyUiywH3ranE7\nVD7+8DpMSy65Mttq8tS2Ru5fX4tHU/jTF3v5wmvnyS+3tMclNPhV7PIR0BhyY5gW5+N5NE3BlJJa\nv2vRz7e1xGCsgGlJgm6NkMfB09ubODiUYCCWn5N4WylmkzxLFROPS6Uh6OFX3r6BRzc1cHw0zemJ\nDBXD5MWzUWLZMvvPRfnoA11M58oMxQtMZUp8/GHvvEJAb9tcT63faReWuSh3oiHovuFCZIvFqSm8\ne6ddSvyPv3uWZ4+Os9rzrIhXpTHopmJYeFwqE5kSAsgWTYQQFHULy5LUeB34nAp/88NBCmWDsxPZ\nOcO6I+Jlc1OAdFGfp6yiKIIdy5DLNMtin0SGlPKvlu2sVapcByOJIq/3xwFQhOAd22z5m3zZ4Iuv\nD/JyzzT9U9m5ghLXQ2vIyfv3tPPJJzZSMS0MU2JZFghB0O1YdMUrh6rw/j1tDMbybJ+p3tYe8fLA\n+gjPn5qkfzq3qOOoAk6Op3n3XS23jAdpLWMnrk5S53PRVevm08+doT+aW3ajWgBuFaQQhDwONjcF\n2docZDpbYiheoDHkxjNjCObLBl87PEpRN3nfrlaaQjdn8LwexpIFvvTmMMdHUxw6H+cKstI3jEMR\nrK/38fjmetxODa9TxevS8M5FTfdbAAAgAElEQVRMptfPxHwCc978NwfiHBhMsKUpyJPbVqeU8WI4\nOJggWzbY3hxkOJ7n64dHVsyoDs6oYLgdKh/c20ampDOWLJItG5R0E02xC2yYlmSNKectGpemEPQ4\n2dkWYk9HmAc21PHfvnNmxYxqdabgDtiG2oPddbRHPBwcTNLd4Of+9bU4VIW9nWH2doY5Ppri9f44\nubKBlJI3BuJz+RJlw8KUcp4h5tLUeXH3q4FlSd4aTFA2LIYSRXTT9g7fbGbPKbEVcEaS9iRqy6zX\nfqY6al80T8Tn5D13NXNmMkudz8HZqRyGZVfEnEVTL0wYUoUKf/vqeSwpef/uVmr9yxfqdFXDWggx\n++s+J4T4JeDrwFwK7WxRlypXputT31ztJtw2BNzaXOZ6+KLs3k8/e5IfnI2SzF9duu5qCOzlr488\n2MmD3XW4HeoNa7S21nhovWRZaSCWx6mpJPOLy0S3kzMynBpPL0kmqMrCHDif4LmjY7Y3y5A3rOZx\nKQrQHnHTFPLQEHDTP53Dqam8e2czT21vIlvUOTScxKkpRLMlohkXsVyF2MzqytnJzJo1rC1L8uln\nT/FaX4zCIlZblorA7j+3U6G7PsD7d7dydjLLdDTPmwOJecaylJJotkwiVyaaq7CrLcTx0bRdunss\nzWOb65dcDnylkVLyrRMTvHgmiseh8PvPnWIkWbhmAvP14FTgk2/fRK6k80pfDMO0+GFfjPaI166g\n53aTLhlsaw7yzu1Na06P+lok8xWOj6Wp8zv5YX+M5pCbfZ1hzkymeeqP9zOZWb5CSHU+B09saeDV\nvjiJmee2EIJav5OntjXxqXdvpXcqS2FmcnR0JD2vSNNdbTX8P09v4TsnJ5jOVXA77OfBcLLAulrf\nmgvzAjg2muSPnj+LYUrqA05yZeOm5nnMSo1erLZSrJhUTPv1mbE0lgQhJfmyzoMb6nCqCmGfC5ej\nQHvEz4/c3crx0dQVi6v1T9va4WBLqt40wxo4xAVJVbDjrGeRwPpla0mVKtcg7HPyMw90kisbtIW9\nxHJlvnV8gu+dmiRbNq/bqN7VFuJzP7OPxptg0Kyr9/H5VwYWpZmqCduwDvtcl4W9VLk+UoUyvdH8\nDWmwXooA/E5B2QK/U6U+4GZnWw1PbGkgnqvg1BQeWF9Lz1SWV3pjuB0KJcMEKRiYzvOT93YQ8Tkp\n6uZNiZ+8Xvqnc7zRP01hmfR+L0ZTYEuTnx0tNeztDLO5OcjGBj///flz1PoDnBhL87bN9XPxqC/1\nTPPW+QSnxjLsaAsylSmxsy3EgfMJNjcF1pxRDdA/nefgUILhRAEpJUPxwrLHrNrJnfCRBzvZ1Oin\nIWgXwOmL5qmYFn6Xhs+lcWQ4RUfEy71dkXnyYrcK3z09yXiqhETiUBWS+QpfenOKY6OZZT9XsqDT\nM5VjY6Of3ihoQlAXcLGzNcTdHbazw+fSEMKWjVvoWb2xMcDGxgBjqSI+p0qN10l3g/+y7dYKJ0Yz\nTM4keg5M52ylk5sYXz17Kt26YHwq4sL7FnZf28apgqYInKqgZyqLKgTnprL8wqPryZaNy6Q0Z1lf\n5+foSBopJRuW+be46mgtpVwHIIRwSynnpdMKIdamW6XKbU2N10nI4+DYSJK/+H4fJ0aTpEvX7/Jp\nq3Hx7p3NNARvTsa7YUgKi1w/97k1GgIu3nNXy7yl7ypLYyRR4Llj4/RMpnju2NSyJonUelTu766j\nP1agrJs0hdxsbQ7yY7vb2NYSZCRR4OtHxuiZzM5VQivpFlLay8kep4rfpfHRB7uWsVXLy7nJDL//\n76c5NpIgV1m+0VUVFzLww14nb9/azC+8rRuPU6Wkm/zDG0MkCjqqMOYZ1QDRTBlFgG7Z4Vpuh8r9\n62vXrMYy2CWXe6dyGJZFPFtaNqM66FLY2VbDUNxONmsIuPjBuRgHh9JsqPfRVecn4nOxtTnAI5vq\nZ8I+7L50O9eet3QxzHrYPQ6NH9ndzP/71WMrYlTPMpUp0VXn5eHuWj58fxceh8qZyczcRLilxsNP\n3dtBWbeuKod56QrmWmVvZ5iI14luSdKFG9f5vhHmFEKMC55sl6rYFVWxr4WibuJ2qGxtDvJaf4yN\nDX4sKZnOlgl5HDi1y3NVwj4nH3/YLpxlXKRjvRxG9mLdYK9hS4Je670qVVacf3xzmL9+qY+RG6jg\n1hx00hjy8OD6Wp7a3rQsWtGLobvBh1iEb90p4J7OMO0RHy011Tns9SClJF82+MNvn+GV3ukbmoBd\nip205MChqpyezLKpIUDE5+Qd2xrZ0RqaSzKaSJfmiim0RTwEPBq1Phd3tQUZSRbXrC7wLIWywZ+9\n0MsrffFlPa5bU6j1OzFMi1qfi196rJsHNtThmTH0MkWdbMmgI+KlI+LlmV0t8/Z/dFM9bwwo7OmM\n0BR0L7vHaSXwOFR8LpUDA3HKyxRJowoIeJwcH00Ddky1Q1NIl3RksYLHGWJLUwBVETy2uWFexcmS\nbs7pE99qPL2jif5onrBP4x/eGOKlnuWNShVAa8hFwZAYpkVLjYeJdJntLXbl0/FUkYHpPIOxAh97\nqIuQx0HjTUosvBm4nSq7WkPoUjIUy65aOxRsQ1oCbs0uh44EVROoM4Z22bQIuDWklMRyZZyqQsWU\nfO3wGPmKycmxNB+7RuXZt84nePO8fQ19aF8bbeEbEwy4Vox1E9AKeIQQu7nglQ8CVamCKjcVXTd5\nbSDOvx4cvm6jOuCAjz3Szbu2N4EQuBzqTTVuGoMeNjf6GUtffSBor/Xw5LYmQh4HGxvWbnjAWkVK\n+8H60rko3z4xuSxeahV7CVJgJ0xtaAiSLxuUDYtc2eDhjXU8uml+bO+O1iAT6SKqIrh/fe28WNbt\nnrWp+AF2oZJvHx/nz7/fQ6K4vPHUYY/GluYgk+kSLofKo5vreXpn87x+qw+42NsZZjJTmhevOktT\nyM2P7m5d1natNF89NMKLZ6LLUolytpR72OfEnClKYklbe1pTFDY1+qn1u/ilx7sXXAq/UcNhtXFp\nKoWKzv/15UP0RAvLemxF2ApOz9xtJ4z3TefZ1hykrJtz1+gqqs7dFMaSBV4diGNakuLKKo9eFQuI\neDUKFZOIz8lYunwhNnnmRaPfRc9UjoaAC69TIZarUDYuGNur8Vtdy2P9TuBjQBvwxxe9nwV+43pO\nKIT4E2AfcPjikudCiL8HtgJF4HNSyn+8nuNXub3IlnSePznFVw6NMJEqoFuSyessQetUYGNTiGd2\ntbJplYpFlA2THyzCu+JUNXa1h9javHwSQHcS+bLB37w6wOmJG/e2eBwKTlXwnp2NvNSbsOWenCpB\nj8a21iBeh8ZT2xoXjO31OjV+5O5bywCMZkv8/Q8H+eIb5ykuU+jHbK+4nQr7uiI8ubWRs1NZskWd\n91xiVIOdHPbopvplOfda4Nxklr999fyyGNVhr0bY58TjUMkWDTxOje46H1PZMpsaA2xs8PPh+ztv\nmjTbavDcsXH+4JunmcgsX5iCz6lQ63exqd7Hnq5afuaBzgshMw6VvmiObElnZ2sIw5I0Bu3y4yHP\nwmWyb2VGEkXSRbtQ0Gqjm4AQ6JaFECAkqELB77aL5iSLOttm8gTSRZOJdBEp3XQ3+DhwPrmowlD3\nrovgcaoE3NqyTDqvFWP9BeALQogPSCm/eqMnE0LsAXxSykeEEH8lhLhHSnngok0+LKXsu9HzVLk9\nGEkU+Ke3humNZumZzJC6gamzx6HQWetlb1dkVRMBLWtxM2ivW2UkUawa1teBlJI/+PaZZTGq3Zog\n6NLY3RlmKmfw9PZmJtIFhBCEPE72dkR4esftVSq+rFuMJgvLZlQLwKkJ2iNetjQHWVfrw+fWeOf2\nJsJe55pO2LxR+qI5PvtSP7FsicwyaBO6NEF72McH97bxnVOT5MsmQbfG27c18qN32yoqbWHvbW1U\nSyk5OJhYFqNaAF6HQkuNh+4GP521PvZ1ReakXC/m4nAjTWXVJfFWklS+TLqoI1fBrp6NowZ7Qq4o\nICwIeZykiyaWlGxvDnJuOo+mCn5iXzsv907TUWvrgTs1BUXA+Vgen0vjfCx/zXNqqsLujsVVVF4M\ni7UwOoUQv3rJe2ngkJTy6BLO9wDwwszrF4D7gVnDWgJfFELEgU9KKYeWcNwqtyHPHR/n1Hiac5PZ\n6zKqg24Vt8NeDnJpCiGPA69TJbeSFS2ugpSSL7w2eM3t6nwOHlhft6zyP7cTs1JrIY9jQZmwsWSR\nf35z5LqPf7HUU0vYQ8jjJOhxkMhX8Ls1HmtuIJopo5tyXgGH24WGoIuXeqLXvb+CbUjPymFpmoLX\npfHBPe3oloVuShoCbu69A6qJfuPIKMdGkvRErz24Xw1V2HKjqqqwocGWEuuo9fJX+/sRwOamABG/\niwc33P7PDCEEo/EbnzRrCmyo96OpCh6HQmPQjduhEvHdfh7opXJi1Jazu5lsqPMwndPpqvVwcjyL\nKcGhCZyqgmFKPA6VzlovlpTUh9zsmpnYvNI3zcnxDD3RHJ961xams2U6a3188fVBeqNZdi5j4ZfF\nsljDet/Mv+dm/n4PtkH8C0KIf5FS/rdFHqcG6J95nQa2X/TZr0kpE0KIh4H/AXzw0p2FEJ8APgHQ\n0dGxyFNWuRUpGyZnxtMcGU4tueCLx6Hw4/vayZYNPri3lTf6ExiWZCJV4t51ETauUqJTuqDztYNX\nny+qwG+9dxv3rKu9ZTLIbzYv98Y4PJQk4Nb4mQc653RgS7rJb3z1OF87On5dx1WAoEdDCDFTphga\n/W6aa9w82F3HjtYQTlWhNewhVzLIlvVbPlb1Ul7vj/P5l3rJXUd2nSZsg9qhqkgkXXU+Am4HQbeD\nB9fX8tP3d962/TaLlJJjo7aEV0PAxZsD8RsyqhVs9RhFEbgdKu/a0cz93bWEvA4e29xAY9CNAmy+\nBSXzrpff+cYxXryBZEVFQMjjYF2dj5aQm/qAmxqvg2d2teByqNXnLtA3ffMTFjc2Bei2BFuaA0xm\nKmRKOo0BF4mCjpS2ks3uzgiFisFP3tvOwcEkTlUhWbA1yyuGhWFaPLa5ASkltT4n+zojeFdB+Wax\nhnUtsEdKmQMQQnwa+FfgUWyt68Ua1insxEdm/k/NfjBbbEZK+aoQ4r8utLOU8nPA5wD27du3+sE/\nVVaEfNngf73Yy78fn1xy4kHIrVEXdOHUFD58dwd7OyN0RHwcG0nzo7tXL7Ya4PRkhv7Y1ZMua/0O\nDgwm+NHdbTepVWuPkm7y/KlJKobFOxcIs4hm7D7MlgwKZXPOsP7r/b3XZVQLYFODH69LxePU8LlU\n0gWdiN/JrrYwP7an9bKM/5DXQch7e3m2SrrJZ/f3sb936QogioBtLQFGUyUqhsWmBj/3rq/lfbta\n2dZywei7HfvtYk6NZ/j+mSkGYnkGY3lOjl+fBJzXoXBPVwSPQ+HsRBan0y7nHPE55z3DbkUN6hvh\n86/088U3Rq9rX5cmeGB9LT95bwfPHhsnVzb44L42Omv9BNwaddUVwjmiueUrsLNYzoxnKRkWI8kC\n/+und3NiLMOGOh+/89wpShWT7gY/P3VvByXdZGdriD0dtsd6JFngi68N0hb2sqvdDucQQvBAdy2v\n9sZ5sPvmS3Au1rDuAC7uaR3olFIWhRBLCXR6Hfh54CvAk8Dfz34ghAhKKTNCiM1cZHBXuXNI5Cr8\n0fNn2X92komsvqR9W0Mu9nWGKRq2duVossgrvTHubg/TFvbedA+ZlJKyYc0LVeiP5q6pTmFKyWOb\nGla2cWucnqksA9O2l+/kjIzYxTy6qZ7X++O0hj2EZ0IxToyl+NMX+y/b9krUuFScDoX8TGEhl1Pl\n6R3N/MdH1qMoAsuSc5XGbpYU42rz+Zf62N8bW/J+Cvb91xT0sKs9TCxXZlNjkMe3NMwzqu8ENFWQ\nLRtMpUv0Ra/XqLYVZB7aUMeH7+/kn94aJlWo8M7tzWxpCqAod8b1eCk/7IvxmW+eXfJ+DgUiPgcP\nb6znp+/rZG9nhKe2NSGlRF2DhYRWCyklL/VMM50tU1mJcqALoMLcmDidLVEyJLmSzp72Gu5dV2tf\n99uayJV1trYE+daJCQAqpjVXUbE97OU337PtsmMfHkphScnBoSQ7b3LV4sUa1v8IvCGE+LeZv58B\n/kkI4QNOL/ZkUsrDQoiSEOIV4BgwLIT4TSnlZ4AvCSHC2OGNv7j4r1DlduF3nzvJs8cmlrTP+lo3\n96yrY1NTgA/saePIcIqXeqZxqIL2sHeuAMXN5p8PjDCRLvFgdy33zRStSOSv7gVwCLh/fR3v2H57\nJcMtleaQB6emYFpywQlRY3C+1NqBgRgf+tybiz7+pgYfv/XebUxlSrxwJspYqoDXodJS45kzWu40\n4+XVnmn+Yv/i88YFEHCrdER8c8vqdX4nzKh5tEe8bF7F1aHVYktTkB+9u5UXTk2xxAg2BNASctFc\n46Gz1ocQdvjHRx/oQresNVn6+maRyFf4na8fX9I+Lk0Qcmvs64rQGvbidV4wd+z7+866x6/FRLrE\nq30xShWT0vIqbF6RppCTRMHA51Qp6CZCSAwJpinRNLsg3M62IEPxAlsaA7yaXfxq2uoI7dksyrCW\nUv4XIcS3gYewr8ZfkFIenPn4w0s54cUSezN8Zub9Z5ZynCq3JpYlGYznqfE65xK/ChWD4yOpJRnV\nKnaBjs3NNTSFPHTV+qjxOnl8SwOPba4nWzbwO1dH/cO0JBMz5WB7o7k5w/rs5NU9WOsb/Dyx5c72\nVoOtYfzxh9chJXMFQ65ESTf56N8duOo2swRdKnV+Fw9vrGcyU+bH93XwoX0dHBtJoZsWu9pC9EVz\n1Adct6WE1kJYluRrR8b4yx/0LNoQtJPl/Dy6qYEfubuFrlovDtX+nYYTebxOjZY7NE5Vn6ngNpIq\nLmr7tpCTrjo/8bxOfcDFtpYgn3i0m/7pHGGPg/OxPF213jvaqAb41vEJ+uOL61MF2NEa4hcfW093\nQ4BNjQHOTmaoGBY7WqoqS1dCAAfOJ8hXlj+5/2Klj5Bbo2JaaIrgnnV1DMbyNAbdZEo6PVNZWsNe\nXDPKXZPpEn0zOQoTmTLv3tk8FwpyLT6wp42BWH5VcqqWYnkcAcZn9xFCdEgph1ekVVVuW17ti3Fo\nKEmmpGNaEt2wODQUX7TI/31dNXzsofV859QEtT4Xu9praAq6ubvjwlKPEIKge/UMI1UR7GoPMRQv\ncN+M8sHJsTSmeWU3wL7OGp65q4Uf23PnxlZfzEJqH7O8ORDnrfMJNjUFOD6UoKBf3b3ySHeETz6x\nkVRRZzxdQsDcMiLArnb72vnOyUnOTGRwO1R+9qGuq7bhdiFbMjgfyzGauLbR4nVAY8jLvevCPLG5\nkV0dNTQFLxjQfdEsz81Mjt93d8stW9XvRnhjIM7/fmVxIUk7WgL86lObifhc6IbJibEMu9pDRHxO\npPTxpTeHMS05b9XrTsQwLf78hWuHgKhAxO/gp+/t4Oce7SZw0RiwpenOCkm6HqLZEoOxHGVj+T29\nHoetRy2Bp7c3kCqahH1OdrUHZ1Zn4O1bG3ilZ5rHN1+QOgx6NDxOlWLFpCHgWpI0Z63ftWrKWosy\nrIUQvwx8GpjCDomZnYDctXJNq3I7kS8bHBxKcmwkxbnJDGcmskznShQqi19z+o8Pd/Gb77WFZB7Z\nVE+hYtAQWJt6rU9sma+Dmi0ZTOeunI6wpTlIoqBTqJj4VlFn+1bg8HCSc5NZvnlsjLPXUFxoDrn4\n2MPreW0gQVE3uacrjFNTqQ9c/sDNluy4/rJhopvWHWFYBz0asWyZa92GDgU+tK+LX35iA73RLK/1\nx/nemShv21TPu3c2oypinnpPbqlxELcJ3z05saiqsC1B20g4PJTkE2/rJuh2cM+6C8ZzoWJizuid\nrZY86FrAMC1ePDPBZP7qfVDj0djeEuThjfV8+P5ODg0laa3xLKo4SBWbI8Mp0qUbj62eNQ4dCsz6\nPDRVo9ZvT3S6G4MoM86vx7fUc3oiS0vIzUs905QNyYtnp9g8k0vgdWp85AFbTehW0mZf7Aj+K8Bm\nKeXS08WrVAFe6pnm8FCSoyNJxpJFprNlFjsxfnRjLZ95/120Ry7E2/pd2qoWelkqezprODJy5VCQ\naKbEA+vrVkUa6FajUDY5OpJkNHVlA8YBbGsL8hvv3opuwlSmRM9UlrfOJ7hvXYRMUeeZXS3z9nn7\n1kYODSVpC3vmebtuZ46PpvjXg9dWWfjAnjZ+8bFuvnZklJ7JHLFcmaJu8lpfjPaIl7vba7irNUSh\nbCIEbL/DkhYBcmWdb5+8djhbg9/Jj+5u5VsnJ4n4CrgcKr/8xMZ527RHvDy6qY5M0eC+9be/3veV\n+NrhUf7TV09c8XMNeGZ3C8dH0uTKJpaE75+Jcj6W5+hIip8N3p6VEZcT3bTIFHUyxWtPCBeDKsCS\n4FDBlLZsqd+tcU9XBAnohkXFlGRLBumizttmKqweGU6RLRn4XNq8HBevU5sXH38rsNjWjmDrTle5\nhK5PfXO1m3BLoCmC4USB6Wxp0RWzGvxO7u+u5dPPbL/li6Wo10iUKZZN3nNX801qza1Na8RDInvl\nQUAB3rmzEVVVeX0gwRNbGqj1u2gu6STyFUq6iWcBb3TE51yw4trtzJfeGL6mUs3OliBhn5NEvkK+\nbBLxOxiM57Akc0WXwK5e9vDGupVv9Brljf44sWt4VjUFmkJufG4HzTUeLEtSuoICw+1c2W+x7D83\ndcXPBLClJchkuohhWTg1hZJuzq00OVQFh1pNULwaliX58oERYtkyb/Zfvzb4xcyqKvmcDjwOKBsW\nT25pYH2DHyQ82F3Ld09P4XPNz8V4390tjCaLtNTcOp7pK7FYw3oA2C+E+CYwZxVJKf94RVpV5bag\npJuYpsWZySznp3NkCmWGEteeFWvAP/38faSKBjtbQ7e8UQ3w2VeurLjgUAVPbqsmLS6WH9nVwqeu\n4sW6qz1EumjgckikhHi+wiceXc/LPdNIYEO9b1X1zNcK+bLBD85e2cMqgHW1XpprPDg1dS7e9/WB\nOLs7wlQMi20twWpfzjCZvvqzbVujh0wZHuiuQxHwU/e2M5Eu8eN7q3kVC5Ep6bx45soVQN0OQSJf\nocbrZ3triMaAmw/f10md30lXnZd6v+uW83TebMqGRSxrm3SeZeorv0ujWDFornHTFPKSLxu0Rbwk\n83aoXcWU/NJjGy5TXnI71Hll429lFtuTwzP/nDP/qlS5Irpp8TevDLD/nK2JmSiUSRYWFyfYHnbz\n2Z/Zy7aWm6s7uRKYlkRVBFJKXj63sD6w36Xwn57eykce6Lq5jbtFmUgX+cUvXFkFpKvWzfaWEBGv\nk4Ju0FXnZU9HmJDHcVnox53OdLbMdH5hb6km4P7uWna21hD2OWkLe9jcFMCpKXTW+vjq4VGklOzr\nqnpVZ3n22NgVP9vTFuSRzY2EPBp+l4O7O2qqE5Jr8P3Tk5SvsJzidwqaa3z43RrNITdddT5+4p72\nuSIvS0lWnNWsv1P06i/G41RpDrk5PJwk5F0ew1pRBAiBx6nNFTDyOlXGksX529zGLFZu7z8DCCF8\nUsrrr89a5Y7g3GSW75yaoncqQ36RyYlPba3nE2/rZl/X7ZH9/q+HRhlNFnhkYx0eh8qBweSC2/3V\nT+/lkc1Vb/Viee7oOEfHFy63u6XRzyOb6vnIA11EsyW2NYeuKdd3J/PZl6+sXvGuHU3cs76We9dF\nLjNSmkJuPv7wOuBy9RbdtHi1N4ZE8vCGepzanVGAo2yYHBm6cl2zDY1+fu6RdXdM7P5y8F+eO7ng\n+5qA/3BfF+/Y0YTbobKu1oeqiuuSJByK53nu2Dhep8ZP3NN+xyWOFysG+89FSRZ0ounFKXMthAJY\ngFOBsm5iSTuG+n13t5Ap6rg0hdMzz23tNjeqYfGqIA8AfwP/P3vvHV3Xdd/5fvYptxf0ThSCvUoi\nRVHdlmRZtuzYiZ3YiVvsTOJM2ryVzCR5k5lJ3lvPK87LepOZzGQy8fglHr84ie1xka3EsS3LalZj\n7xUgernA7f20/f44IEgQIAEQAAmQ97OWloiLWw72Pefs7/7t3+/7IwS0CyF2A5+VUv7aSh5chbVJ\nfdhL1KctyPEjqMO/fe8OPvZgxy04sluD7UgGE+5N6sxolmS+zPVGYlPFBmpRnB6ZOw9wZ2sEj6Yw\nmTNojPhmFLpWmJtXrpMGsrEhiN+r0Rz1Xzfydz3HlBPDaY4OugIz6vewp6N6eQ52lfPimRjmdYqx\nawIa8bxVEdWLJF6c+67p96g0V/uXJQf9wngO05akiyYjqeJd5yJiWDYnh9NkShaWtTj3mZBHkDMk\nfk3wy49183pPnPs7o/z920No0hXPly03jw+lpp2YStYt6j5zG1no8uw/Ae8GvgMgpTwmhHhsxY6q\nwqqkZyLHQKLAPW1V062kLyOlZDxTJurXMU2LA72TN+x7VBfS+Y8/u5tNTdE5rc/WMqoi2NocYSCR\nZ09HNS+fmztPcEOdn5Dv7oqQLJVvH5s9lk9srCFVtikYNu/cfPdESZeClJLhzOyJtLPGj9+jsqu1\nikdvohCxJuCZbgVfHdDJly1yZYvGNWSVdTO8cGZszscVACHuiIKsW0muYM75+JbGMO21AT56f/uy\nfM6O1igDiQIhr3ZXLsZNR2I5Est2WKzeVYRAV0BVFfy6wsMb6miMeNnbWcNousQH7rmSerejJUrZ\ncpCSBTV3WesseFaXUg5ek4M0r+GhEOLPgL3A4as7Lgoh/grYgWt3+GtSyuNCiD8CfhpIAt+pFEau\nLgqGxfPHRnGkZCJT5ufuXzfj969dnORgX5LRZIGvHb5+rqGmwKcf7uR3nt5yR/sEP7PjSlvy61W2\nP7yx7q7belwKY3NsVWqAx6MTFgr3rAuxv/vOSCVaaXon5rZ+rAt72doc4ekdjTd1fXbWBfnYA+7u\nk9+j8uU3+imZNg9vqIpAxS8AACAASURBVGNf152bj320f+6dFK+uEPHpNEfvzk6UN8tvf+3NWY+9\nf3cT6+tC/PKj3XiXae5oivr4zFRa092IbTlM5srYDgtqAH5ZAQoBHlXBlm4dUSpv4vNq5MoW//mj\n95LIG7Re5fihKGJGU647nQXb7QkhHgKkEMID/BZw5kYvEELcBwSllI8KIf5SCHG/lPJy1dHnpZSX\nhBAbgc8DH5p6/HeklC/cxN9x1zKf3V/f559dls9RFXHFzmiOvNXhZJG/f/sSsez1t5M2NQT4zm8+\ndkcL6rkYvY7fckvV3RchWQr/ZY7ua+/d1UhzVZDRVJFnd7Ws2oZBq43vnZidBlLl02gI+9i/vnZJ\n43h5B2okVaRkuvGX2A3sEe8EhuZoClMT0NnYEKI65OV9uyqFs4vhB2dnL/y6akMIIVDvghzdW0Wm\nbC0qUu1VwO/VqA56eGZHEwcuJeluCPKhvW1cnMizoyVK0Kvd9QGjhf71vwr8Z6AVGAJ+AMyXX/0g\ncFkkvwDsBw4ASCkvTT1uMjPy/SdCiCTwr6WURxd4bCtKxafaxaupfPT+dQwkCpi2w3imRGPER7Zk\n8vzRYf7ke6dIXceeWgf+xePr+b33bL2lx7xaOD44u6hpZ0uITz1090ZKboavHJgpBnXgM4900xcv\n8KE9bRWXhUXwpVd6Zz32G09uYFNj5KZSQOaipcrPA+trmMwZPNR95/pbv3wuRnkOcfLOLfU8sL6W\nh7rraKuuLKIXipSzY6c7m0N01AbY2BiuFCQvA2fHMhwbTGGbi8ur3re+hrINfl3lA/e08v7drbRE\n/UQDeqVe6CoW6goyCXzs6seEEP8bbu719agCLpedp4Htczznj4E/n/r3n0sp/2gqiv3XwKPXPlkI\n8SvArwC0ty9PjlWFhVMd9PCTnkkujOfQVcFnHuniD587zrePjF23OK+jyssnHu7io/vunOLExXBy\nOM3R4dnRlz983467LnK/FIrG7AngM492cWIkwyf2353n1lKYLM8UL921fmqCXh6b6oK2XNzJgvoy\nr12cbaW5qzXMvq5afm5vZZ5aLP98YnYq4abmKE9vb6oUgC4TL52bIF+2uDgyt1vV1YS9CrvWVeHX\nVD68dx0nhzNUBXQ6aoOVOew6LCVe/9vcWFingMtLmMjUz9NMCfPTUsrXAKSUian/X7ien6SU8gvA\nFwD27t27wIbYFZYT23GHPVUweORPfkTiOp3GOqo9fPC+dnavq+KdmxvuSo9QcG9g1xLQBYpaKbBb\nDG/1zBxHHfB5NCz7zq8wX27munE+vqURy6ncUm+G8BwFyPu6KvUTN8vfvtk/4+fmsE7Ao1E5PZeP\n3oksb/YkaIle3zhA4N4r1lUH2NgQQVUEGxpCPLqxHq+moFXmsOuylCt/PqX0BvBZ4GvAU8CXpl8o\nxNPAQ8BHrnosIqXMCCHqlnhcFVaQd2ys56Wz4zx/dJS56ra9KvzZR3bz3l2VbmLZosmrF2a7WHxo\nzzrubV/7DXBuJf/7N47P+Pn//fReNE1lcyX9Y9GY1yRVhjzw1LZGdtwF1forweFrChe3NPh5alsj\nu9sq1/jN8JPemalz793dxkfubyPqr0Srl4sDfUlSRZNC+fqpIDVBHcuR7O2qoWBYaIrAp6uVBeMC\nWMoI3XD9KKU8LIQoCSFeBY4BA0KIP5BSfg74L0AG+LEQ4pyU8rPAnwohduA6FP3+Eo6rwgphWQ4f\n/ItXuTRHW3JdhfV1IT730ztXvBvbGz1xjg6m2NUW5eENq3ereShVnDbFv5rtLVH64wV+eHqcqoDO\nB+5prVjEzcNobuYE8PCGetQbREwKhsW3j4xQNG3ev6uZhjvc7m0x5Mozl8SPdNfPmbJhWA7fOTZC\nMm/wzI6mu9KObCEcuBSf8fMHd7eyf/1sdxopJd8/NU5fPM8jG+oqC5kF8u/ft+26v5vMlfnusRF0\nVeGD97YSqoi+BZHMGeTLFuXr3ELdNHaBIiBftqdrBHI3EOIVrnDDs1AIkWVuAS2Aef2DrrbYm+Jz\nU49vnuO5n53v/SrceqSUvHB6nH86OcrrFyYYz82OU9cFVP7mMw/QGPXfEleGwwNJDMvhUH9yVQtr\nw7Rn3YhqAjo/PD3Gi2djdNUFyZUtRtNFOmqDt+ko1x4a3FBUA/RNFhjPuAvA06OZirC+inTB5Oo4\n/x99YOeczxtNF6cbHR0fSleE9XXIX3NLfGDj3J1Uc2WLM6NuvcWRwVRFWC+A0DwpvGdHs6SmPK97\nJ3LsquwSLIjLos65TiadpqjTdnr1IS97OqrxaAqbGio7hAvhhsJaSlkZxbuc8UyJz//zWXomZney\nj/hU/u2zW/nwfetuab7VtpYIxwZTbGtevVXIpu3wH75zctaqVFcEubJNY0QnkTfY1Ra945tnLJVr\nTQI2N80v8NbV+In4dUqmzYaG0Aod2dqkYNgzhHVT1dwxksaIj7qwl1TeYHNTZSpYKNdrgBH0aHTV\nBemL59nWXBnPuTCvqZlob7hxwGFDQ4gTw2l0VdBRUwlO3IiiYXNyJE1TxIfpSBzJLNOBy3nVuiao\nDXmwHMn6huCyFzXf6dz1+yYVO70b88+nxhiIzxbVrVGdL//Sg3TfhhXsOzc38I5N9au6IFIA45nZ\n/oPP7GjG71UJ+3Q+eE8LrRUbrnm51n7r996zZd7XhH06v/RIF1LKVX2erGZ8uson9ndUxnARhHVx\n3SCDogg+eG9rZTxvwLXX+mceXn/D5zdFffzq4+sr47kAfnB6jN6JPKoi0BSBqrh5t8aUulaA6qBO\nyXTY217NvvW1GLbDg+tX767wauWuF9YVrs94psRzR0e4OogQ8ijsXlfF/u46mm5jN7HVfiPVVIXf\neddmfvcbx6ej1lsbQ/z2uzcT8mpIKStV1QvEvsYOYFNT9YJfu9rPk9vB1V3r1lV55n1+ZQxvTFC/\nkg7y7O75G8FUxvNGzBybZ7Y3z/+KynguiMvjJHAXJIOJAjUBjXjepGxJGsJentzWyES2zMce6OCR\njXU4UqJX5qlFUxHWFa7Lj8/GKJRNAh4VTRV8eE8b21ui9MULSLmwFqh3Mx/e28Z//tF5RlIlVFXw\ngXtar6psr0wGC8WREp+mULYcon6Nyjy6NLy6giLcM3BLcyUndal01YU5NZpFVaA6dH37sgrzI6XE\nqwkMSxL1a/PWUlRYOE9va+RUlZ/mqI8jg0ks26EmqOPRNEqWQ3uNn//jp7Zj2A4BjysN1co8dVNU\nhHWFOcmUTPrjBWqCPjyayk/f28pnHllPvmxxfChNa5W/UoG9AO7tqMZxEtSEPHzyoc7bfThrEqEI\ntrWEGU4Wecem+kpO+hIJejTWVfuxpeSXHql0/1wqj22qJ1kw8eoKH3+g0qxoKaiKwrbmCMOpIk9s\nbqh0WVxGfLrKng53t29ddYCSadNaHeCj99dwoC/Jh/e0oqkVf+rloKKMKkwzkipSE/Tg01V8mkpN\n0MO+rhp2tEZ517ZGAIJejQe7Z1tJVZhNumiyoyXK+roQ7TUBApWFyE2hKoKHN9RTNm2e3Np4uw9n\nzePTFZ7a1kjQo7FlFRcArxU2NUV49w6H1io/zbcxPe5OQFHg8c0N5MoWj1cK5paFWKaEz6MSuapr\n5a62KqoCHurDXj68dx0f3rvuNh7hnccdP9NXihMXRqZo8tUDg0T9Op98sAOPpvCx/e0k8gYtlcli\n0Yykinz94BCmY7O/q44H1q+st/edjONIbEdiS0ltZat9yTjSdVpRFFHxT18GMiUTKSHi11GUytb5\nUnDkles9MkdHywqLo2DYfOWtATyawi/sa6c66NZU/NQ9LYylSzREKvfTlaBy5t7hzLew6Pv8swDT\n7YzTRZOy5aCpCgGPNp1rVWFxxHMGjpSoQkFTRaUAZAlYtltAo6sKk7lyxT5viVi2JOzTkdL1Vq5c\n40sjmTeJ+HXSxbl60VZYDLbjOqZEfDrxvHG7D2fNY00ZVRuWQ6poTgtrXVUqvvQryJq/o1Yi0stD\n2Kexvj5IZ22w0rJ0GdjSHCaWLWHaknvWVQrEloLPo7KrLVoZy2Ui5NPobgjRGPbekoZOdzrv3tHI\nubFspYX5MuDVFPZ0VJMtWdy/wh187waCXo1NjWEifo3O2oqQvlWIa30j1wp1dXWys7Pzdh/GmiWR\nN6bN+OvDXgb6+6mM5/LQ19e3LGNZMCyyJbdzY8Sn37WFPMs1nmuVa69VZYm2KGt5PCUwkS0jpURV\nBHW3OTVoLY5lbGr8FEVQv8pSq9bieC4XUkIs63aL1VWFmuD8VpjzsRrHM1uyKBjuvFYV8OBdQ+lo\nhw4dklLKeQ94zYYmOzs7OXjw4O0+jFVP70SOZMHg3FiWH5+NsakxTEPEx5nRDBG/Tl3Iwy8+1MVD\n+/dVxnOZ2Lt3702NZdGwee7oMG/2xvFqCluaI7xyfgIhBL/9rk13bQvkmx3PO4XvnRjl7FiWoFfl\nFx/qmpEXXShbfPG1Xkqmw8/c10p92Md3j40A8P7dLZwcTnN6JMN9HVXs6XAjgGt5PKWUfOn1PlIF\nE5/upge1VPl5ZnvTDfObLduZdjswbYcTw2mifp3u+tlpRemCyXeOj6AIdwyvLvoCeO3CJGdG3TH9\n7IeeXnNj+f+90cdkzqClysdH7m+f9fuLsRwvnYuhqYLtLVF2tUXxajMX9VJKvn9qjKFkkcc21bOp\n8UqjsKvHej7Kls13j42SKZq8Z2cT73/y0TU3ngDxXJn//nIPw8ki77+nBduRjKVLvGNTPeunzrGT\nI2k8msKWprkLhi3b4Uuv95EtWWxsDPG+XfN7os/Hrb7WpZR85a1+Lozn+MA9rfRO5EgVTZ7d1Txd\n2HuoP8kr5ydQFcEvPNC+Yovj13smOTWc4Z72qmXb/RBCHF7I89assK4wP+fHM/zHH5zHceD0aBpV\ncXNUt7VEaQh76awL8vT2pjumgGmh+eSrlZMjab5+cJDToxmqAzpDyQIbGsLoquvhXOHu5PHN9WTL\nFk1RH7o6Uzz+7Vv9fPXAIEIIgh6Vfetrmci6HT/PjmU40JdASjjQl5wW1muNdMHk0ECClio/W5oi\nfPT+dsYyJd7omWQ8U+bcWJZ9XTXXnaC/f2qM0yMZdrZGeWpbI2/0xDnUnwTgvTua6awPzBCOZ8cy\nTE6N4YXx3LRFGbiFdQf7r4zpWuS9O5v54elxuq9Tq3B4IEksW+bYYIqeWI7xTGmWyEsVTM6MZt3n\n9yenhfWJoTQ/OjtOQ9jHz+5tm7e2ZDBRZDBRAOD4UHqpf9pt48xolrNjWQzL4XvHR2mI+JBI/uyF\nC2xvjbCxPsTJkQzgRqPrgt4Z5zS4TcV+fl87sWyZddVr0zBgOFnk+eOjSAljL19kPFOmZNkI4Jce\ndbto7umoxu9RqfbrKyaqpZQcuJTEkZK3LyVueVpRRVjfIaSLJsm8QV3Iw+nRDBOZEn/xUg9j6RJl\n00ZRBIoQdDcEaIx40VSFh7rrKl7Uq4SxdIlXzk3QFy9QNh1G02UMy8awJPu7ayv5cXcA45kSjpSz\nLNkcR3IxliNZLDOcLFEV0Hl8UwNHB5McG0phWu75cG4si1dVeGD9FbvLty7FSeYNpIBYrkRnbZCD\nU4JvfV2IRM7g7FiWzU1hVgtSSgYSBar8HqKBK9HgWKaE5Uhaqq6Mz1u9cf70+2fxaSp7u2pojvqJ\n+nW66oJkiiaxbIymiA+vqnAxlpsaXx9F08ay3fc6N5bFMG2+emCQXNnCqyukCgbJvMnXDg3SHPXx\n8f0d+KY6UnbVBTk0kEQRYtZ1pyiCTY1hzq2yMZ2L8UwJKd0ue5c5OpDkn06MoimCoWQRx4GdrdHp\nNLP+eJ7+yTx9k3kKhsXh/iRnRrNUB3Qe3uDa342lSzx3dJh0waQqqM8Yh7NjGaR0PztZMObN4W+p\n8hH16+TLFhtvQ1GylJKfXIwTz5d5ZEPdgl2HBuIFDvYn6K4PsXtdFV11AXy6QjJvkPOqjA+niefL\ntFf7OTaQwjAdkgWDkFejZNr8w4EBclM9IS6f0+DmRHetwTk5VTA4MZymuy5Ermgyni2zqzXCeLaM\naTucHcvwx/90GoAntzTxeu+k6zy2r2P6HmBYDsOpIk0R35LTHoUQbG4Kc2Y0w9bmW3+drr1v8C7H\ncSRvXoqTKpg8vqmeoFcjX7b4ylv9lAyb1y5O0jORI110c5guxwsUAR5dcSMJe9bRGPFVrKFWEa+c\nn2A4VSCRN6Y7Wk7mLSwny6++Y33FZm4NUTRszo1naav2Uxv0cGY0SzxX5rvHR7g0mec33tnN45uv\n+HF/+Y0+/u7tAUqmTUdNkHU1AQqGzRs9cY4MJBlKFYl4NXRV4dRwmp+7fx0/c18bubIF0u2kWDBs\nDvWnODqY4rOPuZEhRRG8Z2czW5rDvHJ+ku+dGOXd25tu06hc4ZULkxzuT6Kpgr1ThWo1QQ+vXZzE\ntBw2NYV5oKuGC7Ecn/vHMwzE8zhAQ8SHZyoCevk6+fRDnUT8Ov/z9T4O9icxLIfu+iCaqpArWfg9\nKl5N4fBAkguxHMeGUjy+uQ4FQbpk0lbjJ1uyyBTNaWHdEPHxq491A8x5j3zvzmae3ta4ahtp9E3m\nuRDLcnI4g5SSmpCH1io/qoB//9wpJnNlHCmpC/koWzanRtL84kOdvHphgv/5Rj/ZoknYp5MtWSTy\nBh21Ab5/apy9nTV4NZUvvtrLieE0mir43MM76Ky7Iojv66gmXTRpjvqpC85/zwp4ND79cCeOdP3q\nbzWj6RIH+hKA+/mXI/Pnx7MUDRsJtNcEqAl6GIgXSOTL9E7k+dG5GC1RHwOJAtGAxotnYkxkywwl\nCwwn85RttzVxLFOmozbAaLpIU9RHZ22IN3rinBhOY9oOu9dVTZ/T8yGl5Aenx90Uk831dNQGV2pY\nFs0ffOsEkzmDiFfjXCyHZUuOD2fIlW1sx+HcaAa/1xXQubLlnnumw0SuPC2s/+uLFzg2lGZ9fZAn\ntjRwMZZj//pats7jtW/Zjrv4C+q0VV9ZCD+zo4mntjbcluu0IqzXEL0TOf7rixc52JdA0wR/91Y/\n3fUhfLrC88dGKZTLpEpyRqvxywkEAtAUBVVRyBtWRVSvIg71J3nx7Bg/OBWb1SY+U7So8i+9iKXC\n8hLLlPjawUF0VeGj+9qJ+nUMy6Fk2vz3l3sYTRfprAsggH88Po6mSPriBUzb4de/coSf37eORzbW\n8a0jI7zZGydXtrBsScGwONif4Lmjg1PvKTFMh4xjEvXrSODrBwd59cIke9qrqQp40BSFoEcQ0FXG\nMqVZ1/axwTSJvEEib3BP+613riiZNsOpIt8/NUZAV5nIGYwki5RNi0P9cdJFC8eBkmkxlimjKoKW\niA8UwVCiQNlyUITg9EiKX/vKIbY0hemfzHNmLIPlwLpqL0VT4kg36lUwLNqq/cTzBj5NpT7sJV00\nyRk2HlVyMZbnsY31+HSV3skcYa8+K9XKdBxsR17XivB2imrLdiiaNgGPxreODDOSKrJ/fQ1v9SZ4\n81KciUyZqoCOLSWpgoHjSEJeHaTDeKbE5T91LF3im4cH8Xt0Loxn+dGZGMmiQUBXp0W340gMy21+\n85U3+ylZDumiiZQSgcCvzxyf7vrQnHnrN0IIgXqbpqOI3y0KLxr2dEfXH54e469fu8R4tkRr1M/6\n+hBF0+K7x0YB16rSpym8cdHdCX7h1CgDyRLZkoXEnWuFAI8qsGxJ0bDxagq5sk2qaHBsKDWV3x/k\nF/a13zA6K6UkW7YIeTQm82VOT6WTHOhL3nZhncwbHB9O017t442eOJmSiU8D03Z/P5EzELgFx/F8\nGVlw7Sjft6uJl85PUu330BTxkS2Z+HWVE8NpcmWTk0MpemJZYlmDs6MZ7m2vZiJb5untjRQMm5Lp\ncM+6KG9fSuLzKORLFseG0ihC8IkHO2YUfS71On394iQH+pJsaQ4vKigxr7AWQqjA56WU/2YpB1hh\n6fzg1DjHhlKMpYvoqmAiU+bEUIqiYWPMk4Lr1QStVT4e6q5d9I3vTmE15mBbtsOPTo/x/TlENbgL\nI8O2l/w5jiMZSbudNSu+xTeHYbnCpDHi4/WeSV67MEG66Fa4f2J/B988Msz5sSyvXJggV7YJezUM\n06Y4JVBMx51kDNvmi6/18cXX+pCAKsCe+vJLuSsXct4wUITbNKNkuZOsrirY0hWRpu3QXhPg3dsb\nOdifpLXKx/t3Nc867u76EH3xPNUBD9WBW7tIG00X+cahIXomctQEPQybDvmSxenRNJM5g5LpRgU9\nqiBbtpmy0yeRdydhBXDnRkn/ZJ5Lk3l+cmFixv1uMFlEFa5Vm+1IEnkdIWAwUSCeMwh6VII+jZBH\nwZZQG9BpCHvZ2BDi1GiGgXiebx0Z5jef2IAQglTB4O/fHsSwHJ7d1XxbfNNH00WCXm1W4aRpO/z9\n2wPEcwbbWyJcGM9wZCDFVw8MYFo2+bKNYTv4NIWyLTEun1gUZ32GK3gsyFv83duD048blkXYU8aj\naigCTNPi1HBq6vyVSCnpqA3wkb3tNEbXhl1j0bCJ58u0RP0zFp4hr8YnH+wgX7apD3sZSRV4/tgI\nZ0YzZIoWvRMFXu+JI+WVIFXRnOmvPXmVgGTq/+Ly86XDWLqIz6MhAZ+m0Bz1kSmZ7vWQKlJ1g2vy\n+6fGOTOaoaM2wBNbGtAUMG1Jd/3tE9UjqSJhn8Z/e+kiPz4bo73GT2JKNOeusR6/PCbD6Su/+OKr\nl0iXLHRV4YuvXOTocIbO2gANIQ8XxrNsaQpzejRNpmQjHYemqdS5F8/GODuWxXYkL5718vL5SVQh\neGZn09RnuY2FlpOTI2kcKTk9kuGpRXT9nXeGlVLaQog9Qggh16o33x3CRLZEtmi6YssBa2pSWgiK\norC1OUqmZCGWaNdVYfn4xxOjvHkpfsPv8Qenx3mwe2ntfV88G+PEcJqwT+OTD3beMQWrt5JvHRli\nJFWitcpPxK9RsiQFw2YwUeB7J0f51uFhBhJ58oaDwO16dj2u/r7tG3z5V88TJdvBowkyJYfRdJHN\nTWEe2VjH88dG2dwYob02SF+8wD3XTNQ726JsbAzhUZVbulPVM5HjzEgG05YEPRrnxrKUTJueWI5s\n2Y1SXxErc7+HAziOGwW8UfsVW0LRdKbs+Axy5SRSQtlyKBiu2GyM+NBUhWzZJlkw+dCeNr5/eoyL\nsRxVAZ3eyTzd9SHGMiVKU2G3wUThlgvrA30JvntsBF1V+K0nN07n34JrVTacLBLLlumbzDGYKHIh\nliVftrk6tmLOF2mZh8G0ScjjkDNscmUbw0nRVR8iUzTZ21lNyKuza414ypu2w1fe6idbstjWEpkV\neVSEIJYt8frFSf76J5c4O5ahbF258G50fV7m6qcI3MWgV1OxbRvLkZi2ex76dJV00aQx4iNbsvjh\n6XHiOYOBRIEHumrY2DgzH7gvngegdzLH5IEypi3Z2hLh3vZq5iKeK/PCmXFCXp13b1+4EFwob/TE\nXdcqXeFbR4bJFM3p4tOFMpR0F3lCCP7+wCCZkpvL3xz1YUvoncwzkTWwHIjlDLIlk5FUid3ropwb\ny+I4kvF0gXzZTXfVhaCu2kt7TZD68PKmTN6zrpoDfQm2NUcWlaq00NDVEeA5IcTXgfzlB6WU31zc\nYVa4WUqmzYaGEJrC1Fbewtc4Aniwq4a2av+yeGNWWB4mc2Xe7I1zevDG1fDNkaVHheJ51+UgW7Io\nWXZFWC8S25GMZUqcH8vw1QMDCOFGpQJejXje4E//+SyZ8hUxsxIRiJBHB6EgsdnVGmVvRzUPddfR\nGLlisVdznejX5fzhW8WbPXH+4scXSBZM2mp8vNmTIFO0uFm5N994CtzIvwQUBUqmgy3dxy9H/dNF\nE4TAr6s0RrykCiZDiSK5ssW5sSxVUwJ2fV2IDQ0hioZ9WxoSnRhKcW7Mddw4MpBk//pavnZggFcv\nTBLxa/zkYpxssYwiFEqmg7kCJ5vClTF3gHjeoLNO8lO7W/DqKpsaw6vyHjKZK3N+PMuGhtB04aRh\nOfTEcthS4tMVvvhqL70TOSayZSIBnVTe4MRQinTRwnLkgoT0jZCARLjG1LgpmNqUZ3h3fYj19UGE\nEFyazOPXVQ72JRBC8PL5CTrrgtiO5Nhgirqwl0c31nFkIEV7TYBD/UmEEGSn6qfm4shAipFUCSix\nuWn5F4TxfBnLdpBSki9bV+2ILAIJNqBISa5oULSgbDpkvQapgoXlVbCndvfyZYugR6Wj1k/fZI5L\nk3mklDy+sY6i6eDRVBJ5g68eGiLs1fgfn9xDddCLV1NmBBAtyyFnWDfcHZiLfV017OtavKPIQoV1\nDRAHnrjqMQlUhPUt4MWz47zZk+Bgf4KRzOLavCpAddDDbzy1iZqAW8RSYXXw7SPDZPImpRvcm2oD\nKj99b9uSP+udmxt461KCdTWBWdvLFW5MLFPir17pIVsyefXCBLmpaKAAdLXMpYk8S0/WYfo9gx5l\n+jMAfJrgZ/e08fjmRl65EOPCeI76sI+uqaKx7voQH3ugA0WwKopcC4bFKxdinBvPksgb0zZjy40b\nGRToqqAm6GH/+loGkwXGUiWyJZOS6eDzqNSHPOQNm4hPJ+BV+cC9Lfz0va0MJQv4PSoNU2N5eew8\nmsL7dy/dQ/hG2I5kMlemJuiZZUm3tTnKwf4kCoJXL0wwmirwt2/1czGWZ+ZO9/JbcGrCTY/oqnej\nfy+fm0AoUBvwsKkxTGu1n2d2zE43Wi18+8gw2ZLFyeE0vzJVgDqaLiJxgwrxnIGmCo4NpYhlyhQN\nm6JpL1lMX4vjuGlbDWEf93VU4dNVHttQR13Yx4VYjqFknnU1Ad63q5nnjo5MPVbgf7zaS23Qw0iq\nhBDwif0dfHx/B+AuGk6PZNjVdv1+Bu21AU6OpPHpKvUr0FW1Lujh7Fh2ynnn5s6/y/dKByjZV/6d\nyBmYDmRsB0VxOimkygAAIABJREFUd6p8uuCfT42TLpq0VfkQAAJiuTL7u+tQhOBgX4JsySRftvja\nwUEcKWit9vPh+9pQFEHJsPj9b55kNF3k2V3NfPLBzlnHVDRsXu+ZJOjVeKCrZsm7+gsS1lLKTy/p\nUyrcNMOJPL//jePEsosT1AANYR3bgQfX17C9KYK2CiMMdzOaIkiWyjd8Tl3ItyxiqSHiW3GxcKfx\n+sVJDvUneO7oCGOZkhulMWZGpW+Q7bFoPAoEfToRv86WgM7ZWA5dVdjSFOZfv3srPo9CwKPywXtU\nNjWFZ1hlLvcW6GI40JfgYF+SPR1VIOH3vnWc/onCCsi+mXg08KoKCMGnH+rk5x/oQFcVzo9n+W8/\nPs9AssTO1ghRv4fRdInJbJn2mgDv3Ow6enTWhfilR7o4P5695dfGP50Y5WIsR0PEy8ce6Jjxu91t\nUd5qCPHtoyO81WuSK1sUrZXYA7mCX1eQEnRVEPRp7Git4g+e3cpXDwxwoC9J0KtSG/Jet7nJakGb\n2q5XlStznaooNEZ8mLbDULLAmbEsmYJB8gaR38VwuQ7Ake5/Egj5NGpDHj6ydx2nRjMcH0qTKpi0\n1wS4OJFjS1OEdNHE79H42b3reOV8jKODacqmQ3IqX1kgptMPMiWTgUSBoFfj+HCaLddxytjUGKa1\nyo+millNfW6WbMnkxbMxPKrCS+diHB5IElimLsBXL2imRbaEpoiHdNGi2q/TO5FznycdVFVg29Ac\n9fDNw0NoimBfRw2DU2MTz5mMpIuMpIq8c3M9qYKJIyWjaTf95MhAik8+OPs43rwUn/ZRbwh7p5v6\n3CwLEtZCiE3AXwKNUsodQohdwE9JKf+veV73Z8Be4LCU8l9d9fiXgK24FRVfkFL+nRCiBfhbwAf8\nBynlCzfzB611LiffnxxOky2ZfP57Z25KVFf7VZ7Y0sTGhhCfeaSrkle9CkgXTL57fAQh4JntTRQM\nm9d7btxkomg59MXzS77QKywc03b4+oFBvvBqD8mCSb5ksVK6JuhRaI746agLEPXptFQHUBX42b3r\nODqY4vxYlvBUpFVXFR7aULcyB3KT5MsW3zo8zMVYlm8eGuTSZH7FxuoyCqCrUOX3IISgvSbAkcEU\npiN517ZGtjZH+IuP7Z11z5NSznrsya2NPLmIoqTlYjzjtq6eyJaxHbc9+1CywJ//6AJ9k3mGknlG\n08aKpBRdjVcFv67SXhsk4tM4NpQmW7I4NZJGVxU+9VAXn3ywEyHEnOO3Wojnyjx/fARbSvavr2Fb\n85WoblddkPfvbuG7R0d4/vgwQ4nCskaoHdxIv09TqA97qQl68OsaPl1hW2uUY0NpdFVwZDCFV1Oo\nDnioCujTTUtURbCns4bxTBlFCN61vZHBRIHakHc6dcGjKvh1lYJhz8i5n4vgMvtgHxlI8UZPHFUR\nvHJ+gmTBJHO9oohlQAK5kknZkqSL1vR3lSyYaFOLhYOXUqSKFgJIlUzesbmeqN8DuC42pu3w7aPD\n5Eo29SHPtH3n9RbQl8dUVQQh39LHb6Hv8D+AfwP8FYCU8rgQ4u+A6wprIcR9QFBK+agQ4i+FEPdL\nKQ9c9ZSPSSkvXvXz7wP/DjgOPA/cdcL65HCa758ao2/SNek/MZK5qRurAtSFfXzovja2t0ZW7c3w\nTseyHTIli+qAjhCCc+PZ6a54P7k4yeGB+Tu35Uomr16cqAjrW4CUkjd643zr8BCvnZ9g9CYWtItB\nU6A26OVjD3aQK1koAurDPpqiPlqr/DRFfGxrjtAQ8c3bwe52cWY0w4nhJBdjOYorkew7B4riFmMb\nlqQ6qKOrro930bD51pERdFXQEvXzoT1tMwqOVtN98IktDRwZSLG5KTx9jD84Nc6hvgQD8cKK5E1f\ni6aAV9eoCujUBj2EfDp1YS9Swr3tVdPHdXncVtP4XcvrFyf54elxbAfaqgLT3sgFw+LHZyfw6wr9\niRy9k4VlXaxczu13HDCRFA2HugYfFydydNYFuTSZpz7s5dRIBq8m6JnI8/H97Ty2qZ6fXIzj1RQ2\nNoaJ+HQ+uu9Ke/lr3Xt8usovPNDOZM6gvebWNgtLFQz6JvMI4aajwMIKOpdC1nA/IF++siWoq+7i\nDsDt5ThVByAdknkTW0paov4pe063zgLcoubffnrznJ+TL7sWife1V1Mf8uL3qMvSDXKhwjogpXz7\nmgtrvn2UB7kijl8A9gOXhbUEviyEiAO/IaXsB3YB/0pKKYUQWSFEWEqZXeDx3RG83uM2ceiPFzBv\nwjamPqDSVhvCMB2e2NqApoo7ylptPru81YSUkq8dHGI8U2JHa5R3bWukszbAwX53yzWeK/PaxYl5\n3ydTtBhNzrbKqrA8DKeKeDX3O/nbN/r46sFB0kVjRUSiLtxCOluCpgq2NIXZ2hJFSjgfy2LZkl9/\nZz07Wt2COU0Vq3pBNRAv8OKZcU4PZ5ctx3wuArpAUxUMyyHi09A0hfqgl0zZ4ultDTRXBdAUMZ27\n2hD2I6eKFVdrsfb6+tCM7/alczH+8cQwffHljaZeD1XAjpYIXlVhY1OEgmnTEvVxX0c1XXVBHlll\nOyM3oncix0vnJxhIFGiK+sgbFpO5MkcGknz+n84QyxQxHSitwFaKqkBjxOd29FQF9WEvYb9GZ12A\ngmFRG/TyU0+10BjxcmwoTTJv0DuZ57ULk4ykS4R8Gv/15+/Fv4B5OuzTCd+G+pjWar9rnKAqvNGb\nuKWfffVt2JEQ9mlYjmRfZw0H+xOoiiDs9zKSKpIsGjSGfexqi+LVVDprArxyYZL3XWVBKqXklQuT\npIsmmxpD/PDUOBL46XtbWbeMC5aFqq5JIUQ3UwsEIcSHgdF5XlMF9Ez9Ow1sv+p3vyOlTAghHgH+\nH+DDgHqVnV8aqAZmCGshxK8AvwLQ3t7OWmU0XWQya7C5ya2sfvFsDNNy6JvIcXEiP/8bzMHWxhCP\nba4HBMmCQVOV/7b4r1ZwKU95HgMMJV07ooaIj3dvb+LrBwf5ztEYpQWINyGgegEdzCosnhNDaV44\nMw5IXj0f48jgze0QLYT6kE7RdFxx6NdojfrZ0RblnnU1VAc0XjoXw6urxDJlaF2hg1hGbEfSF8/x\nZm98xUS1AkT8Gk1RPztbIvziIx1kijaTuTJvX0qwvSXKhoYQ21oiBDwaX3i5B8txGIgXeKi7dtrl\nY7VzfjzLf3rhPCeH0ysqqgOawHAkckqgKIrC3q5adrZFeWRDHT5dXbXdJG/EaLpEU9TH5sYw7bVB\nuutDfPGVS3z14MB0vvJKURvy8okHO9jWHOEHp8fZ2hSmvSbA6dEsY+mi64ddMvn4/k68hwYZTBTw\nqOq0m0bZdJbde3m5ePlcjHzZZl2ND9ORCHF7j9O0JDUBHctxqA3pNEV9qEIQ8WmcK5kEvRp7O2vo\nmcjRVRvkHw4OkitZ/MOBQR7f3ABAf7zA4X53p3g4WcSaGvvRdOm2COtfB74AbBFCDAOXgI/N85oU\ncDnDPjL1MwBSysTU/18TQnx+6uGr788znn/V674wdRzs3bt3dZ6NNyBdMHmjd5K3LyUIeDReOD2G\nX1f4xxNjnBnN3FRuYndtgN98aiMfvLeNdMFkPFuiqy64areO7xZ8uspjm+q4GMuxt/OKXc/BvgSW\nLRlJLSwK7UgYThRI5g2qV2n0bTWTL1scGUjRGPFOe8Tmy5Zb0JIqcKgvztu9CYxlvptoCtSHvJQs\nB11TeGh9LRdjOUqmjeU4bG2J8O+e3Y5PV4llS9zfmcVyJC3Vq9O152Isx1i6xK62KN8/NcaXXr/E\nqZGV2VBUBAQ9Ki1VfhrCXoZTJVpqAmxvueLd+/7ds1cfTVV+8obNlqYI71vFhbonh9OkC6ZbiOVI\nvn5ggKPzWG7eLJqAaEDDp2u8a2sjEzmDM6Np6sM+NEVwaCBJ0bJ59/amVZ3qcT1Oj6T58dkY/XE3\n5aIl6uXIQIKf9MSWTVSruAGOq+dnMfXf+togP39/B+miSW0wRSxrsKU5wq88tp6/+PFFTFuSLrii\n71MPdtI7mSfs1UgVTb53cpR72qoIrUKXptcuTPDfXnLjopubwhzpT+DVb6+mcIBU0UIiOTGUYSBe\nQFEE1QGdkFdHUwUtVX6e3NqIlJK/fLlnOrh1meqAB4/m7n7t6ahiPFPGkZJNjSFe75kk7NXZeQPX\nlYWyUGEtpZRPCSGCgCKlzAohuuZ5zRvAZ4GvAU8BX7r8CyFEREqZEUJs5oqAPi6EeBA3xzoipVwZ\nj6bbyOVmBCeG0yRyBpP5MoZhUbzJkE99QOcTD3fy3p3uJBIN6NO5ZRVuP3s6atjTMdMDs7s+RP9k\nHsNa2JeuCIEjXNP8PRVhvWh+fM61pxMCPhXyMpgs8MVXe3n7UoJErjxvx9LFogD1ES8fe6CdoEfj\n8ECKqoDObz2xkQOXEvzgzJgbGZHwwplxdrZG6agN8qmHOzEtZ1XY5V1LumDy/PERpITXLsb469f6\nbs6/dgHoKjy+sQ5FVfn4vna+c2xkerxM25kVMDgxlKY/kef+zhqe3dnMRLa8atM/wE2f+eHpcYaS\nBQ71JRjPllYsN10TsKezhpYqH5mSRcSv877dLdQFPbzRm+BrBwfQVIWScaVF+loili3xnaMjnBhO\noymCA30JXjg9TqpoLKtbjw1U+TU0oWDaDlG/TiJvUBP0sKMtikRiOlduJIblFnm+d2cz58ay7Gh1\nhZoQYrrrcUPEx6ZrmsGsJsqWQ8lwCwd/cHKUsRWuN1kI1QGNTNHNpQ77NNeBxZHomkDXBGGvTnVQ\nZzhVpCags6MlSlVAp6vuSpfKaEDnUw91UjTsGU5Kr5yf4NBUJDvi15bcLn6hV9I3gPuklFfnKfwv\nYM/1XiClPCyEKAkhXgWOAQNCiD+QUn4O+IoQoho3teRfTr3k/wa+DPiBP1zk37Em8GoKXlWhbDqM\nZYoUDOemtp49KgQ8GgGfzqemKrYrrA3ua6/mh6fHKS/gxu9VwaMJpIQNqzjXdjVz2XJKFQJVFbx0\nNsZL5ybIlJbHausyVT4Vj6ZS7dd4Ylszm5si7O+qZWtzhPbaAI1RH++7pwVNU+iZyDKUKHJhPMdw\nsshnH+9etd7iBcPiwkSWXMmkb7LAK+diyx7dhyuWZWGPiqaq/No7NrBrXRV+r8bblxJsagzPEtW5\nssWPzo4jpetR/PP72mla5S22PZqCEHB+PEN/orhiqUeaAvd31vKh+1rZ313L906M4tFcm8bRVImx\nTIkNDWFsR/LYpjr8t7iB0HLgURX8HpWaoAfTdjBsh3jeWPZ0GlVAS9THY5sa3G5/QoB0iPg8+HQV\nVXEF87u2NVIyrzQVujaPfi1RH/ZSMBxMx2Eyf/tE9eWdAQcwTIuy5YrGbNHAsNwSxrqAj6hfEvCo\nvHgmxnimTNSv8/jmes6OZbn3miZPIa82w6oUXG0G7le7HI2PbiishRBbcHOjo0KIn7nqVxFcW7wb\ncrXF3hSfm3r8/XM8d4iZDWjWPKPpIs8fG8Gjqfzc3nU8s6OJLyZ7KZTNGX64i6GrxktdJMBEtszO\n1mhFVK8xzo9neflcbEHPbYj4aI76+bm9bZWdiEWQLpo8d3QY25E8u7OZliof9SEvb/XG+Zuf9JIp\nLU84SwAhr8q2lihPbWtgMltmMmuQLpp4VYWwT5tlj/fMjiagia+81U8ss7qjqyXT5g++dZKxdJGx\nVIGxdGlZRXXUq7KhMYxpOXg9KsPJIhG/TlPUP+3Te39nzbQt2bV4NYWQVyNbslb1OIJbZ/HVA4Mc\nHkhimg6xdGlFRLUAArrC7z6zhfs6qtnYGManq/zSI+s5NpSif7JAQ9iDqrjb5u/a1jgdUV1LvHZh\nguePj7K+LshvPrGRzU1hHv38C8sqqnUBQhGEfDof39/J9pYoXXVBIn4d03Y4P56lPuSdLihci+N4\nPS6M5TAdB0dKAroyo6vsrUTipoYpuE4gl0ORmZI93Vl1PFti17pqPJpCfmqrIlMyeai7bsFWmvu6\naqgKeAh6VZqjS0/Hmy9ivRl4H24h4tViOAv88pI//Q7nzGiGg/1JknnXrmZrc4S3e+P0xQs39X5e\nFd67u41ffnQ958ay7F6GXKAKtxbbkeSN+aOlVX6NB7vreM/O5mmXiAoLo2ciRzznRll6J/PsX1/L\nyaEU//LLh+a1MloIXk1QF/Ty7u2NJAtuhCxbNBlOlVw/4okcP+lRqQp62N4S4fWeOMqUC8PB/hS1\nIQ8f3tNGLFNe1RHWoWSBi7Eslybz5Mv2sgrBjho/H7y3jZfPx0C4bZ//zw9sZyxT5r52d5I8Nphi\nPFPiga7aWQvLRN7gQF+Ce9uraAj7Vn1H2ZPDGd7omeT8eI582Vo2AejVBGGvgqqqWJbEqys8vKGO\nzc0RJnJlOmqDvNkb59JknkTeQJlKUfjE/g4M26ExsnrPvxtx2XHp/HiWxqiP7xwZXHRX4ushcCOX\nIb/OumovqqIymi6SK1u8fH6C9+5sZkNDiO0td+7821kXwK+rmLZDTdhDplya/0UrRGuVn3TJpKs2\nwKmRLBJJyKuRyJtIAeuq/UR8Gh11QRrDXp47NsI9bVXoqiCWKVEb8s6w3ZwLIQSbm5YvNeeGwlpK\n+RzwnBDiQSnlG8v2qXcJnbVBsiWLvGFzoC/Oc0eHSdxEQYUmQFHEdBVsVcDDA+trV+CIK6w0XXVB\nQgvoWhXwqHzgnlYeXkO2V6uFrtogh7xJHCnRVcEff+8Mf/Vy75Le06/BPe01bGuJsK7aT3+8QKZk\nMZouk8gbTGTLRP0ePKqCwM2N1xTB8aHUdBX66ZE0hamdquaob1mr0FcCv66RLpjLJqpbIjrJgo2q\nCNprg5i241pP5g2CXp2drVGe2uYK5MlcmRfPujs7RdPmA/fMLFZ88WyMwUQBIeDTD3ehzDNx3m66\n6gIk8iZFY+mi2qsJGkJe3rmlgf54gZ6JHGXLQVUEAY9K0KPzj8dHqQ7oXIzlyZctxjMlBO4umKqw\n5guh26r9nB/Pki0Z/PE/nWZsGUS1X1dwpMS0JLoi8GoKuqpSMBze6k2yvj5IY8RH70TujnfcMh0H\nIQRCCMaTt09UAzjSvWfWBnS8uoLtSKoDOom8iQDOjmU4F8ujqYL7O6oJejR6JvJ89cAgsWyZrrog\nH7z31lotLTTHOi6E+BGL7Lx4t1IybU6NZGiMeHl2ZzN/81ovPTdpTO/XBZsaI9QGPTREfBVBvcYJ\neDVMa/7F1aaGIPsr3/WiGUwUmMiV+eRDHaQLJr/7jWO8dG5ySe/ZVuXnt5/eSH+8yGi6yFfeGiSR\nN9BVgV9X0VRBybTZ3urn3duaKJo2DREvmxvDXIzlpt+nLuRjIFFAVwUBfXUWikkpOTWS5nsnx3jl\n/AQDy+ChrgioDXqoCnrJGUVqAh5KpsWLZ2NIKdndVsUvP7qexqu2YP26Ol29H5nDNi8y1R3Np6vT\n+ZGrkXzZ4rvHRuiZyNEY1uld2qkIgK4oRAMeCobrOOPzqFOttCW2hCODSbya28b7qa2N9JYtmiI+\ndq2Lsq46wIaG1Vs0t1B+84mNJHIl/teh4WXp9BnQQVPd4kSPJqgPe9jaHKGjNsjxoTRVAZ0NDSG8\nmjKdQ30nE8uUiWVLWLbDMnV+XzAKbk71ZSZyBrYjOTqUpmzZOA5kShYeTUyJfwUpJY4jUBTBYKJI\nU8TL4YEksWyZyVx51QrrRXdevJv5zrERBuIFVEWgKpLe+M2Jaq8CGxrC/OLDnTy+qYFsybzlXZcq\nLB+OI/nG4SEuxm8cXfEo8OtPbp53+6rCTGKZEn/31gAeTWEkWeT5Y8NLFtXbmkI8ua2JTNGiyq/T\nN5nDcdyWuUGPzpPbGolnDaqDOiGvxubm8IxCxI2NYT5yv4YiBI0RL/3xAlH/6nXvOTGU5stv9vP6\nxUlG00uPVHlU6KgN8vH9Hbx6YYJ82V10aKpCxCewJfzGExvYds22etCr8fEHOkgUDDrmuOc9ubWR\nDQ0h6sJefKu48O70aIYfnRnnzGiGodTyRP6EcLu62lIicQubNzWGuTjhLuLiOYOtzWHWVQf4wL2t\nDKeKaIpYs2kf15IrW/z5j87zzWUS1V5NEPS5HTwt26Eq4OGdmxv47GPdeHSFk0Mp1tUEaK2+e+be\nSxN5UgVjxYprr4ci3Lbi2BIHdy4EgcBtrOU4bt511K9TG/KiKQrv2dXIi2cmaY76qAl4mMwZIASG\n5ZAqGDTfhnS7ley8uKpI5g1evThJbdDDQ921K1b099K5GN8/Mcr5iRz5kkmisPhhqgvqbG+Jcm9H\nNU9va2RzUwRVEau+QKfCjcmWLXquimBejw0NodtyM1jL5MsWf//2AIcHkoS8Gn/14wuUbqLe5nIV\nuhCwsy1CfcjPwT6329jmxhB5wybo1WipCvDBe1v50J42knmDQ/1J2mr8c7p7tFyV/9tZtzQbp5Xm\nzUtxzo+lGVmCqL48fj5NEPJpNEZ8/OTCJMPJEgGvyu+9ZzP5ss03Dg3TVR+kq27ubfUb2Yeqyuru\nSnmZN3sm+fG5GNYSa7/CXgXLkShCoSrg4b6OamqCXtS06xD1+OZ6fvHhLg73J6eirgp7p6w+V3v+\n+WIYTBT45uEhvnN0ZMmFtIEpQe33qLxnexP71tdysD/JA101PLaxfjq9aH/33ZeOd2E8teRzdrHU\n+lVypqQupJMv2+RLFm01fiQKmaLBzpYohwdT2FKye101nXVBNEXg1XTubXc97nOGTXXAg64KBpMF\nEnmDgZusaVsKK9l5cVXxRm+cnliOHqCjNkDbCq0+h5JFSpbNSLK46Fw6VcD9ndV8dF8779/Vgqoq\nnBpJ87dv9rOpMcyD3ZXUgLVMxKdRMOdPA5HA1w8O8dimevZ0VM/7/LuNvsk8r1yYoLXKzxNbGhBC\nkMgbOBKao16+e2x00deeBnQ3htjYGOLlcxNIKRlOlpjIGhQMt93zyZEsqgLNVX7+xaPrp90qqoMe\nntq2sOrz1Y4iBMYSw4CqAs0RHx21Qc6MZTg1nCHoVakLe/HrKj5dY09HLQ9116Eq4o5zNvr/2bvv\n+Mqu8tD7v7X36U3nSDrqfUYzmu4p9rgbDMbGBoNDMzEBQgjwpnKT9+Ymb+5NSLkJEEJuAoSE3BAI\nhF4MprpiY3tcpveqMurlSKf3vdf7x9FoRiPNSBrpjNr6fj7zGeno6Jx1tnZZe61nPY9hSh4/NsBI\nIsv+rvl1UGwCshISWROrJvC5dO5uq+BjD27i1Y5R/v6J0wDs7RxjZ2PpitkPr6Q3nKI7lGAgmrmm\n3xcUkgDYrRZsFo26gBOrrrGrOcDrNlTOOovESne4tzjFn66moczFWMqg1u8kZxjE0gZVJQ7CqRxO\nq0aJ08qGah/ZvMnta8t507YaBLCva4znTg9T6bPzazevpX0kSV3Awb6uMay6Nm0oWbHNp/Lie4rW\nqiKo8No5NRDDPv4HKpYyl4VXO0bndGG3CVhb5aGyxMk/vPMG/K6LI9N7zoWIpfO81B5iV1NAVVRc\nxl46F+L7+3uu+hwBEzMT4eTiJ+VfDJFUju/u6yFvmrz1hqmxca90jBKKZwnFs9xQ76fMY6fW76TO\nb+efnz4z62PPpoNNFzitVprKXYRTOU70R0nnx+cbMbBoghKnhZZgYRbh/GgSr6NQfGClOdEf4Qf7\nuzk5OPOsynTctkJMtBCCsVSO3HC8EA4noD7gorXKy7Y6PxuqCqn0lmP57NnoGIkXypMbJi+fG57z\n7wvAY9MQmiCbN9CMwmOFBexOwqnCzbnDplNV4iCRydNYtjrCFBpKXfzk6NzH9DQBSNA0KB8PiWkM\nuMlLSWOZi8QipZNbqspdOufHivPal8ZQ23XIjO/fo8k8w7EMEtjVGKBnLEVrhYfTQ3GiwLpKLzar\nTipnsKmmZCJUsj+anii2k86b3NRcGPD4yF1reLE9xGvWBYvzQa5iVh1rKWU7MKnyYnGbtfB2NZXS\nUOrCbbfgti/8wqGReIa/euwIPzg0OKffCzgtfOLt29hSV0KZ2z4lOXlL0M2h7ggNpS7VqV5GjvZG\n6AolubEpQMX4ibwjlCCRuXqvz6pDXcDFphrfql282BVKEBnvPJyZJnSmJeimN5yi3GufGI34zr5u\n/vR7R5ltEbtSl84H71jLO3fVYbXofOKnJ9jTHmIskcOuC5w2C0GPDV3XqC5x8vaddVSWOOgYTrC9\nIYBzFpldlpMXzo7wpRfaOdI/9061oPA3uXt9kB8c6iOeMfA5CqWBz4/HlL97dyNv2lq95LN3zNdg\nNM2PDvdzsDvMKx0hcnPsrzksGvduruSXZ0YKo6sWnWzOwG7TubEpgBAad7SWI4RgY7WPt+2owzDl\nqsgelDNM/u+zZ0jO8iC/0IFzWgvHczSVx6oLav0OdE1HCMFr1pbTXO5md/PqPNde7tXOUUZiGc6F\n5r9o+UouPyQuhI4NxTLkDclQNE19wEFdoNBfi6TyuG0W8lJOhNX1RlKsrSyEgrWUu2kfjuNzWCm/\npHLt7payRUv2MKsephDCD7wXaAIsF6bupJS/V7SWFUHFAi/eME3J2eE4PaNJ/v6JUxzrm/39hgZ4\nHTq3rCnjDZuqrvi8u9squbmlbFlWxlqtTCl58sSFinA5Hr6pAYDb15ZPOalczmWzcFPz1feJla6p\n3E3AZSVvSlorp8bR7moqZVNNCXaLhqYJTFPy6cdPzrpTXeG18bq2SmKZPCf6Y9T4nWQNE7/Tiikl\nOxuCOKwWdjUGuHdTJUITE+We28ZHW1eajpEEJwfmNl5i1wuhI16nlVKXjXs2VRLP5PHYLdQGXCSy\nBg9sqeaNm6uwWlbH+atnLImUhQIVc+1UQ6FiYu9YihKHFZdVJ1ji4JbmUt60rZYav4NUzpi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1JuapqYNuPHSjXbDqxTSvmUEEJIKbuAjwkhfkmhsz0tKeV+IUR6/HmHgPNCiD+VUv5v4DNAFHhG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\nXQjho1Z+I4RYBdwb63QLQKFq8sZwkqaAm9WtQb59aJKqYZGrGBwYldjSJ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ZEAACAASURB\nVEY3y5b8fz89y+6uGNUBF3cvrUHTNCw5vdNw/4oG1rc4ah9V/vlZF3ct2qv9nBnNkC4YfPvAINVB\np47a79YIeW2WhTwUDIuCbnG4P8lUTckiXpUHVtbz+UdXseQWllqMZ0qYN9Csmsjp5HWTF0+M4nWp\nsypmX2Fm6PzC89f8e89/f/wWHcnMkS2ZHOyN8ycvnWU8O/VJ7Bfes5Kf39JGwKst6CzftSiZFudG\ns/zu945zZjRLwZj6+VQFPLymnj94/wbqpuiUGPa65l1jdGvUx4E+QV3QQ9CjYds2f/rSOYaTOfb0\npKa17Wq/i4fX1PPv37P6Mrm1tc1V/LefW48tWTCrw9dif2+C40MppISAWyU3A6ZPN0NZRQ+3CheG\nS1URuABpS6r8Hjpq/WhC8MSmZtprknRUBxhKOQWWffE8v/kPhzk2mOLupTX84Qc23tLjn6073L8H\nXhZCdOGcow7gU7O0rznBkxubyRRNQl7nlGZLJt0TOYaSeY4M6Lx1boLMNMwTBBDxa3x8R+fMHPAc\nZX1LFR01fr6xp4+XTo3h1hSe2tRMwKNiS9jcFuHPXjnH8aFrm6tci/ZqL09tbuVfP7LiluvgpgoG\nYd/1VxjUi5q4tEVwI68w9+ieyPKZv9tPbyw7LV3l//bUOj5+T+eMHdd8xLRsvrGnj9fOjHFoIElp\nikoqXk3QFPGxvbOa33psNTWzWLo2F+msDfDp+5agKgLTlvzxi6fZ2xNnMDm1ckCnRlcl6HPx7jWN\nfPbhZVe1dBdCoC6SW3HRsHCpAikhNo0V9qmicMH6XBD2qZRMm5aoj9FMCVtKbFvy6ulxFAH3r6zl\n0/ctBeD7R4Z4/ewEaxqCvHFuAtOyefHkKH94i49/tgxifiqEWAGswrl2T0kpF7SluaKISzLIYa/G\nw6vr2d01gaqIaTmSLa/z87lHVvDwqgaC87R7+2YIejSq/C5CXg2rbGm8tC7I++9o4VB/ksF4dkrb\ndSvOl3B9S5QVDcHbYi6xsj4I8tqzfxX47cfW0FkbxONSKs2LFW45/fE8X/zRGXomskw1WVXrV3l4\nXROPbZyfjXEzScm0OTWSZn9vYspB9aNr6vmjD9+BYdp4Xeq81/KeKgGPxnCqwA+PjrCvN8nwFIPq\nsFelrTpAW9TPto4IyxtC7OtJcO+y2gW5GnwzPLGxiWf39lMybTJTXRa+SdyqY3fuVgSa6mhZRwNu\ndiyt4cxolvdtaODre/qxbIktQTcd58XeiTw/Oj5CbdBNPKeztimMlJKagPP/xttQcjaba3Jbgc7y\nPjYJIZBS/t0s7u+Wc240w/ePDlMXcpoJPZpK0bD4x339xLI6T2xs5N5l1Xzn0MiU9xH1aTy5qYWn\nNrfO4JHPHYqGdYmu6snhFD84OsrxoRS2lNSGPHg0heePDPFPe/s50J+cUg2dKuB3n17HhrYoY5kS\n2zpuzvBlJpBS8uevdXF44NpLllG/o6V5tW7mxYAsC5kuZOm1uYph2Xzxx6c5NpSaUlDdGHLxsbs7\n+bWHlk9bWWehkMjr7O9LTCnBIoCHVtXyZx/f6pzPxZWkviLPHRjkW/v66Yrlb/q1AljRECDocfHw\n6no+dW8nyYLJs3v7J5/zvnmqkjJTvHF2nPGsji2nqwR+49zZEaEnUWRTaxWH+pNMZHWiPhd7uhOA\n5JUzE1QHPFi2ZHldkJxuoSqCZMEgNZQGnLKVw/1JltcH+eNn7mBXd4wHZ1BG70aZLbm9vweWAYd4\np7ZaAgsmsNZNm6+83kVPLEfE56It6ueBlXWMpIocH0pzfCjJ377ZTXKK2qSqAI+m8Oi6RjwLSND/\nYr57eIgzIxmq/BrvXtvIscE0zx8ZomBY5HWL1Y0hVjWGeOnkKG+ei01Z7N/nUljZEGJDW5R1zVWs\nm9F3ceOkiyaHB5LXVQTxe92LOkudyhv84/5+DEvy/jsq+t23mr54nsFknr6bDFpUATuW1vA3n7oT\nl1YJqC8wkS3xpy+d4ezo9bXrr0R7jY+7l9aQKhjzSsFjNtnXE5tSUL2uKcR/e3odQlForfZTWz6f\nluQdlZQFJAYwVX58fJTSdOygp0DXRB5TCrrG81g2RHxu8rqFIhyjGK+msrapCtOyuX9FLVs7q3Fr\nAk0R/ODYCCGvi0CNn/UtYVRF0FkXYF3r5Qptt4LZylhvA9ZKeQunO7eYRF7H51LJlyxyRYu3u+Ms\nqQ3QHPFh2pLTQxn0Kb77T+5o54kNTeQNG920WXMFcf/5jmVLzo9l6YvnifeXyBZNCoZNfdhL13iW\n1qif/liOXedjnB/PTimo7qj28iv3LyWvO+5Mtzv3GfJorGsM8dOTY1d9jipgSY0fv3txNngB9MZz\nZMoT0vPjUyv7qTB1GsJezo1mbmplyK0KHt/YxK8/tLwSVF/EyeE0f/Hqeb5zaOimXhdwCYSi4Her\nbGypIq/b7OqK8cTG5lk60vlDrmRybODmDUuqfBr/80ObJtU+LibsdfHJHR1k5plKymxRE7r1k4tM\nyURTVRI5nSW1frpjeR5YWc+2zgjHB9N85sGlHOpPUTRs7ltRN9kE/cKRIaoDzsp2Y9hHrmTREvHh\nu40JydkavY8BjcDwLG3/pskUDXZ3xakOuNk6zTKAsUyRA70JWqO+slOQ8/jpkRR//uo53jwzMqWg\nOuhWeWh1PV94bM2CDaxSBYM9XTFqQx7uWlrNSLpIq9uPEIIt7REGEgWe3NTMqZEU/+m5gSkF1Cvr\n/PynJ9exuS1K2Ofir9/oRhGCF0+MsbIhdNuWp8ezJY70J675HI8muOM2lKnMJZbWBTk8kMK07IqG\n9y2mP57ne4cHSRRuvGRhaa2P965t4uktLSyfJfmq+Yhh2fz2Px3m0ED6pl63rM7Po2sb+cj2dtIl\nkzfPTVDQLZquoUu9WLBsyc7/+RJjuRsfGQIuwYrGMA+urLtmkirkdRGaZyops8WxgeQt32fU72Ii\na1Af8uD3aDRHvJiWxcunJ4jnSuzuivP4FSaWYZ+bKp8Llyp4cFUdj65twKMpKLex6X9GozchxPdw\nSj5CwAkhxNvAZNOilPKpmdzfzfDmuQlODjtKEk1V3inPSlN5g796vRtbSlQh+MCWFnomcnxtTx9/\n8co5puL74tPgnuX13NEe4bENTQs2qAZ47uAAe7ri1Ic8fHbncn7v6fUcHUxSHfCQK5kkCwYvnxzm\nT1/pvultr2oI8P47WtjaWcPenjiWhJ2r6qkNukkXDKoDrlsmlfS9w0P0xnI8uLKeDeXlqJ+eHOW1\nc/Frvs6jqY5w5yIm6NH4xN0dt/swFg1FwyKe0wl6VP7wByd44ejoDb2us9rL8597gLxhoypiQenp\nTxUpJceH0pRMC0XKmw6qV9QFuGtpDQ+vrqejXA7m1JOak2ULi5kPfPk1xm5C9rEhqHFHRy0fu7ud\n+1fc+lrb+YhtS7onpm8HfyN4NSiazkptIm9i2tKxjPe5cKkqvfECZtmJcXdXjJDXRcl0SkEu9Gbd\nu7yGlqiPKp+Lqjki7jDTEdxL5W0e5B0t7znBBb1OlyoITCNw/e6RIfpiOWI5HZ9LYTiR5+3uGCNT\n0HgNuaE5EuC9G5r52N3tV5X5WSgMJp1O7v5EnuqAh5Jp49YUtnZUk8yX+PffPMC+mxyIADqrfXzy\nnk52rm6gs8bPV17romTYHOpL8sCKOp7Y2MxIukht0H1LmuEsW3JuzClhODyQnAyscyXzmsvrAsdG\nfWUlS1vhFqGbNv9ndy+ZoklfPHtDQbUKfOr+Tn5hWzuZksX3jwzhd2u8/46WRatUcYETw2leODrM\nW+cmOHSdJuULKICmQnXAzWceXMpTm1ucCXYZn3vxKoBczO9+5zCHBm6sNGxFXYCVjSEmsjqmbVey\n/TdAQbf4r989xkiqOKtOi27hNN4pAt5/RysnhjOsbAjy8qkxdMuZpH/07jaODGR4z7p6/vdbfQyn\nCiytDbC/11nx9btV7i0bIQkhbqkXxY0w04F1C3AP8B+Aw8BbwJvALinltVN1s8yOZTU0R8qzmhuQ\n0inoFoZtky9ZvHFuHCEE9y6rZTCe51B/AtuSjE3B9U8FVjQGeXpTC49vbKI+7EUILrmRLhSKusmP\nToziUgUPrapnJFVwGhFsSU43+fOXzxLLl9h7Pka8ePNfZRV438ZG2qoDNFX5Jr9c65qr2NcbZ3Vj\neDJD3XIL6+ZURbC0LkBfLM/GclA9kiry6umr11YD1AbdvGttPTtXNdyKw6xQgaJpkSmaTGSKPHfw\n+pV7G5pD/OUv3TkpYfXSqVEyRbMcmOcXfemOQLCvO3bDQfUX3ruKd69r5Nl9/bREfLz/jtaKkspF\npPIGHk3wpZfP8tVdA9d9virg8+9ayb96ZAWnRzIcHkiwvrmK5fWL+7q8EQ71J3nh6DClGzAwmw5h\nvwtFCNwuhcc3NvPzW1Raoz4My+ZAX5IVdUGe3NjK05sF45kSy+oCLKn143GpKEULW0qi/rm9Ojaj\ngbWU8t8BCCHcOA2M9wC/DPylECIppVw7k/u7GYQQN6S0kCuZHB1MsbsrRtGwSBcMzo/nqA95GErm\n+cd93cTyU1uq37mymq9+6u4FKSFmWjbnx3PUBt3UBD1IKfnyK+fZ0x2nLuRkp39wdJiJbJGCYZHT\nTb6+9/o3yiuxqSVINOhhVUMVY5kiLlWhJfpO4HzfilruXV5zW8/z05svVbM4O5bhcN/V55YPr65j\nS3uUz9y/FPcCVYFZ7MxFZ8aw18X2JVE+/ldvX/N5ITf84Qc2s7Wz+hJd2BX1IU4OZ/C7ncFxsXOw\nL8bbvdevT20IuXjl3z2Mr9yA9YXH1sz2oc07jgwk+enJMcZSeb6xb/Caz/WpsKwxxPrmKj56V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mbpygV5vU5mytvjzLXx9yzm/Iq+GbYdeuKp+LhvJnFfG7qF3kS2uLEY+mUB92Pve2Kdj+KoqY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CqGzVv9aZ7vmaA3WVjy+hqYKaCN+Aj5NTyqgk9T6Bkv8Mt7unl8QyMS+NR97Zd197gSH9rW\nwumJIh2JwLLPVgO0xPx01gWp1Ez0W5CwDnsVKqZDIuAhP2Odmysbc810pBQ0hH1oiiAa8jGYKmN4\nNV7rnaZmORwdztEa81OuWXQlLi+92doWo2LYOFKysyuxpBbFCy1e/KoQ4iDwftx75S9IKU8t2ahu\nE6aLrr3b1tYo3TNtMhUF8lWTo8PZOZH8UvLY+jp+433r2NEZJ3aZhiUBr8qaxqVxsLjRlGsW47kq\nnXVB/B6VfefTvHRqCttxqJgOmiJmOly5s2mpbqFBj6Ax4ueLD3SxqTVKtmLy1KbGiyZWPOhd8iP7\nHR1xSlWTP6f/mo9tjvrZ0BxBN23Gc9WVwHqevN2XZqqgL4n20qPA/d11fHhbM6+dTVGzHL6wu5NP\n3NsOuJ6vYb9G+D3Z6Ijfc1GR4u3Eyf+fvfeOkuu67zw/94XKVd1V1bkbHdDIiQQJgAEgKZKiRImS\nZUlWXEuWLNk+9uysZ2ePd2Y83jNnZ3Z27T1rjyUH2Z6xnJStZImiJEoMYiZyBhroRudYXTm/dPeP\nV2gARAa6wW6gP+fwHHal9+qi3n2/+7u/3/c7nmV8njSAtVrWybIlAa/G++9q5/MPr0RVBE9taeOF\nkzO0R/1saq9HVQQb2nQawh68qkpdYDmwXuYchapFxbQ4NT2/QbVXBYQCUtIZC7CmJUxDyIuuKliO\nQ3c8wMunZ/FoCk9ubLmuoBpcacilNBd8b/8of/nC6XkTWbheKqaDI92S2rMShKpyTt+6bNquxXmt\n36qlzkd9wEPEp9GfKBIN6Egp8erKZTPWqiK4f+XCNI7faPNiLzAgpTwuhHgH8E4hxMT5dde3O4Wq\nxR/9uI/RdImmiJd3b2whFvSwvStGfUDDMO15y/Zsagvj96jUBzx88eP38Er/LF95Y5j7emJX7TZe\nrEgp+eaeUbJlk/Z6Px/Z1sHrZ5LEgx4mcxXiQQ9jqSKW48zbVp8m4N0bm1nVHGF7T5RdqxoB12Xq\nB4fGmcxWeHxd81wn93yTr5j88MjEVV+nAB+4ux1VFXg1lVVNS2OhNJ9M5ypYjrwh849i1eLUVPam\ng2qfCp97aCXv2dxCa12AeMjLfSsbyJVdqacvvTjAuzc2L5mF7LViWTZff3Pkpj9HAbZ21fOff2kj\npuXw3QPj6JrAkZKvvDHMB+9pZ1N73SX7QOZTiWeZ24fmiA8BNUWI+UFXoCHsw7Ld+SIS0NFVhV97\nsJvmiI+ZfBXDsnnmyBQAB0czvGtjy7wdfzHy9OEpboEQyCURMBcMV00HVVWQjoOuaeiqq2OtKAKP\nKhACTk7mGM9W3Cb1HR1ULRshdDyaQtiro6u3vvzmRktBvgNsE0KsAv4H8EPga8B75+vE5puKaXNw\nNEMs6GHNTdaspooGL51KkCy6GemZXJW9QylmchV++5/2zat7W0/Mz5d+dRsRn07Qq+JIOFpTzTg4\nmllygXWharFnKEVD0DNX45SvWgghWNUU4vR0gXs76/nTn59iOj9/ZTQasHNVA3/68a3o2oVbccli\nlaFZt2778FhmwQLrU9MF+q6hvjoe1HlsfRMtS8SJb74ZTZX4zv4xpHS3UK+Vimnzl8/388UX+m/4\n2I1BnYrlYNoOHdEAAa9Oe31wro5yfWuEsXSJ1waSABydyN02gbWUkjfPpPjXX9tH4iZ0gAVusFIX\n8FCq2rTU+YmHvNzdFePV/ll2D6aoWAZDs8Vl+bxlrouRZJG//sWNX9/g1mfX+zWEgHzFxqMpeFXB\ng72NHBjJYNuSOr+OpigEvRo9Xo1C1SLs0ygZ9m1zvV+J8dTCyWpejsawTqpgUufTKBg2pu1mnDVV\nwbQFnTE/ZdOHYTt89N4OnjkyiUdTUGqZ7JJhsWc4Q6FiUaxaPLmxldMzBbZ23vo55kYDa0dKaQkh\nPgR8QUr5Z0KIA/N5YvPNy6dn5wLS+vv0m2qI+f6BccYzZQoVi0S+jGFJDo6k561zfmNrkKrtdrs+\ntqGZZNG4oBFxfavb3LPUFD+klPzdq4MMzBToiPp5bF0T+4fT7B5M0jeZJejTePXUDMOzZarzMJRB\nD2xqq2cqW6UzHnTH8BLNI7GAh46on6lsZd7GtGRYc3bLSq1zZTBR4NA16Fevbo7csUE1uLrTZ7cg\nc+WLAzzTdhhIFIgFPBybzFExbO7rifGb/7CbvaM3phAQ0AX/2xPr8OgKL/bN4NVVuuJBDMthOFW6\noEGpKeyjpc5HslBlQ+vSbywdmi1ydCLLqck8X3m9n9QNVoA0hnQ8qsL77mrnwEiaqVwFRRGcmMyx\na7W7O7S6KcTR8Sy6qiw7iS5zzYymSjx9eJw/+smpG/6MkC7ojIfx6sItSdrSRn+iwJGxLPGghzUt\nYVY3h0kXTVbEAjTXnetRCnk1fn1nD5Yjb2uFmj1DKWbzVYbS828FfykUwZyEXtW0UARYjiQe9FA0\nbFrrvPg9OvmKyaNrm/nUA90YtkNj2Mtnd/WgCMGLfdP85YsDNIV9rG4McbqmR/3I2kbes7nlbWkY\nvdHA2hRCfAL4NPD+2mOLuhhOq20HKEJcs4OQKzdz4WtnchX2DacZSRUZni2Qm6c6BRVY2xrmkTWN\nTGYr7hZUrkJvY/iiUoAnN7Xy5KZ5OeyCc/4Y9s8UGJgpMJl1b7jNER/PHp/hzGyB2Xls8lQF+DRB\nS12Ar37+AY5MZNk7lGZNS/iSzWOaqvCRbSvm7fhSwtfeHCFfsdjYFpnbNjwwmr7qexsCGp97qGfe\nzmUpsq4lQrZkYtgOWzsvrkv82bFp9g6nMGyHiE9nYCbPb391/3UfRwGiAR1bwoa2CB/ZvoKIX+dj\n2zspVi2ePjyBqigXXX8eTeETi8ByeD4oGRY/ODTBS30z7BvJ3HAfQ3fcz/09DaxsCvHE+iYeWt3A\n3782TEPoQqOnpoiP33qkd35OfpnbnrP3jx8enuD/vYmg2q/BXZ1R2qMBDMuhzq9z/8o4T21p5Rd9\nCRrCXu7riV0xCFMUgWeB3QffTiYyZf7u1UFKt7AGRFPAtN18l1mrmTcdydbOOqZyBnevqMenq5QN\ni1XNoQt6Ls7eyx9f38LOVY3oqsKeoRRCCDpjAQIe9W1TYbnRwPqzuLbm/1VKOSiE6AG+Mn+nNf88\ntKqBxpCXaNBDPHR5tYyKaTMwU+CHhycoGzarW0LsGUyTKRl0RAMcHU1xaGJ+lCkUwKcL7umM8gfv\n34giBOmiQdinMZ2rsrWzfslo3jqOZDTtZvYitcaOb+8b4+nDE8SDHp7a0sreoRT7R9KkiwbDswWe\nOzZFdp50CKMBjV29jbRFfRwey1I2bR5YGUdVBVs7o5cM0BYKiSRfKwdKFt0FQ7JQ5Y2BxBXfFwvo\nfGTHCh5f37zg57iYURXBg1ew935tYJYX+2YomzbJGyhZqPcKVjZHWNdSR13NZvgj21bMLbg9moJH\n8/CpB7pv9CssGaSEnx2fuiYn0EuxviVEa52Pda11fOiedlY1uRn8nsbQXJZ6mbefpWh5PpAo8Ncv\n9tM3nefQ2I39PuMBlYaQj3jIR9in8cSGFp7YcOH8+r672ubjdJc8mZLBiyenqS6A0sr5aICFW76x\ntTPKQKJIb2OQYtVmJFWiIeThTz66lfFshaawlz/+aR/T+SqqEHz1zWEqpsP772q9oA/jrNLK/Svj\n3LsIzKRuVBXkOPC/nPf3IPCH83VSC4GmKlfd5jdth79/bZCj41n2DaWpWDaeo4J81b5mp7xroSWs\nsa6ljn/77rW01QdouESgv2GJXeu/OJ3g4EgGn67ymQe7URR46dQM+bLByckcL56cJlWy5jJi+XkK\nqP2a4KE1jfQ0hHhkTSMP9MYpGTZnEkU6Y4G3ZcWqCME71zcznCqyozuG7Uj++qUzDKWurBIT8mm8\nY03TLTrLpctEtsTYdSpW6AK64wF+57FVrG6OzM0FVcvGoypLRl92vvmTnx6/7qBaABtbw/zek2uo\nD/h4/uQMqiKomye992WWATg0muEHB8ep3MCtot6v8ciaRv7de9ZTNW2m81XWNYepX1ZXuizf2z9C\naR6bQi9HxK+SqdgIYG1zhPt64gS8GoWKyeBskbZ6Px5NpbcxxJlEgVMzBWxH8rMT03POiicm85dt\ncH67g2q4zsBaCPEtKeVHhRBHuIT6mZRyy7yd2S3AsBz+5eA46aLB4xua+N7+cb61d4SZ/I037lwO\nBXigN8aTm1o5M1vksbVNbOlYOvI74DZtvnEmyeBske54kPdsapmrH86UDEBSMW3GUkX+j+8d5o3h\nq7sLXi8asL0nStG0aQn7ePemFlrqfIS8OnetcJsUgl6NzR1vb/15ZyyAV1eIBj3sHU7xldfOXPH1\nPXE/v/fkOu5bIPmf24W+ySzPn5y95terwPrWEJ+8v5sdPfGLyjq82uLXlF0ovvjsCf72tdFreq0A\nVjUG6IqHWNsaQRGwfyTHY+t8fPK+TryasmR215ZZGvzhvxy6rqBaBUI+lVjIS0d9gIawF5+u0lbv\np+cyDYdSSgZniwS9Gs13qBHRf/zuYV46nSCdW7i66oAmMGrF1E0RH3UB8GiCoFdDCEHZsHnn+mbO\nzBZZ2xKeiyuCXo2WiI+iYdVEBQRVy2b1IlfKut6MdV4IsRO3rvqGljZCiP8GbAP2Syl/97zHNwF/\nhTuH/7aU8vCNfP7lcBzJWKZEqmBweDzFyydnyVUN9o3ksBz4v398cj4PB0C9T6U7HiBv2KxpCvPZ\nXT3s6FmagVPVsvnGnhH2DKYoGjaTTWVUIfn5sQkSRYtDoykyFfcn8YXnTs/rsTXhOrWtbAjy+IYW\npIQdPbE5x8nFhpTwtd0jVEyb9qifL/7sBFcy/fOp8Ikdnbx38xLbpriF2I5k139+hslrnPvrvCq/\n8chKPv9QLx5VmZuol3H5u5dO8CfPX3mxd5aADp9+YCVeXcVyHB5d08jL/e7iRleViwKS09N5JK4R\nzBtnkswWquxa1bAceC9zTdiOpPf3n7mm12rAw2sb+ci2Du7qqCfo1Tk4lmH/cJqQVyPgufLCed9w\nmpdPzyKEOwffKcF1qWqxfySFX1P46u5rW1xfL5qArniQsmGxpiXMwVFXjfnRdU0EPDrxkJd3rm9i\n/0iatno/WzrqufstJZvNER8f39FJIl/lwd440aDnkr1vi43rDawPA/8f0Ap8E/i6lPLgtb5ZCHEP\nEJRSPiSE+JIQYruUck/t6f8CfAJwgL8EPnC1zzs+kcOjCVY1hSlWLQ6OZhBIvvzKEAOJPH5d4eRU\nkVtlHBTU4OE1TWzuqGPXmibWNod5pX+WV/tniQY8dMYWbxe8I+HASJr2qH9ui+X4RJa/fWWQF0/O\nkKmY2OcN5O7BFF+ZB63bSxH3C9rjIaIBD//q0VWcnikyk6vSFQ+woydGrmyxboEk8eYDicSwHPYN\nJfnCc6krvvbutiCPbmjls7tW3qKzW5pc6422N+5l+8pG/LrG5o7oknA5u9XM5Er8n89cOagOKrC+\nI0Is6OV3Hl1NumxycCRDY8jLXZ31REPuDe5sTfVZTk7l+HFN73eqs8K+kXMNu+/bsrxwXObqXMu1\nrgDRoM7//uRaHl3bfIHK18OrG1jTHKLe77nq9V+sNepJyS1t2ruVHBnLEvFrBDwauwdTdET9/MqX\nXp13V9WzBD0qVctmXUuEf/+edWRKBl0NQf725UEAPnzvigvmjSc3tV7x83b0XCgpvNiDarjOwFpK\n+QXgC0KILuDjwN8JIXzA14FvSCmv1rb7APDz2v//HLgfOBtYx6SUowBCiKvu45cMm58ecyfwX7pb\ncGwix8BMgdfPJDk5maVk2HP2l/NNnReagzqqrrG1q4FPP9BNxbRYEQ2gaeoFjoiPr29mW3cMRXDd\nbk23klzZ4MW+BB5N4fMP9WDZkr9/bZifH58ieyNFbteAANY2emmLhnhyUys9jSHSJZO7V9TjIGkM\n+VAVwb1dcZLFKvGg120wW+QVNIoQrG0J8WfPXfly+NSODv7Lh+66RWe1dJktXLk2PeKB339qAw+t\nbaa9PkDVssmVLRrDl29SvpOZzptc7lYW86t8ZtdKfuXeDtrqz0l8SinZ1FZHxO/aPPdeZmvdOk9y\n1KMLvLpC1XQu2UeyzOJhsTQ3zuQrXKlC9ol1cd5/9wrWNIVorfdTd4ldECHEXC3u1bivFrSFvBo9\nDYs38XWjFKoWPz8xjRDud8xXLE5N5+clqP7ixzbx6kCGp7a4JaFPHxznI/d2MpwqcXIqz4fv6WDt\neYpAv/fkOoAbMv1aatxo8+Iw8EfAHwkhtgJfBv4TbpnTlaiHOT/nLLDxvOcUIUQb8DRwtxBCk1Je\nsIEuhPhN4DcBWto75h63HYmnJqfXENTxaipl00Egr7tepc4LZRO6Yh7WtNbTWhdg56o4O7rdAvui\nYRO8ThmXS1mPLzbOjpPjSKR0lRliQR2fppDlxgJrDVjX7Na3tcfCPL6uke0rG3AcScm0L7KAvhyq\nIpacE1tnLEhdQL+kaoUX+Pw7evm1B7tv+XktRXRVcKmuh7/45N28Y20zXk25wI7eq6k0hpcz1dfD\nb+3q5n999zoUIS6p0yuEuKaFysa2CJYjkVJyV0c9m9rryVfMaw50lrmz8WrKRde6AF79d++gLTr/\nga9PV3lkzW2sXlO7sUsJEb9OvmJdtTzmrfzOw13805tjeFTBlz+zg1cHZlndFOaJjS380tauudft\nWuU23t97mXLXOyGgPouQN2AGL4TQgSdxs9aPA7/ALQv5/lXe96+AhJTyWzVzmQ4p5Rdrz/0CeDfg\nBwaBhrcG1ufT0NAgu7u7r/vcb3dsKcmVTBBuQK9c4wJgaGiI5fE8R75iYtiSsFe7bkOAmxlLiWuK\nYjuSiF9HW64NviN/m8WqRcV0CHhV/PNczrKYxrNs2JQMG79HIeC5UfXXt4/FNJZXYqnMK0tlPJcK\nt8N45sompiMJ+zQ8b7Pix759+6SU8qoncb2qIE/g1kE/BewGvgH8ppTyWv0vXwd+C/gW8E7g7897\nLgU04NZYX9UTvLu7m717917zud8pvD6Q5I0zrt3yo+uauHvFtdl5btu2bXk8ayQLVf7x9WHAXWV/\ndPv1mcfczFj2zxT44aEJgAvMZe5k7ijwry0AACAASURBVLTfpmU7/Nnzrm1zyKvxGw/Pb/39YhrP\nL704QMW0EQJ+9/HVS6J+8nwW01heiYFEgR8cdOeVDW0R3r1I55WlMp5LhaU+nhOZMt/c4zZXrmwM\n8oG729/W8xFCXJMT2fWG/7+PGxyvl1K+X0r51esIqpFS7gcqQoiXcQPoESHEf6w9/Z9wA/V/BoYu\n9X4hxG8KIfYKIfYmElc227hT6YwH0FW3tvFO2nqZTyJ+nYbatvfKxltbd+dKB2ooQtyWNX/LXB1N\nVeiKu/XNt/r3d6s5+/16GoJLLqheSjRHlueVZZYesaCH+oCOECyp3+31Ni8+erMHPF9ir8Z/rT1+\nGNgFIIR48TLv/RvgbwC2bdu28ErmS5D2ej+/8fBKBJeulVzm6uiqwid3dFK17Fu+PR3yanx2ZzeW\nI5cVLe5gPri1nZJhE7zGPoSlyrs2NLNrVcN1130uc33cafPKYmnGXObm8Okqn36gG8Ny8C+hOeL2\nnrXvUO5k04v5QlXE21bzqakKy/+EdzZCiNs+qIY753suBpbnlWWWIqoillRQDddfCrKgCCF0IcTP\ngbuAnwoh7nu7z2kpUrVshpNFqtbtqcv5djGTqzCTXzh3qvMxbYfhZJGKufxvuMzNIaVkNFUiV5l/\nR9mlRLpoMJ4pv92n8bZTMixGkiVsZ3nTd5nFSdlwYxjLvlUuJPPLokoVSClN3KbGZa7C0GyRE5M5\nNrRF6Iq7tUdlw+bV/lneOJMk4FFprffziR2db/OZLg2qljt2mqKwc1UDtiN5tX8WRRHs7I0znCrN\nNRX+8t3tdC9wvdcXnzvN/pE0zWEff/DUemLLOsB3HJPZMl9/c4RY0MPHd3Te8Bb+q/1J9gyl8OoK\nn36ge35Pcp4ZTZU4PJahZNjEgh52rmqYl9KFZKHK194cwXIkj6xt5J7ORS6GP8/0z+Q5PV1gY1uE\nZ49Pk6+4Jlvv2ewqmu8ZSpEqGjzYG1/UfgtnuVqpxzJLF9uRfOHnpxhJl3hgZZxP3YI5q2RYvNqf\nJOhVeWBl/Kb7PRYssBZCfERK+c9Xe2yZG+OZo5NUTYfBZJHfeccqAHYPpTgynuX4ZI7exhC+JbZ9\n8nZyYCTDodEs4DZMlE17zoI1GtAxbYezypTpkkE3CxdYT2TK7BlMMZouMZOr8uKpBB+6p+Pqb1zm\ntuJrb46we9B17uyKB3l0XdMNfU66ZABQNR1K1asKLr2tPHNkkpFUiTOJItu7o/h1lQdXNdz05+Yq\nFlYtQ5upjcedgmU7PHNkCtuRjKRKlGu7YKnaOIylS7xy2rWolxKe3LQ4FUOWuTMoGRaHxrI4UvLm\nYOqWBNZvnklxdNy9/7dEfKy8jAHWtbKQpSD/4RofW+YGiNYcp6LnOU9FAzpVy0bg/jjfsfY2Fr6f\nZ86Oo6jpf9f7dUAyOFvk+ZMzhH06d6+o5+7Oeja1X9UY9LoZnC3yj68P8dyJaYIelfVtYUJeje54\ngFjwYnexZW5fsmWTb+weYTxTRkqJR1OI38Rv4KHVDaxvDfPwmoYLrJ8XI9GAB6+mAJLD41n6pvPc\niNfCW+mOB7hvZYwNbRHuu4yBxe2KqggiPjeH1hTx8sSGZta2hHnn+mYmMmWeOTLF4GwBKSXRwOLP\nVi9zexPwaGzpqCMe8lxkZ36WbMmdI7+zb2xeyiXra797VRHzsmMz7xlrIcR7gPcC7UKIL573VIRr\n0Kde5upYtsMv393GdK5Ka/25G+WWjnqGa7VzAY+GYS3X0F0ra1vCNUMdiAY96KrCeza18u19Y0gJ\nB0bSfGz7wpXVvHkmSbJgkCwY3NMZ5d88vpYPbi1S59fpjAWu/gHLLAlM20G/isnBsfEsk9kK7fV+\n7u+JcU9XlFVN4Rs+Zn3Aw5ObLmdifmsxbQdNEZfdav3A1jZ2ZGI8e3SKqXyFTMkkVTSI32QplBCC\nB3tvPvO92LBsB/UK4wnud//Y9k6mcxXao350VWFjm5sc+MGhCYpVi9Y6Pw+taWB795216FhmcXF2\nfvzdd65mJlelI3ppyeAjtTkS4PR0gc0dN5fs2toZpTHsJeDR5iWRtRAZ6wlgL1AB9p333w9wnRWX\nuQlGkiW+9OIAX31zhHjIc5ECyD1dUer8+jXpWGdL5pJtDlgIGkIefn5ihr94oZ9Doxl6m0JztdRX\n2xqybIds6cabw3qb3M9vDHsJ+zQOjWV47sQMu4dSVMzlf6PbgacPT/Dnz/fzQt/MFV93Vove71F5\nbH0zq5rCt8W1enQ8y1+80M9X3xzBvMx38Woq3Q1B7umOEva5evIR/4UZJNuRZErGvGSylzInJnP8\nxQsD/NMbw1dtVPd73HHVVQXnvPFb2RBECFfnenP7tZmJLbPMzZKvmBdlml/om+HPn+/nR4cnCXg0\nuhuCaJdJQnTFA2iKwKertF8m+L5eOqLztzs87xlrKeUh4JAQ4mu1ZsRl5pH+RB7LkeQrFuOZMuta\nzt10KqZbBvK5XT2oinJFHeuXTyfYO5SmIeRZbnCskSwY9M/k8XtU+qbz3LWivqZnfWUNTduRfGPP\nKIl8lXu6bqwpamVDkLZ6P60RH4oi6JvKkyubfHdfisl0mY9u76SlbnFv4y9zeWxHcnq6AMCpqTyP\nrj1XL10yLDIlk9Y6H0IIOqKBC7ToXzqVYN9wmoawl0/u6ERdpHbUV6NvKo+UkMhXSRUNmq9QlrKt\nO0ZDyEustnt0Pt/ZN8Z4pryoHQQXkqlshZBP49R0HkdKkgWDRL5KR/Tadra+f3Cc4WSJNc1hntrS\nyqqmELqqLNnf1TJLi5NTOX5ydAqfrvKJHZ3U1RbOfVN5AE7P5HGcFpTa77FYtchVTFrrzgXQK2IB\nfvORlShCXHUH8O1gIVVB9gsh3ppSyOJms/8vKWVyAY9927KpvY7RVNnNQMTPNdCZtsPfvHSGimmz\ntTPKExuar/g5I6kSALMFg9KypBsA+0ZSTOUqWLbkyY0tzOQqNEV8V9XQLJs2iXwVcFUNrpfB2SL/\ncnAcgeBD97SzIhZgTUuYgUSeljovtoSJbHk5sF7CqIpgR0+ME5O5CxZfFdPmK28MM1srATrbOHb+\nTtTctZqvUjKsJaHacCnu6YqSKZs0R7w0XqW0480zSV4bSOLVFT6xfQWGLYkHPUiYk8y7kWttqbN7\nMMWr/bN4dYVH1zYyWzBoCHnQFEHZsK86V7nSi+74nf1d3QmGMcssHkZTZUpVi6rlkMhX5wLr7d0x\nDoykWd8auSCo/sfXh6mYNvevjPNA77lSpcXs17GQgfWPARv4Wu3vjwMCN7j+e+D9C3js25amsI9f\ne7D7osfPTriqImgMX70ecdeqBl4bSNIVCxBZojfq+SZZMFjdFMaWDq/0z1IxHbZ1R3lo9ZWbQENe\njftWxhhOlrh/ZZw/ve7jVpESJJLZQpVs2WT/cJrmiJ/GkJewX2NDa+TGv9gyi4KdqxrY+RaFi5Jh\nM5IscXqmwEiyxD1d9TSFL1xA7VrVwOtnknTFA0s2qAbXkvhzu3qu6bWzhXNKJt89ME6ubNEe9fPR\nbSt4eE0DfVMFtnXfWZJ5wNwCvmo61Pk9fG5XD7sHU3x99yh+j8qn7u+6ouGOEIJ3rG3k2ESOu1bM\nfxP2MstcjYBH5cxskaBXo85/7rd6b1eUe9+y41uoWnMlI4lC9Zae582wkIH1TinlzvP+PiKEeFVK\nuVMI8asLeNzbjopp0z9ToKXOR0Mt05OrmAzPluhucG+2+YpJd0OQbMkgFtA5kyjQWufn+GSO9nr/\nRdnOrnhwTv/6TqNs2Lx5JolXU9jWE5vbSnpsfTN7h1I0hry8OZjCchz2DafZ0Bq5oHmqbNgXjeuD\nvQ082Htj57O5o46JdImDo1kGEnlGUxUyJYP6gIf7e+Osaro56Z9lFgdj6RK5soWmgqoo9DaGiAU9\nrGwMMls06Ij6mc0bFwXWK2IB8hXritnI/pk8Qgh6b1Im6lZQMiwGZoqsiPkpVC3yFYu1zeG5LBXA\ng71xJJJ40MueoSST2TJl0+19v7crxr1dl1YLOJ+h2SKG7bC6KXTTurSLhZ2rzo1LW62H5vhElkS+\nSjyos38kTXc8yIorNDxvaIsggbD34kWaayx2e43ZMm8fg7NFcmWTjW2RuXrpUtWiOeLDoyrkKhaN\nl+jLThUNxtNlVjWFeKA3TiJfvSgpcRbLduibzhMLei4oF3k7WcjAOiSEuE9K+SaAEGIHcHbWX1YH\nuQ5+emyKM4kiHk3hc7t68Okq3903RrpkEg3ofGZnD2GfTtinsbIhyECiyOGxHLPFKkGPSlu9n88/\ntHJ5y6/Gt/aN8pMjU6gKfKraPVenqatuM0Rj2MuDvXF+eGgCr67yzb2jfGz7Cixbcmg0w0CiQMV0\n0FXB53atvGm7Va+mcmg8x8v9s3znwBhhr0rY7+FDW9tZucBGNMvcGmZyFb69b4yZXIWK6bAiFuD9\nd7WyqinMw6sbeXMwhWk5rGm+ODDeO5TitQG3cu7D93TQGT8XNEkp2TuU4uXTswgheN+WVlY337iC\nyK3gW3vH2DeUwu9RaanzkS2ZxEIePnxPx1ydcDTo4X1b2gBXJSVTMvHpKoWqRaiWkbUdSdm05/4+\nn+Fkke8dGAfg0XVN3L3i9mjMqw+cGxdwTYQmshUGEgUmsyqWA3uH0nxs+4q5wPt8joxlefb4FKbl\n4KtluM8mDU5P5fn+oXE0RbkjTXSWmV8ms2W+X7sG8xWLXavdwFgIQbJg4NUV/OfFJOOZMkfHs/Q2\nBvnZ8WlyZZPepjC/cu+VPRxe7p/l4EgGRQg+/UAX0Us0IB6fyDGWLrGtO3ZL5GsXMrD+PPBlIcTZ\nO0Ue+JwQIgj8Pwt43NuKmVyFgyMZJJJY0DtnUmLUuuoN22EmV+EnRycRQjCSKhENeDgxlWMsXcZx\nJI+vb+QOb6C/gKppU6iamLacM4tIFqr80+vDAJyczPNbj6zkTKLIsYksJyfyfPmVQSYzrlzVqek8\nvY0hNEXFkQ5w8wuWimlTtWwqpkOxYlE0HJ47kWBVU5h7u6PL5TpLlP6ZPCOpEi0RH1K6weBZK+mB\nRAG/R+Mbe0bJlExmC1V+enSKJza2XNB4fL7ztPOWC/mnx6Z5/sQU2YrFupYIVWtxKoccHsuQLBrs\n6I5xbCLLTL6KaTuEvCqnpvME0iqGJfm9d68FXPUjTRW01ftpqvOxvjWCqog5JRDbkXxzzyjTuQrb\nu2NzN+2zGOeNg3GJMZFS3hYZWdOScworVcvm1HSeoFdlNF26KLBOFqp8d/8YQ8kijpSsbAjN/baG\nk0W+unuYUzV3xrNjdruM01u5mnPj0B8+dYvO5PZESomUUKhYGLaD7Zy7BnVNYW2Lu/g3LIfT03ka\nw15+fGSSfMXixESWY5Nu837ZtFnXEiZRqLK9O3bJRfTZ36ojJaZz8bWer5g8e3wKKV2PgI9sW7FA\n3/ocCxZYSyn3AJuFEHWAkFJmznv6Wwt13NuNZ45MUjZtjk1kee+mVny6e8P95bvb6ZvOs7Y5zJ6h\nFKdnCkxkyqxtCaMAnVE/FcNiOldlKlehbzpH/0yRgEfliQ3Ni7KT9lbx+Lom3jyTpGI5vHkmRTzk\n4bX+JKOpEl5d5a6OejRFoCiCTNlkKluhI+YnWaiQKFRoifjZ0lHHkfEsX3ljhA/f2zFXonOjfPDu\nNvqmciRyFYzaBNA/k2PPUIpcxeQDd7fP07df5lZQMW1+fnyaf943RmPYy47uGO/a2EymZKIIt3Hs\n+ESO4xN5NFVgO666w97hNJaUF/x77+iJUTQsPKqYk388yxtnkgzMFkkVDda3RuhtXFw7HBXT5n+8\nfIY3BpJs6qijajo8vLqB56wZmiI+3rWhmZncINP5Kn1TOcYzZTIlg2ePTQPwoXvaeXRNI81ht/Qh\n7NOZzlXIlgymc66O7WCyeFFgvaopxGPrmqhaDvd0XpitfuNMki+/MkhzxMvvv3c9fs9C5peun6Pj\nWQ6MZtjQGrmo5tSyHUZSJZoiPkJejc54gCfWN1OsWMRDXjew9mgcGMlcZIRzejrPwbEMpmWjKgqW\n4zaPNYa9jKbK1Pk9dMYC9DaG2NJex9feHCFZqPLuTS2sOW8XZDRV4tX+Wdqj/qv2n9woy5blSxPb\nkfzRT05yJlHkXRua6E/kKVYtHug9V7r1wMo4HlUh7NPom85zfCKHR1PwKoIzMwVWNQfpqPeT8WoE\nvBo/O+7OBaWqzVNbLtbjf2RNI2GvRjzkvaiMDkBXFXy6Stmwb1mPykIYxCSBN4DXgFeB3VLKO699\ne54IejW3NrNi8ULfDGtbwzy2rpmAV2MsXeb1gSSWI1nXEqZUtRiYKXBwJMPqpjD3dEU5PV0g4tP5\n42f7MC1Jd0OQ3sbQ3IrxTqQp4mNrZ5Q9QyksR/LXL55hKlch7NN4z6ZWwn6NHx+d4shYhjfPJFEV\nQWudj3zVxnIksaCNprjBUMmwOZMo3nRgPTBbZF1LhBOTOSTuaj9ZNHmtP8HW22Qb+07iO/vHeObw\nJFO5ChXT5r6eGMcncpQMm3dvaKZvusBktkJLxEdn1M9Euky2bPCLUwmGkkWe2txK0bBJ5CtoiuDo\neBYpoTHsZm/PUufXMUwHr6ZSrFoMJIoL4gx6o7w+MMuLfQkms2U0VWHXqkYe7G2mIxrgR0cm+Omx\naZ7Y2MzeoQwRn8Zsocq/HBinbyqHz+P+bTsOXfEgWzrqGU2V+M5+17SpMeShYLhj+1aEENxVu26k\nlOQqJmGvhhCCnxydIls2yZZNjk3k2NZ99XrtW8kr/bOUDZuXC+61f37t+Y+PTtE/UyDk1fjszm6O\njGc5PpnjHWsb2dBWx0unZkgWzYsaGLNlk2eOTlExbEqGhd+j0TeV5zv7xyhUW9jQGuHpwxPkKiax\noIeT0/m5hcuJydwFgfVrA7NMZitMZitsaqu7aOu9ULXwacplNYiXuf04NJrh+GSOeFDn+RPTlE2b\nVLFak3AUHJ/Mc9cKV42mvd4/p+5xatqV2DNth1/0zTKULDGULvL4umZG0iW210dJFQ1MWxL0ntsZ\nth3JgZE0uqqwpaOOBy9Tfw3MyfrNFqoXKKktJAuxVO8B7gceBH4fuFcIcYZaoC2lXM5WXwfvv6uN\nRL7KcyenCfk0jk/kSBYMwj6Nk5M5jo5niQZ1fJpGW72fA6MZqpbNscksvU0hAl6Nw2NZkoUqfo+7\nAmy6BtWQ25WXTyeYyVV5YkMz9QEP07kKg7MF6gO6u/CIBzg8nsWRksNjGbJlEylhJldGUwSjqSKq\ngB8dmSRdNOmMB1g9D82FXfEgewaTFxhnSNxSn0fO0zxeZnEznavw8ulZDo9liQU9WI5k5yrXUvxH\nR6YwLJunj0ySKZlYtmRFLECmZNAW9XNoLEPZtOmbyvPXLw2gKgq5skmqUGU0XUJVFFY3BemOBykZ\nbobyvpUxXu2fpVo2EYJFJ8kY9Op4NIWmmvFRtmxg2DZHx7McHMmiKoJ4UOfJTS34dBUF19LY79Go\n1HbqilWbsXSZJzY0UzEdpATLcTgxnScW8NA3lWdNc5hEvkLAoxKsNeVVTJu/e3WQvcNpmkJedq5u\n4H1b2tjWFWVgxr3mF2OCoTse4MRknq544IKgGtzf18mpHD5dxbAc9gylyJZNJjJlHl/fzK9sW8Fo\nqsyK2IVlICXDQhVuU1iubODRVMywF8t2eLV/ltY6H/V+HcN2+NbeUXoaggS9Gn5dZfNbFmorYgEm\nMhViQQ8h34UhxNl6/2hA55P3dV3RS2GZ2wMpJc+fnKZo2AwmBPmKRdm0aamDkWSRkmGzo7ueb+0Z\nBZjrLQF4fF0z+0ZStNb5+e7+cQzLZjpbpWKYdMUClE2Hj+/oJFMyWNlw7j67fyTNK6dnAdf8aM1V\n+krq/PqcrN+tYCEMYnLAs7X/qNVUfxb4N8D/zHIZyHXh01V+59FVbG6vI1U0ODmVZzRVIl+xmMlX\n6J8p4FEF9UEPQa+GYToUqzaKEPzw0ARNYQ+zhSpSCgIelXdtaOK7B8axHYdf3tp+ya2T25XpXIW9\nQ2kAFAU2tUWYzJbpigdJ5CusWRFGVwQvnUownavi1RVsWyIUGJotYTiSfMVEUEYIWNMUZiJT4Ren\nEvzSXW0X3QSvh5BXYzhZ5q2S4hG/h5Jh4dEWvuFimZvn1f5ZRlMl/LpKY8jj9jZISSzg4chYhqrl\nEA14UBXBiliALR31VEyb3YNJ7umK8Yu+BLZj89KpBFs66jk2keX4RB7Tdqj36/z5CwN8Z/8EG1rD\nPL6hGduSSCSaKuiKB29652Q+qVo2lu3QHPEyk4eIT+PUdIFEvkrfdJ5EvkpbvY8VsQDbuqNkSiZ+\nXSUe8swt/oeT7oIi5NVpjvjQFIWDoTT/vG+M2XwVf026azhZ5MdHJpECPr69k1+9r4ufHp3ixb4E\n4+ky5bhFR9JtjHzfXW08tLqRkmHxx8+eQlMEn93Vc1Wn2lvFuze28OCqBkKXKFGp8+voqkLIqzGd\nr9Je5+eZI5NEA65r7FNbWlnbEkbWEgPPnZihtc7Hx7avoKchSKZsUrUkpmNR77gN700RL7oqGEmX\nGE6WqPPr7B5M4UjJ+tYIWwv1FzjPPtjbwPqWCM+dnOavXhzg0XVNc7skQ0l3czpdcncErkX6dZml\njRCCyWyF4WSJrniADW0RcmUTpGA67/YwfXvfGGtb3d/IhpYwrw+kaAh5eM/mVh5b53pubGwLc3gs\nS3c8QLJoMZYuEQ16KFVtsmUL03HwKm7WWlcVyqaNIrhsWevzJ6c5Op5ja2f9gpUsXY6FKAVpw81W\nPwhsrz28D/gD4PX5Pt6dwkNrGrFsh3TJ4KdHp5gpVCkZJoWKhVCgZNqoisCyJQIwHUnJsJjKuc1S\n3TE/69oitNUH2DfsBpf9M4U7KrCO+HRCXo1C1aJYsXn68CRHxrP0xIMYfg8Rn85fvXyGM4kCtgMt\nHi8eTVC2JKmS4doBS8iUTTb4IkxkKzRFvJyeyZOrmNQHbjz43TOYIlmo8NYe09lCldcGkrx388W1\nZcssPlrr/AwnS3RE/Uxly0zmygwli+wfSbuSeMD+YY3NHXWYjuQXp2bwe1TqAjqxoE40qDOeLjGS\nKrO9O4plSTyawLShajuEgelcmY6on8lMhVzZIFUwyFcsnj06xWPrmvDVjBMu1R1/K3np1Cwvn04w\nkakQ9WnsHUqj1noX6vw69/fGeP+WNnb0xPnKG8McGEmjCEHIp5Ipuxmr335HLyXDJl00+OLzp3Fs\nSbbsBuASd0t4Ml2ibypHxXRQhDuvJQoVbMch4FGpD+h4NZWpbIU3ziS5f2WcuoDON/eOcGIyB7g+\nAB/cem19DIblMFuoLtjOnxDiss3K61sjjKXLeHWFWNDDTKGKrioYlsN0rsxUtsyzx6cZS5V4+XSC\nkVQZryYoVi0cKVGFayYhhCCgqyTyFaZyFaazFRpDXpKFKumSgSLc73l8IseP9ElM2yHi87ChLTLn\n0HjWaOboeHYusL6vJ0bVsmmt89EQWk4G3AlIKVEV93cV8ihM2g6T2TLR8zSqi1V7zhTqx8em2DOU\nQlcVChWLRLFKe72fJze1sqY5QkNI57WBFI6EyUyZb+0dpWrZTNT6L6qWw8a2CGXDRlPdhGGqaBDw\nqHg1hWTRIOLTODKWq+08Z5d+YA2MAfuB/wb8eymlsQDHuO1JFQ1+eGgCVRF84O42dFXhv798hqHZ\nIlP5CuWqxWzBwAGkA7bhoABCgDWnHCJBWgS9GrNFgz1DKRThlh349Ktvn9xOJPJVnj48gVdXeM/m\nDqZzFfYMpRhKFslXDLyaxlS2zKnpPGatGmMyW+XsWth0wHQcBG73cWc8gO3A6wNJWup8c8HMjXB0\nPMtPjk0yUrtRnU+mWGVotnhNrmrL3DoMy+EHhyZI5CusbgqzuaMOn6byQG+c5oiXYxM5vrd/jPFM\nhYhXIVmoMlswEVIy5i1zcsrNQgsBhiURSJSa6oWuKRSqJt8/MEEs6MGrKfQ0BFnTFGIyVyUe8rKx\nLcL9K2Mcm8jRVu9nJFUiHvbyi74ZpnKukcIHt7aTLBocn3CzNhvbFrb2et9wir1Dada1RnhkjXsj\n8+sKJcNmMFHAsB00RRAL6KhBD60RP8+fmOEfXh8mWzI4PZ2naLhZKCFcRZDmiJeqJXnldIKhVAmP\nIuiMB+htDFIf9KAKKJsOTREf45kyDSEv61rCfGPPCPuGMoR9Or++s43hmsvgwdEM96906zvb6/z4\ndRXLcVh/XklIoWrx06NTKAo8ubH1ouvun/eNMpOr0t1wbRbiN0uyUOWHhybQVIVf3trO+7a0MpOr\n8LevnOHgaIZoQGMsU+HYeI5TU3l2D6WxHZtk0aRi2pi24MuvDlLn03GkRAjojPowbcmhWvAhHcnR\niSxj6QqKgJBPQ1cVwn4Ny3F4oS9B0KORKRs8tLqROr/OysYgY+kyWzrO9YCsiAX4n+7ruubvZtkO\nzx6fJl8xeXz9ld2Cl1m8vHI6yWyhymi6SKpgYEuJZVnoisCWkgd6G1ylEFwZvmzZBODHxyYxLEnY\np7G5PcLeoRTbuqJ4NYHtOKjCLfuomvbcwtlyJOmiwUiqiKoI/urFfp49Pk1dwMPnd/UwnCzREPKw\nuaOOE5O5t6VHaSEC653AA8AHgX8rhBjCzVS/DuyVUi4d+5y3kZNTOVJFd00ykCjSN5XjBwfGSZeq\nlAwHiWuT7Diy5trn2ly+1UTekW6ALYSDqrhZht94uPeOCqoBjk/myJTcizlbNtm6Isp/mDpC1bQY\nmjVpj/pJFgws+9wAnh3T89EUt6H0PRtb+fZ+V/HBdiQzhSqdVzBluBL7R9KMJEtzC6LzyZZtSlWL\nE1O5ZV3ZRcREpsxoqsTxyRyHRzN8Y88I61sj3NtZzw8PTzKULJItm0R8GhG/zli6hOW4u0nTuTJV\nR2LbDqqiYDoSpPucogj0mkpIAAWg+wAAIABJREFUoWojMWpNO4InN7ddZJKwa1UDdX6dl04nUBVB\nfcDDZNadYmfyVV7tn0VKePn07C0IrNNkSiZ7BlO01/uI+nUyZYti1aJiOZQNC01VCHhU1jSFUBR4\n8XQC03IIehSKho1puzdfTZHM5Ks8fXiSdMmkZFgIYKZkY0vX/ri13s/RiRzFqkkg7ONvf207Qgj6\npnIMzrpGJw2aMmcSs38kQ8mweLV/1nXBXN3AofEsirjQ1vvYeHbO7vut151TU2+Bcy6IC03fVJ50\nbe46Np5lz1CKYxO5uVrrloiPjno/u4dTIN3zczOIAk0VKEJgWA7DqSJSunr9liOo82ukS1VSRZPp\nXAXHkVQtG4Gg3u9mzQsVm5OTebbWxuCsVKSiiHlRKhpOleibchvY9td2UpdZGpxJFNg9mKI77idZ\nNLAdSbpkUq7dyPJVh9Z6H1XLQVUEE1m3GdavKziORFMV6gMeJjJlbEfy8xPTZMsWz5+cRlXczHPY\np2NYDmXTxrRtJrMVLFtyd2c9QY+Gqgh+cXqWXNkkVzZ5sW+akNdDxbT58L0dPLbO7U9a8jrWUsqz\nQfSfAAghunHty/8B6ADunNqD68CyHWwp8dYyn72NIQ6NZlEV6IoF+NHhCaZyVUqGhSOZmzh1VWBY\ncq6E4K2xmS3demKfrlIf1HlwdXxJuLPNNx1RP0fGMvh0leaIj/5EAdtxKFRtHMeVkLJsiSPdLa1L\nyX5rCsRDXh5e08i2nhipkrursCIeoO0mmsZCXo1c+dI3aUdKLMdZNPWfdzq24+oGt9T5iAU9VA0L\n1adRrFpYtuRvXh7kTKKAItzSDaSYy9QogANkqzYqIBQIeBQ8ukqhbKGp7ha7V1cpV20EklzZJJGr\nkvAZfO3NYXauaqBQtTg8lqGtzk93Q5AtHXVzChhVy+2vANjSUcdoyq2b7Y7Pf3b1rXOWX1d5bmSG\nsFfjv+crjGfKtXpglamcRFUUvJpCQ9jLyekCjnQolk0QoCkCVQgccW4uC+gK4+kyfo9Gnc/tNVCw\niQZ1Tk8X6YwHSBcNHOleQ8cncvyo1hha51fpjAXobggwmiqRLVsYtmsm84NDE/Q0BChW7TmDiv6Z\nwpyUYUcsgDaYQlHERdedogjetbGZvqk8Wzrq+Zt5H9VzVC0bVQhWNoY4OJahWLWomjaHx7JMZsrk\nyhamLWkIOhwczVGp1ZyqQlI2JUGPRnPYi0dTGM+4uuGKEGhCoSHkoSHspWzaeDUbpMS0bYRwx723\nMcxkrsxYqoSqCLZ1Rdm1uoGGoJenD0/Q2xhkfevNL9Qaw14CHpWyaV9gfLTM4uf7B8Y5Npkj6tcJ\neVVSRZuArlEyznpsSPIVC8uRzBaq9E27ZVf3dEZpjvjQNYWWiJdU0aCtzs9YusRMzm2KbYl4aY74\nUISgOeIlW1aIBjykiiaqIumKBfDpKrri9hv85NgUAV2lrc5Pf6KIovjmaq9z16hjffZ6mw81mwUR\n8BRCrONcnfVOIIobbP/VQhxvqZMtm3xj9whVy+H9d7XR0xAk4FGJBz2UTYtv7h7hmaOTSCRnE6qW\nAwJJuLb6My/jC6Epbta6pyHI++5q5RM7rn2b7nbhhZMzHBzNEAvqVEybz3x5N5mSQdFw89EOULlU\nuvgt+FTBg71xmsI+jk3keGpLGw+vacSvqzd1Mc4WKhTNSz/XFQ/QFQ/SHLm59WjFtDk9XaC57tJa\nn8tcnYpp8/XdI2TLJvf1xKhYNpO5CvkZk97GEAOJAn1TOdJFE1UFr6pgO5KKIYj4dbLlc4azNhDW\nBG11PgI+ne5ogDPJIrYjmcpVcJCYpgPC7ZeoGO7OxT++PsTQbJGQV0MRgpZ6H1PZCg+tbuTerihe\nTeVdNSdRcPXuC4ZF+BLGCjdDpmTwjT2jmJbDB+5upzMeIBb0srk9wvMnZzgw6qqehH2aW9oB+HSF\nsE8nkTcoVktIx6Fqu6YO6ZKJBIQiUAV4VcHqphAzeYM6n0ayZBLyadhSggOt9T5OT+fx68rcDfPb\n+8c4PpHDQWKYbraszq+TLFbpm8qTKRlUTIfVzSGeOzHDR7evIBrQ2TeSpjHsxbQddFWhvd7Pbzy8\nEuCSbrXrWiKsa4lc9Ph8Mpws8oODE/QnCmiKYFVjEAX4zoExhpNF0mUDVUgaAjr9MwUcx0EIgSKg\nWHVwgFzF3SkQ0sGwAQERv0pbfYCQTyNdrJAsVACBA9jSfb9HU/nMzk7+/IX+mkqRYP9ohu7GEG8U\nkkxmKnz1jRHet6WVj25fcVOeCBGfzmd39mDazkUSgcssbo6MZzk0miEe8pAvG9gO5MvnbmS2hLJh\nYTuSU1MZahs9DMzk0FS9tntXZTBRJF82aav3E/SoBLw6QY/g8FiObd31NSEBFV0VTGTKGJZDtmQx\nMlvCqyv868dW8d7NrTRFfOwfSePV3Uy27Uh0FTzn6VhH/DrJQpVC1aLrPOm9gUSBHx2exK+rfHzH\nipvWu16I5sVZYBJXXu9l4A+llP3zfZzbiclsmVItyBtKFulpCLJ7MMVPj01yJlGkaFqkC8ZF7okS\nyFWv7LQmJbSEvWxuryMauDM7tPtn8gzOFvnuvhQFwyJdslBwM/mqAOuqn+CiqiqT2QrxkJfjEznu\nXlE/L4Lzxyfyl30uX7EYz1xce329PHt8moGZAh5N4dd39izXa1+BYtXi2eNTqIrCuzY0zwVXiXx1\nrpzoR0cmGZ4tMpgoYkuYyaXw6oKqJXEAx2ZOOlEgKZsX70gUDcnxyQKKAsfGM4S9OiiCQtmaW/S5\n73drXn26yo8OT1IyLDa11dEQ9jCSLKGrCscncxeZiYCbYV0I186xdJly7RzPJAqcmMoxkS2zbzhD\nvmy58m41gyXDsjFsqPdpbpBcdMdR4C5q3WntwsnNsOT/z957R9l1nve5zy6n92lnesEMOgiAAEGw\ngBQpisWi1WhakuVEiiXZsRMnTm68Euc698ZlZdkpN1nxdWKJKbbj61hUsUXRsiWKDewAiEaiD6b3\nmdP7Prt89499ZohBB+acwQwwz1pcHMw5Z+8939nl/b73fX8/jo2nK2Y6Fh6Hgsepohkm/XM5Tk5l\naAw4CXkcaIbA41TwOxVymk5esx/m2ZLORLJIwK2QyOvkNLucpKTbpXQuVaE94iVZ0JnLaozE8/Q1\nBSjppj3OuslPbWtedqWVsUSBH5+YZiyR5+hIkrJp8ea5OXwuhWRlciBJEqoscXI6a5cRSQASmmWf\nf/MjusiJU0Aib5DXspwxxULpmSzZAa5h2Qs38XyZb+4fRELG5VAIuFScisxb/XNkSwaqLOFUJWYy\nJRL58pIn/U5VXpPlW4X0z+TIVbIo82sGF4cj8wtW+gWddrGcTsQnIUkKh4bjzGQ04jmNr9zfyTuD\nGjvbg3z/2CSWsGu3H9scRQhBLK8xlS5iCfjJqSkk2T5njoym+OkdrQA0BVwcH08t9JGBPTn+0t5O\nYlkNv0vlzw+MYlZkUO+taOAPzeUr5XcG0+nSygusgV4hRLoG271t6Yh4yJZ0sprB5+rbmE6XGJzL\nc2Q0Zat+SPYK9c24kpvClmjat75x4SS6XRFCsP/cHPFcmY9tbFx4IPY0+Hjh2CQF3SRdsO8AFmBZ\n1x9UA1iWhapIlHSTnVVqiDBMi3cGYld8XQhBZAlqIxfuB+xShottsddYzHcPj/PamVmaAi4667wL\n33Vr2MO6Bi9/8s4wQ7E8Wc1YyCAJoKhfflwFl792559BlgVGWaAZ5UoZkmSv3jIf9Kj0NvpoCXuY\nqyiAaIbJzvYwuiUYihWWrUHHtASvnZklkS/T4HeiyDJhr4PXzs4xkSxwfjZLQTdt5QkkSoa5YJud\nLRvE8mWmM9fuZxdATvtoclE2DSqdwwu/n0hpTKU13JVVa7cqkyubKBI4FXsV1qXKgJ0xKJRNnIpd\nBvHT2+0HcVe9l5OTGdwOmaZKgDgczy/UWH84nubRTbXRkS+WTV4+PYMsSTy2uQm3Q+HgUIIXjk1w\ndjqL2yGjKhLJgrHgzDk/IhICVWYhU2mXGV3fda1dlJ2zBOQ0feF7sgQcHUvzYF897REPYa+TlpCb\nsWSRdQ0+2sIepEqZzEqSd1xjeZhKFwm4HQgEliWu+7ybp2zCbNZWnvE6ZDRDYMgm3z06TrpgLmj2\nZ4o69T67BnskXuDe7ggeh4pA0BR0MxS3y5R6Gn1MpYv4XSoRn5NHLuP7EHQ7CLodjMYLC30CmQtW\n13d0hBdM4i5cyU5WJI7XNd5Y1rgWgfXvStKV9XyFEP+4Bvtc1Ywn7RmSLEn874MjuFWFgbkcXoeC\nblroxsUtdDdGxOckW9Jv+1WBwbkcL5+aIeB24HLICw/PZMGu4zSuVkB9HeTLFj6nyj9/alPVrFET\nhTLJ/JUDjY46L7ur4Az3+JYoH46n7XTbWsr1ihTKBqemMpyfyzESLyyy0FVkiYDHyXSmRKp4I1Oy\n60MC1Er5iP2zRHvYQ2PAzVf39dAcsusGp9JFOup8lAxxWYvfWjISz/PhhL1usq0txONbomRKOu8N\nJRhLFimbFvMeR0JYC8EagGmxoFhyo1gCkoVLx1wI0HQLl0Oxyx6wFUWaQx5aI1403WR91I+wBAOx\nAkII/tkTmxYamNZHA/xixIMqf7Rq2hLy4HMpaLpFT0PtnNo+nEhzfjZn7zPsZlen7TInhH2urWv0\nsT7q5+REhjNTGS60LxawqPzv6nnLa2Na4FSlSlZU4HYqJPNlFNmW8vM5Vfb21CHLEk9ua2b9Hdb8\nvobNuwNx3huMVzweLAwB4gbDk4q0P5aAfOUktiyYzdjlYFrOos5rP6MyJZ33BuNYQnBqWmFPd4Si\nbvLwhka8I0lUWeKVUzO8Oxgn6HHwe5+7i7rKZO/MdIZTkxm2t4cWDGk66708tL6BdFFfcH8Eu9b/\n79x3aZnsix9MEs+VOTqW5Jcf7r3uv7EWT9jDNdjmbU1jwEWyUOad8zEsIciXDVyKQtCj4lBlTMti\nLFm6qW3Lsp3abllhjmy14M/eG+XN/hgBt0o05OL7R8cxLcE39w+QyGuUDQuXKlO8UkH6NXCqEp/Y\n0lS1oBrspq2rHY5umhwdTdJT7yPkvfn9BtyOq9q+rmHjUhWaAi6ag26CbpXvH5vge0fGiQbcPLE1\nigKkC9VVEFUBp0PCqSp0N/hoCriYzWj0Nvn4wj2dbG4NLpxzd7WFeL2Sldm7bvkzUPU+261vIJan\nKeDizw+M8OF4mnqvg709EU5MptAMe2JgLkNiRGCv6m9o9OL3OBmYzeF2qjy6sYmn7mrBIUtsaw/b\nZSGpIt0XpIjBrs0eSxToafAtBNYhj4Ov7VuHaYmaLkY0V5qzJMm+R//hq/3E82W8Tpl7uiPMZEqc\nnkwzMFeglu7gqmyv7KuKTFe9l0TOdrn74r0d/OXRScqGScDj4CsPdONU5are/9ZY+ViW4PR0Bpcq\nE8uVSBbKuB0KscqC0FKW/RYm4Rf8TmBfD4aATLGMqirohoVh2hM+RZE4PZXhxydnUCTY1BxgPFlE\nzZQ4MZEm4HHQGnbzg2OTxHIaI/EC//TxjyaC99zAQtV8I7hSuU6vl1qogvxptbd5u1Pnc1LndeJ2\nKozE8hR1E7NS+qHaOdWbwqlIBN0qmmEtpDlvZ0YTeep8DjJFnTNTabIlk3fOx8mVdK6Qpb9uJGBd\ngxdJqu4T7juHxq/6+mTKrkc9P5e7bA3tGtVFkSV+9dE+NkQDnJ5Msb8/zmSqiN8p89KpGWL5EoWl\nnkwX4XMrNIc8GJagJejia/t6eXcojm5YjCQK3Lvuo5UVSZJ49BZa3Ie8DlrC9rEeGIpTNgRT6SLZ\nkp1W9TtVClr5ZpNCN4UpYCxV4v99agunpjPEcvY186MT07gdCs6KZv+m5sUBoRCC77w/RrZk0BR0\nLdJfVmRpwQilVnTWe/mFfd1IwF8fn2I4lmcwlqezzotuWZydyjKRLFxXY/VSiHic7OgI017nIeRx\nUjYsnt7ezLa2MDs6wxwfS9PT4KN+rezjjuToWIo3zs0BEPE6mMtqlZr8m9+mnVmyJ3Xz7STzqkkS\ntjKSWbZVfJrDXmI5jcaAk5dPzWBagrBHJV/SkSS7qdzrVPC5VE5OZSnpJk5VZiiWJ5FfLKF7o3xm\nZyvnZ3N01fu4WiXGxdSiefFFrpJsF0J8utr7XO2cm87w4USK6VSRomYuqvs1rlSgeR2EvQ4iPidd\nDT7qb7ELW62ZyRTRTcFQzNZq3X82RskwSBaXVkYzjyJBomBwdCTJz+xqr8o2AX5yauKqr7tUiYBb\nZV0NU9JrLEYA9/fWkymW6Z8eomxBsnDNj90UDhnCXicBt4rPpbKhOWirX1iCczNZRhMFHtscXRbt\n1eulOeDi+FgKp2q7ng3HTUYThSU9aG+G+YczArxOlWRR59M7WnlvKEFBM5hKl9B0k7/5cIoTE2l+\natulZi/zzX3aTWaxbpbJVJEPxtO0ht1sbg4ylsxzYjJNPF9mIpFHsywKJZNyjQ+r3udgfdTP//Wp\nzYQ9Ll4/N0vY61zQPJ/JaMRyGq1rcp93LBf25JybyXJoOEHQvfTQUZHsEpCF/VT+L4BMyUQAibxG\nrmyiGRZHRpKkijoI+5jMSmVnW9iDQKIt4iHkUSnpJkII1jX6cCkyfUuQFw64HQsa7jdCLUpB/kMN\ntnlbUSybHBpOUOdzsrklyL/78VneHYwv6D9WA69D5vc+dxebWkPUeZ24LiMbdbvw7UNj/Ok7Q8xm\nNUxLoBkWZcNcEKpfKg4FGvxOwl4n66PV0wA/MZHmw7ErK4KALbX22KamW25PfTvRXwlYd3VGLhnX\nI6MJ/v2PzjKayJPMl2sW2KgS3NURoqvOR8TnxO9SqfM5ubenjk0tQaYzJYZjeZoCbo6Pp27pKvU8\n02k71frih5N8MJZGlgSd9T6mUqVlD6pdqoTHodDgdxFwqzy8oYkH++oJe518ekcrliX4YCLNyYk0\ns9kSI/EC52ayC3rfYK/+f+7uNs7P5tjUsrw1wz86Mc17g7Zb3dPbW5hOl8gUdQzDJFMyl6WMxu9S\nuLsjwvpogKDbScjr4Om7WojlbLMPVZF4uz+GYQnePh+rWsP2GquLXZ0RFFnCpcr8H986RrpQXiSr\ndzNc3CMAH7U/za9cA5R0KBq2d0c8X8alylhC4Hcq5CsqP/F8mVzZJJbT+OkdLazTTDrqvPzlkXEU\nRUJVr7zSPFZpUu64SXO3K1GLUpD98z9LkuQBOoUQZ6u9n+WkpJs4FLkqqUHLErx+dpYz01kyRZ2d\nnWGOj6WqGlS7VZmeRj87OyPU+10IIRiO5Qm41VuWzrvYTKKa/NXRcWYqUmhep4wQ4hLZn5tBwpaC\nemJLlF1dYdwOhY9taGRgLkd3ve+q54NlCcqmdVkdXLCl2779/ijaNR6gpmlRNpc5alkF3Ow1mdcM\nfvjhFEJAPFfm83s60E2L/WdmOT2V4flDI4ynq1tDfSEeh0zQrbK9PcST21r47M42jo6lKJRN9vbU\nMZvRmMtq3N0R4cx0lrJh0VXlm/7FXM9YCiH4wfEJJpJFfvThtK2dL2AoVlxy49yNIAE+l8LOjjBF\n3aQj4uWB3gY+v2ex6YMsS+zsCFPvc/L9oxMoinTZVdfWsKeqq7FCCEq6dU05y2S+zLmZLELAG2dn\n+XAyYwfWyziYj2xs4uv7eoiG3AsTzO8fm2QsUaA94uFn7+mgo87DkZEUOzvXguo7DU03MS2B16XS\n6HfhUmUSea0SEFd/5udxQEEHpwKaWQmyZRauCYcssae7nnTJVgv52xPTSBKkCzqpkk5SkijqJvdV\nSufymm1Ok9cu32g+MJfjB8cmAXh6e0tV3ahrJg8gSdKnsFevnUCPJEk7gd9ZbaUgpyYzvHRqmqDb\nwc/d27kk/d9i2eRbh0Y5MpJkLFFAMy0ODMaYy1XnQW7XAXt4cmsr+9bXk9MMvE6VY2Mp3huMo8oS\nf+e+rmVf/bycmcTNki3pvNkfQ5El7moLohmC2YxGsqCjSHazgWktvUsebO3gZ+9u4588sZGQxzaX\n+ZN3himWTTa3BHlqW/MVP/v8+2NMp0vc31u/cKFfSK5k8Fb/lWX25smXLcy1wHoRJybSvHx6hrDH\nwRfv7bzi5OVyqIqES1Uo6SY+l8qZqQzfOjjK/v45JlPFS6TIqoVbkehp9POLD/XQUe/lxESGpoAL\ngW3PDXB0NMnrZ+eQJYmfu7eDr+3rwbTEDf19N8r1jGXZsHj+/TFeOzPLh+NJtAuWU2t9ZirSfC2m\nTMitoAv45NZmfuPpzYzEC4wlitzTHeHsdJbJVJFdnZFFTb4ddV5+8eF1yJJUc1UkIQTfOTzORLLI\nnu469q2/fLPwSyen+WA8BcJuiD47k6OsW8saVO9oC/Lvnt3O0dEUf3lkgs46D363Y2EFb7Zi1y6E\nfR9MVCyra113vsbKYDiW4ze/f4KybvHE1ihv9MdQZYn4lZzMqkDFIoDSBdWb1gUyw5IkcWA4gWVZ\nNAU8C/eqsM9BwGvL6XWELxdbXP6cvTDgzl0h+L5Zaqm79VvAvcDrAEKIYxV781XFYCy34OwVy2lL\nShm81T/HiYk0hmmRLekk8mWSVZLtUoDeJh+/+9m72Luunu8fneDAUJKw17GwImNYtuLIcgfWE6mP\nzCSG4vkbDqyT+TKDsRy9jX7eGYhzaCjB2ZksfU1+VEUikdcQlqAMlKs4no9uaOD//OktC85iumlR\n0u2/I1O68g3GtATTaVvFZWAud9nAejZbZCJ5beMXd8UYY42PGJizr8lkQSeeL9+Q3btLVfjSvZ3M\nZkvEciV++8VTJAsaUzUKqhUZAi4HH9/YyD97agOxrM4b/XPEKhkWt0Nd0JfPlCoa60KQ1Qyagm5q\nXcF1tbE0TIsjoykKms7b/XOMJQsUysurgd4SclPSLXxuFQW7Hp3K5Hlra4itrSHSRZ2/PTFV+TvK\nPHNRD0QtJyYXUtTNhWt6YC53xcD63EyWom7hUGVmMkXyWu1LPySgye+gLeLlgd56/snjG/n2+2N8\n4/UB+/4mwVPbmol4ndT7P6qxzmoGDkWmUDbXAus7iNfOzjEcywN22ZKqyJSp/UT6Ei6Qx01XMjq2\nuVMJIQSyJPHl+7twOlQafC5aLrh/RYNuXKpCY+DyWfqtrSHyml2Pvb0tVNXDruUT2xBCpG+kk3Il\nMq8tWudzLill+OF4mv/59nClyc6y6xKreDN1OyQaAi4+GE+zd109yYokWKZo8Lm761BlibDXSXuk\ntmnly9Hb6KezLkvJMG/qBP7ekXGyJYODgwmmMiUODSVIFMpMJAt4nAqpolG1xJSEraYS8ji4p7tu\nkV1vwO3gya3NjCUKV1XoUCpp6JF4nr1XMOX5i4Oji1b+LkedV2V3V13V679WO7u7IqSLOg1+Wxbv\nRgl5HZyaSvOvXzhFrmwwly4tWTXmYtyqRFvES8jjIJkvM5Ys8NsvnsYwBU0BF9PpEmGvE+8FGbC9\nPXVYlsDrVJatWfVqY/ni8Um+c3gcVZYo6jqGYS3rg9XvVFjX6ENVZHxOtWLOZC2M6zxORcah2HrL\n3ls4CfU6VXZ3RRicy11RCtGyBMISFHWDoFtlLGHVPKh2KtAQcPNrj/Vx37oGuup9trvjyWnyZRPT\nMoiG3JiWoLfJv6ie/8mtzRwbS9Hb6L/tfRDW+IjNLQFCHgemJXhyaxMfTmRxOxUODCWWZf/z8bR0\nwbVxoUleseI+igSDcwV+5dG+S7bx2OYoBwbjPNh36cIW2M/pC7Wsq0kt70InJEn6EqBIkrQe+MfY\nNueritawhy/f373k7cxlS5R0g5l0aUEUvVq4FImQ10muaPDa2Vke3xLlia3NHB9Lsb7JT9jr5LHN\n0aru80ZwOxR+ZvfSlDTKhkn/bJa8ZqAZto2qYZhMJotVC6oVCaJBF4Zp15UFPZfqtW5uCbK5JXjN\nbT26qYn95+bYfy5GSbfYVplQlHSTl05O89cfTF39WICQx0XY6+TsTHZhBWkNaI94l3xN/uDYBANz\nuaoHNTK2rurdXWH+4aPrOTWV4a+PT6CbkC6WURWZom7yxNZmHuitp/uCANrtUGrm8nclrjaWE6ki\npiUwTIuJpMZ0tna15xejStAacRPPl+mIeOlu8NHX6CdT0nl8y+ISLI/TzkLM5bRbrp7z8IZGHt7Q\neMXXj42neGcogceh4HcrSDV2QXWrUOdz01Pv4/HNLdT57WxlyOug3ueis85DwO3g6w/10BLysO4i\nBYVo0M2TW69c8rbG7cme7nr+5Sc3UzYsZAn2n4vj0JZnYnVh8+KF+ecLrxSnLGNgu7s6riDy/qMT\nU+Q1kx+fnOEXHuypzcFegVoG1v8I+E1AA/4C+DHwuzXc34rjxESakXiBe7oitEXcjCeLVQ+qG312\nbaRTlfnO4XFSRZ1//+Oz/INHe/nkXcvrylYrntwa5V+/cJKpdIHBWAEESJKgVMWyKBloj3jY0R4m\nUdCp8zkYSxT5zvtjPL295YZXwkq6yZGRJAAHhxILgfVPTs3wNx9MXbOeUlUlIl6VzjovjWv6sUtG\n003eH0kwOJfj7YE4Pz4xU/X2G58K2zsj/OtPbSPgcXB0NEVvk4/f+exdHB9NcXg0CQIe3tDAzo4I\n8gpPq396RyuTqQL909mF0qZao0qwrTXErz62np+cnmE8kSdZ0DFM22VSvcJDNOJzrmjlHCEEf3V0\ngsMjSfKaQVEzODNdokpqoJfFpUrs7AzjVhUkWeL7xyb48v1dqIpM0O3gtz+zlYlkkbxmMJPViPic\na6UeFbp/44dXfX34959epiO5NRTKBudnc5QNi/6KxJ6yTNUHFz8aFcl2afQ6ZfIVkYeAR6UpZNdZ\nf3xLEz86MUW934VLkXnlzCybmgNMpoqcm8mxvX35F6VqFlgLIQrYgfVv1mofK5mcZvDy6RmKmsF3\nD48xHMtVrUkRIOBS+NzVfuXXAAAgAElEQVTOdp7Z3caOjjAvHJsk6HYwl9PIFHXeHYjfNqucZVPg\ncshMpDQM067zK1cpqHYrEo9sakIzLNojHvKaQXeD116pswTjySJnp7M3rGXpUm0Xs5F4YVG3sSUE\nIe+1L7sGr5Nf2LeOj21sJLjmdHZTTKdLlA2Lznovv/+jM7xyaprRm3QwvRzzIV7Io7Cu0c/urjo+\ntaONTS1B/vSdYRL5Mudnc/zKI708tKGR+3vra6aMU02EEBwaTpIulDk6muT0dH7Z9u1UZZ7YGuUT\nW6I4VZlXTs+QLRk8tS16xaB6NfDy6Rn+4uAoiZxGuqiTyOs1KauRsDOYdX4X/+az2+iLBvjDV/sZ\nSxaZTBc5PZXlrkqgEXA7aA4J/vjtYQAKZZNnl5hZXOP24PRUhtfPzmFagpOTKcrmEgw1lojLIVM2\nBH63SqFsm0+5HAr3r7N7GH5ycoZC2QSynJvJcH42z9vn5wCJeE5DvQWTxVqqgmwAfh3ovnA/QoiP\n12qfKwmnIpMr6rxwfIJkXq9qPfVD6yL8i09uYXNraGGFoTXsYU93HSenMvQ1+eldgij6SqMj4rEF\n4St6lmaV8vdOBX7tE+v5lUfXU9JN4jmNFz+Yolg26ajzMJ0uIUm28PyNMq+RWzatRYHUjvYQz71+\n/pqfb6/zsasrshZU3ySvnZ3lj98aIux18uzudr5/eJRkqXqhzPpGD16XA7/Lwb97djttF/UuhL0O\nEvkyQY+6cGNXFbmmKcJqMZoo8Gb/HAcG4zUPqmXssgTDtNAMk6DHwViqiGaYPLyhkW1tIQJu9Yrp\n3tXCVKrIRLLAZFqryfZbgk4ag27uX1dPX1OAB/vqaa0oJPzd+7v50YkpVEUm7F18P3E7FLxOhULZ\npM63dq9Zw6akmwzFchimoFhlxYwbxeNQcCrgcaj4nCYWgs46LyPxPA5FZt/6Bgbn8jhVmWRep1A2\nsIRAAsqmRbJQOyWTK1HL+/x3gG8A/52l2cmvWGYyJV45PUudz8HjW5oXpdFmM0XOz+aI5fSqzvNa\nQ248bidvD8TpqPctNPHs6Y7Q6HcR8TlwqvItbeK5XsqGxY9OTlPQDJ7Y2rzIXe7kZJrn3hgk4lHx\nulRSBR1jUfXV0ulq8PFgn10P6XYotEW8/PzeTmYzGusafZRNC4mbl+mSJOmS1cmB2TzT2Ws/XEuG\niW8J0o53CrPZEi+fmiXkcfDk1o9WNQ8NJSjpJocG47x4fLKq12DIrfKdX9mHYQmcqnzZyc+TW6JM\nZTSag+4VX/Ixz9vnYwzG8mxuDnBgMMah4VRN9+dSJba0hFjX5MMwBQMzObwuhbawZ+G6WUmOkzfC\nkdEkJyfSbGoJMpspMRwvMFPloNqp2DKEEa+Tf/X0Zh7bEkWWpEtW9jdEAzT4naiKTMNFZWVuh8LP\n39dF8gbVdda4vbFLhGzFDEWWYRkkX52KbW/uUiQUCQqGoC3koDnkYzar8cSWJl47G0M3Tbob/Ewk\ni1hC0BHxYFqCtogHj0Ph7fMxWsJuPA6FkXiBTc3La/4EtVcF+aMabv+W8/5wkplMiZlMia2toQX1\nhoODcf7pt48xmSpV9YFe53XQ1+RDliTOTmc5NZHm/r6GBZ3ZeE7j45ua2N6+OsT8h2J5BmZzABwf\nS/HopibKhsUH4ym+fWiUU5MZZjIldNOiWKXadAn7gd7X6OffPrudrgb/goyUblr84Pgkc1mNRzY2\nVd1pTDct9p+buaYWqFu1JYTC3tUZVCwnR0ZSC9fg5pYA6xr9lHSTjoibbx1Ikygu/bxp9DvZ3BLg\nzHQWRZK4r7f+ku9GCEEsVyZX0hmK5zkxkcHtkPnCPUvTvl8u8prBwaEEOc3gjbOzHBpO1STxKwHR\ngIOI181XH+rh/t56/vubQ3wwlsLhkPnKA908tW3194a81R/DtAT/5dV+zkxnmc1oVVsS8DngmV2d\n/Non1vPisUk2tQa5v9dOi4/GC+Q0g03NAWRZ4sBgnHcG4rRFPDy76/JlHn6Xit+18hdi1lg+fE47\nS2QJi3RhebSAFFvkA0UGWZJxKhaGkPE5FaJBF7op2NUZxrAEumkRz9ulta+enUWRZEbiBb5wTzuP\nbGykKegmU9Tpn82x+XYIrCVJmtcZelGSpH8A/BV2AyMAQojl0WtZBgplg8MjSTY2B/C5FH74wRQH\nBmO8dGqa6Ux16qk3NXp4bGsrrSEXr56JMZstMRYvIskSmZJOT6MfWYJYZRW0fya3agLrkm4wmihQ\n53PSWe9lLqvxvSPjJPNlpjMaM5kiuZJZtQdSS9DJ37m/B1kSBN1OXjg+xXAsT1e9j8/sbCUadDOb\nscfx3Ey26oH1eKLAm9dhCqMqMnuuINO3xmK6G7ycmc7gc6oMzeV5fyTJyyenefXs7JINN1wKhL0u\ndndH6G20S3NSeZ1femTdJe996dQMh4YSDMZyBFwqiizTUedlLFkg5F35vQ4eh0JLyM23Do4yHM9X\nPah2qRKKJBENunhyazMBj5OntjUTcDuo9zuI5TRMIXhnIM5jm6Mo8sqfjFyN7gYfH46neH8kSU6r\nTsLWrUp0N/j56r5udnVGeOH4FJmSXR4HMJkq8r0j44BtpLV3XT3nKgsXE8ki+bJBYK20bI3roDns\nwa1K6Ja8bOUGugWyBKaQUCQLRbYVP2L5MiXdRDMEd7WFKZSNSv+YhCxBndfJu4MJ/C4Vj1OhtVKW\n53epVXVVvRFqMU09TEWCsPLvX7/o9UufSstAIl/mjXNz1PmcPLS+gZvV1zZMi9fPzjGbLfHW+RjF\nssGZ6Qyvnp7l+HiK5w+NUq7CmSgBXXUePru7ky/e28l/fqWfkUSekm7idqj4XAqmJZjJlLirLcSm\n5gBT6dJV9ZVXEra1e4yybnB+toywLP7yyDinJzNMZ0qkCmUypaUPZNgtUTYlLCGQZZlHNzZycjLD\nOwNxJpK2y1i938nZ6SxbW20pvclUkXtqMI7n53Ik89eecJmWoLycNmyrFCEEMxmN1rCbne1hfvjh\nNOPJAi+dnr3pbQacEl/a242F4P3hFFnNoH8mRzxXJuJ1sLE5gBCX3jsmU3ZaMq+ZdNf7MCqpyb6m\n1dHrMJEqMp4sMBzLkarCdTdPwAENQQ+Zku0Cu7E5xBfu7SLscSwEeesa/Lidim2TblrUWIFuWfjU\n9hZm0oWqBdUbmrz8m89tZ0dHpFJLWiZTtDNfEynblMa4oPdEr/y8pzvC2+fj9DR414LqNa6bV09P\nMZy4toFZNQl7HJQMi7DHwaaon4mMxubmAKemMpR0C0USJAq2A2id38mX7+/CocgcGU3SFHDhcSgU\ndIuVEAHVIrD+AjAmhJgCkCTpK8DPAMPYboy3hPcG4wzF8gzF8qxr9N20UcrxsTQvHJsgXzZI5nU0\nwySnGfzV0XEODCaW3KToVqGv0c+nd7aR00yKusVwvEBnnZd6v4tsyeCxzY0YlmBdg59NLXbK76dW\nibRePK/xvcMTdNd70AyT83N5dFPwh68N0B7xoJkGxbIdzCyFXR0hHtsU5b7eev747SEODieo89kB\ndMmwaA660XSTaMhNNOBmZ2cYSZKualO+VDLFMrnrCFrCXgeRO7gMpFA2ePH4JLopePoy57VhWgzF\n8miGtSBp6FIyfDie5NWz184IXA5Fgn199fz6k5vobfJjWIL/+NJZZtIl6rwO8rrFVLpE2RQL7psX\n8sjGJg4NJ7irPURLyMPdneEVr/4xz3S6xP96Z4jT05mqBdUeVWJfXyOPb4vikGX+9N0RVFmio85D\nz0Va049tjlLUTUbiBT69vXVVlM5cDd20eOHYJM/tH6jK9lyqbPeCXGDLHvE52buujolkkQf77DKQ\nznovj2+JktcMdlUWBjY1B9nUfG3d/TXWuJBvvz+2LPtRJRZipq0tAU7P5NjSEuDhjVHmshr1Pifn\nZnJ4nQq5skldJT0Tz5UXnE3nchqDc3l8LoXwZbwnbgW1CKy/AXwCQJKkh4Hfw9a03gk8Bzxbg31e\nk2jQxdnpLG6Hssi160Z5dyDGu4NxNN2iI+Iir5mMJ0ucnVna8a1v9PKrH1/P1rYQL52cIZYrky4Z\nbG0Nsq7RR1+Tn74mP9Gge5F822qibFj8i+9+wOBcnjqfk197rI9jYylGE3nGEwV+dGJyydrUUb8T\nv8eBy6GgqjK7u+s4OmbLBRXKJlvbQtT7nJyYzPClvZ01czX82w+nGEkUeGh9w4Ls4ampLNf687wO\nmS/t7aL+DtauPj+bYzJly+Kdmspc8vorZ2Y5NZkB7Maa4bks//mV/hvej1OB7nofZVOwpztCR52X\nH344Rcjj4Bce7OG3Pr0NgA/GU+w/N0d3vY+PbWy8rOJOT4PvkoBxNVAsm3z38BhvD8Q4NbW0yWzY\no+JSZAwhbBtsw+ST21rwu20X08FYnq2tlwZ5bofCs7s7lrTvlUJB0/nKHx/i5ESawk32hSgS7OkO\nc2Iyi2kJ+hr9BD3OhTK1eR7ovdQyfVuVrZnXuLNI5DVi2TKJQu0KQFyKrUvtUGQ2RX2cnM7hdymc\nmslRKpu8P5rmP33+bkqmRVE3eP3cHNmSzqbmIBubA5R0a1FmfldnhJ56Hx6ngtuxMibltQislQvq\nqL8APCeE+B7wPUmSjtVgf9fF7q46Out8+FzKDSlmZEo67/THOTWVpino4sx0lmS+jCng1PTSZWgc\nEnx2Vyu/+fRWwl4n2ZKOZlh4nCo9jX5+7t7Ohfc+tP7Kjl4rESEER8dSDM7l8DgULAGzGa1S5qGz\n/9wc56cTzOYF40vUF+5r8PDopiiJgl5Jy3/kHPfUtmZaQh7WR/0Lk5KPXcUdbamYluDMdBaAo6Mp\ntraGMEyL94fiV/1cR9jNZ3e188U9nVd93+1OR8SLx2mXOl0uWJ3NlDg2liTodjA6l+T41I2fO+1h\nNw/0NfCz93Tgc6o0BV38jzcHOTqawutUeGZXG26HXZ+3vT28avoWbpRUoczJifSSgmoJqPc5ub+3\nDqcqMxov0hbx0FXvxVFZYe2o89ZsEruS+OYbgxwaTt705xt8Dj57dxshjxNZV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caTW6Ps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\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fHzmGEU0hFQ1jWC5BIAhpCiEVQqpCPKzi+QH9cR0nWJZdkg0m927somC47BvOUDXXjvZ/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\n2NZDTyxOxO9hdoVZWY0GvKyYWcw0R3u/aHohz+9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TWsevqjYD+4EFzqa1wLMMjMNTgMdV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\nqg52NigE9jifrxnLeVW1FXhdRK5wyhERScRjPtqvI+xnsVgsFovFkjK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# scatter plot matrix\n", "from pandas.plotting import scatter_matrix\n", "scatter_matrix(data, figsize=(12,8))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "## EDA Notes\n", "* Will have to create dummy variables for the gender attribute\n", "* The minium value for height is 0 which means there are some anomolies in the observations.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "## Data Preparation\n", "[Table of Contents](#toc)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### To Do:\n", "* Create dummy variables for gender attributes\n", "* Investigate and filter observations with 0mm height. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Create dummy variables for gender attribute\n", "data['Male'] = (data['Sex'] == 'M').astype(int)\n", "data['Female'] = (data['Sex'] == 'F').astype(int)\n", "data['Infant'] = (data['Sex'] == 'I').astype(int)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4177, 12)\n" ] } ], "source": [ "print(data.shape)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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SexLengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRingsMaleFemaleInfant
0M0.4550.3650.0950.51400.22450.10100.15015100
1M0.3500.2650.0900.22550.09950.04850.0707100
2F0.5300.4200.1350.67700.25650.14150.2109010
3M0.4400.3650.1250.51600.21550.11400.15510100
4I0.3300.2550.0800.20500.08950.03950.0557001
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" ], "text/plain": [ " Sex Length Diameter Height Whole_Weight Shucked_Weight Viscera_Weight \\\n", "0 M 0.455 0.365 0.095 0.5140 0.2245 0.1010 \n", "1 M 0.350 0.265 0.090 0.2255 0.0995 0.0485 \n", "2 F 0.530 0.420 0.135 0.6770 0.2565 0.1415 \n", "3 M 0.440 0.365 0.125 0.5160 0.2155 0.1140 \n", "4 I 0.330 0.255 0.080 0.2050 0.0895 0.0395 \n", "\n", " Shell_Weight Rings Male Female Infant \n", "0 0.150 15 1 0 0 \n", "1 0.070 7 1 0 0 \n", "2 0.210 9 0 1 0 \n", "3 0.155 10 1 0 0 \n", "4 0.055 7 0 0 1 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRingsMaleFemaleInfant
count4177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.0000004177.000000
mean0.5239920.4078810.1395160.8287420.3593670.1805940.2388319.9336840.3658130.3129040.321283
std0.1200930.0992400.0418270.4903890.2219630.1096140.1392033.2241690.4817150.4637310.467025
min0.0750000.0550000.0000000.0020000.0010000.0005000.0015001.0000000.0000000.0000000.000000
25%0.4500000.3500000.1150000.4415000.1860000.0935000.1300008.0000000.0000000.0000000.000000
50%0.5450000.4250000.1400000.7995000.3360000.1710000.2340009.0000000.0000000.0000000.000000
75%0.6150000.4800000.1650001.1530000.5020000.2530000.32900011.0000001.0000001.0000001.000000
max0.8150000.6500001.1300002.8255001.4880000.7600001.00500029.0000001.0000001.0000001.000000
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" ], "text/plain": [ " Length Diameter Height Whole_Weight Shucked_Weight \\\n", "count 4177.000000 4177.000000 4177.000000 4177.000000 4177.000000 \n", "mean 0.523992 0.407881 0.139516 0.828742 0.359367 \n", "std 0.120093 0.099240 0.041827 0.490389 0.221963 \n", "min 0.075000 0.055000 0.000000 0.002000 0.001000 \n", "25% 0.450000 0.350000 0.115000 0.441500 0.186000 \n", "50% 0.545000 0.425000 0.140000 0.799500 0.336000 \n", "75% 0.615000 0.480000 0.165000 1.153000 0.502000 \n", "max 0.815000 0.650000 1.130000 2.825500 1.488000 \n", "\n", " Viscera_Weight Shell_Weight Rings Male Female \\\n", "count 4177.000000 4177.000000 4177.000000 4177.000000 4177.000000 \n", "mean 0.180594 0.238831 9.933684 0.365813 0.312904 \n", "std 0.109614 0.139203 3.224169 0.481715 0.463731 \n", "min 0.000500 0.001500 1.000000 0.000000 0.000000 \n", "25% 0.093500 0.130000 8.000000 0.000000 0.000000 \n", "50% 0.171000 0.234000 9.000000 0.000000 0.000000 \n", "75% 0.253000 0.329000 11.000000 1.000000 1.000000 \n", "max 0.760000 1.005000 29.000000 1.000000 1.000000 \n", "\n", " Infant \n", "count 4177.000000 \n", "mean 0.321283 \n", "std 0.467025 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 1.000000 \n", "max 1.000000 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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SexLengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRingsMaleFemaleInfant
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3996I0.3150.230.00.1340.05750.02850.35056001
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" ], "text/plain": [ " Sex Length Diameter Height Whole_Weight Shucked_Weight \\\n", "1257 I 0.430 0.34 0.0 0.428 0.2065 \n", "3996 I 0.315 0.23 0.0 0.134 0.0575 \n", "\n", " Viscera_Weight Shell_Weight Rings Male Female Infant \n", "1257 0.0860 0.1150 8 0 0 1 \n", "3996 0.0285 0.3505 6 0 0 1 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[data['Height'] == 0]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Filter out observations with 0mm in height\n", "data = data[data['Height'] > 0]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "4175" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Examine correlation between variables\n", "[Table of Contents](#toc) | [Section](#dataprep)\n", "\n", "**NOTE:** *The Kendall Tau correlation method will be used since it can also address non-linear correlations.*" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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e2rZ+b0T8Q9v69yLibas4futOziUieley/a2lnhQsSZI6VPANAUNlTcf+vk3r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\n4IBup+tKwGUtrNeTtDdl9GwF2xtI2gr4eO2FzwC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This correlation coefficicent matrix follows the \n", "#example from the seaborn example:\n", "#http://seaborn.pydata.org/examples/many_pairwise_correlations.html\n", "\n", "# Compute the correlation matrix\n", "corr = data.corr('kendall')\n", "\n", "# Generate a mask for the upper triangle\n", "mask = np.zeros_like(corr, dtype=np.bool)\n", "mask[np.triu_indices_from(mask)] = True\n", "\n", "# Set up the matplotlib figure\n", "f, ax = plt.subplots(figsize=(12, 8))\n", "\n", "# Generate a custom diverging colormap\n", "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n", "\n", "# Draw the heatmap with the mask and correct aspect ratio\n", "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=1, center=0,\n", " square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "#### Correlation observations\n", "* There is a strong correlation among the weight and size attributes.\n", "* Can reduce the number of attributes without affecting model accuracy." ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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LengthDiameterHeightWhole_WeightShucked_WeightViscera_WeightShell_WeightRingsMaleFemaleInfant
Length1.0000000.9080660.7347080.8724580.8355430.8261770.8241880.4568970.1960900.253480-0.454124
Diameter0.9080661.0000000.7476340.8736770.8243890.8201980.8408250.4737400.2004990.260219-0.465368
Height0.7347080.7476341.0000000.7714070.7120900.7484260.7826400.5091800.1968290.266542-0.467862
Whole_Weight0.8724580.8736770.7714071.0000000.8795460.8706590.8628190.4760160.2150680.262062-0.482231
Shucked_Weight0.8355430.8243890.7120900.8795461.0000000.8095650.7650640.3987540.2120890.238800-0.456050
Viscera_Weight0.8261770.8201980.7484260.8706590.8095651.0000000.7981350.4609820.2102970.269492-0.484689
Shell_Weight0.8241880.8408250.7826400.8628190.7650640.7981351.0000000.5350290.2074120.265064-0.477313
Rings0.4568970.4737400.5091800.4760160.3987540.4609820.5350291.0000000.1871540.242982-0.434477
Male0.1960900.2004990.1968290.2150680.2120890.2102970.2074120.1871541.000000-0.512900-0.522349
Female0.2534800.2602190.2665420.2620620.2388000.2694920.2650640.242982-0.5129001.000000-0.464113
Infant-0.454124-0.465368-0.467862-0.482231-0.456050-0.484689-0.477313-0.434477-0.522349-0.4641131.000000
\n", "
" ], "text/plain": [ " Length Diameter Height Whole_Weight Shucked_Weight \\\n", "Length 1.000000 0.908066 0.734708 0.872458 0.835543 \n", "Diameter 0.908066 1.000000 0.747634 0.873677 0.824389 \n", "Height 0.734708 0.747634 1.000000 0.771407 0.712090 \n", "Whole_Weight 0.872458 0.873677 0.771407 1.000000 0.879546 \n", "Shucked_Weight 0.835543 0.824389 0.712090 0.879546 1.000000 \n", "Viscera_Weight 0.826177 0.820198 0.748426 0.870659 0.809565 \n", "Shell_Weight 0.824188 0.840825 0.782640 0.862819 0.765064 \n", "Rings 0.456897 0.473740 0.509180 0.476016 0.398754 \n", "Male 0.196090 0.200499 0.196829 0.215068 0.212089 \n", "Female 0.253480 0.260219 0.266542 0.262062 0.238800 \n", "Infant -0.454124 -0.465368 -0.467862 -0.482231 -0.456050 \n", "\n", " Viscera_Weight Shell_Weight Rings Male Female \\\n", "Length 0.826177 0.824188 0.456897 0.196090 0.253480 \n", "Diameter 0.820198 0.840825 0.473740 0.200499 0.260219 \n", "Height 0.748426 0.782640 0.509180 0.196829 0.266542 \n", "Whole_Weight 0.870659 0.862819 0.476016 0.215068 0.262062 \n", "Shucked_Weight 0.809565 0.765064 0.398754 0.212089 0.238800 \n", "Viscera_Weight 1.000000 0.798135 0.460982 0.210297 0.269492 \n", "Shell_Weight 0.798135 1.000000 0.535029 0.207412 0.265064 \n", "Rings 0.460982 0.535029 1.000000 0.187154 0.242982 \n", "Male 0.210297 0.207412 0.187154 1.000000 -0.512900 \n", "Female 0.269492 0.265064 0.242982 -0.512900 1.000000 \n", "Infant -0.484689 -0.477313 -0.434477 -0.522349 -0.464113 \n", "\n", " Infant \n", "Length -0.454124 \n", "Diameter -0.465368 \n", "Height -0.467862 \n", "Whole_Weight -0.482231 \n", "Shucked_Weight -0.456050 \n", "Viscera_Weight -0.484689 \n", "Shell_Weight -0.477313 \n", "Rings -0.434477 \n", "Male -0.522349 \n", "Female -0.464113 \n", "Infant 1.000000 " ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Split the data into training and test sets\n", "[Table of Contents](#toc) | [Section](#dataprep)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import library and set test split parameters\n", "from sklearn.model_selection import train_test_split\n", "test_size = 0.3\n", "seed = 7" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Split data into training and test datasets\n", "train, test = train_test_split(data, test_size = test_size, random_state=seed)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Assign X and y axes\n", "X_train = train.drop(['Rings', 'Sex', 'Female'],axis=1)\n", "y_train = train['Rings']\n", "X_test = test.drop(['Rings', 'Sex', 'Female'],axis=1)\n", "y_test = test['Rings']" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of attributes in the training set: 9\n", "Training attributes are: \n", "Index(['Length', 'Diameter', 'Height', 'Whole_Weight', 'Shucked_Weight',\n", " 'Viscera_Weight', 'Shell_Weight', 'Male', 'Infant'],\n", " dtype='object')\n", "\n", "\n", "Number of attributes in the test set: 9\n", "Test attributes are: \n", "Index(['Length', 'Diameter', 'Height', 'Whole_Weight', 'Shucked_Weight',\n", " 'Viscera_Weight', 'Shell_Weight', 'Male', 'Infant'],\n", " dtype='object')\n" ] } ], "source": [ "# Verify attributes\n", "print('Number of attributes in the training set: ', len(X_train.columns))\n", "print('Training attributes are: ')\n", "print(X_train.columns)\n", "print('\\n')\n", "print('Number of attributes in the test set: ', len(X_test.columns))\n", "print('Test attributes are: ')\n", "print( X_test.columns)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Algorithm Evaluation\n", "[Table of Contents](#toc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don’t know which algorithms would be good on this problem or what configurations to use. We get an idea from the plots that some of the classes are partially linearly separable in some dimensions, so we are expecting generally good results.\n", "\n", "Let’s evaluate 3 different algorithms:\n", "\n", " 1. Muliple Regression\n", " 2. Principal Component Analysis (PCA)\n", " 3. Neural Networks\n", " \n", "Let’s build and evaluate our models:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import Algorithm Libraries\n", "from scipy import stats\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Simple Linear Regression\n", "[Table of Contents](#toc) | [Section](#algoselect)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fitting Linear Regression Model to the Training set\n", "regressor = LinearRegression()\n", "regressor.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'Diameter': 6.9814284468743635,\n", " 'Height': 24.680866409681514,\n", " 'Infant': -0.69777636243297547,\n", " 'Length': 1.2770253922183885,\n", " 'Male': 0.12552781927811749,\n", " 'Shell_Weight': 6.3645338382963219,\n", " 'Shucked_Weight': -20.361090115067476,\n", " 'Viscera_Weight': -11.079121087851616,\n", " 'Whole_Weight': 9.3157493772331215}" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Take a look at the regression coefficients\n", "dict(zip(list(X_train.columns), regressor.coef_))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "### Simple Linear Regression Validation\n", "[Table of Contents](#toc) | [Section](#algoselect)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### Calculate the mean absolute error (MAE)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### Plot the MAE on a Y vs. YHat plot" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Create Y-YHat plot function\n", "def plot_yyhat(y_test, y_pred):\n", " r2 = r2_score(y_test, y_pred)\n", " mae = mean_absolute_error(y_test, y_pred)\n", " \n", " #A trick to get format the plot scaling by explicitly\n", " #including the minimum and maximum values for \n", " #the test data and predicted values\n", " absmin = min([y_test.min(), y_pred.min()])\n", " absmax = max([y_test.max(), y_pred.max()])\n", " \n", " # Create the chart\n", " ax = plt.axes()\n", " ax.scatter(y_test, y_pred)\n", " ax.set_title('Y vs. YHat')\n", " ax.axis([absmin, absmax, absmin, absmax])\n", " ax.plot([absmin, absmax], [absmin, absmax],c='black')\n", " ax.set_ylabel('Predicted Rings')\n", " ax.set_xlabel('Actual Rings')\n", " \n", " #Plot the text box\n", " props = {'boxstyle':'round','facecolor':'wheat','alpha':0.5}\n", " textStr = '$MAE=%.3f$\\n$R2=%.3f$' % (mae, r2)\n", " ax.text(0.05, 0.95, textStr, transform=ax.transAxes, fontsize=14,\n", " verticalalignment='top',bbox=props)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Predicting the age\n", "y_pred = regressor.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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YkseICGeObqNA/nwOi3/n7n08+vgrCbdHjfmcUWM+56VOHZj25RgALl68zJ+Hkn76b1Cv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\nAlp0wy9HnhSHcBwhrd3HRjx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display chart\n", "plot_yyhat(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Regression Observations\n", "* The prediction seems to get worse as the actual number of rings increases\n", "* The mean absolute error does not seem adequate. Expected MAE is around 0.5.\n", "\n", "**QUESTION TO ASK**\n", "* What target accuracy needs to be achieved for the researchers to stop manually counting rings?\n", "\n", "**Next Steps**\n", "Improve the model (and the chance of overfitting) by reducing the number of explanatory factors to only those which are necessary, which may improve prediction accuracy as well if overfitting is present." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### LASSO Modeling\n", "[Table of Contents](#toc) | [Section](#algoselect)\n", "\n", "Since many of the factors were highly related (according to the Kendall Tau metric calculated in a previous section), it is likely that an accuracy close to 1.66 can still be achieved with fewer explanatory factors.\n", "\n", "There are many algorithms which could be used for this purpose, but let’s try a regularization method called Least Absolute Shrinkage and Selection Operator (LASSO). Regularization methods are designed to reduce overfitting by imposing penalties on the regression model. In this case, LASSO is a good choice because it can reduce the coefficients of unnecessary factors to zero, effectively reducing the number of explanatory factors in the model." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "The following code will construct a LASSO model, using cross-validation to select an appropriate alpha, which is a required hyperparameter for the LASSO model. Essentially, the method will divide the dataset into 20 (or user-modifiable) different partitions and determine the best alpha value for each partition. Then, the average alpha across all folds will be selected.\n", "\n", "*Note- the regulatization path figure was originally from an example here:\n", "\n", "[http://scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_model_selection.html](http://scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_model_selection.html)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Fitting Muliple Linear Regression to the Training set\n", "from sklearn.linear_model import LassoCV\n", "num_cv = 20\n", "lasso_model = LassoCV(cv=num_cv).fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "(-0.078111083202234144,\n", " 3.2218889167977656,\n", " 2.429326207309928,\n", " 15.45782850149709)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { 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BO6QlJZayjEJTP28a1fJ03itMBo1GoyktylURKKWGAk8DN4tI4bO3ZYCIsGTJ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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Creating the chart\n", "m_log_alphas = -np.log10(lasso_model.alphas_)\n", "ax = plt.axes()\n", "ax.plot(m_log_alphas, lasso_model.mse_path_, ':')\n", "ax.plot(m_log_alphas, lasso_model.mse_path_.mean(axis=1),'black',\n", " label='Average across the folds',linewidth=2)\n", "ax.axvline(-np.log10(lasso_model.alpha_), linestyle='--', color='black')\n", "ax.legend()\n", "ax.set_xlabel('-log(alpha)')\n", "ax.set_ylabel('MSE')\n", "ax.set_title('MSE per CV Fold: Coordinate Descent')\n", "ax.axis('tight')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'Diameter': 6.7380394287823187,\n", " 'Height': 22.120202393918547,\n", " 'Infant': -0.71565827101252044,\n", " 'Length': 1.3848926055278519,\n", " 'Male': 0.11829978811583884,\n", " 'Shell_Weight': 7.1363503878915733,\n", " 'Shucked_Weight': -19.682753051798976,\n", " 'Viscera_Weight': -9.3800897973271944,\n", " 'Whole_Weight': 8.6304016128935803}" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Let’s examine the new coefficients from the lasso model:\n", "dict(zip(list(X_train.columns),lasso_model.coef_))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "#### Observations\n", "The information contained in “Length” is probably adequately duplicated across similar factors, such as diameter.\n", "\n", "Next, let’s look at the Y-Yhat plot (using the same function as defined earlier):" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Predicting the age using Lasso Model\n", "y_pred2 = lasso_model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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iVzNdAykpK592DhLWA0JECgJXgV/dGJNSCtePdknaHGLibVzcuojz674DycL4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\nSI5+/QYXfp9N7moPclun8eS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_yyhat(y_test, y_pred2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "The mean absolute error was roughly the same as before, but less explanatory factors were used, the chance of overfitting is reduced, and the model is simplified." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### LASSO Model Validation\n", "[Table of Contents](#toc) | [Section](#algoselect)\n", "\n", "Validate the constructed Lasso model. First, let’s look at the residuals plotted against each explanatory factor, which should show no dependency." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Plot residuals function\n", "def plotResiduals(currentAxis, xData, xLab, y_residual):\n", " currentAxis.scatter(xData, y_residual)\n", " currentAxis.set_title('Residuals vs. {}'.format(xLab))\n", " currentAxis.set_ylabel('Residual Value')\n", " currentAxis.set_xlabel(xLab)\n", " minVal, maxVal = min(xData), max(xData)\n", " currentAxis.plot([minVal,maxVal],[0,0],c='green')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Calculate residual values\n", "y_residuals = y_pred2 - y_test" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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fAJe1pNyeuDXDY4y66/EMI97NFlYqia4W+d7rNjacytIJKpefj8pamu/SmzaP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o6p6qiq3qyqf+tORRLSEJKIX5LUkbxMUzaSghNptN5OWg9qNgFqT/tYsWwuioVKPSgWJJNuHGk4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Ua1fEmuz/LSKr0MqnngDw3/NtTr7C1oz2JD3rtP2dbSmbqBruWnUAjeaM8XheTd2Grbtx3T37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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create chart\n", "f,((ax1,ax2),(ax3,ax4),(ax5,ax6),(ax7,ax8)) = plt.subplots(4,2,figsize=(12,25))\n", "plotResiduals(ax1,X_test['Diameter'],'Diameter',y_residuals)\n", "plotResiduals(ax2,X_test['Male'],'Male',y_residuals)\n", "plotResiduals(ax3,X_test['Infant'],'Infant',y_residuals)\n", "plotResiduals(ax4,X_test['Height'],'Height',y_residuals)\n", "plotResiduals(ax5,X_test['Shell_Weight'],'Shell Height',y_residuals)\n", "plotResiduals(ax6,X_test['Shucked_Weight'],'Shucked Weight',y_residuals)\n", "plotResiduals(ax7,X_test['Viscera_Weight'],'Viscera Weight',y_residuals)\n", "plotResiduals(ax8,X_test['Whole_Weight'],'Whole Weight',y_residuals)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "##### Snippet\n", "```python\n", "plotResiduals(ax0,X_test['Diameter'],'Diameter',y_residuals)\n", "plotResiduals(ax1,X_test['Male'],'Male',y_residuals)\n", "plotResiduals(ax2,X_test['Infant'],'Infant',y_residuals)\n", "plotResiduals(ax3,X_test['Height'],'Height',y_residuals)\n", "plotResiduals(ax4,X_test['Shell_Weight'],'Shell Height',y_residuals)\n", "plotResiduals(ax5,X_test['Shucked_Weight'],'Shucked Weight',y_residuals)\n", "plotResiduals(ax6,X_test['Viscera_Weight'],'Viscera Weight',y_residuals)\n", "plotResiduals(ax7,X_test['Whole_Weight'],'Whole Weight',y_residuals)\n", "\n", "for ax in range(len(X_test)-1):\n", " plotResiduals(ax, X_test.iloc[:,ax], X_test.iloc[:,ax].name, y_residuals)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### Examine distribution of the residuals" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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y0tm9K7BYRJYB3wJ/87mLylRR8+fPJzExkRNOOCGk9bbr0Q+A9SvseVJjyiOY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\nrHnM9vd+2ORCVBWjcePG9Or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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Create the distribution chart\n", "ax = plt.axes()\n", "sns.distplot(y_residuals,ax=ax,kde=False,fit=stats.norm)\n", "\n", "#Plot the text box\n", "props = {'boxstyle':'round','facecolor':'wheat','alpha':0.5 }\n", "textStr = '$\\mu=%.2f$\\n$\\mathrm{median}=%.2f$\\n$\\sigma=%.2f$' % \\\n", " (y_residuals.mean(),y_residuals.median(),y_residuals.std())\n", "ax.text(0.05,0.95,textStr, transform=ax.transAxes, fontsize=14,\n", " verticalalignment='top',bbox=props)\n", "ax.set_title('Histogram of Residuals')\n", "ax.set_ylabel('# Occurences')\n", "ax.set_xlabel('Residual Value')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Principal Component Analysis (PCA)\n", "[Table of Contents](#toc) | [Section](#algoselect)\n", "\n", "PCA works by transforming the axes of a dataset. For example, the original axes of a dataset might fall along X, Y, and Z; after PCA transformation, the first axis will be a linear combination of all three variables (such as X+2Y-3Z), the second axis will be orthogonal (at a right angle) to the first axis but also a linear combination of all three variables, and so on.\n", "\n", "New variables are created as linear combinations of the original variables. Optimal linear combinations are discovered using the eigenvectors and eigenvalues of the original data. Singular value decomposition, a technique from linear algebra, may be used to divide the original dataset into three matrices containing the eigenvalues, eigenvectors, and transformed data points of the original matrix. The eigenvectors are the transformed linear combinations, the eigenvalues describe the explained variance (informative significance) of the eigenvectors, with the highest eigenvalues being the most significant. After determining the optimal linear combinations, insignificant factors may be discarded, and the complexity of the problem is significantly reduced.\n", "\n", "When might PCA be useful? Variables within a dataset may lie along arbitrary axes that are not necessarily convenient for modeling, depending on how the data is collected. In many cases, more accurate models can be achieved when the choice of axes is optimized. Furthermore, some variables (or transformed axes) may be removed from consideration if they do not add a meaningful amount of information to the problem. Or PCA might be used as a data exploration technique, as it helps determine which factors typically contain the same information.\n", "\n", "The scikit-learn library may be used to perform PCA on the abalone dataset from the previous blog post. First, a model will be built with 10 principal components, the same as the number of variables." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Import PCA module\n", "from sklearn.decomposition import PCA" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Create new dataset with 'Rings' and 'Sex' attributes removed\n", "dataset = data.drop(['Rings','Sex','Female'],axis=1)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "PCA(copy=True, iterated_power='auto', n_components=9, random_state=None,\n", " svd_solver='auto', tol=0.0, whiten=False)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Fitting the PCA model to the dataset\n", "pca_model = PCA(n_components=9)\n", "pca_model.fit(dataset)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot the explained variance\n", "plt.plot(range(1,10),pca_model.explained_variance_ratio_)\n", "plt.xlabel('Principal Component')\n", "plt.ylabel('Percentage Explained Variance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "According to the figure above, the majority of the variance within the model can be explained using only the first four principal components. Since we know that most of these variables are highly correlated, a good assumption is that PCs 5 through 9 contain mostly noise and can be removed from consideration.\n", "\n", "The following plot will illustrate the coefficients of each principal component as a combination of the original 10 variables." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Coefficient')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Q3oSkDuC9FP/BI6Kzh3/S6jyVGxFeVZI2Is1KKtLl+rOZI1VSUdw/TervXytk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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Create a dataframe of the PCA components\n", "df = pd.DataFrame(data=pca_model.components_)\n", "df.index = dataset.columns\n", "dfRed = df.loc[:,:3]\n", "dfRed.columns = range(1,5)\n", "dfRed.plot.bar()\n", "plt.ylabel('Coefficient')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Using only the first 4 principal components, which explain the majority of the variance in the dataset, a multiple regression model can be created. The following code will remove the last 6 PCs and create a regression model." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Remove the last 6 PCs\n", "red_PCA = PCA(n_components=4)\n", "red_PCA.fit(dataset)\n", "rings = data['Rings'].values.reshape(len(data),1)\n", "red_data = np.hstack([red_PCA.transform(dataset),rings])\n", "red_df = pd.DataFrame(red_data,columns=['PC1','PC2','PC3','PC4','Rings'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### Split the data into training and test sets" ] }, { "cell_type": "code", "execution_count": 276, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import library and set test split parameters\n", "from sklearn.model_selection import train_test_split\n", "test_size = 0.3\n", "seed = 7" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Split data into training and test datasets\n", "train, test = train_test_split(red_df, test_size = test_size, random_state=seed)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Assign X and y axes\n", "X_train = train.drop(['Rings'],axis=1)\n", "y_train = train['Rings']\n", "X_test = test.drop(['Rings'],axis=1)\n", "y_test = test['Rings']" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fitting Linear Regression Model to the Training set\n", "regressor = LinearRegression()\n", "regressor.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'PC1': 2.3272300814728988,\n", " 'PC2': 1.2873302560498818,\n", " 'PC3': -0.53084881585635202,\n", " 'PC4': -23.565174453757344}" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Take a look at the regression coefficients\n", "dict(zip(list(X_train.columns),regressor.coef_))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### PCA Validation\n", "[Table of Contents](#toc) | [Section](#algoselect)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Again, let’s get a sense of how well the model performed by looking at a Y-Yhat plot and some basic performance metrics:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Predicting the age\n", "y_pred3 = regressor.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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D8crdxMRE2r3bn0lfDMaIUKppN978oDtlyjh/uh/QtJK1uqeTtdRfrKxX8OWM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\n4+TiL7h26gA5Kz1Cvofb0qx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display chart\n", "plot_yyhat(y_test, y_pred3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "\n", "### Neural Network\n", "[Table of Contents](#toc) | [Section](#algoselect)\n", "\n", "Multilayer perceptrons can be used for a variety of purposes, including classification or function approximation. A perceptron accepts a number of inputs (variables), which usually include all the available information about the problem to be solved. The inputs are given weights as a linear combination within a hidden layer or layers that contains multiple nodes. The hidden layer(s) are passed through an activation function (e.g. a hard limit or sigmoid function). Finally, the output(s) are calculated from the activation function." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "#### Data Preprocessing" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Import library and set test split parameters\n", "from sklearn.model_selection import train_test_split\n", "test_size = 0.3\n", "seed = 7" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Split data into training and test datasets\n", "train, test = train_test_split(data, test_size = test_size, random_state=seed)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Assign X and y axes\n", "X_train = train.drop(['Rings', 'Sex','Female'],axis=1)\n", "y_train = train['Rings']\n", "X_test = test.drop(['Rings', 'Sex','Female'],axis=1)\n", "y_test = test['Rings']" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Feature Scaling\n", "from sklearn.preprocessing import StandardScaler\n", "sc = StandardScaler()\n", "X_train = sc.fit_transform(X_train)\n", "X_test = sc.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Build Neural Network\n", "from sklearn.neural_network import MLPRegressor\n", "\n", "# Initialising the NN\n", "regressor = MLPRegressor(hidden_layer_sizes = [10,10],\n", " alpha=0.00001,\n", " learning_rate_init = 0.001,\n", " max_iter = 1000)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "MLPRegressor(activation='relu', alpha=1e-05, batch_size='auto', beta_1=0.9,\n", " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", " hidden_layer_sizes=[10, 10], learning_rate='constant',\n", " learning_rate_init=0.001, max_iter=1000, momentum=0.9,\n", " nesterovs_momentum=True, power_t=0.5, random_state=None,\n", " shuffle=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n", " verbose=False, warm_start=False)" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fit Neural Network to Training set\n", "regressor.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "### Neural Network Validation\n", "[Table of Contents](#toc) | [Section](#nn)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Make Predictions\n", "y_pred4 = regressor.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Calculate residual values\n", "y_residuals = y_pred4 - y_test" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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qV6/Oxx9/TKdOnYiJiaFp06a+Dkv5oXRvFhtj/gZedfHyXveGo5S6VXFxcfTt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\n4nqCWxB1lFkbD1+/ckgyhlk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Chart Results\n", "plot_yyhat(y_test,y_pred4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "#### Activation Function Selection\n", "[Table of Contents](#toc) | [Section](#nn)\n", "\n", "The initially chosen activation function was a logistic function. Let’s examine how the model behaves when other types of activation functions are selected:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Obtain MAE from modifying the activation function\n", "def activationResults(func):\n", " results = []\n", " regressor = MLPRegressor(hidden_layer_sizes = [10,10],\n", " alpha=0.00001,\n", " activation = func,\n", " learning_rate_init = 0.001,\n", " max_iter = 2000)\n", " regressor.fit(X_train,y_train)\n", " y_pred = regressor.predict(X_test)\n", " mae = mean_absolute_error(y_test, y_pred)\n", " results.append(mae)\n", " #rmse = mean_squared_error(y_test, y_pred)\n", " #results.append(rmse)\n", " return results" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'identity': [1.6561624688452283],\n", " 'logistic': [1.5623492362740252],\n", " 'relu': [1.5867539499008503],\n", " 'tanh': [1.5697234094643622]}" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Evaluate the activation functions\n", "dictResults = {}\n", "for func in ['identity','logistic','tanh','relu']:\n", " dictResults[func] = activationResults(func)\n", "#Print the results\n", "dictResults" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Based on the above results, the logistic and tanh functions achieved the lowest MAE, with a fairly close difference. Let’s select the logistic function. Note that model architecture may have an effect on the ideal activation function for a given dataset, so this step should ideally be performed in conjunction with other hyperparameter selection." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "#### Regularization Parameter Selection\n", "[Table of Contents](#toc) | [Section](#nn)\n", "\n", "Next, we will select the ideal regularization parameter (alpha). 35 log-spaced values between 1e-6 and 1 will be tried (I did some quick manual investigation to restrict the hyperparameter space to alpha < 1).\n", "\n", "Note- this code will run much more slowly, as the number of models is 35 instead of 4, as in the previous section." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Obtain MAE from modifying alpha\n", "def alphaResults(alpha):\n", " results = []\n", " regressor = MLPRegressor(hidden_layer_sizes = [10,10],\n", " alpha=alpha,\n", " activation = 'logistic',\n", " learning_rate_init = 0.001,\n", " max_iter = 2000)\n", " regressor.fit(X_train,y_train)\n", " y_pred = regressor.predict(X_test)\n", " mae = mean_absolute_error(y_test, y_pred)\n", " results.append(mae)\n", " #rmse = mean_squared_error(y_test, y_pred)\n", " #results.append(rmse)\n", " return results" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Evaluate the alpha parameter\n", "results2 = []\n", "alphas = np.logspace(-6, 0, num=35)\n", "for alpha in alphas:\n", " results2.append(alphaResults(alpha))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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/Rs/gKCwFepQWKffBSUtUCxhENJPC7zbhgkw6AC4ishBRSfi4BcD7AURdaaWm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\naOsfTun7t7adnb+I5gvrmvD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the results\n", "plt.plot(alphas,results2)\n", "plt.xscale('log')\n", "plt.xlabel('Alpha')\n", "plt.ylabel('MAE')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Results are fairly stable for alpha < 0.1. Remember that model architecture will also affect these results, so the MAE noise between 1e-6 and 1e-1 is probably insignificant. Let’s choose alpha = 0.01." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "#### Hidden Layer Architecture Selection\n", "[Table of Contents](#toc) | [Section](#nn)\n", "\n", "Next, we will examine varying the hidden layer architecture. Initially, two hidden layers with 10 nodes each was chosen." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Obtain MAE from modifying the hidden layers\n", "def hlayerResults(hlayer):\n", " results = []\n", " regressor = MLPRegressor(hidden_layer_sizes = hlayer,\n", " alpha=0.01,\n", " activation = 'logistic',\n", " learning_rate_init = 0.001,\n", " max_iter = 2000)\n", " regressor.fit(X_train,y_train)\n", " y_pred = regressor.predict(X_test)\n", " mae = mean_absolute_error(y_test, y_pred)\n", " results.append(mae)\n", " #rmse = mean_squared_error(y_test, y_pred)\n", " #results.append(rmse)\n", " return results" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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MAE
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" ], "text/plain": [ " MAE\n", "[20, 2, 20] [1.53155052546]\n", "[10, 5] [1.54020957774]\n", "[5, 5] [1.54031010066]\n", "[10, 1] [1.54375331943]\n", "[20, 10] [1.54466410519]\n", "[5, 15] [1.54540555344]\n", "[10, 15] [1.54584738986]\n", "[5, 20] [1.54624311834]\n", "[5, 10] [1.54817987165]\n", "[20, 5] [1.54915341502]\n", "[20, 15] [1.55018958226]\n", "[15, 20] [1.55076047335]\n", "[20, 20] [1.55263818494]\n", "[10, 10] [1.55313063998]\n", "[10, 2, 10] [1.55449383705]\n", "[15, 10] [1.55525832853]\n", "[15, 15] [1.55652298015]\n", "[15, 5] [1.55706603096]\n", "[2, 2] [1.55910667904]\n", "[10] [1.56427825114]\n", "[20, 5, 20] [1.56686133944]\n", "[10, 20] [1.57015059256]\n", "[20] [1.57101468043]\n", "[10, 5, 10] [1.57287051083]\n", "[1, 10] [1.66984428099]" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Let's try some \"typical\" values, with 2 layers, all combinations\n", "#of 5-spaced intervals\n", "hlayers = [[x,y] for x in range(5,21,5) for y in range(5,21,5)]\n", "\n", "#Now let's add a few \"weirder\" ones to see what happens:\n", "hlayers.extend([[1,10],[10,1],[2,2],[10,2,10],[10,5,10],\n", " [20,5,20],[20,2,20],[10],[20]])\n", "dfResults = pd.DataFrame(columns=['MAE'])\n", "for hlayer in hlayers:\n", " dfResults.loc[str(hlayer)] = {'MAE' : hlayerResults(hlayer)}\n", "#Print the results\n", "dfResults.sort_values('MAE')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "The best results were [15, 5] by a small margin. A hidden layer architecture of [15, 5] is not excessively large, considering there are 10 input variables, so the selection seems reasonable. However, [5,15] might have been a good choice, as well. (Determining a reasonable hidden layer architecture is a skill that comes with practice using many different types of datasets.)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "\n", "#### Learning Rate Selection\n", "[Table of Contents](#toc) | [Section](#nn)\n", "\n", "Finally, let’s select an appropriate learning rate. As the learning rate is most dependent on the hidden layer architecture, it should be performed last in this analysis, although of course as mentioned before, all hyperparameter selection should ideally be performed simultaneously." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "#Obtain MAE from modifying the learning rate\n", "def lrResults(lr):\n", " results = []\n", " regressor = MLPRegressor(hidden_layer_sizes = [15,5],\n", " alpha=0.01,\n", " activation = 'logistic',\n", " learning_rate_init = lr,\n", " max_iter = 2000)\n", " regressor.fit(X_train,y_train)\n", " y_pred = regressor.predict(X_test)\n", " mae = mean_absolute_error(y_test, y_pred)\n", " results.append(mae)\n", " #rmse = mean_squared_error(y_test, y_pred)\n", " #results.append(rmse)\n", " return results" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/wmemorgan/miniconda3/envs/python3/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (2000) reached and the optimization hasn't converged yet.\n", " % self.max_iter, ConvergenceWarning)\n" ] } ], "source": [ "# Evaluate the learning rate parameter\n", "results4 = []\n", "lrs = np.logspace(-4, -1, num=20)\n", "for lr in lrs:\n", " results4.append(lrResults(lr))" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the results\n", "plt.plot(lrs,results4)\n", "plt.xscale('log')\n", "plt.xlabel('Learning Rate')\n", "plt.ylabel('MAE')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Based on these results, any learning rate less than 10^-2 is appropriate." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "## Model Training\n", "[Table of Contents](#toc)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Best Parameters\n", "activation_func = 'logistic'\n", "alpha = 0.01\n", "hidden_layer = [10,5]\n", "learning_rate = 0.01" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Initialising the NN\n", "regressor = MLPRegressor(hidden_layer_sizes = hidden_layer,\n", " alpha=alpha,\n", " activation = activation_func,\n", " learning_rate_init = learning_rate,\n", " max_iter = 2000)" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "MLPRegressor(activation='logistic', alpha=0.01, batch_size='auto', beta_1=0.9,\n", " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", " hidden_layer_sizes=[10, 5], learning_rate='constant',\n", " learning_rate_init=0.01, max_iter=2000, momentum=0.9,\n", " nesterovs_momentum=True, power_t=0.5, random_state=None,\n", " shuffle=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n", " verbose=False, warm_start=False)" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fit Neural Network to Training set\n", "regressor.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Make Predictions\n", "y_pred5 = regressor.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Calculate residual values\n", "y_residuals = y_pred5 - y_test" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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PAZWBRcBioKqtzJ/UHlSapvmoxMRE3n//fRo0aMDBgwf59ttvWbp0qU4WmkO3\nfMKwLWL0ipOXD7k3HE3TvGX79u2EhYURFRXFs88+y4QJE9AzPmtZuWXCEJE7gf8B1TNur5S6z3Nh\naZpvWLT7FGNXHeD0pWtULFmIQW1r0bFhJavDytLVq1cZNmwY48aNo0DxIMp0GsLmas1oMm4bLW8P\n4ttexsdXdJmxmY2H/10nzdX9310URfjWEyQrhb8InZtV4YOOdQ3vb/b3b/b8viztZ89f/g7DvV2N\ntGHMA6YCM/l3mhBNyxGsvGAv2n2KQfMiSEpRAJy6dI1B8yIADMfg7QvWb7/9Rs+ePTl06BC3t3qM\nxMZd8Cvw70jtjYfj6DJjs6GLvn2ycHX/dxdF8c2WP9O/T1Yq/Xsjv4NFu0/x1sIoriWlXpZOXbrG\nWwujAGO/f7PnT4vByvdfds9t/7MbZaQN44ZSaopSaptSamfah8tn0jQ3S7tgnLp0DcW/F4xFu095\n5fzDlsSkJ4s0SSmKYUtiDO2f9k+brFKPkXbBendRlOEYFu0+RctRa7ntzeW0HLXW6c+ekJDASy+9\nxL333ktKSgq//PILN+7unSlZpLFPAs44287o/uFbT7hUbm/sqgPpySLNtaRkxq464JXzW/n+S7tZ\nyXjuQfMiDJ/b6M9oz0jCWCoiL4tIBREJSvvI1tk0zY3MXjDA+AXXkUvXklwqt+eOC9aAH/ZkumgM\n+GHPTT/D8uXLCQkJYfr06QwcOJCoqCjuu8/6GuW0RGm03N7pS9dcKnf3+d3x/ssuszcrRn9Ge0YS\nRndS547aBOy0fezI1tk0zY3MXjDM3qWZZfaC9dbCyJv6tafYygFiY2Pp0qULjz76KCVLlmTz5s18\n/PHHFC5c2ETU7uMv4lK5vYolC7lU7u7zm33/mWH2ZsXoz2jvlglDKXWbg48a2TqbprmR2QuG2bu0\nwgGO/32cldsze8G6luR4GNTVxGS+//57goODmTdvHsOGDWPnzp00bdo003Y1yzqeZdZZubt1bua4\n666zcnuD2taiUIB/prJCAf4MalvLK+c3+/6zktGf0Z7Td7aI3Gf73MnRx60OLCKzReQvEYnOUDZM\nRE6JyB7bR3sn+7YTkQMickhE3szOD6blfmYvGGbv0grYnftW5fZqlHF8p++s3Igbl88Tu/B9Onfu\nTI0aNdi1axdDhw4lf/6bl7C5mugs4XhnPO4HHevStXnV9ATpL0LX5lUNNzh3bFiJkZ3qUqlkIQSo\nVLIQIzvVNdzwG1ot6KYLoJ+t3Aiz7z8zAgsHuFRuz/53b1RWvaRaA2uBDg5eU8DCWxz7S2AS8LVd\n+SdKqY+d7WQbQT4ZeBA4CWw9SMEuAAAgAElEQVQXkSVKqb23OJ/mg8z09EjbzqpeKhevOk4szsrt\nHYm96lJ5VpRS/B2xiou/zoaUZMaNG8drr72Gv7/z5HXKSdWJs3J7gYUDHP6sRi9akHrhMtMrrGPD\nStn+e49ddcBhld7YVQcMHdPK99/QDiEMmh9BUvK/T8gB/sLQDiGGj5H2u5dRjxjuxOQ0YSilhto+\nv2A4gsz7rxeR6tnYtSlwyLZUKyLyPfA4oBNGLmO2W2Tadtn9BzV7wfMXcdjeYPSuzWwbRoAfJKVA\n0sUzXFg5ket/RlKgaj3Kt3+FAQN63nJ/s/EP7RDCwHkRJGeo1vP3c+2iZSWzCRPMvf988WYpy3EY\ntrv9QNtob0QkP/A88LpSqnY2z9lPRLqR2nA+UCl10e71SkDGbiInucX64Vr2me1Hbmb/rHqZGD2G\nmfObveCZveCbVSS/H3+un8+lDd+Cnz9BbftRtH5bAosYW0HZHfH7kXlwli8txSmkVpU4Kvc0q2+W\nsiurNoxngTggUkR+E5E2wBFSpzfvks3zTQFuBxoAZ4Bxjk7toMzpO1hEeovIDhHZERsbm82w8iaz\n/cjN7m/2Ds8d/eAd1WEbZbbR2ozo6Gj2TX+Ni7/OpmD1+lTs+TnFGrRDRLhksErMbD342FUHHHYa\n8Ea30jRmukU7u6h4I91b2SXXjKz+P94FGiulKgKvk7ouxitKqSeUUruyczKl1DmlVLJSKgWYQWr1\nk72TQMYm/MrA6SyOOV0pFaqUCtXz4LjG7JvW7P5mL7juiN/MBc+KJ4zExESGDRtGo0aNSEmIpfRj\nb1Cm0xDyFSudvo3RXjrOwjQavpXdSsH6gZtmWP27y66sqqQSlVKHAJRSu0TkqFLqRzMnE5EKSqkz\ntm+fAKIdbLYdqCkitwGngGdJnR1XczOzb1qrB05ZHX+lkoUcPg1V8lC3ym3bttGjRw9iYmLo0qUL\n1xp1YedfN/doql7K2PnjnfQGc1Zur6KTn9+VbqVWVmkWye/PlcSbZzsqkt9YLzcz3PG7s0JWTxhl\nRWRA2gdQ1O77LIlIOLAZqCUiJ0UkDBgjIlEiEgm0IfXJBRGpKCIrAJRSN4B+wCpgHzBXKWWsY7zm\nErP9yK0eOFXSSdWJs3J7ZuM3263S6M9/9epVBg4cSIsWLYiPj2fZsmV888037Il1nFi3HLFvFnTM\n7M/f5i7HT/TOyu1ZXaUZ4O/48ues3J2s7JJrRla/mRlAsQwf9t9nSSnVWSlVQSkVoJSqrJSapZT6\nP6VUXaVUPaXUY2lPG0qp00qp9hn2XaGUulMpdbtS6kMzP6DmnNk37aC2tQjwy3xxC/ATw/ubfcIw\nW6Vi9ufv2LASTzaulGkcwZONjTdENq8ReMvytWvXUrduXcaPH0/v3r2JiYnhkUceAcz//ga1reWw\nDcfoz78s4oxL5fasrsc3+4RlhtkxJFbJqlvtcG8GonmfW7rm2d8ke6OLiY3Zf/iODSux43hcptli\nXbngL9p9igU7T2WaPHDBzlOEVgsydIxjFxzfCR+7cI1Lly4xaNAgZs6cyR133MG6deto3bp1pu3M\n9vLZcTzO4TiEHcfjDMVvduCj1fX4VlcLWdHLySxf6gWneUDHhpXY+OZ9HB31CBvfvM+lN/DYVQcy\nDRwCSEr2Xi8Zs1Uqzi74RqtEzN4hO6s6Obh9HSEhIcyePZs33niDyMjIm5IFmO/lY3byQ7OsrtL0\n1WohK+mEoWWb1XeIZqvEPHXBd2XgV0bJVy4Ru3g0sQvfp1SpUmzdupXRo0dTqJBn7nitHkfirHHe\naKO92bmgrK4WMtMl2CpGFlDSNIdKOhkpbbTR2S1MVIm5+4KfXUopruxdx8VfZpCSeJUSrbqy4+dZ\nDud/cic/gRQHucHP4O+wZKEAh9VPJQsZ+/s7a5w32mifNqWImQWorKoWcsfAPSs4TRi36gmllBrv\n/nA0X2K20dmsrKrEjPzTWTnSN82NhFjiVn/OtcPbyV+xFqUefo38pat6PFkAFMjn53DG2wL5jFU8\nPFq/gsNV2x6tX8HQ/u54wjE7F5VVrJ7lILuyesJI6wlVC2gCLLF93wFY78mgNN9gttHTLLNPCFaO\n9E1JSeHy7hVcXPcFqBQC7+9FsUaPIn6eHwOQ5h8n06M7K7e3PNJxb6jlkWd88iLuTe5Yy8WKJxSn\ntxJKqeG2nlKlgUZKqYFKqYFAY1JHX2t5nLOqC6NVGs4GuBkd+Gbl1BxmHDx4kDZt2hC3+nMKVKhF\nhR6TKR76eHqy8NTAP3tmG53Nztabl5n93VvVJdnIs2dVIDHD94lAdY9Eo/kUR/XfWZXbG9S2FgH+\ndo3W/t4bx2F2LqWuzau6VH7jxg3GjBlDvXr1iIiIoO97H1Ot60cElCyfvo03e+lY3UvIVxO+O5j9\n3VvV4cRIwpgDbLMtfjQU2MrNa1xoWvbYX9tdqA8y+4QSXMHx+FNn5fZ+3e94sktH5RERETRv3pzB\ngwfTrl079u7dy6ThAxn1ZD3LeumY7SXkrHHbaKO32V5Ovszs796q1f5u2UtKKfWhiPwEtLIVvaCU\n2u3RqDSfYLaXTFaT/xn5xxnUtlamelxw7S7NbC8dI20o169f54MPPmDUqFEEBQUxd+5cnnrqKcR2\nF73jeBxn4/9BAWfj/zE8aA7Mr2cB5noJDXsshEHzIjL9DQP8hGGPGZse3h29nHyZmd+92fd+dhnt\nVlsYSFBKfSEiZUTkNqXUUU8GpuV8Zi8YZh+rzY5UN1ulJeK4R1ja9Xrz5s2EhYWxb98+unXrxvjx\n4ylVqlT6du8uisrUyyhZqfTvjVw0Ozer4rCXkrfu0N0xU4Cv9nKyWo5cQAnAVg0VSmpvqS+AAOAb\noKVHI9NyPLNv2oIBjrt1FgwwPp7UyukVnOWV5OvX6N+/PxMmTKBy5cqsWLGChx9++KbtshppbeQi\nGlotiO+2/pmpzchPjK9Jrfk2K977Rp4wngAaArsgdaJAETFWyavlembetI6SRVbljry7KCpHVWlc\nO7qbC6sm8Vn8Ofr27cvIkSMpVszxv4vZJ5yxqw7c1MEgRRlfk9osXx18pmWfkYSRqJRSIqIARKSI\nh2PSvMjKJVrNMlul407J//zNxbWzuBK1hnxBlVi/fj2tWrW69Y4muKOnjNVL7Gq+xUjCmCsi04CS\nItIL6AHM9GxYmjeYvUO0+g7TbJVOgB84ephxoUYMgKt/bCJu9RSSr8ZTvPlTlGz5nMeTBUAJJ50O\nShjsdGD272d1wsoJfD1+V93yX0Mp9TEwH1hAajvGe0qpCZ4OTPM8q5doNctslc4NJ5s5K7/pPFcu\nErtoFLE/foRfkUDKdxtPYOvnkXyen9YD/m1cN1puz+zfzx2zBQ+YuyfTAkoD5u7xiUn4wLeXiM2u\nWyYMERmtlFqjlBqklPqfUmqNiIz2RnCaZ5m9QzQ7NYerA9/cLbtzYSml+Prrrzk98yWuHtpCyXu6\nUaHbeAqUvwMwPhdVYSePMs7K7ZkdaW3272928NnbCyMdtsG8vTDS0P5Ws/qGyYrZbo28Mx90UHZz\nlw87IjJbRP4SkegMZWNFZL+IRIrIjyJS0sm+x2xLue4RkR0GYtSywarBP2lCqwXdNI2IN3v5ZGek\n8fHjx2nfvj3du3cnoFQVKr4wkRItnkb8/63dNTr2MH8+x/NGOSs3GqfRcRhm//5mB59dddK5wVm5\nI1ZOEW7l9P5WPd04TRgi8pKIRAF32S7waR9HgSgDx/4SaGdXtgaoo5SqB/wBvJXF/m2UUg2UUqEG\nzqVlg9VTQwxfGuPwDnP4Uu8s4W5kidQ0KSkpTJ48mTp16rBhwwYmTpxIuS6jCSiV/TEPZlcMdMcS\nrb68gJDVVUJW3nDlxLmkviN1ZtrFts9pH42VUl1udWCl1Hogzq5stVLqhu3bLehJDC1l9QIyVk9e\nl9USqRkdOHCA1q1b069fP+6++26io6Pp168fIubWHzN7wTE7NYfZv/+i3acYNC8i0wV70LwIwxds\nq9tgzLIy4ea4uaSUUvFKqWPAZ0CcUuq4Uuo4kCQizdxw7h7AT85OD6wWkZ0i0jurg4hIbxHZISI7\nYmMdz+2jeUZ+f8f/2c7Kc5pb/dMlJSUxatQo6tevT0xMDF9++SUrV66kevXqgPk2iDZ3lXGp3J7Z\nCy6YW6J32JIYh1O7DFti7AmxSzPHbVXOyu1ZvQCWlTdcOXYuKWAK0CjD91cclLlERN4BbgDfOtmk\npW2AYFlgjYjstz2x3EQpNR2YDhAaGuqlpXtyB7PdKu0XL7pVeU5TsWQhhxeXiiULsXv3bsLCwti9\nezdPPvkkkyZNonz58pm2Mzvw0JXJCx2x+gnN7HooZueScsdcWmZZNdOAVXNJGbkVEqX+/asopVIw\nsbSriHQHHgW6ZDxuRkqp07bPfwE/Ak2zez7NObOP9IWc3Ek7K89pHN3JqxuJsCOcJk2acPr0aebP\nn8/8+fNvShZg/i7PbLWCO54wrBZaLYjyJQoiQPkSBV3q8GD1muRWsurpxsiF/4iIvErqUwXAy8CR\n7JxMRNoBg4HWSqmrTrYpAvgppS7bvn4IGJGd82lZM3vBunbDyR22k/Kcxv5O/p+Te7nw0wT+jDvJ\nCy+8wMcff0xQkPMLWJu7yjic/M9olZLZgXdWL5Frltkn3EpOnhC9tQCV1ax4ujFyK/gicDdwCjgJ\nNAOybFcAEJFwYDNQS0ROikgYMInUpV/X2LrMTrVtW1FEVth2LQf8LiIRwDZguVJqpYs/l2aA2Ttk\nX79gpV1sUq5fJW7NVM59Oxh1I5GyT49g9uzZWSYLMF+llHgj2aXynMZso7vZJ1yzC3BprjOyHsZf\nwLOuHlgp1dlB8Swn254G2tu+PgLUd/V8muvM3iFbrUh+f64k3nxxLZLf+LrY147s5MKqSSQnnKdY\n40cpeU83/PIbS5hmG13dMQ7BSsMeC6H/D3sclhvhlp4+Jhbg0lznNGGIyBtKqTEiMhEHfwal1Kse\njUzzOLN3yFZLcfIo46w8o7i4OM4v/4Qr0b+QL6gy5bqMpmDlYHeH6FGBhQMcNnAbXWIWzM2FtON4\nnNNyI8fIqtOBEWYX4NJcl1WV1D7b5x3ATgcfmo+zcqSqO2S3l9KCBQsIDg7mSsyvFG/xDBVfmOBz\nyQLgkXoVXCq3Z3bgW1aTPxrhq+ta5xRWjHJ3+oShlFpq+/yVx6PQLGH2Ds/XnDlzhn79+rFw4UIa\nNmyI38PvkL9cDavDyjazT4hmpyc320upY8NK7Dgel6lb7ZONjTfk5rX3b0ZWzRSd1dQgS0VkibMP\nj0WkeU1eaTRUSvHll18SHBzM8uXLGTVqFNu2bfPpZAHm21DM7m92LqtFu0+xYOep9ASTrBQLdp4y\nfKfs61ObmJETpwb5GBgHHAWuATNsH38D0Vnsp/mQZLs6YPvvfd2xY8do27YtL7zwAnXr1iUyMpLB\ngweTL1+2hxKlc9ZW4EobghlmL9hmOVs73Oia4mYveu4Yi2Dl5IVmWFUdl1WV1G8AIvK+UuqeDC8t\nFRGHo64135LV5H++3miYnJzM5MmTefvttxERJk+ezIsvvoifn/sGFVo90trqgWtmR2q746JnZiyC\n1QuAmWFVdZyR26wyIlLD1t0VEbkN8I1+lz7AyhW7rL7geUrS+RPcc889bNq0iXbt2jFt2jSqVvXO\nGhveZLaXlDum1vigY91sL4db0kn8Jb3Uy8uXl5i1amoQIwnjdWCdiKSN7q4O9PFYRHmIL9/h5EQq\n+QYJWxdwaVM4/5Qoztdff03Xrl0RX5orwwVmB052blbF4Tgco1VKZv39j+MbE2fl9sz+/1g9eaEZ\naT+ft282jQzcWykiNYG7bEX7lVLXPRpVHuHLdzg5zfWzh7jw02ck/XWUwne1Yu+6eZQrV87qsDzK\n7HoaH3Ssy9YjFzj415X0sppli2T7icFVzno/Gx23mNf/f6yYGuSWCUNECgMDgGpKqV4iUlNEaiml\nlnk+vNzNHXW4eW0RenspSdeJ3xhOwraF+BcpSZkn3qHwnS1yfbIA8/XY7y6KypQsAA7+dYV3F0V5\nLWmYkdfHYVjBSAvgF0Ai0ML2/UngA49FlIeYncvJ6hXHrPbPiWjOfPEKCVvnU7TuA1QM+5zCd7a4\n9Y65RPVSjt8nzsrtmR14B+Z6GZmdbdfZJI1GJ2+0upeZLzKSMG5XSo0BkgCUUtcwvs69lgWz/cit\nXnHMKgkJCfTt25dz370JKcmUfeYDSj38Kn4Fi1odmldtOXLRpXJ7ZntZmb1hubuG48kdnZXbM5tw\nzHYLzouMNHonikghbPNJicjtgG7DcAOzDVdmH8n9hJu61aaV51Q//fQTffr04eTJkxQLfZySrf4P\nv/wFrQ7LEmYv+GZ7SZltQzC6RK4zl5z05nNWbs9st+C8yEjCGAqsBKqIyLdAS+B5TwaVl5hpuDK7\nnsJzzao67CXznMElMr3pwoULvP7668yZM4fg4GA2bdrEs4suWB2WpQTHk7Mazfdme0mZvWExu787\nxiKY6RacF2VZJSWp/RH3A51ITRLhQKhSap3HI9Nuyex6Ch90rEvL2zM//re8PShH/QMppZg7dy61\na9cmPDycIUOGsGvXLpo3b251aJZz9hxhdNie2b+/s/ESRsdRmG3Dy8tTg1gly4RhW0J1kVLqglJq\nuVJqmVLqvJdi027B7HoKi3afYtvRzPXd245ezDGN5qdPn+aJJ57gmWeeoVq1auzcuZMRI0ZQoEAB\nq0PLFRbtPsXmI5mnKN98JM7w39/sOBBn664YXY/FqmVK8zIjVVJbRKSJUmq7x6PJg6zsFjtsSYzD\n9QSGLbF2ahClFLNmzWLgwIFcv36dsWPH0r9/f7fM/6T96+2FkQ6nhnl7YaShv7/ZcSDuWI/FirEI\neZmRXlJtSE0ah0UkUkSiRCTSyMFFZLaI/CUi0RnKgkRkjYgctH0OdLJvd9s2B0Wku7Efx7cs2n2K\nQfMjMvUyGTQ/wmt3+I7aP7Iq94akS2f564d36NmzJw0aNCAqKor//e9/OTJZFA5w/O/jrDynMfuE\narZKSY+j8D1G3tkPAzWA+4AOwKO2z0Z8CbSzK3sT+EUpVRP4xfZ9JiISRGpjezOgKTDUWWLxZcOX\nxpCUbHeHn6wYvjTGooiso1KSSdi+mDOz+3L9zEGmTp3K2rVrueOOO6wOzalrN5ws4OSkPLcx24Zg\nNuFo3pfVehgFRaQ/MIjUi/4ppdTxtA8jB1dKrQfs13F8HEhblOkroKODXdsCa5RScUqpi8Aabk48\nPs/s5H8lnfSGclaeUyXGHufsN29wce0MClatR8WwKfTp08etM8t6gtk6fLOcdX822i3a2WZGe1mZ\nbUPQjda+J6vn/K9IHay3gdSnjGDgNTecs5xS6gyAUuqMiJR1sE0lIONw05O2spuISG+gN5ArZyTN\nyrDHQhgwd0+memg/SS33BSo5ifgt84nf9AN+BQpTusP/KFy7da6dLNCe2XEw/k729ze4f6EAP4fV\nT4VcqFIz04Zg1QR6WvZllTCClVJ1AURkFrDNOyEBjm9yHN63KaWmA9MBQkNDfWr1n8JO/mFdqgO3\n/4l95Dewfft2znz1OkmxxyhcuzVBD/TGv3AJq8PyKmdrVRldw8rs5H3ZXRPdnXSjtW/J6sqUXi+i\nlLrhxnOeE5EKALbPfznY5iSQcfRQZeC0G2PIEfLn83ep3N6wJTHY/2un2MpzqqtXrzJo0CCaN29O\nyrXLlHlyCGUeG5TnkgVYv2KfbkPQXJVVwqgvIgm2j8tAvbSvRSTBxDmXAGm9nroDix1sswp4SEQC\nbY3dD9nKchWz3RJzYi+nrKxbt4769evz8ccf07NnTyr2/JzCdzSzOizLmG0DMZtwdBuC5iqnCUMp\n5a+UKm77KKaUypfh6+JGDi4i4cBmoJaInBSRMGAU8KCIHAQetH2PiISKyEzbueOA94Htto8RtrJc\nJa/c4cXHx/Piiy/Spk0blFKsXbuWadOm4VegiNWhWcrsDcPQDiEE2DVYBPgLQzsYa8PSA980V3m0\nc7tSqrOTl+53sO0OoGeG72cDsz0UWo5g1TKL3rR8+XL69OnDmTNnGDhwICNGjKBw4cJWh5UjmJ0L\nqWPDSuw4Hpdp8rxnmlRx6YKv2xA0V+Tsfou5XG6+w4uNjaVLly48+uijBAYGsnnzZj7++ONclSyc\n9U0w2mfB7HoWi3afYsHOU+kzziYrxYKdp3LM1C5a7pPzhs/mMbntDk8pxdV96wkOfp74+HiGDRvG\nW2+9Rf78+a0Oze2KFgxwOGamaEFjbQibDjuuZXVWbi+vL1GqeZ9OGJrb3Eg4T9zqyVw7vJ2mTZsy\na9Ys6tSpY3VYHmN2PQazs83qqTU0b9M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Chart Results\n", "plot_yyhat(y_test,y_pred5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "---\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "## Deployment Preparation\n", "[Table of Contents](#toc)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Final Results\n", "\n", "The best achieved MAE error was **1.52**, using a perceptron architecture with 2 hidden layers **([10,5])**, an alpha of **0.01**, a learning rate of **0.01**, and a ***logistic*** activation function. Compare these results to the ones obtained during Part 1, which achieved a MAE of 1.639.\n", "\n", "Despite the higher accuracy of the neural network, there are several disadvantages to neural network modeling, including the difficulty of hyperparameter tuning. Notice that we simply used a trial-and-error process to select the hyperparameters. There are very few hard-and-fast rules for selecting appropriate hyperparameters, and it can often be more of an art than a science.\n", "\n", "Although cross-validation is meant to minimize over-generalization, sometimes it is necessary to manually examine models for potential over-fitting issues. Being able to quickly and easily interpret models can be a significant advantage in many cases. Of course, if all you need is accuracy, neural networks might be a great choice.\n", "\n", "And after all this work, did we actually solve the core problem? Personally, I would say no. An MAE of **~1.5 rings** is not good enough for the researchers to no longer need to measure the rings manually. I would recommend the manual ring measuring process in this case, unfortunately." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }