{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "sys.path.append('Z:\\\\GitHub\\\\PyArb') # Change the path accordingly" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Statistical arbitrage with Python " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NOTE: For the impatient/curious, the model gives about **12% annual returns** with **Sharpe ratio=5** and **maximum drawdown=0.5%** with **\\$0.005/per share transaction costs**. Jump to the end of this notebook to see the plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 - Introduction \n", "\n", "I started writing this notebook as a learning project about equity statistical arbitrage. The model is a very elementary system of stochastic differential equations, which is supposed to model the behaviour of equity prices, and specifically their _interactions_. This can be viewed as a generalization of the [Ornstein-Uhlenbeck process](http://en.wikipedia.org/wiki/Ornstein%E2%80%93Uhlenbeck_process) (except that I'm using multiplicative noise as in GBM) that is widely used in modelling the behaviour of a certain portfolio of two stocks in pairs trading. The model is defined as \n", "\n", "$$ d X_t^i = A^i_j X_t^j dt + X_t^i d W_t^i , $$ \n", "\n", "where $X_t^i$ is the price of stock $i$ at time $t$, $A$ is an interaction matrix to be modelled, $dW$ is a white noise with a covariance matrix $\\mathbb E\\left( dW_t^i dW_t^j \\right) = \\rho^{ij} dt$, where $\\rho$ is also modelled from data. \n", "\n", "The model can be viewed as a simple generalization of geometric brownian motion to a multivariate case, so I will just call it the **Vector Geometric Brownian Motion (VGBM)**. \n", "\n", "A finite time step (1 min bar) equation can be written as \n", "\n", "$$ X_{t+1}^i = (\\mathbb{1} + A \\Delta t)_{ij} X_t^j + X_t^i d W_t^i ,$$ \n", "\n", "from which one can hopefully see the similarity to e.g. VAR(1), except that the noise term is multiplicative. \n", "\n", "The model probably can't be claimed to describe the behaviour of the stock market very well (why would the _price change_ of asset $i$ depend on a linear combination the other _prices_, $A^i_j X^j$?), but I think it should be able to capture the short term behavior at least to some degree. In any case, consider it a toy model from which it is easy to generalize to better models while still using most of the code below. \n", "\n", "A nice thing about the model is that it is easy to form a _mean reverting portfolio as $\\xi \\cdot X_t$, where $\\xi$ is a left eigenvector of $A$_. It is then a simple matter to update the the matrix A, and therefore also $\\xi$ and the portfolio, at each 1 min time step (currently the code works with 1 min bars only). Then, when the value of the portfolio reaches a pre-set value below or above the mean (e.g. one standard deviation), we buy or short (respectively) the portfolio. When that happens, we _lock_ the eigenvector/portfolio (i.e. stop updating it), and track it until it either reaches a \"close position\" band (at e.g. 0.15 standard deviation) or reaches a time limit, at which we close the position _and_ continue updating a new portfolio. \n", "\n", "The idea is to use as high frequency data as possible and to try to trade within, say, one day, since it is reasonable to expect that the model can't stay valid for a long time. Currently I have access to 1 min data only (from [The Bonnot Gang](http://thebonnotgang.com/tbg/) and [eoddata.com](http://eoddata.com), which should be adequate for a thorough backtest. On the other hand, (moderately) high frequency data will be susceptible to the **Epps effect**, i.e. the degradation of correlation matrices due to noisy data (asynchronous price information etc.). 1 min data _will_ of course contain more information than e.g. 5 min data, provided one can somehow take care of the noise. \n", "\n", "One elegant way to do this could be to resort to Random Matrix Theory (RMT). Basically the idea is to identify the noisy eigenvalues of correlation matrices (in my case, of the matrix A in fact) and just not use them in trading. A more straightforward approach is to just \"look\" at the statistics of the bunch of lowest eigenvalues in a training period and try to pick a low eigenvalue that's above the noisiest ones (more details below). **NOTE: Actually it seems that the eoddata.com data is much less noisy than TBG data and the lowest eigenvalue turns out to be the best, so no noise cleaning is necessary...** \n", "\n", "The code takes into account transaction costs but no slippage. In any case, slippage is pretty hard to implement in a backtest (at least without some data from a walk-forward), so the principle I'm using is that if the backtest is profitable with relatively high transaction costs, it's worth testing in paper trading and eventually live trading. Another thing that is so far missing is any new regarding a company's worth such as quarterly reports etc. Also the fact that usually one has to pay a fixed price for a short sale contract, which is also not included here: basically I'm assuming that the transactions are so large that the contract price is negligible. Another choice might be to consider a synthetic short positions, see e.g. [here](http://www.theoptionsguide.com/synthetic-short-stock.aspx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### If you have any questions, feel free to email me at heikki.a.arponen@gmail.com " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 - The backtest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Imports:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division\n", "from __future__ import print_function\n", "\n", "import pyarb as pa\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import os\n", "import glob\n", "import matplotlib.pyplot as plt\n", "import cProfile" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "os.chdir('Z:\\\\PythonStuff\\\\newtech')# Change the path accordingly" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "os.getcwd()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "'Z:\\\\PythonStuff\\\\newtech'" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Import data from The Bonnot Gang" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following loads the data and arranges it into a Pandas dataframe. The method \"clean\" throws out days with half of missing data (by default; this is adjustable). \"normalize\" creates a dataframe where all prices start at 1 for easy visualization. \n", "\n", "Note that the data import did some resampling of the 1 min data (TBG data is not always logged at exactly even minutes), which introduces a little bit more noise because of asynchronity... \n", "\n", "Note also that the last minute at 16:00 was removed also from the price data to make $X$ and $dX$ the same length within a day." ] }, { "cell_type": "code", "collapsed": false, "input": [ "prices = pa.PrepareData_TBG()\n", "prices.clean()\n", "prices.normalize()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the prices $X_t^i$ and the differences $dX_t^i$ and also the normalized prices:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Xdata = prices.get_X()\n", "dXdata = prices.get_dX()\n", "normdata = prices.normalized" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The price data outs a summary of the Pandas DataFrame:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Xdata" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "DatetimeIndex: 189540 entries, 2011-09-22 09:30:00 to 2013-09-03 15:59:00\n",
        "Data columns (total 25 columns):\n",
        "AAPL_1m     189540  non-null values\n",
        "AMAT_1m     189540  non-null values\n",
        "AMD_1m      189540  non-null values\n",
        "BRCD_1m     189540  non-null values\n",
        "CMCSA_1m    189540  non-null values\n",
        "CSCO_1m     189540  non-null values\n",
        "DELL_1m     189540  non-null values\n",
        "EBAY_1m     189540  non-null values\n",
        "EMC_1m      189540  non-null values\n",
        "GE_1m       189540  non-null values\n",
        "GLW_1m      189540  non-null values\n",
        "GOOG_1m     189540  non-null values\n",
        "HPQ_1m      189540  non-null values\n",
        "INTC_1m     189540  non-null values\n",
        "MSFT_1m     189540  non-null values\n",
        "MU_1m       189540  non-null values\n",
        "NVDA_1m     189540  non-null values\n",
        "ORCL_1m     189540  non-null values\n",
        "QCOM_1m     189540  non-null values\n",
        "SNDK_1m     189540  non-null values\n",
        "S_1m        189540  non-null values\n",
        "T_1m        189540  non-null values\n",
        "WIN_1m      189540  non-null values\n",
        "XRX_1m      189540  non-null values\n",
        "YHOO_1m     189540  non-null values\n",
        "dtypes: float64(25)\n",
        "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "\n", "DatetimeIndex: 189540 entries, 2011-09-22 09:30:00 to 2013-09-03 15:59:00\n", "Data columns (total 25 columns):\n", "AAPL_1m 189540 non-null values\n", "AMAT_1m 189540 non-null values\n", "AMD_1m 189540 non-null values\n", "BRCD_1m 189540 non-null values\n", "CMCSA_1m 189540 non-null values\n", "CSCO_1m 189540 non-null values\n", "DELL_1m 189540 non-null values\n", "EBAY_1m 189540 non-null values\n", "EMC_1m 189540 non-null values\n", "GE_1m 189540 non-null values\n", "GLW_1m 189540 non-null values\n", "GOOG_1m 189540 non-null values\n", "HPQ_1m 189540 non-null values\n", "INTC_1m 189540 non-null values\n", "MSFT_1m 189540 non-null values\n", "MU_1m 189540 non-null values\n", "NVDA_1m 189540 non-null values\n", "ORCL_1m 189540 non-null values\n", "QCOM_1m 189540 non-null values\n", "SNDK_1m 189540 non-null values\n", "S_1m 189540 non-null values\n", "T_1m 189540 non-null values\n", "WIN_1m 189540 non-null values\n", "XRX_1m 189540 non-null values\n", "YHOO_1m 189540 non-null values\n", "dtypes: float64(25)" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the normalized data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "normdata.plot(grid=True,figsize=(9,6),use_index=False,colormap='Paired')\n", "legend(bbox_to_anchor=(0., 1.02, 1., .102), loc=4,\n", " ncol=5, mode=\"expand\", borderaxespad=0.)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Z64yMjHr1SUlJgaurK9TV1dG1a1c51vTDQiAQsNvldunSBYMGDcL+/fvZ+NrzQl61c58+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\nG6zVnryBX15oYv0CTrZ1bCs0iuLwDn/3+TvsPr+HaT1DeLxW6XTbc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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "VGBM simulation:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's nice to play with the VGBM simulations to see how different A's affect the price interactions differently. The matrix A below is a discrete version of the Laplacian operator. It's spectrum consists of a zero and negative real numbers (different ones in different dimensions). We can adjust the strength of interaction by multiplying A with a postitive constant. Of course in the modelled version A is in general *very* different from a Laplacian. \n", "\n", "The zero eigenvalue eigenvector is just $(1,1,1)$, which is also an \"attractor\" (steady state) for the system, i.e. the prices starting at any values tend to that vector, but are kicked around it by the noise term. In reality, the largest eigenvalue of $A$ is positive but small and corresponds to the **market mode**. All the other eigenvalues are negative and correspond to mean reverting portfolios." ] }, { "cell_type": "code", "collapsed": false, "input": [ "A_1 = .1*np.array([[-2,1,1],[1,-2,1],[1,1,-2]])\n", "rho_1 = .0001*np.array([[1,0,0],[0,1,0],[0,0,1]])\n", "\n", "vgbm1 = pa.VGBM(A= A_1, rho = rho_1,T=100)\n", "plot(vgbm1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "[,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Rtx5qBL79ltyUVmv+jxUcrH/thx/Ux0xJyf/xBUXKssPLUPuz2rrX3W43FhxYAAD46Scg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\nxxAZGYnTp0/bt/UWpIak9tp7Eev4xWsJCVwgMNSvHzdr6M8//zP8PHX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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the returns are gaussian, i.e. this is not a very realistic looking model from the perspectivity of volatility. Of course it would be possible to replace the noise term with some stochastic volatility like alternative, which is one way to generalize the model into something more realistic. From the plot we can see that the prices are *cointegrated*, i.e. that there are linear combinations of the prices that are mean reverting. The *market mode* (the mean of all prices) however behaves randomly and cannot be predicted." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "VGBM parameter estimation:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I've tried a few different methods for parameter estimation (MLE, QMLE), but IMO by far the best method is the [Multivariate Least Squares](http://sccn.ucsd.edu/wiki/Chapter_3.2._The_Multivariate_Least-Squares_Estimator) (MLS) (NOTE: I dislike the notation in the link, but google it for better references). It's also analytically the most simple and relies on stochastic calculus. In fact, we then don't need the noise term in the equation at all for forming the mean reverting portfolios (it will be useful for forecasting though). Multiply the VGBM equation by $X_t^j$ and take $\\mathbb E$: \n", "\n", "$$ \\mathbb E \\left(d X_t^i X_t^j \\right) = A^i_k \\mathbb E \\left( X_t^k X_t^j \\right) dt + \\mathbb E \\left( X_t^i X_t^j dW_t^i\\right)$$ \n", "\n", "The last term is now zero by It\u00f4, so we get \n", "\n", "$$A = Q \\cdot C^{-1} ,$$ \n", "\n", "where $Q^{ij} = \\frac{1}{T} \\sum\\limits_{t=0}^{N T} \\Delta X_t^i X_t^j$ and $C^{ij} = \\frac{1}{N T} \\sum\\limits_{t=0}^{N T} X_t^i X_t^j$ with the ensemble averages replaced by sample mean, $N=391$ is the number of minutes in a day (note that then $dt = 1/N \\approx 0.003$) and $T$ is the number of days in the sample (this is a convenient normalization). Note that these are biased estimators, but the sample sizes are always quite large, so the bias is very small. The toughest part in the estimation is therefore the inversion of the matrix $C$ which is an easy job to do even in almost real time for say 10 000 stocks, which is more than enough (I think). I've compared the estimation to MLE and noticed that MLS is very close to MLE (it could be even better?)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function VGBM_moment then simply calculates the parameter estimates for rho and A for given data. The functions **min_eigvec** and **eigvecs_sorted** compute the eigenvalues and eigenvectors of $A$ and sort them. Note that I'm only using the real parts of the complex eigenvalues... currently I don't know how to quickly sort the complex eigs to real & imag part eigs... this means a lot of the eigenvalues are currently missing (the Im parts), but this can be optimized later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The eigenvalues are updated every minute, i.e. they are \"rolling\" eigenvalues, and they can be denoted as $\\xi_{t,n} \\in \\mathbb{R}^{dim}$, where $n$ labels the eigenvalue (0 is the lowest) and $dim=$ \"dimension\" is the number of stocks in the portfolio. The corresponding eigenportfolio is the denoted as $\\phi_{t,n} = \\xi_{t,n}\\cdot X_t$. From now on I will drop the label $n$ and just assume *some* eigenvalue/-portfolio.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bulk of the code consists of the function **compute_modes**, which computes the eigenmodes and the corresponding portfolios for the entire backtest range. It starts with an initial period of length \"caldays\" (units are days) and then proceeds to update the estimate each minute by adding 1 min worth of values in the future and removing 1 min of data from the end. It returns the portfolios, the standard deviations, the eigenvectors xi and the prices of the portfolios (it has both long and short positions) as functions of $t$. **NOTE:** I'm assuming symmetric transaction costs for long/short positions which may not be entirely realistic. I hope it won't introduce a bias of some sort...\n", "\n", "The class VGBM_backtest has methods to then compute the actual p&l for given open/close bands and transaction costs. This version closes all trades at the end of day." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot()" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "day0=50 # first day of backtest\n", "test_1=pa.VGBM_backtest(Xdata, dXdata,day1=day0,day2=day0+1,caldays=4)\n", "test_1.compute()\n", "test_1.write_compute_data('testdata')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "test_pnl = test_1.pnl(mode = 0,cls = .15, exit = 50., \\\n", " opn = 4, wait = 0, tr_percent = 0.,tr_pershare = 0.005)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The method \"show\" below displays the tracked portfolio $\\phi_t = \\xi_t\\cdot X_t$ as a function of $t$ in light green. It also displays the in sample and out of sample behavior for a calibration window $(T-\\text{caldays}*390, T)$ for a given $T$ (below $T=240$) in blue, i.e. blue $= \\xi_T \\cdot X(t)$. The light green shaded area is the in sample region $ tT$. Then as the locked portfolio $\\widetilde \\phi_t$ (hopefully) hits the \"close position\" band at $\\text{cls} \\times$ standard deviation, the position is closed." ] }, { "cell_type": "code", "collapsed": false, "input": [ "test_1.show(240, mode = 0, day=0, past = 0, future = 1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0onu0G8tblhe6FGKSocwxkY6nnwbuuw/Yv59t05xNlzVXfv5zYMcO4D//M/HY\nyAgbzeZy5b+uUoJ75pggCKLU0DQNqqYWugyCIAqMzwfMn8/+p9m7bFLp6QGam5Mfq64mYzyZlJw5\ntkuejZcOafDX4KVDGvw1eOlkq6FBg6IpBa/Djhq8dOyiQZlj0gCAe+4BwuHEy4eHgeHhVlx9de7R\nimwfz/AwUFOTmwaPOkpVIx0lZ44JgiCyRdO0pB+xEQRResgy8I1vJDe/Ph+bErF6deE6xyMjMXNM\n5BfKHBMEQYxzxncGZ31nceXsKwtdCjHJUOaY6O1lkxs++Ungl780H7vjDjby7L3vBW66CThyJP/1\nffSjwHXXsVNicqDMMUEQxAQkyxzLqoyuka4CVUQQxGTR3w80NADPPAOEQuZjPh9QWwssXAi0tQGR\nSP7rGx5m2WIi/5ScObZLno2XDmnw1+ClQxr8NXjp8Mwc+0I+nBg8kdc67KjBS8cuGpQ5Jo3+fmDJ\nEjbabPNm87HhYaC9vRVuN5s1fPLk5NaSDGOsopie12LRSEfJmWOCIIhc0M2xTlgOUw6ZIEqQ/n62\nkcaHPgT88Y/mYz4f24UOABYvLkyswrggj8gvlDkmiDIiEAlA1VRUuioLXYotOTV0CscHjuOa+ddE\nL2sbasMZ3xmsmbOmgJURvKHMMfHII2yx3T/8A/CJT7CZxjpXXgl8//vAVVcBX/gC21HujjvyW9/C\nhcALLwDnnZff+y0nKHNMEAQ6Rztxxnem0GXYFk3ToKhxnWMlDA226SEQBMEJvXM8cybbqtmInjkG\nCtc5pmkVhaPkzLFd8my8dEiDvwYvnWLUUFQlITZQiDomWyeXzLHeRdA1Qkoo61iFXZ7XUnhteGtQ\n5pg0dHPc0AD4/ey/zvAw8PbbTGPxYuDo0cmtJRnGBXnF9LwWi0Y6Ss4cE0ShCEQCCV1Hu6GoCmRV\nLnQZtkU3wcbXkTrHBFGa6OZYENiiu46O2DF9zjFQmM5xOMwmZHi9+b1fgkGZY4LgxF+7/4rmyma0\nVLcUupSUHOw9iJASwrta3lXoUmzJsYFjOH7uODbN3wSn5AQA7GjfgYAcwIa5GwpcHcETyhwT730v\n8PnPs9O1a4G77wY2bABUFXA6mUGVJEDTWMTizBmgri4/tZ07x7LGAwP5ub9yhTLHBDHJpIos2AlF\nVUxd0aHgUAGrsSHjPyONr2NIzj5WQRCEfdE7xwDLHeud49FRoKKCGWOAdZYXLcpv93hkhGYcF5KS\nM8d2ybNp89aAAAAgAElEQVTx0iEN/hq8dOI1FE3JOFaR98yxpkQ3uVBUBW+0v1GQOiZbJ5fMMQCo\nmmrOHGcZq7DL81oKrw1vDcock0a8OdYX5ekj1IwaixZlnzvO5vHEj3Erpue1WDTSUXLmmCAKhaZp\nUKFOfMUCIqty1MArmgJosH1OOp/EZ47jO+0EQZQORnNszBwbJ1XozJ3LdsrLFzTjuLBQ5pggOPHa\nmdfQXN2MBVMWFLqUlOxo34GwEsbaOWvhj/jx6ulXsXHeRrgd7kKXZgsO9x/GqcFTWD1rNWo9tQhE\nAth6ZiskQcKm+ZsKXR7BEcoclzfhMFtwFwqx2MR//zfwm98ATz8NvPEGm228Y0fs+j/7GbB7N/Dz\nn+envhdeAB54AHjxxfzcX7lCmWOCmGQUTYGq2rtzbJxWEX9KGDrH45njkBKCR/LQtAqCKDHOnWMj\n3ASBnY/vHMd3befOBU6fzl991DkuLCVnju2SZ+OlQxr8NXjpxGuomhrN8xayjnQoWmzRoH4qq3LJ\nvzaZomkatr26DWElDI/DQ3OOOerYRYMyx+WtYYxUAImZ49pas8acOaljFUNDbMJFtrUkgzLHk6+R\njpIzxwRRKIzG066YMseq2SQTsQV5+nMSVsJwOVzUOSaIEiPeHDc3A319bLZwss7x7NnA2bPJTfCm\nTcCaNebtp3OFplUUFsocEwQnXjrxEqZXT8eFUy8sdCkp2XxyM2RFxrsXvhu9Y73Y27UXK6avQFNl\nU6FLswVv976NM74zuLTlUjRXNePE4AmE5TDafG1498J3F7o8giOUOS5vnnwS+OMf2anOjBksZ/zH\nP7KIxX33mW8zdSqwbx/QYhhlr2nMxP7bvwHf/S67HY+NO+66i2nffXfuWkRqKHNMEJOMqqm2n2yg\nqApEUYSiJWaPCUPnePx1DMvUOSaIUiS+cwwwc9zenrxzDCSfWNHTw8zwF78IXHop8NJLfOqjzHFh\nKTlzbJc8Gy8d0uCvwUvHqKFpWlaj3PL5nGiaBg0aHKIDsipHTbGiKSX92mSCpmmAEJtzHFbC8Ege\nZOuN7fK8lsJrw1uDMsflrZHMHOsbgSTLHAPJc8cnTgALxgcU3Xgj8NRTmdeSjPhYRbE8r8WkkY6S\nM8cEUQiMG2vYFVmV4RAdcAgO025+1DmOoUGDJEimaRU05o4gSo9U5vj06dSd4zlzEidWHD8OLFzI\nvr7hBuC551huOVeoc1xYKHNMEBwIK2G8fPJlNFQ0YOWMlYUuJylBOYjXz74Ol+TCsmnL0DPag+MD\nx3Few3lYWL+w0OXZgn3d+3AucA5z6uZgwZQF2H5mO5ZNW4bXzr6Gdy94NwR97hNR9FDmuLz56EeB\n97wH+NjHYpe98grw6U8DS5aw0w9+0Hyb//f/gHfeAX74Q5Y9Xr0a+Na32Dg4PRt8xRXAd74DXHNN\nbvW95z3A7bcD112Xmw6RHsocE8QkoneMMx3llk8UVYEkSNHOqKzKcDlctq453+idY/05CSthuCQX\nBAiUOyaIEuL0aTaBwsiGDcDy5WzjjVSd47Y24N//HbjpJrZgzhirAFi04n/+J/f6aFpFYSk5c2yX\nPBsvHdLgr8FLx6ihmyk7zzlWNAWSKEEURaiqCkVT4JbcNOfYgJ7JVtVY5tgluVJ2FyarDjtq8NKx\niwZljstb4+hRYNGixMvvvRdwuYC6uuSZ4wMHgIceYiPdDh1i5nih4YO3DRuA+G8tmnNsT410lJw5\nJohCoGgKIBRH5tjUOZZclDk2oGkaJFGKbugiCAJEQaTOMUGUEIODbNvoadMSj82bx7aJXrEi8dic\nOWzW8d/+LfC+9wFbtrDMsbFzfPHFwLFjwNhYbjVS5riwUOaYIDgwFBzC7s7dcIpOrJu7rtDlJKXf\n34+TgyfhklyYWjkVXaNdbHGepmB5y/JCl2cL9nbthaIp8Dq8WFi/EK+ffR0b523E5pObsX7Oejgl\nZ6FLJDhBmePyZedO4POfZyY4U977XuDhh4GtW4Ff/IJpDQ/HtqEGgMsvZ7nktWvNtw0GgZMn2XUX\nLwbENO3JhgbgyJHERYMEXyhzTBCTiKIpcIpOW+82p6gsViEJEhSVdY49Do+ta843xsxxRInAKTIz\nTJ1jgigdUkUqrPDnPwOzZrH4xJYtrGscv0738suZaY7nBz9gt1uxAnjjjdT3oWnMcFPmuHCUnDm2\nS56Nlw5p8NfgpRM/59gpOe2fORYkSCKLVSiqApfDBUWlOcc6mhYb5bZ169ZopzjbKRV2eV5L4bXh\nrUGZ4/LVOHoUOO+83DSmT2fdX2OkQmflSuDNNxN1Tp0Cvvc94G/+BujtTX2/wSAgSYDbMEWyGJ7X\nYtNIR8mZY4IoBIqqsIVcNp78oNeomz9FjS3IS0YgEshzhYUnuiBvfLdDh+iIHbNPAo0giBzIpXNs\nZOPG5CY7Vef47FnWda6vB86dS61LkyoKD2WOCYIDnSOd6BnrQfdoN96z8D2FLicpp4ZOIRgJwiE5\nAA1oH2nHsmnLcKDnANbPXW+67mh4FHu79mLtnLXJxUqUnR07UeOuwXBoGDOqZ6Df34+Lmy/GllNb\nsHrWangcnow1R8OjqHBWQBSoF2EnKHNcvrzrXSw3fNlluekMDrJIRV2d+XJNY5nhd94Bmptjly9e\nzMa8/fKX7PhXv5pc9/hx4Npr2SQMYnKhzDFBTCKqpkISJJZNtc/fmyb0zLG+fbTeOU6WOTZuL11O\naGDTKjRNQ0SNmGIV2b6ub/e+jcHAIM8yCYLIEk2zHquYiClTEo0xwAzzypXm7rGmxTrHDQ2xzvHY\nGPDSSyyDHAqxy1Lt0Efkj5Izx3bJs/HSIQ3+Grx0jBr6BhuiIGa0wC2fz4mqqRAF0TTKLdWcY33B\n3mTUkQ+drDU0RJ+fN7a/kfOCvG2vboOqqTkt5ivl900hNShzXJ4a3d1ARUVyU8uzjlmz2H3pOufO\nsQxxVRWLVQwMsGNPPw188pNsU5HHH2eXJdva2u7PazFqpMMx8VUIgoinc6TTZIJVjBtPUbJt7lhR\nFbicLkiChIgaAYDoIkINGsJK2LxgrwynWOiZY0VlmWyHxH5E5vKJQDk+jwRhV3jljSeipoZlh3XO\nno3tyGfsHHd1ATffzIyzbqb7+4GmpsmvkUgNZY4JIgu2tm3FhVMvRL23HgBwfOA4VE1Fx0gHrphx\nBbxOb4ErTORAzwHUeerglJxo87VhJDSCTfM34aUTL2HjvI041HcINe4azKmbg86RTuzr3odrF15b\nVlnZN86+gdm1s3F84DimeKeg3luPmTUzsbVtK5a3LEeVqypjza1tW7GkcQmaKum3nZ2gzHF58h//\nAezZAzz66OTez113sSjF3Xez888+CzzyCPDcc0BrK/Ctb7FZyV/6EsslO51smsUDDwD338/mIT/4\n4OTWSFDmmCC4IqsyIkoket4YWbBt51iLzTkOy2FIogQA0QyyP+KHrLEohb7TX7nljqPTKqCyzLEx\nVkGdY4Ioel5/Hbjiism/n+rqxM7xrFns64aGWKyip4eZ46am2Hg36hwXnpIzx3bJs/HSIQ3+Gjx0\nImoE27bGNHRzbOfMsT7nWBRFhJQQHAKLDDhEB7a+uhUBORA1xfpjyGQ7bLu8NrlqSCLbJGXPa3ui\nsQoAlDnmpGMXDcocl6fG9u3AVVdNfh3GWEVra2uCOdZjFd3dbBvrpiagr49dRpnj/Giko+TMMUFM\nNpqmQVVVU1dVX5Bn686xPq1CcCCiRBI6xwE5EH1M+mm5dT01TYMoiFA1FbImxzrHOUyrUFTFthNM\nCKKcaG8HRkfZSLXJprqa7XKnYzTH+pxjTTN3jnVz3NdH20YXGsocE0SGhJUwXj75MubUzcHSpqUA\nYnnezpFOLGxYiHpPPUbDo6h222eS+xtn38D5TefDKTqxrW0b6ivqcfmMy/Fm+5uYUTMDB3oOYEbN\nDCybtgxHzx3FiYETWDVrFeo8FpZ1lwjbz2zHsmnL8NrZ1+BxeKL58dfOvIYLp16IWk9txpovHH8B\ny5uXY1rVtEmomMgWyhyXH088AfzhD2xCxGTz5z8DP/0p8Pzz7PzatcC//Ruwfj07X1nJjPG8ecDB\ng4Ass7nLnZ3AunUsq6xfl5g8KHNMEJzQu6phJRy9TM/ziqIITdMwEBzAvp59hSoxKdHto4VYxxhg\nMYKREPv8jzrHGoTxf2ElbJ5znEU0QtM0QMsukkEQBF8yiVTkSrJpFXrnGGDRip4eYGiIdYkbG1mc\nQtOSxyqI/FJy5tgueTZeOqTBXyNXHd047nwtNuFd3wREFEQoqoKIEoE/4p/UOjLViEY/xuMURpO8\nbes2uB2xraT1rLGqWo+I2OG1yVVDgwZBECCJEg68eSD6B0S2c463vro1qzqMlMr7xm4alDkuP41t\n2zIzx7nUYYxVbNnSis5OYObM2PH6euDQIWaCJYmNcvN6mVmmzHF+NNJRcuaYICabiBqBQ3KYM8ea\nEl2Qp2oqIkokapLtgnFaBRDrHDtEBwJyANXu6tiUCs3cQS4X9M6xKIjR5wfIPnOsd95tlF4jiLJk\neJhtx3zppfm5P+O0isFBtumI2x07rm8vPc2QtmpqYt3kgQF2nCgclDkmiAzpHevF8YHjCMgBXD3v\nagDAm+1vYmHDQnQMd6DeW4+QEsLR/qNYPWt1VjnVyUCfZ+wQHXjh2AuYWzcXS5qW4FDfIZweOo15\nU+ahb6wPa+aswe7O3RgKDuH8xvMxs2bmxOIlQuvpVqycsRI7O3ZCgIB1c9cBiL2+Dd7MfmMFIgG0\nnm7Fxc0XY3r19MkomcgSyhyXF0eOAO97H9sEJB/09QFLl7LTXbuAW28F9u6NHf/Qh9hOfd3dwIsv\nsstWrQK+8Q3gE59ghpqYfChzTBCckFUZXqc36Zzj6KQDhXVcA3KgUGUmoGeOAZYzNnaOAaDaVW0a\n4eaW3BmNcisFNMQ6x3reGAAgANnEhu06uYQgyo2hIWtbRvPCGKvo7wemTjUfr69P7BxPnRqLWhCF\npeTMsV3ybLx0SIO/Rq46ESUCl+jC4d2Ho4vyjIvdVI1tICGJ0oTmOF/PiaqpbJmZIABg5jiaPRYl\nvL3rbVS7q00L8VwOVzRewauOfOlkonFi8ARCcgjAeKxCECAJEg7uPBi9TraZY+Ms7GwplfeN3TQo\nc1xeGj4fUJvhh3i51OF2A6oKhMPAtm2tCYZXj1U0N8cua2pilyXbAMSuz2sxa6Sj5MxxJviCPhwf\nOF7oMogiQ9ZkOEQHHKIjao5NC/I0BWEljBp3DQKR1OY4JIfy1lnUZxzrGKdWSIIEAQIqnZWmBXlu\nyZ3Rgrxi5dTgKYxFxgCYO8fxmeNs0D+us1F6jSDKknx3jgUhNrHC50vsBtfXA2NjieaYOsf2oOTM\n8Zp1ayxfdywyhoHAgGWNgcAA9vfsn5RaSCN/GrnqyIoMh+TAZasvM3WORUGEKIrRznGNuybtxIp3\n+t/BvEvnZV2HjpXHIquyyexJgjlWsWL1iqh51jfAcEmujEa52eG1yVQjKAcRUSKmrrAgCBBFESuv\nXGm6bjYGd+VVTCOXUW6l8r6xm8ZVHGZ6recwiJaHxlNPAWvX2qMWu2pkY45zrUOPVkyZsj5hgZ1+\nPn5BXipzbNfntZg10lFy5jgTVE3NKFMZlIMYDY9OYkVEMSCrMhyCA07Jae4ci6xzrKosc1zrrkVQ\nDqbUCUaCGA7lZwGqMW8MmDPHTsmJClcFgNhueYqqwCW5Sn5ahT7fOb7DKwpidHc8IPtYBXWMiclG\nVYG/+zu2kQTBePNNtvjOSDaxilzRJ1YkG82mm+P4zvHISPJYBZFfSs4cZ5JFU1Ql6S//VBqyKps2\nfuBZC2nkTyNXHVmV4ZScOLjzYKxzHLd9dFgNo9pdnbZzHFSCeG3raxPeX0gOJf2EQ8fKY4nvHOux\nEABorGjEyOGR6OX6+yLTBXl2eG0y1RgOsz9OouZ4PFYhCRLeevOt6PWyHeX2+tbXTfrZUCrvG7tp\nlErmeGiI7a72+OOFr8UuGseOAa+/btbIpnOcax01NaxzfOhQYua4vp6dxi/IA5J3ju3wvJaaRjpK\nzhxngqIpGX1sLKsyQkpoEisiioGIGoFDdMApOqPfD8Y5x4rG5htXOCsgCmLSP6g0TUNIDkWzruno\nGevBqaFTudWsREzTFy5pvgT1XvbT2TiZQRIkhJUwNGgZxyqKkWjnGLHOsSCwzLGx055t51hF6We2\nicLS0wOgsgeHDhW6EvvQ1cVmBY8aPujNd+YYiHWOfb7EucWpOscAZY7tQMmZ40yyaKqmJu0cp9KQ\nVZl9ZG7xo2Yrtfzbt13Yszv1y2CXfF4paWSqMxY2G1h9cduqNatYXlXfcnh8yoGsylA1FQ7RAa/D\nm3RRXkgJwSk5cemqSyfcSS8oB6Oj4bJ9LGElDJfoip53SS7TIjNdQ19k6BAdkEQpo1hFMeZaR0Ij\nqHBWJHSOZ9XMwnXXXBe9Xrad4xWrV0R1s6VY3zd21yiVzHFPjwbvwl043ZX77hZ2eDw8NLq7AWA9\njhvW22cTq8i1Dn1BnqKsTzC8jY2A0wlMmRK7TDfHyWIVdnheS00jHSVnjjMhlTlOhX7dTKIVE7Fz\nh4Sdb0oTX5EoGNvPbjd9n0TUCJyiE27JjZASinaNAdaFDcmhaCfW6/QmHecWlIPwOryodlVHu5ep\n8Ef8iKi57bQXVsNwSa4JryeJEoJyMDp5o5Tn9CqqAr/sR5W7Kvo49c5xQ0UDKpwV0etm3Tk26BLE\nZNDeHcSFF2k43tWHsYk/iCoJJno7dXUBomje8KNQnePh4eSZ48ZGYPt2VqcOdY7tQ8mZ40wzx5qm\nJRiAdJljAJajFVZqGRkRcPJE6pfBLvm8UtLIREdRFaiqGp2DC8Tyu3vf2IuwEo4uxgNi5lJfzOV1\neJN2hkNyCG6HG0f3HI3mXlMRlINp/4iz8lgiSgQuR2pzrGs4RAdCSoh1jgWppDPHo+FRVDorIQlS\nLFYx3jmO19Avy5Qd23dkdTsjxfi+KQaNUskcd/QG0NQooHnGS6Yd2ApRS740VqwATp9Ofby7G1i4\nsBXHjsUuK0TmWDfHfX2tSbeDXmkeiAOPh92GMsf50UhHyZnjTNBNsdXusazKgACE5cTO8VBwCH1j\nfRnXMDws4NTJsn4ZbE300wI1bLpMjx2E5XB0MR4w3jlWQtEurcuRfOJDUA7CI3lQ4azIT+c4LlaR\nCj1WoY96K+VpFSPhEVS7qiEKYqyzq6WeaZxN99dougliMujsC2B6XROmzxvBGztK95MeHU1jW0F3\ndqa+Tnc3sGwZTOa4ENMqamqAjg4Wn3C7rd3mF78A5uU+4ZPIkZJzZZlk0fTFRvEGIF3m2OvwJo1V\n9I31oc9vNsdWahkZQdrOsV3yeRNp/O2N3uhWmYWsg7eObkqNW0XrsYqNGzYiqAQTYhWKqkQnQegZ\n5HiCchBuhxubNm5KOh7wnP8c61prKsJKGLIqpzRnljPHaWIVxsxxtHMsSiU959gf8aPSVQkBAlRN\nZc+vwRcbNQQhu1jF8iuWZ3ybeIrxfVMMGiWTOT4XwPSGGlx9zWps3zNY0FryoTEywjbPGBpKffuu\nLuCjH11vqXP8yqlXUjYBeMw5PnUKaG62rvPBDwJSkqRlMbw2xaaRjpIzx5mQyhynvL6qoMJZkTRW\nEZSDWeUzR4YFnGkToBTxUABZBjb/RcLgQHYfPduZ+Jy5ojIjLAgCXJILHsmDoeCQqXMMIBqrcIpO\nk7HW0TPHlc5KBOSAKbYBAPt796PP34dAJACPw5NzFzd+WkUqHKIDYTkMUWTTGkp5WkVEYX/k6MbX\nGKmIR0B2C/KimWPqHBOTRM+AHy2NXqxd0YQ39/dPmMctdrq62GkqcxwMAn4/iyxMZI4jSgSj4VH4\ngr5JqVU3x5QhLj5KzhxnkkVLFatIlzmucFYk7RwHlWDCL8+JaolE2L7rTU0a2s8m/6Vsl3xeOo2+\nXgGqKiAUSm+O7fJYMtGJN8d611jXqPfWo8/fZ+ocA4h2aR2iI6nBDCpBeBwebN+6HXNr5+JgX2yC\nfyASQDASxFBwKGqinaIzpTm28lgm6hzrGsYFeZka8mLLtUZU9geDvvBQX4yXTCPbzvHO13dmPeki\nWR2F1OClYxeNUskc9/sCmDHVi7HuI0BFv8kQ5ruWfGjo5ngwRZO8u5vNDj5ypBWBQGwOtN8PVFWZ\nr6tv0uQLJTfHPOYcnzoFCEJuOjxqIY3MKDlznAmKqgACLC86kjU5dec4Esz4l+fICFBdA8xfoBZ1\n7ri7mxmKYOrN4IoW3Rzq3d/4zTQaKhrQ7++HOL7kWO8gO6TY1szJDKa+IA8Azms4D8FIEGd9ZwGw\n/LpTcsIX9CEgB+B1MnOcS+7Y8rQKQYrGKgRBiEYOSpGIGmEj7QyTKHh3jjVNiy7WJIjJ4JwvgJnN\nFah2V+HCFcN4+ZXSXScAxLLGqTrH3d1ASwsgCMDChax7PDzMjKoY92s2ao4nsXNciKwzkTvF68hS\nkOmc42Rb5KbSiCgRVDorLXeOJ6plZFhATbWGefPVlLlju+Tz0mlYNcd2eSyZ6ESUCFuEOf6aG83x\nmnVrUO+th6zICZ1jvbucalZwUGad4zXr1kAURFw07SIcHTgKTdMwFBzC7NrZ8IV88Ef88Dq8cIiO\nlObYymPRIwSpMGaOjQsMJdH6xIpiy7VGlEj0jwBN0xL+uOWROb748otN0zCyoRjfN8WgUSqZ48HR\nAOZM9+LqjVfj8ovrsHl76t00J7uWfGjoY9pSdY67utjGGuvXr8eiRcwc+3zJ88YBOYBaT23KzjGP\nzDEAXHBBbjo8aiGNzCg5c5wJqqayLXLT5CrbhtqimzgomgKv05swrUJRFciKnPFuWCMjAqprNMxf\noOFkMXeOO1ntoWAJZo41GRWOiui0ivjOsUtyodpdbTKT+uVAzGwa0bvQRp0adw0qnZXo8/dhKDiE\nhooGeB1e9I71wuv0wiE50m4Ekg6jCZwIvSbjaalOrND/YBAFkSWO42IVRrKdc6xoimmnPYLgydBI\nGIosYEote79evaoR2/bkJ3f82GP6Zhv5pbMTWLBg4s4xACxaxCZbDA0l794G5SCaKprgj/gzGltp\nlZoadkqZ4+KjeB1ZCjKdc+yUErOcL738UvTrjpEO+EI+yKoMSZDgcXgSYhX6Jg+ZZo5HhgVUj3eO\nT50s3sxxtHM8wfhnuzyWTHRkRYbX6U0aq9A16r31KRfkJev46jni+Dpm1sxEm68NI+ER1LnrUOup\nxUhoJJo5TtU5nuixTJQ3Nmroj80YE7G6KK/Ycq165jg6rSJuQV68Rjaxir1v7IUkSpQ5tqFGKWSO\nz3QFMKXaC0FgOpcuaoRQlX3uOJNaHnoI2Lkz8fKXX241bb7Bu46uLmDp0tTmWO8ct7a2YskS4NCh\n1JMqgnIQXifbjGk4lDhuicecYwAYGMhNh0ctpJEZJWeOM0HRFLglt8kc+4I+HOk/Ej0flIPRTRgc\noiO6MMr4y06fNJBpZ8k3HMscpxvnZne6u5ihKMnOsSqj0lkZfY2TxRNmVM/A1MqpAGKZY30yRLLO\na0iJ5Y2NNFc1YzAwiCpXFSRRQp2H/TTXM8fZdnDDajhtpMKI3vk2do6NHZVdnbuyqsGORBdXCgA0\npO8cW+i6J0PV1JxjFQSRivbuABqqYzs5TvHW4aJL/fjfV/jt4pqKoSGgL260/wMPAO97H3DhhcmN\nMw90c5xuQZ7eOV66FHjnndSxCj3eli5akQu6OdY7yETxULyOLAWZZo7dktv0yz+khHDeu84DwH5Z\nhpRQdM6sPvbJKTlNueOgHIRTcmaVOa6u0TvHYtKPwuySz0ufORbhdmulmTlWIyxKo8cqNHPmGABq\nPbVoqWY/jQVBAARD5jhJ5zUkh+CW3Al1OEQHWqpaMMUzhem6awEB0VFu2WaOrYxxi2aOhdh85vj6\nZVVG/1h/ygV6xZRrjSgRSIIEQRBisYq4zrEpc5xlrGLZ5ctyXpBXjO+bYtAohcxxR28ATVO8UR1B\nELBgej2OtvdPei1DQ2xbZB1NA+67D9i2bT3uuAP47//OqoQJ6+jstNY5Xr9+PRYvBk6cYHWmilV4\nHV7UumuTLsrL9fXVTfG6dbnp8KiFNDKj5MxxJihaYqwiKLOFdWElzAywxsyM8eN0t+Q2RSuCCnuD\nZTytYnxBXk0N4HIDA+eKs/Pa3SVg9hwVoRKdVlHhrIh+WhCfOU6GQ3REzaggCAkbgaSbHLG0aSkW\nNSwCwHLIFzRdAFEQs8oc9431YSQ0YilWYazdeCqKYvSPR/0xWJleEVbCOUUJJht9UgUA0yYg6TrH\n2TweRVWYObbvU0EUMZ19/qg51qlx1WI0nH7XzVzRNNaNNZrjt95iO8EtXw7cdBPw1FOYlOxzJp1j\nrxeYPh3Yuzd957jGXZM0VpErXi9bPEiZ4+Kj5Mxxppnj+FhFSA7h7V1vR+MUAOsmy6psWmxl6hxH\nWG4p3jRMmDkeH+UGANOnq+jsTPzFbJd83kSZ47nzNARLcM6x/tG7/prrm3Kk01g1c5XJjMZHK4yd\n3HgNSZSi32eCIGB27WwAyCpz3OZrw9nhsxlljvX7TtU5BlKbY2Md+3v2J+wYaZV8fJ8Y4zHGaRWp\nMsfZdo7f2vFWzgvyivF9UwwapZA57h0IornBY9JxuSSEI9mNX7RaSzDIZvQbzfHTTwM33AC8+mor\nli9nxw8eTK2RSR2Dg8CWLcDoKJtZPGdOrHN89iywY0fsusbMMQAsWQK88UaiOVY1FRGF/ZFc6aqE\nP+KfsI5MEQSgvh44diw3HR61kEZmlJw5tor+y9AluSBrBnM83hEOySxOoUcojB1Dl+Qy7Wimd44z\n/d05PL4gDwCaWzR0dRVf51hR2CYgs2erCE2wIK8Y0Tt/LpGZ4+HQMGrc6QNkVS7zpPl4c5xJJ1cn\nmx648ncAACAASURBVDnH/ogffWN9lnfH02uNP43Oeh6/fyuruvX3j90YDLJ2k6zK0VnUIgzTKlLM\nOdZzyZlCmWNiMuk7F8G0RvPPErdTzNocW0U3psbM8f/8D3DjjexrQYh1j3mwZQvw4Q8DZ86wTnBt\nLZtdrKrAb34DXH018Ne/As89x4x7c3PstkuXAvv3J5pjfda8vtupqqmTMplnzx5mkIniouTMsdUs\nmqqp7OPqOOMSlIO4dNWl0c5xjbsm2jnWDUNjRSMOnzuMU0OnALA3mdeZGKuYMHM8PsoNAKZP19DV\nkfhy2CWfl0qjv09A3RQN1TXahAvy7PJYMtHRO4wuyYWgHMRYZAzV7uqMNNKZY8saaWIVyTRUTUVA\nDkDRFAwFh+AS05txXUPfGts0rWLcDOunVjLHYTWc9aYlVp8TRQH+5R/diCS5m2QaESWCHe07EIgE\nTDsdCoJhWoXAN3N8wcoLKHNsU41SyBwP+CKY1uQ06bhdIsJydubYai26OdY7xydOAL29wBVXxDRu\nvBF49tmsykioo6eHGfHHHmORCYcDqKhgn762tQFXXQVcdx3wmc8AL7wAuFwxjSVLmImOzxwH5Nin\ngABQ4axI6B7zeH1nzy789wlpZE7JmWOr6PNHjZlKgBndWnctgnIQISXEzHFc5nhmzUxcPuNydI10\n4fTQabaLmcObcSZRzxwDQEuKWIXd6e4W0Nyswe0u0R3yxhfgOSUnBgIDqHJWRce1WSV+I41MOrk6\nDiGzecP+iB8eyYOmiiYMBAYy6lQ7REdsYZ5oPVZhJKyEo+PvJos//8mBXzzqQk+3tfdNv78f0AC/\n7I9+nAqYd79LuUNetpnj8Z8zds5fE8XLqD+C+lrzzxK3S0Q4PLmdY5+PdUN1c/zGG8D69YBk+Dtw\nxQo2KULm0Izt6QFmzgQefph1jgHWCR4aYub49tuBH/wA2LwZuOwy822XLo1d34ieN9ZJZo6J8qXk\nzLHVLFq0cyyYR1UFlSCO7T3GzLEcik4KCEQCpoVYVa4qXDztYhwfOI6IEoHb4U7oLGWSOW6ZrkVH\nomXzeNIxmRpdXQKaWzR4PJhwQZ5dHksmOrqRdUku9Pv7TZEKqxoJmWND19KqhlPKLHPsj/hR6apE\nU2VT9PbpMGp4Hd6ocTQae93sTpQ5llUZqqpmbY6tPicP/cQJUdTQ32/tfdPv74cgCAhEAqbxdqIg\nRhfkpdLItnN84M0DEEUxp1hFMb5vikGjFDLHY4EI6mqcJh23U8q6c2y1lqEhtjWzHqtoawPmzjVr\nVFQwI3viRO519PQAt90GhEKxxXZTprAsclsbyyB//OPAsmWJGuefz85bMcdj4bG0dWRLob9PSCNz\nSs4cW0XfItchOqKZY03ToltEBxXWOfY4PHBLboxFxhI+Hq10VeK8+vPgcXiiv2AzYcSQOWYL8orv\n5ejpElnn2DPxgrxU+CN+jIQmd3V1NuivpyiIcEkuS3njZMR3ffOROR4Nj6LSWYkGbwMgIKP7u3L2\nldE5zKYFeePvk4k2BdGzxtnGKqzw1l9FnGkTcdUaJak5Tkafvw8tVS0IRAKQlVjmWN8aOj5WEU82\n3V89c0wQk8FYMEnn2C0iHOG/25uRoSFmSP1+tvBON6jxXHAB8Pbbud9fTw8zue9/PzBrFrusrs5s\njlNRWwvMmDGxOU61KI8oT4rPjU2A5byixhZaGbt6ISUEl+TC+vXrEZJDCMnsvMvhgj/iT7qRwpy6\nOVg1c5Xpo1mrtQwbMsct0zV0JYlV2CWfl0qjq0tAc7NqqXOcUmO0K5rfzraOTLGiY4w/6OayxhMz\nx3nNHKfZxjmZht45dkpOXDLtElQ6K9Pqp6rDKTpNuwMCqU2irpGrObbynPzqF0585nMRTGvW0N83\n8ftmODQMSZDQUNEAf8RvzhyPd4XjF+SZMsdZbAKiqAouuvyirCMZyeoopAYvHbtoFHvmWFEVBMYk\n1NQIJh23K/sFeZlkjqdMARoagHPnzAbVqKFvwpFrHT09wLRpwKOPAv/3/7LL6uqAkydZvjjZJhtG\njWefBS6+2HzcuFMpMHmZY146pMFfIx0lZ46tkmxBnv6XpMfhiWaO9c6xP+JPOd/W7XBHNxLIhJHh\n2Ju6pUinVfR0C5jWosHj1hDMcoc8RVVs+Re7rMrR7K1LcgECUOPKonNs+HRCVmWIgphxblkQhLQG\nOZ6x8BgqXcwQt1S3ZL3Dm0tyxTZAUaxljsNKOKu5zJnQ2Sni/CUqGpuSxyri6ff3o6myCV6nF0E5\naDLHoiDGRrmlmnOcRaxC/xmTcgIGQeRAWAkjMOaM7sKm43aJiGQZq7CKvuNcYyOLVpw5wxaexcOr\nc9zdzSZQ1NayuAbAzPm+fem7xjrLl5vz0AAwEhoxTRaizDFhpOTMsdUsmr5QRt8hS1GV6GiXN7e/\nCUVTEJSDcEtuuCU3NE1Lu/mDvuI9k1pGRmKxiqapGoYGBYTjpl/ZJZ+XSqOjQ8TMmRrcnokX5KXS\nUFQFY5GxpMesamSKFR1ZlU2d4ypnlSlaY7WW+NyuMeKQyeMxdnGNJNMYjYxO2C2eSANgWWXd5Fqd\ncxxWwqhyVmXdObbynAT8gNerobFRw7kkneN4jeHQMOo8dahwVMAv+6NjGoG4aRXp5hxn2P1VNRXv\n7GJtM8oc20+j2DPHsirDP+qINlh0HY87e3OcSea4thZoaoqZY92kGjWy7RwnyxxPm2a+Tl0d23gk\nlTlO91hUTcVYZCzBHAfkgOl93traCk3TMo5MZlILaRROIx0lZ46toqpqdFyV3pHTzTDAdsHTN2Rw\nOWKLk1KRTWdJ3z4aYH/VTp2afFGenWk/K2DmrPFYRZZzjmVVRlie/OkGmWLc+KXeW49l05ZNcIvk\nGDu+YSWcNJ5jVceK4ZRVGYqqmPJ02WLc8EbWZECwljmucFZMauY4EBDg9QKNjek7x7LMNg7Qs78e\nh4fNYJbDyWMV6XbIy/D9rWgKRIhZGWui9JBloKMj+TG/3zwz2MrPUn8oAiXsgifubZ5LrMIqQ0Ox\nzvHhw4DbjYQONsDGqB07ltvEitFRttNelXl8fLRznKxjPRFj4TF4HV7T73R9bYm++ZdO12gXDvZm\nuZsJUbSUnDnOdM4xEFswFVJY53jNujUsXiGxnzq6YdY/Yk9GslxhuloUhf1ANL7hW2YkRivsks9L\npdF+VsTMWSpbkJflnGPdbFnpHuczOymrsumj91qPeVBmNnnhiGoe45bJ40m1KC9eQ1+Mlwmp6jDF\nKlQ5Oiw/nUZEiaDSVZnVJiA93YKl5yQYBDxezRSraD8roLNDMNXyh9878OV/8TCjOj7D2ePwYDQy\nGn0dTLGKVJnjLDvHl1xxSdaRlmR1FFKDl45dNPKdOd6+HfjgB5Nr/Pa3wD//MzuvqmzR2ehoer3B\n4QgqvQ7o317GzHG2neNMMse6Od6712xQ169fj0AkAIBFIFpaWDY42zr0rnH826iujm0EkqpznO6x\npFpcHR+tWL9+PWRVznlzELtkbEnDOiVnjq2ixyqAmHkJyaGYIXa4ox3jqDlOE6vINHM8OsqMsWh4\nBVpaVHQV0cSK4WHW4aivBzzuiRfkpULv0PLIex09IkYNUjZ1HOg5ED0fUSNpX3OrxHeOM51UEdWx\nmOMNymw7cx6YFuQpMtySe8KPGENKiH3yIkgZ/1JZflHlhKYAAAIBxDrHfew988CPXXj0EXNX/sQx\nEf39gumPYa+T7WYZ7eAL44sMNfZ1MrLqHKtK9D5phzxieFTGsfZzSY+dOwccOcK+PnuWdZH1jTZS\nMeiLoNKT+CmUN4dYhVX0zHFTE9sBLt6gbm3biqEgewBLl+aWO04WqQBi0yesZI7jSWeO45s0mqbR\nJz9lSPE4MYtYzhyrceZYkxFU2IK8ba9ug9fhjRpl3cykmxWbrLOUrhbjGDedlulawkYgdsnnJdPo\naGddY0GApVFuKTPHmoJad23CjMlMNHR+cI8Lv//txLGFZDqBSAAdI7HPPY2d42xq0UlnjjPOHCfp\nHMdrGDessUqqOgRBgCRKiCiRCTvHxsyx2+Fms5kziMooCsvhb35x4ixoMCDA49HQ2KRGO8enToo4\nN/61XktbmwjfkGCKTFQ4KgAh9n6Oxio4Z44VTcHBnQdzXpBnl58BvHTsopHvzHH/2CDOSQcxEje1\nsrW1FYODLH6gacDRo+xyny+93tBIBJXe2M+n6Jxjd/Y75GWaOW5sBA4eNBvUl15+CWEljL4xlhPJ\nZlGesY5U5njKFHaaTeY4lTn2OrzRrreuof9syAW7ZGxJwzolZ46tYuwk6bvk6aPbAKDGXRP9GF2f\n+Zrpgrx0GLeO1pmeYiMQu9LeLmDmLPYYrIxyS4WiKqhx11helJeOI4dF9CVZoGUFWZOhaZppFBmP\nznH8grxsM8fxP7hTYfzDjwcukeWOZY2Z44kyx/oIvExnM+s5yzELHyAEgqxz3NCoRQ3xqZMCzp0z\nv/ZtbSKGh83zhr1OL5yiE8887cD/POUwzShPlznOFKMhp84TEQyqgGsUJ08mfi8MDbFNoXp6YuZ4\neDi93tBwBNUViT9LPC4R8iR3joeGgLC7E1Maw1AUc6zCH2aTnfr8zBxfcQXw6qvZ31dPD5tUEU8u\nneOR8EhSc+x2uBPiYDwW5BHFR8mZ40znHAPM9J4cPAlZlVHlqsKadWswvXo65tbNBcBiFQ0VDWnH\nbyVbkJeuluHh2O54Os0tKjo7zPdhl3xeMo32MyJmzWI/NDwWplWkzByrCqrd1ZZiFekei6qyWEVf\n78RGJpmObmBDMnNpsiKnXYRpOXMs8MkcJ/vIL5mGvuV1JqSrQ88dR5RI0ljFob5DiCiRqEZICcEl\nujI2x/r3z3nnrZ34ugEBHq+GujoWUQqFgLbTsc6xXsuZNgE+nzlWUeGsgFN0onWLhF07pWhXeKI1\nA9ksyFu+anlWkYx0dRRKg5eOXTTynTkOhlVAUHHoeOIsXT1CceyY9c7x8GgEVQZzrNfi8eQnczwk\nnIS7lhVuNKjLrliGGTUz4Av6IKsyNm0CduyY2OynqiNdrMLjAaZOnVjDSFgJQ1blpNEz4wJkXUNf\nrJsLdsnYkoZ1Ss4cW8WYOdYzxatnrU5qhgRBwMoZK9PqZTro3zjGTae5WUNPd/F0js+ejXWO3W4N\noSznHMuajBp3DUbDFsKm6eo5IyAQECyZ42ToEYCQMm6OJ4hVWMU45ziXzHGFq8JS59g4iYUHejxC\n0RQ4JWfC9/mZ4TMYjcReO2OsIpNZx/r3j2944tdPzxyLIlDfoOHAfhHhsGCaXBEMAr09AoZ9QjT/\nKxw+gvp/fwA1//Gf6OgQMToSt0NeighELnOOIcvsLzeirAkG2ffAkVOJP+d6xrpRv/hQ1BxXVFgw\nx2MR1FQl7xxHlMndIc/nA7yVCmqnsJ+ZRnOsj02c4p2Cc/5zqKoCrrwS2Lw5u/tKZY7nzgU+//nE\nhXoTMRIaQbUryWgNMHOs//zX0RfrEuVFyZljq1k0TdOiBuL8xvNx+YzLo6YlmzxbsgV5E2WOa+Ji\nFTW1GoZHiidz3H42rnM8wfgho8Z/P+lAZLypqI8dk0Qp2rXNpA6dI0dENDaplmIVyXSMm8EAE8cq\n8p05rnAk7xzHayiawi1zDLCssz/ihyRICdukh+QQVFVFRIlg26vboGoqVE2FQ3TAKTozmlgRGPf9\nO3ekf04iEeY1neO+oLFRw66dEhaep0ZjFdte3Yazp4HZ9SPwj2kQ77wbVVesQcX7P4C6Ex246um9\n6DwWxMiIEJtWETfKzZQ5zmKXO0VVsH/Hfnhv/gTcn7kVjt89kdHtk9WRLZQ5TiTfmeNgWIHkAI6f\nMZvj1tZWDIyO4fxLBnHsGOseX3zZ6ISdVt+oOVZhnHOcbazCyuMJh9l/h1NGzbg5NsYqtrZuRbWr\nGk0VTdFoxf/5P8Bzz2VXR3d3cnNcUwP86EfWNHQCkQDe6XsHTZVNSW/jlsyxCj1zTHOOS1MjHSVn\njq1iXEmuj3jigdVfoCPDQsLcxpoaYNSwWOPxxxxRw2BH2s8KmDFzvHPsSd85/uteEX/4fcywffkL\nbhw+xJ5/fQFZpbPS1IHMlKOHRaxZq2SdOdYjAHrngNfUB9Motxwyx24HizRMtMhNVmW+mWPJhUAk\nAKfkhCTE8tMA4JfZR8T6HzXG3L5TyjRzzF63sbHx109Vo/+lZ/4Ezydvgff9NwE3fBwVUgjub98N\n19fuRNPwSez5z0O4zL0Pg/0aPCuuhPsf/gndN3wZ8wNvo8YVhO+iyxC+/z6MvfMWgk/8BvKmjeho\nUzE6KkBA8k1AjGTbORYCfkidXZCvuRque34A9xfvoC5ymRIMqZjRIuFUZ+LPuOHRCBYu8ePtt4Gz\n7Soa3vUqBobSv3dGUnSOK7wSIsrkfY/5fGwxnqLJqKmL4OKLY9EGTdMQkAOodlejsaIR/f5+AMB7\n3ws8/3x23/qpOsfpUFQl4ZNIWZWx7cw2zKiZgUUNi5LeLj5WAdC0inIl99VGhUBVYzPQTpyE69e/\ngbT3r4AoYuPq1YjE59GCQXg+exvUmTMR/vfvAjDHKuLJNs+m/wLVf8Gm0/EHAG+F+Q1XVaVhxNA5\n/uH33XjsN+sA5PaDjnfGLxhkneL2dhEzZ1vLHB96R8TZMxsBMLc/Miyg/ayACy9iH1mJghjdoCHb\nx3LksIjVVyn40zMO07eIVR1FZbEBvYaxyFjaecFWn1dBEKKm8v+zd95xcl312f/eOn1me1PvxZJl\nWXK3pDW2wRB6jUMNAQKBGAdCIC8BQk0IgQAmFJOXAAaMHQzGBLAB45XlLtuSLMkqlmS1lbRlZqe3\nW877x5m6dXYl/MqgR5/9zK5m5txz27m/85zn9/wst75C3nTPTcAIkLWyRLSq5/LoNqZMyLNt9Dt+\nhrJvH2oyDckU1xaLiB/8CPXkSZTDRyASwZ3dA4EgodQRkicOEfBq+L1dFCjgH1Qgnydu5vE0F9ET\nOtcldBKGQ6SlSOCUh3DIwlEEgcSoB7iiIHw+RCQshYOOg3K8HyW2ALiHOd/bSuCuv4Z8Tq6ZGgYi\nEMC+9mrERetIjZj4HiyiHu9H6AbtapStRxbw1nn3EjaXcvLDn+OyUIH/umsWc9y1HPi9QXzDtXDJ\nFaDJIS/x7huIfidMKpqryipGMcebDAPztX+O9fa3oWy6cEZuFZcWc7hdXVjXv57sK9+F/w1/gfft\nf03+O9+a/AKtwdmi0T1T7ZwtbTznmuOCy8LZIQ4eqA/aent7SaZ3smBJjju+6DB7QY5w2CWesoCJ\nJ9KpjEVbaKzmWNfBtVVsx0XXpsd/NbI/ZY9jRzgousX27dX3slaW9ZevR1d1wp4wWSuL4zosWKDR\n3g6PPw4XT65QHNOPmQTH0VyU8LL6pJ68ncfUTBY2L5zwe+XguDwW9Pb2sm9432nLKs4Wje25NhrH\n8y441u78OeZX/pPcfb8BwP+663EXLMC+9hoAzG99G9HVgf3WN8svDA7hu/5NKIUi2rYdFD/zz6Dr\ndQk6Zwrl5dlGnJtsq7osXEYwJEjXBMeplAwizxYIIa3SvvIlk0efzHCiX2HWrLLmWCZFCTG+BiyV\nUiqSkUIBikWFo0fVOtsxr+4dU51oOti7R+MN19uEwjASU2htm3pAO5o4iqEadIe6sVyLoBkkb+cp\nOkUUlEnt+6YDTdWwXKuubPFM4DN8MjgeVZCkFuPJKtR7fot5+09ACNSndoKq4K5YjggEES3NCI8J\nloW95nycyy5FOX4cdf8zKKkUatMsYhe9Fd2ycY5nKJhF8t0XQlOEYWcYO3uceHgWmealxItxnMxx\nMh0XYmVOkLYyZFqW1XfQdVEHBlAOH0E9cRIUBeei9cSHlsIrYfiN7ybz3pdCd5ecCA8MwoL5lWAy\ndVjB+z0/+e/cDEDzjR6e/abJnA+/ipZPexg6/yqal7kcfsBkbhAiTYJ0RtTd7/2BJQBk9p5AHbHr\nNcfZLJ5//Bj6r+/BvroX7wc+hPHGlyP+6pXTOleucDGe3IZYdZ78jwXzyf7vz/G/9BV4PvQRCl/8\nt2m1dw7PbxSKLkvmhnnwsZN1k3chIJWxWbIEMoUc85am8PlhpF8yx4l8AlVRCXnqdbLpnMWi5rFj\niaKArqnkCy5B/5lfHE4k5D3luM6YVaxUMVXpp6IoBM0gqWKKJm8TV1wBjz3WWHBci4ncKiaD5Vhj\nrEEtZ2r3IUVRKonEZRLjTCTkncPzD2e3rCKbhcGampqui/nFL6MePIS662nUHU+hZHPkb/sB1g3v\nxbrhvfzmbW/B87nPY/znN9H/5w7817wYMWcu2d/fg/B60O6WQfVkzPFM9Wyjs9Ina8eyFPRR92kw\nKHe5vPSUSio8OoX+shGcKY3fP3zQwz1367zmdRYfeL+XSJPAV1IdqKoM9osTSExTSYVTJ/sASCZk\nkHzsqFqfGKl7Zqw5FkJqjpctd2lvdxkcVEin4StfGj8QLbeTLqZJFaWWxXZtAkaAgl2YkjWerC/j\nwVANUoVURY87kzZAMsejdcfj+RyXE0vVzVvwXfdSfB/4B0RzM+7sWRT//kayjzxA/nvfofD1r1L8\n189w7wuuovi5T2O97z2469bivOJlWB/6AMVPfQL1XX9NtqcNbfkKxKteid27EXfTBtw155Ob1U5k\nwTIKHa1sOXSYYkcrZkc3dHVidHRiNQWho73+p6sTd835chvveRfWu9+Ju24tOUMyPXuOPQmLFsqs\npGBQ/l7Dsubz0qmijLbSJGj+Ape2krXbls1bOHJEZd58l3BYkMmIumTbE8dVOttt0paX4NUvxu3v\nl3kIh4/i3/AC1H37uOcTH6Xwja+R+/pXMX/xy2mdJ5DB8ZOPbMe5/NLquNDRTvbWH6D99l48f3vj\n1GXQxjm/M8E5zfFYPOea44JDa9hHKKjw7LHqOHfPPX1opkVTRKV9VoY5i9IE/JBIycF06/7jPP7M\nsTHtpbIWTeGxmmMAXZfBcRmn0qfYcWrHGdmfeBwizVX3nbo+FVLs2bqn8nfEEyFZkOLptWth27Yp\nm6/rRyIhx/bxSlNPBsu12PbwtjqyxXIbk7TVSiv6+vrOiJXb2aKxPddG4zhrmWP9O9/F/PJNKNks\n9guvpfCxf0R/4CGUdAbn4vVoP/0pigvOmlXURpnuxRdRaG3B+J87UAYG5MP3Pe8CwLmqF+N/foLz\n0pfIpedJbLpmgrJ2sRHYNhh6/WxUVWU8kE6DaUp2NXP61r9nDPf8WueOu7K0tQnWrAiyYFH9vpal\nFR7P2O+mUpAtaUmTJV31saNKPXOseStVlaaLoUEFVZXlhNvbBUODCrGoxjf/0+T9H5hYuzfa17jF\n10I0FyVbzOI3/DPqy3jwaB52De1idnj2abXjN/wTH6NiEf0nP0UZeALfCQvf1t2oAwMUr3891gdu\nZIzIvUEYmoHjSjZaU7W6azxrZWn2NTOSHwHk0mXZ/cXUzOlZuZXihfJ1MhHKThVltLXL+2jhQkFr\nm0zKi0Sktdu8eS6hiDumzf5+hWUrYe/ebkR7O+qBA4jVvej3b0H0dJP7+R2ILQ8C4J6/GiWTnTZ7\nJOJx1EQSd+MGhFtjPbBoIdmf/Q++G/4O/+WbEHNm486ZQ+GrX5I3/ukgmUQ9ehx35fKGZRvn8Nyg\nUHTxegxmtQd5+kCaRfPkfZJKQTBsEfKEmL84S8+8NPiVkqwCvndLERSXq2oWGoQQZHMOTeHxH+HG\nqOD48W1F+h4vsObvTn8/4nEIR6o5FLUYzg7XMdxhT5hEPgERGRzffPP0tnXkiHSlGL0aWbALlfoD\n46Hcr0wxg1f3Vv6vkVW7MkkTNOV4eSaKgJzD8w9nZXCs3vNbPF/4EoVP/zPO+avxfOJTBDZeDZpO\n8W//BmGaGD++DQDrz99Q990NmzZgb9qA/fa3jWnXesub8L3uzyGfn1RWMWPN8aiM9snasSzQx7lP\ny9KKsuSiZ9YmoPEAYzxMZ38++hEPvS+wufaF9VZAl1+5gRP9CnPnCjwe+If/U+Cp7fWTC7Ns5xYZ\nO5AkEwr5/FVAmlRSQVEEx46pdfpYj+4hVyzwdzd4+I+vjs8gT7QvTz2lsmyZrNbX0SkYGpIWXhM5\naJTbcYVbCeBs1yZoSFlF1sriNycPjqdzXC+ZfclptwEyOD6ROlHfxkXr0L/7fcybvg6miVhionvn\nY/3lW7Bf9QqZ6TkFJvU5VmXApiuyYMbohLz5nvkMZgbZsGkDuwd3EzAl466r+rQq5BXyCrou8Pp6\nKWvTx4P0OK7+3dYmCIcFLa2C1lbB8JDCS1++gaNHFObNF4QjDtls/b3ef1xl6XKXx7dqqIEAJFOS\nOU5nEB0doKrVY9LSguIKRDIBsxreHdQtW7h44VyUQBBSo3y5Fi0k98ufo939G5RjxzF+fBveN72V\n/I9uYfSS0oZlS1G3PIB68JDUZufzkk5zXJRcDiUWQ4nHUWIjKKdOgWGC6+J2dUBzM86a89n0kutw\na9fyjx3D/No3UI8dR8lkEF4PYtYsnPNXoz/wEOrOnYiWFuyNG7A+/PeV750teuHnpea46OL1qszt\nDrLv2TQvoxWAlSt7CYT7aPK28PZ3Z2ibk+bo0TDJjLx3BmNFkun6+8hyLfJZo45Rre3L6OD46b0O\nDz86ta1io5rjcJNT6UcZOStHspDklddV5UdhT7gyXq1eDXv3ytXFqeaA5X4cOTJ+kY+Hjj3ERbMu\nqgSwo1F0iqy+ZDUZK0Nr6TjPhDnu7e1l9+Ducz7Hf6RtTIazMjj2fOUmite/Hvu1rwYgf+stcGoA\n4867sN7xl5BM4vn8F0CA/aqXN9yue/4q3K4uvG97B+7H34LacmaZlelktNsWdQ/4MkIhQTqtoGqy\nnedac/zEVpWlS1WgPjg+dVJqeMus8PtusLDt+gHb65k4KS+ZlB7EliUD5QULBceOKnX6WK/uW8LH\nJwAAIABJREFUJZrI839vNvnsvxbwT4O4/cbXTF5/vRz829plcHzksEo+N/nxq3V/KCfk6arOSH7k\ntFneWrziJT4+9bkCa5ZnUY4eQz30LOrRYzAwgDoclQFOMikPYL6AUshDoYhStABBWciuai77OvIE\njmjgCkTAj5LLITo7Kb733dhvewu5o1uwe9Zjm5PLQhpFWXunq3rdBNAVLgW7QMQbqTh8ZO1sxSbJ\nUKdXPjqflxOb5BT+rrkc+LzV+6yrS7BoiZwYtbULolG54pJKKnR0CkIRh1ymfiLX36+wZKlLPg+2\nP4KbTsnE0FQaERpVVUBVIRBAGRiEFQ3vDsrjT8DKlcDEBUSc614IgP2G1+J/ySvwX3wFIuCX0YMA\n9eRJsCxEJIJobZGBu8eDUFVQVPB5cZYugfZ23O4unE0boKkJZf8zqE8/jXrkGNqjj+F9x7tRXBd3\n7hzweFD37MVZvw5n1UqINEE2i3roEMb3foC7YjmFT3wMpf8E5ne+i35fH/mv/gdi+bJx9+EcGkOh\n6OA1NeZ0+TjaXx0o43HJHEc8EdZefIpYLk1XcnYlII7Gi/Sfqh9YLccilzEmnPcaWn1wnMnZpDKN\ne45PhqEhCEVktcza+7s/1U93qLuOdAp7whVZhd8vWeA9e2DNmsa2dfiw/M5o5OzcpDaR5fyRWseK\nRpnj0V7HZ8LK7RyefzjrgmN16xOoBw9h/ej79W90dWK9+53y95YW3PnzwHFlcfcabNm8ZVJWIXfH\nj/G+70aM996Ab+Nr4L03Sh3kNNqYsO/lhLwG2rFshZAx9oEZDMlKQpomg6HduzcDl027L7WYzv6c\n6FfJjRPg/uLnDzBn7rV1/zdaM+3xVksAj4Z04egjmVxHKiUDk/vu1cjknIrftEfzEE/KAS8WVfD7\nxx6f8fblicdVnt6l8qPb5UDd3i4YHFDYv0+dMFgvtyOokVWUbNY8mod4Pj6h3Q8Ats0Dt95Or8+L\nsncf6uAgSjYH0RhKdBjFssGx5TVq2Tx76Hc8/qJvc7n3Zgj4ZbDT0kyf7bBx+TIZ4LS0IMIhRCiI\nCIUgHJGfLR0fxXURjktm8GGSy69D83hRjx1n88GDbHjtaypdm6nP8UTXSPmBomv1pZZzVg6f7qt4\ng96/+X6U+Qo+3Vf53rSs3PIKHR2CEyc2AxNn7eTz9RPLSy5zuP0OyTS3tgpOnlS59YcPsHTZC1FV\nCEccTmXqJ8In+hWueoEgGIS0rwMyJ+W9m8kgeprGHBMlFJKJgdOAsm8fj1x5DRsbsYkMh8ne/QvU\nhx9ByeYkO+w4uBesYfPgIBt6N01r22LpEpylS3CQ605b+jazKRJB3bYdJZHE+eyncVetnLId+81/\ngefDH8X/slfhXHgBv3vpS7nyzX8x+ZemsIqZ6fh6ptt44IEHeMVLX3FabfT19TXMYBWKLj6PSker\nwTNHqnq5++/vwx+yaPI2sWd4D7qq0x7xk8rKwTQWL3JquEAm6xLwV+0v8+l65ri2L4ahki/UrPDk\nnIaC40b25yc/gQ9/0q4kB5dxPHmcNZ1r6vuhGZiaSaaYIWAGKrrjqYLjchvjMce2a+O4TsUeczxY\njsWBJw8QuLRKEFiuVZF8TYZar+O+vj5aV7SetqxiOtfJuTaeuzYmw1kXHJuf/wL2i6+rFk6fAMW/\neTeKNQO5QVsb+R//gPztX0T/8QMErtiEc8nFFD/yDw09LCbDdJhjywJjnOA4FJSyivKzJTee/tJ1\nUR9/AuNHt6Hu3g2aBrqO0A0wdanXMHQwTIShYwxH8fzil4hgsBR8hcDnBV0D3UCUXh3NoP/4Kyns\nPoy6+RBKMomSSoFhMHh/innacoyb70Q5elS6DKRT0horEMBtbcGX+ies2+9DWynPixKPy+Vf0yR9\nUD6Esrf8kvTedlqGeujxdzD09/+BP/QsnlwLiutgFy3QXkb6PZ/AGz5U8rl1wBHguniGh/CV7L/K\nHrhf2vU5/j78GE3X/QQMnZ6BV7Mts4wD0QtxnC70N7wV3VBAU0HRQNcwBofw/Pg2dF8coVl4nLtQ\nrf0Eh/2EgxkKPpdmex6egg2pJEoqjZJMocRiMjpzXTyKgjFvHqKnG9HZidvZgVi9CnfeHISvxP4Z\nBgT8xK7t4aEXfJi/uuXv6mYVxc1bKDT4kC9fLfrhQYodrfgMH1ZLM06iXoNcm5B3JqAqKpqqSc2x\nolGwXI4fU/C25vAZPhRFwdRMbMfGsq2KVruc9V2rK58MuTy0dwhOnphKc1w/cVJV6OySf7e2CXbt\nVACNNRfI4CAUdng2Wr/9E/0qs2a7BEOCjKcNN3dQulVkcohImLvu1EkkFDaUY9JwGIaHGzxiwPAw\nIhaDklNFQ8uywSBuyXWnDkPT2O5EUFTctRfgrr1get/zeil85YsUPvL3eD73eTwf/Rje3/0O+6pe\nRHOzTI4+chQlPoI7ezbKSBz9vj6wbURbG/ZVm7Bf/CLUvftRYlHQdPS9+zC2PID1V2+D7m65nWIR\n7Te/w/zWt1H3PYO7YhnFv3wLzitPL3g9m1Aoung8Kh2tJg9vH6n8fyrtEggKgmYQy7GI+CPoEYNU\nVrKesWSRcFDnqafzXLZe3ltFp0g2PQlzrKvkC9VrLpdvLDieCk88AdEobNjocDTpqbDCiXwCV7g0\n+5rHfKfMHtcGx297W2PbO3JkrLtFpUjTJKtSlis13LWOFZZjTSjDqIWpmXVJz+eY4z9NnHXBsXrg\nINmvfWXKzzmvHt9WqVE2wbp4Hdar3kPm6Ck8X/4qvle/Huv1r6H4nnedlua49iaaseY4XQ0OAubl\naL/6FdqDD6EeehYlkUA9fAQA59JLsN5UYnGKFkqxKKnbQgGsIkqhCJbFJo8XMmnUoSHIZVHSmWqZ\nMUcGmIrrcqrQjGW/Gvt/78X72DcRXk9leTd89M0scPrQf36XDAS7uxBNy8G2URJJlNgI3kIC+1d9\nmL8tpST7fTKTwrZJHn8BKhvI3PYOMqk1RPJp5pkORwvNLOscRPiaEZpKIQboeYY7V+Is9oOqgaby\nmwNLeMGyo1xhqtiahtA0MHQytoffPnwZ3/3CYSzzryGfp/XR2Ry5fwUnTrXh1S0y511IUM/Jvjou\n2DYbWttwbQdXS1Ekj7CKFJvDqLPWYNjHMawRzEwIt8WDWLFc2p11dOAuXYLo6QbT5CLTnEQZW3+u\nk2mNJ57ygV4/yM7kWtOValGRw4nD9Kzu4R1v83LjB4usWu1O6sQyEabqh6mZFc3x1scE//F9Lzfd\nWk1aNFWTFZeuYMfAjkpgrigKc8Nz2dq/lfU966dc0izkoaNDUChIbfp4KDpFRjI5vN6xD2GQwXE0\nquDz9bJmrTzWobBL5kg9k3n8uLQhDAYFSW87ajYrZRW5LKKlmdtu1bnq6quo6P1bmhGxxoNU/e7f\n4HR1cfHVG2dUQKQWZ4VGt7ubwk1f5qIb3of45s0Yt/wQikVERyeipwt3/nzUI8cQpknuv7+NO2c2\n2qNbMW67He8NH0B0dSKamsCxucr0wBPbML93C+6C+XLiOTiEaIpgv+ylFD7zSbRf3Y33o5/A+cnP\nKPzTPyKWL0PZuw8lHse99JKx+xOLYdzyI/Q770J0d2G/4mW4TU1o25/C+NnPEJEIhX/4IO6mjZXJ\naUVzHI/Dj34Ev/iFXLa74QbYsAGefBLuvx+OHYOrroKTJ+GWW2D5cvjOd6CjY1rMVdFy8XlV/B6N\naE2Bj/auKwhlN6OpGj7DR9AMEvCYZHIWlu2SSrtccWEzO/fmKsGx7dpk0/rEmmNNo1CsSZzNO6Sz\nUwfHCxf2snQp7Ns3viXnt78N73gHuNgVCZrlWCQKCVp8LWP6ARDxRhjODtMd6uaCC+RhngrlNg4f\nHssclx2NJluVshyL6665joeOPVTxLG5Uc+zRPcRysUo/dpzacU5z/EfaxmQ464Lj3I9/AF3TdPye\nASoBxKKFFG76MtYT2/B87BMENl2DCIVwly3FWXchTu8m3HVrG8r8Vmi8xOwYn+N8HnX7DiInu8l9\n7WGUwUGa1PeS/dVjeJ79rOzP+asRbW24F6/HXb3qjGejP/O4CldC6s3vIPuZt9S9d/A9HtZe6JJ7\n52sm+DaYB32k/vlL5DY4Y95LLg/QGYHhz/8nsYc1AmmYdVLl2UuvZ+krkhTbJWuf//GTcFuBwRf/\nBdZr5WAejcJr5gV55IksS5fVB5eHnlaZPV/FeOMrKQ/9rYs0Hr3Nx4IlLoODKqn33Iin5GggBKxe\nFuDYMYU/e5nN3315C1ZmmOSCq7AO9+Esvg5teB9GLkphzuUzPZR1iI8oNDWXHDRi0NJyeu3pqo4t\nqtniQgieeUbl0EGVFedZZ7TiYxmmZmJoBqqiEo1BNKpIWUWpgqCpm8Tzcfx6vVD8vI7z2D24m11D\nu1jbtRaA733H4LVvsAiMkkTn8wodnS7J5MR+2afSpziWSeHzXThuP1tbBcPDCsPDGn/xJvnwDIZt\nsjWa43weEnGF9g5BMAQpsxUlUZBJutk8oqWFWFSp8xynpQVlZKDh46Xd/yDOyqV/kHPx/xVLFjfs\nz+y8etaEJAaAsv8ZtIceRnR14Vywpm7cd9ecj/VXf4n3Qx/G//LXyJUwywZNxe3qwr5qI2L2bPSH\nHkF98kmUeAJ30ULsN7wO5fARjP/8BoplI1qaKd7wPpQDB/Dd8EFpBRTw47a34/EHZHbY0aNS2Pqi\nF0EgAJ/6lLSQaG+HZctkbeTvf18O2F/+MvzgB3DFFXDRRbBpE1x/fUNJr4Wii9+r0RQyiSWqetlY\n3CJSqnTnN/yEPCGChoEtihw7YRHwGixb5OPp/dWpeN7Ok016JrQ4Mw2VfLE6DucKNoWiI9lrc+Ln\nxk03yfLVp05VSf0yMhm4/XbYubNa1bS8OpSzchO6+8yLzGPL0S20p9tZu7aL7dvlwp/WwPy97FZR\ni0aZY4/mwaN5yFpZAmZgWprjWj3zObeKP02cdcHx6SZ9NKpFG+1W4a5bS+5Xd0kt6Tdv5qp4Au3h\nRzG+/wOUQgF34QLcVatwLr0Yu3fjGK0zjO9zPKHmOJbGe+8DeH/3bdRDh1GGo4hwiHDm30jN8+Os\nuoyeos4Rv0L2NL2OGz0m/cfl8ciNUwZ6x/YtvPxVk2ufPZNUyUumoK39PpLJy0gmpWpG0136T4g6\nljOf8YCRIxarjvq/vMvAtqVv8eh9OXxYYd78+oC5rcMllVJYuswlmdTq+pTPw6lTCl/40t3c+qMX\nVpj+jJWpDJxe3TulxzE0flxHRhTa2gTd3S7bntC4+trqQ2sm2klNrZZwtl2bbQ9vI5ddRyyqzIg1\nbqQfzd5mfLoPVVEZGXGJRRWKTrHKHGsmfX19rL98/Zjvzg7PZtfgLgDu/rXG3/6Nl+UrHC65rP68\nFfLSbc40+0in14/74Lddm0JBjJvMCtK5YuCUwvDQZladL/sSDDlkUtV7/eQJhe5ugapKGVPSbEXL\n53FdFy2fR7S2Eo0q7N5V1fu77Z3wzP4Jj89oaE89hfWBN7D1oa1s2LjhtJins0Wje6b7IpYuwV66\nZOIPdrST/953oFhE3bETd+0asG2Mm/8vD/zvr+gVLu5555H/98/jXn6Z9JKcBNbH/wnyeZTDR9B2\n7qLvwUd58RVXQG8vzK5Jvr3hBvk6Efnw0pdCXx/8+tf0fe1r9H72szBnjizjlk7LKHLePFiwQA50\nu3fDrl0UUh/Ce8vv6f7IO4knq4Hdrl330XOhXAlZ3LKYkBnCci38IYu9+4u0REyWLfLxu99Ug+Nk\nPksx669LWq7T+o5yq8jl5XgRHbHp6TS58EK4915orlmASafh5pv7mDevlwMHxgbHDzwgHSdmzYJD\nI3KcMTSZdJuzc7T6Wsf0AyQTu75nPY/1P8aVc8PMnevniScmLwbS19fHRRf1kkpVS1OXUXAKkgk+\nfgQe3leV2IHcoVmzsIoZHtryEMGlQTKpKIHH7sfWjmNcMnF1vDJqE/L6+vqILIucNnN8tmhs/6ja\n+P3v6V21Ss7mDh6Usrd4XFqiHD4MsZi8LoJBObH1++Ff/1VObBvAWRccP1eY0OdY1xGrV2Nt2lA1\nUDt4COPe+1AffxLjKzfh+fD/kZXFujoQc+bgzpmDCPgxWlKIK0Kw+Lyx2Wogy/b+8FaM7/8Ase2D\neBYexHnlaorvegfuReshHMb3UZN4SVLbk9Q4dPAPxzp98mMm73y3RU+pyt3x4wqmKSiME+AODijM\nmzf5AOGdICFPCOkcsGKlIJFQSCUV5s5zaWuDp7fWn4dc2gdagehwdb/v+ImOpgky6bHH4shhlfmj\nguP2Eku8dKnLrp1anZ1bKqkQjgj8AcikqVQ0zFk5dEWes9nh2XQFp1mSaRLEogrNLYJ1Fzk88Xh9\ncDwT6GpVVmG7Nq5wyecUolGl4kd8prGiXdo0WI7FSFwQi5WWKUsTCo/mIV1Mj8seeXQPBadAJgMf\nutHL7NkuJ0+qjC6Lni8oNLe4+AOCZEIhFBp7vdmuTb4gaPKOfy22tglO9KvMmeNWmOlgxCFTwxwP\nnFLp7JbfD4YEKb2ZcK7EHOfziLZWYjGFbK3TSXcnPJls7GANDqEMDWNfvA5l70ClnPw5zBCmiXvR\nOvm7rmPd8F6Ka84nN5Mg3etFLF+GvXwZxaZmGC8hr5EVud5e+fPiF8PChfDww/Ih3dIiA7SdO+UD\nOpmUQfJHP4r1KS++vU/R/foXksx8CvfKjajXXk0qtYpIqQx0R6AUCVoQCFnsO1iktclk5RIf37y5\nauMynMgS9LSMu7oCMiGvVlZRZpGHYzYdrSbbt8vu1QbH3/0uXHCBJMoPHJDKklo88YQky2F85tgX\nnmDGCjR5m+gMdDKUGeK66+Zx991TV8o7ehTmzXVRvn+LLK23bx8cPUrBk8Lnd7ALGuiz6inofB6R\nTuG0x9EO6QQWBkmn8nTo7RSbYhiHPgaKKZ/Pti0Z//nzZeCk62AYeBbMobhhLszvBZ6nmuNiUV7H\nqgrPPistQjIZKRXat0/OOJYsgcWLp5xUnlG4Ljz9tJyZ7dghl4WjURnUWhasXy8dfvJ52d98XvZP\n02SFtL17pWh9YEDapvh88hy2tMjXYFDKnq6/Xr6appRFWRY8+ii88Y1w+eWyH296k5zoToA/uuC4\nEVZDCLlM0rDP8aKFWIsWwrv+Sv6dz6Pu3oO6cyfq/mdQnz0E+Ty69Sy+/7iNQKoIhsF1Hi/CNGR0\nKARKsYgIh7De/CZy7S9BvAqsN9TrwEIhSCWlFHj2bJcDz1wFnF4lkImOyT1361z7IoeeWXLgPNGv\nsmChS26U/ZnrQjR6FXPmTl7Ny+sV5MdhnQsFeY8uX7GRZNIlUQp8OjoEJ+9y64PjpBd/JEssJtsZ\nHlJ48nGNK650SGfgxS+p35cjh1Xmza8PlMJh8HgES5a5eL0l7+USo59MyWO8cdMGPvcpqREvL72V\nAz1N1RpKaGuUQRsZgeZmwYXrXG79Yf2y3ow0x6OC4wsuvYBsTkodbNeeEXPcaD9URSWecMlmFTI5\nCyMi98fUTJatW1ZxqqhFeZny5m+YrL/YoaVVcPLk2Oskl5OrD+3tm0gm88waZynTdm3yeXdC5jgU\nAtMUXHbFRiBf+j+HTKo61I3E5fkofz6lRmgqFHGFi1KwcNvbiUUVIuHeShuiu5uGKvK4Lt6/fi/O\nxesRHg+XXSmZ5+e95vgMtnO2tHFGfY7nzq1/4/rrx3y28IUteL/1NXz3fh/ff+WIvvLttN/5X5gH\nlxDp2gL5NZVAxdRMfEGLZw7J4Pi8pT6OnTyFbcsYbjiRJeytn4jWsbWGSrE4PnMcjcpHUn+/LMxR\nxm23wT/9Uy+PPCKJuNF48kl4TUlVZ7s2Hs2DoRnYrk3OzlXu/YkYwSZvE/H+A1zXEeVjP72Aj3+8\n9PxNp2Xj27bJDVsWvYUCvz70KPOOXQ5f/7rs6GteA5ddRt6IErLyWO0dMOuiMduxnCLGoXvpjazj\n0L5HyDWHYNVV2AfuQZ+zAaJxOdiEQjLYevxxGXgVZY6OuWMX1r3fhrd/lt5IhMdDKYTXhqFmyUDq\nuvzx+eSKwerVcM01E9e4VlXJcMakjhldrwbjtg1PPSVnI6mUPCkDA3LlYc0aSdNrGsTj9DY1we9/\nD1/4gtSbXH657MMzz9SXph0ZgcFB+eA2DPnwbW8Hj4de05THOZGQn0unIRKBFSukhGjBAvl3ICAD\nTcuSn42Xjlk4TK+uw7e+JcfD8kpJNitfczn5k8/Ln1xO9q1QkK+lYLe3q0s+qJua5M/8+XI/N2+W\n2h3TrCa027ZkCz0e6OmRAe7q1fQuWjTuCv4YLFokX6+9Vkqnbr9d7tsUNcn/6ILjRjBZAZCG4PXi\nrlsrtcg1sI4/Qrp1KaYRhthI1btWKc3gdK2iFbYf0DGMsQkSwZBgYEDFtqBnliCVmnk3p0I+r5Ct\nySg7flxh0WJ3jDRi4JRkW30TEwOAvHbHk1UkEwqhsCASFqSSCqmUQjgsmD3X5dSAQFeqAWMu6aNn\n7gixqAyefn6nzjUvtBFQYY5r75UjhxUuvqSeiVUUmdi1dJmLxyvvzzJSSbntYEiQzkiNeDk4PtMV\nE8uIxRRaWgRrL3T48N9PbSU0FWqD4/IKSD6nVGUVf6D9gFJwHJeBXjzhoPWUCriULJLGY47LbhcH\nDtps3KQRjSoMlILj3btUjh9XeNF1DoW8gtcjHewm8jq2XZtCUeAbp9AMyHPf2ia4YG31mvAHXDLp\n6v0+ElNoaqoyx0mtCbVQxMllUFyXJOGKjKeC2bPlA2AKmP/8adT+42R/dzduer/UG1fnZufwJwzL\ncvEHDJQbb6T5znvov+7ltH/gLcQv20bL/l/CqlXwutfBpZeimSZ+n8Uzz+bpmG3SEvLR0pnj0CFY\nuhRiqSxh38RG8Iaukq8Njos2uDqxuM1gyZHwRH0tIQYGZIwyPDx+0twTT8DnPid/t12bgBHAUA2K\nTpG8na9UopMfsGW0/atfSYZvZIRINsZhf4or0z3s3reF2MY30zK8XwZfLS3yHpszRwZ8wSBHTixj\n3jVL4K5HyVk5hrJDzI3MpXD8EcKe7opTxpjj7FgYugc6OvD5LiKW6pf/71oYpg96ao5bRwds3Fj3\nfQXQn/k1Re8KzCPHEbmDiGIUIhdXA0HLksHlvn3wm9/IAL44se8ytbIM15UPMEWRP8GgDPJ8Pnkc\n2ttlIuitt8rtlRyfcBz5+yteATfeCHfeKYPOP/uzes17e7vcJ12XAXlX18SrIcUibN0qmdz9+yVD\nX07qLxZlwOrzyR/TlA9T25aTOK9XBtFerwz2W1vl3+XAOhSSv4fDMuAOheRnGglo/1C46KLq8scU\n+KMLjhvRxE0VHM9UV1fJStd16Gjn/j17J9YcW0p9Ql4JZSu3YhHWrXdIxDcDY3Wc08FE+1PIU1ck\no/+YyiWXOTyzv/7YHD2q0Nx8H5N5zwI1LG09ymxtNLYZV2wilZT3S0+PYCjqoNYwnZmEj645OWJD\nsp1HHtK4+hqbRx/RSKcUtmzewr59L2DXUypf/lqhxByPXfK69Sc5Vq128Xrq+5RKStZ6+7YtpFMv\nxhEu/pJfZ93g3gAa1hzHpKyis0vUyUWm00YtRjPHux7eRS63Qcoq/kCa4zIURSGeUDBMl1jCrmR/\nm5rJ7q272TR/fD9ej+ZhJFWkqdmLaQru3y+Hnv+9S+fgAZUXXeeU/IsFjt1HIjm+vl3KKsYvoFNG\nV7dA0/oAqS0Lhh0yKa2S5BePy/MBpaI7BFGsIu7wMIppEhuRx+/I4fupXPNzZiMKRSrU3Wi4LubH\n/hnjZz8nd/utEA4j0oLHHnyMyzY8dz7lf8g2zqa+PC99ji0Hn1eOrU1hg1ODFqwyOZHbS/Pn/wnc\nk/ClL0l2sFgkmH89h7IezhMxfJke5i3O8dRTMH9RkXxWJRysf4DU9sUcR1YRDngYSdgMlYa5/v76\n/kWjsHdvH4sWSc0x+Tw89BBYFtHwAqLRJSxerEA6jfPsQbS0wNBs0h4P+t7H0O54ClIp+jZvpvfk\nSRkQXXMNXHklzJlDeM5sMp5j6EtfwsZNKX639G94/b8EYN26MUv7fX19HNZ6mV+K+aK5KM9En2Fu\nZC55O09PqIdoNjrucS67UvT19XHBpReQs3KVFbVGk2NN3Uuxs42HDh7Gv3IFpAdwl14+Y1JtzHXi\nujL4dF0arXY1po0XvWjqL/X0TN6GaUoNboM63HHbmAHOljYmwx9dcNwIJpNUnA4URWmYIZJWbuP4\nHIfl6kqxqNDWId8vFKhUpjuTyBfqWdX+4wqLF7vs3DEqOD6i0tE59Y55vIxbrrnM1gYCkkVOJiWT\nHAiA4XFIJTUoDYLpuJe2ZTmO7VNK21aYv0CwaxekS6vaQ4MK92/WEWLi4Pj8NfL/vL56NjudloVW\nDF1Opi1L4PV5iefjDXlgzgSxmEJzs6iM/6d7PjVVw3ZKbhWuhe24WFZVc/yHZI4BEiM6i5fYJJJO\nRYpi6rKK3niyCpDBczxpEYl4CIVlxUWQspjy6kihUCYjpOZ4PEjmWKurkDcaP/15jt27q9eEYbog\nZEEYn6/kHlJmjoOQSnukLvjkSTA9REurFrX3huL1IQxDRhSjvaUGh/D+7ftRDz5L9s6fIEpJZq5w\nUUr/zmW7n0PZyg2gJWJwaqgIBMjkbJqbDLjgBfCCF1Q+H3zrPTzZF6TzmXvRz/8Qi7tewdbHElzz\n8BbcoQDhk/Phb78mhcMLFkgt57590NqKmWijeDgJX/8lbNtG/uTVtKthRr51C4NZgA9y4of3wc6b\nYN8+nESaROwgwXf+OYs93Rzo34xYtJJYZAEBj82Tg8tYW/hr1NlSV2HPVtBFGEOxiGoFfM0RMBdL\npnDxYvjqV+HCekcZFQgdSZEsJLnuz5u5+4kX8vqamCyZhH/5lyo7/eyz8PJSAdyslSWZQLpCAAAg\nAElEQVRrZSk6RQp2gaAZnLAISNmVwsHBq3vJ2Tksx6pU+mwEuqpXkp7LyXjl/JQzAlV9brW+5zBt\n/NEFx406VUyWJHM6Pse1D8HJ2rEtWYNjNIIl5jifh3AIIk2bSCWzFSuymWCifhTyCrmsPA6OAwMD\nSklzXP+5Y0dV1l64EZig/F0JXi/jMsdltnbthRu4+1dKJVgGaOsoEh00oJQsno57mdtVZHtMBjdH\nj8jgNxCQCXkbNm3gV79UOPCMyjP7VYSY3BptdJJgstSXDZs2EAhCJiPwNHsq1fGgKpuaynKtcc2x\nwoqVZc9dGfi1lyY+M/U5zrsy4rddmyXnnw/IxL+ZBsdT9SOdls+9QgGsgsq8pRYjyWpxD7/uZ8PG\nDRMyM6ZmEk8ViTTJScKpU/Jzh59VKvk0uZyCxytYtHgjycT4CTAyOFaYZEWZ1jbBxpr9cYVLKKiQ\nTCj4fIJ4vOpwEgwJTp1SUXUDcfQIis9HLKbQ1e2iqr2AlFIoKLh+L+rRY7g1wbH+k5/i+fgncS5c\nS/buX9QtGQohTps1hrNHo3um2jlb2jijmuMGYNku/nJw3GQyMCRTvovKWlojY5cRQ00BLK1A18du\ngD/7FCv//VZ+/+NlZJN3YseDhNSMHLj374ctW+jVNJnklE5jDr2Owq4DMGcPnHcehVyBWdYwsbYW\nPKHZzGuK00+PzMC78UbiHSsIX6Zy9fYnEY4L5wWJbdnN694RobUV1r0B1p1y4TP7we/HOfEYesti\njGKaZHS/9DjukSuckx2RiDdCPB9n2bJm7rij/r29e6WZwIUXwvr1vdx7L3zxi/K9ciW+kdxIRdIx\nkc9x0SliqAaX9l4qj7tjUXAK00pULtcs6O3t5ZHjjwCnlzdwtvj6nmujcfzRBceN4LQ1xxNAQWk4\nq9W2GVdWEQwJUmmFfE4GUqFSOem29rGfPV3k81RKRQ+ckkvNobCgUKgPcFJJKkzbZPB4BPk8/PD7\nOqm0wrv/Rg5eyZJDRDgiSKUUkinJHAO0dtgMnqpehsmEyvxZfmLpNMWiztCQQnePLPM7MlLtD8CP\nf6Qzb747YcY2SKlHbYJhWe8MUsKSybl4dEnjlgfPW39gsO1JlZu+MflkoFGMlJhjkHKSRBLaO6b4\n0iQY41aRdzEMQayUkFd23TiTuP61Pt77/iIrV7pEIgpNrUXSSbVyH3l0D5fMvmTC75uaSTxt0dQs\naGoSJbcKyRxXVkjyVDXHySmY4yn077VwhUsgoJJIKHR2CUZiCmsuqF4D6ZQCpok40Y/weohFpTNL\nbaU+RVEQgQBqf7/02CgWMT/5GYw77qTw6U9gv26s/3e5+ED593P404Wst+Ti9ciZYFuzyWDUwnUh\nnbVoaRr7MAgHTDDidLWb4PVy8csv5ku3mGQ//xkGv2XRM28F3PT1cbdnvn8vhQUa3ChXMQob/5eu\nlfOJt/jRtYWs1eHZZ5vg4x8HILofWtvA7e7iQOwAi5eq/PaxCE89JSWrDzwA//7vqlxqgYpMwVAN\nCnZhwhWj0WjyNhHLxQiXVkhrMTAgt/WRj0ijgQ98oOqwl7WyNHmbGMgM4NE9FQu58VDrogPSmjNZ\nSDbkcVyGqqiVYLh87z7vHCvO4bRw5iPE5xgD6YG65ZUtm6f2BG5EczwTKEp9EZDJ2plQc1xyq0gm\nZBCnqveRSp3eWs54/ZCSJxmEQ6li2GyZdDeaOc7mFE6e3DzldiRzDJv7dDbfV2Uvk0m5X4cP3U8y\nQUVzDNDSZjN4orrclYgrLJwTJF1McuSwQk+PQNchEJSB9ZbNW0gmFdZc4HD7rQZz500+YI1OEkyV\nJB1bNm8hEBTkc1S0xmXGdWhIqbhlTIZGr5Oy5hggXEpKnG4btSgXAXGFixCCbQ9vp7NTJm8WrZkx\nx5P1w3Xhicc1du7QGBxUaG5SiLQUyKbrg/DJ2vBoHlLZAk0RychnM/K6OH5cIV16SOYLCl6fIBbr\nmzwhryDwTiKrGN0XF5dgQCFRajMelwmSIGVM6TQoXi8MDaH4A0Sj0mowGqte8woKbjiIcvwExr/8\nG/71l6FteZDcT28bNzAGOc48uuXR07Zym+l4dKbbOFPtnC1tPPDAA6fdRl9fX0OfKxSkhEwrJUa1\nNRsMDhdJp8FQHsVnjhccG4BgVpccH9cs6sTynOLIiSx9v/OPcaGq7YvH1ChaUhbgCpdCQaGr3SCR\nkgl5F1xQrzmORmWu1F1338W+4X0sWFLgk5+Uphu33CLfr81jqli5lQLOcjGgqY5Jk7eJeD4un3Oj\nguPBQemMt2IF7NjRxwc/WH0va2XpCfUwkB7Ao3kqxXXK0odalCUU5X74DJ8MjhuojldGmejq6+sb\nEyTPBI1eJ+faeG7bmAzP++D40MghEoUJnqQTQAjxB/EenY620LIn0ByHJJNVZlf9PuqCqTOFstQg\nW5JVnOhXmTVLWp/lR1m55bKNaWS9XkG+oLDnaZU9T1cDtFR5XwJyCdswqqx5S5vFQA1znEgozGoL\nEmxNsWO7Vgl+g8Gqz3EyqfDC62yOHh1r4zZen+oT8qgUlwgEIZN1K04L5cFzZESZUPM6E4yMVIOx\ncHhiPW2jKDPH5Ulh0RIEgoKmZkEs7p5xn+ODBxTSaYWnd6sMDSk0NWkEm/JkUo1r+AzNJJUtEo4I\nFAW6ugRbH9XweKiUSy/kqwnQicmY48LUzim1cIVLOCiZYyhrjuV7ZRmT6vHixoYhECwxxy65rEwO\ntyzY+qiGCIUxv3kz+q9+TeHf/oXc/ffirlwx4XYFNczxOc3xnzTyeTDNKinT0WowPGJx+DCEmuxx\nWc2y93FPp7zP2vytLFqW5Z77YxzY4+eqqybenmmoFCw5djquQzGv0dVRDY5XrpQmEeXnQDk4LpdN\n7lkYZ+9e+Mu/lC5q/f3SJaOMsp96eaxplDkOmSFp/aadIjnKbGJwUJpH/Pd/w+c/X33muMKlYBfo\nDnWTt/N1K33j6Y5Hl4n26b5pM8e1RFfl9dw9/CeF531wLBC4bpU9nEl1vNGYqZ5NVdS62eVUmuMJ\nZRUppcKuzp67iVRKPqAbsVkdD+P1o8ymll8T8WrS2OikulxO4fw1Ux8Tj1cygvv3qfQfVyoMdCqp\nEA4Jeq/awIn+qqQCoLnVZuCEPBCuK9nErpYQofYE27dpzJ1XTZzKZOS+pFIKvVc5eDxi3GS8Wnh9\n9ftTnnRs2LSBUFCQHUdWMRJTJlzWr0XDmuMaWUUoLOpWAmZyrZUr5JWXFecuW4XPJ0snR2POjCRD\nk/Vj+zaN+Qtc9jytMjSg0tykEGwqkEk07tls5U1MX7FyzXf1CB55WGPFeW5l8lf2e1974YZxJxBC\nCPmgt1y8vskfVLV9cV2pOU7ES8FxHJqaa6zcUgp4/Yh4AoJ+qTnuEeh6L4UCPLFV4/3v82JfcRnF\nd76d3H2/xbnuhZNuH+Q4c8XGK057In62aHTPVDtnSxvPpeY4m3Mx9Op92dFmMjxS5He/g8tesGpc\nVjMSMvB6qZSWVhSF1Ys6+P5tKa7d5MccNTet7YtZ43PsCIdCTqe7UyeRshkaksX8urpkDipUg+M5\na+YwKzyLrvlxzj+/6oPcPkrWZ7s2mqpVktxqmePJjomiKKzvWc+RwlNjrNgGBmS/2tvhjW+stpGz\ncnh1L37Dj0f3VFb6ygVIyjgQO0CqkKok5JX74TN8pAqpaTPHAkFvb28lKD4dWcXZorE910bjeN4H\nx65wccT0Ko65/OE0xw0zxxMEx1JjrFT8r0MhQTKp8N3vGPzjh86cZUWZTS3rcdMZ8AekldYY5jhH\nQ0yd1yPYu0elvV2wcJFbsYRLpeTydTgiKBaVurLAzS0Wp0rBcSolWcMmX4hAa4LtT6oV5jgQEBWG\nMZmAtnbBpZc5LF02RXA8hjmuVl4LBAW5vMDUTBRFqTALsZhSYRnPBGJ1sgoqy/szRS1zbGgGuYLA\n5xO0tAhiI+4Zd6vYsV3jdW+wOHRQpb9foaUJgk0F0snGHzaFtIdgpKpv6e52efRhjfPOc8lm5cQo\nn1PweASRCTTHZZaoUHSnzRy3tCoMDso2R0aUuiIg6RQoAR8ik4JQhFhUMv3BkJTADA0pRKMqzvq1\nWB/+0PhWbhNstzzOnNMc/2kjl3cxjeozp7PNIBq3+O1vYc3a8ZnjppBJU5NS994lqzoZOKXw6pdP\nfgN4TJViiTnOFWxcR6OjTSeZtisM7axZVWlFNAqBthEMzWBWaBaXXxXn5z9nwnyOsqxiuswxSGnF\nmllLyfr3UcNrVfo1GlkrW/FPj3gi1ZW+Gt1xqpBi7/BejiSOjMscF53itDXH5WB4NIN8Dn8aeN4H\nx0LUl3ZsRIsmxORWbqejOW60LxNpjmXhHVFhVzPpPlIphR3bVE6cmPx03fRlo1KEpxbj9aO8nJYr\n1TXIZhQC/gk0x1mFQwen1hx7vPDUDo3lK11WrJRMI5T00xHBjm2yH+FIdbBpanE5dUKvfC4SEXh0\nD+GgwranrDpZRTotNceplAxw/+fOHFdfM/nEyOMZVQQkJQPULZu3EAxCLievBVMzK0HlyIjSUADb\nyHViWdIzPhKRf49mjmesOXZtbGFjaib7tu3A65MuDSNxd0YJeZP1Y8c2lUsvd5g1W/DIQxpNzQr+\nYJ5UvP4CnqyNbMpLIFKl8Du7BFsf01i4SAa6mYxk+L1eOHpkMyPjXMe2a6NrOsXiNDXHwqW7U+Hk\nCQUhSrKKMnNcklUovoDUL4akrKK1VWDofaRSskrjSFTFcab3cBQIHtry0BgXm+nibNHonql2zpY2\nnkvNcTbnYBrVSWtXh8lgtMiDD4JSfGJcKdSsLkMm49Wgd30Hemohf/aSsc+COs2xUQ2O01kHr6nR\n2qyTTFuVILSnp1oIJBoFo/kUR3ccpcnbRJ448+ePvy/lZ1x53PTq3srq2+h+TIQmXxiPv1i3Glpm\njke3kbNzleB4ftP8SoltQzUqE+Y9w3uYF5nHydTJCnNcqzkuf75RlGUVdZrj07iHzxaN7bk2Gsfz\nPjh2hTuuKH8ynFG/whooKA3PLm0LdH38zwZDopKw5gtI9urppzWGhibudD4Pn/qEh4MHGjulZUeK\nMnOczUgNrscjvclrd6NxzTFkMgorz3NYvsJl355ScFxiazVNMsDhEnPrCIf2NslGgtQbR0quGC2B\nEKlCmnllWUUIMqWKZeVg2+udmNmo7VOtlVs6VWWO/UGHfF4+sNr97fh1OQCPxOQ2zgRRUA7Eyv2M\nnEHNseM6sjSzJZnj1lZBbOTM+hwLIZnjNWtcVp7n8PBDGq0tKr5wgWS8cc1xNunBH6qeiO5uQSaj\nMH+BKycMSUVWyPMJWV56nImg7dqYqknBmj5z3Nmp0n9cJZertxgNhkorEsEArgJKpElWNGwV+Pzy\nveFhBeGqpNPTuyBc4aKi/kHyG87h+YVcoV5W0dlqkMlZLF/hEPCr45I16y4w+PfP199jK5fr7Pz9\nyspkeyKYZrUISCbr4DE0Wpp0YgmbTAY8gRzm3O08fGQrUAqOw1HJzOoeNFWr2KeNRllvDDJAvnbR\ntQ0fhzJ0VccftOt0x40wx53BTpp9zZU2LNdiJDdCqpDivI7zMDSDkfzIGOYYmJ7muGYVuDwZOOdW\n8aeF531wLBB1sor/n5rj6fgcTySrgFLlxRJzvHLlJhJx2LNbZXhw4ofs1kc1CoWqb3EtGtEcpzMK\n/oAM4kY7PGRzCpdc1ojmWPZ5+QqX5Stc9uwpyyqk88aGTRsqlm4gg52WZo1UUvo6J+KSOQZoDQfB\nk6yTVWTSCpdfuYFstuIoNCW8PkG+RlZRqzkOhlyKORlIru5cXWE/RkYULEsZtxR2LRq5TmQBkOrf\nssjL6WmOdVXHEU4lK7tjwXmy8mirYCThzqhC3kT9OHJYXhcdnYLlK1zyeYXWZhVvME9qGprjbMrE\nH7Irk8eubnle5813CQZlUl5Zc/zKV1/JyZNK3ZIrUGHKi5aYnuZYuHR3KZzoV2Tp6Obqd0Mh6VYh\nAiEZHDc3ES3JKrq6NpFOyeAYlDEJRFNBCMGVm66s/D5TnC0a3TPVztnSxnOpOc7lXDxm9Znj95iE\nm4tsujbDRVeMX842aAbpDI0ttbt8+dR98Zoqll3LHOu0Nuuk0jZtbfDg8S10dWgcH5ZLZNEo+MMF\nrr1aBrplV4la5O08xxLHKnrjidDIMTFUA3/ArnOsqGWOa9uoDY7r2ijJKk6lTzEnMgdVUekOduO4\nzhjNcXmbjaIsqyi3oanaad3DZ4vG9lwbjeOPLjhuBH8on+NandJUsCbwOQbpaFBmV0Nhwe7dGh6v\nYGhoYjbz/s1ysMrmxn9/NMqBXx1zXBp/vKOkFblsYxUuvSV2eeV5Ulaxd4/sU61DRLjk3QxlBkKj\nu1t6yiYS0uMWoCMSRPMn6O6pqWSWK/Dws9sJBicuFT+mTyV7uTKk5lj+7g+4dR7IQN2ye5nhLZyG\n3fFIiYUsIxwRE9qUTQeaopF38piaSaHgVBLyEskz61axY7vGmgvkNb3yPPna2qrgCRRIRM2G2fWR\nEYWgX6foFAHpVgGwYIEgFBKlzHkFj0dOziJNgsGB+nPjuI6UVRRUvL7GWRxHOHT3wIkTqiwdXRMc\nl51TLF8zLiCamqSsok0QCsvS58NDCojGkjRBTnx37VQr40yjJWvP4Y8XuXw9c2xoBq3tFms29NMd\n7B73OwEzwKqOVTPanlmjOc7kHDymRtCvo3ts2rrkgHjBrJUMxuTgFo2CP1is6HlHB8eO67C1fys7\nB3dSdIqnPcboqo43YFWCY8eRPvatrWM/O2FwXErIi+fjNHslA9Ed6q68V7utWtu5RlDrVlG+j8+5\nVfxp4XkfHLvCrXOraEhzzORWbjPWHI9KyJuJ5hikDrLMrp48sZlHH9G4cJ2LpkmWa/w+azQ1jU2m\nm6gflYS80spZJqsQCMptjrZzy2UVdu28f8J9KcPrFSiKYOkyl4WLXPqPSzYwWeMtHApXWfFyUkd3\nj1xGj9cwx+3NXtp7cpXcp0BQkC5k+c1vf08w1PhkyOsZXQREJjlu2bwFf8ChkK+/BZJJKoFmMimD\n5RWLA2THWWGc6Pze9GUDu+QwNDJCXTAWCok6m7KZXmu6qlOwCxiqweE9T+P1O7S2CkYSDmqjM4ca\nTNSPu+7U2dgrd6YSHLcoCLWArul11+Nk+5JIKIQDJgVHPoy7ewSBgJBBaEgwPCyT8RRFtjNrluD4\n8fpr2XIsFFfHdVQ0feLg2HbtsZrjWuZ4VEGbYEiQMZtxFUE+INPy/X7I5/oqzLHXC8nUxA/Hj/0f\nDzd/U97QP/y+wWtf6UMgePD+B4HT0yueLRrdM9XO2dLGc6k5zhdcPGaVbTVUg8993qJz8XEObz98\n2v0Y3ZfahLx0xsbn0TA0nUDIprkzTdAMMme2RnRYxXIshoYdOUbfL49rs7eZkdxIpb2dgzsJmAFC\nZojh7PCkwXEjx0QGx1VZxfCwrIJdHu9r25iMOS46ReL5OE1e6c0Y9oQ5v/P8Os0xQLOveVpJg+Vg\nuK+vr5KjdDqyirNFY3uujcbxvA+OhTh7mOPRRUAmg22N73MMUl9bYTf9ksk8b5VLe7tgaBxpRTYr\nGb4Nm+xxg7jxkC9AJCLI5cvMsUIgUA6O62UVuXyVFZ4MwRAsWizw+yUbt2Chy+5dal256HBYVH63\nhQyOe2a5nDih1GmO29s0OnuqNj1eL9iiSCYrCLY07mnnGaU5LhcBAQgEXfLZ+uugbLsWjggSCclm\nDw+pxKKNsX9CwMc/6uHIEfn5WLSeqQxHxBnxrTZUg7ydl7ZulmRSW9skczwTWcV4OHlC4be/0Xnj\nm+V5WLTY5fIrbJqbVRzXoSmkM9JAsRQoSWaCRoU5XrrM5Zv/j703D5PrvKuEz3v3e2vtvdXdai3W\nZlmWZcuyvLUk27ENOAxhSAYSZpywhIQhQ2AyQIaZAcKWj0C+gUyAbJCQIWFIeMwEnMV2bHWrJWuX\nLG/aLLXU3ep9qX27yzt/vHVv3aq6tfWixe7zPH6s6qp66+733POe3/l9JQNCGDmdnSZFPuLuHgvX\nRov3jWEZMHQBksiBovKN6sTYCST1wjFiUQt+HwdVBS5f4hBuKv683w+kpCaYBJjlWh2lX1VZsd7M\nNMHGTVbV/XbhPIfPfFpCKgX81edFjF3jkExZIIQ0VIuwgrcnUhkTsiutghCCcFCAIihFMWhLBUXi\nHVtFKm1CVXgIHCPH4Y44AlIAGzcC167KyBhZzESyaG0qXOTDShixbMyJjByPj+OujrvQorVgMjm5\n6GsMIQQ+lUMkxu7dlfzGuqnDtMyigj8bAicgkolAEZQiVXhNeE3ZZ+/vub+h7ezudktBwZPF2SpW\ncOvhlifHFrWKnuiWynNsGKwwrRGUTr0s3HNcUI5338/GuH2ridZ26lmUd/QwjzvuZOS51CZQaTmy\nGUba7A55yUTBOqGW+HTTKYK9j9b25229w8IPflhg5z/zAQN/9PsyojGCYJAtRyhUIMemxYrHmHJM\nijzHjz9O8Cu/ViA4hAC+YBZN3dugNZe0VqoCN9E3DPZvn48ti+azkClRju3YNbtwzt7ekUh92zWR\nAEyT4MplNu78fLGtIhREUUHeQr2TPMcja2QhcAKau3dAUU00N1PEEsaCpjy9luNvvizivf9Odxpm\nSBLwgxfTEHi2buGQUNRJsNq6RCIEoYDkkGNBAH7iJ5kiHQgA09Oc41nv29uH7h7qFGraMKgBMydC\nkqq3addNHfc+eK/z2j7fu7otvPEGV6YcBwIUGZEx5iia0JLfXxs2sYzxmRmCTZstxGNcxRvkzAyB\nLAE//7QCQQC23Wli7BrBnr17Fm2ruFk8uks1zs0yxvX0HGeyxVFuAGupvjq0esm8k+5xZIlDzmDE\nM5lmaRUc4Vg9S2sUATmAnh6AGjKujOQwF8uiNSwVeWwDcgDRbBSz6Vk0q83gOR6tWivm0nNVrzH1\nro9PZbnLACPHtt/YPUY8F0dQDnp+X+REzKfnHdV4ocvhBVvo2rdvHyilzHO8iNmfm8VjuzJG/bjl\nyTEFXVBaRS3l+G++LOLTf1B/NT7QWFqFrleOS2W+3ILnGICjHM9Mly/3wUEefX0G8wrXqxxnWCME\nu0NeMsUKrwBGKG3PMaVMma7Hc0wI0N5RWP+PfTyH8TE2lW2vx5q1FnpWF2wVIidiw0YLR4/wiMUK\nU95Bn4i2Tr1ofDWYQWSOgxqsvzLKXZDHLBWFhAuf30Q6VayAzM+xYqxgiOVLz0yx7R2Zr4/g2J+7\ncoV9b3qaOGQLsKPc6l78iuA55jkWOAF6jkBWLDQvoXKczQJf+1sRH/llvew9+9xpDgl1K+rRCEGT\nv2CrcMOft1W4Zyd6eqijHB8fO45kLsmU4xwPWaw+xWlRy8k/BQrne1c3xZuvc07mtI2WFop5rgVQ\nFMzHpEJr6XxDntkZgs1bLMTjlSPZZqYJPvVHWXzvWRG/8p9y2LjFwPi1wn5Y8Su+s8FsFcXX7s0t\nm9ET7FmW33PbKlIZphwDQEAToITnEZACIATYulnGwKEsOCGHoK9YnW1WmzGbmsV0chptebtRs9oM\nAEtS1+BTRURi7DydnPRWjmPZGAJyoPwNMFuFRa2K5HgxcFskKWhZg68VvP1x65PjEltFPV40i1o1\nPcdTkwSzdd74HZDiqvRKy0IpUxcrKce3bbCwfj27sF04fwAcR7F5i4W2NsvTVnHqJI9du01oarly\nPDcHvPSil+cYzKOcV1VTyUIChLtxhq4zMnnk5cY9fqII/MVfZtDWbkGW2fb4/T/K4afex9QCu+r5\n/T+r4+RxHvtf5J2IIoETiggOACi+DC6fugIlWMF47QFFhqOOnx8fga+JMdPBgUFomoVMusRWMc+U\n42CQEbpqyvHgwGBZJrTdPOTKEBv3/DkOGzcViFxp++iFeidtW4XIiRh76w3IKvMcxxMLK8grXY4L\n5zk0N7PjrhQ2OW4K85ifr29dolGgJaQhlSt/egsEmF3IVo4HBwbztop8xF8milg2BsM0YOoSJKkG\nOYaFQ4OHnNcmZV0Du7osvPlmuXK8qotiJh1E9rN/gsg8h5ZW9v709ADGx1hDnu7uGsrxNMG7njDw\njX9M430/Y2DjJgNj1wQMDgwuOsrtZvHoLtU4ix3j+9/j8fdfX7xf+Hp6jlkTkOKH1u5gNwROWDLv\npHscVSmkVSTTBlSZXROCAQFamHmOAeDO2yW8NJBFuDULmZeLxmhWmzGXnsN0ahqtGkvNEDgBITlU\nNa2i3vXxa8XKsZsc22PEsrGqyjGAiuR4MdvV9hiveI7f3mNUw9uOHNeDejrkxWIEyWRjN7V6O+QZ\nBsDztGJG76/+uo6ffZpdNFrbKH7jkzkoCpjnuMRWQSnwymkOO+62oGrlyvEnPq7g8KHyC1kmy0hg\nIa2CQNPyyrErraJe1bgS7ttt4exb3h5hu5ORzwf8j09l8cbrvGMnsav83bMCaiCL9HwQUqB+5VhW\nKDL5TOcrs+NQW6ed9zS/VRZ9Z3dPC4VZQZ5DjudRhliUYNddvqK/OcrxEPv/2Td53L61cFEtbQKy\nUPCEB2g+8zhHoKoWwmEgnTFhGmx/f+GvRDz/3MJU5Pk5gtZW72PZPndam4S6HyCjEYKOJg0JvfzB\nhtkqij3HPT0Uo6OcowIncgmmHGcFyFL1GZrSrpkFWwXF9BRXFOUGMOI7My0AqobxMR7dPbbnGBi6\nzKG1lRUOxmPeFevZLJuJCYWAH/8JA5IEbNhkYszlmV5RjpcOn/9zCWdeWdoukMuNTNaEIl+/263s\ninJLpU1oeeX4lz8i4LFHJMfDe9c2GQcO5RBuyZX5epvVZsymZ2FYRhFBbdVaG4pFqwS/xjr2AcUx\nbm5UI8cCJ4AjHEJKjdDnBcBdP+Qoxyvn8DsKtzQ5dket2Fgqz3E8RuoubrNRWrumhcAAACAASURB\nVJBXaVmq+Y1L8fgTffhvv8N8ml6e45FhAkFg6peqUqTSHmSveW/ZuJm8cmyT6USSeXEB26drp1kQ\nqBpdlMdPyrtTSsewPccA8yc/+i4D628r7Eu72YUNRctCID8G0Zese4rLHeUWS+SghhPOsqg+E5kS\nW4VdQBcMsoI8O04s4tG4Y8sdfRgZIU4yBcCU41VdFq4MsYYT42OkaJ2CQWbvsANWFrpd7QIUnuPh\nb70HkmKCwkQoyDmzCwP7eXzj6/UdaKXLYSvoXrDPnbVreEch9xrDjUiEoKPZ59lYwB+gmJ0hkJXC\nOF3dFq6NEGQMtvMSegIGNaBnBci1lGNqYcfuHUWvOcKhu5utT6ly3NXDSDPA4t5W97Kx79nZh6HL\nHFraWIOVeMyblM9ME7S2FT/sbtho4Nooj769fQ0V6nrhZvHoLtU4ixnDsljxcWtr+TWtUVxvz3Gp\nraLRMRpZFlnioNvto122iu5OEe2hgk3hnu0yZiNZBJuzkHipaAyJl6AKKtq0tqLf2dSyCRtbNta1\nHNUQ0MSKyrHjOc5W9hzbUXeV7uWL2a42GXY8x4ssyLtZPLYrY9SPW5ocO51rSrsF5HFu5pynH7ke\nz3EsBiQTjSl89T5dNkKO3fBKq3jlNI+777FACDyV43icePpCsxmWDJHLsRtOKlnwHLOCPPa5dBoN\ndSNrBHaUG8Byi//vs2lsv6uwL+0cSxuSL4fpaz4ENKli96ZSuD3H0aQOJVAw/GoaRdrDVtHcUvAc\nT08TNLdYnp7jTJqAUuZJtRGZB3bcbWHoMocL5zmsW28V7Wueh9MueTGwt5vAFXJ/TWoiHOIwlT9G\nJic5vPiC0HBhKVuP8sgzG/a5s2UzwYXz9V1CohGC9mYFOTNXdk4G/BQz0wSKXPi9rm6KqSmCZIYl\ncjie46wIRSKwqqRVWNQqOm5scryqm32nlPR3d1uYmsyT41Eeq1fbXRlZnFxbG0VzK0Us6n1+T0+X\nq+zrN5gYH+NhNjaptYIauDLE8qaji+wyeb2RyVUmx8sBVeGgmwXPsaYycswT3rFUAEBvl4zWziyC\nTVkn49iN7mC3kx1sg+f4JfEcB/0C4smC57hUOU7mkpB4qeJvcYTzTKZYCpSlVXD8Soe8dxhuaXJs\n36gqeY5HYiOeBUC12kcPDgwiHiNIenSbq4bSgrxK3jpDJxDqJMfuMVpbGYlw4/RJDjvuZuuveniO\nE3Hg9dfLM4rtbmSs5TObGrZJsKIUfLrpNLNbLIfX0E2OvVBGjrUMRoaOosnnRyJXn+/Y7TmOJ3XI\nQZfn2GchXSHKzU6rmJkm2LiRenqOXz7EtuuU64ElEiVYs9YCxwGHXy62VNhgjUCIsxwLga24C5yA\nmdEzkBQThmUgHOKd5ZmaYKq/l62mFKXLwZTjCr9NeAi8gE1baBE5rpVzHG6i8Im+sn0XCDKCaSvH\ngwODEEWgpZViZCyHJrUJST0JwzSQywqQ5OppFZZl4dihY4XXNZTjVV0UU5NsG10bLSjHQ5cOgFJG\nfJly7O05npkpJ8eKaqEpRPBP3zpYt92qEm4Gn+9SjlNtjHQaeO4HlY9X205x/tzAopfjeuccK5L3\nei2H59htq0hnDWgKu86KvIiAVFCOZUHG5juy8IezkAW5bFk2tWxCp79zwctRDQGfgHiyWDmeTk5j\nJjWD5198vmpSxVIuhxfs2R6353gx5/DN4rFdGaN+3NrkmBYiwbxgWIbne/XkHMfiBKkG1T3302Y1\nMOW48ROtzcNWcfo0j7t3snXUNJQViCXixDOfNZvNk2MVmJ0h0LRC1zlFceUfp5givRyoRY55jnf2\nn0UtKKqBeERCs9/n6V31gqKwTOecmUM2JUJWdceqoaisIM898eAU5IXY7MH0FMu49VKOc3kvs7uT\nm624rl1n4fvfFbDl9vLjwU5BWAwEkr/ZcSL0HAdFsWBaJprCHKYnWSfFyUmCn/33On7w/cZVntLm\nJW5whIPACVi7lkXw1WqzbZos4i4QADRRK1P9/X6KbJZALWkJ3d1DMTyWhV/0Q+IlxHNx6FkRily5\nMM4+/9x2HHeUG4Cidt4A0N3tslVc4x1ybHvwW9vyfu40O3dLYdsqSpejezXB6ChZ6ZDXAF49w+HX\nP6ZUfP+V0xy23Wk2PKsHoMj+dL2RzZmQrqNyrMguz3HGhC+vHG9q2VSUkCHxEnbuymH12hwkvrF0\npsWCKcdsp4yPA2pTBKfGT+Hi7EW8OvEqRqIjFZMqlhvuAjynQ95KWsU7Crc0ObYPXrdybPvZTMsE\nKDyL9erxHMeiCyjII8UKUVXPcZ18xT1GaUEepcDpUzzuvpttB0UtRLPZiCcIBH5f2biZDEsHUFWK\n2dmCpYKN42ovnSJQlcV5jr3WBahDOeZFJ7Eia2ThUyQA+9AaDCCZq+/JRc4nb+TMHHJpGUGVKZd9\ne/sAYkGRuSKLw9wcQXNzIVVieppgw0bLUzneuHkPABTtk0iE2VXWrrNw8ADvSY6DIZbe4LVN6oXA\nCQBhDxCS/16mHFMDzU08pqY4RKOsDfNPvtfAD75X+2Ar8xzPkarkWOREiCKwdp2FS29xVdclGmVe\na44D/JK/7MHGjvmT5eJl6emxMDLOCoV8og+mZSKXqe45tv++7b5tRX/jCY9wmO1Xd7QewBTqVILD\n/DxALeLkOvftY8vR2krZsvuB+bny35yZKSfHlFL09FBI4j7n9UJxo32+Sz1OtTEScYLRUa6i7eiV\n0zx2PjIKotzT8O8+uEvDyHDhXL3enuNKBXnL4TlWZA6GQfO/XSDHfslf1DBD5mX86I9n8e6fYLaK\n6+kFDQUEJFIGcjmmHPtbYujwd+CB1Q/g6fc8jZnUDELywovtFpVznJ/t2bdvHwghi06ruFk8titj\n1I9bmhxTMHuEFwG2lSOv92q1jwZY0VSjvtB6ny4X6jluaaWYmyWOj3H4KoGiUHSuYr+pqQULAcDI\nczwGp1HDxDjBX/z/7IezeVuFqgKzswQ+lzqsutpHp9LLpxybllnTVmHvx5yZy5NjoCWo1u85zjcB\nYcqxhJDmc4g1BWX+X5cKNT/HPKksrYJgeprDps3e5NhOunD7wKORgnKs68TTVhEIsLEXA4ETnG2X\nTfNQFArLstDSRDA1RTA1yaG9g2L7XRYiEVYY2AgiEVKW6mDDJscA63RXy3dsbxMA8Im+sgcbuxuk\nohT/Xs9qiqujOSiC4vgk56ZEhMOVZ2jsv7tjAO0oN0KAY6eTTlSbsz4c0N5GcP48h+4eyymsC+St\nmfbng0FgxoscT5XbKixqob2NYGyMW3SU29sBX/mSiK9+pfZFL5E/F9+6WH5MUQqceYXDxvuuYD7r\nsSNqYOwa5zzIXW9kcxZU+folbMgyYOisk2U6W/Acl0LkRfbQaV5/5TjkF5FI6xgeBrq7gaQRdchw\nu68dj61/rMzvfL1g2yrs2NfFWqNWcOvh1ibHlELghKIbpe1nc8jxAmwVgwODiEUJUguIcvNallIY\nxsI8x6LIVEe7Ze+ltzhs3lz4PVUrTqvIZFie8tg15s87fYrD//mmmH+PFUCpKvMx+/yFE1/ONwFJ\n62lcnD97wzzHAic4nuOcmYNflQH0ozWs1e05FkVWcJjO6cgkZTT7/EjqSQwODMKiFjSVQ9w1lB3l\nFgyxBIV4jLXBjkbKx37ltO05LhxLkQhTHteupRBFWpRUYSPkaiG90O3qJsex6VcgyAZMaqKlicfU\nJMHkBEFHByN6bW20qJOdF8o8x1WUY7/kR7uflZZv2lQgx5XWxVbTAUCTvG0VAIo8xwDQt8fA0WMF\n5RgARkckrOpEVXJMCMHpI6cBFBRb29rQ1e29Tu0dzD/d3V3425kzbP/aqnAwSDA7U/7dmRlWtOcG\nBYUkAUNDA87rheLt4Dl+7vsCzp2rfpwAzH4DwPOBa2SYZcO3dycxNf5yQ79vWUzwGL5aGPd6eo6z\nObNiQd5yeI4liZFji1rI5Az4tcrXWVmQIfESCCHX1QtqK8dXrgBr1xbHtvX39y+arC8255iCYv/+\n/Y5yvJjZn5vFY7syRv24pcmxRVnDAy8CvBhyrOdbR6fTTK2oF6W2iorjL9BzDIA1AslP48/OEjS7\nFCu1pENeIs6UZdvfOj7GOYVgmSwjI47n2BXXq6rMA5rSU5hJzS5bWoVu6TXJsb0fs2YWAR8j9m1N\nclkXtEoghKnH8VQO2WTer5wn1owcE0c5pjTvGW6iCAWB0VGWXNHc7F2Ql80QiCIt8hxHI6zga916\nCxs3WZ4zBKWNQBYCnuMd37GeI5BlC4ZloKWZRblNThJ0dOZJXQievvNqqBbl5pN8WBdeBwDYWIdy\nHJkvtAX3i+XFlLatovQ4e+QxExeHdCTnVfglP3iOx8hVHqs6qyvHsiA7x0099QUAKwZi5Nj1kCiz\nPHKb+IaCwGydtgqLWlBEDnquPOLxnQZKgZMnOEQ9zqFS2MrxxQvl++zVMzy27zDByymkMo0ZiBMJ\ngFKCK1dujIqfyVW2VSwHJAnQc3ly7LJVeH6Wl667agwAoaCAZNrA0BCwbl31TOPrDbfQRcDqBlbS\nKt5ZuKXJMQWFQARQUOfmY/vZDFrFVlEjyu2uHX0IhtjNsbTArRpKp16WIue4dAzWQppd4OdK1D1V\nK/Ycx+NAZyeFae5DLgeMjRFnOt+2VWgqU0h9WrHnOJ3OWxFyFNoic44rrUs9ynEROdaY5zgQoPBL\nTAGuB7ICJFM60kkJLSE2rd+3tw+UUqgKQSL/8BCLMYImSSxRglKmCIabqGdBXk/vHqzupWWe43AT\nxZ59Jr75Le+DJ5DPOvbaJvUiKAextX0rAIDyuyEpJkzLRGsrS6uYnCROK+9AgCJa0jflt/6LjJMn\n2DmQywGre/cUvV9NOXZj8xbLITKV1mXsGnEUW5EXWetro1DFZ3dmlOXic1hVge33JrH/OR8CcgAh\nOYSRYYKururkmCc8tu/eDsMynNe10NlJcPkShx5XN989e/sQCMKxTASDwNxs+XdnZrgyWwUFhSgR\nNDXtW7St4lb3HA9fJZiZ5ury2SfiBN3dFi54kOOzb3LYsi0JRbOQxd0NCRf2w6hbOV4uz7GX5Sun\nX1/PsU2OTYuRY7+v8jkg87IT43Y9vaDhgIBUxsDly0DXGhbbZvuhb7Qn1VaK9+zdA0IWb6u40euz\nMkbjuKXJsT2FyhO+jATbirGncozq7aNjUYJQkELz0YaqohvxHNdrqyiFO7Fifo6g2aXuaa5COoBl\nHAeCFE3NzKs8MU4Qi7EpxmyWFeQpKlO+3LYKO/5Mt3RkMtbyeY5pbc+xrQ7rpo6Qj13AgyHqmXpQ\nCYpCkUjriM3K6GjSkNSTjp9M8xEk8hx7epo4xVqSxL7X1kYdRbP0QSmdIlizprildzTKVFKeB9bf\n5n0s2A1GFgOOcGhRWwAAmTQHSWY5x20tfN5zTNCRJ8duG4eNo0d4/H2+QciXvyji7m0+/OePy4jl\nSXQ1z7EbGzcxclwhahwAMDzMoWd14QM+0Vf0YCMILBlCKQkp0E0d999P8ey/KJB4Cfd178bIMIeu\nrsq2CtNi/mK7mNP2G9dCRydgGgQ9q4vX+TvfTWF1b3XleHqKoKWteHkopZAlDtl8kuQ72a948gSP\ncBOtSzlOJoC7d5p4y4McnzvLYc3GBAQeEBW9oZoQe/Zs+OryKscpPYWDw+V2jWzWchpxXA/wPLtG\n6IaFrF5dOZYFuaw73vWAKgsQZQNvvgl09N48qjEARym265Pe6bM/70Tc0uSYUnbguiO/yjzHC0ir\nGOgfRCBI4dMaK8ortVVUyzmuN62idIxWV2LF3Byb9reharSoHXIiTuD3U8jyfszNEYyPc6CUIJHI\nK8cyCmkVLgJsN87QLR3prAlVXXrPsWEZNRU9gROcGYCskUXQJ4GQ/dC04sKu0dho1QuXogDJbA6T\nYwp6e5l/bGBgABYs+NSCcnx1iMOata5udiHqTJeHwuXq8flzA+hdYxXnHM/XJpXuFtKL3a6GARip\nE+CFgq0iGiG4Nsqho4OtSyBQbuOIx4B//Y4A0wS+8XURv/Xbz+PSRQ5f/6oIXWcRfsE67lXBILOR\nbLnNh7u2HvP8zOgIQW+v6yFO1JDKlfiOA9QpyLO3ScbI4MHdIl4+yCMWAyIRZpMJBStnjtqt4c8e\nPwvd0uu2VazqZNunx+U5HhwYdBrsAEAwTDDj4Tme9fIcU+Y5Hhs7sOgot6U+977590LdzVuWYllO\nnuBx/+PXMJOZqjlGLEGx6e5pvHWx/IHr3FkOq29LQBVVSORoXWTbGTcKdPTGMTy8vJ5jwzKQNbLI\nmcWdd7K6CbWCcrwcnmMAEHgOyYyBbIaDz1d5W8m87NgqrqcXVORFqH4dr70GNHdFi9pA32hPqq0U\n9/f3L0laxY1en5UxGsctTY7tGyFPyrvXLMZznEoSBPPKcWk0WjXUm3NsGIAgLNRzXOiSNzdbrByr\nKopaXscTbAqfTQcTJ7EgFiXIZAkkmamiM9McfL7icTIZptxls3RZPMeGZRRFCnlB4AUYZsFWEfKL\n0DRGkDSRKcDzmXm8NvkarsWvVRxHUSgSKR2T12R09xR86pRSaFrBc3zlCoe16wr7LxSiaGsvNI4o\n9R3ncgSre5nNhVJmT8jlCm24KyG0BJ5jG+k0IIkcKCxY1IIk8mhqpjj7Jod2t+c4Xvy9eJyA54G/\n/ryIeIzggYdM/Oi7DVx6i3MIfr2c7rvPp/DciymMjnCeLddHhguNNYBKWcfMzuNG1syiOSTj7ntM\nHDnMO+NUu1HZNgqBCA2RY1tlL1WO3WhuAqanS5Yxy/ZBqCRxyqKsI5qe50g3k+r0tb8R8ek/vH4e\n05PHOdzx4BCidSRMzCVjyDadRriJYnSkcACaJkuw6FyTREgJQfHpDc2+RGMEHTtfxnQ07qj5y4Fo\n3MA3/wGOr143dVBKq9oqlguSyOHUtVdgJANVr+GrAqvQFei6fguWh8AJ0HzMcxxsu/mUY/uc5Qi3\nklbxDsQtTY4ppc5Tna0QO55jy6gY81bLc7xu/R4EgoDPvwDl2HUTXBbPcXux59itHEsSu4nYYfeJ\nOIE/QLFu/Z68ckzQ0mohFiOuKDeKmZKCPFlhnfZ0U0cma0FdBs+xYRlOQVkluDvk5cwcmoISmpv3\nAiikHkzEJ9Dub8eF2QtFjR/cUBRgfEqHJEjw+1mHt/sfvp/ZKjTiEMerVwjWrC1sz2AIjiIYbkKZ\nctzcshehMIXPx5pmRPOpDLVIpeYrPMQsdrtm0gS+0G5QSh01vr2d4txZDu3tLs9xCZGIRVmDkN/7\nHzI+8B907N3Xh3XrLVy+zOUTO+pfhvW3UaxbT7Fx0x7PQqrhYc6xJgDltgqAWU2UkpzjjJGBIijY\ndZ+J40d5DF/l0LuGVi2Osa8JOx/aCcM0GlCOAY6n6HQ1AyvdN01NLLbNjZlpgpbW8n1OwWwVmrZ3\n0TfWpT73Rkc4fO9ZoSjzd7mWxTCAM2c4rN8+7TR8qDZGMmVCUNO4bXOq6Fi6ciWvzotJBOUgWnru\nqKgcWxbwP/+smPzHYwS+YA4dvTGMjrLvLYfn+OqIgW9/G4im2fF9cvwkxuJjLMpNuX6eYwCQsl1Y\npa4DHX64aGawFGEljGa1ecmWpd4xBE6A4jMgSYAYiBZlGt9oT6r9AN63p29JbBU3en1WxmgctzY5\nzvuBeMKXKcSmZULiJU/luFb76FiMIBCg8Gm0oTi3em+CurEIz3GprcKlHBNS3CUvHiMI+FnawsQE\nQSxKsG49Uy2d9tF2zrFbOVaY7SJn5ZDNWtCWSTmu5jcGigvy0kYa226X8VdfYqZquw3xWGIMW1q2\noEVtwdD8kOc4skwxPKqjZ5XgjGtSM9+ogeDSJXYaXCm1VQQLSQXhMEUkWjxuJk2gqRRt7RampzhE\nouUKohc0rbEZiWpIp+E0xTAt0yHHul7wHAdDxR35DIPNDHzgaR26Dnzg37MHkPXrLVwZYs0wKiVV\nVMPmLRbOnyu+pFgWcG2UFHmONVFDWi82cPv9FHJJzrFDjnebOHGcx/AwcZTjah3y7BzmRpTjzlXA\n7/5+DoJQeb80NVFMl9gqvGLc7OWQZCCbu7k65BkGa3f+Hz6k44t/vfzq8cULHFp7ImhqMZDMGLAs\n9mD4M+/17oIXT5pQVWD15rmiorzzZzlsvt1CWk8jJIegBvSy89HG3CzB7/53GRFX/GIsSqBqBjrX\nRDB8Zflue5GYAdMAzl1OgFKK+fQ8IpkIcvr19RwDgJbZgDapl12nlqluZDHgCAdNJVi9PglCKFRx\nmWKRFgD7Xk5Bl8RWsYJbD7c2Oc6rRDxXKMhze45lXl6Q5/jUyUGEQhSar3Hl2M2Nq3qOF5BzDHjY\nKkq6fSlqwXecSAD+AJBM9ePsGxw6OijCYZZckM0QyDKFpjIvrdsKoKisfbRhGsjmWJvlZfEcc9Vv\nFjbBSekp8ISHJkvguH4ALH6IIxxUQYVP8mFjy0ZcjV71fBhSFGBkTEd3F9voPMdj8MAgKCg2bQTe\nfJ0dC1dLbBVP/qiBe+5l44U9PMdXrw5AUdk+mZokdfmNgeLIvcVu13SagOrHGDnOFzi2tVMQUvBL\nB0s8x/E4s9ps2EDx5sUk1qxlnvLeNRTXRlmygN20oxEoyn6cO1t8Xk1PsdkL983ZtsS4EW6iTmqF\nvU10U4fIi7h3l4WTx/PKca9V1b5kn9uvHn3VIcf1pFXwHIctW4oLdUv3TVMTMD1TrhyXJlXYy6FI\nHGZn+tkfFjEju5Tn3vgYI/P/6eM5fP1rYsMtlRtdlqlJgtbeKQQVH1S/jlgM+M7/PYjvPSs6M2Bu\nJJMWFBloXzOPocuFY+ncWR63b7WQ0lMIykHkYq8gMu/9m7Z44P5+NGZC9VG09sSdxIrl8BzHEgZg\niTj7VgKJXAImNRHNRpHTzYrK8XJ5jmWZ2bxSqfKYxHrHWIrlqAafKqBr4wzCSviGLkcpbKV4oH9g\nSZqA3Oj1WRmjcbwtyLHXU51hGUV5p0XfAwVXZdVTKVY0pfloQy2kr0vOcbuF6Wm27KVpFQBLrLCn\n7ONxpoAHA8Drr/Ho7GLNLZjnuKAcAyhuH62wtIqcmUMuByhaOeFcLBpRjuPZOAJyoOx9n+hzOihp\nooawEsZYfKzsc7JqYXwc6O1mJMlWHi1qYdMmijff4EEpMDTEYa3LVvEfP6bjzu3suAo3eXiOs+ym\n097B1Hw7qaIWVI09fCwFmHLMyKL9wNHeQdHSSp0HsFLPcSzKjgsA6O4pzvXt6KB49QxXV4xbKVb3\n0rJCr5GSYjygEOeWNQrmzz//X1k8/mTxuapbOkRORHsHRShE8dIPeazupTU9xxzhwHO8Y6uoR7mt\nJ24tFCJIxCl0V7z2+FghT9oNSilkmRQ+e5OIx6MjHHpWU6xZS8Fx3hGF9eDwERPHT9S+LiQSBGJo\nFh2+DvgDOqIRgmj+N0tnGQAgmTYR8ssItUVwbbSwbGff5LBxc4Yp8rwEVeExF/Vm9rZ4cPlSYfz5\nmAlVJWjqjODqMiZWROMGkAnj/JUEIpkI/vkbbXj+QJQV5FUgx8sFSSp44pcrq36x8KkCWnvLyfGN\nhvsaQ8hKWsU7EYs6W7/2ta9hz549+MxnPgPTLFwoLcvCZz/7WfT19eErX/mK8/dnn30Wjz32GD75\nyU8i5VW50yDsGyFHOEcxdOccL1Q5bm3Zi2AQC7JVuG/a1TzH9doqSsdozeccGwZTtUun8VWNJU0A\n7MYUCFDsvHcP3nyDQ1eXhVA+RiybYVFuqppv6+vKOVZdaRXZLIGsmsvjOa5Bju2YvvnMvONHc4+x\ntW0reoO9zus1oTUYjg6XjSOpWUyMyA4RFDgBux7cBYtaaGkhUFSKN99gxVOlzRxshELlRELT9kFV\nWdHe1BRTjushlW7leLHbNZ0iaG570FGObVuFbakAytMq4nGCYAmJt5dj3XoLp0/xC7JV/MRPPlxG\neEZKYtxsaEKxeiyG5pAw54qWxbAMp031vfeZOHeWr6sgjyMcHnj4gYZsFTaBdhPp0n3DcwTNLcXR\nfZcvc55dEFlxJAHPPeL8baE316U890ZGChaXYBBl+df1jvO1fx7GN/51tObnYzEKPjCHNl8btGAO\n0SjBqi5WN+BJjlMmOkNNUJsjuHbNZas4x6F3U8LplLhu092Yr0SOPZTjWNxEyKegpT2HK1fZPWE5\nPMfxpAmSC2JoJI3Z1By+8412/PmfyUhkk9c15xhg5DiRYHa7emcqr7cX1K8JCHeVk+Mb7Um1leKH\n9jwEAuJ0zLsRy7IyxvKNUQ0LJscTExN45plnsH//fkxMTBRNUR07dgyXLl1Cf38/nnvuOVy9ehWm\naeJP//RP8eyzz2LVqlX49re/veiFdzzHnHdahczLsDwCWGupSdEYywf2+YFkAxyeoL6nS11H3VFu\npQiHmTI8Mc6Kv7iSPehOrIjHWApAcwvznHauogiGUOQ5tjOMff7CGLZyrFs69IwIVV16r1U95Bhg\nKuNceg4BqVw5DimhImtGm68NhmVgPlM83yoqOUxNsKQKgBXk2Q0iOMLhjm0WvvesgDVrrYrFdE0e\nyrGtyDi2igipy45Q2qxlMUinAU1xeY45Hm3tltMABCj3HLuV41KsW2/h1MmFKccbNjLPsltZHRkm\nRcV4NkoTKy7MXsCZyTM4cPWAcw65Oyju2s0IzZo19SnHdkZ2veTY/kxVBZkArW3F0X2XL3NYt758\nWSgoVJlDNmd/9eaodh8dKSSHhMPe2cORCPDe91SXGiNxHdFEbU/GTDyOgKJAEzX4AgaiEYKpKQKO\nozjvESeXTJtoCWpoayUYnWC+dMti3Qu71sahSeyCFfALiMQqk2NVpRi67Mofj5sIagLWdvlxZay+\n1vM2TpwA/ut/Bb761dqfjcUN3LZWwtiwglMXJqAgjPf/2xByulU1a3g5Q/vpnQAAIABJREFUEAoB\nP/3ThSY7NyM+9LSAx57I3ZTKMaXUmZ2uN4nKCxOJiSVeuhVcDyyYHB8/fhyPPvooeJ7Hk08+iWPH\nChmnJ06cwBNPPAGe5/Gud70Lx44dw9mzZ7Fjxw6oqoof+ZEfKfr8QuF4jkm559i0TEiCtCDl+NLF\nA05BXsNNQOrNOV6g55gQpm5eOM+VWSoApvranuN4gvk9R4YHAACrVtF8Awo23SbLgJovgiq1VaSy\nbLvlMiIkxVwy32Mil0DWyNZNjgUiIJqNOraKWsuxKrAKM6niqilRyYLqMnryyjHP8Th88LCTk73t\nTgvffVYo8huXwstzPD01AFWj6OykuHyZc9IqakFTC0WTS+E5TsWPwqSmU5D3+BMmfuO3CjmrpU1H\nYnEW8eeGvRxr11FMTXJ1eadLceLYILq6aZFiNzJSHONmw04bcdZDT2N3927olo79+/cDYOewfYzc\nu4vlbbe21SbHPOFx8vBJ6JbuNAWpBZsUux+ay849sLQXNzkeqkCO7YK8RHyg5m/XwlJ6jplybHf8\n844UHB/jcORlbyJnjxONm4jFa7dvjyV0BFQFIidC8zPl+MTxA7jrbqvMnw4AqYyJgJ/D2lVBzCdj\nyOXYA1a4icISo07cV3T8dUSi3r8/PUVwz06zRDk24PcL6On0YWKOzVjU4zkeHgYefZT9+3d/F/jW\nt4rfL/U9xpMG7touYOSyH2deN/DwfUH8+kfD+PjHAb/v+nqOv/td9t+hQwsfYymWoxpWd4nobNbK\n2lffaE+qnYgzeGBw0WkVp8ZP4bkfPrfgZbFxo7fJ23GMalgwOb548SJ68r1WV69ejXPnzjnvXbhw\nwXmvt7cX586dw4ULF7B69WrPzy8UFrXAgfNMq3AK8rzSKlA9yi2ZIgiF8pFbi4hyqwTdWLjnGGBK\n5fnzHJqby99TNSCVJ16JfIc8ewp9VZeFYIjZMkQR4LiC59hX0gQkm2NT2tk0D2UJlePL85cxHB0u\nIj7VIPIiOMI506m14BN9ZQ0mRDUHmJKjHNtpFfZD0tY7TJw6wRfFuJUi3ASn/a2NbI4px//mJ3Uc\nGuTx0g95hOsQQFSNReUtBdyeY7sgr72D4uE9heM+GCz2HMdjLMfbCzbRW4hyDJQnVowME6z2yA52\nx7lRSpExMlAFFSInOo1fdLOgHN+z08KXv5oBIahKju2OeDzHZgeGo8No09pqLrdjq6iiHBNCWBOe\nyWJyfJtHJ0QKCkUuqOg3i2dxdITD6tUWcmYOes8A5iPlyzQ3S5BMomp75ljcQCxZWzmOJQz4VB48\nx0PzWYjMU8zPW1jzyAu4UGKrMAxAN0z4NAFhLYiW7gjGrhG8dZHDxo0WIpmIozD6NB6ReCXlmGLV\nQy/isks5jidMBHwcOkIBJPT6vSRzc0DXtkt48iP9+G9/80N85Hdew+tvVl7veMrA+jUCaMaH4weD\n2NvHo9kXwmOPsaLP6wm/H7jjDmDr1uv6sw1B4ISbTjUGXGkVrrqmhcz8mBYTLUqbwqzg5seCz9bN\nmzdjZGQEAHD16lXcfvvtnu9duXIFW7durfp5Nz76ix/FH//BH+OP/+CP8Zef+8si1WRwYLDo9dFD\nR3H6yGknraI0DeH04dN45cgrZd+3KKtKLx3Pfi2JexEIUExMDODCxQMVf7/09eHBwzhz5EzR+nh9\n3vYc1xqvVDGy329to7hwjgNFf9nnU6l+ZPLEa3RkAEOXDuDxJ5hPcGZ6AONjA5ia4qAo7PNDl5my\n5fNTZ3xVBdK5HM6dOIfE1GuQZAN9e/vqWt5qrwHg+MvHMZeeg2EZOHX4VM3vv3bsNQSkAAghFbeH\n+/WZo2cc0mW/L8o5wBJxZegABgcGwRMe9zxwD04dPoVjLx/DtjsZ0TKM8u1pv25uprh86UDR+7ks\nweuvHkBzM/DHf5LF4IGDmJoa8Py++7XtOa5nfWq9PnP6AHp6H4JFLZw5egaHDx4u+3wgrxDar2N5\ncuwez96/kUg/ABbltpD96/Ptd8jx4MAgzp094CjH7s9rooYjg0cwODCItJGGIig4eOAgzh4/i3sf\nvBcAcPrIaRw9dBQAazHd1LQfgwODDjn2Wp5jh46BIxz27NmDgwcO4szRM+gOdtdcfkII3jj+Bg4N\nFsts7s+/cuQV5DKHMDXF1u+7zw4il+13EmPc41nUwuunTiKXYySTgODggYMLOn9sn+9izj97/547\nO4Ce1RSX5y8jFXsZx4/vL/v8/DyBaRLsf7Hy9SieNDE5cszz9+LZOHRTx+DAIN66cAh+H1Ohs3Nn\nceLUfhBpN9ZsSGB67gU894PC959/bhAyfwQCx0MVVKjKIL7/3YO4eJHDbRsNHD54GK8ffR0AcPeu\n+zByxXt7Ts7o6F4fx+TM83jxBfZ+PGFh/PKruHrudaSMgq3CrT719/eXvX5x4PsgzZewvWM7eqFj\n3dp+HDg5XfZd+/Xl80cR9AvY2NOCw9+7CkXpd+olDgwc8Pw92zvp9fuNvK5nfWq9Lh1rIeM1sj5n\njp5Bi9ZS9v6+fftu6PYghOD04dOF9tEgOH7oeMPjvfDSCwCAXQ/tekfu30qvb+T+7e/vx+/93u/h\nQx/6ED70oQ+hEghdoJwxOTmJD3/4w3jmmWfwm7/5m3jPe96DPXv2AACOHj2Kv/u7v8PnPvc5vP/9\n78dnP/tZdHd347HHHsP3v/99fPGLX0RzczOefvrp4oUhBLFM/U/1I9ERRLNRJ9ZrQ/MG570fXv4h\n7u+5H0dGj+Bd69+FkegIDGpgXXgdXrj8Avat2VexQ1vf/Ro+91cZnDnN48RxDp//Qn0tlVJ6Cseu\nHcO+tfuqfu7zfyFidJTD//enC2vV9OGfU3BtlDWs+OsvZ4re+/mnFTz5owZ++v0GHrpPw199KYOt\nd1hoCQRw7HQSly8R/MmnZYyOEFwaTuKlH/J4z7s1HH8lic1bCmpcuDWL7554Be//aQk//NY6bFqz\nNE/3x8eOYzY1i3ZfOzr9nTU7M70y8Qp4wuPOjjvrGl83dfRf7cfj6x93/vaJT43gn56xcPXMGgBM\nvc6ZOaT0FLoCXWgSO9HZ7Mc3v5XGjz7lXYE/OkLw6B4NF4YKUwnrV/tw5EQK7R0UlAIf+QUFP/cL\nOh54qHoVP6VAWPNjLpEAv0gb4pe+IOKVc/P44H95A5FsBO9a966yiDxKgZaAH+OzCcgy8OeflTAz\nQ/CHny4//iIRoLczgBf6k9h9f+MzBt/43wJefEHA336dHZe9q/w49WqyrNDRsAy8NPQSHl//OObS\nc3hr7i3s7tmNE2Mn0BvqRbuvHT946wd44rYnymZ5ZlIzGIoMYVfXrrLfvzB7ARzh0BPswf6h/bh/\n9f1oUmp3NIlkIjg8chhP3PZExYjBE2Mn8Pz/WY/4xCp8+jNZnDzB4dc+pmDwSHlhgr0c9/XuwOR8\nAvuHn8ej6x6ta7ZkOdHT7sfxN6bxRvwQ/vYrIu5tfxD/+deKr4Nf/6qIj/1aFkOXObS0eI+z9qET\n8PspXn+ufB+cGj+Fdl87eoI9ePpXxrBlewK//ZFN+KU/PIhuej/6Dxh498cG8O0/24O//J8+7LyX\nHWejIwR73nsWL78YBk94/MKvj+NnH7kHx4/x6Fw3h/vfcxoP97IiumcGLuAzf+jHkRfKrx+PPGbg\nx3/1RXz1U334p2/6sXmLhW33zeJPPj+OfTvWo/vu1zD9ym5QI4eWcIUVzOM7P4jiU186g1PPsHvb\nT//qq7jjthB+5+NrPD//Y790GD9y30acPtSK73wHmJlhM3Rz6Tmn0cYKbn6k9BQOjxzGjs4dOD97\nHuub1mMkOoJd3eXHezVEMhEMXh3E9o7tWBP2PmZWcGNRaVZvwcpxR0cHfuqnfgqPPvooOjs78dBD\nD+GjH/0oAGDXrl247bbb8Mgjj+DJJ59Eb28veJ7Hb/zGb+Cpp57CxMQE3ve+9y18bfKwFWD3NKut\nJJTmHCf1pDPdXqtD3sTEAIIhCp+fIrGIJiCVvIL6IjzHAOuSd/48V5ZxDLAGE47nON8h78jLg7jn\nXhPdPRaCQWB6kjjdyOz8WU0rHkvRdFBTRC7DQ1aXznNsWiYIIZhNz9ZFFFRBLZp2q7UcIi+CgBTF\nhEmyhc72wv7mCY/jh447tgpZBvY9auL2rZXJYFc38xy7Q1YSceY5BpgX/Et/m6lJjO3P2i26F7td\n0ylgfuawYxPxInaEMI9xPJZvHx5Dma3CXo5wGGhusTz97LUwODCI7XdZePUM29bjY6zwqsUjB1jg\nBEi8xM5LPeU0ABA5EYcOHHKOE6/zlBDiWWgLFOoJjh86jod6H6qLGAN1eo4JQXOrhanJQhqCl98Y\nKNRDCEI/MhlULQCuhVrHyInjXJnlx2uMaJQVt83RIfSGehHUZERi5cfr1Fwa6DnqmdRjL0siaSKZ\n8j7WdVN3IjSTKROBvHIc9IuYjxkYGelHOGxhzaZYkQUnkSBQfTp4wkMWZDS3pzF2jcPFCxw61s4V\nXQdG3jrNMoXzOHWSw8ED7Hdm5gyEwha618cda0UiZSAUECDyAlS/gXi8Ps9xImVClQvnVEtYwvR8\nYYq8VMlKpA2EgwK2bAEefhhOwXQ1Ylw6xkKxFOOsjMFg38sPHjhYxjEagW2nODBwoMYna+NGb5O3\n4xjVsCgZ44Mf/CA++MEPOq+/8IUvAAA4jsMnPvEJfOITnyj6/FNPPYWnnnpqMT9ZBLt7Dc/x0F0l\n8vZBLPKi82+356dWQV46BQQDgM/XWJRbtc5dbrC0isV5jqenKhTkaUA6LyYnEmw9xgD0H2SsLhhi\nmbx2goCilhfkAUBrZxZT4zIyaQpJXjqvpGEZaFFbMJ2crtkEBAA2t25u+Df8kh9JPQlZYE8Aomyg\ns1N23hc4AaZlFnnP//lf055j2eA4oHcNS2PYeocFSllR40LzQ1XXQ8xicP4cj44ORkiqNbsIBSli\nMaC1jXWAbGuvfKF/5l/S2LBxYft8y+0WRoY5JJPAqZM87tlZOQEkKAcRz8aRNtIOOZZ4CYZlOBnH\nXqjm/3Of23bxVj2oJ63CLshz5+iur0COndQMiSKXZZ9fLs/xH/yujKd/TsdPva+6B9hOqpjPzOHO\n9jsR8EcRGS0nuLPzFkDMfKJK+TJns0DOMJBIea/PP36b4uEdJtY+wshlwG+TYx5DUZPFqoU5rL4t\nXuQ7jsdZpjrP8VAEBeG2NEaHCN66wKGlax5hpUAwQz4B8VThmv8P3xAxO0Pw8B4TsxEdwSDQuSae\nL8ozkUiaCAZ5iJwI1ac7D4q1kCwhx61NEt66WvlakUybCAUEPPWLwBLoPyu4QXCnVXCEW3DajC3S\nrHiObz3c0k1AnMB/V1pF396+oiQEu1gva2YdNcNWdbxAKZBOP4JgiHX1arggz3UCLUfOMQC0tbEb\ncs20ihhTjt1jBIMU2SyBkk+psMldadzPA31pvHxAAQEPjl+6nGPDMtDuawfAkigWMkYtaKKGZK6w\n49ZtyOHhh1zKMcdj+/3bnZmHerF2HcWVIfZ5XQcEYR+EBT5eqgqL3FvMdqUU6H+Jx4d+nmX6VnvY\nCAQpYrHCcREsiXJzL0c1QlsNfXv7IIqsKO/11zicPM5h572VlfSAHEA8F0dKT0ET2BSGwAvYcf+O\nqmkmHGpHuTW6XevJOSaEoKWVOmkVTDn2vmHaXkW/fx9TjhcR5VZrXWJxgomJ6jusb28fRkYIuldb\nSOpJ+CU/gj4esXj5/pmbNwHOQMIj8axvbx8i8wSBcA66aUDXy9fp5CkLb55l+yeZMhD0sYtdKCBg\nYtqAKdyDzqYgejfFcPRI4ZhNJliLZ57wkHgJzS06Ll7MR7M1F7LOAeCRJx5EImk4RYPnz3I4d5ZD\nNgtkcjqaQzI6ehg5zuUAk7LCQEIIVAWIxq26co6T6RJy3CxhLlIgOqVZq6m0gVCAR0sLsH59zeE9\nx1gobpbs2LfDGHZaxYN7HnReL+ThNmfm4JN82L57+4KXxcaN3iZvxzGq4ZYmx07OcUlaRRE5zhfr\n6abuTD1Xm+LMZtk0tCwzNTXZgLpXbxaiaWDBpAoAWtvZSeplq7BzjnWdVX8rSvH7dtSYrNifp+B5\nCkkq/tzuh9Pof0GFKi9tT3mTmmjVWtmU8zL5L32SrygmbOd9Ot7/gcI62GkV1R6SvLBuvYXL+Xio\nRlqyemEpEiveeouAUmDDBtawpdrDRjBIHbUsHmdd85YL2+8y8dqrPE6e5J32257LJAURy8aQ1tNF\ntgrd0qsqx/aNywv15hqXjVnHQxIBQUuL5SLHpKKtwm3ZYdeU5evKFo8BE+O11/naKIeOnjhUQQXP\n8QgFBNbRrQRzEbbP4gnvdZudt+D3cVAVAbOR8u9H4zrmo3k7W9pEMMDIZSjAY2jIQlNbBs1qE7be\nFccbb/AYu1ZoWqT6Cm3lO9slHD1uYM36LHSahV8qPMH7FBGCrDs2p7NnOVw4z2F8jKCpLYsmNYyW\nrjjeusghFiXQAgZEnp0fmioiUqGBSCmSKROqUiDHHS0S5mMFclxKmJJpA6HgjfWVr2DxcKdV2I3G\nFqQcm1kEpACy5sLqi1Zw43Brk2NasFW4c45LlWPDMpAzc2wqvYbfOB4jUBRWwe33A8kG8uJLny4r\neo6NRXqO88VNXnFbWp50xeNAIMCIvnuMYH6mWclbJXw+wBfKlimFO3ZmcfWSDCkfE7ZUnmPbC353\n593QRK32lzzGqAWf6ENCL+w4u3OcDY5wOPXyqYaJ1Np1zFYBAJk0Ac/vr/GNytA0FsO2mO3a/5KA\nfY+aOHLoMEBRQzmGoxx7NQFZqv0LANt3WDhzmsPpkzx27qz8YOUox0bKORZETsSxg8dY1B9fQTmu\nowlIo+vDEa6sxXOZ5xgETc3Me24YrN24V3c8AE6GtmnsR3aRtopa6xKPE0yMVyffgwODmBgnaOqM\nOSQz6PdWjiNRE5JEEfeIahscGMTsnI6AT4BfFTA7V/wZSilicdNp0JHKGA45DgcFjE0akIWXEZJD\nMLkMnvrxHJ75JyG/HoCsFq7dXR0i0rkc1m6Owy/5ix4wjh86jlBTDuPjBHNzQCpJ0N1DcfQIj6bW\nLEJKCF29abz+OvPY+wOFcTVFQCRu1OU5TqaLyXF7i4RInJHj2dQsvvBPXyj6fCpjoDnUGDle8Rzf\nfGPYtopDg4cW1QQkZ+YQlIM4evDogpfFxo3eJm/HMarhbUGOS2+WXraKnJkr6opWCdFYoWuctoD2\n0fU8Xer64nOOgQrKcZ50JeLeXdB4HvD7qaMcB5ty+NTfP1/2OU7MYde9PJQlVI4pqFM01uHvWDY1\nTRO1oqxju3OcDZ6wjoo2gakX69dbTmOBVAplansjUBQs2nPc/xKPfY8azvFcTYkP5j3HACNTgQo5\nx0uB7dtZU5VgkBZ16iuFJmowLAOGZUAR2AEp8RJ0qhdlHJeiniYgjcK+AdYCz1OEmyie/RcBiThB\nV3d177Mk5ZXjBo6zRhGP1SbHADA1SRBoizndJkMhHrFEOTmej1hoaaVVlGOTkWNNwFyJcqxbOmIx\n4pDjZMZAKO85DgV5gJjwBXNQBAWqoOLd743g2//IlIJkkkBRDWf/dbbKEJQ0Vm+IlT1IC5yAzduy\nOHyQx/mzPNbePYS1O89jcIBHqCULiZOwepWKjJnGpUsctEDBk+9TvR8KvJDKmNDcynFrgRwn9STS\nRsF/bFom0ikOweDy7esVXB/Ys1P2PWIxtoqAHIBu1W6Ys4KbC7c2Oc4XVJV6jt1V+zzHO52yTKu2\nrSKVJGhr2wuAqaqNtI8uvWkvl+fYjsXy9BwrzHNsJ1V4jREMUcdzbFgGetaUFwvolo5HHiFQZHaR\nWArP8QMPP7BoK0U9y+ETfUgZKediVqocC5yAO+67o2HleN36Qve3TIaguWVvg0tfgKbRRXmOTRMY\nHBCw7xETfXvYGNXWxe05jsWI0xjGxlJ5ygFg23YTszOkqqXCRlAKQhUK/hSBF7Bt17aaBXm1moA0\n7DnO3wDd8PIcU1C0t1N87KMK/vc/pMvat9uwr03NrfuQzRT+thBUWxfTZHaEejzHk5MEvqaCchwK\n8EgkPZTjuInWVoqEh3Lct7cvT455BDQB8yXkOJrQkcsSRPPkM50xGSkG0BQSAF5Hz+Y7IPIifJIP\nO3bHcO0awcWLBIk4gawVhA1FlNHRk0b32gR8UnEToL379uKO7VkcGBBw9k0OvZvmsHpDFAf6BYSa\ndUi8BJ+k4fa7onh5kIfmLzxs+VQR0bhRl+c4lS4mx6vaJUST7HoZSaShtW9x3tNNA+mkgEB5p/uq\nWPEc33xj2ELX/Q/f7zw4L7QgTxVU7Lh/B3RzcQT5Rm+Tt+MY1XBLk2Mnyo3jiqKd3JX7POGR1tMg\nhMCgtZXjdKrQNU5rMK2CEOJV3F0GQ0fdtgovaBrwnn+rl2XHAm7lGPBXuEgHg9TxIts+7LJlNA38\nm3cTPP4khYWlUY7rbRm9WPAcK+ixVR3LssC5WIzdPa1Wp8RSrFlrYWSYwDTZNlZuoOf47Jsc2jss\ndHQW1qGarSLk8hzHYizFZLng9wO3baBVi/FsBOSA4zcGCp7jqgV5ddgqGoVdkV4NBEw9+uh/1PEv\n30/h0XdVXj/7IVyRWQHscnXISyQAjqN1eY4nJjgo4QI5Dod4xLzIccRCS6uFRNp7G89FDAQDAgI+\nEZESBXZyWgcsEbGEDl1nhXB+je3HppAIcDqCzWnIvAy/6EfGSuKpdxt44TkBsbgFVSk8pMiCjN0P\nJbF+a7ysQ6bIidiyLYODB3icPcuhZ30C3etSuHKFQ6gpy8i36MOGO+I4OChA8xdmj/w+vigGrhpS\nGRM+rXBehYMCDNNCKm3hhf0ZfO5/mU4iQSzBfM2LqSdZwc0B+xi065oWE+UmCzJkXl7xHd9iuKXJ\nseM5JlU8xxzPoqIEtRDfVWW102mCXLYfQCGL1qxvBo6BFLyFVXOO67yAVhrj69/MeE7rO57jBIHf\n770cwRArOATYVCBouR8yZ+XQ2yPiwx+2YFpLlHN8YHBBU95FY9S5HBInOU/qpcoxT3icOXqm5ixC\nKVSVWVnGrhGkUwR6/jhZCFR1cZ7ja9cKcXwvD74MoHr6B/Mcs3/HY+W2iqX0HAPAL38shx97d20C\n0qa1oVVrdV6LnIjTR04vmBzb14RG10fkRWxr31b0N6+cYwqKD/2CjnuqeKmBAklPJgeQWaStotq6\nxGMEnasoMhkUZXB7jTE5aUELph0VNhwUkEwVEh8AdkxSzkAwBCQ8LBeDA4OIRE2E/DwCPqGssG1q\n2oBEVMQSRj6arVAIJ/EC/EEdibnTeWXXh3g2jp33WnjlFI940oSmFs5ThVfwid+Oo707UUaODx44\niJ4uDhYx8Nz3BHSsTqCrl22AQDjnjL92UxynTnJQfQXl2K8KiCXq8xynM8XLRAgQ8kkYn8phaDSN\n8UuvOQ/hkZgBTWmcGa94jm/OMeyuloQszlYh8RLeOP5GUfZ+NZyZOOMka7lxM2yTt9sY1XBrk2PX\nU507rcKkZhE5zhgZKKICkzJrRVXlOFPwknIcU2mr3XRKUU9VK7NVLI/nk3lZmee4tNGDDaYcFywH\nAMrIhk1OllLxMi3zunUIEzgBBmUXmFKiZeccL0RlXLeO+Y7TGUCSa3++ElgL6YUTpulJgvb2wn6x\nC1MrIRhiynEux1JMFpO0UQ8+/BEdGzfVPm7afG1YF17nvBZ5EYZpQDcXZqtYqHIMoGa3Rls5rgf2\ntUly5xwv0FZRDfH8ed7ZSav6jimAqUgSXW2as30USYCkFEe2zc0ShJp0yDIqNvmYj7FGF8GA4HiL\nbUzPmVi9SkE8aSARJ0WkVORFaOEkAj5GNtp97ZhOTWPb3WmcPsUhnjDhcxFRWZCRMTNI6skyW4X9\n/gN7krhyFejsyaClMw1esOAPZyFyIjRRw+oNCeg6geJajoBP8LSTeCGVKV4mAAj5JUzO5DAynkFs\nXkUqx8hxNG7Cp67Ixm8X2EV5dvvoRs9fW4wTOAEiJ9atHI/GRhHL1t8peAXLg1uaHLtzju2pf6+c\n45SegszL4AnzH1dTCzNpgu6ePc7rhq0VrhtoRc+xUb+tolHvpKYBqTTBhfOcUwzl5Tm2C/JsklFK\nNuwiNpuILIUn9b6H7qur8Uc11LscPFeI9ytVjgkh2HbfNhiW0TCRYlnHHNIpgq7uPbW/UAGqRpFK\nL9zrOznJoaOzcMzb50ElBAIU0SjJq8YoSydZSs/xYsARDnfuvhMZM1NVOa5EUheac+yFSp7jemAv\nR1f3XifneKmWw41YjM0KdK6imJyofCxvu7MPajCBZlegucAJ8AV1xKKFZZufJwiGdSgKRTJT/gDS\nt7cP0aiJUIBH0C9gviQKbnrWwJoeEckEh/mo4TT1ANg5qYUT2LF7JwBWfNnp64Sv6ypGhjmMT9Ai\nC4PMy4hlYxA4oexY6Nvbh6ASxM6HZuELJ7F6lQpVFnHb5jR8QeY5VgUVbV0pSBKF6vIyB/wC4km9\nLs9xqXIMAKEAI8fXptKwzEdwbcomx0bZZ+vBiuf45hyDEIJdD+1yiv4bFYls1RgAHt7zcF3Kcc7M\nwaIWErnymKybYZu83caohluaHNtPdW4iBBSnE/CEKccSLzE1sQYhSqWKs4F9GpBssBFILW/SYj3H\n1aBqFJF54MtfFPHzv+hdABByK8dWuXJMKS0qdlyqtIpSkrqcsPc1UJ5WYb9vWmbDpGXdegtDlwnS\n6cWpr5q2OOV4aqpYOeYIV1WVD4Uo4nGS9xsvX1LFUkDkRaT1NES+8klS6TxbjHJcCw2pR5Qto51z\nDCxPh7x4PpWmc5WF8SrK8eQEh5ZVKScVBGBk1RfQEXWR47lZgmDIgKrwSHoU5AFMIQ2HBISDAmIl\n5Hh23kB7mwBZFHH1WhaqXNiHIifiAx9MY/u2wnHaG+rFWGoYW+/QGKgCAAAgAElEQVQ0ceIEhaYV\n9p0syMgZuTJLhY2gHMTdD83j6V+ahyapUAUVv/cnM7jjDmatUQQFJslgy1YTiq9w7QloPOIeqvip\nU8AnP1n8t3S2XDluDkqYmE1hYgKQaBDD4wVbhe2vXsGtDzu+zS7WbfQ+6CbHsiAjY2SK3qeU4o2p\nN4r+Zn/Gixyv4PrilibHTotWTgTP8ZjPzGNwYLCoIYLtORZ5kSnHpl715pnJEESj/c5rzUeRXGCc\nW1XP8SJyjqtB0ygunOdx1w4Ld2yzPMeQQvOwpAgAb1uFm2BwhINJl8ZzfGjw0KJtFfUuRxE59iDl\nbx5/E0D1hAcvrF1nYegKU46jkf6GvuuGqtJFeY4nJ4kzMzA4MMiC6itFJ4BlXsei+Wn4UDlJW2rP\n8WJw7vg5pPRU1WOlkpJjR7ktx/o0YjGy/exzc/3I2QV5C7RV1PIcB4MUnato1cSKHz4/iJa2rHOz\nBphH3RcwEY0UK8eBsAG/IiHpUZA3ODCIaFxHc1hAOMAjlix+AJ+dM9AcFhD0Cbg8nC2yGQicgLvu\nsnD59QIhCCkhqIKKzTvHEU+aCLjIpczLAIGnpWJwYBBhOQzRH8Uv/3oUPtEHRVCwdWcE4QBbR57j\nIXACdtwXR3O4UOgXCvBIpswyz/HBg8D/Y++9w+Q6y/P/z2nTd2f7atVWvUu2ZEuyJKvYcsNgbAgx\nvbkQEnongRBI+GHAhPCFLyEQWowxEALBlC/GVd2SjWRbklVsWb1sr9NP+/3x7pmZM2Vntkhaib2v\nay9pZ8955j39Ofd7P/fz4IPu74knTEKBnOQ47OFMRx9tZ33MmPgcp1tEctwXMQgNQ1YxrjkemzEk\nSWLntp0Z5niI12/STIpzGNizY0+erCJhJDjafdSVNCeNJJIk0Z/sz4s3FvbJ5RZjMFzSybGNnRbL\nz66ZzeGOwySMBK3RVqr91YC4QVqWhUcWzLFu6YOyhfG42782EBxGC+kSD9DzrTkG+MjHivdyX/va\no6x79RkgkxQ7SbLzfyeZHG6VbiFccM3xgK91IZuu7O0bCqbPyGiOvb7SyxeDKMgbPc1xKVlFVbVN\na6tcsAHIWIMzE1QqOc4+Zx04Vm7nA0Nhjp3CX02DxHksUu/vG2COS2iOu7slquoSruRYkRUCIYPe\nLHljV6dEqNKgIuAlniisy+2LmFRXKVSHtbxGId29BvXVKhUhhZOnEy6ZgaMhz9WSV/uqmbOoV3gg\nZzHHkiThVbxFmwVVeCvoTfYSTUUJaAF8qo/+ZL9rG/2qn3/4l0423pBZrzKkEonlz6odOgRnzkBL\nS+azeNLtVgFQW+XhxVd6CXr8TG7ycqY1KzkeZ44vGzi1TI7meCTMsaZoebIKx/s4W1+cMBJU+arG\nmeMxgEs+OXYehJMqJgnJxAyZ2TWzqfSKVnBOwuDIKnSztOZ41qyMljQUtIlEyk9ist8wi2kFDZ2y\n3SqGqp2c0GTzxfsSrL4282DLjVEzsYcpzRnJAQzOHI+W5njZqmUXxOcYMglWIUkFwNJVS4Ght/Wd\nMeB1nIhLzJw1Qs3xCHyOW1slGidkzrNSsor5CywUxea3D6tUVOb/faxojgGuXn01kJ9EZaPYS+j5\n1BwPBQ5zPGPmelLJoRXzDWUcff2O5tga1M6tuno9VXUpN3Msq/iDqTzmOBTWqfB7iMbFveEH/6nx\nwvNyeix9UdEFrrpSpT/HEq2rV6euVqMypHLibJJglnuDIisgwTXXXuNax6f6mDk/CrJBKOi+Vr2K\n19U2OnufeBQPHsVDR6wjnRz3Jftcchyf6iNm9qNlXRuVFQqxhJmnOT5wOImv4Sy7d2c+SyTNvDHV\nVnt48Ugfkxp9XL3sRs51ZiXHwaHf38Y1x2MzhoTE1auvFjaPwyhMz06Or7/u+jzmOGUKAqs30Zv+\nLGkmqfZVkzSTLqkojI19crnFGAyXdHLssIIgHpYL6hcwpXIKU8NT08tkJ8eyLKNbg8sqYjG3f23l\ngFazXJTzENTPo+ZY0+CDH9HzCq4cOGL/bMmB87kD0zpPzPFF0BwX+05FUobVoa+2zsbQ4dw5aWSa\n4xG6VbS1yUNijhUFPv6pFD/4nlbUxWSswEmKB0v2i2nhz6vmeAgPSKdNvcdjk0ic3+545TDHLS0y\nVbUJV+KoyiqBkJFuDgPQ1SURDBlUBD3EBwryHv61ykMPZtaLRE1qahRqqlUisRzmuEenoVYlXKly\nti2Vx7pqsuZK0AH8mp/GyTGCFQZVFe7lFzYsdFn95aLSW0lMj6WT44gecb1U+VU/kVTEdS5VVapE\n4/l66oOnWll5xx62/TmTrCRS+bKK+moPx44bTJ3oo3mSl/YOA9My6YsYVA4jOR7H2IQzOzXcJiBJ\nI4lXFbIKr+rNY45TZgpZkulN9rrW8Wt+AlqAqD6EKetxjDou6eTY8TR1UOOvoXV/q2sZhzXUFA1V\nVtMnZDEkEhItLZvTv1dW4qrmLoXs6ZdiWkHDOH+a41Ix+pP92LadTooLJsd2hm11kuPRGMcz254Z\nsVtF2ZpjaSA5LjI9v++ZfcNKoiRJSCsOvijTcm5z6RWKQDQBGd7xTSYhGoHqGrfmuBQr/9dvNJg0\n2S6YHI8lzfG+XfuAwZPjYtOcTnJ8XjTHQ3hAOi/uLS2bRfvo86U5HrBya5o4uOZ43wtbqKhO4ZFz\nmWOTnu7Mct1dEKo0CYc8xBMigWxrk3j0EXEsnnhM+MhXBBWqw0pectzTb1Bfp1JVoXKuPUEop5hN\nlVWe2/mc6zOf6iNlxfntI/3U17mXr/JVFbxOnX0S9oVBIp0cY+OWVWj5yXG4QiWWcPsc9/VBXyLC\n9avCbD70fPrcKsQcN9R6MAyYNslPV9cmutt9JIwE/VGDitC45vhyiSFJEs9sf2bQJiDHuo9xoudE\nwfWTZkbjv2PrjjRT7CBlpqjx17iY44SRwKf6CHlCedKKsbBPLrcYg+HSTo7L6HDm3BTLtXLL1RxX\nhm16e4sunodyHoK6AYp6cdg7Z9rRYY6dzoLZjFg2+5bdYGWkyPafPt9wfI4NyyjIqDpTZcPB9BkW\nBw7Io6A5Ht667W0SdfW2q3WxKquoyuD7VlXhvq8mWbdhdI7n+YKiKKiKOujxyX1Y6aaePoeHe1xL\nQqKsDpgAFuIa8miIDnkjsHIbDP19otiycYLFubNy0YZFotAumcfahoJKutUzCOY4ENKpDHqIDTDH\n7e0SLeckjhyRiESE7MKjaNRUq0QTue2jDSbUq1SHVbp6kwRzNLiarLkSdBDsbtyIU12nD/nlOewN\n41N9yJKcbkNeiDnOjlsdVokn3eM+fBimzorwqpWzOXzAy+leUZORTIlW2dloqBXjnzHVR10ddLeJ\n8Udi+cuO49KFhIRlWYM2AemKd7mY32z0JHoIe8PAwMyerLhaSOumTrW/mpSZSn/uFPFVeCoKFuWN\n48Lhkk6Os2UVDnL1eU5i5DDHuqkP2iEvEZdYvDgTo7LSdlkdlUI5PsdDsXIbbe1kf6qfKl9VaeZ4\nYL85N4XRGMcVK6+4YJpjl6yiwAN3+erlw55+nzbdpr1NZtGiEWiO/TbxmDSs/drWJtHYmLlRr12/\nlquarqLaV11y3VffZvC6v8qfUr7YGt1srLp2VcnzJDs57k50s/vcbtdL3XnxOR5KQd7ArNa8BetG\nbOU22Lb090sk/cfxhCLMX2AyZ3qQ//j3/JtLMrWOyiozzx4vFFTo7skkx91dEoGQQXXIRzxlYJri\ns9tfJ1o8z523jmBlClVWqalSiSdMTHPAFtKEaGyAOQ4roCbyWNfZtbO5+YabXZ85Y0oaybKTY2ef\n1PhrWNKwBBAMNBJ5mmPbtl3nU0VQ3BuuuSajOT50CCZNjzJvRggrVs2Js3EMAwzLJOBzj2lCvUiO\nZ0/38drXbqCjxU9MjxGJGYQrxjXHl0sMWZJZumqpS7qZew33p/rzLNpAMMBJI5mufdqwYUNeC2lH\nkxz2hdMJ9mDM8VjYJ5dbjMFwSSfHjpfoYJBlGVVR09POpazc4vF8zXG2Jq8UytHonk/NcSn0Jfuo\n9ldnGmQU8Tl2bMFGU3Ns2IVZ3PMBpyCvmAbVaXAyHEyfIfaHPzB89j8QGD5z3NoqUd/g/u6RylXG\nEjyKZ9BiPBg4Lwca/6SMFHEjPjK9cSKB7573DrqI441dDpyxeD2QTJTHZu/bK7Nty9COY1+fRMp3\njr5kL48+Fefb303wi5/l77uWdpOG2vzPK4MKvVltok+ehKoai8oKhUTCEh3zqmxufY3B//udyoMP\naFTXGMI+UwG/R6OzR7BeXZ0QqDDxaiJxRjLzNLgNwYaCLz4BLSAY3iHeH2RJpjZQC2TcLXJlFeCW\n6KiKgt9v059FzB06bNE0NU7QE2DJQo0X9unE4+D1m6hK4eR4zgw/DQ3Q39LIodaj9MeSVA5DVjGO\nsQlJktKaY8h/Ftq2TTQVLZgcd8Q6qA3Uuq57r+p1SSvSybE3nJZWODrlkCc0rjm+yLikk2OnIjwb\nufo8RVLS03iyJJchq5A4fmxL+vdwpT00zbF0cX2OS8XoS/ZR7at2dY/L/hdwtdgequZ4sER6947d\nF9znuJhbxfNPPz/sqe5p08Q2Hju6pcSSxSE0x9Kwjm97q+xijseKXni0NMe7n949aAMQcD+oUmaK\nhJFw2bgNdSzSyVMojz0BVub8zY2hyVqebrAYHMnX8eObSZbZPvrXv1T51S/zr49SPsd+v0nCFA/o\nWbMtOjvc53UyCX39j1NTlb9PK0IKPb3i2j91UiKeMpkySSYUVEnqJq2tEuFpr3DF6jae3qHw9I4t\nvO9D8fQ1FfSrdHaLmYjWDoPwQHJYW51p1VzO9jjFdOXeH4rtE7/qdyXHHsWDIit5Sbffq/D4E5ma\ngRdfijFjipBnzJ3l4cgxnWjUxuvNl+7VVCssmTifmdM8bNmyiaZQE6n+SnqT3cNijsc1x2MzhoTE\n7h27M8xxzsxRVI+iyErR5Lg+UO8ai0fxuIryspnjnkRPWuqoyiqaorkkGKOxPeMxhoZLOjm2sUsm\nOBWeCubXzwdI+xwPWpAXB48ncwGEq0SxRrkoZ+rV0EG9CJrjnkRPuq1qtpxCVdSisoqhMMeRVIRd\np3cV/XsxicP5QCm3ClmWR8wce73DP4Z+v3BGGQ5aWyUaGkaHzR+LqPRUsnTC0kGXyZ7iTFkpsMWU\n5HBnJqS2drAt6OkpuoyjYy8HjuTL4xHJaTn3hePH5SHZRgL094M3YKQfurW1Nl2d7hjnzkqEq3W8\nBd7Ip02VefGAhWnC9m0Kq9YkURUVTVHw+g1OnpComNBCm/EK+w5F+cw/xWhszOzjUMDDyXOC4Wpp\n0wmHxHfUVotrqyJU3vHwq35SRmrEM0uLGxdT46/Ji52bdPt9CtFY5ho6+EqEudOFZVxjvUZHd4r+\nqInPU+jeAS88NStdmzJpElTGF5PqD1NTOYJChHGMKThd8RwyLVdWEUlFqPHXoJt63jOyPdqe57JS\nTFZRF6ijI9ZBwkik3S2ym1iN4+Lg0k6O7fy3+jzNsazQEGwQ/5cUsAdv/BCPw/IVGS1p5RCZ4+zO\nXcW0gkORVYyWdvJ032l2n9vNrJpZKLLisnLTZK2oz7FjmVXOOFJmKs1gFcKi5YsuvObYKpwcr7x2\n5bCT4ylTbRTFdp0nQ8VINccNE9ya45FirMRw4uQWjuUi+6XNYVjienzYmmOpW1g2SB2drnFkQ1VU\nDLO8B5Zzb7py6bq0W0UpnDghF2xVP6jmuE/C6zPS7FVVlXjpSmUR3Pv2Kiy++qqC+3TKFIX6Rp1d\nTyts36qwYnUKVVJRJAVfwODYMZnK2iSdsU4q6vpZtfYal+Tl9g2T+dYDpwBoaTOoCovru65mgDku\nkBwX2h6fJpLKcu8PxfZJyBPKu659mi/vpTzo12ieuQIQWunjZyPMnzmQHNdpdHbrRKIm3gLJcTY2\nbNjAxInw9HaNvn3rqKsaenI8rjkemzFkSWbJyiVpAi63S15/sp8KT0WeTVskFUGWZFdnxw0bNuBR\nPHmyCk3W8Kk+AlqAs/1n0+3dCyXHY2GfXG4xBsMlnRwXKsgbDM6Nd/DkWMLnz1wAQ9UcI5WePtWN\nC6c57k50s/3kdk72nmTFxBVMrpwstJMOc2xZeclxrs9xuW4Vtm3nTQVl40JqjrOZ40IPXFVSh50c\na5pIkEesOS7+HjEo2nK64/0lIvsl1DnnYkZs2MdU6uoS/7a1F11Gk7V0V6tScAryPN6Mz3GpgrwT\nxyWiQ2aOJbz+DHMsSVCTwx4/t0dmweJ4nksEiOvghlsS/PZhle3bVFasEkVxiqzg85kcPyZTUZ1g\nangqJ3pOoFu663r61AfqOHDQ5KFfd/PlL8usWSW+10mOwxXlM8fAoC3Qh4sqb1Vel72AT6EvIu55\nbW0QrI5QHxbJcVODh85enUjMwuctPf6ZM+HrX4c774RFi0Z9+OO4SHDsItPMcY59ZCQVocJbgU8V\nVn62bbO/bT/bT2539VpwkJtE65aefmFtDDVysvdkut2046ZUbo3DcDDOTA+OSzo5dtpHZ2MwfZ5z\nUy/VPvrggYyWVFi5Dc+tYixojo90HeHMvjOsnrKaCm8FkGHdHL/jgrKKYfgcm7aZLoIrhOd3Pn/B\nNMdOkqRbhe2h/vz0n0dkr/XAQ3F6e0bocxwbnua4rVW6rDXH5cRxJFIgZBWqopLQE8PXHHcNMMed\nGea4kOa4nOQ4+4H60qEt6Q55gyEahfY2mUg0f7li22LbQlbh8Zmu6draWptOV3KsoMhbCzLHqqyy\n8eYkv/iZSke7xKw54npRZRWPX+f4caisMphRPYMz/Wf4/q+/70o0g0GJj97VzHs/8zLr37Cf194m\nrjVHcxwuwBwX0xyDSNbLwVCO7+za2UwITXB9Fgpo7PnzdkC0jK5tiqQ78TU1aHT3pogUkVVkY9Om\nTdx3n4hx//3CLnGoGNccj80YsiSz5+k96XtKrqyiP9VPyBNKJ8f9qX5aI62sn7ae2bWz88aSLauw\nbRvTyrjHNAYbievx9HUA+ezxaO6TaCrKlhPDq5kZC8dmtGIMhku6tHao1ekOK1GqfXS2z3G4coia\n40G6aH36E14+/smU0BxrF4b5y7aTyUa27MCn+kq2jy4Hzluubupp7VTu3y+UzzGIbUwaSdcNx4HC\n8N0qAK5carF1+Llx2ud4OGdBa6tMQ+NfNnPsVbxpKYFu6lR6KkfGHPeKi9yRVxRCoSKZQsiWe2ma\nTaKMgryTJ2Rk2SYaKbpIHmIx8HoB2XQVBdXW2umiPNsWzPHGN+gFixxVWaV5Rorqapg12wRZzBrJ\nkozPb3PseJJZN3rwqT7WTl2LdlJjWdMyV4y/fWcDjRMk1q+DsE/ca/xejRkzTerqhsYcX6iahKBf\nSbfHPnMGahqjmeS4UaO7TycSM/CXwRwrF2bI47jAyO1ZkC2rcJwqspNjwzKo9lcXfN4ALllFyky5\nrsewT/h1Zz83nWe0l/xn6UiRMBLE9Nh57Sh6qeOS3iuFCvIG0+c5rMSgsooErMuKURm26e2RKNei\nNLvwJnsstg3/9UONZ5+RL6jmOG7E2XjdxrzPneYepTTHTnJczjjSGtAC7JppmSxeuXjEDRqGsj9U\nWSVpFvZOXb9hfd5U6/kcSy5kWTSbWb5i6DHa2yQaGjPHa6zohUdTc1wK2bZIuqkT8oSI6/H0+TVk\nzXGfsFJyGORCMRw5Uil5RDZzvHLVOlJJSjYQOX5cYsZMu6Csoti29PdJhMJG2qbS2R+1dRnm+OQJ\nCa8Xrr15UXrKNhuKrGDZJnfdm+KO1+sYlpF+gfV5VE6ciVNXI25Wfs3Pddddlx9Dgb++tZ6GUL2r\noOi++1NUVeTf6Apqjgc8isuVXY30XAsFVeomXQ3AydM6NXVWZoq7Qaa3W6YvmiopqxhL2smxMpbL\nJYaExKIVizLM8YCs4kjXEQ52HMSjeFBlNZ0c9yX70k0/Co0lW1bhFONlY3r1dKp8VenfNVlzMcej\nuU9SZgrbtonrQ/cTHQvHZrRiDIZLOjke6ltPtlSgGOIxt+bY6xU3/3I9aYsxrZ0dEtGoxP59ygXz\nOTYsA9u2izJGjiZXUwpojuVME5BirXpz4WiTCybHF7A7ngNVVotWwId9YRY3Lr6g48mFfxhex4mE\nWKeqqvSylzOcBxIIWUXIEyJuxEfIHEtIg7hVQHnSiuzOnV6vOGalZBUnjsssXGQSGYK1aX8/VFQK\npjd7f2TLKp7bo3DlUsvVyjYbzn3g/R/Uecvb3O3WfT6ZpB2jvmZ4zFVQC5a05HMgSRLz6+YXZd1G\nG6GASl9EJB4nzsZpqs28KAcCoMoaZ1oTZTHH47g8IUsypmW6moDops5LnS+hSApzaucAmXtRb7K3\n4CytA4/iScsqsvXGDmbVzHI5XGRLx0YDCSPh6sQHENOHZ5mUMlOj1v9grOKSTo6dopdsjIbmeM9u\nd4xwVfmOFdmyiuyxHDsm1t+/T8Y0pbK1aSPRccb1OH7VXzCGIokmGc7DMI85zjo1ZElmy+bS+iQn\nOS5U0W9YBgeeOTCczXBhKPsjzRwXSI7HgsY2ELDZ/OS2Ia3jFONln/ZjYVtGK0a5cbI9Q3VTp8Jb\ngWVZ6WM95LFE+qGiIi2vKBijqwutN1JSWpFdKLz3hS2kypBVnDgus2ChVZA5LrYtfX0SoUoDRVZc\nrFRNlqziuT0yS5eZ7N5R2Ds6V9eYXTTr96igxZhQl3mID2W/rmteV/CFuFiMaVXTyp5ZGum5VhlS\nOXJ4JwCnWmI0Nfhdf68Oaxw/HcfvGzw5HkvaybEylsslhiRJ7Nu1z9UEJJKKENSCzK2by5TwFEAk\nx3EjLphjX2Hm2PE5dmpyHKeKwTDamuOXOl/iv//w3wDpWaZCjUZMy8zrzpeNTZs28ULLCzx96umy\nfd8LxRgpxn2OB0E5PsfZKOVWoQ8889Sc+2FlJWU7VsjIBR+CJ47LzJ1n8tweBVV1JzfnCwkjkbZI\nyoUzRVxIVpHrR1yu7ngwWYVhGRe8i5siK0VlFWMBPh8kBrm3JJNwz7vcx6+1VaL+L1xvDOKBlDST\n6KYoIEu7HQyXOe6PYNXWuJLjXHi/eB8VH/gYfOtbrmYhuXBrjiFRhpXbieMS8+ZbpFLCWqwc9PdJ\nhCp1VEnFp2Qxx1myiuf3KCy9yizIVEGB5DhLVhHwy6BFaawf3FbvUkTzJA9tXeI+daY1zuRGd3Jc\nE9Y41ZIomRyP4/JFdvMP59++ZF9am+7Ap/roTfSKItYSFpSO7riQrCIXpbyOz/WfS3fWKwdJI5lO\nZpNGkoAWKMgcd8Q6eKHlhUFjpUzRQn7HqR0lZWZjEdFUtGRif0knx4VkFYNp0bLtyQohHheFUrkx\nhGNFeWNyjMNzx3L8mMwNN5mcPVO+U0VujKEibgjmuFAMWZbRTR0JaUB3WFhzDGJ/rV67uuT3WVam\nY1kuDMtg2apleZ8PFUPVHFuWVZC9Ggsa20DAZuHC4l7JHe0S//1zzeVZ297mdqoYjXGMpRjlxnEK\n8hwGxtG6DtfnmGgMe0KDYJCLjENqbUNZsBAe/g2BFWvQvvntgklyNnO8bsO1mQ55gzxEThyXmTbd\nIhgkz+u4qOa4P4c5NjONQBzmeN8+mcWLLeZeNbes5DhbUuX3KXgrIlSFMuuNlfNkpDGuWBCgO7UA\ngHMdcZqb3PUHtVUeTrckCJRIjseSdnKsjOVyiSFLsqtORpJEcuy4PjnwqT4MyxhUUuGMxZnxKic5\nzi0Azt2e1mgrHbGOsrcnZaZYsnJJ+v9VvqqCyXHKTA3aunrDhg3ols7ChoXpQsSh4mIf35e7XqYt\n2jboMpd0clxIVjEYJElCluWi6+TqjR0MpYV0tpVbNk4cl5g922LuPGtYdj/DQXbHnVw4BTyKrOQx\nw7ld5cpljk3bFEl3AebYsq0LzuCWU4B5MVFKc+xYCHa0Z8691hb5su6OVy4cL964EcejeJAlGU3R\nhs8cx2LYEychRYpPJ0pdXbDsKvp+9ytSH/8w2k9+iu8Nb4asddqj7bREW1ya42Ri8A55ti2S4+Zp\nFsFQ4aK8Qujrg2BIXKteJSOrqK2z6eiQ6OyEVFKifoLoClpo31R4KuhN9mbayWd5nAe8CuG66AXT\nAV9ILJzrp607TiIBrV0xmie5mePaao2z7aVlFeO4fJHtbwziOeLYt2VDlVVUWS1ajJcNp5B4NJhj\n03JbOJZCykylZ5eSZpJqfzXRVH4SrFs6SSM5qMeyburp7b4U/ZLL6ZExNrOGMlGoQ14pLZoqF2/+\nEI9DwJ8fYyiNQLITyew4x4+Jh9/CRRbqEJjj86k5TlmiWM3pgucgmz1yli3L59gy8Sm+oprjvbv2\nDnNLMhiq5hgKV8CPBY2t32fzzM7iMZwXsvas5LitTcqzcRsL2zJaMYYSx6f46Ev2pbW0XsU7fJ/j\nWBxr6hRXT+/cGFJPL9qEiRhYGG96I7EnHgEgsP4G5Cee5KXOlzjQfoBoKsqkykkA/PmZrSSznl9/\nflbm7z/pfmF13OOqqyEYJK8or9i29PYK5liWZVEUZCZIGkmUija6OiVeOqQwZ55Ff6qPI3uOFIzh\nVb1U+apojbYCObKKgEJltYFHHZ7muBjGQoyATyWs7WfHM3F0O05TnTs5rqvW6IuWZo4vuHYykYA9\ne8TP/v1w+DA8+SR8//ts+vSn4cEHheznc5+DD30IfvADeOUVePhh+OlP4exZEccwxNtVTg/7saIF\nHQsxJNyaYwmJpJHMS45BsMfF9MbZY3G8jnOt3AqhlObYtE1XU5FSSJkpdm7bmf5/ta+6IHOcbqpU\npFhv06ZN6JaOJmuuhmJDwcU+vuWYOVyyPse2bTOcHg6Oh2chJBKFmeOhtJDO9UZ0cOK4zLQZFosW\nmzz5xIVhIxJGIq3FzEW2k0NuF7zcl47sbmSDwbItfKqvqJ2PXBcAACAASURBVJWbwgVmjp3keIxq\njv0BXIlTLnoGpDzZyXFrq8ScuePMMYBH9RBJRdKd37yqd/izBMkE1swZSNHi1dtSXz9K48TM+V1Z\nSeJ/fob279/l3KfeR/dNK1j1he/iydL5K4pghi1TzCgd2K/w0wc0vnhfMu2P67w4SxKE0sxx4evt\nw+/38o9fSFJbC12dEpXVgsFxCvL2tu2lVzXo7JjK4UMyc+danO477aqCz8Xkismc6jvFxIqJLleZ\ngF8mHLYLWsBdDmiq8/DHJ6LUTogT9LhlFQ21HpB1gv6LfO+IROCBB2DTJpHktrZCKCRaIZqmkPUE\ng1BXB52dsGOH+HtVlfj8xz+Gf/5nqK8X3pF///eiuMa2MwbNTU3Q0CA+6+yEcFj8PxSCxYvF9Edb\nG3R0CM2PE7+qSiTZ8TjMmAGzZonPBpl9uZSQbeEGA85NkkRQC+YtO79+/qDXmAOPIu5ZSaOwe0w2\nNFkb1GptsIZbubBtG93S0/eupJEk6AkiS3Iei+0sE9WjVHgrBMmmZfIIp4GYIgti7VJlji/f5LhI\nMV4pLVop5riw5rj8RiCFfI4NA86elZgyxWbhIgttCHt9JNq6hJEQ5v0FYiiSQsJIpKdbc2UVucnx\nyrUrS36faZt4VE9RK7er11w9zC3JYCj7w0mKCzHHY0H3GAjYTJu+Hih8c3FeyNpaM+d5e5vE2nXj\nmmMQzHEkFUl7g2Yzx0Mai2GAbmDPnImUyDTTcMWwLIhFUadMdT8MZBn9/X/LyRUTWfDx/4/Kd9xL\n4ic/SrdKW7t+LT6f6IoJ4kWnp0fiuT0yVy8X15wjqQAIBvNlFdnj+P3vVN76Dp3aWovOTommeUba\nyq032YtX8eILyXR2Shw+LDN7XoLWaCt33HJH0c1vDDXyYvuLxPW4q3B25nSZzqTlSo7HynkyGjGu\nXrmKx7f2Ultv5MnPGuoEqxcokRyPqnbSsgTDe/SoeBjt3CnY4cmT4frr4R3vgGuvLerjWNZIjIFz\n19H2RSLw2GNw+jQoChskSSTNigLt7fD882Kd+nqR/IbD0NMDXV1w/LhIuDUNHn1UMNOJBBt6euBL\nX4Jbb4X3vEck3sPdJyPAiH2OJcmtOUYioAUKki25HRiLjaU2UMvB9oPE9Bjz6uYNuk4uc7xhwwZX\nUmfZVtntpR2md+k1S0kayfTvAS1ANBXF489Kjk1RvOswx1tPbmX1lNVpxnzN2jVsPrG54BjLxcU+\nvoVUB7m4ZJPj4XZ2UWW1qNYkHpPwFZDXhcM2PT1Dl1U4OH1KFFF5PHDVcpM3vPHCvGnFjXhRvWC2\nk0NuV79s3SEMTXMcUAP0JfPfJC6WzzGMXeZ40WKLzU8pvOHOwudDYc2xsHIbh2CKW6It1AfrAYo+\nuEqivR08GtbECWLauhBaW0FVUUOVJArYHMUbq5F++SukO9+N94MfJfnv30z/zeMdIOuwaW+X8Ptt\nNj2pcvVyUWkpivHEMQ2G8mUV2ejtkegYKLbr7pKYV5XRHCuSwpLGJew5uwfLguf3yLzp/YI1Hoyl\nkiWZiRUTeb7leZe7yzXXSEycP3avn5Fi3gw/P/5JBxtuyr9HNg4kxxeEOTYMIX/43vfEVNKsWaJL\n0Jo18K//CnPnjt535Ra8hELwuteNXnwQifP//i/88pfwne+I76yoEEn9tGkwZQo89RScOycS5+Zm\nmDMHrrgCFi4Uy3q9wnC6sniR2/lGrluFLMn5koqzZ2HrVti+3c2YZ8+0Zv1/AjDBMMQxT/1AfNjc\nLJj3UEi8CE2dCgcOoO7fhd53EpJ1EAxiphI8oZzkpr/5KsyciXn0iNAcT7lWnC+DwGGHnaJC5/9B\nT5CYHqPa1GDfPnjpJfSufYSTcWJJm6hcRzLQgl59BIK10NuLrkfRPO2wN4oqncWo64X66eLFqaqK\ngknUGEN2o6ZiuGST42LFeFs3bx2UVZhdO5sqb+E373hcsHm5MSrDNseOFjn52tqRX3oZKRJBPn4C\nz8FtqD19+LslNp89y/pAgHO9y5neczf+696PtvE6/uUfPgDk65YKodT2FEPSSKIpGoqsFIyhyEpa\nVJ+b/Oa5VcgyT299mtfc9JpBv9OyLVFwECvsVvHc088x77bB35ZLYSj7o5TmeKTs00hjvOsunSXz\nn+Wf/nk5dfX5CW9fr4Sq2rS1ZY5FW5tMwwT3i8pY2JbRijGUOF7Vi2VZaVnFrJpZwxqL3N6J7fMN\nTBObIkH2+Vwx5BMnsUMhUUGeMzNi27ZwhqmfSPzBHxG85bWY//lDjHvvYuvmrfh8t6CnxDFsb5O4\n9TUGm55U+PinxPonjkvMWyCOaahAQZ4zjkQCkkmJzoGXpc4OiYqwuIYlSWLj9I0osoIt2dTUG/z5\nWZV7mk4xpXJ2yf0xv24+5yLnONV7ytXKOVdSMVbOk9GIYUWfx/bV0VRbk/e3pgZxTgUDpTXHQ2aw\nurqE1nfiRPiP/2DTV77Chvp6+Lu/g3e+Mz+BLRPDGsv5iLF3Lxvuvhvuvluw4S0tcOyYYJpfeAGO\nHIF77oEbbxTa6b17hXZ60yYh3TAMNkWjbFAUmDQJ3vxmuOkmWLCgZBI47G0xDEilxLW/Ywf84Q/I\nZ/ayr+04a7QmMD1I/m6CSQu6FLFdiYT4d+JEIT+py5FVZOUnm06eZMPUqeIXRRHJv9crEueXX4Y/\n/lEkID09Ypq6pgZ1xgSMOgmsMJw9y+MdraSaotjXX4dUVY0ZaCXpkeDdX3R3FQsGRbIty+I8mzqV\n1MyJeDx9vHCijSlXLMXT+jKc+wOBjkNEz5yFI90iua2vJ9WQoE4O0euT6E6eAKkFo+NFiAJ+P0/1\nd1LdaEPrE6j+How+E/oQ+0/XxXZrmvjxeDLb6vOJF57p09mkqmxYs0a8HDU1ieMM8Mgj4vzw+cQ0\nvt+fiRsIwLx5sHw5yPLwzlXLgo4OLD15+TLH2V2ohoJaf23RvwnNcf7nwq0C5OeeR9myDWXPHqRj\nx5HbOkBPYVdVgdeLXRVGnlePMX8eRtUMjLNnSV21jCNPzGTq4Sr0t7wd7We/wPPATzFXLse4/TaM\nW24Sb4yjDMfGrRhUSSVlpfConsJuFbk+x4P4ujqwrOKaY8uykIdwYxsNjHXmuL7BZtUakx/9QOMT\nn85/oejthekzLNrbsgryWseZYwc+RTAUTmHLsFuTd3aKSlxZFjfx9nbBbmVBOnsOu7KyYIe8hJFA\nk8WLKFOmkLj/Pnyf+DTG3e8CwOsBPSWS6I52ibvfo/Pee3zEYuJ+f/y4zM23itmDYBCiRSSbjszG\n8TDu7JSorDLS15VznnsVL7UNCbraQ4RqI2VV0UuSxMSKiUysmJj+zJFrXK6YOsmLqplMbMi/TzY1\nDIM5NoxMYtvVBQcPimRvyRKYPl08mH/0I7jvPvHAl2VRhfnOd8LnPz+kxO+SgSyL5HHiRMGEv/Wt\n7r83NxdmrjdtEhKSH/8Yfv5z+Pa3xf6dPFkkcU5SOmdOJjGUJJFcdnaK/f/KK+J4VFXBihVCL33i\nhEg+dV0kbu3tgv01TZG0yjLU1sKqVUg33ggtR5GuvBEkP4p9jsrKCVA1VdwnqqvFfaKc47ZpEwwx\nkVMTvRitL0CzsPvUH/09NNuYn5qDuv8A5gIfNgapwGI8qSx5xfHjQpKjKOKG8tJLpJ7diUfqw3Om\ni96XD+ANByE0n/o5S3nuxpU0v/YDeGvEDJx+7CnCdfM413GI7kAd9BzHmHg1VDQBYPzxf9EWT4TJ\nK1Fb92F4K6Bqmvhu56Whp0c8wPr6xE8kIv7t7oYDB+DZZ8VPJCISeKcwdNIksU+TyUxSrKpiW5JJ\nMduQSmWkOvPni/OguVm8nFRXw9VXF55xOHlSSJOOHMGqjyO/+UPwyc8V3/9DOlpjCMWsOEbkCxwH\nv98WMfr6UJ7ajLJ9B3VPVBE9uhb/zvdhzZqBecUSzNtfi7l4Ecyc4bo49K4jWLaFXjuH1YAJHP2z\nh6nrwHjn2zHe+Xbk/QfQfvwAnn/7Jt5P/QN2XS3WlClYc2ZjLVqIsfzqdNzhbo+jNy62TxRZIWkk\nCXvDpZljSWb5muUlv9O0Tbyqt6jmeOWa0rrlUhiq5rhYYjxWdI9f+OIq3nCHxkc+nsojjHp7JGbN\nttMFedGoeD7kXvdjZVsutObYcVEoJBkYyljkzk5svyjIsn0+5LYOrClTXDHk02ewq6tRFTXPjSVm\nxFxFOuYtN8HHP4W8bz9r16/F67PRdTktq5g23WLJFSbbtynceJMpZBXTHFmFTSRaWHPseK13dIhr\ns6tLoiJsokjuqnev4qWqLsGsOV6QLDRFG9axUWXV5VSRPZaRYMQxIhHWWxbyf/4Qc/1a7DmzhxXm\npus3Mum7u/IagAA01msglWCOW1rYcOAAfPnLQifc359hymIx8aD2+zNFdJGI+PfrXxd63EOHYN48\nNoySt+fF1nGelxj33CN+QCS227aJxFeSRPK7a5dgX21bJGahENTUwOzZgpmcMEGw1rt2CbnGwoVC\nP+0co+nTYfVqkUDnJLly91EWt72I3LwOfGEWDcy0DqeD13D2Sa7P8co1K9l5eifG9GbU2XMxj/wJ\nr+Ql2VCLJ9t7eeZM2LjRFSvVexJPvJtrVS8tkRYqPBUw8SpqgSkdh9kTPcI11XWiRbalE/aFiRtx\nuuJdVHgrXLriFWtWpN1t8jTHsize+AMBkbQW2x+5H1iWeLh5ymg4dPgwHDjAhpMnhVb+xAmRaPf3\ni2Pa1SVeoOrqRFLd1ydi9/SI2YpHHsE+txO5YcmgXzP2kuPst+9BMFSP45KwLJJP7iK4RyKw6sNI\nra3YjY1YCxcQum4D3YE1RLc+VzKMJEnYlpvZa2uTWLEyK/lctIDk174sfunpQd71LMrze1EOHkLZ\nsRPv578ItoXV1IQ9vRlzwXzMNWuwrllR9pRbVI8S0AJF/65Iiqg4LWTllutzTJmaY8vEI3uwbTsv\nwXbaVF9IqJI6ZlljB4uXiALNkyckZsx0nze9fRKzZlts2SS2oVDr6L9kpJnjEm1YS6K7B4ID10rA\nD12deYtIra1QV1uQOc6t5kaWMefORXnkMawrluD1gp7KFOTV19usXW+yY6vCxhtMTp2UmNo8UJAX\ncMsqXn5J4tE/qbzvA3q67qGjXRLGAh0SwUodVXYndx7VQ7g2QU21OujsUSnUBeoIevIr8y8k5M1b\n0X76c+RDB7EWLgBZQX3sCezKCuyaarz3/yt2dRXWnDkYG9ZhvPXN0NqK9pvfQSKJPWUSxp1vgNZW\nvP/2LaRTJ5E6u5Ba2wjEE3ygcT7XP+SB/ldnWM0vf5lAy1kqPK8mdGQ/zF0E//M/4sF9112igO0z\nnxFJ78yZcMstIkGeN08wxR0dQgLgPOgTCXjmGaG3dabWARYtuuD785JGc7P4uUDIdqkASlqvjTZy\nE0+nuVbak9w2qdAqymrh7GiO/aqfSCrictaYUzuHbSe30R5rpyHYgG7q+FQfmqwR1aNMqZxStIvm\nqPkcy3J5iTEIDf5gOvxEAp57TshVdF0k6X6/eAG68koALAlkrYTPdLljv1Dwvff9JL737yWnKizb\nQi5g0zwcLZq8/wDej34c/aWb8dev47HbXs2aD74vLXcI7JHp2+YDits8pWPl+ByvXb+Wzk6Jmtoi\nU+FVVVg334h1842kH7mWBadOoT7zZ7b+4Y9c9+xutId+gdTTC14vVtMErKuWot/5BqxrCrCxlkW0\nr5NqyQ/nzrF10xbWL14MPT1IfX1IPT14+9tQUkfx2mG8VjWS8QqavQcMA9k6hM98FkIV2BUVeFKn\nePblc0ybvgi7vg5rxnSsObPFG7plQUcn8pkz8PIuPPGX8XfvA+Vl1KoBLZ+uI8WO8dzRTqbNXwaa\nCh4P1pTJwlvW4wFFFX27VdX9k3MeDOX4ehRPuhEIThHEgLZs69btrL162cDvOpJtY9dUi20yDMHy\nRKNiWqoAqzDUsRTD1s1bmTT5Js6ekZkx02TXThnbkrhmtUlvj8T69Sa/+qXYhrY2iYYJ+efRWNFw\nXgzNMRRmjocyFqmnB7tCMC92IIDc2YmVE0Nq78SqqyuYHMf0mDs5BsxrVqLseoYnN2/F67uZZApM\nS3Suq62zuWaVyde+4qHlnES4yiYwkJsHQ25ZxbYtKg/8cDvv+8CKTIFmh0Q0KkgRzWPmaeq9ipfq\n+gT1VXJ6Hw3n2AS0QN4L9tbNW1k7bSranx6HaBRr1kysuXOwJzYh790v7k9XLRULWxbKI4+ibN+B\nNW8u1oRGJN1g85FXWD91Mp7v/QD56DHsYBB70kTMZctI3ftuMbXa04Pv459G2bYD46aN6O99D8rT\nO5GiMeK/eJDNff1iexIJlMefRHnmWbQfP4D3q/8KloU1by52KIT8m4fx3PdVpGQS8+qrMJddhT1x\nAtaSxTx+8CVeN6eRxid2wc9+JuQOqgpz5qDOn88d9Ttp/trj8Jl2MX3f2wvf/Ka4N3zkI3DvvWza\nudPNCk6eLH6y4fPBuuKdMEdD5ztaccZjZCBJwud4w7SRjWO4Y8lNPLds3kJoTihtu2rZFgEtUFYj\nkJSZwqt42f30brQZmuueKUkSYV+YmB7DtEzRLE2SCXqC2LaNR3E7UG3bso2rVl+VHmNSL99r2cF5\nPb4+H6xaJX6KoJwmIGMuOZZ370F94EGMd71j0OXszg6kcns6F4Jlofzmt3h+8CPkl17GeO1r6Lvx\nw3g6PFhrIi4dsGgfPYQOeTkepV2dErXFkuNCkGVobsZobsZoaCDhPNQMA86cQd3+NOqTm/Df9R5w\nWGrTEInqgPelMcmkoddL0FDxpVL4QiExleT3Y/u8+AISSlU/nlQQLVUBVd0o0U4sRUENt6PEgGgM\nKR7HUxGH9ijKiS6kvl6krm6x700LbAs8HpFUTLfwJRvxNeiYkeNokYGLRlGwq6JoZxNoh06Kceo6\nUk8vUn9ExEhPjdnu35HENJYs/vWldIJ+H0hy+jNkBVseeMs3DLEPTJOgZXEDFh5zYB9Jsti3soQv\nlSLoH9CZSgNxkknQDeGfraoiYTcNUaTl9WKHAth1ddihCvBoaKaJtm8/5vy5WNOmQbhSJNdD1A5O\nmmxz+rQY/3//XEOS4JrVJn19EjNnCc2xbUNb63h3vGyoskqVr6qkX2gpSD09mes9FETqzr+vSJ2d\nWPPn5k11gkiOG4Juuyrzlhvx/NcDYFt4PTZ6SqK3B0IV4l1w+UqT559TePklmeZpmXtDMOQuwHzl\nFZnegQZEvT0SkyZZovtdh0RNjZ1XHwDiZeHuv41Q4TeJM3qaYXnvfryf+UeCrW1YM6ZjB4Jov/pf\npM5OiMexq6uR4gnsulrscCXS6TMAWEsWo+zcJTykFQVPVxfeihD6a29D/z9fR25pQdnzPMrWbQQ3\n3Ig1eTLyqVOYixcTfeKP6WId4y1vygzGaQLi82G+5lbM19wK/BPy3v1YUye77M7kpzZDYwPWgvnu\nDWrrYMaqW2HVrfDZL4gp2pYWoVkE3nrkT1RN+TxIXnHQDEPoX5cvH10HiXGMSaR9ji/SVJ0siW6+\nziyskyiblolpCbtVx988F62RVmr8NWm2O2WmqPBU4FE82OR7l/tVPwkjkbZ4A/Fy7FE8IgHOSsDP\nC3N8gXFJ+hzrf3Mvnv/8IcY73jZokuH95N/j9XTAD17r+rwcdkT5f4/g/cfPi+/7qzvQf/IjqKkh\n/iUNn8/Oi1FVxOfYIRazkc0cO3EGZY5LwDUWVc0kzW95ExgG0pFXsDVNTAc79jceDx3HHkeedh1R\nRWM5+Zy3nuwndXIbRs1MUtUzSRx7nMTMm9FNHePEJhIzbsws23GIJYqHRPWMTADLEsJ4h+EFYkcf\nI9W8Afvcbvpr56D5M1XgsTO7WF49i3igeEFkHiwro0UaYHyXGyZR02GBTbEPTBMpJRIWy+8T+8Lv\nFw80VUXPGqOD5Yji2zwUkvUkEtDainzmHPLLLwsGP5Fk/elTyI89jvaTB5F6+8UUjmVhVw5kQIos\nEndNA78P2+eHoEiwrYkTsadMYv2kSTwW7OTMMXEinTgu4x9oRNPbAw2NNn6/kEu1tQlLwFyMCR3o\nKMUYapxVUwqzA0OJIfX1YYeFkNsOhaC7Ky+G1NUl2NGBB1Z2F8lCzLG1WEyZrw+H+WGTTVurROcE\nifp6cW+orIQZMy1++7BKc3PmhScUxCWrOPqKRCx2HRChr1e8LJ08IdPVJRjoQhaJHsWDPxRDVsBv\n+4e8P3IhP/c8ni9/FeW5F1j72tuIfu4f8oXvliXu14kE6i9/hRRPiJfGNavz7uMrcN+PrNmzsNZe\ni/6h98MrR1E3b8F41c2iir0Iim2PtSRfqmBdt77gstdee637gxzWtzHUKJh35+VLVeFtb3OtMlY0\nuqMVZzxGBhIDPsfD6TY2SmNxkk+P4mHpqqUc6z6GYRlp6aPTcS8bJ3pOsLd1L1dNvCpdYOvIKm68\n/kYefeXRPELBr/lpj7a7OvfNqpmFIim0RduI6pmn5dJVS9MJ9KXqc3xpJsf3vBvtO99F+cMfMW97\ndeGFDAPphb2o1cmyNcoOPJ/5HNqvfkPyYx8W1eRZN+54TExr5qIyLDrk2bZbi7/qqiC/eyTmYn4k\npLxucl1dQ2SOy4WqYs/LZzASRgJFVgbVSDkP9twmILl6Y2eZPM2xLOf5GTonXKELZlhuFfIA01vi\n+NoU6yc2DBT6Lp8PmpuxmpuxVl8z+PpdXcjHTkAsCqkUkm5ALIbU3y9Y8p4e5NZWlD27kR59FKmv\nnxlnX8+B2HSCP/wsp9qeIqz0E1jxTvqPPknjvXfTkPo2/bd+gq6OG5loS/g3fl+MSVVFG73KCozr\nNqC/5+7z4nxyuUPq68OcKV787MpKpN78N2Gprw9rgMF0pBXZyXFAzdH3yzLm/Pkojz7GvPkrOHFM\nYdZkqM+y7Fu5Skhm7rpbvNhpX/oyNT9KkujZSHD7BwCbY+ceoyc2A/lzX6L/pdcwMzCJPa2T6d55\nlFrPZMxTJ5EDkyHr672Kl+5EN7ZtE1L8yE88ifbHR5Gf/TNySwukUlhzZpP85MdE8urzgWUh79uP\n8vQuzGvXYC1aAJaF9uWv4vnxgxiveRXRb/xr8YTVubZ9Poy3v7XwMuVg5gyMmTNKL3cBcOWEKy/2\nEMZxEZFu/nERizxUWU035Uhrjm0z/az1ql66493p5Vsjrbzc9TITKya62j87ybHjb5zb9Man+ogb\n8fR3AWlP59znuW7q6dziUmWOy2kCMva8Y1QV/U134vnGN9OG/PJjj+N7w5sIzl6A/MyzyJu3YHk9\n4PEib97iWn2rM91WCH19aP/9P8R+80uMe+/KYzTiCQn/gM9xNjRNLJrK0r339AgLptZW94WT3T56\n6+atWBb0dEtU1wwvfRt0e4ogkoq4zMoLxci2OXMu/kKFdCCS42e2P1Pyey3bEkm5nD/1bNomz2wr\nHaMUhrM/zlecgjFqarCuWoq19lqsjddj3nIT5uvvwHjn29Hf/7fon/17kt/6BolfPET8iT/xp699\nhfr/+DTHN7yVyI4tHFdmcrZqAYmv3EePVE3g7tdRP1nj7C1v48zM1dReNx/93rvQ77gd48Yb0D/w\ndzzZ3Iz6yJ8IrlyLdv/XUX7zMPLu5wSbd7H3x0WKM6QYfREIi2l4u7IinRxnx5D6I1jNwt5Nk7X0\nA8GwjLS/dy7Ma1aw7Q+PMHeexfHjMl2dEvVZNnzXrDLp6hSyCu3r/wfPT3+B9+2307dwBfFfPkT0\nZw9x1JiCT3mUnsNt9O85xvQ9vyUZt2j/6s+oP7gd7ZN/T+WKawnOXkBg6Qp8b3wLFf/4RXj/B7Df\neCc162/G94lPs+XgQfR73k30kd8TfXYHxppV+D7yCYJzFxOcOZ/g9Ln43/x21N88jP/1dxK46hqC\n8xajPfw74j/9L5Jfvx+amsbMeTIaMbZt2zbiGJs2bRoTMUYrzniMDGRJZt+ufaPCHA93LNnJ585t\nO/EonrSsQpEVV9IMcLb/LHNq51AXqCuYHG/evBm/6i9LVlFoDAC7tu8aMXN8sY/vJckcA+gf+DvU\npzYRWLUOe0Ij8slT6K+7Hbu+Ds+XvordPJX+ZVeCpxftt38gufF6d4CODtQ//gn5yCuk3ntvmu3Q\nfvpzrKlTCrKtAImB9tGFEKqwifRLeL3i4XbogGCNurrcF44syS7m2JEzjpJbT1mIpCKEtMEZRIcd\ndooaHXY4tzseCCaqVEWso4ECCjZKMCxj6MzxXwgmTrI4e1amzW5A1SRau70k1qxHtxQ873oDdY/4\nOLNgI396wMs998cxFrunjo36euLr16L87g94vvNd+P3/Q+7oBNPEWLeW5D9+Os+3dxwZSNGIKMZE\nMMfymbPuBRIJSCUz9xFFS18P0VRxVxjz5puQv/0d5s4xOH5MoaPLdjV7ubbtN8Cbmfv5d+MJ7CT+\nkx/hj19FZLMHa8F8Tp+SCNcqqKrC2c9/k47vaNQvsKj9isr+N3+ecByiH/4+icYrUXviyEdeQdm0\nGe+5k8Q2rkOaOQtrwQZik2eQ2rwVI0uKoH/us+if+2zG4igUyswEJRLI23dgzZpZvo/rOMZxmSHX\nreJiIDv51E0dv+bHtM2isoqOWAdz6+YSTUU5FzmX/txJjgGunXptQeY4YSRcrLADTdHcbhWmcckz\nx5duh7xQiPgjv0d96OdIR4+i//Jn4ubd1UVw9Xp4+WX0f/4kVuIMyrd+61p17eKFBG54lag+D1cS\nuOnVJL7xNayN16P+7vcYr7616NfG41JBzTEILWAkArUDDigHD4gHRndOciwhYZHRHB85Mny9sRNj\nqIimoi4LpmI+x0hueYVlW2n2Nxt+zc/85fPzYmTDsq10Uq0pGgnD3YbXtE3WDVKxXS4uhq71fMdo\nbxMFecePS8yaY3HsqMzxYzKVYWHb1tBg8/OHNBqbNgh/iQAAIABJREFUbBYtzmeDnXGYt72aeJYU\nSX5hL56v/RvBjbdg3HwjyU9+THh9FnhbGyv7Y7TilBtD+d0fkE+expoktHn2vLkoD/4M9Sc/Ze2A\nPEA6eUpo+Qf2WaW3ku5ENzX+mkEtE61FC9gQDNEbeZ6Wc2FazwkbNywL311/w8zde1jafAPNP/sX\nogvC4PMR3GMTHfA5PvqKzIwZFra9ns6OFL09EuGwTV2dzeFDMkuXiYekqnpgQiXWhEasa1djmyni\nJ7YgSRK+CZMG3x+qmt/Zy+fDyiUchrhfB8NYiZGnOR4GLrZ2crTjjMfIQJIuvuY42x1n0YpF+FW/\niznOLsiLpqJIkkRAC2Dbdpo5dkgvTdGKjkORhaVrVI/mMceKpLgS4EUrF/1FaI7HLiUgyxhve4tg\nNxwdZU0N+h23QyqFecN1WKuuQersRHn4d4IBsSz877oHa+4c4psfJ/7bX5P64Pvx/90H0e7/OvJL\nL6O/o7geLj4IcxwMZR5aAAcPyqiqTXf34MxxZ8fIkuPhIJKKCJPvEnA8jiGLObbNvJPGp/oKVsRm\nI3u9plATZ/vPcq4/8+aaXcA0Djfq6oW37eGDCtOmWUyYYHH4kEw4nPn7n/6o8s535TdXGQzWFUtI\n/ORHxH/9S6T2DoLrbyC4dCWBpSvQvngf8uatyPsPiK5DkQi0tYvrKB3AEqxiIlH8Sy5haF+8D9+n\n/oHUhz+AtUEUbRlveD2JL/0znvu/ju91dwqbx099BmvypPR6tf5aOmPCC7k92l6866YsY86fi/+p\nR2lqstizW6a+wcb7kU8gHzpIfPNjbD7so2lZY5q1DYVsIgMFea8ckZk5y6Ku3qazU6KvT9i+1dXZ\nvHRYpqbWxrCMvJkej+LBsAx0Uy8o9xjHOMZRGhfbrQLcyWfKTOHX/EUL8jrjnel7kV/zE9fj2LZd\nkA0uBL/mpy/ZV5A5zpZJXuqa43ISYxjLyXERpD77aeL/8X+xVBXZ5yN1z914v/BFgvMWE5y9gM3H\nT5D4z++klzfuvYv4976D5wc/xpo3N58lyUI8XlhzDKJQL5LlP3rogMyVyyy6OvM1x9k+xyMtxhuW\n5liPuJjjYjFUOdMkw2kEUujE8at+/rzjzwVjmJaJbdsuOUbIE+LqiVdzoOMAkZTYaaZtsmPrjiFv\nSy4uWV3rIDEkCSZOsnl6h0LzNIumJnsgORbnTX2DTSBg81d3Fk6OS43DWrSAxM8fJHr0MNFjh0l+\n5Uuou57B9/FP4XvTWwmu28izcxYSXL2O4LzF+NdtJHDlcoLT5xJctpLgoqX4b7gF//obCC5cSuCK\nqwlccy3+627Cf9Ot+G95Df5X3cYzq9bif/Xt+G97Hf7Xvh7/7X9V+Oe21+Fff4P4jlnzCc5egH/d\nRnx3/DW+N72NZ9ZswH/TrfjufDO+N7wJ/82vxvPZf4IzwhoMw0DefwB55y7kF/YiP7sbedsOYdl1\n4kR5xyaRwPPQz4l/99vo773XJR0wX38HsW1Psckw8L/6dvB5if/Pz9N/r/HX0JPowbRMOuIdeTZu\n2XiqoQFl17NMm26zf59M06MPoTy1mdgvfips/3IQDAoXHICjR2VmzLRJpTbR2SEJ5rgSautsjh8T\n95ViL50exeNq/Xw5XjcjxbjmeDzGYJCQxozm2LRMnt/5PF7FK2QVA9e9IitISBiWQWesk9oBNyin\nWC9uxF2SisHG4VN9IjkuoTne8/SeEVu5XczjW04xHoxVWcVgCIWwNl6PHW1DQkL/1MfQP/UxwX5p\nGsm9+/Mq9q31a4n+8bclC5QScfAXsQUNBd2dqw4dkrnzTUYec5zrc9w14Ed6oaCbOqZluh6MxZDL\nHDtVsLkPW6doL/sic/Bi+4vU+mup9Fa61qv0VhL2CmPxgBYQFlijcJO5XDF5ssX2bQof+qhJa4vN\noYOZ5HjZVSYf/USqYLv44cC89Rbit97i+iyxeSvR9WtF85kdO7EmTcK6eplgNM+dQ/3jn6CiAmv+\nfOEH3dWJ3NMrWGVL+FIbBw+hz5qFZNvCa7oYJAmroR578iThDx2PoT67G6mlFaIxzClT0BctQGpr\nFx7ZFRWojzxKcO31Iom1bfD5sL0eYecny6IjhiIjdfdgh8N4IxECXi/G7beR+uiHXL63ANoPfozV\n0IC1tsjUemUl+sc/QnTxwrwkVlM0KjwVHOs5hk/x5dm4ufb1iuUoX76f6a9LsUWXmPDiJmK/+3nR\nTl/BUOY+88oRib9+o8nBFwVz3NuLYI7rbSxLoqbGIknhG71X8V7wjpTjGMflBIcxLieROl9w9L5O\noZwiK6T0lEvGWOWrYl/rPjpiHcypnZNeN6AFiOkxJKSyvOD9qp/WSGvestkJsGEZaYcrIN0w5ELO\nDCeN5IhmxMplji/Zu2de9j9QLLP2+g2FV5g+rWTMeELC77dZuSpfz5Ytq+juFl6kixabPPqIexdm\nyyrWrl/Lt75xYTXHjidiOTFUWU0XyWUX5BU6cZavXk5cj+fFdvTNQTuYt55TSetM/Y4VreFoxRnN\nGBMn2WzdItM8zeLUCYknn1CZMlW8zF293OLq5cULIkd1W6ZMwXhjTvFeUxPGXe/KWyf3VXM1MNwJ\nNiMrWVxVII5x713pbozIUvEZoEQCees2rvH5SCQSeP/tmwSvXC6S7IYGzCuWoL/udrQHHyL1N/cM\nOqbB9mttoJaj3UeZXjV90BjXvuOtcP/XmfP7/wvSF6j8/r/A7HzG2IHDHNu20BzPnGVx5bJ1nD4t\n0dub0RwDhGt0uookwB7V42KALtfrZiQY1xyPxxgMsiSzeOXiEY9jJGPRZFG/kzJTLF+zHFVW0wV5\nzvN2xaQVvND6QrqrnYOgFiSmx9INQEqNwyHUcmUVzvdYtoVu6ixbtcz1d2dMCuUnxyM5NjtP72RJ\n45JhxyinGA8u4eS43A0cCuIx8BXTHAehv1/8/9ABhbnzLWpq7Ty3CiRcmuMhd8cbIQpphothQcMC\nwl4hbM3WHOdqGGFAd1ygTWXMiJEyUgXXc4oJxvXGpTF5skg1m5stXm6SeemwXLD47i8asgwN9YMv\n4/Nh3XhD+tf4jTeIpLqrC2XbdtQnnsL36c8Ipvttbxn2UGr9tbzS9Qr1wRLjkWWSn/8sk7s0+DzU\nLSieGIOoj/N4xL3m2FGZ6TMs9u+TeeF5ib5eicpwxvGiqsag1y58XXlkz7jeeBzjGAGcmc6LyRyH\nfWFaO1tpNBvxKJ50cVz2M1WRFZY1LcuzT3WY49ZIK4sa8pvj5MKZAcuVVUCGPTYsIy95dsY00k6l\n5SKqR/MK/oeCy1Zz7MDGTtuQZWMkWrR4XCJQRHNcUZFhjg8ekJk3z6KmJr8gL1tWsXXz1hF1x3Ni\nDAWFrNiKxaj2VadPkmy3ikInzoFnDxDX467PDMsgZaRImSnB5OdYPqmKimFmigfGitZwtOKMZoxJ\nU8Q5MmWqTVOTTSwmEqELPY6LHWO04rhiyDLU1WHecTvJb32D2O6dxHZsLumvONg4qv3VTK6cTJWv\nqugyTgzjr/+K5lfNoaHRzFV3FEQwZPO7h1UWLbGoqICWc5tpbZFIJIRizHnZrqzOL8ZzUOOvodpX\nXda2DAVj5TwZ1xyfnzjjMTKQpAHN8SiQcMMdS5Wvit5EL0kjyd5de1FkRbhVFCKjcpLWgBagLdqG\nbulpLXIpzXGhOJBJjnVLZ9//z96Zx8dVnvf+d7bZtcuSLS94BWPANmDMZlve2AJJoBAIadI0zQKk\nadIEmpKlKTfQ9JY2oTdLk+amCblJ06TJJcmFBMxibMzmFWy8gG1hrbYsWcuMpFnO9t4/js5oRrNo\nZvRqdGb0fD+ffIJHo6/eGR1Jzzzze59391tpP5YPhT4fUT0KwzQQM2IFO8o+VjElneNIyqFvcfwB\nYGR0Q97x4yIuWG6gppZhoC91WkXiaXJTdjpeBkzk9o0fjyBYJ/tl6hy7JFfKqzV7VIxqqmnjGIqo\nYEQdiRfsZsob8YTN3Hkm5jSZ8HiAOXOs56kqx+KYyBNRtEazTUYhiLikMfe3XP0+Adu2h3MaGRzw\nAz/5Dxfu/KDVCaqsYjj1rojKKuuEzvp6Bq+XweXWM+aK51fRXGuCmAz2UfHTiSzK8Lv86BnpsTbQ\nC1LShrxs+BQfgtEgltQuyelreeXsnWPN0KAZWsrvnGJOrLBrjommZ2WDZdinMZ7S7RwzlnaD12Sy\naPbblukcfv/YiKVzvQIaGlnmznFC5rhvkhvy8n086Y5pzsWRbc4xAKzfsD5tcexRPBljFS7JZcUq\nmAFZlB2TNeTl4elYvdrEn42Oaps9Z7QzmGNx7LTH4gSPIx1C9u/nsDqMgegA/AGGA/tE3H6H9Qdn\ny9b16OgQ4i+WGueYaGgYfSGbY1yJvjepUOaYHNkQIGDllSsnvY7JrqXWW4uekR5cu+FaSKKUNMot\nG/b89aaKppzW4ZE9EAQhbedYkRQYzIBmarhq3VVJHyukOC70+bBnOceM2OQyxzkMByjd4hiM66s6\nwwDCYeuMhHQEEjbkDQ4KqK5hqKqyxrsljoYVBTF5WkV/cecc5/JDk474KDczfUfeo3jSFsdV7qp4\n5zhT5thkqQU7kcycJoavfM3adNc4ezRTSp3jsiGX31Xdw904HToNfwDYvNWIZ4vr6q3pFHZxvGwZ\nw9PPh3N+e5AgiPwRBGHaO8eAFX+0J0XJopx0CEg23LIbKxtXThj9spFECZsWbkr7O8XuHMf0WNZp\nFukwzCyTi/JkRBtBpbtyUp3jss8cZ3qAhWbRQiGrMBbF9A6/fyxWMTgooLrKum9VNcNgQvd4/Jzj\nvkluyMv38aR7XnJx2KPcMhXXB149gIienDkOa2FUe6qhGmrarxvPHJuUOc7H4fEANbUMlVXTu47p\ncPDyONGRuFE3HZqhQTd11NUxfOjDY5tr3nxjF1wulhSzmTffmnGc67g2+t6kQpljcmRDFMSUfO10\nrKXWa23i3f/q/rFYRY5NsPOqk0dGTrSOxGkXidgF8LA6jMN7Dqf9mM2wOhyvgfaf3o9DZw+l+Ap9\nPsJaGDWeGsocZ4MhfayiUEJBAZWVmf94+QMMQ0OjneMBoLrGum9NjTXarX5003pirILBOl66qJ3j\nNB3cXEiKVaTLHMuutMVxo78RAqwZyONfySqikjTKjcidOXPMrNcjUVqMn3+eDtVQoTMd/+cXEbgT\nBk0IsLrHVdUMh84ewvL65fFT8OjniiCmBgHO6Bx7Fa91Mp6oxzfkZYo/ThWJxfH4ue7ji+O9XXsh\niRJqvbUYVofTTrkqlBF1BItrFqNnpCev0XGJ5HoISNl1jgvNooVCY9MB0jkCAcRjFcGggOrq0eK4\nNnmcW2KsYvWl6+F2I+kPXb7k+3jS5RDzyRxnmnPc3NwMRVKS3s6IaBH4FB9cklU4Z8scSyLNOc7H\n8Y+PxrBmbW5vRzn9sUyHx3GOHP7G2vEkj8faeJfoqKuzYly94V6MaNYRepQ5nhyUOSZHNgRBwKor\nV016HTzWcnHDxbjl+luSRrkVEqkqdB2JxfGNW29M+zEb1VDRVNGEgcgArpp3FWRRxlBsiMs6wloY\ntd7aSWeOy7pzzHtaRXAwe+c4EGBjsYoBId45rh1XHCfGKia7Ga8QMnV+J8IujlVTzXgOu1f2IqJH\n4JbdYIwhokfgVbzx4nj8WzJ25pg6XPmzaQu/nBbhECb4VaAZWsq7YREtgoHoAOrqlqCyisXHJwKA\nZmpFmy1KEDMNl+TKedLDVDM7MBsA4hOlCt1bVCiyKMdflKfLHCd2hzVTw5KaJVhauxQAUO+rx7nw\nOVS4M2zoyhHNsPYveRVv/MjsQk4BzbV2LInOsZ1pTWRYHYZfSc3HTCZzbGc802aOAwzDIwIio8kC\n7+g7CzU1DAMZOsfbn9816UhF3nOO0xwCkmvm2GQmBqOD8YNBxjvcsju+KS+iR+CRPRAFEYqkIKpF\nU76uIAiQBCkeuXBK1pCXhxz8Hbw8TnPkHKsYt7GlL9KHp7Y9hbp6hsoqa8OsaljFcbrNMROtY7I4\n7XmdDJQ5Jkc2REFE56HOSa+Dx1pshyAIECBAM7SCYhWFrkMWZQxGBxFwBVIciZ1je9RbYvFZ561D\nX6Rv0usIa+F4A84tu/HcC8/l7QDKbEPesd5jODN0Jum2YDSY8y7MXLCPZs1EYHTOcWLXGEDKKXkC\nxjrHwVBx88ZA+lFuuSAKojUmBUJKpsjGK3vHimMtEr+fW3KnjVUAY/OR6YQ8YiaTS6dCNayRiImE\ntTAMZmD+AobGOaNF8WiXJmbE4JboFDyCmElI4mjDqcid46HYEAKuQNqPxYtjU0uZk1zvq0dfuG/C\nDckTMaKNxMfTeWQPNFMDYwytg614tuVZdA935+Qpq1hF1IhCM8d2b8f0GHRTT7uzcqoyx34/w8iw\ngMHB5CJ6fOfYPkwDAJqamicdq8h7zjEzU95qyDVz3B/pz/iCY33zerw78G68OB7RRuCTrQvVJbnA\nGEv7w2qfDV/tqXZM1pCXhxz8Hbw8TnRk++Ng5/11IblzPKKN4MIrLsQ9t8cQ0SN4qQ3xY2JVXYVL\nzq1zTN+bVChzTI5iOHh5bIcsymk3wE/lOhRRgclMBFwBrNqYnMNOLI7tkXOJuGU33LIboVgIVZ6q\ngtcR1sLxtIBLcuGKa65Ae7Ad7cF2VLorcz5SuqwOAdEMLamjMhgdjD/JvAgOCqiaYFrF8LAw2jke\nu722LvkgkMS3T/v7BdTVF7dzXGgWSRTE+Gi2THhkT3xiRUSLwOeyimM7o5x2PqIkW51jyhwTM5iJ\nJutohmaNPhwXq4hoEWimBlEEDGZ9jDrHBDFziUcVi9w5BpC2c6xISvwFu2ZoafcsVXuqEYwFJ7WG\nqB6NH3HtlqyIZ2+4F4trFqPKXZXzQSRlFauIGbGkQdLBWBDV7vRFXOGZYyFr5jgQsA78GBxEfFIF\nYHWO+/sFtLUKOP6OmHR89Bv7X0rpHKuGin2n9+W8rrwzx2lGueWaOQaQsTjetXMXPLIHUS21c2z/\ngU73StbuHFPmmBzF9DjRkS1zrBoqPJL1iz9xf8WINoKDrx8EYL1lCaGw4pi+N6lQ5pgcxXDw8tgO\n++9sIdMqJpM5BpA2c+yW3PHfSek6xwDgV/zxo58LXUfiHguP7MGul3ahL9yHel99Xqf0ldUJeeM3\nqgxEB7jmjQEgFETWzLHLZY1X6jkrJhfHtQxtrSLe9x4fvv9dxcoWjn54aCg1c6waKobU5LEmPCl0\n/qF9jny6zXg2XtmLqJGaObYv2EyZY8ZYQbtKCaJcSIxbpUM1x07ASnyLUoAAURDj45u8stc6rn10\n1mmmyTIEQZQn9t/ZYs85FgUxnvlNxC274yNe02WOAeso6xF1JKNfMzQc7jmc8eOA9fvQLbvjX3Mw\nMgiX5IJH9sRPDsyFsukca4YGMMT/YDDGEIwGM8YqpipzDACBCqCzc9yGvFqG/XslmAYQiVivRuxx\nbm73xpTT8cZP3ZiIQuYcj//G55o5rnRXZvyBW9+8Hh7Zg5geA2MMYX0s/2P/gU636cj+QZEEmnNM\njuJ5Ss1hvx1pD/kHrK6xX/Hj0qsvjZ+e51N8UE3V+kORR6SCvjepUOaYHMVw8PIkZo6B9M2oqVqH\nV/FiSe0SCIKQ4rDXY5hG5s6xK7lzPN7RPdyN1sHWrPVR4jtlbsmNRZcuQr2vHoD1QoF3rMLx7Ty7\nXW8/8BFtBG7JzX2+ZzA4VhxnIuBn6OoU0TR37Bu4ZKmJez6t4rLLDTzzR+vptLtE/X2pc45NZk56\n12Y2Cs0c13hq0r7iS0QQhHiwHhgriuOxijRfV5as56SQCRoEUS5MNMrN/qMiC2Od47Aahk/xwWAG\nNFODZmjwKT70R/qteeOUNyaIGYfdwCp253h5/fKMH7fHvGqGlnbalU/xxeckp+P00Gnr7AQt9bwE\nm/GdYwDx4jifWEXZnJBnz/S0H3jMiMVD2ekoNIsWDI5tyMvk8AcYujqFpFhFVRXwz9+KoaqKjXWO\nR/8QtrfvTNmQZzJzwnmnieT7eEyWOsotF4ff5UdjoHHCdXgkDwaiA0kzpuOxijQ/rC5xLHLhlKwh\nLw85+Dt4eUrNES+ORRn66Ma7sGYVx0f2HIFu6tCZDkVUoEgKRtSRnCdV5LOOYnic4qDMMTmK4eDl\niWeOBangwniqnhM7d5ypc2zfZtdziQ7N0DAQHUCNtyapu5wIY8x6d00ca8gd3nMYdb46APkVx2Vz\nCIhmaHDJrvhbjbqhx7uRPAkFgaoJYsz+ANDRkZw5tvF6gcjo99XelBcKFb9zbJq5vWVQKB7Fg/5I\nf9KrQ3vod9pRbtJYrIIgZioCsmeO08Uq7OLYfsvQ/t3nEl0YUoeoc0wQMxBJlBz399TOHWfKHAOp\nm/Jsuoe7Ue+rR6W7MmNxrBrWyb12UetVvLig/oJ40Z1vcZxLjSSwqazU8kQQBISioaTbOoId6Ax1\nQjd1rD9vPTpDneiP9GNl40quX/v8RX7seDmMprmZn4733ujF3j0SfvR4FLe8L/kbsfs1EV9+0IMX\ndobxwqkXcO28dVgwqw6nuobhT3iXoGekBwfPHsR1i6/jun6bl9tfxsrGlah0V06J/+1zb6Mz1In5\nlfNxQf0F8duP9R7D+XXnp7yi7Qv3YU/XHmxetDn+VghBzDTag+0Yig3hooaL0n78YPdB1Pvq0T3S\njXkV89AYaMSrHa/iwlkXon2wHfW++vgJVd0j3QADar21WFa3rMiPpHxQIyrqquumexkEkRdHeo7g\nzPAZbF28dbqXEudwz2H4FT9OD53GilkrUOOtSbnP/tP7MTswG3Mr5wKwaru2YBuiehQrZq1AWAtD\nNVSsmLUi5XOHYkPYf2Y/Ni7cmPbrh2IhvHHmDTQvbJ5wrUd6jsCreLG4ZjGAzJulHd85jhkxeBVv\nfM6xbuoTZmMLIZRD5tgfYAiHhbSdY48XiI4eLS0KIobDVi7ZN25z55R3jnN8VVQoHtkTzz4mcuGs\nC9O+1RPfPEAn5BEznGxxKs20OsdJmePRofd2V0Q3dSiSApfkQkgNcd93QRCE85FF2Xmd44RYRaYJ\nOuM35fVH+lHnrcNFsy7C7MBs+BRfxs7xRGMrp6Jz7Pji2C7EEo8nzDYWrJAsmqYBsRjiHd6MmePR\njydOq7Dx+azCGbDeQu3vA/yBFzE+2pLvtIq85xyn2ZDHM+Nn573TjXRJR+KYN6dkDXl5yMHfwcvj\nNEcuh4AokhL/JW+YBgxmwCW5cHD3QWtD3ujvPrfkhm7oeb0TQ9+bVChzTI5iOHh5EuccF9oAm7LM\ncUKsItOL9sRNeTt27EBUj6LOV4c5FXMgCmLG2AVgzTge//sucR2yKCcdFJeNsjkhTzVUeGVvvDie\nisyx1TVGSiE7nooKqyjOmDke7RwLENDXB1SmOXEv3w15+WKYxpR2ae3iON2O1HTYOcpcAvAEUc5k\nnXNsqHCJYxvyono0fiiInTm2f7btPz7UOSaImcdkNuRNFR7Zg6getTrHOWaOx3eDs3WOM230s5GE\n/Ea55XIIiOMyx7sPDGPZ+Sbk0fp3T9ceLK5ZjH2n9+H6JdfjcM9h1HprMa9yHrev+26LgFtv9uHQ\n25lHjQDAVx504zv/6kJX7xAqKpI/1ndOwGUr/Wg7PYxdbbsQevty/OCxOjz5TCTpfu3BdhztPYob\nl97Ibf2JPNvyLLYs2jJlPzwxPYYXW1/EDUtuyLngTTz2kSBmIhPtlXju3eew8byNaA22Agyo89Xh\neN9xXDXvKnQEOxCMBRGMBnFxw8UIxUI43HMYzQubc34Hh0iFMsdEKdIebEdXqAtXz796upcSJxgN\nYt/pfVANFTctuyntfSJaBC+3v4zrllj7rZ5teRbN5zUndYSfOfkMtizakhLNePvc25AEKesei6eO\nP4Wbl908YV1y4MwBNPob49nnkskc3/NxD944MLYse3yH/XZjtt2QhZJ4AEg2/H4GSWIIpB4vDq+P\nxadVCIKA/gGkjHEDitA5TnMICE/cshvXzL8mr04wFcbETCdbp4IxFs8T27/nEjslsijHYxV25hgA\nTasgiBmILMqO6xy7ZTcieiRrd9ereKGZGgzTiI9mG3//TN3jxBnHmcg1d1yymeNgUICmjv0hGX+s\n6kSxikKyaKGgkBSByOQIBBiqa1ja+IXHY+WWTdPakNfXD0SjO1LuZzIT+dTG+Twe++2C8YUr74xf\noZMwnJI15OUhB38HL48THZnepEsqhEc35CW+27L/tf3xE/JkUYZLdlnjnPL4A0nfm1Qoc0yOYjh4\neWxHnbcuPmlhOteRiP1CfaKol138Prf9ObgkV0qtkumwkJgeS3GPX0euxXHJHgIyNGRtkLOxn5TE\nHduywDdznMvpeIA157g6wyxkUQTcbiAaHd2Q18/iGeVE7A15U5Fmmeq8MUEQhTH+j8C7A+/i7PBZ\nAFbsyP7jYmeOEwtmO09nb8jzyT5UeyYYyk4QRFnilt3xk+GcgiAIcEmujJMqbOziVzXUtO8oZ+oc\nTzStAuDfOXZc5tjjMfGLX0ew9ToDuqlj+6ntuH7J9Xi983WcX3c+Dp09hLVz13LN2v3n/5Hx0k4Z\n//4f0az3++UvZPz79114cVf60Ph5TQEcODSCE9HX8PNvXYIVi6vx6c9oSfc53nccLf0tuHHpjdw3\nqcX0GF7ueBlbFm3h6iUIYnKcHjqNnpEerJ69GgCw7/Q+eGQPLm64GJ2hTvSF+7Bq9ir0jPSgPdgO\nt+RGtaca86vmY1gdxt7Te6EaKm5YcsM0P5LygTLHBMGPna07EXAFcHnT5RnvY88Y9it+tAXbsHbu\n2qSPtw22IRgLpuzNeOHdF3D1/Kuz1n0vt7+Mi2ZdlHbGciKvdbyGZXXL4i8wSiZzHI0K0EeL/6Tu\niSjBZOaUZI6DOWaOq2sY6tPkiG18XoZw2HoUzyewAAAgAElEQVSyBwZYyul4QELneApyx+nGuBEE\nMf3YR8rbRPUoQjHrwKOh2BAq3NYOX/uEvKgxFqtQRAVRPZp1hCVBEMR04pE9OcUqRtSRjJv0qzxV\nGIwOptw+0bQKIHPn+FjvMQzFhuL/LtnMMQDomtVRjRmxpLcWE3N3mZjKzPHW6wz8279n7i57fWOx\nioEB4MyZnSn3yTdWkW/mOF1x7JSMn1McvDzk4O/g5XGaY/y7RBE9giF1CIwxhGIhVLmrAIxljlV9\n7I/B66+8DjBMqilA35tUKHNMjmI4eHmc7nDL7gljFfZBIDt37kwbk6h0V2JEHUkqcg3TAANLqfvS\nZY7HzzpmjOHU4Cmc6D8Rv62ki2M7c5y4m1EWZUQNq3vCO44QDAqoyqFzLMvArIbM9/N6rYNArM4x\nUJktczwVnWNzaidVEARROPYLYs3QwBiDV/ZiSB1CSA3FO8d29yNmjA29FyFCFEXqHBME4VhqvbUT\n7oWwM8eaoaXtHIuCiEp3ZVL3WDXUnCbzpJt1HIwF4ZE96B3pRUSzxurmegiI4zLHAMOPHo/gzg/q\nOD10Gr0jvVg1exWO9h6FAAFnR85mPF+7UO79hAfXXGvgzz6mTXznLGzd6MMj34hBWbQHH77xfPzx\nt5VYtDj56T109hC6Ql3YunjrhK+y8qU/0h+fjUoQhHM4O3wWXUNduGzOZQjFQjjYfRCV7kr4FB86\nhzqxaeEmAFbc4pWOV6AZWtIs8RdOvYCAK4Ar5145nQ+jrKDMMUEUF5OZePrE06j31eO86vMwOzA7\n5T5He49CEZX4TOPB6CDeOvsW1p+3Pqv7rbNvocJdgYXVC+O3vTvwLkbUEciiDJOZuKjhIuxo3YE1\nTWsQcFkzeUsmcwwgnjk2mRn/4yCLMiJ6ZEq6J2dOC2ial9+xzunweRkikdFpFVnmHANT0znO9e0C\ngiCKj/0zH9Wj8CgeVLgr0DnUmTQaURZlqLoKRVKS3iFTRIX7XguCIIhiIgoiPLIHg9HBjOcf1Hpr\nMRAdiP87okVyOpE3Xea4P9KPWm8tFlYvREeoA0DuJ+Q5spKyM8ctJwVsf94qhiVRQkyPTfgHopAs\nWleXgLlzJ84cT4Rn9AhpQxehaibefCPVYxfHuZJv5jhdceyUjJ9THLw85ODv4OVxmiOxOxHRIvDJ\nPlS5qxDVoknFsb1nIPFtxF07d8UPQprsOiaL057XyUCZY3IUw8HLUy4On+LD/lf3Z4xK1HhqMBAZ\nK47DWhheObU4zmXOsV0cexUvDNOAYRolnjkefXyHDgnY9kerGJaF0c5xlgNACoExoKtTxFwenWOf\nlTkeHhJRUWmmfW1Cc44JYmZjd47torjSNVYcC4IASZRSdmbLkkydY4IgSh6/yw8g88m5btkNWZQx\nrA4DsDYv5zK6d3xxHNbCEAUx3nV2y26ohlq6c44Bhn9+LIp77tPwzf/dhd/8LobX/rAYXaEuHOo5\nhKZAE1bNXsXtawaDwIqlAXT1Dk/add8nPbh2nY7qC9/Alz4zF2/tqU25z+6u3egP92PTok3cj1Xu\nDHWiP9KfMiOQIIjppXekF63BVlzRdAXe6H4Djf5GNFU0Yd/pfbik4ZKko1FfOPUCZvlmJf0cv9H9\nBgJKIJ7DIyYPZY4Jovic7D+JdwfexfVLrs94nwNnDqDB34B5lfOwp2sPFlQtSJtPTqQj2IG+SF98\nlnxnqBM9Iz24bM5lAICX2l7CqsZVeL3zdWxatCnegMiUOXbk9md7WoWuMwQHrApfFmVrnBHnTWyn\nu0Q0zZ181xgAPF6GcESAPCShojK90/4mTMVrEsocE4QzScwPR7WxGZ9rmtak3FcW5JS3HBVRoXeF\nCIIoefyKf8LpExWuivhs4ohWWOf4XPgcar1jDUqX5ELMiJV2rMLOHGs6Q3AwoTjGxLM+882idXUJ\naJqbXKgWmmfz+YBIGBgaElBRZaT15LshL5+1ZDoExCkZP6c4eHnIwd/By+NERzxzrEfSZuhsZFGG\nSx6LVezauQsLqxeiqaKJyzomgxOf10KhzDE5iuHg5SkXR72vHueOnst6nwp3BYbU0eI4w+/LtHOO\nzbE5x70jvZjlmxX/t1vKL1bhuM6xLLOxOccaw1BIgqYBojhaJHPOHJ/uFJM2400Gr5chEhHAhiRU\nVqXvHE9l5thkJnWXCMKB2LujTWZCNdSskSpZlOGRkj9ujx0iCIIoZRRJQZ0ve5zJ7hxrhhb/nImQ\nxLE5x8PqMERBjOebAatzXNKZ41kNBj7xKQ1f+qqKL/9TG777bQUnD8yFtzqEl9tfxiWNl2Be5Txu\nX/MbD7tgmsBX/16dtOubj7oQCgFy01GceseDH/8va50tAy3wyl40VTThpbaXMKKOYMN5G5K+cTw4\n0XcCEIBltZRLJAgn0Rfuw8mBk7ik4RLs6dqTdVZ7e7Ads3yzchpfRBQOZY4JwpkwxvD0yadx1byr\n8NbZt9C8sHnCzwnFQnjjzBtoXtiMUwOnMKQOJe3bONl/Eqqh4tTAKdx8/s3x20tmznFtbULnWGcA\nBPT1CTnHKvLl9LgxbpPBa0+rCImoSDiOekQdQVgLAxjNBYvi1JyQlyFWQRDENGPtNZ4wUgEAC6oW\nUGFMEMSMRRAE+BU/ekd6c8obA8mZ495wL+p99Ukfd0kuRPVozvuyHFcc19Sw+CEgms4AJqLv3Fhx\nPNGsz/wzx2LKASAFZ469QDQCDA+JqKxicY9mavE4hclMSIKUc6wir8yxSZnjYnrIwd/By+M0hx2r\nUHU1KU9c7HU4weMUB2WOyVEMBy/PTHNUuCtwduRsxkZBpjnHJjPRF+5LWxxHtEjS5uhsOK84rgV0\n3Vq8rjOAJXeOeZ+Qx7Nz7PFaneOhoIBAxVgwXDf0+CsaOxdMJ+QRxMyCgUEzNZpXTBAEMQEVrgoE\no8G8O8ftwXZUeapSZsW7JXdenWPHZY4/9GEVFZUM//ytGD71pRb88vFK/OvXm/AXn9SwrWUb1i9Y\nn/OTlQvzGwM4eGwYtakjifPm//1Oxi9/ISPiPYmtN8bwl3cvAQDsatuFKk8VVjauxLMtz8ItubF6\n9mpUeaom/0UTeLP7TTT4Gya1q50gCP4MRAfwzrl30OBvgGqoWF6/fLqXNOOhzDFBOJfu4W7s7dqL\nNU1rMKdiTk6f84fjf4AiKbh2/rUpe7pG1BHsaN0Bt+zG1sVb47eXzJzjmlqGaMT6b11j8PuAvj6r\nk9zob5xwPl4+DA1ZM5Vravj44pljVUzqHGumFu8cG2zqTrGjzDFBOBfGGHRT5/7uF0EQRLlR4aoA\ngLz2XwRcAayYtSLtsAOX5Mrr3XXHvQdfU5O8Ia9+FnDunFUcr569esLCMp8s2pnTIprmMoyPoBSa\nZ/N6rMxxKGQdH52YOTaYEX91Igq5b8jLZy2ZRrk5JePnFAcvDzn4O3h5nOYQIIChsOLYKY+Fl8cp\nDsock6MYDl6emebwKT4okpIxKZDO0bywGbP8s1LvDGscnCiIJVwc17KkzHHDLKDvXG4B6nzp6hQw\nl9PpeIDVOY5EBAyFJAQCVvFrMhOmacIwjfirFvsPJW9M08w5bE4QRPGwN+RpBmWOCYIgJkIQBGxZ\ntCUlOzwZXJIr/rt4wq/vtMzxD38cxnPbZPzHT6O44963Iat1iPUuwG+fjHD/er/+lYw/PCXj8Z9F\nufiOHRXxZx/y4MxIB371xzO4dtnFiOkxbD+1HZXuSqyduxY72nagwlWB8+vOTzrakAevdryKFbNW\noNpTzdVLEMTkCEaDONxzGB7Fg3kV89AYaJzuJc14KHNMEDOLl9peggAB689bH7+tZOYcKwrio9x0\ng6GhAejvm5pu6FBIQFUlv9cGHg9DeETA8LAA/2jnWDM1CIIQHzEypZ1jmlZBEI7EfkdHN3Tup3wS\nBEEQE+OSXKUbq5DlseJY04CGBpZXrCKfLFooJKCicnKORHw+oKdHgM8rQhCszLFmavDIHuhsrDi2\nDwTIBZpzzN/By0MO/g5eHic64pljgTLHTnBQ5pgcxXDw8pBj8o6SLo4VhUHT7C6LiYYGIT6tgjeh\nEFBRwa+D6/UxxGICKisR7wzrhg6v7B3LHGMKO8egzjFBOBEB1lt3mqlBkShzTBAEUWzckrt05xz/\n5vcj+P53XfjtkxFsufsw7vlwIz599yJ0nB2Gl/OJqg983o0lS03c95caF5+mAXUVFbjwyg784Fen\ncOnsS3F66DR6RnpwZvgMrp1/LQ52H4RH8WBR9aKUE1wmy/PvPo8N523gGmAnCGLyDMWG8Gb3m4ga\nUTSf10w/ow6AMscEMbM40XcCA9EBrJ27Nn5b6WSOZUC3R7lpDIosoH4Wm5Lc8VBIQCXHzrGiALLM\nUFUpxI+LVg0ViqhAEiRophYftTYVr0koc0wQzkQQxka50bQKgiCI4uOWc+8cO66SSswc6waDSxFR\nV8dyjlbklzkGKtMcUjeZPJvPBytWwVg8c6xICiRRgmZoeW/IyytznOEQEKdk/Jzi4OUhB38HL48T\nHbqpQxKkvMctOuWx8PI4xUGZY3IUw8HLQ47JO2q9tZgTyO20Pcdtm1YUQLPnHBsMLgVWcTwFs46H\nQgLXzDFg5Y6rKoWkzLFH8UAWZGiGNbkiUxt/Mtg+mnNMEM5DgGC9UKauMUEQxLQQcAUQcAVyuq/j\nMsfbdw3j/r/2YOcrYVz+njfxza+dh8e/Nwc336LjA3fpXL/ehqt9+NfvRnHZ5fwOAlm53I+tt3Xj\nrs8cxZVzr8Shs4dQ661F22AbZlfMRn+kH5IgYW7FXK6zTnVTx/ZT23H9kuu5OQmC4ENYC2Nn604E\nXIGkGZvE9EGZY4IgSidzrACGPcpNZ3Ap1iziUIh/R9Qa5ca/c1xZifioNrtblBirAMB9WkWmo6MJ\ngnAO+R4dTRAEQRQfxxXHsmxNfQCsWIXbJaKiEhgeyu3zx2fRGAM62scK60MHRURHD8QbGgIqKyZ2\n5IPXB1RXWRvydu3cFR/6L4kSVEO1Msd5xCpyXYthGhmD5k7J+DnFwctDDv4OXh6nOewjSws5AMQp\nj4WXxykOyhyToxgOXh5y8Hdkw3HFsaJgbM6xDsiKNYu40M7xoYMiPnDb2Ay4z3/Wg5d2Wh3WUFBA\nZRXnzrGHobpqrDNsd45lUYZmalM259ieoUwQhHOhzjFBEITzcVzm+M0jQ7j1Zh8OvT2CJev24amf\nXoAXn65F6ykRj34zlrdzx3YJn/q4B8dPjQAA1qzy4fP3q7jjLh1z6gLoGxoGzz1sn/oLD+7683Pw\nLDyIaxdcixdbX8RVc6/Cif4TCGth+BU/TGai3lePuZVzuX3dUCyEQ2cPYd2CddycBEHwIapH8eKp\nFzG/aj4ubrh4updDgDLHBEGUUOY46fjo0VFuFQGGoQI7x8GggODg2OcODgro6RGtGcdVjGthDAA/\n/HEUa69k8TnHmmGNcpNFOTlWMRWdY5pxTBCOxI5V0LQKgiAI5+O4asoa5Wb9t24ALheszPGwdZth\nAMeOZl72+CxaKAhEIgJio03n4KCAnh7BmnGcJm+czpEvdvG7c+dOmMyELMrJxTGmIHOcYcZxPg4e\n6ygFBy8POfg7eHmc6ihk06xTHgsvj1MclDkmRzEcvDzk4O/IhjOL49ENeYZhwqUISZnj/ftE3PNx\nT86+4OjnhYIColEgFhPQ2yMgFOKfN7YRBREmM2EYBhRJid9mn5A3FbOIGWM045ggHIr9s0mdY4Ig\nCOfjuMxxe3cIl1wQQMfZYdSteh0nXl6Fk0f9ePBvPNj+UhjPPC3ha192Y88b4Zyc33jYhf/5D27s\nPzSMykpg2cIANm3W8cDfqvjGwy48/XyE++OIaBG83vU6rmi6AgfOHMCG8zagdbAVx3qPYWndUsT0\nGCrdlVhQtYDb1zw7fBadQ524fM7l3JwEQfBBNVS88O4LWNm4kuteA6JwKHNMEESmzLHjtk6PH+Vm\ndY6BoZB120C/AFXNvUMaDFr3HRwUYD/+ntHOcUUlz5WPYT/ZiSdi2ZGHfGMVuUKZY4JwLvHMsUSd\nY4IgCKfjuGrKjlWYphUVUGQRFRUMw0NjRa6aZWhFaubY+rxgUMDAADBvnjmWOc5wAMhk82x2rGLH\njh1wyS4AYyOc8t2Ql2kte7r2xDf9AZQ5ng4POfg7eHmc5rBjFZQ5do6DMsfkKIaDl4cc/B3ZcGhx\nLEBVAVkxIQrWKXZDdnE8ICCm5u4LhQBFYQgOCggGBSxZamKgX8DgIP/T8WzsOcZ94T7M9s8GkFAc\nc5pz3BfpQ0Qbi4RQ55ggnA9ljgmCIJyP4zLHoWgIVd4A2s4MY9nWXTiz52oITEZdRQD9w8P40hfd\n+K+fK2jvHs7J+d4bvWhrE/G5L6iorGT4w1Mydr4o4c4P6vB6GB56JI9KO0cM08Cz7z4LWZSxeeFm\nSKKEvkgf9nTuwcUNF2NYHYZH8WBR9aKC/CYzse3kNqydtxZ1Xisz1zrYiogWwYWzLuT5UAiC4IBh\nGni25Vk0L2yGT/FN93IIUOaYIIgSmnMMWN3jaESArDAIECBJgNcLjIxYmeNYHmeBBIMCFiww453j\n6iqGWbMYWk6KU5o5BgMafA3xt1FlYVysYhKvSew4RUwfeyIMlvn4aIIgnAF1jgmCIJyPI6spRQFG\nwoAkjxV8FZVW7nhw0IpcZGJ8Fi0YFLDgPIZg0JpxXFXN0NDAcPKEmHGU26TnHI9uvuk41BG/zS6S\n4xvyJpE5NkwDABDRE2IVpglRTP/tdErGzykOXh5y8Hfw8jjNYWeOCzk+2imPhZfHKQ7KHJOjGA5e\nHnLwd2TDscVxJCxAlsdm91ZUWLnjwQHAMAQYRm6uUAhYcJ7VOR4cFFBVBcxqYGhrteYnTwWCIGBZ\n3TJUusda0ykb8ibROTaY9eATO8eUOSYI5yIKIlbNXkWzyAmCIEoAR2aOF83z45e/CeNDX9mOlhc2\nAQA2rvPhXx6L4r5PevDO2xK6+4fgmyC6xxhQXxnAt/8tiue2yaisZFh9qYl33hHx/e+68MvfhPGe\nW3KssieJbup4ruU5XDH3CgxEBgABWFa7rCDXsDqMXW270BhoxGVzLgMAHO09Cp/iw8LqhRxXTRAE\nUZ5Q5pggiJKZcwyMdo4jgCyPdUIrAgxDIav7CwCqigmL42gUEEWgoZHF5xxXVVuZYwConKLMcTrs\nMWuCIAACMJlhFYZpAAIQ1aPx26hzTBAEQRAEMXkcWU0pMjASZpATRoJWVDIMDwsYHLDiEGos/duT\niVk0O2NcVcUQDI7GKkYzx7ZzIsdkSPQIggBRFPlkjpkBr+xNKo4Nk+YcF9tDDv4OXh5y8Hfw8jjF\nQZljchTDwctDDv6ObDiycywrdnE8VgBXVFgn2wHW4R3ZNuXZhEICKiuBmhprzjFjQFUVg6aZcU8x\nkUXZmnM8Os2iUBhj8MpeDEQHwJiVyzZBnWOCIAiCIIjJ4sjM8eUrffjsA8P4X0+8igO/WwcAeODz\nbvj9DL/4uQKvF/jtU2EsWZJ96Xv3iPibL3jw3/83gqvW+FBZCfz6d2GEggI2rfPjVOcw6uqL9/B3\ntO7A5XMuR0+4B7qh44L6Cwry9Iz0oD3YjiF1CFfNvQpexYt9p/dhQdUCNPgbOK+aIAii/KDMMUEQ\nJTfnOBwGZDmhcxxgaG8TUVPD4HZnjlUkEgoKqKpkqKpmo9MqgOoqxDPHU3VCXiZWzFqBgCsw6RPy\nTGZCEiV4JA+iRjR+G3WOCYIgCIIgJocjqymrODaTYxWVQGeHiOpqBpcLGWMVSZnjoJUxdrsBWbYO\nEKmsYmiczbChWYfLNbFjMoz3NPgbIAhCXqPcMs05FiHCLbsR1azimDGWsTh2SsbPKQ5eHnLwd/Dy\nkIO/g5fHKQ7KHJOjGA5eHnLwd2TDkcWxJAPhCCAldo4rGTo6BFTXAC43cjolLxQU4rniqmoGjwdw\nu63/PbUtMsFnTx28Osde2RvvHNMJeQRBEARBEJPHkZnj6zb6sHZdEK917Mf2n14FAPjlL2Tc83EP\n7rpbR3ubgL97SMW167PPKP72Ywq6u0V8459iuGK1D6GQgHfeHSnGQ8lK62ArwloYK2atKPjzI1oE\nbtkN1VCxvH45drXtwurZq1HhruC8WoIgiPKDMscEQZRY5phhJIKUaRWMCaiusWIVuXSOg0mdY2tS\nhRMQMPkT8kRBhEf2xI+QpswxQRAEQRDE5HFkNWVnjpXEWMXoUc/V1cyKVeSYOa6sGvu8qqrcvv5U\n5/MEYXJzjk3ThChaxbF9hLQJK2qRzzryoZwcvDzk4O/g5SEHfwcvj1MclDkmRzEcvDzk4O/IhiPn\nHEuydbqd5E7OHANATS2Dy8WgqTlOqxgtjp3SNQYm3zk2mQlZlOGSXFAN61WCYVLmmCAIgiAIYrIU\nnDl+/PHH8eMf/xi33HIL7r//fkjSWNfSNE089thj+N3vfoePfvSj+MQnPgEAqKiowJo1awAA3/nO\nd3DxxRcnL2Y0c3zX7V4YygDYrMP4v9+x7n/ypIDLLg7g3/8jgm3PyLj5Fh0fuEvPusYP3uHBh/9M\nxy3v0/GFz7kRCgr40ePRrJ9TDDpDneiP9GNl48qCPv9o71H4FB/mVszFjrYduG7xdXi25VlsWbQl\nY/eYIAiCGIMyxwRBcM0cd3d344knnsCLL76I7u7ulLen9uzZg5aWFuzYsQPbtm1DW1sbAGD58uV4\n8cUX8eKLL6YUxokoCkN4fOY4YP1/dQ2DO8sot0QSp1VUV1vzjp0Aj86xJEhQJAWGacBkJk2rIAiC\nIAiC4EBB1dTevXuxefNmSJKEG264AXv27En6+L59+3D99ddDkiRs3bo1/vGWlhZs3LgR//Iv/wJN\n0zL6ZQWIRMzkQ0DsWEU14HJlPgQkMYsWCo1ljtetN7BxU/bpFukckyFb5ngyjsQIhVt2I6pHIUDI\n6HVKxs8pDl4ecvB38PKQg7+Dl8cpDsock6MYDl4ecvB3ZKOg4vjEiROYN28eAGD+/Pl4++23kz5+\n/Pjx+McXLFgQ/3hLSwuee+45tLe3449//GNGvyxZ0ygSi2OvF5AkZk2ryLIhL5Hg4FjmePNWA+99\nf/YYRjGZzJxjgxnx+IRLdCGiR6hrTBAEQRAEwYGsG/LOnj2LO+64I+X2T33qU+jo6AAAtLW14cIL\nL0z6+AUXXICOjg6sWbMGra2tWLHCmudbU1MDAPjIRz6Cxx9/HO9///tT3Pd+4l4cO7oYnd0RyD4V\nu3YOY33zeggCUFX9Ik6eiMHt3gJNHeserG9eDyC5m6DrwJkzO3HyRASLFid/fPz9p+rf9m3jP770\nsqVgYGk/34SJ5uZmAMCT255EpacyyQUA3mVeiIKIXTt34e2+t3He1vMgidKUPp71zeun7PnI99/j\nnw96POX1/S23x5PoKuXno9weD2B1nzZu3Bj/bwB5/zvRVcjn8/p3OT2ejRs3ltXzUW6PZ7L/ns7n\nw/7v1tZWZKOgDXlnz57FJz/5STzxxBP44he/iFtvvRUbNmyIf3z37t346U9/im9/+9u4++678c1v\nfhP19fVwu92QJAmPPPIIlixZgrvvvjt5MaMb8j77aTe2vdSPzXecxPcfWhX/+OAgUF0NPPRVFwIV\nwAN/m7l9fPwdEXfc6sWhY9N/6Md4uoe7cXroNC6bc1nS7f2RfpzsP4m1c9cCALaf2o6LZl2ExkBj\n0v12d+3G0pqlqPPV4dDZQ/AqXnSGOrFp4aaiPQaCIIhShjbkEQTBdUNeY2Mjbr/9dmzevBmzZ8/G\ntddeCwC49957AQBXXHEFlixZgk2bNuGGG27AggULcPz4caxduxYbNmzAuXPncOutt2b0SzIQVZMz\nx4BVGAPZj4+2uwNHDou46OLcMsaZHJMlY+Y4w/HRmqFhWB0GYOWKY3oMz21/LuV+jDGIovWtc0ku\nRLUoJCHzlAqnZPyc4uDlIQd/By8POfg7eHmc4qDMMTmK4eDlIQd/RzYKnnP80Y9+FB/96EeTbvvB\nD34AABBFEffffz/uv//++MdWr16N/fv35+RWFCASRtIhIIm4XMDwUHbH0SMiVlxk5vT1ik2mVyoG\nswpiwzQQ0SNWJz0WSr2faUDEWHEcioUoc0wQBEEQBMGBguccTwV2rOIrD7rxnf84h/v+tg3/9EDq\nyLfv/KuC06dF/OOjye3jcBjoOydg/gKGP73Lgz+5Q8ftH3DOJjybnpEetAfbsaZpTdLt7cF2HOk5\ngnUL1iGiR9A62IpgLIgNCzbALbvj93up7SVcNucyBFwBdIW60DLQAlmUcc38a4r9UAiCIEoSilUQ\nBME1VjHVKDIDwFJiFTYud/o5x9uelvGhO70AgKNHJFx0sUM7xxliFbppFfJhLYywFoZf8aPWW4v+\nSH/S/ew5x4A1yi2iR7LGKgiCIAiCIIjccGRxLMkAhNTMsY1LAdQ0meNoFDj45i4c2C+iq1PAkqWF\nFcdTnjnOEqsAgLAeRkSLwOfy4d0D76Iv0pdyPztGoYgKTNOMZ5DzWUc+lJODl4cc/B28POTg7+Dl\ncYqDMsfkKIaDl4cc/B3ZcGRxrCgABAaXkn55LjdDLM0hIJpq3fY//s6NpctMy+NAMnWODdOAR/Eg\nrIYR1sPwyT5UuCtSOseGOTbn2I5bUOaYIAiCIAhi8jgyc/zNR134H9/sxle/0YMvfnx5yv1+/SsZ\nf3hKxuM/iybd/qMfKvj1L2W89qqMOz+o4UePR1M+1wn0Rfpwsu8krpx3ZdLth3sOI6pHwcAQ1aJY\nNXsVKlwVePbdZ3Hd4uviBfAzJ5/B9UuuhyiIMJmJbSe3YU7FHKyevXo6Hg5BEETJQZljgiAyvZNf\n8LSKqURRWNZYhdudPlahqsCqS02MjBiOzRsDVuc4HYZpoNJdiTNDZxA1ovApPgiCAK/sxYg6ggp3\nBRhjYGDxQlkURMiSTJ1jgiAIgiAIDqHdlHMAAB9FSURBVDiyorIyxyzzKDc3g6qmi1UAPWd34rs/\niOLuP9UK/vrFyOel3ZDHdFS4KhDWw5BFGbIoY9fOXfApPoS1MIDkzXg2bsmdtTh2SsbPKQ5eHnLw\nd/DykIO/g5fHKQ7KHJOjGA5eHnLwd2TDoZ1jAGBQXPltyFNVAbLMsPpS53aNgSwb8kwDLskFr+yF\nWxob3RZwBTCsDaMRjUmb8WzckpumVRAEQRAEQXDAkZnjn/xIwee+1onHvjeEj9+2NOV+r+yS8PW/\nd2Hb9kjS7f/wdRdEEfjSVzMfK+0EBqODONp7NGUu8Wsdr2H5rOU43nccHsmDVbOto7Pbg+0IRoO4\npPESRLQIXu96Pemo6ANnDiDgCuD8uvOL+jgIgiBKFcocEwRRUnOOZdnKHGeKVSguBlVLH6twuaZ6\ndZNHQPpvhm7qkAUZfsUPr+KN3+53+ZNiFSJSO8eCkP65IgiCIAiCIHLHmcXxaKzCpeS5IU8T0Nmx\nc9JfvyhzjtONcmMGZFHG4prFWFC1IO7wK34Ma8Px+9hj3GxmV8xGva8+73XkQzk5eHnIwd/By0MO\n/g5eHqc4KHNMjmI4eHnIwd+RDedmjgUGJcOcY3eGE/JU1S6snU22zrEkSnBJye1vj+yBYRrQDM3q\nHI/LHNd56a1BgiAIgiAIHjgyc/z738r4yF+14mf/qeP9zQtT7tfSIuC2W3w4dGwk6fbP/aUbq1ab\n+ItPFj6pohgMxYbwZvebWH/e+qTbt7VsS5pnnMgr7a/gooaLYDAj7YxkgiAIIncoc0wQRIlljgEI\nZuZYhSt951jTBLhcjqn1M5IuVsEYS9sVtrFzxxMdFU0QBEEQBEEUjiOrLFlho8dHZxjllqE4VlWg\npeWlSX/9Kc8cp4lV6KYOWUxNudgOv+LHiDqSds5xoeuYqQ5eHnLwd/DykIO/g5fHKQ7KHJOjGA5e\nHnLwd2TDkcWxIgMAg5KpOHYzqLE00yq00a6zw0nXObY342XC77I25aWbc0wQBEEQBEHwwXGZ457h\nHux52Y9bPnoS2/6g4OqL56XcLxIBFswOoDc4nHT73R/w4E8/ouOW9+nFWnJBRLQIdnftxsaFG+O3\nDavDOHDmADactyHt54RiIRzsPoiF1QsxGB3EJY2XFGm1BEEQ5QdljgmCKJnM8Rtn3kBMGLTmHE8Q\nqxj/eFRVgFICmWMg9fhow8zeOQ64AgjrYehMp84xQRAEQRDEFOG4Kks1VDApBoDB7Uq/PEkCRBHQ\nxzWINRV451gJZI7TvFLRmZ42S2w7REGET/YhFA2lzDkudB0z1cHLQw7+Dl4ecvB38PI4xUGZY3IU\nw8HLQw7+jmw4rjjWmQ5B0kfnHGe+X7pZx6qKrJ/jFASkyRybqYd7jCfgDiAUC1HnmCAIgiAIYopw\nXOb410d+DfHcCtx+dxhvvFaFJY2z0953wewA3jw6jNrasds2b/Dhf/5zFGuvNIu04sJQDRUvtb2E\nrYu3xm87M3QGZ0fOYvXs1Rk/72T/SZzoP4FltcuwtHZpMZZKEARRllDmmCCIkskcm6ZpdY7B4HKl\nzxwD6SdWaKqVR3Y66TrHupk+VpFIhasCYMg7VkEQBEEQBEHkhuOKYwBgkpp1zjEAuJT0sYq3DpVm\n5jjTKLdER8AVAACIeX7bnJLxc4qDl4cc/B28POTg7+DlcYqDMsfkKIaDl4cc/B3ZcOZUYEGHKAJS\nlpPgXG4gllIcC5BLJHM8Ht3UJ+wI+xQfRFGkzjFBEARBEMQU4bjM8a/e+hWkyBx86IMS3tnXhDpf\n+kzYlZf58JOfRbHiorF88cXn+/GHZ8M4b6FjHlJaDNPA86eexw1Lbojf9s65dyBLMpbULMn6ua92\nvIqF1QvRVNE01cskCIIoWyhzTBBEyWSOAQCiNnqEdOa7uFxALAZ87zsKus9Yd1S1EskcZ4pVCBM3\n8hdWL0SVu2qqlkYQBEEQBDGjcVxxLEsyPH4Nd39YTRs/sHG5ATUGfP87Lhx/x3oYqgoc2OeMPFs2\nT8YNeWniEuMdTRVN8Lv8XNYxUx28POTg7+DlIQd/By+PUxyUOSZHMRy8POTg78iG4zLHXtkLk+m4\n84NC1nm+LoUhNCSgo0NAJGrdpmsCJMXZkQrA6hyPq42hm3rWE/IIgiAIgiCIqcdxmePt725HMBaE\nV/biolkXocqTPkLw/pu9uP5GHV/6Gw9+9l8RvP82HQ3VAbSdGYbXW+SFF8DTJ57GTctuiv977+m9\nWFS9CPW++mlcFUEQxMyAMscEQZRM5tgje6AZGkxmWh3WDLjdwNtHreVHItZtaonMOQYACEj6hhim\nQSffEQRBEARBTDOOq8bckhuCIEA39eyxChfDsWNWRjcaEWAY1u2vvuyMPNtEnvG5Y8OceM7xVKxj\nJjp4ecjB38HLQw7+Dl4epzgoc0yOYjh4ecjB35ENxxXHkihBERWoxgQb8lzAsSMiFIUhEi2xrjFS\nW/m5nJBHEARBEARBTC2OyxwfPnsYbYNtGFaH0bywGT7Fl/a+937Cg1/8XMElKw3ccaeOv/ikiouW\nBdDZM1zkVRfGsy3PYvOizfFu8QunXsC6+evglt3TvDKCIIjyhzLHBEGUTOZYFuV4wZitc+x2Ww9m\nxUUmIhFAUwUoLsfU+RMy/huSKVZBEARBEARBFA9nFseSVSRmzRy7AUVhWHa+iVhsLFbhlDzbRJ7E\nzDFjDAYzcppzzHsdM9HBy0MO/g5eHnLwd/DyOMVBmWNyFMPBy0MO/o5sOK44tjPHALJOq3C5gIWL\nTPgDDJGIYBXHSrFWOXkSHxvNOCYIgiAIgnAGjsscdwx2oDPUifZgO7Yu3gpFSl/xfv1rLhw+LOHG\nm3S8+YaIv/prFXfd7sOBt0aKvOrCSMwYh7Uw9nTtwcaFG6d7WQRBEDMCyhwTBFFSmWO7IM7WOfb6\ngKXLTHi8dudYgKuUMscJsQrN0OLdcoIgCIIgCGL6cGRxbGdvs2WO7/m0ii9+KQavF4hGSzBznPBq\nRWeZYxVOeTzl5ODlIQd/By8POfg7eHmc4qDMMTmK4eDlIQd/RzYcF3SVRXksc5xlWkVlpfX/Y51j\nQCmlOccJnWPd0OObEAmCIAiCIIjpw3GZ41A0hDNDZ/Bm95u4adlNE37Oiy9I+OajLjz4FRX/8HUX\nnn4+UoSVTp4drTuwdu5a+BQfOkOd6I/0Y2XjyuleFkEQxIyAMscEQZRM5hiAlTnO3DROwusFIlEB\nmlZiJ+QhIVZh6pQ5JgiCIAiCcACOLI4lUcqaN07E42WIRgBVs2IVTsmzTeQRhIQNeaZGmeMiOnh5\nyMHfwctDDv4OXh6nOChzTI5iOHh5yMHfkQ1HFseKqGTNGydib8jTVAGK4piEyIQkdY4pc0wQBEEQ\nBOEIHJk5jukx7Grfha2Lt074OW2tAt5znQ8P/2MMv/+tjJ/+Z7QIK508L7e/jJWNK1HprsShs4dQ\n663FvMp5070sgiCIGQFljgmCKKnMsVt244qmK3K6r5U5tka5KSUU26XMMUEQBEEQhPNwZHEMAFWe\nqpzuZ2WOBWglOOfYhjLHxXXw8pCDv4OXhxz8Hbw8TnFQ5pgcxXDw8pCDvyMbji2Oc8XrBSIRQNVK\n64Q8AMlzjjMUxwRBEARBEETxcGTmOB8YA2r8ATz8jRja20X887diU7Q6vrzW8RqWz1qOGk9N0sxj\ngiAIYuqhzDFBECWVOc4HQbC6x8GgUFpzjoXkzDF1jgmCIAiCIKafki+OASt3HAoJcCnMMXm2iTyJ\nx0drppZxQ55THk85OXh5yMHfwctDDv4OXh6nOChzTI5iOHh5yMHfkY2yKI69HiAUFKCUUOcYAgBm\ndY0lQUraoEcQBEEQBEFMDyWfOQaAyy7xY/mFBi673MQDf6tOwcr4s7trN5bWLIVP8eH1rtexaeGm\n6V4SQRDEjIEyxwRBlG3mGAC8XoahUGlNq7BjFbqpQxYob0wQBEEQBOEEyqI49niB0JAVq3BKnm0i\nj/1qRTM1KFLmA0Cc8njKycHLQw7+Dl4ecvB38PI4xUGZY3IUw8HLQw7+jmyURXHs9TCESm1aRWLn\nmCZVEARBEARBOIKyyBzfcasXbxwQ8dDXY/jIn+tTsDL+7D+zH/Mq5sFgBnpHerFq9qrpXhJBEMSM\ngTLHBEGUdebYM9o5ljOnExyHAGs6hWZkPjqaIAiCIAiCKC5lUhwDsZgVq3BKni0XDwNljqfDwctD\nDv4OXh5y8Hfw8jjFQZljchTDwctDDv6ObJRFcez1Wi3xksocj7byKXNMEARBEAThHMoic/w3X3Dj\n3//Nhf/+bRg33mRMwcr482b3m2jwN6A/0o8qdxXmV82f7iURBEHMGChzTBBEWWeO453jEssc26Pc\nqHNMEARBEAThDMqiOPZ4rP8vpcyxIFij3FRDhUvKnAdxyuMpJwcvDzn4O3h5yMHfwcvjFAdljslR\nDAcvDzn4O7JRFsWx12v9v1JqJ+QxBs3IviGPIAiCIAiCKB5lkTn+/vcU/O39Hux8dQSXXmZOwcr4\n89bZt1Dtqcbx/uNYN38d3LJ7updEEAQxY6DMMUEQZZ059ozWlSU3rQJW5zhbrIIgCIIgCIIoHuVR\nHMdHuTHH5Nkm8ggQoBoqJFGCIAhTuhZyTI2HHPwdvDzk4O/g5XGKgzLH5CiGg5eHHPwd2SiL4jie\nOS6h6K4gCIjpMbglilMQBEEQBEE4hbLIHD/ztIQ7b/Ph7ZZhNM11zMPJyrHeY4joEaiGiqvmXTXd\nyyEIgphRUOaYIIiyzhx7E0a5lRITjXEjCIIgCIIgiktZFMd25lgppczxaKxiouLYKY+nnBy8POTg\n7+DlIQd/By+PUxyUOSZHMRy8POTg78hGWRTHdua4lDrHAgREjSh1jgmCIAiCIBxEWWSOTxwXcPnK\nAPqHhyCXyEnMx/uOo6W/BRfOuhALqxdO93IIgiBmFJQ5JgiirDPHbjcgCAySNN0ryR0B1vg26hwT\nBEEQBEE4h7Iojr1eK1IhCM7Js03oGR1tPNEoN6c8nnJy8PKQg7+Dl4cc/B28PE5xUOaYHMVw8PKQ\ng78jG2VRHFdWMdx0sz7dy8gLu3OsSCU0nJkgCIIgCKLMKYvMcSlysv8kTvSdwOZFm+GW6SAQgiCI\nYkKZY4IgyjpzXIrYR0ZT5pggCIIgCMI5lF1x7JQ820QeAQIUSYkXyVO5FnJMjYcc/B28POTg7+Dl\ncYqDMsfkKIaDl4cc/B3ZKLviuFQQBIG6xgRBEARBEA6DMsfTROtgK7qHu3HVvKumeykEQRAzDsoc\nEwRBmWMHQp1jgiAIgiAIZ1F2xbFT8mwTeRRRgVf2FmUt5JgaDzn4O3h5yMHfwcvjFAdljslRDAcv\nDzn4O7JRIoctlx9zK+eiiTVN9zIIgiAIgiCIBChzTBAEQcw4KHNMEARljgmCIAiCIAhiAsquOHZK\nno2Xhxz8Hbw85ODv4OUhB38HL49THJQ5JkcxHLw85ODvyEbZFccEQRAEQRAEUSiUOSYIgiBmHJQ5\nJgiCMscEQRAEQRAEMQFlVxw7Jc/Gy0MO/g5eHnLwd/DykIO/g5fHKQ7KHJOjGA5eHnLwd2Sj7Ipj\ngiAIgiAIgigUyhwTBEEQMw7KHBMEQZljgiAIgiAIgpiAsiuOnZJn4+UhB38HLw85+Dt4ecjB38HL\n4xQHZY7JUQwHLw85+DuyUXbFMUEQBEEQBEEUCmWOCYIgiBkHZY4JgqDMMUEQBEEQBEFMQNkVx07J\ns/HykIO/g5eHHPwdvDzk4O/g5XGKgzLH5CiGg5eHHPwd2Si74pggCIIgCIIgCoUyxwRBEMSMgzLH\nBEFQ5pggCIIgCIIgJqDsimOn5Nl4ecjB38HLQw7+Dl4ecvB38PI4xUGZY3IUw8HLQw7+jmyUXXF8\n6OAhRzh4ecjB38HLQw7+Dl4ecvB38PI4xfHWW29N2vHmm286wsHLQw7+Dl4ecvB3ZKPsiuNgMOgI\nBy8POfg7eHnIwd/By0MO/g5eHqc4QsHJ728ZHBx0hIOXhxz8Hbw85ODvyEbZFccEQRAEQRAEUShl\nVxy3t7U7wsHLQw7+Dl4ecvB38PKQg7+Dl8cxjvbJO1pbWx3h4OUhB38HLw85+Duy4ahRbqtXr8bB\ngwenexkEQRAEQRBEmdPc3Jx2c5+jimOCIAiCIAiCmE7KLlZBEARBEARBEIVCxTFBEARBEARBjOKY\n4vjxxx/Hhg0b8Oijj8IwjJw/b3h4GFdeeSUqKipw9OhRAMCrr76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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It will take about 1.34 hours to estimate the parameters for the whole 430 day data on my home PC, so it's a good idea to write the data in a file. Below I'm testing the model with 4, 25 and 50 day calibration windows." ] }, { "cell_type": "code", "collapsed": false, "input": [ "day0=50 # first day of backtest\n", "vgbm1=pa.VGBM_backtest(Xdata,dXdata,day1=day0,day2=day0+50,caldays=4)\n", "#vgbm1.compute()\n", "#vgbm1.write_compute_data('days.50.100.4')\n", "vgbm2=pa.VGBM_backtest(Xdata,dXdata,day1=day0,day2=day0+50,caldays=25)\n", "#vgbm2.compute()\n", "#vgbm2.write_compute_data('days.50.100.25')\n", "vgbm3=pa.VGBM_backtest(Xdata,dXdata,day1=day0,day2=day0+50,caldays=50)\n", "#vgbm3.compute()\n", "#vgbm3.write_compute_data('days.50.100.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of computing the estimations again, we can just read the saved data arrays:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "os.getcwd()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "'Z:\\\\PythonStuff\\\\newtech'" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "os.chdir('Z:\\\\PythonStuff\\\\newtech')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "vgbm1.read_compute_data('days.50.100.4')\n", "vgbm2.read_compute_data('days.50.100.25')\n", "vgbm3.read_compute_data('days.50.100.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flat rate transaction costs from Interactive Brokers = \\$0.005 per share. For lots of trading it's possible to make this as low as (about) $0.0035 or lower by adding liquidity etc. but I'll just go with the .005 (with a comparison to zero transaction costs)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare different modes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cal_4_pnl = []\n", "for n in arange(0,20):\n", " cal_4_pnl.append(vgbm1.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 4, wait = 0, tr_percent = 0.,tr_pershare = 0.005))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,5*391))\n", "for n in arange(0+0,7+0):\n", " plot(cal_4_pnl[n], label = 'mode = %g' %n)\n", "legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Ojl1jSEhIsNrTnJmZiXXr1rX6/o4dO7Br1y7861//AgBcvnwZX331FQ4dOtRi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\nHdJCh7TQI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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly 0 mode is quite bad! Modes **4,5 and 6** seem OK!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cal_50_pnl = []\n", "for n in arange(0,20):\n", " cal_50_pnl.append(vgbm3.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 1,wait = 0, tr_percent = 0.,tr_pershare = 0.005))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,5*391))\n", "for n in arange(0+0,7+0):\n", " plot(cal_50_pnl[n], label = 'mode = %g' %n)\n", "legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pwuDBgxk5cqTrWHBwMCkpKSxevJinn34aVVXp3bs3CQkJHht3cXExzz33HPv3\n7+emm25iyJAhLFq0yGPXBy9Lii9ehFatoJIZdQBe3G6n7YmvCH72BH/tXPndiVfb91sGP51wPzGr\niadycniqVSuYMMH1XJqSxvIL+fDVV5U3zM6G06fLPGXdu4ftbXJoe2Fqpc2eCJ3AztQYdruRrObl\nGUmKj1NcfATHguc5FP47fPzcz4qtTZ5BKTwE9Ha7jeGZYqi3SbEQQgih14EDB8o8Xrp0aZnHjzzy\nCI888ojr8W233cYnn3xS4bXatm3LRx99VGlf3bt3Z86cOcyZM6cGI67cXXfdxfbt22vl2ldUmxQ/\n/PDDfPfdd7Rs2ZIdO3ZUeM7LL7/MF198QXBwMMuWLaNTJ+dNXxs2bODxxx/HZrPx3HPP8eyzz1bZ\nV0lJ9Ruzldjt+ClW2qV3IfihymdPr/bdL6NQFON3O+piMjmnZEtzgDJ0CAzsW2n9QSLAVTHODwwm\n3SeUzv/5Y5VdHqjyaFnjx+s4GVBVG2ZzEOrOWNbP7oxDR/3ELY81pbDEDu7dBwjUsKa4npKZDo3E\nQiOx0EgsNBILjcRC6FFtUjxhwgSeffZZxo4dW+HxLVu2kJaWxrZt20hJSWHy5MmsXLkSgEmTJrFg\nwQJuuukm+vfvz6hRo2jRokWlfbmVFKt2fLFh0jnJbTb5odiNbTesm9lcLilW7SqKrRi+/lpX8pa2\n8Sf2JT9GViUfvFRVxWY7p3uIqnoDiuJecquqdhTFh/DhLRh//JCufvKO2tl7oUhXGwUFh5Fd8Oqq\nfEJV4Z134Px5fe3MZpg0CS7XZwkhhBDCe1SbWfbu3ZuDBw9WevzHH39k2LBhhISEMGrUKP7yl78A\nkJ+fDzinuwHuvfdefvzxRx544IFKr+VOUmy12/FRbJjQt4OJ2eSL3ZTPt79+q6tdaGAod0bcWXac\np0uw5lorbXMqoyvHktvBjE2u51SrimJSq0yIK6p9KiwuqfK15uYu5ddfH8VsDqzmlWjs9iLatn2N\nyMjKSzJKcybFZmI+j3G7jytWzDGj2PUluIriLJ/w2priggKYNg2mT9fX7qOPoE8f55dOUhenkVho\nJBYaiYVGYqGRWAg9alxTvGXLFiwWi+txaGgo+/bt48CBA64yCoDOnTuzefPmCpPi1yY9B8DFArgl\nHN6bVnl/ly4VkNf2IoVnW8BPF9weZ6vzbSj0C+CjjMrrYa5mdVj58eiPnJl6pszzu0bvonBPIebG\nlRTnnojpqIeUAAAgAElEQVSk48jfaPyXh1xPmSnBZOAGyaKSEsxq5UmxzXaeVq0epUMH9+urDx16\nE5stX8conEmxIaoC6EyKcZZP6FZXSbHNBoGB8IrObahXr5aaZyGEEMJL1TgpVlW13E1Rercy/uvf\nP8T38nJlJhNs2G4i0N/5p/3CS86EqvTjz09ZiYy6nTa7fuWnC84VHm4NuhWg0scdYq1cat+DN953\n1jWbzYkA2O2plT5W/fIpHtiqzCfN1NRUco7nMHzJcJrd1cy1/WHp48z5mOad+0Abf+34rbeCr2+F\n52eeyGTqvqmoqopjqfP1mto6X691n5UmZ3/vitXV7X/4YTfFxcfp0KHi4xU9zs09zK23NnH7/IsX\nt3PjjT5un1/68Y6cfM6ad1c6/grj8VsmquqsKdbbX+qPP8LJk+6fb+Rxfj6JPgbioSik/vwzmEy1\nO74G8PgKbxnPtXp85TlvGc+1fJxo5PeFPG4Qj6+o7esL73Ple5Samlpl1cMViurGbf4HDx5k4MCB\nFd5oN2/ePGw2G3/6058AuPnmm9m3bx/nzp2jT58+/Hx5K+Znn32W++67r9xM8ZU/levRqVMnvvnm\nG265xf2NOHYunsN581pih/2f222Onb5I9IJw1JkXyzyf0SuDm9+9mRt+f0PFDZ9/Hm66CS7HBHCu\nN3fzzXD2bLnTP1iXzLv/+oy7Tv2j3LHjx8Fh9WXtmopnao8ceY/i4iO0b/++26/ryJHZXLp0gOho\n9+4QPXt2LYcOzaB793Vu93HF8vfu4ZTvgzz+7PNut/l+3/e8lf4Wa8au0ddZTAx8+aXzv7XpxAno\n3t35Xz3uvhtefhnuuad2xiWEEKLOGcljRO2r7PtS1ferxjPFPXv25M9//jNjx44lJSXFlag2u7zY\n8IYNG4iMjOT7779nut4azEqYTKZyO8ZVzwfFbCfQ/dJbgpqY+J9bi9i8uWzdQ/Gfi9lp80XZbKqw\nnXJPHp2OWiiTMlut4Otb4fl791u5cNafG8M206lTYrnjVeV4qmrHuV2I+0wmX1S18ppoT/Thaoty\nub37vL6muJoNVapkcHy6Y1GPSSw0EguNxEIjsdBILIQe1f7LPmrUKNavX8/p06eJiIjgtddew2p1\nJlSPP/44t99+O/Hx8dx2222EhITw6aefutrOnj2bxx9/HKvVynPPPVflyhN6mM1m3UmxgpmS4J/Z\ntWu8222KrTa63OAgNvZfOPdmc8p6dQdRb0TRpEtQhe32ruxH8c8p8Nxz2pMFBZUmUsW2Em5o4st9\n94Hen90rN8HpoSj6k2JFMZgEOkwoOhNBk2Ly7ppiq9VYUlyPl4wTQgghrnfV/sv+2WefVXuRt956\ni7feeqvc8wkJCezatcvYyKpgMpmwX70OcDUCC+4iaOdzNPud+xt4XCqx8/jaz/jx7ugyzysnzxLg\n257AwIqTYnNEJ+gVBvlX3Vk3cGCF5xdbrZgVX92fZi9ezOTAgZdp0+bPutopii8223mKi93787/V\netrwjXYqJgzdaKcaXKfYm2eKazA+menQSCw0EguNxEIjsdBILGrP+PHjiYiIYMaMGdd6KB7jVTva\nuctI+YRZbUrgwSG0atXB7TZFl+xsOfdo+QN2UMyVz/opNzRDva8/hI1yq58SuxVfk5/b47oiPz8d\nAKv1pK52/v43kZ+/gW3burvdJszN11KOqoDONYevbN5hrD8PJMVWa9VrEJ8+XWkpTJXq8TbUQggh\nGpbSW0TXtSVLljB+/HgWLlxYZke+mrouk2JD5RMmBb15lo/ZBIpzdY3S33jVrlaZFFsddg6c3cdR\n+09u9ZNbsh8fk6+B2idnDFRV36YkwcF96dXruK42RqmqCRSdNcVc45riSZNgyRJo1Kjyc37/+8qP\nVaYG45O6OI3EQiOx0EgsNBILjcSidl2LGwzPnj3Lm2++SZcuXTyelF+XSbGR8gkDf8XHx0cB1Tlr\nqZSqKVZtKopP5d+I7JM7+b/Dq9lb8o1b/Zwsho6O56o/8SpXbmDTeyNbXVJVE0pdzRR76ofj3DlY\nsADGjPHM9UqTmWIhhBB1JCoqiqlTp7JkyRL279/PuHHjmD59OhMmTCAtLY2RI0cyY8YMgoKc5aAZ\nGRnMnTuX1NRULBYLTz75JK1btwbg0KFDzJw5k2+//ZaBAwdis5WdkMvMzCQpKYlVq1YxfPhwJk2a\nRGRkpMdf08svv8ykSZP48ssvPX7t6zIpNjpTrDr0JSSKAqgmrDY7jXy1lSZUu1rlYgynzziw7bqP\n/K/LL7FWkaJzcNtEIzfZGZsprlOqiQJTCf/Ky3O7SVYhFPg059b4eC7Y3H9tPn5+BHiqfMJPfzlL\ntWqQtMtMh0ZioZFYaCQWGomFpqHHQlEUFi5cyKJFizCZTPTu3ZvU1FSmTZvGnDlzGDJkCCtWrMBi\nsVBYWEhCQgLvv/8+7777Lm+88QajR492rfU7dOhQEhMTycrK4uOPP+aVV15h6lTnzrh5eXkkJiay\nePFi3nnnHT788ENGjRpFenp6heOKjY3lyJEjFR4bM2YMH3xQ8YZkW7ZsISMjg/nz50tSfIWhmWKF\nCssnzqw+g6Og8gT797viObXiNP5+Wg2p/YK9yvKJomIHbSNNvP1v94fXpo3752q8Pyk22XwoVqzM\n/e03t9vkFqr8cuOTtP7hB119lbz5JqcdDiq+/VGHKpbPqxGpKRZCiAYnVUn1yHUS1URD7SwWC927\nO+8h6tmzJ0FBQQy8fOP/oEGDWLNmDRaLhZSUFLp27crEiRMBmDVrFqGhoeTl5WGz2cjOzmbjxo34\n+/szefJk5s6d6+pj+fLlDBs2jMGDBwMwZcoUZs+eTW5uLmFh5Rc4yMzM1P067HY7Tz/9NB9++GGt\n1TJft0mx7nWKTZSbKbaetbLj/h2EDAiptNmAXf05WZiLr1mbGm6W2Ay/lpXPJNpVlSaBJtrr3NZZ\nb+3TlZnikJD79XVUh3xKfOlyqRkvxca63Sb9cDqTv/9vZt08S1c8Wnz3HcWeSIpLSrwuKZa6OI3E\nQiOx0EgsNBILjTfEwmgy6yndunVz/X9YWBjR0dqKWi1btmTdOufGXOnp6fTo0cN1LDAwkOjoaDZt\n2gRA+/bt8ff3dx0vfe7q1atZuXIlycnJruesVitpaWkMGzbMI68jKSmJ2NhYbr/9dtdznq5pvi6T\nYsM32l3VRLWq+DTzoev/da20Xewrd/DYlGcJvaGJ233ZVdV5k16tsxMR8SI33vhEHfRllAnFL49L\nlw6738SWiw/GZr898uNRW+UTIDPFQgghrqnKEsn4+Hjefvtt1+OCggJycnLo1asXVquVvXv3UlRU\nREBAAOCsP469POHVt29fQkJCmD9/vltjiImJ4fDhivMCi8VCUlJSuefXrl3L+vXrWbVqFQBnzpzh\n559/5pdffikza10T12VSbLR84uqZYtVW9SoSzpPM2Oz6EnC76iDApD8p1vtp1jlTXBfJt3HWkzcR\n1PMTfv75i+pPVqH4t2Lwu8Tk/Pb8zvd35Kfnu91X270KtNQ5wB074P2rtsjOyqq9mWKDrvVMhzeR\nWGgkFhqJhUZioZFYuK9fv36MHTuWRYsW8eCDDzJr1izi4uJo3rw54Exkp0+fzosvvsjSpUvJzc11\ntR0xYgSvvvoq/fv3p1+/foBzlj4hIYEmTcpPKmZnZ+se38cff0xxcTHgTOz/+Mc/Mnz4cFmSzUj5\nREVLsqn2qleRcJ5kYmb6f9M00L/q80qxK3kEVZdse4TD8KYadeXc2rFQ/Cx3L25V7bm28zZ+6P8D\nSko6Pge+YN+Ufbr6mvVjALYUnWU1q1fD0aPw0EPacwkJUOrPMx4jNcVCCCGusdL1uKXXGm7cuDFr\n165l3rx5vPbaa4wZM4Zly5a5zk1OTmbmzJl06dKFwYMHM3LkSNex4OBgUlJSWLx4MU8//TSqqtK7\nd28SEhI8Nu4bbrihzGM/Pz+aNm3qWjnDE67LpNhsNvOf//yH48fdX2v33KZz3HL+Fm7hFtdzqq3q\nVSQA/FPnUNL5Ny4UuT++kIKO3Bims6AYYzXFiuLdM8Uo7q/6oVpVFF8FU3MzB9sfoPHM87ri8W3T\ntTjm/w2++tj98W3bBg88AA8/7H4bo6Sm2CMkFhqJhUZioZFYaBp6LA4cOFDm8dKlS8s8fuSRR8rM\ntN5222188sknFV6rbdu2fPTRR5X21b17d+bMmcOcOXNqMGL3XamF9qTrMikeOXIkqampZabuq/NL\n2i/08O9BP/q5nqtuEw6A/mHj+PGv+sY3dOhxImPdr0E2zvvLJypb9aMiDqsDxVdBwYyheXaTgnpH\nL2hc4n6b2FgYMMBIb/rJTLEQQgjhta7LpPjhhx/mYZ0zezMsM9izZU+Z56rbhANgxQrdwyMnx0RA\ngM4/42Okptju9eUTKJfXdXaDanPOFDtnv1X98VAU1BEjINJzf0rxOINJcUOe6biaxEIjsdBILDQS\nC43EQujh5dOMnmP2MWN3XHVznp3qb7QzQFFMruXSapOzD29Pisuv+lEZ1er8kKKU2T/Qfaozl/Ze\n12iPeCGEEEJUr8Ekxb4+vtgcZZf5cqd8whgDe0qDa9cY910PNcXuT46qNhWTrwnFZAZF1R0P1dur\nE2pYUyycJBYaiYVGYqGRWGgkFkKP67J8woiKZordKZ8wRqnDmWIvT4pNCkE/n2LvC9XfqWg7Y0Px\nVQAFxeCUb31NioUQQghRuxpMUuwX6EfBoQLSmqW5nlNtKkG3er7+1Ne3Bfv3T2H//qm62+r7UKvS\nocPfdPdRlw50DifIeo5Gras/t1HrRrT4YwsOKBmgqvT8fU+KrO4v+6EqoOpcU7pO1SAplro4jcRC\nI7HQSCw0EguNxELo0WCS4ma/a0bI8BDuWHBHmefNgZ6vyY2MnEpk5BSPX7ci3l4+cT40iJXngrjU\n3M0GeVC8uQnFjS8R8k7l229X5BNWcrGkELih2nOvGZkpFkIIIbxSg0mKfXx8cCgOfJvVwk5lV3Eu\nhK2/LKM+rqf4wAPwxRf6ZsAVpTV9+97Fv37/qq54fDFnDZdsxbrHWGdqcKNdfXxvGCWx0EgsNBIL\njcRCI7EQejSYpNjPz49169bRv39/Xe0iIyNZuHBhLY2q/hswQP8ywP/8p0J+voEyCIXyK4x4E6kp\nFkIIUU+MHz+eiIgIZsyYca2H4jENJikeMGAAS5cuRdWRlBQVFWGxWOosKTbyaXbPnj3s379fd7tb\nb72V0NBQ3e3qhsF1igGHreJk+uj5ozyx8gnsqmeS5i6hXXj33nf1NZKaYo+QWGgkFhqJhUZioZFY\n1J7SW0TXFZPJRGBgoKvfUaNG8be/ee7eqgaTFAcEBHDvvffqalNcXExJiY7d0a6Bxx9/nIKCAkJC\n3K+/3bt3LxaLhenTp9fiyIxzvtn1zxSrCtgdFbfbf3Y/B88d5N1+OhPZCpy4eIIZG2bUaVIshBBC\neBs9E42esmPHDtq2bVsr124wSbERvr6+lJSUoKpqnXwaMlL7ZLPZ+J//+R969+7tdpsZM2ZQXOy9\ntbeKYkK5vE6xnniopsrLJ2wOGy0bt2RAdM23dD507hD/vf6/jTWuwTrFMuPhJLHQSCw0EguNxELT\n0GMRFRXF1KlTWbJkCfv372fcuHFMnz6dCRMmkJaWxsiRI5kxYwZBQc6VuDIyMpg7dy6pqalYLBae\nfPJJWrd2Lh916NAhZs6cybfffsvAgQOx2cru/ZCZmUlSUhKrVq1i+PDhTJo0icjISI+/Jkclk1+e\n4N1LF1xjJpMJX19frFbrtR5KpYwk7GazuVbfVDVleKaYymeKbQ4bPibPfAY0myrYHdEdsqOdEEKI\nOqQoCgsXLmT+/Pl8//33LFiwgD59+mCxWMjIyGDz5s2sWLECgMLCQhISEoiPj2fr1q2cP3+e0aNH\nu641dOhQmjZtSlZWFh07duTLL7905R95eXkkJiYyYMAAsrKyaNGiBaNGjap0XLGxsQQHB1f49cwz\nz1T5mu666y5iYmKYOXMmx48f90CUNDJTXA0/Pz9ycnJo3Lix220URSEyMlJ3smrk06zD4cBk0vfZ\nxmQyeXVSDM6ZYt3xUFQcVcwUeywpVszGapMbQE2x1QqLFjn/WxWzGcaNg8BA/X1cL7GoCxILjcRC\nI7HQeEMsUlM9MyGSmGjs3w+LxUL37t0B6NmzJ0FBQQwcOBCAQYMGsWbNGiwWCykpKXTt2pWJEycC\nMGvWLEJDQ8nLy8Nms5Gdnc3GjRvx9/dn8uTJzJ0719XH8uXLGTZsGIMHDwZgypQpzJ49m9zcXMLC\nwsqNKTMz09Br2bBhA3fccQc5OTm88cYbPPfccyQnJxu6VkUkKa5GXFwcDzzwgK42J0+e5IsvvnC9\n6WqT0aTYbvfeVRpqUlPscFT8S8NrZoq9tKb48GH45RdjbSMjoVs35//v3g2vvAIPPVR1m2++gZgY\nuOsuiI2FAweM9e2OkBDn9XX+mAghhEcYTWY9pduVX9BAWFgY0dHRrsctW7Zk3bp1AKSnp9OjRw/X\nscDAQKKjo9m0aRMA7du3x9/f33W89LmrV69m5cqVZRJUq9VKWloaw4YN89hriY+PB+CWW27hvffe\n4+abbyYvL4/mzd3dDKFqkhRX48qbRY8RI0ZQVOT+TmxXGKl9qp/lE87VJ3TXFFdxo53NYcNs8sxG\nLWbFjM1hq/7Eq9UgKa7turjXX4dt2yAiQl+7CxcgLw927HA+LiyEm2+GDz6out2+fVBQ4AxHdjac\nPg0+bv42SktLpXfvRLfH2Lw5lJRAqd/l9UZDr5csTWKhkVhoJBblVXZzXHx8PG+//bbrcUFBATk5\nOfTq1Qur1crevXspKioiICAAcNYfx8bGAtC3b19CQkKYP3++W2OIiYnh8OHDFR6zWCwkJSW5/Xo8\nmc9IUlwL6rI8oT7OFIOCohhcfaKS12V32D07U2x0aTcvnSm+cAFefhlGjtTXbvduuPzXMsCZFLtT\nEtGkCcyfDykpzmQ1ONj9PgMDIUjH7uyNGtXfpFgIITylX79+jB07lkWLFvHggw8ya9Ys4uLiXLOw\nMTExTJ8+nRdffJGlS5eSm5vrajtixAheffVV+vfvT79+/QDnB5KEhASaNGlSrq/s7Gzd49u5cycl\nJSV07dqVffv2MWPGDO6//36PLi8rSXEtMJoUS02x05WZYt2z5grY1Tq40U6p+xvtrsRi2zbYtcvw\nZSq1Z48zUdXL11erH37pJVi4EDqMP82onSerbHf+Wbgjoz1BNj/0LgOu933h7w9evNhKjcgMmEZi\noZFYaCQW5ZX+63LptYYbN27M2rVrmTdvHq+99hpjxoxh2bJlrnOTk5OZOXMmXbp0YfDgwYwsNYsS\nHBxMSkoKixcv5umnn0ZVVXr37k1CQoLHxp2bm8uTTz7J0aNHad++PX/84x95+OGHPXZ9kKS4VtRl\n0lk/yyeMzRQD/HRkG4U7ym9mknY47drPFFdQPmG3Vz95bDZr+fQLLzhnPiu4b6FGYmO1umA9fHy0\npHjnTvjrX+GHnmewmUz0q2L6953CI6iDf6Pt5Uz861Pu9fe7Jk1od/lPd+5q1Kj+JsVCCFGVA1fd\nsLF06dIyjx955BEeeeQR1+PbbruNTz75pMJrtW3blo8++qjSvrp3786cOXOYM2dODUZcuT59+rB7\n9+5aufYVkhTXAqNJsZHap/pYPqEoJnx8LvHvfy/jrrt6ut3OJySPQ/mHydmzscLjf+j4B4+Mr0Yz\nxaUy4KNHoW3bqpNihwOeeAJGjHC+N0pKYNYs6NXLwMBrga8vXFmqsrgYWrcGzCp3BDVlVBWZe4mq\n8u3p02QXFLjd14FLl7g1KIgxx4/r+jlp2RLatdM/Uf/55zBkiL42dU3qJTUSC43EQiOxEHpIUlwL\n6rqmWO9MsbeXT4CzPmj//ik0a+b+rGDrvx7gz41z6HZHu9oaGOCcKbY5bOw8tVNXuxtLLhDksLsW\nBz9zBjp10m5Sq8iyeRcImLadLf/4hWJfE1OLIP9BSHFWmDi/ANc74EqCfSXTvnJcvfp42X4UtYJj\nl69Rrm3pNsDUFgFAT4qLwc8PbKqKTzXvyXHh4YwLD6/ynKstOn6cjfn5utoAbN2qJe7ueuopOOXm\n7LUQQoj6QZLiWlCXNcWqquqeKfb+8okbmT9/F2vW6Gu35p83oAbW/rbcZsVMr4heDPtS3zIzr+zZ\nQ9ztnelw+XFxcfU3f50rPM/Flg6UZQ+SCfx9ETz4ILQKu5x0mpz/vZKDKgquDFm5cgzKnKMdN7me\nL3+s4rau80wmFAVO/VJAxBPHXa+nUSP3kmIjTIBD1V9rbjY7v/Tw8fHaeyLLkBkwjcRCI7HQSCyE\nHpIU1wJZfaJmjK9cpqBWcqOdJymKwsaHKy7RqMp/PmtNiV3b1eLSJWcSWWVfqp0SHxMvxt0MwMfj\nYcIzzjV+vcEvZ86QbTtOx45w6JDzZr1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4gCLFRNxAkeLYwUxJtrKaMkzuOhn3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\nH/7wB7z00ksAAuO4aNGiBRYvXow5c+bgv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"text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Modest profits for the 50 first days. Note that trades occur quite rarely. Lower values of opn would lead to more frequent trades, but they will be eaten by the transaction costs. Long calibration (50 days) leads to slow trading. \n", "\n", "Not the full 430 day period:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "day0=50\n", "vgbm_full=VGBM_backtest(day1=day0,day2=480,caldays=4)\n", "#vgbm_full.compute()\n", "#vgbm_full.write_compute_data('days.50.480.4')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "vgbm_full.read_compute_data('days.50.480.4')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "cal_4_pnl_full = []\n", "for n in arange(0,20):\n", " cal_4_pnl_full.append(vgbm_full.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 5, wait = 0, tr_percent = 0.,tr_pershare = 0.005))" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,5*391))\n", "for n in arange(0+3,7+3):\n", " plot(cal_4_pnl_full[n], label = 'mode = %g' %n)\n", "legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rgMqz8koqyr3/+guYOVNlA9JEE3UEc8tYvvjiC+zbtw+ff/45BgwYgGvXrqFB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\nUCfHpQDB6sedjUKWnX0Yi2Ugen1khQ7q8VR6og0+eaJtiabef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fNf8enfU52j1d7KHxb8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jO5lo5/UrS7JaQAihPge6AYvdTouioBjiqbfZutXX/2V07673E+C/k9sb3N7rmy+MxhQSEjLI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ZPo73//O4WHh5PRaCSNRkP5+fl0ww03yNEJSZLIaDRS586dyWAw0OOPP07AuduE9erVi4qL\ni8npdJJeryeXy0W5ubmk0+mI6Jtb2EZFRZHRaCSPx0NRUVF03333Uf/+/eVowurVq0mr1VKnTp1I\no9HQqlWr5HNx4BwS2B779++nwsJCslqtJIoi5efnU05OjhwNysrKot69e8vzBKJYy5YtaxGXkiSJ\nrFYrzZw5k+x2O11//fUtogxvv/22fLx+OzbRtWtXmjNnDuXm5pIoivTaa69RRkYGzZ8/n7RaLQ0b\nNowGDBggt61AtGfUqFHkcDho6NChFBcXR3369KGoqChKTU0lhUJB0dHRcpSjV69eBICSk5PJbDbL\nEZCAD4fDQQUFBbRjxw7S6/Wk1WpJq9VSeno6eTweOZYRiAKJokg9e/akESNGkMFgILVaTQ8++CDd\ncccdBIBMJhNlZWWR3W6XY06ByOyoUaOooKBAjmZoNBrq0KEDvfjii2QymeR2ETjmk5KS5NhHICIb\niDzOnDmTdDod2e12+fgym82kUCgoJiaGBgwYQMC5iGafPn3IYDDQs88+S7m5uaTRaORYXnJyMo0d\nO5ZcLhfFxcVRXl4eaTQa6t69uxzHmDhxIn344Yc0bdo0UqlURET097//nW677Ta5jpsxYwaZzWby\n+/3yZ4EIcWD+1giJRwned999OHz4MJYvXw6fzwedTof//e9/+PTTTxEbG4vly5fjjjvuwNKlS9G1\na1dMmDABcXFxKCkpwZkzZ7Bo0SL89a9/RWZmJk6ePIkbb7wR8+fPx+nTp5GVlYXNmzdDqVQiMzMT\n0dHREEUR+fn56NevH+bMmYMHH3wQx48fx8KFC3HzzTcDQIsHxJSWlkIQBFgsFgBASUkJkpOTUVVV\nhdGjR+Phhx9GXV0dZs+eDavViri4ODz++ONQqVSorq7G66+/jv379+O3v/0tRFFETk4O+vbti8ce\newwDBgyAx+NBbm4uOnXqhAEDBsBkMmHNmjVYuXIlBEFAdXW1PFQjCALS09OxadMmAOd68rdt24a0\ntDQUFRXBbDZj2bJl+OMf/wiVSiUP/+zZswdKpRJz5szBsGHDkJKSgmnTpkGhUECj0UChUODMmTPo\n3r07gHM9W506dUJTUxPmzJmDhQsXoqCgAAAwePBg9O7dGz6fD7GxsXJP2/79+1FUVITVq1djx44d\nICK8/vrr+OKLL/D444/j+PHjGDNmDPbu3YuysjL069cPM2bMgNPphMlkwjXXXAO73Q4iwtq1a1Ff\nX48RI0bgiy++gCAICA8PR3l5Ofbt24cXX3wRd999Nz7//HNERkbi/fffx4YNGyCKIvbv3y/3ru/f\nvx+1tbUYPny4vD9PnDgBm82GSZMmITk5GW63G6Io4rnnnkN2djY6d+4MhUKBlStX4s4775R7DJ5+\n+mk4HA55mH7ZsmXo3r074uPjAQCvvPIKdDodLBYLTp06BZ/Ph+bmZuTk5MDv90OlUsHtdqO4uBid\nO3eWh1G3b98OlUqF0tJSTJ06FSkpKXA4HHjggQcwY8YMNDY24q233sLOnTsxbtw4dO/eHfX19Viz\nZg0aGxsxYsQIrF69GiaTCWlpaVCpVHj66aexa9cu2O12OBwO1NfXo7GxEbt378bf/vY3JCYmoqmp\nCWazGSUlJbDb7Vi7di18Ph9qa2vxzDPPwOPxoKSkBABwzTXX4PPPP8eePXtgMBiwa9cudO7cGc3N\nzTh58iR+85vf4J577oHf78eoUaOQnp6OgwcPwmKxwGKxIDMzE7fccgt8Ph+WLFki9xL16NGjhb/w\n8HCYzWbs3LkT1113HQBg5syZmDdvHvLz87Fq1Sro9XoMGjQIXbt2RXV1NdLS0uR9S0RYs2YNRo4c\niYcffhgWiwWrVq2S4yn79+9HVVUVJk6ciPHjx0Ov12P69OnyKFdDQwPefPNNrFu3Di6XC6dOncLa\ntWuxefNmTJkyBX6/H88//zw++ugjdO/eHUlJSdBoNNBoNDCbzVi6dCnKy8shSRKICMePH8d9992H\nOXPmIDw8HJ06dZIjV4FjeP78+airq8OqVatQVlaGjh07QqvVYsOGDYiPj8fx48dRU1ODjRs34sCB\nA6iqqkJTUxMaGhpw+PBh+P1+uFwudOjQAbW1tWhqaoLJZEJzczMWLFiAhoYGPProozh8+DA6duwI\nk8mE1atXQ5IkaDQa5OTkoLm5GbNmzULXrl3lZf/hD3+AyWTCxIkTkZOTI4+eGAwGdO7cGY8++iiM\nRiPMZjOmTJmCIUOGIDs7G5IkoaioCHfddReMRiNKS0uhVCrhdDrhcrnw17/+FbW1tWhsbMT111+P\nvXv3Yvbs2XIPeWNjIwRBQElJCXw+H0RRxI4dO3Dq1CkMHjwYVVVVAM49QZe+c1184D0RISEhAdu2\nbYPRaMQvfvELvPTSS9i6dSt8Ph8EQcDo0aMRHx8PvV4Pv98vx6UAwO12Y8KECbDZbHjkkUcgCAI+\n//xzOBwOhIeH49SpU+jWrRuqq6uxaNEiqNVqiKKITz/9FI2Njaivr8fRo0fl0SIAGDFiBAYPHiwP\nZy9atAjJycmYO3cujh07Br/fj+uvvx42mw3Dhg1D37590aFDBzidTuh0Ojz22GNyPKSwsBBOpxNr\n1qwBEcFsNuP++++Hy+VCTEwMwsLCkJSUhFWrVsFsNiM/Px8dO3aExWLBpEmTMGHCBGi1WhgMBrz5\n5puwWCzYunUrEhISIAgC/v3vf+Mvf/kL3nvvPWg0GvTr1w8LFixATU0NTCYT9Ho9ysrK4PV68eKL\nL0KSJADAuHHjMHDgQNTV1aGkpARVVVUYPHgwNmzYAKvViq+++goKhQJvv/02KisrodfrER4eLt/V\n68SJE/B4PAAAr9eLoUOHYtCgQRg8eDAiIyNx5swZeL1emM1m1NXVobi4GA0NDWhsbITZbIZKpcLu\n3buRmJgIt9uN2267DVarFVqtFtOnT0d0dDSMRiMKCwsxaNAg1NfX46uvvgIR4dlnn4XBYIBCoUC/\nfv0wYcIEREVF4V//+hdEUYROp0Pv3r1RWloKt9v9vTYHAPX19di5cyc+++wzbNq0Se5p9vl80Gg0\nOHnyJMrLy5GSktJi/sBIcWNjI0aPHo0uXbpAqVRi4cKFsNlsOH36NPR6PbZv346pU6eisrISJ06c\nwHPPPYfo6GhERkZCq9VCoVDg5ZdfRu/evREdHQ2v14uYmBjYbDacOXMGu3btgkKhwMSJE7F3714c\nOXIEKpUKERERICKEhYVh9uzZmDdvHoqKigAAr732muw1ISEBd955J8rLyzF37lxYrVYcOnRIHu0y\nGo2ora3FkiVLoFKpYLFYUFNTg9/97nfw+/3YsWMHOnTogMTERCQnJyMhIQEZGRno2rWrfK5du3Yt\nnn76afm89/zzz6OhoQGRkZEgIjkC+t5772HcuHFIS0tDSUkJ5s2bh3//+99ISUnBihUrMGfOHIwc\nORKffPIJVCoVfojA79i37x735ZdforS0FHPmzMF1112HxsbGH5z32zvwilNeXk5paWk/+CCXVatW\n0S233CJ/fuutt9LSpUuJiCg7O5v27NnTYpq5c+fS+PHjSa1W04wZM4jo3ENfzGYzabVa+uSTT2jM\nmDFkNBrpL3/5C82bN48WLVpETqeTxo8fT1u3bqWNGzfKPWSHDh2S163RaGjr1q1UXFxMBoOBHn30\nUSIimjNnDj3wwANERLR9+3aKiooiu90ur2vJkiVyr3peXh653W7SarX00UcfkcVioVWrVtGYMWNI\nr9fTvHnzKDIykiIjIykmJkbufe/Tpw/Fx8dTamoqZWVl0cKFC+nkyZOUk5ND8+fPl//62rx5M/Xr\n148WLlxIp0+fJrPZTHfccQcRETkcDpo/fz6ZTCa5dyk2NpasVitptVqyWq0UGxtLsbGxlJubK19c\nFLhYMPAXcHFxMRERnTx5kkRRJCKinJwc+tvf/ibvh+uvv57sdju53W4iIjIYDDR06FB69dVXiYgo\nNTWV9Ho9JScn08aNG+Vtl5mZSXl5eXTzzTeTyWSiqKgoKiwsJCKi6667Tu6pmzlzJsXExNCkSZMo\nOzubnE6nvK9uvfVWeuSRR8jtdtOgQYMoPj6ewsPD5QuGAj2EgdEDtVpNTqeTYmNj5V7EpKQkMpvN\n9Oijj5LD4SCtVksKhUK+qDJw0V2glwxf9xxrtVoaN24cAaCVK1fS7bffLl9oY7FYSBRFGjlyJCkU\nCtq6dStpNBqqrKwkp9NJRERhYWGUmJhIWq2Wtm3bRuPGjaOCggLq2rUrERGlpKTI23z58uUUFhZG\nr7/+utxGb7rpJrmHWaPRUGxsrHzBUKdOnejGG2+kmJgYSkxMJI/HI89nNpvli3PwdY9hnz595Ath\nX331VVq6dClFRUWRxWKhyZMn04gRIygsLIxGjx5NRCTrZrOZhgwZQlFRUaTT6ejVV1+luLg4evHF\nF8lisZDBYKCwsDC5V8nj8ZDX66VnnnmGtFotFRcXU0pKCqnVaiouLiar1UqvvfaafOFNTEyMfOGl\nRqOhoqIi6tmzp3wBi8FgIJvNRvPnzyeXy0Ver5cmT55M06dPp5ycHFq+fDnp9Xr63//+R3/961/J\nbDbT6dOnyen8//bOPbbJ897j3/f1JXbiW3yL7cROcJzYTuw4JmsS0oVCWZeY20pTaIe6ad1WZdVW\nGChlpVPXITapWjtGKM1K16GiUm10C6WCEgYCCSiXlEsggYp1akMEmdJyGU0JCSzkuz9On+c43XaO\n+OPonCO9H8kC4rx+Xz+393m/v9/vS4Es8DIajbKQa+bMmbxy5QqTySRzc3M5Y8YMkuS2bduYk5PD\n0dFR/u1vf6Oqq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G0n5lhVVZXsn3Q6TZvNxu3btzMajdLhcHDOnDmyXUX7iD4pKyuTiq6I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\n", "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Doesn't quite float... mode 13 does well, but that has to be just luck!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the transaction costs eat the day trading profits pretty badly. It's actually possible to adjust the trade frequency and amplitude/magnitude by increasing the calibration time, but then it would be wise to also allow positions to be held overnight. That's what the class below does. \n", "\n", "We now have an expra parameter, close_after. It's value in minutes tells the p&l algo to close the position after close_after minutes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "test1 = pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=51,caldays=50)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit test1.compute()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 7.29 s per loop\n" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "day0=50\n", "overnight1=pa.VGBM_backtest_overnight(Xdata,dXdata,day1=day0,day2=day0+50,caldays=4)\n", "#overnight1.compute()\n", "#overnight1.write_compute_data('on_days.50.100.4')\n", "overnight2=pa.VGBM_backtest_overnight(Xdata,dXdata,day1=day0,day2=day0+50,caldays=25)\n", "#overnight2.compute()\n", "#overnight2.write_compute_data('on_days.50.100.25')\n", "overnight3=pa.VGBM_backtest_overnight(Xdata,dXdata,day1=day0,day2=day0+50,caldays=50)\n", "#overnight3.compute()\n", "#overnight3.write_compute_data('on_days.50.100.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, alternatively just read the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "overnight1.read_compute_data('on_days.50.100.4')\n", "overnight2.read_compute_data('on_days.50.100.25')\n", "overnight3.read_compute_data('on_days.50.100.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The methods \"show_dynamic\" below show the portfolio processess $\\phi_t$ in sample for the different calibration times. We see that the long calibration times yield more slowly fluctuating process with a bigger std. This is why it fares better with transaction costs. I didn't consider longer than 50 day calibrations because of the limited amount of data..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "overnight1.show_dynamic(day=0, past = 0, future = 5)\n", "overnight3.show_dynamic(day=0, past = 0, future = 5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rXzVteckQj3bh9Dh5JyBNVbdWY9rsaRG1C3W0j2C3n3tk9DBz1QLEo09NsHar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G8brMRzAfp2fjzVTsL0NIDny/gNmpY5V+he3h3bD2xnf+9r3mdJbwxYJzVe/QMwBxpqd3ySgd0N\nu6Va0QTqVzKqAW8oqDzVPPhAxYJIATRDk3osvCyMeK83YDWqyXDPh6casEoXEiip0Gl9T5Ne8+SC\nJ5keLSCnE1UUVFjoH/Qc/lz+e8m+d7YT4qRXJ6GmqUYaxEb3DqJT7QYvcSZO7UIV6GtZaDrQP0SI\nRvX8bfMxb+s86XXMswjvPOg/TPgDRlSNQO92pkEkjuNzt87FA3MeyJtRSIHO7QrbOfZ/QN7Orpx+\nJZbuWmqR7RS1uIOMmfFwJscELVC8KDvN3SZPOtca8+P0KdOtii5CxmUe1J6eOfsZXHbkZeb5LdfS\ne06dORVXTb/K0td5yU0ej535GE7uezKLJxOpJ155xuIuaK4xsNJKylfRx+78JOOEEQPwZYISfLnp\n9/9yqjkE8TLKhM39Tix+K4MqNainWsaZ8gJeUo9wKHuqwwj7om14Uf/IF6caAFvJtwU6FHWw6HjX\nNNUwnV1mVAsrdJ4eFA6FWbvjaRefb/7csh0tQqYsQrAY1S3yV04g77mmayiImvrBK6pXYHxvZ11q\nWR+jGAxxyxQAe0Yu9Xd5pPU0juh8hOUY6Z/T9xIzWS7YvoDp0QLyRVpRrAjhUJh5wvc17wNg9eq4\nJbXKVj8dMHcEeQOawBJ7+MyomKs+6dT/h3UcJj3uJsGnKhuvpQ6YWd5+M/s30uuofrLJRieWc2Pd\nRizeuTg3nmpJvFJKMxMFXXr4pYHv25BqMOkf4QwtiCCThrSUSfFekXCEBe/S3O5HIcr2nFbyVPNl\nU8kJAsDY7mMBAF3LurLvRf/lv1dzutli3Kb1NJMt5dG/Q3/L32Jgp5jHg5VXVIPh6IG8rGG+oFqU\nW4J4Q1bPs8pTLS4c/kv/aIFXTrUIGa84qKfaz2CoG7rNU60KphKRDR9Rxi3NN/I1MPkdMJ0mrXzT\nPwC7odSaECOdqxurmWIA1Y/MU83/bfFUcws7GbVDhOybl8UzUo4hhFw9HFTOtJ5GPBLHympTNeiC\nYRe4Pl+ELDsjQTO0wOnovYI8L/ROfHIGwEw5LUvBTpB9K/JEraoxE2oR1YMfL3hpNhnc6B9exsZm\nrVnuqQ5znmofgYq56pMq5SfA20TqZxwTPdWiEcj3LT4ZkMzJ4wWqeSQXY6+sPBSgLBq/fB4EendV\nPyIJOFUqdt3Q8dvZv8VzXz1nL5PivaLhKBubyGmVze5ja+3kiomoVG3+ksMvsZwHZNquuNDm/06k\nE5bxRQVx3Hejf9x49I0AYKHi5cuo/u7g77J/q8YPWWCxaDTz76LpGpuHgsTGqfBvYVQHhUwuxu9H\nZdsKLh1wSOUQdh6TT2qp+J8e91OMrBqZ80BFHrqh2+7fGkY1P9DeMuMWbNu/Lft7tniqefoH/243\n//NmfLXjK1z196vY87PVqc6WGuK2TZpPUD3TOzQkGyxGLX8OkOEv8wMNtTsxHa6XxYKMp8ZzsXnt\naxWYp9rQUBApQH2yHsf1OI5tgQdBSk/ZuMyarikTy+QK4q4FfWu+Dq6afpVNko4vowhxe5fxxbkF\nUNeyrrbrgMzY5LZLJ/tdrNumVJPFK03gj/mhf6j6nV/nh1P/D8qjVCXAojKr3vOzTZ8Fep5f5Moo\nFB1WKT3Fsg/zxhu997R50/CDd37geM+0nkYIIZvHFWjxVBsa/rX1X0xe0wt0Q2dUDuapzoJ61xae\naif1Dx7iDqM4fvKUqKZ0k9RTLbun1FOtEFQ4rd9p6N++PxszT+93uuvOYVD88KgfsrlG1a9kgZyi\nt52v0+s+uA61zbWYPmW6xcGRLf4tjGqvknoiZBHSfjuSV071Q2c8ZDmP90qM6z3Oc5CQmM3MK8g7\nzqM1Bg3e8F2zdw1W7FnhcoU7DMPAsKHDLFxovjOsq12HpbuWYmfDTtw842Z2DaCWiOLPkSGbHYJj\nuh+DiYMmBr4+F+C91TQpAvJ3FrcBeVqBqLoR1FNtMao9eKrJg8PzMEkuice4ceNsx/q374+HT384\n8zyO/iHyaZNa0negol/QM6n/a7o/z7jKU817XGXUFlWyKRldQ3qe5HfRaEloiYwBzZ1v4VT78VQr\n+qRMycEJo8eMtt4X/jzVsvo5ossRkjPtMRo05tDYN2fLHNs15BjIBf1DdjyXYJ7qsFVPmt53dc1q\nx2yXdI9wKJwJEBMCFR11qhWLhc37NrN/U5p2t4DHyspK5W9tEXPklZPM7wZ9u+9b/Gvrvyw2xJ6G\nTGB6c9rcPfJrVDPKhEM7osyEKT2Fy0dc7ijtmit4CQAWqYcy+ocMuZC//fcwqgPSP3KRdSoIwZ0G\nUCeukqryg2q8ioYn0DqeajGlcq6CAYcPG27xMIv3pQFmfe16y3H+u5IEkxdPdTbauneOuxPjetuN\nvdYEGdWNqUY0pZoco/f3JfZh7d61FmrIi0teBGANVAS8ccWLYvZzRE+16H2YONC6CGHqHy2cakAe\nYCYa1bRA4L2mfKCiaFCl9FReAxUBsCBRgm7oiIQiyj6v0qTlofRUc3WleifqK24L+7vH343zh57P\n/p4wYIJtxwOA1PvIq388//XznreJVc4SXj3GC8aMGWO9LzfW5jrD6bXvX2t7BgDsOLBDeY0s5sUr\nqH2M7jradyp213tLHFZJLYlYOGajf7A8CB4ME0qwJKMY8MadKibCDV1Ku9icAzJUdnQwqttA/aMp\n3eTJQcjvIj654EkAmf4bQohp8AMZ+odXo/qVpa9g2rxpntoPJerJ9+4eD9VcLGbgpfIB9kBFL1rg\nQfFvYVQDuQtU9Au/nGp6nkz9Q3ZfEV4rXcbjawv6BzX0e2bew8qRLcgI4ZMviPcVt/VlMlMPznkQ\nl751qSdOda4VC1obJFN10RsXYeGOhczIlNXHtgPb8M3ub9i3ioVjGNFlBACrpF73su6uE8+070yz\nSFYSRE81ZRc9Z5CpySsaeLRw5oObZEaibLCUDfjEqRaNu9bwVFcU2I1qFefxlaWv2I55oX/M+db0\nhlJdOU14vMHrhIGVAzGyayb75DWjr8G070yznSfTT6Z2Ru1OJWMmgt71mlHWLL1+PdUqeVHA9DiT\nAoIKQeYJZhhKlAdEZCOzStdcduRllnLmJPmL4LBqSjUxT7WK/sF/a9V3e33568pFHp9COsh3v270\ndRjWaZgl+UuQBUtbeKqbUk2+6R/0vWnO61LSxSKhmtBaONUu70M0v/fXvo8PN3zoqf2QDF9aT+dF\nTk+Gx+Y9ho/Wf2Q7LvNUizrVXhLZZIt/C6PabSDaul+e/jcXCVC8cqp5GLAPoF4HU69GqegdJMOT\nn1xbw6im8n6z+xsAuZOX4wdkqVEtaMzK6B8763eagWke9K7znRUx3xCzZZEB5bSQoG8Vj8RhwEA8\nErfQP87sf6brc/u062NpZ98Z8B0Adk919/LumD5lOgZVDrKUjz+H6B9Ut14NX5WRnNJTLHjv8M6H\no0tJF6S0lO/kLwM6DFDK4clAUer07Z0CI19f/rrtGF+PZBCLFJI1e9cAyNA/nL4Vo2Z4mBRFj6LM\nWKdj/E4CZVykcngdxwwYKI4V4+xBZ1uO85kFvUB8nmwCdoLX8ZkfQ55d/Cx7b8B5jlDJrHoBv1ua\nb+/qhW9ciNeXv454JG6RcAQyY3vasGZClaGuuU65W0GcakBeN27fiN/yzypQsRU91SGEcNPRN+HY\nnseiJO6+C8PTG+gdaczsVNIJNY017Fw/nuoP1n3A2qwno5rzVOfTEQFY56qPN3xs+13Wp8WdELd3\n+q+n2iNeWPyC9HhQDhsP355qSlPuklFRNXB4rXRZMJRhGK1uVIvlzYWn2oBh6cDkweQhGmVOCRHc\n6B9JLSk1bg4liDxFZlQ7LCTYaj8cQ3O62TSqDdOoPrnPyTi136m+y3HRYRcBsHuq2b85Q14si2EY\n0AzN0VMtIhQKIalb06nznOrT+pnGcLeybqgqrUJCS9gWn24ojZfixmNu9Hw+gU+p7MWTxGeyJMQj\ncfzixF+gb/u+0v5M9A/V+wxoPwBHdT0KgLfgP/EZTkZ1eUE58wDTRE19zAv948stX2Jz3Wbpdykr\nsNNO/MCvUa2CGzVn9ubZ7Jhbyu6gnmpVeXI1vssW3k6BijL9XxVk78sb60EWGbw2cVaSeq3oqQ6H\nwji136kojhXjtuNvw7OTnnU8n6fm0RhOY1xZvAwNqQZ2LvHXvRjVsmc4IRqOYsu+LZ7PzxVkdpCs\n3Ym7Zm5l/C+nugVunGrV1r0sUDHIswHvDYolfxE91RwtxAlePb2kQ0xIakm8seINazrqVhg0xEaa\nE6PaMFw91apVM//NRVUM1cC7bu86zFg/A8WxYul296GAaCgqNaq9tKdYxDSqydud0BI4Z/A5jtkU\nVaB6Ez3VBN6Q50H9JoinOqklbZxqon8M6WgqX2i6xoLo8u11oXbGG9WRUMR1DDnvb+dBN3T87l+/\nY8fikTiO7nG0ctIk+odqAfLoWY9iYIeB7F5uoO8yYcAEAJAu0sVnfWfAd3Bcz+MAZPraTTNuYiml\nVbjvi/vw5IInpd+lIFKA35/1e/Sp6ONaZsCsXz4tu29PtWKsFK8VJ/u1e9d6eg45BrIJVMyHk0TV\nJp0CFS30D5c23bmks03vms/st7NhJ5OXZI4Rl3vyhpTfnVFRBaktUBovRZfSTFsV53IgU849jXuY\nfUP0j9J4qdVTrSUsOvgqiL97GQ/CoTCeXey8AMgHZEa1U9pxr/SP/zhPtUq+y039Q0Vszwn9I8CA\nxqgIoqe6hVcHuGfrcsKRXY7EXePvshzbVb8Ls76dZdu+zTectl2DwoCB5cuWs781Q3N9juqb8+eq\nykbXdiruhD7t+gQud1tC9Cp58VTTgigWjiGRTpiZDHVTpzpoSmsyymTBi0CmTcroH7R4cvJUi2nK\nDcNAUktKOfYpPWXJSBaPxE1OdZ4DFemb+/VUA/bsgfx7BfFUA5nv6If+cfHwiy3XApndMXFBdN2Y\n65g2N9/HvGRCJC+biMJoIfq27yvN1inDwkULLd9XlIx0g8rAEq8VnQi8pGFSS1pkEn885sfs39Qe\ngyTg4SmIsgVqNlA5rGLhmE3JhQWlG9491dFwlLUlgpgA5dt932LuVnnWQ9U9qYxuqk011TXK3w6G\njMNju43FsE725ET8js/Guo0AMpTHsoIyC6faq6dabOPtCttJKX6yrIutDZmjlKcdKdU/Wt6R9PxF\n/EdxqqPhKB447YFA16o81blQ/wgC8rgFWQl72Z7oUtLFpotMRjpJHQH5N6onvToJ+xL7LMdypf6x\n/JuMUW0YhmVlDmQ6BwU0ybwcNGgyT7XCwKRr880ZyyeU9A8PnOpYJIZmzUr/EI1Ur6A2VxgtxL2n\n3GuWQUh+wJePlQUh3P353ahrrpOmNibMmm01qklXW6R/AC3e6RZDkpLKtEagInmhyCAhPvTxvY7H\nUVVHOV67P7EfXUu7MloFbwjL+vOmuk0AnNsu/eaH/sGk0Lj70kLJaUFiMbg8jH8UZCWCDAivY9jC\nRQttgZNe0zADwT3VPM2F51cPaD/AYrAYhoGUlgoU7MU7dixUqhwYhSqHVTQcRVGsyEJFktI/Asxx\n4li1cPtC3Dv7Xs8UDl59xtWorrHOG3687LmE6lmhUEjaPmUeVZ7+UdOUeS8yqt3eR5ZVt1tZN+dr\n8uh8sD2LK19aT+PGf9xo2e3iF3iiUe1Vpe0/iv7h5FFzpX84eKpztRr1a6DWJ+ulz84F/UNmuMr0\nrVtjQSFG+eeK/iF6nZ756hnbc0rjpehWag4KMk61KPjuNmi31ao8F0jraUvALvP2OhhbIqc6FomZ\nnmotYQsE9QoahAsiBUznV0x+ANgDTen4gcQBm0Hl1I5rm2sRQsgy+PP0D7pW001PNUnq5bOuOxR1\nwJUjr2SLffKaDus0zLbDBMDidTqQOMBk7AqjhRjQYQD7TfYdDiQPAHAxqlu+jdftXv5+/ERNnmqn\nb8f3fy8qB0ktyfrsZUdcxo4TfcjrGGbAPmb4MapVEA0VmW43KwP3vj8/4ec2I1RVetoAACAASURB\nVD+op1pVlnwahZFwBIXRQsuigRnVPjzV0nsLUn20GPGr4BGLxNj3P9jVP5yeJeu7Tka1qIxDC1Nq\n58M7DZfSGMV+oNrJ53eH6Pdbj5UnQsol+HElpaewoW6DZWzknaequeG/6h8CVEaPG/1DtVrNRaAi\nALxxwRu+J+Ha5lqb+gdxrWV4c8Wb+OLbL6Dp6gn/R6N/BCDTMPjsRvw2JKE1jGoxICkXnCXZBCmC\nvH8USe0l+Ysb/aM1V+W5xrYD2/DAnAfYpE0D49E9jsajZz5qOfePE/9o+Zs41fFIXOr59QOaIHij\n2ZOnmktTLtI/nNpxU7pJeS/esNIM02tNnupc9o1HznjEdoxSMVM5vLwLYHqqyaB85Xuv4CdH/8RT\nGRzpHyH/9A9ZOb0Y1Ty8LLB5+seFh10IADh3yLk4ta8ZJOtZlUOIYfHtqXahfyS1JPY177ONb/y4\ny7+v+I10Qw+s9cvTPyyc4DwaheFQGIXRQqmn2qu3t2e5PFFIOBS2GDdEE/Lqqabz/CYaEtFanury\ngnJ0Ku4kLwPknmpRlhOQq+4AdvpHY6pRSmP0YlT/ceIfcfuJt9ueyXPA8wXRUw1Y2zhva8jeBXCu\n0wdOewDXjr4263IeMkZ1NuL4Thl4ctFxgnrtWIO45x6Ea/c5TjIvLnkRLy15yaJ+IIISjNB9juxy\nJPtN5qlujUGDPGWEbAY5gmGYacoJUqPa0BBCyLZql3HKV+5Zye4rg5O806GGSDiC6VOmW7y9vLcT\nALqXd2e/AdbkIET/CGpUR8NRXDnySsu3lKneiN4ZPmELlZ0GdDeqhmxRbcCwSNlpupn+vDndnHNP\nNfGJefC8Ub4cbm2sMdXIJs2CaIGlnGI/OHfIuZnnOSwImZKAB8qLLAPekxPM5BNejNTzh52Pe0+5\nF1UlVZ6MpKSWtI1Tfdr18bwIIWTrqXZLzPPkgifxP2//j237eGfDTvZv3lCUJR2KhWNZ6VTnw1Ot\n2gWOhCIojhVbDBl6P6/qH09OfFJ6nGhYBHqG311OL/QPHleOvNLyd2t5qp+a+BQePuNh5e+y9tm9\nvDueOdu6O0vlFeMMaEeO7IYNdRs8PUdmVHcv726hltKYEXQ+8AOLp7rFjrj+H9ezY6rFXMfijoya\n5lSnwzoNQ4eiDlmX85CxEoIa1ICcU53SUm3Cqe5c0pn9m1X8woWIb9zMZO8A+fuyQC2FR4k3EABr\nMBjf4MZ0G2M5P5/geYRiOYLCgLtRTQMCDTCyc6iDfbDuA8ey0aIsmzZ4sCAIV5hPDjJ9zfSsjM5Q\nKITJQyZbjvHfldFDhIUq81QbGU+1zBCVGWqqLT2eO53W0yiJl6Ap1eRbpzoIKBkP4C9g2ulcsX3y\n/d+p3r14cQgi/QMAS03sxdNdGi/FEV2OYIGnbhD7uoigkyD/HXPRrymDXVpPo0dZD3z/iO8DMPWY\n+WcSxPpIpBNZJ88QAxXzyakmIy2tp23Zci2LZEWbIlqeDCXxEksQKxlQst1WGag+Y5FYJvmLhwWc\nOC61pqfaSSJSNRaJx6m8Micfv2vrRRkL8DYuURlagxop0j+cwJf7hckvMKO/NWyeQ8eohoGuZV2l\nv7lxqmWr1XP/di421m1sVd7Ua+e9Zol0FoNKZFkPeeiG7kj/YEZ1y0ByXM/jmC4wjztOvMP2/Hxh\nf2K/ZeWcq0DFo0ZmArrEe1JGrlAoZPPqO0kmqb49ZYP8d4AfY1HU+syXN0Imb9apuJNF7Yf6N+8l\nl6U4PuGEE1yfx2dnpO+hGRqKY8VoTDUyibt8gk9wkSujWqV4AzhPeu0K23lOXuPkUffDBw6Hwp6N\nWRsvkuu31425Di9OftH1HkeOONJyHz6exk9aaBF80CsAphwjO5/34Ir1kdJTwReqXBCWLGYkH4iE\nMxKQtBvpdWyPhqN44HS16EBpvNTijCEDiqeayCAa6l6+Z2WlQ5ryg0D9QxWoCJgOupP7nJw5t6W8\nsn7I91uVk8Erp5qHnyDnbMHXp9sOhFt/zScOGaMaMBuNjIflxqkWKQiEvU17W9VTXRIvsQZMCfJH\nbiR53dAd6R+ipzocCrP0zzyi4SimT5neKg1MMzQLBSNXgYpjR4/N/C3UffvC9oz+QR1R1j7EQXP5\n7uV45F92/qvqOYci/BiL1D7Iw5Evo5r3OjD6Rzhi4f3Rt+fl/GQUgBNOtBvVMqOMp3+M7joax/c8\nHkXRIjSmGlvFUx0OhS0ePq/1ktJTak+10D5lAaAyRMNRz8lrnGIT/HhayYng6VyR1sD128JoISqL\n1YYR4cgRR1ruw+9S5sJTzWuPq4w5vp2L7SuRTgQ2THj6R64l9VSg9lpRUIHPNn4GAPjTV3+ynada\nfDmpB5XESizJS7xSBqdNMIPvaLzy8j0rOzoY1W2kU20pg4JTTaCgZYALLJf0Qy/GbxCjmskXtkKK\ncq9jslOZW2OhdEgY1fxArvooqoGRJKVkyIVOdTawZL8iTzXRPyQGHHmq3YxqfrKirdm2BB9UIU6k\nTakm34a2mFFRvL4oWsTqlhnVLd/Vqb4/3fgpPtv0ma+yHCp4YsITKI4V+2rv1D7JY5w3o1ohhXR6\nv9PZcaq/lJ6RHZPJJMnGAdWYQfSPu0+6GxMHTWSe6nxL6gHWBBd+AiNfXvqycrJ3Mg5bY3uWcS13\n7waSSeDAAWDPHmDHDuCll4C//x14+mng3XfRc+Nez4tUsf68alPzEJWevHqqe5T1MMvgYmDxcnKq\ntsO3c/GcpJbM2tuXj7lMtQtMzzq5z8mO4/ery161Xe823hfFiiz0j2bNPfsmYI5Pr3zvFQzvPByA\n1dALsnAKktwq1wiFQpakRSJkVBvZOO1kcIvnsHt7oMeK0nX5hNdnOBrVQj8+sdeJWZVJ+vyc3zEP\ncONoOa0+1u9dj6qSKulvRBE4GBAOhV3pH5qhMZUC1T3oPEKvil5tmgUwHolbopHFAfXCNy7Ey0te\n9nVPWUZFHgXRAjZp0reSeqolHDK35x6qKIgUoDHVaNEvdcJvTv4NLh95OYCMsZQvo5rfyuM5uyf2\nPhHH9bBm4qPfAE4/3KEtAHJPpyyDXXGsGE3pprwnfwGsgYp+Fvf7E/uV450sGJk9L8/vM33KdAxd\nvhs//f1XwDXXABdeCFx5JfCjHwE33QTU1AArVwJ79wLffINT3l2K6OIlnu7Nf5s/TvwjxnYf63C2\nHI/OfdSm/uHlmz921mMA3AMVqS7dPNXkoaVnP3/O8xjYYaBlsegXvPoHj1wY2apdYH6XyG2H1YAB\nNFizZzqVTfzNS0p7QkVhxoGTraGnUuRobUwaPAmvnfea9Ddep9kL/cPPGO5FcpjXBM83cmFUi7/d\nelzupQAPGeFdp8p1on+k9JRSnYOPum8LiPxeTdccDTcxoxwAPH7W49jdsBv3zr7XNsDLntPakElH\nidh2YJvv+4r8SB6U+Y/3VDelmmzXiW0qV3zvgxF+DeIjqzLKMWRU54s3J9MXFduNE5WB9/p5ofmE\nQqZRLRrPhdFCFqiY70kiaKAioO7PoswWP5bw28TZQDrOHjgAzJiB/m9+it9cMAjjbnwDiDgb8fPi\nizH4/Y+AkyZJf+fLzrcPUqYJAr4daIbpUBnQfoCj8UTf2rOn2mFBltLMuSihJdj9OpV0QnGsGHXN\ndTmhf+QieYUIqotd9bvYMepzJA1pGObuYY/yHti8b7Plet3QEb74YuC224ATT/SkuvW/x/wvHplr\nUvGa081sF8kP+O8ZhLrXsbij72vyAT7IUAT/TRzpH2F3+oc4/3mxj1ozUNHr7qEfikc+bKNDx6h2\nSAfu9BEpU5oMTpNZJBSxybHlGvzAEglHPXlKxUDFklgJRlSNsNxPHFjbMhNgJBSxbbuKyDX9ozBa\nyCZNGkRoYpYF8lx2xGVYumupZdJQPfdQRTZeZtppyBdvTkb/oMGavrnFU02/SSg9srZEv5875Fy8\nteoty7l8OyJKRj7pH8wY4QIV/XrGVWPWNaOvwZb9W7Bkl+kBpm93eOfDcf3Y66XX4I03gA8/BEaO\nBIYOBeJxYNQo87+bNgEbN5pe5qIiIJFAp8I4vlvfE9i2DaitNb3P770H9O6NVTf9D3bsnu5qUAPA\n5iFdEV2wGXj+eeDSS4ECq+ODJnTSb84FRE51CCE8etajDld4n3TX164HYM43kVBEOlbwnmrxGa8v\nf90SmOsHvKdatuuTDfjx8srpGck5PvBNN3QktASi4ah0nNG1lvp74glgwwYc/9VWRObeBmzfYba7\nyy4DurcslrZsAVavxsnV1ei6ti/erv0SG3uWoXz4KKyuWe2r7NmOV7x6zsEKmRef5rwHT3sQi3cu\nxqvLXs0Y3D4WbnwgtwpB7hsUFw2/COFQGPO3z3c8r63zSRwSRrWXbXfVOXyyCNlvKoP8hF4n5GVr\ngIdV/QPe1D8MzcIpjIajFiP7p8f9FD3Ke1iua0tPNR8l/pOxP8GKPSvYb+Q9JkPoQOIAYpGYK2fS\nMAwsWriI/S2jf2i6NVBRBl7dIgTnYFd67qGKoFrqQIbDmq8gDydPtUxiUmzP/N+zv5htuz+1v5P6\nnGQxqjXdasySgZBP+oclCl/hqZ46fiqmzpyqvIeTl+/u8Xfj3L+daznWuaSz1dN14ACwfr3JfX7r\nLeAXvwDmzAFmzTKP/eUv5nmNjcBhhwGVlSY3OhRCLJnED78tAv5xA9CrF9C/P/DLXwL9+yO55j1g\nt7fvoMejqJ56G8peng489xzwwx9aDGta2LiNiV5RU12D/u37Z57vcXeAeapV9A8xo6KDOlNaT9sS\nc/BwkwlzQzgUzvoeKryw+AXL33ya+pSeQm1TLQqiBdLFqNZQD5SUANOmAVdcgREHdsF4aAqwu9pc\nlP3sZ0DPnkB9PbBvH3DEEUDnzqicuQCn1m4BAHz46Cm+y+ylfmuqaxyDFdsabmOuLKMlLSZikZhN\nIclpoSHOb1441aK8aT4xpOMQXHjYha5GdVvaO8ChYlRzwv1+J3Y3T3VbcqrFSO2SfU2OOtXkReMX\nCZFwhKl5AJkEMDza1KgO2Y0Wwh8Xmpn7mtPN2LJvC+767C50KOqAR85UK3AAZntYMH8BMLjlb+Fb\nFUQK2KRJg8iwjsOwonqFLYslldFJN7djcUdUN1a3+Qo4G0TDUVSVVFmSUXgFM6rz1Fd475oqEQlv\nWImcar59z/lyDmsXBPq9b/u+eObsZzBr8yxG/+CvZUZ1Pj3VXPIU8lTXJ+tREssYvaO6jXK8h1N/\njkViCOsGQnomWRbbcdu7F/jrX00Dur4eOOoo4Fe/AgYMAIYNM88xDGDhQvPfw4aZxpBHHNbpMBbY\n54ZwKIx0VWfg9tuBp54yjepf/9r0WMbjjIKT0lNZ07JCuoGamhqEB2W+G+1kuV7rs807GespLYWu\npV1x8zE3W447yRR6AU//8JPsxOu9DRhYtnuZ5Ti/o9Scbsbsb2dbFi089IZ6oLgYRseOSLz0PJ6e\nfgXGjxoFhKPAxInA1q3mrkdREdC7NxAzx+zGmX/H8i516LG9AVV7/S8W+CQlKodITY0Po9owAC/t\noakJ0HXzfcLZzb1u7e/E3ieiXWE7Rg0FMruS0XDU1raGdBxiSe3tBC+canLWtJYdpZqDXzvvNVz8\npilXrMrU2Vo4JIxqHtJARQdOtZNR7TR5toZX0qL+UV2Da1/8BsZl6sGDvGi8J8TL5N8acjcqyIzq\nPy36EyYMnMCkDr/Z/Q2u++A6dCjqgLV717reU5ZRMYQQ7h5/N6bOnGp6qgX6BxkW9M15LhoNPqrB\nRjd0jKwaiSnDp/h8+4MLnUs6Z2dU58tTLZHMon5OcmkyLWuWPt4Hp7prWdeMpJ7Q/8OhMPRUCloe\nJfUeO/MxVmZ6p7rmOrQvct/671TdhMNW1aDX7mXAjvfMrfLmZnPirqw0DeCtW/GzlxfBCAFduh7A\neb0PR8GXi4HHfwAkEsBJJ5nb8B0USVNCIWDMmEDv1rd9Xzx19lOezmWSehUVwM9/DsyeDfykJeV6\nt26IdmyPIcW1WFUVQVljg6kgsmOHWe7KSmD/fvP/HTqYHu5vvgFmzgQGDjQXD6kU0NyMXqED+MGr\nK/HbMYWWduA38ZfXcx2Naj2F4lgx+newGp+qLKJeoaJ/5II2Q0G9Yr8SdY+bUk04vPPh2FBrz9Zn\nNDQAxcWYs2UOHpjzAMLxsPUb9ehh/l/A6p/9EG8veAJnfbIZEx99B+9e2wsFCX+c8c7FnbG70eP2\nSQuKY8V4dtKzphGt6yadaeVKc0cnFAKKi4GqKpO60qMHUF0NbN4MrFsH7GwZX0MhQNPMttmvn7mA\n7doVSKfNNltcbN5b183dHg+UKRnOGXwOzhl8DgBzHDmt32kWiploVF87+lpcPepq6b0sghC6AV1L\nI2zALKNicWChM2mauaBobDTpY+3aSa/JBqo+UhIvQTQcRVpP48HTHzTLsns3sGKF+f+dO4FduzB4\n77e4tn4NGopiSBRGgG0Pm+NiMglEo2b9XHyx9BlecUgY1YZhZFbjkondKflLUE91a/BnLc9OJlGY\n1GEsX648X5ZR0UuAQGvwnVSIhDOcajKq/77m7yiNl9rqsixehr1Nez3dlzeqNUNDSbyEeSai4SgS\n6YQlUJGMJPrmF72RSYrDl1EG3dBx8zE3ezJ8DmYE9YTl21PNb1mL8QBXjLwCFx12ER6c8yA7Ru9B\n5bp+7PW47ePbAGT6bbcd9Rg/Zxv+cXofhMpb6ETc5GAYBiLNSRTMWwSs2wpUVaFixWJc+84/EepQ\niaJT64DYV0BZmTkoX3QRMHy4ORkGRPey7izQjg9UrGuus1G2+m+ow7ELd6L8QNL0PBtAcWMa6/tV\noHx7DYD1plevvNycCGpqTGMyEsFbZ/fH5p5luKDHWRjQ9VRzouvZE+jcOWvPWa4QDoWtY+yJJ5rG\nR1ERMH060nu2Y+SCXTjr3T2IRKLAZz81jZL6etOzWVFh1k0yaXo5Uy1taN48YNIk87fSUlz8gLmI\niWmGpf36CQ6lXUAZbONGMomey7agq7YPI7fvwb7yOLRwCFokhIrmnSgrbgds2ADs2mVy1mtrceyK\nuei3eyM6aDHg0xtMY84wzHqj/0ci5qQfjwOFhRmqTCKBzloDrtyxHPEFd2JUzXJU7N8EPRxCaXw7\nMPeXGeNQa+lbZWWmUdili/n/AQOA9s5jmzi/8oYbBSpGw1EpvUVvrAeKiljMitedByMchhEO4Z+n\n9sakb3fhrocXmD9c7ulyAMFiSWLhmJnh8IsvgAceAKZPB/7v/0w1m5NOMutu40bTiJ49G+jYERgy\nBDjnHLONFhaaRnUyaS56V68GPv/c3AGqqDCvjURMj3xzM7B9u2mcRyLmf6NRIBTCBfPXok9FCvio\n0fzt1FPN59TXm319zx7TcGxoAHQd7ZJJtEsmgeR0XPzVGpQvegBH1G7FlLrVqFzzAtCuG8KxGMKx\nmNmOIpFMGZua0GP7Sly1fBlKG1IobkqjfeF6dC7+CCho6WudW7JBl5WZZdy/H8N3rcdN334NvHWB\nea+iInOMbGoyx6YjjwTGjTN3vXIw9kT316P/hrr/396dx0dV3/vjf53ZspONQAghJGELiyyyugIC\niggFwYv6a7m28rCKeut+W9vbli7Weq3V1tal7Vdr3W17vV73rUVFZVFBLAICssgWICwJWScz5/fH\nJ2dyZuYzk1nOzJxz8nr24aMkmWQ+M/M5n/M+7/P+fD4oOtmOnHYf3B1+ZLd3ArvvxE2f1qOj+STw\nz2+LC52iIvF+jR4txpd+/bDjyCf4n3fuRW5rJ7LafFg2aZJ4L7KyxDja1ATceWdybUz6VaZBUPlH\nnCf2qJnqrg1CMkobrDo7AShoXfMe0Df6OtX6gSuWjJrZMtVA12cauqNhjHcHtP6g+FX0O9oK1SdW\nTdEyM9rz6GuqtXbIPm+3wx11WahMr2dulESDYu34ScXdm7vn3B20akVov/c4PfDkeILvzjic+OOC\nPwbWbx1ZNjLs71Z/1YShu07iP/7wqfjd/7tMnHymTcOZ77yIUyX5GLV3B3Jr24HJZwA7dsBf3h8P\n33YexrTkY3ZzHlA1FHj+eXHi+uUvxcnyv/8byM9PKAujv2DQT1Q82XYSY3KrgcceE4P6229j0eEv\nsWtwH6ydWA5FVXG8MAsnC7PQ4XFicd1snDkhcmSx7elXUZ5XjtlnLwMS3MY71bQVWIJok9WuuAIt\nzUfwwtBtONZ8FLlZ+Xjmkie6H9fZKU7qGlUVAaMr/HTW8tvvBLKbkdapNkrZ0VbU/PAe+N2nkFU7\nDJX7mzBqqxcOv4p8ZzbylE9Q4MoF3m8DysqA6mqguhr1bf3xaVkT8kr646L5N3eXGOTmiiAlJ0cE\nxV5vdxDU3rV8YnY2jtdvxctvH8Tc87+FzRufxEdftcPhV1GYXYQFMxeJYEZRRBDl84nj4OBBYO9e\nYN06YPt2EQyedhowc6a4WNOVlKjoIVPt90GFCrfTLV2lQm1sBPLygoLpWN577TlVh4Ivvn8NCm79\nfrwfSULnvsA4qb3HO3eKAPp73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J/WfxrYyREAbp52M6ZVTsNLX7wU9DJf2vEK+mT1wbmD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\nejK1cvkH9YzbDpPMl19ym3IKx/GCZOoP12e6CWQzlgiqE8k+WXmiIvWMJ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n7ZgHl9eF9pHtAbTeNsZtrfOdWjCWT1oas6ZWrSkFICaMkf8e1mkYADEqxiPf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\nG2+8UfmeT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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_4_50 = []\n", "for n in arange(0,10):\n", " pnl_4_50.append(overnight1.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 6, tr_percent = 0.,tr_pershare = 0.005, close_after = 1000))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,5*391))\n", "for n in arange(0+3,7+3):\n", " plot(pnl_4_50[n], label = 'mode = %g' %n)\n", "legend(loc = 3)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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o0qULBg4ciIEDB+LNN9/M8m4Q0bGiuHUckWg8IKPHojYM8payWJ4yZYpnMVte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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "**5,6,7 seem OK with opn=4..6, close_after = 1000..2000**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_50_50 = []\n", "for n in arange(0,10):\n", " pnl_50_50.append(overnight3.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 1.75, tr_percent = 0.,tr_pershare = 0.005, close_after = 500))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,5*391))\n", "for n in arange(0+0,7+0):\n", " plot(pnl_50_50[n], label = 'mode = %g' %n)\n", "legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WqxEXF2fOSxKF3STLVboqlGpKUbrkNk6eDIYu+o5F2zl/9zxGfzNa5N4Rwl8VV0UjywrE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\nFoFcLlfHY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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "50 day calibration does not look good at all!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try the whole period:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "overnight_full_4=pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=480,caldays=4)\n", "#overnight_full_4.compute()\n", "#overnight_full_4.write_compute_data('on_days.50.480.4')\n", "\n", "overnight_full_50=pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=480,caldays=50)\n", "#overnight_full_50.compute()\n", "#overnight_full_50.write_compute_data('on_days.50.480.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "overnight_full_4.read_compute_data('on_days.50.480.4')\n", "overnight_full_50.read_compute_data('on_days.50.480.50')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_480_4 = []\n", "for n in arange(0,14):\n", " pnl_480_4.append(overnight_full_4.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 6, tr_percent = 0.,tr_pershare = 0.005, close_after = 500))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+3,8+0):\n", " plot(pnl_480_4[n], label = 'mode = %g' %n)\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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X+mDW8OHDady4MevXr2f9+vWcf/75QZQvIiISeqUxUxxo+0TlyjBmDFx4YfHt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\nCrB1ZK+8KF8hZFEMI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S3NkrxEi0eeB2YK5YhdUeLxXO1PtRj8yjQUFPiur37mGeC//wUy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\nzp07k66uLik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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stays barely afloat, so not very promising..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_480_50 = []\n", "for n in arange(0,14):\n", " pnl_480_50.append(overnight_full_50.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 3, tr_percent = 0.,tr_pershare = 0.005, close_after = 5000))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+0,7+0):\n", " plot(pnl_480_50[n], label = 'mode = %g' %n)\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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K1atX812KVvz8/HDkyBF07dqV71IMqrr6b1RUnOXseH//vRgBAclwdAwCQD3F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\nndVus2fPVhtTUlKCrKwsZGRkoHPnzhg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bNhzVKa6q6hpycoaBYeQNbp8/vxgjRzoiPNye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igLrHFWrUKEvdqObdnbcGH1hZr5CAUyN2/G+tGj0ZdqiikUig78+c9A9+7Aww/rHQnFH7ROMYXi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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "More or less the same thing here. So the markets seem to be quite effective, huh??" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's evidently quite hard to make this strategy profitable, except possibly for a very large operator that can reduce its transaction costs a lot. Even then the profits are quite modest, with about 6% annual profits. Then of course there would be the issue of slippage & large orders, bid/ask spread etc. Of course the max drawdown looks a bit scary too... all in all, the model is probably not feasible in its present form. \n", "\n", "Since the current sample is maybe a bit spoiled by data snoopery, it would be a good idea now to try this for completely different data with the same parameters, i.e. \n", "**calibration time = 4 days, close after = 500 min, open = 6\\*std, close = .15\\*std **." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I.e. not particularly impressive numbers..." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Work with data from eoddata.com" ] }, { "cell_type": "code", "collapsed": false, "input": [ "os.chdir('..')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "os.chdir('EODDATA')# Change the path accordingly" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "os.getcwd()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "'Z:\\\\PythonStuff\\\\EODDATA'" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Import list of all tech stocks in NASDAQ:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "company_list = pd.read_csv('nasdaq_techcompanylist.csv',sep=',',usecols=[\"Symbol\",\"Name\",\"LastSale\",\"MarketCap\",\"Industry\"])\\\n", ".sort('MarketCap',ascending = 0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "company_list.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\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", "
SymbolNameLastSaleMarketCapIndustry
28 AAPL Apple Inc. 508.890 4.623250e+11 Computer Manufacturing
180 GOOG Google Inc. 1011.408 3.368201e+11 Computer Software: Programming, Data Processing
272 MSFT Microsoft Corporation 34.960 2.922916e+11 Computer Software: Prepackaged Software
166 FB Facebook, Inc. 54.220 1.320430e+11 Computer Software: Programming, Data Processing
96 CSCO Cisco Systems, Inc. 22.961 1.236327e+11 Computer Communications Equipment
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ " Symbol Name LastSale MarketCap Industry\n", "28 AAPL Apple Inc. 508.890 4.623250e+11 Computer Manufacturing\n", "180 GOOG Google Inc. 1011.408 3.368201e+11 Computer Software: Programming, Data Processing\n", "272 MSFT Microsoft Corporation 34.960 2.922916e+11 Computer Software: Prepackaged Software\n", "166 FB Facebook, Inc. 54.220 1.320430e+11 Computer Software: Programming, Data Processing\n", "96 CSCO Cisco Systems, Inc. 22.961 1.236327e+11 Computer Communications Equipment" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "company_list.Symbol.iloc[0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "'AAPL'" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "symbollist = []\n", "for n in xrange(0,40):\n", " symbollist.append(company_list.Symbol.iloc[n])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "sort(symbollist)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 103, "text": [ "array(['AAPL', 'ADBE', 'ADI', 'ADP', 'ALTR', 'AMAT', 'ASML', 'ATVI',\n", " 'AVGO', 'BIDU', 'BRCM', 'CA', 'CERN', 'CHKP', 'CSCO', 'CTSH',\n", " 'CTXS', 'DELL', 'FB', 'FISV', 'GOOG', 'INTC', 'INTU', 'LLTC',\n", " 'MSFT', 'MU', 'NTAP', 'NVDA', 'NXPI', 'QCOM', 'SNDK', 'STX', 'SYMC',\n", " 'TRIP', 'TXN', 'VRSK', 'WDC', 'XLNX', 'YHOO', 'YNDX'], \n", " dtype='|S4')" ] } ], "prompt_number": 103 }, { "cell_type": "code", "collapsed": false, "input": [ "for symbol in sort(symbollist):\n", " print(symbol)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "AAPL\n", "ADBE\n", "ADI\n", "ADP\n", "ALTR\n", "AMAT\n", "ASML\n", "ATVI\n", "AVGO\n", "BIDU\n", "BRCM\n", "CA\n", "CERN\n", "CHKP\n", "CSCO\n", "CTSH\n", "CTXS\n", "DELL\n", "FB\n", "FISV\n", "GOOG\n", "INTC\n", "INTU\n", "LLTC\n", "MSFT\n", "MU\n", "NTAP\n", "NVDA\n", "NXPI\n", "QCOM\n", "SNDK\n", "STX\n", "SYMC\n", "TRIP\n", "TXN\n", "VRSK\n", "WDC\n", "XLNX\n", "YHOO\n", "YNDX\n" ] } ], "prompt_number": 105 }, { "cell_type": "markdown", "metadata": {}, "source": [ "####The datafiles are daily 1 min bars with time + OHLC + Volume of ALL NASDAQ stocks. Use the symbollist to pick the biggest players." ] }, { "cell_type": "code", "collapsed": false, "input": [ "prices2 = pa.PrepareData_eoddata(symbols=symbollist)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1,2" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",3" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",4" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",5" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",6" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",7" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",8" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",9" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",10" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",11" ] }, { "output_type": "stream", "stream": "stdout", "text": [ ",12" ] }, { "output_type": "stream", "stream": 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5uSguLoarq2uN+VVVVcjMzBTbWrias7Mzezk9LS0NlpaW7Pa11ZycnPDs2TNcuXKl3vei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\njNe18f+XUqWj7jPMidPR6rIRBKlDYAHgrF8cU6ZbURSc9YsxmM7n7f6b+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/vic7mn5FeO\npgkYLx1Afn7HpcTbmixokbXWVg0FQRAo39KD/ZqPGac18nzNEWrjBb4arrrOW8DF4a9cTHn9cQTJ\nhqRLxt8YS1xsadeRmU5Yqc2ehNnQnuzY1k4GvVgG38TQ7FHc9POVzB+qhlxK7cVcMWAegiDgfm0B\nUthPUc+bY47tdvxdhGaQZnp0Cft/XNeu/wOdljK23oeiiHj8swERLV56SCpALdNF3/X4ZScIri0B\nwDK7L0KclqLuN1GQcYzutgHt+t6at5KwFGLKg2uwlruofupDFEVB26zQmfHiQ0D7Yl+BE8doavBR\nu2U32d1KKZbb6wS0HLvZ5WJss8va/PabBL78Gm2XPLT9e6CbPB1R0mC/80IsUzoR9Meji3MhRyRK\n7J34s7uHlUV/8ui5zzEkczyHf95ESrds6k9Gw2ID/zKptajXnyl6Mmrbl5rf3OV3+qeNZXz2xaw5\nuYKs+E4ENtratQP4sd5L6kiVgHj7wGjaaHjpLShiAtqZL7Q7pmW8LXMX4I94MRQ2YNp/lO26Kjol\nTMGY2MheoZbutgFscAQYM3Uohvc+5oeSPIaMt9NQncolNxxr7W/NT6k01HrJ6lKNIMxiyrXD8dWc\nUgBsvY6gQ+LgyQR6DijCFEhAK8nodTKdE0uQPSEqQmo2x49r07EI33Pl38cS/n0rBEIYet+G67Fn\nW8mpsi+MaFDHj+pGC/rPNxAIS0RCWjQ9u/JxqH1lzmETcxElkanXDUGjlQiHIgT9YVAUNnx3EEVR\n6KrbwrcrT09KOLf/Uf44GOX2nNt7D38cjRJmbzhvO8nxPt5YNpWAL8wTX88hsH07vpduIGF8Q+zv\nEIGOIszy/COI8VY2Vf5EVVMxYiTM7BVvdnxBtxXCu22yYO6uwBdpwqAxq/LstfsguSforaBvn0be\nFHKzrDg67uvEOEZlXkCGKe+M+kdN7gA7N+3n+GaVzD7/ievRNI/nTSEvJp35bLbI/2RrEZlqmbD/\nI9YWSOzcKzJt+vXYaxeh1XfGZJ2Ex/EnlsTzCAfrCPoLCfiOY4qfiNe1HmP8eOKMvU/bt6thKeFQ\nLRd9kc/ILslsPhld5Xd0rS3X0gJa7DXF7PhNdTfH2+z02H0YBXDNbz/htDXrxwcw3/88uhETaZwT\nzflO+nINKApCXDR3vC2/oq0lf7+l3T7taxd22PZMFtZF0XvF9m4oERFLWjkf1i3nkFLF3yw96dMr\nL+aYjVuLOO+Sf9BU806HfXYELpKPNCJLAtqmCCd73Y5aJELBYoiSqjxyGHObmH+nic9Qvv5xMobf\njeTX0iSbCdtrKTxgo1PlzxQmzcRokkjARrJtK2GNmbosdUK2Nu7FmTSY7oOzKdwbyyWxGBZzwqwl\n3xMruewLjqC7shsFmUp99F1PO+FE0/9aIls+QkGgNvNcPNYohayufxXndp/L1vLf2W/bSFgKcW2v\nR/BOnYHS0MhHg54H4NZzarjO3oOXfvsHD0/6K/XGBLY+ODk6trir8PgM1G5ehUFooF7pS/qmz6kd\ndy0A6S8+RPqG9SjhMKtefoVp996Le91KzFOmI52q5ArYP3wIS5qLur+txvrQLHxN2Zj6DMYwPipg\nZvcGKFu5lZT8HOpPxCod9hvfFTcmSjdGMyjiG6txJUUJlpu6/oYiKNw+8FWK9h7AXRwlzT1ZVU2S\nxcddFtWT93roIMN6lXJdr6ex6NtXd23wVWPSWtlV4mJ7iY0t5dsY0bsYk0GN0fSosTC0LJHa7Hxy\n+qncjp3Lh1F0wsf8F2cSCUV4cf5PiKLCnc9H+SDO2njWLe9D8bH6ducUJYXcbl4unl/De3/vgr+p\nY57WkEmdmJ7+OYoC5Y48AJZvTiC+t5dZOccojOvDkIvuBiBSW0v9zIvQZBkJ1/nQj+iBNj2Ib2sN\nyTd0Rzj5Gwy+AfZ/StP1x4kEAkh6A6/erALuGSMKSUvwccA1nspqmHrlQGpK7KxZfJC4OBG/P5YH\ndNOM7ZjjAvzjp45rfrS1W69tQC7fQVJanOo9kmUiYRlN8SqE32PF25xbkoj4JUJ1zeEuUUGbGEL3\n01rM+ihp+/JPvuLSsdHKpL1ObGfA8faCXO1swhMw4Fp45xS+xOAbYNLfYzaF5RA/noitOzIkbQr5\nCYPOCC4+eOzD2A1yNvOfnca969T6P29P+fYsuPifbC3gomUgPZP9dqAIg1DC5P6ql+NUL0VC6tU4\nG5aQmHaN2v5gNZN6pGLSa5AjPhy29pyI03kw7HVfsbakKy+vVdnFM/tncrTGzefXjzhj+XSASFUZ\n9qKD7D6uhk6GrVBfJmcHwML68YHW7R5PE38To2S/dGMmL33cfjLWDh1LaPfm1s9v517EHaW/sDWh\nF+eM6odpwb1RcJFkRPu3WK+Q3jqeu3+288y5FWwoSWAQEVJyVLdoxaFBmBIbSMwuRxEkAs9tpHqa\nmomR2fMgcRY3Vcf6sT+7ihkWdbKoO9mD5FwFSdOx16XFVlWUMCUth6s3LSdJ0bCwWtXSuDG9BhlV\niuz92oxoKAN1sgdYl55PgCqu0o2ivnwNsiwgitF37uuvJiO3GVd1uhDhsER6poHqygB9EkroMmk4\nGk373y7FuZV662gyhB1444ra7QcIhrsRCA2PuaasIMhFdhSfypUp7XIVIX1UcIs4gYHnq5O1Eomg\nBAIgidg//4Cmz77msNSLHdlqhVi7CR5uroo67/yHceotrH9wMlLDMUAgvPktFq0ew4jhOjKtddjr\nU0n94VMst96K6+WXSVnyA1JG++wKJRIh+MMP6ObMaX2/FEXBu+RbPP94FtkRWwTLcvtdmK6/AceT\nj+FfthTbsx+RUFuGI7195tFLpW4eylVXksnVRSTVlgBQkT8En7kNIXW8mcDGaHpunMdB5xOq1y5k\n0uKY1Bl7ZS77szbjMtj5atVIkq0ehmT25ekLh+MM1PPl8Vgdhy7Fg0l0ZWAyqxO+X6rDICeTNzTq\n8Xn/mTx83iggTc/xc+XtsSBpyyoVcAYDYWrKnNSUn77I4L9r00bVsWO/jvw+RUzo4kI76VF0iVkx\nYZ3aESPR9O5N+OhREBR0GX4SJ7UHOABMeRkGXM3f537X8f4ObLbtK5JD9STM64mUqGdb1QTcUjcK\nDtYyeEIuvrIjTMlfz9f7ZlNb4SKnayKXXyEgn/wTadx9hMvraLzqatK2bkF4K+rpVHInc2j0tRx1\nHUAMRSAkM/6v0fpDqz+7hNd+6sXQzsnsLmtg3KhYQvyIzEHoJC1zfnut3TUHRz+MbuuL7baT2gds\nbYgmd1fGFAlssY2VP1LtVUOPw9Kn0dXan4gcps5eTmZyF5rcTRjMBsoLylnxRZTwLw4bhO6IkwMb\ni7E+cRibr4ah6WOY1++us+Dif7K1gIsFY7pw43h1FaMoCjZ3oFVOG6Cg1s3q/cu5YoCDe37LpqhR\nx9JrijvsMylDZfmOfnkNt0zoxnWj81DkEPa6Tzpsb06cjse+Ar2hFybrBORIEw7bl7y0Wcv6E9FB\n9bw+GTw9s++//E72m2chN9RR0jefxswUhqzeRlgj4b029tgu095FafJi3/MtPovAogPfIgA7LUHG\nO/XcVmPhyaQ6Hvkz0vGJgIR3fmDC58fI8tby/HWT6N4lE1mR+ePe8QyrUNC8OANBG7vi8kz/mBfP\nuYXCrr15M24dvswZdBmmkkGLd40BlDafRxNndqHsO0nWFdGJSJ8wjYBjVWub9O5HMVpj478bjkhM\n2rcTRIGrUyoJS/D1ORfyeeFhrk3IRVqpxoNnZ1WRqY3jws7d2FJaws3hK/DGt6xYZLqWLcKf0Zsq\n3Th0hpPo2cmp9uUXsQDq6mvWdLj9oktT24HYFuJmUFCoaeYT2mzx7Nmdz3nTo6Erp3cOVpM6wIuK\ngeygn1BRI4o/TE3WeXiaC2iVJRTS2dGdfjPHIWk1uH7/mVBlLEhcuayBE6YzP0tDL+vL7u8Pk2Tx\n0uhuv5qfc89Yeg3PRlEUqorsbF9ewKEt6nmyuiXRLTlM/7rt1AUM9Jg9HnQ6QkuX8sqJfvQx27no\nluF4PvsY/6oVp70G27MfEV98BFeXPuQe3UZ9XheETuCpT29tE99QRUb5Md7SZHNnuJKCQR2HOFMr\nCohvrEZq1gcJT9SgdI9O/nJE5EtX7AT7w7ohzJ7UXjOl8SVVmvnyW8spOhJPorErO7ZXM++B04fd\n2lpFcR41ZZ0IBuIw4GDYBb0xpGVRs34pntISNEIQu1tL7gWXEZ+ViSQE2bLwcfJn3odj9UL2nMgj\nsUccB7YZCPo6ruA1qv8huho24fCLBCMio+77HuG7C2DKq8gRK0JSNrbJ52IZ1oixe3vhsVPt7zvf\naP3fqPHQFDYzq8uX/Fx8NfOn7eTLNYM5b2gB3V1HCXu7YHngASIlpYhaG8Kelyk/2o9j3a/mvLld\nifzRRqzOkIjibUQIOdFUru/gzOA5bGH33/7BkuIv6JfSE4vOxNYq9XeZ8VM92zKHYh8VXRiFQka0\n2o7rKqUbU7BujDB7ZH+Kc2bz/Le/MEAsYvj0vzJrQGdwlsEnbTK+7mlWPA01tfdkAEx5CUrW8l2v\n6Ps0u/s9CAg88anK4+h0clr744DxN1/AwoJ7kX7rg3Qkk9D120jMMfLUmLfPOK+fBRf/A6xtZVCd\nJBKMyOQkGKhw+Nh0/zloJJF1BXU8/NNBbhtl44KesSuLa77PpaFJw6Pdf2fcGNUdnZRxE7vL7Nz2\njfrwL75hFHnJJrzOTQR8KgJOSLsWR117yeu29kHBFtaVB3FUzAMk3r58MMPzks54DMSGK3wmAwav\nD+HCy3A0C/rsCDuYOuUtEg3JSILEzCXq6nbxcTUMcUXPej6o7U68QyVHFVTZ6FzbfgCzPPIquiFj\nCEfUJbtGUldGTSEvl/9yPsaAzIfjZrS2b7ryG+SmIKJWwjCmM5o0dcIq7XI1YUM8iqyCkOQfXkd6\naAamxEZK9w0nd9BOQlvK0I6JAq26ou6kdS3EVtwNT0N6qwBRS/odwC2b/+CD4uj9miLewKq5UZKo\n+O1eLohczx83p+F3rWrdbtyrelFahJ6qqwLEx0uYzBrqaoPs2NLAlXPX43IaOXy4M93yq9m2dTgu\nl8x9c/4/9s46yoora/u/quu3b7sbtNM01rgG9wRJIAFCEogQIT7EiLvbxCduhEnIECxYEty1aaCh\ngXZ3uy5V3x/V9O2b2yQz77e+712zVvZarEVXnTpVt+ScffZ+9vPsoUbnW+dfXxXCoWNpNDWZkGWR\n7LkOEqUEBOz01qzDLYEsylS142S/WzEWSRIAAbXazfwFvnwWADbnMNyeJL/tzfp6TsYf4Paer4AA\nKtnD8Tc/Z0NuGHcNKEQONmJxiHy5L8rv2D+zvr1kck//uSLsRT2FP7NrHx5N8PHfcL3atbi0EBuI\n/PodmL8twXT+BKHZA3BP0yDHq6gtTMfSqKD1M3K2oX/8cWyIVDRbMKz6Fw3RSfA7HZf4z17G01hP\n0KTp1M+eT3CEv+Lu110oAAPkXkjg+PlE/vXrezQtfYrgbocJi/Kmro7sDGHQGMW5/fCZZO54quuF\nB8Ch7WNwu5SHPf76bOq3rSI0exRNufuwV5XgdttInHkzzScOEDNhDh4kWgqOkP/Dkx19xMRPoNSQ\nwPDpMxG1BlTuVjxbl5NTGMumo1mkRB6l2fwbA1K87/+wBCulzWrqbWrijVZigiSEplLktKlQsAXG\nPQ99rgenGX64Atpq8Lg9SB43WsH/+3d4dOhU7WWeUYNR1R7Gre+B2t41c647eQZcjJ54nKguexBp\n0z3IulDUlbsveb8ALHmBLF/QdbURALLMkAoPh+JVzD/QxNoBIdi0ApmVdgbWqRl4x5e4BZmbNjyL\n02GgsGQAXUkmbFg6ibhgI7wdD3ddgN+LHL51aSzJj1PvRVKp6RnYhz4xE3niy3kUn60lMyWeyDJf\nLaei7GMk5wzg1Hhl/tG8OxrBrqwsxjwpMGP4LX85F/+NJssyq3MqGJoUxtyP/1jidueysYx5YwcA\ny0bVMCHVV4xn+lepAKgqj7J+uRKKDYu5lQ25lTy/yau+OHdAAnP7iQRJ2zGYBmIwDbwkIRZArb2N\nB4+uw4CIDYmWynlcNbyFa7NuIsoYfcnjLoWDWDxfw3267qx31VEgeT36VbO2cPVaBRR50bkA0Ixe\ngGuXFwFvP17F+iyR3ckiC495GDJ8IcZZixCNvitah8dBk62BJVsWMKBFw7KJ4xE3nQGnB6HNlwr5\nohWnLkbjbMYWkIip9TwxlZtxtcUi3hHHyr+3suBeb86+8sezxM3N7Pj7+/0mXBkVzNEkYghqZfXu\nc1x1WQZFJVV8cSKCq4ss7Knpyw1pWzg//l6yk7Z2cQX+dmB9IDWFBuJ7dGPPDn9EfPq9B0itzUJw\nnyJcr0RUgtwqXKIH2yW0yZqaAvh5gxdl/tA1e0F2UKn3bffEzit4J7mAB83J5LkDAJnv+nbCf9R3\no00agsXsISJKi0qlDJJnoo9SH1BF46uXFjzqbIOiWzlSEwQmCcwi18tbORvanwEjCuBCIMWBarYc\n7cH80SdQqSSMETHUykpVSY8Zl7Hr+5Mc2KiAlTMHx9N3VBKJ6/7B2vNVzEiPY01VNw5G6AhtEdC0\neEs8ZUFGkL0De4i9lhvjzqAKDaP5X8o7F3z7tXhme2+MJ7+OHz9qYd5b3pVj0ZERZORsQ9W7N9pr\nvEj/L9buoXL/IVoCwrhr6yc03f8CAU21GN94FADV1f0w3KzoZGz4NobifCN3PVfY0WfEE0v46btZ\nPvfK9L7A5D0/KWmauFJC47pWuzx2bQ4xY4eQ9uRirO3ft840BZUxgupfV+I2Q6UlC3O0je3aDVjU\nLu4r7U9I3+Gc3fS8T187s7XU6YzceKqVFlFAbPNGEMMiB6GxFlJjaSRKKxCm9d5PpyRTaJU5VtjI\ngJQw+uvPcdzuT5etwUW4uhUBmSq38u33jrKjFmVyqg2IgozU/pwGxZjRthYD4B7wLA0PfkLE/QkI\ntlrElkurd/6n5qjQU1/Yn8iMYzgqDGgiHWzQphJd5WLVomj2HryakUNXEWD3MON4C6LOiOT495Sf\nO1uTUcWOrEAcagGDmIhNVp5naXkv1tygiJTJsswnT3yKWqtm9OzRRMSFs/GLTSSkJ3D2iALGzdId\nYoBxJ/XuWLpplbTsbvMVnHEoKczG8t8ITxhHL8O/SNbUsL71LgDyRv2K1P7Mhoo3Ebd9Mz8fUjB4\nj4x+k/Jr/kH/tDF/ORf/bfb5viI+3u3Nbd86KoWP93Sd6+5sGxeXguwLtHv/6Ch+PqXwC4xOMvPy\n1VNYc6KON3fuxO3wZ+/rqPRwWdCIGtSiGpezHHPTZkIir6O57lsAnI0N7C9R0Y9CPrCXki95w5br\n5/iGDmWbBXd5CVJ1GeZ3lPJCafYCCspOkH40j8OJAu+PVPNsyEASel2HLjSVmzZdg8PjTTOsmPAd\nqg+6Jg/6LdjOJzG+TtWKwVOw64eyvaaEq3sv5njNYfpGDuDpl0Zy53eNCCYt1ePTSF00ANVPJ7vs\n12JKoipBKc0Naj5FW1AmEfnrCRbKkRGQrhvg0/7IeSdVLWXMGJTase3tR9K4c1w1Vm0IorWIoOaT\ntKoDKayOJs7QwIpC36oGvdGDRiNx8/ISfm85+4LJHqGITdmtIh89m+LXBqBfH4EJC1LwnD2ANUiL\nreVoxz5TSBpCwwXCB92J3HCBktItfsdfTJXccN02pN8tnrZsHsC8HmYM1V6H5mFdb/qkNzEh8Di1\ntcFs3TLQ55ipMyKoij1HWegFgrdNpuiwvzOUEN5CeYO3lHXqwHz6qtt49eAg+gY1MrLwJ/QZGWgH\nhaMKrfE59qFTY3m19w6scjhF0kTqXDJnohK4e1w6u0+VkWprJnS9Imvu6a8CBwhmGbFU4nJdH5oF\nDYtcVUTILt7QKtGn2ad8ozuxOitVDu8q8b6X/and25ZtIvCNaT7bjNYrUGf2pTIrjWZTNKEvjcH1\n4DoskpFVWQpW5+bcx0GSOtapps1e+ui3H0kFhA48RNGR4ZjWf0dEYgQ7Iy5gUAUQGdOT8Nd/RLRa\nsL/zNJHJ/tcG4PhgP651Z4g9dQ5BFPG46hAELaJaue8FX7zKec84kGyE2FexP6GM60tt1OmzaWo4\n3mWfSQaBYpt3bI/VCVQ5/Mf6OL2AJINDkmlqH6LStWUEiVZ0oot9VkW4L0CwobPKNBr+s9L7MIOb\nDPIRBRl56VlQafGsuRnUgaiLFAXQ0zF96FV9EgmBQ6FRnMx4lEMlB7CqYUX5Sr8+3QFxqC1ekbWa\nlQq2YvqsRzDINoYH7WZoZSG7JodyJn8UDU0JvDR7EG317xG32z9V1dlSolUU1ijOWHygC6sxmaaa\nrh3CzvbjkFDcKgFDSxCpRwfTU78aleDhlG0ulxKHvGg3hj2PCg+fNvpG4nobVnX8f3t4GC5Rg0dj\n57kbV1FY10LKtz05WD6AkpZEDlUoY17qVatZeuvmv5yL/zZ7b8cFvj3onVwOPDyhIz0SqFMzNDmM\nST1jePgnX8Gv3+6MwGH2ArYCIxejUWn5aPdpfq5desnzSZIWsZ32dv2cnTTZG7nh5ysBmJYyC4fH\nQVZ4b1JC0ilozGVIQLOfNsaD1rNMTr2SDQWrO5yLz3Le49iRH3h2i2/I0vjc65gDQjm29QvG9r2C\neUWP41EJfBQ7jfCseehDFHrpGf8agyjDbU2RTEi6HPfhDfze1JfN51+nP2dlpLI6GFCmoUG08OJs\nL1/HZ2fryfpgC33OKZGJwDlZiAYN1qImxPumsr9aZPAFkNQmgmoU2Wl7+HDKI70iQnF1x9C35OIM\nHYC+Tvl9nuu8k2hVi4OIA+Gsya7g6mhlsP77o6nIksCSESUIDTk0OwL5odg/3z4qvZU9530rFgRB\nJijMxY0PlvLeEym4XSIIMpGxDqZfUUd+oRGbcyAndhUDMOeeYXTvpkH68l5UeFeQ6hFXUWHbTXDK\nFGS3ndZS5dq7J92LEBKC9dP3EF0imoF1lLWnPWRJQBB9v9d/rhxN0uhkrizd5Hf9ANONI/lhRjPb\nG/tw9sNTXbbpbI/O286L348jKbqRK4efxqBzY3eKSG4JzDW4rcrzfO/gTfQLqWbk+Q2Yli9H3eYL\n2nMdbacwN7r4VEhhBSkYZTdpkpm/20/4tr3FNwQzYUVPvr/tMjadfIcv9vYjVmijQg5hze0TOfnE\nVxxtiiQhoY7ycuUcao1EZJyDeXd4K2hWfxaHSiUza3EV29dGMHZGPZ+/0t3HOVTLN/DhS7uYc0sF\nYVEu9m0N49C2TumwohXEWIpZ0fsxtDoPS58p4tgnDqK2/krmvt20NtporjlNWNCvVOX3IraHl4XR\nPFVhlqx7/lPAq/8BYG68mrjsdGSPh6oBWQRcewPuwkLC//GZ3/Mo/PIVzrmVdzOo5rFLPre0QBMq\nyUK+xX88Tw8Q0HvKOGn/c16bTF0JeVEmRjVU8Wp6fyIddhaXnOHBXy5ym8ho7t7KjOOt/NI7iFH5\nbezKDGTKSSXtWxuoJjFqAJYLx1B3Son0jazFKQcRpJNQiVCk1XJcpeeQyYRNd4mQHSDIMm+0hYDb\nTk1bL6QV6zn06jRG3e5f9v3J8gTCzG4qwrSEmd2sLrgaG0Y+nROM/UdvWXBamAOTVkJ/+TsIoanw\n/XTsLjV6jXK9kqz8U3e6LFkGx5jX2HbqJ8TaSoKr/j3emovmkEw4ZROBqmqf7QX28djkcJJCGyhu\nUlg9DUIDqXoFe9VqDSTI6GVN3hQbREJkOo6aXG5tOs3HOQtpCoS2kiQAshNyuP7TD/5yLv7brDPO\nQqMS2P3A+C5LUju3O/DwBN7cdy+Dw8J59bS/rHb9qWYieof4bf+9ze/2Mf8s/WOOC4AHVP1I1DkJ\nTp5IS5EiuBUx/hUWbphJWmgPLjTlM7xY4rYD3onOHWHAMlOp1y7VBuEohvdCFGdoVtrVTDW3Etl7\nIZqgRFySg4qPbya6yT9VIVmctK05g2mTssKTjpRhfVxxCtTTe6AxaVHd5KWutS77Gem0stoNvq6f\nQiFj1CBHmpBGplK3LwOLXvngEhq8Dlt5uFKlUhR6ggGlHgKcanYPdhJzNp8+hY1IvWOQs+PZ3trG\nqP3eKFDVwGYirAY+/kAh1BoZlcve2va+fpfvjwp0cvWgRvR1O7nQGkecsQGj2oHYI4bX2rEmalHC\nLYnM7NdIfKiTwLl9cLhdfHc2FZpKuK2nAzFDWTFbXpzT5fNyLbiDxrNK6iJpzBs4Xn7Fr40wKoJK\njy8VdFFRNCvlHpwyR5PqMfNR5a8IahXqzEysBjAUeFd24wLGsN2iOC+TjJexKWUdBVXhrDuY5T2H\nKPDAlTvQqCWsDg2Sw4jUeGna6/cO3sSAbBXDT60l6KGHEAreB1MMmKsRRj1Lm1NG92HXZb2g6EMI\nCHyj6cb8RcpA3Rn3snXvIcZn9ce9Lw/B7UQlKbLYn9sGk2PtSZbazB2OSu6zZvHu/b4Rgeb6YL58\nPZLkzAhSsvLQGz2k97bw9iNpPpGNnY/ZGPOCv7z224/4gu+mzq8mM1uJwNU2ziUt25sqqCuvQCd9\n5dNearLx1TPRpHqKcY8aT3CIhoFTDlNeqOfHjxNYfP9Aug1O5ffmNNdh/ux61NOXk1e8hTqDkazz\nGs57xoPsJKjWn7I8JKwfekMEQa370Er1mOQyit1xVDuDGGo4jRiaAG010PcGPPlrOdQOaNWGqHA2\n+wKu+0a0EWCvYFufL1hLe7mjUwRZQPvOWL9zz3y6F2eOllJ30oa5zIbb48tSmp16lJTYP4/sAvxz\neBjhhlAydDG0ii4MTomkvadY3ceAJAok17upNIncCQx66QAAIABJREFU/VIp26eGMXWtwltxelow\nuwcEkV5tJ6neX5vEEz8IVcWRjr/N1jAmZpT7FG1UN4fwxiZvOsugdfDsnH/ClPdxHP6Uz3f35SIB\n6y1TqinMzSenNp7hUcf5uepqAsUKuuv81Yvz9FFk2f/cCTllUyjZdYEFpLuVxeHF1NRvxyeSFn+e\n7lGKU5ypLWGnKZroRj0ni/rQJ9k/ujvy8V/+ci7+m2xbfi2PrjlJVmwQeVWt/HjrcBJCjTy/MY9x\nPaIYmerFHRTVm9l6Lo/xaWm8dPR2uhmMjI9J5rXT2/z6rT/VjKx/DRAQVRY+mDeGXmEu1MZI7lsz\njXv1SQDca1VwGNamEVibhyF7DESmveDTV5y0lMvl00SkT2VE/xHUnfyatnLlpW9pMvOuqxSdG57f\nrHjoMiDrVbRd651UKzwOKuqNrGgXFVs1azP1B94gsOdcvilXVmE3/uwPOmv59gTqy5JRXzsUdbJv\n6FT8Pgdpnr/qpHC+DvMDmwi6uheyVoV0jW8bpQLEax73Bez9Ywk4qeA1Umf0Z1fFGgpbTrK07yss\nWnUVz1XpibS4ER/4CutX/roEJQ1aNuT6g1uTArcxK1OPMyCF4GsWoQ1RohzWkznI6xUVU094X4wx\n1bRZtazek83sfspq7VhMPwYXH6Z0lJqkCBun60yUtRmIiJ3JwG5hBBs0uOxl2Gq/QfO9BsmlsHkK\n9nTq+rXhMXoI1Q1Fv6MI12Idqh0uxGIJ7V134XxPmaCrhnsHqe0H51J8oYmKLBXLnOdJdrVi79mI\nXNSCe30BEVs30fz91xgrFJDhq8ZMHrIqud5bDQP4IsubchEie6IacQ+yrRnP1uUd21uL/Z+xIyCT\niAglJfbSD+PJjstnZO15gpYvRzj3DqoJzyCYvIDPt3/N57ZdK5AFJ/YwxVFRTRyEEGjE/dtRaFVS\nduorRyMVV7Fr4wnGLlUImGSbE8GghGw8NpAPHkdQicj1SvrJM/1FKqolmowHGBjpC5Y+snMSznbf\nt3vGbuKTlGv+7acxnDxYQfaIZsbO7Lp80tmqIrzH33BLAi/duJrIWAcL71WAulZrLDGZXhpsd3U+\nzcWFaOP8UxMXHZT+o5qoLtUzb2kFG7+L5lxuII+9PQ4xMgK35EIUVDQ56nl3511MrLLTo1WFGuV6\n24z9OCPMBclKUJ3yrZ/pdSfzC+5DK7jRCB4KQxUm0pQmhejpyZT1XJEkMFiVB7FDsR94m+qU60ju\nORzZ42L9xrUUaVK5d2onkKMs+5RI7tixg9XSR4xPvJw993hToEGP5dH6gtchjUsJo7KwayBrZ7tq\n1Ko/bRM+bh4N27/vct/3w0KRBQHRLbP88eKO7e881Y3Lc1r+tO+LtnqPV1flzmcGod3/JHVtQXy7\nd+wljwkIgvhOPFkmtRmz21+yXsSJhJbehlXkkMqnwmSCBRuSBDbUvI0ydh4IDyDZ4iDc4UbdPvU2\nuxNpcGeQqvcuPr/ZFkdKdAo1TTGAgFFnYergjf/W7/zLufgvsL3FZ3h2z0u0VCzq2Pb+ggEM7BZ6\nyWPMzjYWrL+CrOAYWl127s68jFUFR7neFYw2MJ6Iwffw8J5lhOkjOFK9n9uz7+O5H72h9813jaRx\n131+/d5rPYPD3JNREffQYHZwsFj5qJ+62oJJY+LB72RC1DY+yNpAY9SVDBqogC0LN3mZHoM/903X\nWEcn4krz/pZvHZVcp1NQzfuDIrl62ONoVTqKtt1FcEIEar2Wr5saufHnIhyVNnRx3lWf1Smju2kQ\n/44J+4qRRyQp/z9bi5zpX4HQXB1HU3nSJfvYFXqAhUOXEGYM58jWh/ix+jCTXU4O2TXc3RKOtPAF\nXBt+QNaG8JD6Z151K1oVFY0ajpz30OAIwuZRwvFzuu8g8+HnaV71LdrkVEwTplP65t+InHkTOT8s\nwyTqSZX16HqFd5zfdTQSl2CnVlNGvFMZfX4f3gcoa9WTHN0dtT4Ze5O3dFIosCC06BDyXTgCnKhn\n+spPaz61Y00IJ3jASFzr1nVs/y4wg5sfvI62r75BXaAAwRxJbYgTI32ON8U/iLuyEs8nvqF2GVAn\ntSKG+0aehLiBSOWHceWEYQ/zTpauFU2cWbKMsUsU4KNUm4e0/11e/H4c/WNPMrKlgKAZyrWrpr+J\noPG+E7IsU7bxbUwX2p0ZkwH1JG/kyr1uD2JGImJmd5prHOzY04akUnPV7EtH8jwXKpBPeoGA8riB\naEK84OB9WycR69yNSSrF5Cmjvu9cElOLOvYd2lYEyCx9phBtO6nY0d2jcNj09Ox/nNBIZUUcEHML\nNmsgUutbAOiCx6LR9UF22gCJ5i9uokHVhzB3Lh8cupEZN1SiVssc3R3K4LFN/OsTRd+ic6REMM5A\nXvEVLQOu4DWXogOikWQSLW6mlmdSrFMYQwdankOFk9MBt2IhsSMd4ojpQW32Q0zdPZlgWZlUm/RD\nMLjK0XsqGeZU+HCuyI7n8SmZPL/Fy+QpyzI/n1CiWXHBelbf7iW668ru2Tafp4e9y4tzlMqYiKFO\npi8dzLf3nWPuosH88LZvJdLjQ57BpFGcRY8sIskiX5y+mcLWVFSim/sHv45dbaD78uOsOvcWCALB\nJ/Lp120shdu6rn7TE4idroUUxWaJyulZxOzz/sahCVZEAerbjNjdIpGBFgoatZwpT+V4YR8W3pHF\n5+90FUmRMOktmO2BvLzuJh6Z+TmRmjP0NG0iT7WEmKgmnAZ/vpSLphGduCQtaYEFXGhLZf74GgLL\nlW9dluHF2gxcQWbQSFhWTQFk4kYcITK+ktQq32hLiVHH0a0zAXh53teoRJkHVy7CoLMwrZNzYXUY\nMOpsxOoNfOIZQFb/MUwteIpwowdx0d6/nIv/LfO4mxFEPaLoPxk4PA62lWwhVjOCJw4poWxb8yBc\njjj0gaf46IpnSA7t5tNeLapZnb+Sb/M+R5I9dA8I5dns6Xxx/gBz3EHYQ5LRViuRB11wEi5bA93H\nvYwgqrA1nqfqoD8xy0VLuOxpync/zU/WqdQ0NPDsNRNoK9vNE7sF5sWcRJd+Lb27J3Ltp3t4p6fy\n8j1df4avr2/HHzjNtJbupum8kqMUm+2Y1pyndXEfXLKEpr3E629Np3hj6j/QVJ7BXfYrwT2uxBSR\nRcVeZcUUnBSFJkCPIBqQXRbkFQ1Y12xGtrp8gG4Azi9PonE7EXuFIw9P8vtN4tpTyD0ikTN9q1dk\nh4DQPuAXHRnORSBUm9RGoOhLn/tI63KeFkS2iXqWWNyca/AVfetlyEBtr+LhiAZergujLmoYQbKO\nZ6tbGVBuIjk9H7VTGWhSJ91J9BAlLHriszuxVHdNqiWKApIk09PVC42pnhpVJTXt7IcRxmji3Sl4\n5vmLz/0nduqbHcQEhRGsV6I2Ut45ngwcwpt0DQb0xAtI0/zPKUsSnrV70JiTUTsi/fZrBnoprSW3\nG5fFgqNTOaXQHIB7ZzOS2czRy69j+lNegjD32jt48ftxjE3aS7+EYgLi4yAsFfVlDyDLcgcfR8s/\n78VTo5QXSrJMdaSJmAG9qDyQT0SvbphivI6taddmhHY2sdq0yzEkXHpc2r7nIBltLqLtEuLU4YgG\nDbkHhmBpC0SW3B3pg4wAgZyQp0jueYbzJ/syRP0Oe613Unq+gevvV3AfTfXhnDmmgOFGTP7F5zy6\nkIk4mn9FulBOQO9ltK1UlGetQjSnjHd1tKspb6XkXAPxaWFoxCpm31RG3v5Uzp+zMmuRVxTO/dMu\nSrTTqdEoXAiS+leyW09SoR1Pg7pfR7tWnYoghzdlkW5+iBqLhvfjlKqQuyyvs9HWl0niAUaLx1jn\nGcOWhAc52r7g0NvdTByehCzL2Jwetp3xBdpeTOl2ZU2tNl6Y9y3qbiG4SxWA76A3WhHV0NCYRnTg\naaatfZsndivjwhNDnibgd7wQv026hdFyItp+i3DnbeSxx82kh5zj5l7K6v2Rva929CsV2EnO3YkM\nlNUlcjh/KAIyMsq49GdRD0GQ0atkbG6RwQ9twO2EJ+Yqaar7p67jrc3KRD12Xi+mlisLjI0F4zle\n1w+LJwIJNaND3/rDc1y02m5LkNSB1JRAVDdAkClLVOjfH9HUE6C2dbR9cOUiv+MDZ/1G21pv+nxw\n8nkaHTL9UrwYpP0xAVT9OJ3ZAw8yMuNsR196rY3pQ7zYttV7FKCofUQrk898yldJt1BkSuXoIzMR\nVaq/nIv/LbtYyhkavcSPmGhz4TreP/4GDks6ugDvJNNfFchkTQSv2YvICo6hrzqI1IhRPJfvDb3r\nRDW3ZYxgYHgirrY2LBd8J6mgbmM6gHsA0f1vY+1XT3Uocl40SRA5bK2ne/YtDO02lpJfLiXl7G+V\nbhsvNJzDqDHy7oyviAtKwGVupGz3o5c85s4a5eVOj0mkhzGOUU12An+nMRaelehzr2yL12P40l9M\n7ei9a3l1lsiSXA2TIyORFvpWKDTabATuCAatBs0EZaUjWwUEo0ztNoGwKC2eahWVId4UyWutj/KN\nKOKRNdToJhHl3IFKtlLVpqakpWuV1H5CIGbZTQUO7CiTVl9MFJpjMZv8nYdjhY3c/v4ODr1xVcc2\nvU5DsMZDjfnSEuWdrZejP1p0XUYwLponX42Y6EZozxxJHglBEKg8eI6mC96JKNOkDK6egxakC040\ni+ehq2tF9HivxZoQjmaqtxpIbmpDCA1EtjjBZsOzW3muKls0QkwI7pZ8dM29kQU3mm4SYrCDtlL/\n6he5zYN7XSsSAmK7mBI6HcHPP4d+zBhkewu1HyxELbo7oummWc9TsfEJzGqRnJHTGLt5PQB1Thn7\nv3X7ZI4VNvnwKwDYBy8hqbIQTZhMcLbS0Y6jw0hNqSJ2xzeor1TooS8yVsY3PEZbO47weKqB+TVO\nJDTY3Q6aJDflcePpNeQ2io+cJCi0mZryBIpCtlNvOsQI5zXEBrtJSC72uQb32t0Kwg9wCoHkGB/y\nu/ojiYE8MD6dgmPbSIz1JUs7sX8omqYKmtWXpu0H6Kv6klzP4k63RCZWOIKlZg0qUWao3gsY/dIz\ng0/lebglmedm9GJSVgwPTPPSQju1Kk71jcXahVjgtL6xqESR5ZN6sPpEBQcf9QUDlzXkkxjupYIf\n8nYLV6164ffddNie0Quwl0SREz6bm0YkEhUS7rO/83VdykTBgyQrjvrEB0YiNLn45bNDdIsqZnTP\no1g9EoPjrbTaDJhtBips3nSN4Ixj7dEhfpiPztZ3QizX2q/HLQlsPXvpkvzOFqR30Wr37XNX0/2I\nuNHrnAwyKgJ1B5pvxSl7UyVT+x5jc65vxVpnS42qoqA2FgEPKsGJfs4uJle3svHQFdidSuRvaOoX\nzL3jbsicS1lNDfG5L5N38gyfOe9CvaeenSPDuLLmML0b/IGts1ae/cu5+N8wp70Ec7MSpjUGjUZv\nzPTZf7TqCE/vW+Z33N//QM/jPusZZOCrkQuRZZm2/LNINq8Xa4hPwhCTgiloMqXbH8EUNxRzpQKY\nPJBbyTX3fIWg0uCyVKMPTWPal8N9+h+gC+bmkCQAxLAMpMZzdGXFjmg+de2nyeIbSgxywkuJ/Xig\n9iSvRylqig7Zg5h8GY8c+gd22Tv6R8kmnorxgs0CYkIxhAci7C7EHWZA1cu/TPai/ZJ/ns/L83nX\nPZvA4xcwJjR0VG7U2qxEGYzY60Rs+0yY9BJipgNVdxd3bv+NZ2f+g6+O/YPZhYFc0MokCwk4yrrO\nwXZliekDSbDvxiPBoQojPTFyhn+/jv0igAog1uQiKdS3dNjlAZWohDlLWzRUm5VBZ/ijW6jb8T4X\n9impiwhtKtHXJIAso9rpQiiQ8GTKMMqIUC1x045ePBi2n6yUgeTu968OuGi9Fo7Bs2EvtDsTMkZk\nsTtyhRUxVcHIyHIb2qnK7O7edgypSELQGRG6B6K+TCnPc6/b09HHn5lsmMabBS7u2f7nOXLDkni0\nQcFYq6t8tp/9NxyxjH6DOHfiiN/2zs/gUqYNNJAxeyjvn51FpNDG1Rm/0VbpZmPeJETZTFbN637H\npBgFCq3ecW5v8liCbaPpJisRnyEWhZ+gSj2SMt1UQGbE5F872rt/2oVFjOO04Y6Obf1srxPr3k2l\nehTndIvpa3uHFo1AsEvucHgu2r6tE+lcjhgslBMgNFApKdEKE5UMVr2Ls6GIk45UWqOeR+UsJKDZ\nu3AJEdvI0nsdwWnO9/j2rsuxOT0khCqealeT+J6xCkB2xz3DUb8RT+v8TXxwIRAEFc1vd01AVac5\nQ6RLGe9eHunvSJ3InkRiaR5ah4XP+36N1e0fGbtoj07qQd7BEr581jcqlBJUQGGrP6i18/lkGZbv\nU6Icj81cxQvrru7UUiYpuojS2u4dTkmXJgqkDrRyjfwGTpedw6Vdv1/9E5o4Xh5K/pgU5l04RlWb\nkaRFb7H25xpiukVhz3sFfa2/cmpny2mdh9kTxfCQj2h2JeKJiOBsyUjCF2ei+e5HapxZZBi3Eq07\n43Pcrqa/MWXYPrYc8GLMrng4vUNbZOEXhwDoc/4HbBhwlVsZ7NmKSla8aKPWjdXpZYz9y7n4X7Lf\nE1BZDONJDE4jvzGPB7Yrg4fHFUyULpP882OJSFXQ+x+k34SromviLHfmbNKTptBQ9h6tp72rC1Gr\nJbBnFkI7419nPRBLTQ41xz7CLUvcW3uSl6a8S3asglm4fe21LOx3Cy/u6Lr07KGwdJy6EA7UObk+\nHK7NVT66PQ+MZsY3o4kIDCah2sEDO7x5dYta5jYFhkGESsug3gNQicpHuSjzSQ4VraXSZuPXnFVc\n40niQk8VCwLD0bfns8Xvj4Nb4kL/KFKyvJz9J1dW0uTO4NjpGO4c5y2zko6fQhvSgirATUHmrURm\n5GAK9nTwA2hUdkb0rKB3nJGQhbfRkLsFtEbePvEa0a5MBld6c6mXsp5pSaglK4drB+EMGNn+2/Jx\nVnpzuBFGN1qVTGWb7wpkeKLieJQ0azBrE2ht8IaOB8dbO8rQZFGHILXfx8H3IfSc29GuvqKFI5vO\nMSQzn7M7/5g1NVUbTJGzhT+aenvOGYb7oa2cHxpEZJ/uRGcn4/psG0KYr4SzxDg863/BsHwapDtw\nbzoAdieB0/6O+YlFeJIT0S5VAHtSUTNSTjvWRqUBj6/TJKNFwIkpPgGh38M0LryuY5/xhhuwfn2J\nfPiwaAImKLiCf0nNJOY1+LWJD3LRJASSMtNXnvudM0p0KLZuHw5tCJFNufSN0lJd0IAtZD4a23Fc\n+t6AiqDaJ/z7HZFJaKqiR3Lqmx1++y2xA+hhPUh5S9cr2QitQJgGjAFu7FaljUuSUQsgC2qOBDxN\nnyGHCAxpwbP7BAdtD/gc37kk1Ch6qI54jgHWV1Fjp0wzmeQrlFW1o0Xg6MGJ7S2b0OMmRKwlSKyh\ntTmfFt04bJpMJtvmc6DTRGswJWMzewG1GdoyItQtvOeYS7McQJxci4DM4nte9gHQdnYuLAFaAixO\nXl5yAMFSi1x7GmzK5LixeDq7KsZ2tNUG6XC2OYjs4WGMZg0DAw+ytnA2lydtQKNSJrDTY24hPzqG\ntOBsMkIHsrH4MwZFTyJYnUl4gBId2XCqipwKX4BlUpiRhYOUqOeLN6/kuocmEJceStuhn3nhmTpe\nGPEIAjKbi6eTHXmMOJOvs3oxhdLZZt8xgjUf+ldnTHwlnprmfLQhEs4WkfLc3txYdw9RamVc2qpd\nhDtnC8FJWVz21FfsWZqNKSaRnASRIr3idGgcgXjUduKLvcyYfUf2od+Q7vxyt38qqS15HIFF2/22\n/6eW2zaHZnd35iyMYthCJZUjCAKv/JxDzxULLnnchIxadGplVNl8Lp51g5/nk3uu/Mu5+P9tLkcl\nbU2+nAzF5gb2t2rZXLSOOzJGkmwKZ09xMItGXc2mY1u5rHsTteoRBJb+iKOmGkGlQhcZhb26iuDs\n/rTkHEcb3B1ni294OWnyO0ieZmyW47gcJag1sQSF+6YRpn05nMRWSG2G3Eho7FQVN7H3EBZk3keY\nPpYrvx3HcxPf5Ilf/3bJ35YVMZK8ekUUbEzP/ix53b+M8LvHhvulgRZmPkywGIS56g1OHU3h11Ui\ny3orEYOLUQfLnG/QJoeiz/ZGLVq+VULuQftO8ubS9T59pkZYGOY6Rp09gK2OAYDM7U8VojfIvPdo\nIn0TfyPMVMmlLDp1CDUFh9iWt5h7Zu0lYNJDYIpBxIOntRpVWDKCIGDf/gYffp9En77huDRGDm8v\nJjEtjB4674A0PNFKvTmEIEMzbQ4V5fbRFJRpuaqfL0mVRwJRUEDzjppIXHYdrlNKuSQqCVmQqXr4\nYdJSktBqDDR+NIdzuutpUXvLEkNqn0SSL62n0pXFGD1UW1UMnTKT8TsycHhUPOV+n2DMZC24jKDd\nW7BWaHAG6HDvt6Ae3g5eFATEYb0QY8Jw/7SLkOvegQ03YXcLiB4NzqnKpObeWoTgasST14h0WiRq\n228UHctl7841TBf3IRumIqqdiKYY7K+/33Fd7w64kmc/fAhREJFlmea33uRU2R4y9irP7YWXkrwV\nBrLM/APeVd2ge95EI0bCbw/Qlu2N+H2eMxODU6LOpOk49t6xaRgEgV+/PoaAB5muV6Epseepz/ny\nT++nZAxjd8bDyCoNEirGH723Y1/o/A9o+qeXVybTJHawUl40reBGHzKOcu1URpmXkq9bTJ1GYS4V\n3I0ktTxHg1uJFLSW1aPSqAmICaE12ps20BstqFQeLG0KUPuYWMpczwncbjOCoCHAVUB5q1LhEhLW\nm+bGrvlH+ugKMIk2QMZjtXfZRnVvHhhCEdR6Hpv5Aff3e40QXTNV9ij+flRxiu7LfpOYgGpcHjU7\nKsbxW5mXIO7ZYY+hEj2oBH+3V7xtP0JgLII+GEmWkJFRdaVT/jsrabRS0mhlVydF5vvHpqH12KnP\nO8hnDfEgSwwp/4aSsKHcmOetwLkr5nvaVCHoJSsOQcey3IdZka8IOooihMeYWDbgddwNJXza9DEL\n+m8l/IaPeG7zGZ+xLSsmkJnre3f8vTHPK44nLb2H2aOUhaTDZeP5bxWF3vjCCYhdREFuvmM6gtFI\nS2M5wd0z8ThsNLhUbDpTS0WLHUFyk1y+mZDz23BXFHeZTvGxAeNxXDhLc/cRRJ/80WeXOTQDU9M5\nTl7+Fq1lFxiZ+77P/uFJDewvDmdCRg2yLKDXSKiW14IsgUpLTauD2BDDX87F/y/zyB7sbhue1u24\nXYpnfP/hn3hrsEJItXjvd8jIfDVy4SX7sFVWIIgi+hjftMDvSauSJ7+LoPJ9sdoat6BpCEQTkoK7\nqY6t6kNkhQ2h9W+3UlrQyqgoBW1/3eXKs8iqhwdOqNHaPfzw8FCsSCwb9Hc2nVvLmOSJvLzzSUL0\nofxy4We/60x0qXl0xhsE3u1bcaLO6E3wCx/z3gnvKuyufq/jOrYVe+U65Hbcx/Z1EYxKOcu2vCym\nXFPLkRUymd98gfGaBWi0CtdC1SELqoJyfui5jP4ZEnb3PkobejMgqWsip/+p/XpakUteNPEoAjJN\nZgNrD/Ri0fijmAJcfL7tMmwWl99xGp2Kv41+C5UA9qhZvPmtwmvxxNR3yK3IpLChG9PTm1BF21C1\nKgP7jjMtjO0ZjCxDc3UQ6JXB9qAUzVCxBg8azusX0qryD+V2mCwR7jpGmPsENW0KWLRPnI7ztTJ2\nt4IKH55o5WSNDrNTRVxsNomqg5h3Ogn+vF1wrd7MrZ/+xjMe30Fl8Kw3QaejbePdCNGhqEb06dhn\nCr2JlpXXcKbOH+sROziNkI0aNHOsVDZIJI1ZhjY0i2Gv/MbPYacJGDsZfXpmh6Q2wAsvJ//5w2m3\n+fu9INBusekETYzvst2x3SOx27wlygHBei67WvkNmz9VMAq5+UeZkV5CiXgVE9quRYPFK/50YROs\nv5mzkbNpLPEFtwap3QTRiAs1qdpKZKAo9F6izev4LexKpKZqNulSaVEHcU+FLydFVxamaqE47A0Q\nlbSJofkbAlzncHaSr42KHUver0p1RkSvRB/norOFNryM3hCOpa34T88bHjUEtcpITdUOAP6mfpiP\nrh1A76+8jK9Cv+sQYvuCICJtUr7lKk8KkWIpLx9ezj3ZbxOkbcPp0fDkAe81TZ4dz9Y1FfzeOqch\nSrv3plvJKd5Ou51lw6+AbiP+VPH5j0yWZT7YXUiz2YqhoYC0TUqp84VpL2GN8k1HD636huqoy6jX\npXKk1OuoflUxRZGEN3cj0VTalagoX/f8mBvOXIIDSBfExuPe984ekExBv95YA4oIMKdh1RfTrXQW\nwy7vw74NvtGQm566Edurr+DO9XJJmJY/gibbiweT3W4EtRqH24Oce4LTn1xF3zEjES5sRLxhM2Xv\nziYuyM6mM4pzkxHZRlqkFyfV2enpbCdrLPSJVhYSo1Pr8EgCRQ0BZCe0R4au2YI6o2u6/r+0Rf4/\n2I7SX6iz1fLj2RVY3RYf52HR3hVMiu3BdSm+5ZMtUj+CxRO/7wpbRQWCSoU+JgZTyGRcjnIctrwO\n4KY+Lg59dEyXUujO3MO0PeddQa29eyCz3lWon/fUtnQ4FysfV3JuC573D/mtfHwEcQEp6FQGilpP\noxF1rDmq8GbcPfwh3t2vrNZ/rIzDmZACe89BrEhLlY2kfyhlUXZLM4KgQq0zcu5YFYb1j7GlbggL\nlrdzBziVEKhK6w3D71gfQU1LJL3kDwE4WjSdgcn/Xr31pSzG5CIpxEVFq5biZgOD49tYf2oKZ6rT\nSYo4Tlr0UXblL2BK3RbWh171h31ptCpcTv9owcNzf+OVHyf4bAsxthFtqkWSRWYHKx+4LmMfgmRn\ne9i9jA6tpvWIr8N2Sn87VlXXE2b0sU2YqgtxJaZR2meK707ZiSDZkFXtJaaSHQQdCAJZqh8o8kzA\nhhf4ltQnmoj4YI5sPodKIxJQvtynu6HZ3RAG0T5eAAAgAElEQVSnfUjje7egme0F2xlDb6Zs5VKq\n6rou2QNQCTKedq2HpIwBhAaNw5U9ENe67wi97hZEg5H6W5fgycll/+hgtk335qV1bhOS4MalstMn\nYhBL+ioVIftf9P29Pa4axpmTo+k77JDf+fdtnUj3rAgay+pxSRrslq7VOE/n72Nexl4SlvwATgu8\nnw4LNkJMNlTnwMrp1BvG0qhNRpQN1NceJDJmJIIgkNz0dwTALZgoDbnZp1+XOw+NOou41u/Re5QQ\n+UVaa4B+8gl0ODkkDPY5rjX6BTTWwxjaOguViYCEM34arVuVFGtEr0Siw2I4r76TENtmnJo0Btjf\nAE8zuQ4vIZcgiMiyf4QgJKwPeoOS3pBkuK52EDrZwbbkr5HPKxE2t6RipfwdBSeruPHJyaT0iYHm\nEuSyA3z6g/Lsq/Ks3Pf+Ndyx/hx3hB5m1NxlPDj9U59zhfeGeeK7GNQ2ZFlEHHEZB7sl4tArgMRr\nMpaxY8eOjnz//61VHf6Vw2/d7bd9+hfHQa3tEC2UPG6stWV8kdvGgFgjI/sq9+3lD98nwlPDpIZN\n6AwOIpxlvJ/8AXcWdc1s/DvKDionrSDn7wqGrjrFG/lVCbEIqAAVbtkbdb7q/HZEJOoXLGbVuWaW\nHvUXqft3TFA5kT1aEDwgi5h6K9pEXTlHb6V9T491yvxwUZflonMxKgrUbfFowspAUmEvV0j/Qr//\np39HF8/9l3Px/9ZkWWbm6rEA6FVqgjUGXh2orMwePb6BCmsL6+fs9MNglLqu5ruDebwyZzhuVw0e\ndzPW1t3YKsoxho4kNMV3UO18fEjkQkSVv8R0489fI3/50SWvtSk6gNAaCxvu6E/3jPH0ud+/NPWi\n43EpszhsRGiTmbf1IIgCQh8VkjqK9bt6cOF8BBrRxagRB9m+ZwS0l3mN7rECbafyqYvW+/qxAJTv\nO8vx4+kkB/2x8mBnu4hlqDGrqGrTkBVlRy2CyyOQW6MnO8aGRgWveKJ4WKUQQ30lxTGvJBntrdfy\nwjKldDEh2kO8bg0HS32ZLZN7RtDaZMdo0hJWeBTVyDGoNSr2C28giR6cdX0JyOnhc4zBpMVm9q0n\nX/72OOpbZCKKd+OqKeQVxyHu/UWE4S3IPabwVcFALjjtzAz0lkv2NudSXtNERF4OAbXFaKMjEXU6\nnC6JFlUQhVNu+7fv05+a5CBRvZ+E8Q5Or9hFaHos8cN8f5d6305yCrzfryX0NjyaRIpC3qPfuWoC\nYkOxVPmC0LrXC6j3KiWGhl1byGvMgX9tIPkb5Rm/8HIyj6XchKMxnrxjXkBs/4lpHP/1At17tNC0\nyzcPbg67i2GXe0P7uQcH03foYQ7vGE2Qu4JwsdinfcC4Wzn+izf6EC4WECaUIAgQKuYQesNK2ioK\nCfxhlNLAEEZtjwfQ5X+D2u2gxuRfpQTQvfljSkIuzWIbattHqF2JkkgyNLmMBLoaKE94BIC48tew\noydPUIii3JpE1K4ynz6iYscgimoeJYFrt3oFwyJ6JfJH9pX+ZmzoeDo8nxdr0qnx6HAZjTjtDlyo\nuN5cTM8F0/lk9SFaNA7+5faCR2us0bx1fBlaPUQlgjEI9AGxlJ6pUkoiO9k1U/tx9wX4ZrF3Vbtv\nQx6r31dSpn0fM6OPkkgM7EFZy5kOBVi1oKFPxCjSQy9d5fCfWltFIdsfvPz/up/VYz9gRPFZjnTL\nwqhqpl6MJtzaik7dSGZRIdea3uTXskxskgmdrQS7MQ291Te61RA3D5e+60VCZ9OIStRuSsF3bEm9\nlrHFP7HliiRcGhVBbXZm/pz7Jz10bYF9FCfRWdcdZ10KCBKa8FJ0UQq25kxdGJkRjQgCVLXq0NdM\nJPzF5Yjxf64S/Hv7y7n4f2gXpbsvWueIxfqyU/xYeoLPpv1AlDEaWZZoqvmU/HodZc0aUrtN49M9\nhXx4rbeEUpZlGvK+R20MJyTZV9DqonMRFD4XtcYfidxZbdTRrRu60lK/Nj/dN4gr3z5CTbcguk+8\nCfvnbxP46BuIIWG4Q0JovnMOUSt28UHuQ9zc62mqraU02WvZV+Wv6XFDaBhum5OzP3qjH3vOzWNU\nhrfywuoMxKi99EoXILTFSVNw12WelsRsdrsKUAMJopvrpGY0mvbogcuO0FqJHBgNgognuCenzQ4y\n7Wa0hlYQBOTLnkFMnsAr/1yCy9aILKm5e7sGx7nzuEQ1tu4ZFExSViY2ixNLqwO7zU14dACGdvCY\nTrKT9ekDyAjYwuNRtVXwyc3KAB968DrMrQoIc9TlaVRY9qBrzuZsjrJq7XXZWQI0XiGr7s0fEX2q\nFfor9+Q+9RKu1XlH7UGzevJbWTMp4Ua6Xd1JAOuXzRj0Ii9uXcLfXqmiKaEXlohE6vqMR1Yp0Z+s\nlU/hMgZxftYyws/sJf7AanJvVJzHpF8+ozl7LM2RqfTb8xk2Uzh6axO5I7w56Hgxl7Yq77OLH5lJ\ncLdInFt+xeERKGsvxXUYL8MROLWjndtzim91rbzdt4rCTcfoNrY3dadKiCpzot6qOHV7xwVzaGQw\n9z+vvJNRd3nTecfbRmFvVlJ+1tDrcauT6d17NaXbvU6EmLYQe8U56gMnMXmK932TIx9k9+Fiehas\n7nKlFj1lAVVOFdd9dwRJlvlnnOJQ7qwvZ7L6FM2R0yn42Z9dFWDI0HSswSOJMm+k1jS9yzYAS2qz\nWRxYykiDkraRZRmdu4oE8ypskf0x1B1H8ngojvDFMSWWv4ZHUHOMvh3bAgJcnM26ncGVxUTU/wut\no5ILrt6cK2xB7VYctUs5F1GxoylTRbO8OoUs6Rwfe5SS8M/t/kDFi3aTXklVqJYehdDkjuhDxsBL\nHkJVIcSmwBXnd3KoW29mv/aIz/4Hpn1CzyGJhF5/Hrfk62gHayOY3P2GP0yBrLvWi52Z+Z232uFi\nJcPbc/th0Kr45UwNQ7uHEPjFx9Qf/I2TKoXwLDA+leGPfYE+JNKnr/+J2UyZtIWNQuOoJ7RmDVZT\nL4zm05dsX9N9KVqTGodN+SYNghWb7MsifNGpANC7LNg13kWiI8RKc4863EYlBXvnoGtQb93GZ1Fm\nzG4FCzP1pzOsTJ9KqK2NsxHdkAWRe8amESrZyUiNo2nefAC0kyaiHT6c8h/WUFtfz8DYL32uw16R\nhasxgZAVKxDUvkDujw5+T721icGWgVQdaWXItan0TO9OaUsV5S01bC9UKhCfGH/HX87F/8QuXm+F\nuYyEQO8E4JJcaEQNDo+DuWsmAyAg8MmEN9HYvWVvgnEgoUG+X2lnLZBXr+rLD0fLeHdef4o23+HT\nLjh5EhUR0YTqokkMVFgZLzoXudYkkkPT2Fa4mRsHKhOjZLPQdEO7MxKlYelAFx9sgpw4yG5PJb+Q\noOb117fRNH+0Uq2WoIUQNWFPbFXCqA47jTdOJfy7HUqfzbU4d61EP/NejtVu53jdTm7MepIPcpUB\nacCG/8yzTp81BNuZahrWncWW2bXioc4pkxwmcMj4FAjKZDbY8kR7cZ1MqWYKIZoKzgrKBzTE8ghh\nklKe29zUl6DQfGRAxEOj2IcjAU8DcLhgDaXhJrKrtVzW3EBE3m6a0gejUgsUD5/vdx1WGsgX1lJm\nS2bMoLGcPv0qd3xcRtACNw7BWw4nA2bbbMKijNRPH8bOtQ8R4hmFXjuG8Yv6sPGjo5w8WEJLg5Ia\nmT5Fj/nCu4xKD+NHzfV003pBmo0GNYXh+o545pInvOQ4//j7MOpt3iqTv33hJMgM+zKcDNpej0dn\npChZJP2s15GrTQoisrgVAdAmJ/PNNBhyGn6YBInVMiFVEgOKRRKaNRyeoIRKBw5by/m1ndINgqDE\nf9utOH4GYe5hBNcX0haaiNQJ86PWOBkyTuFWObf2IHFDM9AfP4i824n7nLcP0QiV0wOxuC4tItXZ\nel8/lmpzAK8dGI5VgA8n/EqRewr9UpRvqyXvCA2HlO/qWXk0Twq7+IfUn9tEL/tnbespwgJ74Wpt\noODgBp888x+ee/Jikhv/joSWbe5+lEuRjInxcjSf2vplx//Nk++kSRZJ/OVdQrr1ISFzII8SDwh8\nOzyC0v1d66foLGcoaVY+0pj4Cag8bRS1ReBsKqLcFoNbE05MkZd86cD456iqa6RFCOQBzxcArNFf\nze3hjXzYksRuewR7XN5Koz9yLuaHvIdp1BIYvJS2Jhv/fHMNgmglsH4bAa05xGqmcDyxFzGFbyKi\nRsJNq/lKbFndmFGyB53kRt0rC/dpBSMlJiTwf8h7zzCpqqzt/3dO5equ7q7OOSfoJuccBclgAhEU\nM8ZRn3HGPI6YmXFmzI4zYgAVUZAoIFlyjt1N55xzqFx1/h9Od1cX1Y2+z7zP9X+u611foM7eJ/QJ\ne6+91r3u2+ehh7AdOEDugiRym9xqvJOibyVM7xn+OHDgAIM+kiOt1UIj9pnjKf7ZrU468+Mj7LqG\n4TPTmYART5G/WqGJWqEJnaQhaeQ8jE/9AclmY+sKN2HYvHVZlB/ZiqWpltCB41mX7WCs2kTc5x+A\n1covCu8UdV/W35mAS1Bz3teFxlxIQ+QSnEo/JIUPix5axDvnt1PfGklcWB4+hQLWYAlECDvtTl21\nxjfgVyynK1NHRpF70hOnUjOilLBT3mydFZPzWTHkdv74o+wo3zkylhn9whBEt8PmamlB9PfvJprL\nq22j+eXnqAr0Y7b2Q7nT7wpRGoweqalX93tGvaP2u6+3I7wVn2r5vptC21CaVaz8w7z/t52Ls6VN\nfHpNhODXrNXawh3b5v/m/tcCNP2Db0WhNLL+dClzBkTiq5E9wy7nQqW0Y3coAYE9d/pTe94zX7k7\n3AdH58tyV7/n0SsNtNTKK6w7dq5BkCDNqaBI4eRes44fnWbe/kWgZlgc4VrvGumV2hYsdb58PXQK\ntjxPOl2NxobPyn2Yfngd+7mj+L8qRylsB77GfvQHuc+CJxBD4xD0/qBSY/70Kc43yyuFsKGJHD42\nmxSNWzwqY9kkrqw9iFoUSa6RcPbrh2pWKA2bSsn30TNOdQGdYKWk1ofKTnlmhQBi4G00KAaA8Nsm\nnr5MkOxIwnVQ1NdYF/9AX2YFenJTfn5sCtPSLxJjbOBjZSxmfROKRgPte9y8IRNmZ/DLDs9VTmiU\nPxgbmTt7JKUFcgRGkiROR4Mg+mETijCJR7GRy/PPFXNksj/6Dic7bpYdmpti3iM8sIEvjr+Mwgmt\nvvDgX8sJrrPz3jMx3P+NDW1JDXlJer67PwxjnQ2HUqQtQImPkEYHVzl1bi7TA92EOCWmZLSihZtU\nSxk742ckl8Tp3ano6jy5DNqDnsCllK8jy/w2TT7Q3z4Do8INOhs28RD5lzOQst/x2DfhZCtaLUgx\naeQYPUsAAZLnDqfyRC6mOrmyITgjhrAhid0r3Mv1fmzM789Lo2WtlIUbUsEO76V2oGuVo0SmhFj8\nM+ewfvMefqh2crtPEcNrTqEPCMUvNBaXw07WvnWAJ4hN5ePPxGmR6PRqtn17gUHxJsoaNDS29V6t\noDUEET/sBj4uEplc8rVHm/T0doTVcng+cPhSDgaGY8DJOKmRAETedwVTpdBxD3XocRGJvEJ1OMwo\nRDVCZ8l2T6elMXwRgdWbaA6dTUDtDo6EzuB08GTeiSxEUCposQlEKeVV7dKa4fRz5vGh82UExTiU\nkXa+zZ/AeNX37Lbfx3K/t/iq9Y8MU+7gjGM205dM49yBcxhD48m/eBZj1Q9ozN5kZ9czZcgdlBvC\n6NdQRHZQAgsLDiBIYJo5hBPj5OenVxoY96yM2xJCQijtZyBJn8qeLz8nKsxJk9CGWXCXs493DuSw\nou/Fy1BnKgpE6n2iUbscXLUdAGCCc5BHv54Ow7yvLtO8VB6nv+k/nduz9nCtSUj8GDsQpa0Bl9KH\nYdRQVOWZqm0JnoYjQKZPlyQHEjZEQY/SWMDUu++gpNHKvhI3f0tpdTImqy/RIYX46t3aNL8ffw/f\nrJLH4rtfmY6pzcr61b89LRx3WwYl37nHlxV/noZLctFm7UCtUPHx9xtRN+swZTbx8Ojb0at0uCQJ\npegeW60mOy+tfJf0ePd9qx5djEvlZDyjKfyljraYJgxlvctQ3LPqhv+3nYuuCf0ftw1mVIIno1ve\nuSq+Wf0LD7wxA7VGlnIuc8bwwvE3r3vMwcYoMgMi2FdXRbivjt8ljepuU2sTOVs3iLd351DfbmNI\nTEC3YzP6rb3MyghjcOCnqFwSAXYn4RZPkOCOSG+xGoDzuZdJDwxnb9lVftehZ6TDPXmaa63oQv/P\n6KBdWn8abDEU6RaTaXqPBuVgrGIAyVb5PkgISKIPurben1tuEEQMT6a6PpOIde+hfnEOglKBqHC/\nvPq9u3BI/pjterQDDGjzPUldmprkv9UpSSgEgZM+q7rbhtet5nTI072eWym1k2l+l/P6vtlAAcTm\nHFyaIND1Tb6jEsyEln9EuF8zrXolvh0u9uQM5FxZIs/dKDtXkiRHKQTgn2cW01AvAwUnJF8hMymX\nXy4N5XJlXK/Hn6XNIVVZxz/aJ3hsD43yRzsESrfJIFdBCdbf7QURVDYXT6wqZfWqeAzOyWhdYxFw\nAXKVhgsLtw4N5OBVByXm3YT7qYnX38jXZ04SEf4Nhio3mM8cIKBrljhSP4NWu5EIXSmDA45xuWUE\nY/rP5NvTRbw6fzjnT77Ko9NjMbX7cOHIYAy1r2GsD6Qkw5PoTW1q5EhmIYIgEG9XEVw6ELuzCJXC\nHe7tTbJ7ULiZC9WeyqBRMxdgDPUWhKpuV3HXtv6E+/vwxSxv0HH9ARFc7pWaJiiUqHz3OetaFRy7\n6v6OguMzqS+W0yyiIBEXYiP4/s/o2LGK+OQgOVjksCLWZiNY23HFj2HbBk912L7MqfBB4ZQjU4fD\nZzO+2g1Cjht6A4bgKBw2CzkHvIFx8cNm4BskV0+1WDoouJSPRfTHr+GAV1+fiffQccidwtH5hxKc\nMABtoLy6LdX153CDQEytd+n17Zo/oxPka3zmyNtMjd5Dedj07nbRaULbfhVD4yGE65Q4G+c/TNOW\nDz22VSc+haY9F7s2EpfSfc9vzttHBx0Y8IxSXhILaBbaez1+pjMRvRiAxuXEjoPjCnnydCi0KJ0W\nHOpQlDa3sJ5VF4fSVo/C2YHJNwNFwmCmn3en03o6F9c6HgD1gT4cSB6MWaNm/omT+Ns62JAyjcz6\nAvo1FXv1b1b7sj9+cbfT62svpF2VyKLnRmFQ67nzCzlS0y/eXdn3/OQHcUoSoiDQYGoiQOuHyW7G\nX2vA3G5DpVagVLsdWXO7jW/flp0Oi0JA65TH38h5qSSICo5s9hxDe7PaYWWEnnGnz6rGFjEqdgDT\n+ss8MF1z8ed/8lbPvtbuenkazbXtWDrshMUF4LA5+frNgwyYEM+IGSn/bzgXkuRCqjiDGO2JxL5W\nlrzLXE4Xry531/4++k5z9//vOrKOUX6RLHXICPxnbIWMielPdXsjTeY23hzUIx9+jel8RzLlA0+i\nny9XjCQl1Jc/H3qVeck3Y7z4rkd7g1rknFGLn91FvVbJrSmPE6yLYu4X4+liRUaA4YnpCPkdrGy3\noJW8ZX8B1D4dXKxxD+LBuiCCFe5ohnb4bVTkllNVV4bSLq9SDuXfx/DhFgRnK2bVcGxWJ76aOnwa\nPyHKmESgIx9H53UobSpEu5LLOhGHLZXELzdwePhYhkQYKEi+i5TMy4REVnOtOexKTu6fQoR4hlDx\nIiIO/B15KEQnEgJOUcdBxyr6NW0m27iAEXv/juiSBzpNagpCoBV7HOhyD6PUFCMAJstKRPUGXAoF\n6pZ2HCY/mverqJiwGF1LCZ9VyEj9t2e8Qp1iGKHOk9glLS5J4Jz5ZnRhSazd6HaGVt/wJ57+2VNu\n+uFx3/LhEe/USW/mq7QQqWwh1+Km/X1z050Ut9l4adUOIvNar7O328ZrTzOm4jyfviVjIhw10PGt\niP/vXOCMAmdKn/t2WG0oG1b12d5lmvhpRPuH47AHUt2iQ3JYWaCqwtzhQ1NdMCrLeew6mSCrTDhG\nSlEJJf4t5Ae3oImXvyNb1WmGtV5lgVmOYlWfn0P44O3dFRJB6dE05JR7n3vIIySmnEehkR1kSxvc\nuFnOj+uULgQBvgwtAEnyoOMGaDwm4jJ75uxjyt9EAJQ+8nu/5ZSnOFtPy4w1EzcwBdQ+CGotktOO\n1KkifKpmBD/ky0RxE41y9CVh+q0U7dlAv7BWQg1WDuZ7OqrViU+hpZ2AQk/Atoddk17qaYEx6USk\njeTKnuuTow17eg1nVt/ttb01+jZcGiOGkm9oDxiJ2W+gR7vSWsMS37/jckkop2/ghdcLELEx3vg+\nNXEPoe3Ixb/ec5KZ9a+TqPQGtiztR3DGaD4In4SzRwps6e5X6fAbhL71IrVxKwkr+ai7zaJPQmsq\n6P43yhVMuBREh9pJjrN33RqA6vjHQJTPURQiMLLuMP3KDZxIELDaMgEnwWVfoHT0rk7aFDoXq28q\ntZOddFGYDPz0H93t1zoXxbGB7JyRQdBBN95rfP1Fjhv7M6f4CGqXgw/uGcXI81WMOFvKTwNd5IRB\nQukD1Iwq4faxs4j0C8XpcqJVyQu7LlzI324ZRKjhP9P+sTqcWOwufBQiokLoXrQVV1Wx/uROQs/E\nYA0wUT+kEp9yfwLy+l5AdVnFlHxmpU7kwKFzBGa7x6i6wRU8POdWqq40c/jHzhSXQsDHT8stT7rT\nUi5J4mhhMduuZLNwYAZjEuL/dzsXhT+tJHbKGyi1fSuA/haTzE04dz+HYv6HHoChzRcqeGNnDkn1\nxTwwMIhJy+WQVltHB3+7310OuGz5PpR+fvgkJvFjRTZT6txkMj2jCVpRwU0h3hwENTYTe5vKWZr2\ne2b/wzMcHh5Yz/SRnToAksTsKnkVsbUlmfvn3kGbaGdDnuxwPDTwLRSCgjcOvMCh4r28UJDKeUUV\n2+Lb+P6OPZxb8wf6dw7mUocTCi3go8AcZyAyqInj5Z4rBUlQMyLKwoHsFqb30wIS+1uWXlP2dn0z\n+S/DoY7Hr+5VFAI0BL5EQMMrOOyD6WexI0ZHwd6jiGo1gp8LqVVEen0oSpW7FDD3Yib11X1TenfZ\n9CX9Ufr6IDmduEpKsK5Z0/k8JXTGHjTWj+SB2gfnqd3YD+7nsxHL+e5wFj8c/7Ibmf6GTQ5Rx4v1\nPDr9PSoqkvnbleVe54wONVNeq/Pa3psFhfkRHhuEw+7k6nk3aPYPhv2oOgmCXJKASW1gT+JttEbX\n0xbbgKQW5fznrlxio1Jps+QjBZp4+pPzqHCyOui+Ps+pUELSIDD7SLSNcoF9PNADhCVWgVLOwS7q\nN5uNlzYiOcxIThuOut6Jk7ochJ4muAQSivzJFbcy2uXmLzmicOftBZUvryxbQ11HIxuPfkpm3gbG\nWeXV8il1GCNsNTTOeQBbqxl9qD+F2emYTrtzue1BvyMipYO4FPdEY9j0Ec9pX+OMNQq9Wk1muC/3\nNO/ubt+jMrBkQjONR0RcVvnbDq7/Ab3FU7vlh8SHWVyzhj0XDZisIrNv6ceO790rvdmjbNDWyMEi\nO5MSPNNml9UDWbvfzRoapTlLkv4As/tXI/mHI7S4HWZJgjVW+Z44Wk3cHPgRJ3Ll63IqDcxJzmdb\nQTpKu2eKsibuYZT2JoIqv+HXbO7aK4iiiMNqpjH3LCGZY8n64HkuX7yKrv36UZUzpnvw0ZkJC7mE\nsb7359+XjXv1Bx45dI4RsTHc2C8Np+Ti9d37PPqk1CsYoolFeezePo5yfTP7pmPVJ3Kppp2MyDDs\nmjAksXdQd5cJ+OJfvQ6tSR776qOWEVyxFpsuleaIO3AhOx0No5w4fSG7eAiLf17RvX914lOoQlux\nOTQIjZ4Tv0NpQunQ4/CREC1QGbMfSXS4mdQlAWPTcEz6UqKqFnL3K9Nps9g5U9rM+KQgatqs/GGT\nzFFx79h4pqZ5qy/3tJ6ie7m1dby0Q37XHxo/hknJidfbtdvWvXGAxb+fgFIle1J55ypJyAzjq1Uy\ni+eYeelkXyqhudizSq8ptRZjrnx9Vn8zCRkaZt44o7vdarZjszgwGOXxsNlk5mB+Id+c9cYMrb97\n2f9e58Jp66Bkrxx2jZ64CrXPr3tfID+c/eXf0y9wOOH6OMyODr6+9DIrykwo5v4DQSG/qNXtlfzt\n+KecLBBZveYnIltrCbtylYLGq/zzxV34NUehVDq45Y5DKHvhSz52KJUBQ0s4kaTg7v4v4VRp6Kj7\nyqufX+Bi8lousbfSPWH/dGwMI/plERzg6Wln+mQQm3eCey8vxIaaI0/LVK+NlmoaLTU8s/33dNjd\nYcN/r64DCcrefgpTVS6DTDJdtW1XFSpfH5x+AsETBC7UGjHb5Lxla8gLIKjRtm5EbTlPa9hrXMw+\nyqjwfCSFAbVZBp5WtaZTVJPB2JQfftN9v9Y0gxbi3NFEuKMEQ4u8KjcsNdKxs5U2VxCa/4rFZtFx\n6eRIksp3EkANZ6K9Vfy6LDzdSF5WJe3lNiYs7EfUj58giM20D3ei6HcTxi2djsHy/RCc1usxNmft\nJb28nU1ZJdTv+m0Ow/N+eznmY2Bf1UgyQioYPELHxZp02potFBe0ktg/Eo1OjSh6rpjtNgcB9Zs5\nWTGU5/z2UDm+lqjDodTpozgS41lhcH7iZ0iii/LztUQPDkVjdvL4uDdRz1gq37cRjWju/RP/fL6A\nAjwF5nwDILKHP1sz1clT41fgo5bTJNcCsXqazHcgMD5uNEeKryDZhwKCnAoQy1lU/hYZzVl8k3g7\nLcGTqbdV4OpoYGT1DBrIJUf8EUHrj6DyQRmYilKhQs9UFgyIoKbNyqhNmV7nrJj0BwzB7vLSC1vt\ndKhvQHCZUPuoGTbxcHebOusk2uyTtKtS0DoqESUrxUZZFbRIUhGNBVUvbI2JTf9AUulBVODyi0Iq\ndgM4i02hNDbYGBrTjN0pcKIkkNHxjaLcVJ4AACAASURBVChFeQzq6Vy4JIGXTW9jOy+3pdxTSt5n\nbiCdh+aFXwi0yiqv37b9nqLKUFo6ySGnZB7DWXEMdewYakbMwXmuiuBCN0FZbeyDdFh8aG2A8GgL\nIKFvvYShyX0vqhOf4jNfOb10/Bl32qLL7O0tVBeVcfiD11DaG9GYvSvC/js25a87UWl12FwSD2z1\nxiIAvHvzAgJ99CgEoTucHpQv80pIgoaKpEyi888gJMymxRyJX/W/vI7RZhyPvu0izaGzsGujuFpy\nlbQ4+TsW8EUhBCMIAg5XHRLuMVAhRCAKWgRbNZIjH7s2CgEdStGTGEptqOfG5TcQFC6nv7euGIpk\nMyMJCmoSfkdf1hB6kaBad8SnIn4fLoWDxCK55Lss6jtiKm7rbt+T4Od1DIBHJiUxNjGo1zaARpMJ\nh9PF4z94i4D9FnvvlgWE+PaeNu/NXC6pm5Dji5c9o1PRk/y5YdqIXrlG6trbOVdeyWfHPYXxACan\nJBEfaCTOGED/iPD/vnNxzz33sH37dkJDQ7l06VKvfZ599lnWr1+P0Whk3bp1pKene/Xp6Vy4Ghpo\nfuQR6udqkfQitnYzGj89So2KhBve9yqL6WklrVcJ0obx1cVVLFntia4VNAK+NwcgpN+MIm26B/8E\nwCcvyv0ffyECV6uN4Ud/h9MpMnHiLmJiOz1ZUehWJfQfOJCfv1IycpA7fxY29g7MbZew1taiCQlG\nVMlOTBd75pFgHS098mdah+yxTK2VB9oPS0fw2pIbqDnyKjH1nauP27bhUvkglh3CHj2eNZ9P5gG1\ngrJP29gQ9zhj+snlgXuu3MvKEV+iFJ1IDVbs4S4Km3qRwJZE9PaFbM0LZHqG9wfeZfHTB+EbYWT3\nhlBG7nkHv6GTydLnE3fBxvagG5jfsJO12vtQKtsZmdT7x1Cpe4y2ZnkCH27dQvpwJ1mNyeTVxzMt\n5QjCkUqOD3gSkJgesga7U0mHTYdYF4akUWKtE9A4zegdHXw3OAjX+b5rrQdrNxKhzMb/yZ0IAjg7\nJF5Zto7n1izBP9iN/N94+WcSA6LZ+NRhojuLMSryoKNHRmLZvwew9t5LLH91IuFvvUJO6AhS2i5j\nmZLCwUJv4O/4+LMcLpbr8usH7KLKt5pBx+bhIpC7jTKl73rfGzCVeUdFelpC0S+UxYygIfwst367\nC7XegmKkgDG4ksvWWSSrD1MVdA8uCS7nadBnTCR9eDS1ZTWcPXCKphonxjDIOwsBA1txjvFB7Bzn\npieNwd7k4mCjXCb23OQHOFeZzfmqHJYMnI2P2u1o7blaS+6OXKbdnEHaD33f8xcDxqGKHEX/yExq\nKs4wbegyvj/nuRKaWPs5E+s9Q/o1qhic2nR8Z7gdwI9Pz2Fgow1t2hWGxlUiNtchOOzoD23C5tBQ\nEezJ3RHUsQ+fppOURrtLHWPKV/NTlucCJCLGn6FDjGzfUty5RUbHBOptjI5v5ForN8SyJ+h2Fi96\nhNwLVXyzyq0e/PuPbyEsNoCK49n8/ZUj3dufGvIXfDMH4xQ0+OmtOC7u4f2qN2lvhrbO4IQgwJjM\nPBYMuYDgY+T1rCSWhvuxo9gHtUP+TnM7iyd6lnqGF8rplw6/Icxa9SEBIQHdbU6Hi7Vv7mXyLYOI\nTQvpXu1WF1dz4PX70LcX0BI8jRn+mzlqHsuZ7GGM9F/j9Td32aGmp/DXFTFy1TLWnj7P60OGEJKc\nhFYvj2NLPpcBr2HSWaz40Swk46NW8+SUCWRGuCfyNS91OiCSC9HRiEsV7HUup1iJZGvrjki0BhTh\n1+zG5SiFWARBgSQ5qRpyCae9HmdbOS6FlQfnvkFTWw2+fjGsW78aKS0VZ9FpXKKNgOYhCIi0GXLw\naU9EElw4lSZC66Zid5VAD1UdwWWn632YcNNUDv3oBkzWRMnfSVjFKAKC0yiR9uDfIOMUyhJ3k1js\nfh9HLUzgxI9uDZYu52LxsGjWn5HTfk9OTWF4XN/Rd7vTyfKveiek+vC2RdgcTp7YuKXP/QEi/fx4\n56beuVd+zTpaLRz6/grVxfILO+e+4YTGut+14oZGntnaO/OxTqXkk8U343BJ6NXuiN9/xHPxyy+/\n4Ovry5133tmrc3Hy5EmeeuoptmzZwq5du1i3bh3btnlzIgiCQHPBZQSVQOOHf8OpsFOjq0SSJMz1\nbeiCDQiCQGRKAoatrQR+8m8EvR5JknDV1SEGBYEg8MEleRWx/IsKnHFNqC1BKAxazJebELSgHeaD\nyteX37fmctXpqVT59DfNpJfZkQRAELCuvoZVMTkCpUaFqb4VXaCBnA1Hupkkw4f+tlAVQMzEVXyS\nL4uQza7sHbgEkNBLuPoll5O5jZNxms94tZltvvgSTEL4VfIbvZ2K8sY0cqrG01MVUa00MTHta6++\nIKthCtesxAHs/7UNIdofISEQxcIMjj1Ty3nlIJwomXdXPcZ1P2P40zhAYMMH6QhqX0Sx9+qO5cM8\nIyJbr0yhyWxEEATaExq5t+gyBZnjCaivwLd5Oz9aVtJc34bLJREY6r066Gg1UzeoAlU8xBxP4NIh\neeV231+m82HNs2QYx2L9Uoe2lypDP1UwSWl+rDN+hsGp5u7adN6NvMygw31HUgD8NO2MbdlLW1I0\nNkFDyk2L0QRH0NFs5rt3jrDQ71l+bH2j1327HI9trS9R50z2ag9T5lDj8HbGu+y2xwZwaNNFykqL\n5b+/WYNPgBtV394E1SUQE1JPdUswcf3dPAQA/kH+jJkzhp1f7kQhhDJiRgb9xyTww7t7aWksRSEE\ncY/xUQSh92Hgtcznkcjk6Zg2ND/JpFGtyiCqJ33K5gs2rKGhzK94kwBbFV8m/IMbqt/nl5C7aKl5\nG70o8sgUd5773dxIlJKDh9NkQJ6qOBvdmb0cFGcyLt5CadNgj3PHlr+JxS6yL08O4fprbVgdCiwO\n7yjGRFUch+zeVQ7ZK1Yi4kLtsnHz6Lu4UH2VGSYDzz7v/X09+9Zkggam4MjJoe1PL1MTGs2/8nuP\njoF8jx2DnNRtUqAZ5MR6wX1dfj4WhqdV8UPgcK44/BhYWk1UkxljiJFHV8/iDwu+RqmSI1Jh0XYk\nQUFCZhI33C5HKzpaLfxpsXeEFODtbfdy5XgJoqOSE59/QFb1ZCLSgqm6KuO8nvH7maOKSxxpfpjh\nYxPxjQ7Fvlt+Dw81PcVNj4wjZlwkT2/ezuIhg1h/TgY9/nXhXP7rR3nsTrfvIq7sTkYviSAiIoqq\nxhJiwpLZ9O4xOukWqAndTVitHE53ihYULk9K+J5TS5PxFHpzHGpLEDZdMxpzkEfqunxSLjdnzKN/\neAxtFisGrcbjOH3xYvQ8x7bDn1G1q3e5vqDIIG56aBEvfX4buo4Q/BqTqYk5RkJ4BsKx8d39SmLW\n4VS08/yyL/imF/bi5S9OQalSYLI5sNhdBPpcP5XTZQ9++wMtFk/Nlm/uWkpWdS0ZEZ6y7CabDZ1K\nhcXhQKNQ0G6zoVIouHvdd9193r91IcE+v15Kfa25XBJfvLyXUQvSSR8SiSiKXK2t4087dvfaf1Bk\nBM/O8BZR67L/mESruLiYefPm9epcvPfeezidTp54Qs7PJiUlUVBQ0OtFHHn1Bq/tbeUNWFtkJ6CL\nHMY3MpCQUg2GoGHYf/F+wBISjG2RJccV8ehdNSjpXWwH4Ey1gmGVeuyWOqRRPpj6eZPQ+EYFIblc\naI2+CIJAU0E1FUfdapnpy6aTs3YPwf2iEZQKkCQEpQpR9L596oBkbM3ewCV/Ux0teveqS7fhMhfG\nuuvXE6wbCVTmk1ffO2CpN9uffSdOl+cLnjnMyfRbi7pVQQEUop2C6hziQweQGiMw+5G8Xo7Wad8d\ngdvGITldCD0qP3LPaEkd5r7Prz8ajMMuH39YfAGWEHcYd4bvana3P83yYT/wwfcpqENjKMjqZGv0\n1ZDYL5KgQIGAAAF/P5G6Wgc7N7tXBgD+mlbm3ykv8bZsrOzmiujLBk1W0RGYR9uZePx7LKQUQggu\n6jH6+1CvqUWscWNSBoRBVm0E4MIp1XT2D6d61HHCynXkxeWSdMRd5TEgQcGlIjeaXinEewx8g7Wb\nOG+RdWS6HIuOHF980ttZ0ySv7otKjpAQ51m739NckhmnVI2AL6KgxSnVd15XECNT6jma7YeguD4x\n2X/HHnhxiQzu+PFOmL8GPkjttZ/FpeOY6UbyrLIzEKosY6H/v7hwWzYVLWZm9Qvjpc/lEPKflEWY\nJsm06h8UGhnYcJ4JI+SqGotDIHTze7hiR2AmlJq2TuerNJdwaRMXKgKoa+8dFDdBkcJFRxXprlhO\nKNz4gyHOFM4p8gh1GYmRQtGjhego/N94gz8scGt9lDVcJSZIdhxma7MZonZXWBhee5W251+Qr3nl\nZNrWiTgrvCe3qAESjmEurJ3pdfELG0qbi9qmvgf9t1buRRCgbczHVJe28+kLP6HRQVx/yBg9BD+j\nPOl+vurnPo9xPVu5Mp2gDf/EZ+WDtB49g/HupShC3GRSh5qe4i8/3U+71cp933zvtb8o2dErbYzL\n+/XF1M/xlUS6LqITy0iOHcuScQ+j0ChQiiKVtbXsev/XeXDWWvYT0r+/1/ZvV/StvXQ9++cLXeXT\nKpRCGKD0ckz0RiVajZYxt0cj2LRs++A8cf1DKMmS012GQB1tjXJ0bsXL09j1xVmqiuTV/t2veKeq\nuiy7uoavTp2lsKGR1+beSGJQYPe5uyJCz82YSmZEOM1mM4H63rl++rL6jg4e3eBOuz89bRKr9x7k\nhrQUJqckkRTcdzrGZLN7RBy6rgegNieL0HT5GXx0201YHQ6e2LjlNz2D/1HnYvny5SxfvpwZM2QP\ndvTo0axbt46kJE/AY1/ORf0VN+WtX2wwaoMcuu2KFBg/b8YlSoidZWeSKCGNbqfUKmK2yys4m24k\nFsN8/H1tJNi2oG6+iEsUETvFf+x6HeYQIy5N716mLtgPhUZF/lbv/JImZQbWvN0E94+hPsuTnlcT\n4Ie1uRWFLhinuZ6y5gGMmOo9AQaVFeGr6cDpUFCjnUqxbShZ5yqJS9Lh176WfVl3EehbSUhsPFHI\nH4fJZaTRkYxZmYHVKh8zSbETXSfbZbslgOMFMl21SuPkXvEAVXOWUl5mYcIiT4Ezp13FqZ0D2bLr\nBGnxidz1e3m1L7W28tW/xxKXUkhkvJ6WBgvDJ/UdabnWXnnQMzy9asrraJVW2lyhGMQ6Pm/+go5W\nM8VXvStHABL6RaD31eKrd3DiYFmvfeYsiiEwWMtXn/buDI2bEkZdtYXcbNkh6wo3SzY1sXGRVNcI\nSJITh9R7btqg9qfN9tudud6si3Fv1s4XEJQSPku11PrOJrFJJl+q2ZlM+Jq/cvmL92hzhmKr+oSR\niWHsbHuGFlckY8cKtLnCqLtyhnHjdXy73ft6bgv5AldYf/x1rThcKr44M/FXryv3TN9MiwK+TPH5\njH0d7jxySFQwC1cudA/Gf3PjPiQJTHYdeaF3crLAEw8Srcpn9l03QrxbOvrvPzxOQ2sVKsnJ82Ih\nHVNv41rLr5YYXH0JpxOu5AWj8TEQ27yO8joXV2sN3f3USheZoSJnO+f/2UNbWD3kOcYljmZ8/FC2\n3eFO68xc+QmmD9ylkjZJgYiLIkcg35ndkZGyhqt8uOUlmh/7HdGPrkDQ6+n4i8xmqr7vPtYdLGJi\nxTlS332Lb9/Zw9nj9Tz+9wW48nLJ//cmAkQzVTHRJLRWEtXhVuT84MFJclT0CJiPeEdY3n6oR947\nbjp1gTdx+WgpP33uPfZMXTyYAePiUIRCwLGXKTY+xmcvH/bq12XP/3Mu/P5JAPT33YuUlYX6jjsQ\ng4O7nYuejJddK9a00BCu1soTa4R0jIFFMuA93FBJdZv7WYf6VlHbHkH7gJ8wOVp5aNF7rPzmGxTY\nsAu+gIRSIeFwCoDAkDATRq0T1X7viN2y5yej0ig5cOAASYMG8/Rmb2HELntr/mxijQEyOd6viJt1\np2sAc/xZWjUFTI56gOx93tw/PW3K4gHsX+89v/XmTFjsDpSigFIhP98jhcW8d+iIV78u++vCubyy\ncw9vzZ9NgP63YcCuZz0dg75s7fIl7MnN5/MTblLHxyeNo66twwuYWZuTxaO3L2F+Zv/uv+m32v+o\nc7Fs2TKWL1/OzJmyDsbo0aP5+uuvSUz09Hy7nIug9CgEhUjYkERKc5UUrfmc1JtGk7vxOAkzBhOQ\nFEbZoSxCMmMRVQr3QFfpgAARbZ1IXegSOrJf97qW1rDX0KodGAxbMWrlXGtAdjEtqbFICs+wvVhr\nok0XRP3VUFLGVlB6PNfreDnWm/ALchLZ/tvBNwVtMxg3yR21WPvVVEJ8TdS160lM9UVSaCnKrmV6\nRu+UwwC1zsGkTg7F3CFSlKulsc6bDCrAz4/mVjeIYNRQuTQxoP0Qxsm9Y1aEk1m0p4zHxyjfmy1f\nDuX8EfekrtJIPPuue6D84d8jUKmcKJQu5iyVX0hzh4rzR+MwVTu5cMnJxJhf6LCrOHh1EMmhFdxc\nup3Ax2JRlBzjw7JPKcyWZ4TkAdGo1UrmDv2Ftz/tnb44OaIBMdLtfXflp+dPLiGnLa7796yFMRgM\nKjRa94dgMTs4d7mITg4i9CoDLgJxOuXnLkkmHFINohAAKBDx9RAR+jW7d8Re/n1KTqOlh1QSYdCS\nVetDTbuG4ZdOEWwvJXplAC3mUJrMsq5AfP0/KA6WQWQJU0cj7HwCOmrALwZay3ChoNj4KABWh8Av\nxe587cJ7ZvLjZ7JGwPTELOgErsUP9IHyw1ypicNk03KlehQOScYS3ZR5hsriDiIUeWxtXUVVSQMt\nDa3816TPCFWW0uwM56hpKUGKKobpN6JIHkVNmx9bs92l26mD+zP5ls6oyt8i4f5z4BvG6b25bPnk\nYDeGpcsGaI9yySLTzk+5ZTIpgz1LZMtqc2lscZCg6b0ySX/mPDs29I7lAghf+Sqpn6xD+e77rN31\nbyIUFVwOGchzUx7qHhsc5g4qtvyF5uM/E/2HHSisJvKeWsX6Hs6Ev2AmRtnMbG0OCiR0/16D3qBF\nsloRNBp+/OA4GWNiMX/wJscj3CqwN+ftwyYpaHDqiRsSh6PHGHgwaggpzaVEdrjLzj+6fyIheRpu\nGTWGT5v3MSFhFCMu/pXWDg0BvlZavgVFMPj2mLOEuev44/w1uJyeQ/GtD2Sj1LgY4nA757Y6sMz9\nhPLCJpIGRNDWbMbPqKd2xX0YRLk0XQgJwf8ff8f6/vvXdS56WkljE3/csoNZFQZcVnlFPTLmKP3C\nvKtSPvQZRbOo44mxK7jvG3faM8jPRoTRnbJLjeqgwyKiaE9jQcZk/P1/20p93emzbL3c+3XqVSr+\nvfRWnty0lepWeaG1cGAG4QYDHx85jr/VxB8nz8AsNJCamMnytRu4sV8au65kIwkCi10JNJd4YoaG\nTE1k8GR5vqotbWb7v06z4s/T+kzFXG9yf3raJAZGRvSKrfhs6a3o1d4LXLvNgsXUSltjFSU5J0ge\nNJmQqN6jhl3WbDazcv3G7ujFf8fuGT0CP62WwVGRaFV94xyvZ//jaRGHw8GTT8oe8/XSIgsmJBAX\nE4iERERSOK4jlxgQ5sPkN5fz3t0y2n1AmA9B/aM51xmGmn5jJo25lZwtbMQ/LoQR/cK6fxtigkhR\nyZd/trCRNsOdDMkcQ2RgOZfzZFDT6E557+MXK7E74hmWMRanK5yGU4/zc/6NTB8ai0Gzk5NXqvEb\nMIggUjF27OWseQ5FJWX0T0plaNJJjhw4T50jjfv+awL+AY3s/TmLiqM5zFwwhPorpZzJlweYoYmB\nNGrG0+o8zYH9AxibIpIafoKzhY3Ut8cwY2BH9/XWSvMYn6bA13GIs4WN3ftbE+diEuWQ4oQxiXz7\nz2CullwFhG5ktfyb7t8NrZXUN7UxY1ocY6a2seazSpL7WZgwRv5ofjlW2H08gB8313PlVBTOOhnX\nUNZwFZXaxYdfB/PKymDKGq+CSyAmKI3H5p7gzV0xJPZzEqyZSE15I+cuy/Xcjy6AMRnl3PtBIPER\nfty0UNac2H/sJMcO1hITlMb0keUcLNEzMeEgozLSKRXmceD4KY7/UsvU6WlUF0OIdgeREWZqpJt7\n/fu6fvePn8j8/ju5WJBDeUsqNs0EJEwe/QcnBXAl+wg51THdzHM5xXJeeUhKGvHGSjrSk9jxxU+k\nxaUx//755BTJg1lmaiaNNU2UN5bQ1tjC3EXzEXYs58AlGScQHjaF+Onz+fHjDzDZFLj0Q7n/lbvZ\ntWoWKoWThGjZyT6eU4Akwci0JBSi/Dtcn82Umx+CpDkc3Lubyl9+ZnR6EnvyA73+3qRxkdQd/IFb\nx5goaRrC8Rz5mxqdnoTGR0lO1iYEpZopT37LkX99x4mcEobOHsbk8SORDj3HgUu1VNX7cC5nPn+a\n9DZ78xwEaFuZnKzBlTiBA+fLQalh8gA5pv/MhiE4qSMtLo0JC8bzr3flkt8nXvwdP3250+P62pvh\nxMnO55GcRkS8g9ySHASVhtWfv01xdjHvvf4+o28cxbRFc/gp6yoBBR90v38nz9Zhtbah1Y5Gf+Qr\n6spruVTTgUKhoH+wnLc/6RtBVb/BJAyWB9mi87Lz/9ydT2IwG9j47Vaik4MZ2G84Gz84DEENHNue\n053qKGuQr2/WvJlcPlpMWcNVEgdE8Ma/5cq05+5/CavF1Of3lFdSjYsWJoSEMKniHIdra6nSB8KQ\nmR7958xbgEYbTLuqHNvbbzAuNJTNafeRU3wBg7+a599ZiWXzjxzY9hGOErjw0m0ENJtIP70NUU/3\n/d/ylZNvSuJ4LamR2CVmDl+WU3Rd7V3v3+QBobR8DYdratE/+giTJ0zAfu4cP7/5FoogKLtvFpOc\nxVSez8ZUmYzfipsZN2w6b94gR9ee31tKZWEje3btxdRmZuUf5NTd3r37OHz4NLFOGbQcp3mdjdr+\nvJtS333+KtGXGQOC+F6byelLFQTpA6j3i+PWoYl8v2MTgMfzig42kzEquVv9FOiuSvgtvyVJYtyE\nCdy5dj21ObKT0xW+v97vl2fdQHW2/Pvj4gqv9r8unMuuPXtZe+qMvL8gt6eFhvLRU79j/dnzfPKd\nzLD5t8ceZVBURPf1BaWm89ruvV7nH4KTzMhw5nRG8Lv6G1PSCNTruOut1bw4czpTpkzx+nuzT/3E\nvr1yxGXowK73sYH4fmOue39cLhdTp8p4iH3799NqsTBj2nTu+fo7anOy8FGr+eDJx2m32ti2axc7\ns6963K/HJo5n0exZv/l5dNmBAwcoLi4G4Isvvvifcy66AJ2bN29m165dfP31130COjff3jtwbfKb\ny/npjQvoWtw5ul9T/hOVCmovFANgDR1BiL4YtU8ne2HsPUQGH8DmMKBWyt6tJEm0mRfjMleA4EJq\nzcLaKJeuaSMTMbvCiBwdxYld0Nro9lit8SfRFLtV/3x07YyaHMR6q5lhhUMYNW0fCoULl9NJR3Uz\nJfvke3SqcB5mZxgTU/qu1vg9K1lhbiDB1UCxIpAw5UWClbndSqHXmlTZSvMuJ/iL7G1JZOy0VmJP\n/JO1Te5SuaAwO8PHtbFroyxsJgouNHqJIaM7KKnNZsKYRJpqAtnyRTAlBbIDtyLwDJ83DmN562ZO\nTbqRnHO/nfzlyduOEx7Ywbt7FlORX99NPHSoSRZpunlpAnofJTpnNoLZRptDw+nC64feDiVpmVjQ\nN4bmeqYQwhCFrhWSxKg5iUQlhrDxPdkZmpBwBlGAxBV/pK2pDYPR4HUMqaMaae8TntuiZkLBVqrU\nswgZP5eKbV8iSbC3wMi0pBr2FsiRhQCtnQUZJ6ho6U91m5rLNb4E6W00mDpF0JR2YlTfM3neMorO\n1LG3wC1Ad0PSaWIDm2HauziP/oWqKn+CfQqpbk/D0H6GNt9h1IbK0Y2w2iZUtmoiaj9HGHYXxI1E\njLsB1D7gtCCJGlxvR/PMETc/xTMry/n02xAamuXnO3ZOGlOC/oW/jw2nS8GBgtEUNXmC8q41uw2K\nrhkGup55c+gcFDHD6WiSv7kblozk2dMyaHmd/TXE9mbabn4Ui98yQgNi6cg9xN6XZUR+xvQ7CTl9\nAe0weDtxMmG+QdS0uyMCGqWax0bfgVJS8syCvqN+Ux6OYP+HVYQm21BFNuLTEU5ASAALHliIUq1A\nFAU2vPsDJ04f73YkrrWuKga7S8YAzR0chrhxA1sSvVNRSiEaoQfN/OTijRyIv6n796z8tWic8ru8\nYdFQasP8mJ02kfa9exiw7Sj+nWntls7FsH+PNLe9ClQRYO2Yiu72B2g/8Ar6VnlSa98FTneQ0Wtf\ngLLmWPblz6A9qpm4gzK9ff7tT2A85U5Z3/TYKI5uu0p1kZtAMDyoiDMDe2fpfK7tAACv+07iuXZ5\nxfxD2nCZ508QuDXlKQRBYHvudjrIoahaxx8n9i5ZDvxmyXWHy8WyL79hXmZ/tl7OYk5GOncMG0Je\nfQN/2rGbWwYPIDMinJd/cmNVlKKIJEk4O6e4L5ct4c61fcuHX89enDmNVbv2YtBoaLNa+XbFHUiS\nRIvFQpvFSowx4NcP0oddOb6V1sYqlGotqUOmk3VCnj9Hz7r/ugJv/x2zO50oRNEjvfSfyN7/R5GL\n22+/nYMHD1JfX09YWBh//vOfsdtlPvwHH5QHhmeeeYb169cTGBjI2rVr6dfPW4muL+di0uvLEESB\nr1ariGlwDxpjnr+FvB/lUqHgoRmc2+MiJlBeXSp1aqpPe0dHgvpHez0MQ1QgbRVyVKDVHIyfrt5r\nPwBL4BASJibJzkUDBFWsRWWr626vTpQny/DCd2gzjqHDOIbBGfFcySsjLAbGT5NDl3VXSqk5W+hx\nbJ/BfyAiFhzmVg6ZInn7aDUr/LKJcjhpqA9Do3Wx6E55IP32n8EseUC+xqtbTaTNuyaU6HLSHfsH\nTAdVbLkqv9hNNTBiUDXBaVq+fUGiagAAIABJREFUfMf9snfl3bVhp1m4II5PXw+gqsQ9IN55bzQp\n4noEycYL/5rCfU3r2e07gSWWn/ib4S76W/LQDQ3meI8SwGB/M/fNzKYhPBWLeQhffZpHnPYocTpZ\n++FQ05NEx/kyZYZnfr6wpIa6hr5ZKv2WtJIaNJH8tkP4qUKZGb+M3AsFrH1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lOI0FQgXfaWoOu8cdSDuGUXGjE4Z8sjufHIHt6q+jMAl7/Th335YrLyZoQ9blP1flKyi9mx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\n", "text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata1 = pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=263,caldays=2)\n", "#eoddata1.compute()\n", "#eoddata1.write_compute_data('on_days.50.263.2')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata2 = pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=263,caldays=4)\n", "#eoddata2.compute()\n", "#eoddata2.write_compute_data('on_days.50.263.4')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata3 = pa.VGBM_backtest_overnight(Xdata,dXdata,day1=50,day2=263,caldays=10)\n", "#eoddata3.compute()\n", "#eoddata3.write_compute_data('on_days.50.263.10')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Takes for about 250 days total 93 min \n", "\n", "Just out of curiosity, I'll try 2 day calibration too below:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata1.read_compute_data('on_days.50.263.2')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata2.read_compute_data('on_days.50.263.4')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": "*" }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata3.read_compute_data('on_days.50.263.10')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": "*" }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_263_2 = []\n", "for n in arange(0,20):\n", " pnl_263_2.append(eoddata1.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 5, tr_percent = 0.,tr_pershare = 0.005, close_after = 500))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "N=0\n", "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+7*N,7+7*N):\n", " plot(pnl_263_2[n], label = 'mode = %g' %n)\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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1lOhKiOgBziSbWGRkJLKysrB+/Xrk5ORg7ty5CA4OhpubG7y8vBAY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TAAAg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\nJ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vxWOACgbgvVbGzex8v2LkOjjEYY3m94sT6Pw6cO49qNaxg9cTQAIPByIAAgS5YFSxPL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\nowV/x+mZLOLO0M0Ibt68SXK5XHgcEBBAcrmcFAoFpaSkUHFxM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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that's weird... the lowest modes work much better than the higher ones for various values of opn and close_after! Maybe eoddata.com data is much cleaner?? \n", "\n", "Total annual returns for the lowest mode are around 17% with the fairly large transcation costs of $.005 per share." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_263_4 = []\n", "for n in arange(0,20):\n", " pnl_263_4.append(eoddata2.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 4, tr_percent = 0.,tr_pershare = 0.005, close_after = 1000))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "N=0\n", "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+7*N,7+7*N):\n", " plot(pnl_263_4[n], label = 'mode = %g' %n)\n", "legend(loc = 3)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 62, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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v4RJdO9kG3keZiIiIrFJhIbBokXYF+Z7z54HwcODRR8WNi+SDPcpERERklTZt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\nxuXlsXrJEnnHsmWwZo3DNHCvHj1Kdm2tU7s2SXKcjUMhIfE90wpta21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ZmXD++fJPZ3z7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nqsRw9iXMgunNHadXOt2b6Yuza2tbYv5q6Nba3tB/vcS0tXk5f3gdPjVmuZ0CgHHVu2wNq18u8H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"text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same thing here: Lowest mode is best, although the difference between mode 0 and the rest is not as dramatic! OK now I just have to try 1 day calibration too, but first 10 days:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_263_10 = []\n", "for n in arange(0,20):\n", " pnl_263_10.append(eoddata3.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 5, tr_percent = 0.,tr_pershare = 0.005, close_after = 500))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "N=0\n", "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+7*N,7+7*N):\n", " plot(pnl_263_10[n], label = 'mode = %g' %n)\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 85, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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x4MAB3LhxA0899ZThXE888QT8/f2Rn5+Ptm3bYtWqVYbSi5KSEiQmJmLAgAHIz89HUFAQ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FFWB5MYUgel4pw3zvF57Hj+cZyTdw5OnFiHioq2OOdm333csaXY5IwxAJ5PhijW+wR3TAi0yAjR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"text": [ "" ] } ], "prompt_number": 85 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same thing... now 1 day calibration. I'll include the initial 50 day period too:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata0 = pa.VGBM_backtest_overnight(Xdata,dXdata,day1=1,day2=263,caldays=1)\n", "#eoddata0.compute()\n", "#eoddata0.write_compute_data('on_days.50.263.1')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "eoddata0.read_compute_data('on_days.50.263.1')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_263_1 = []\n", "for n in arange(0,20):\n", " pnl_263_1.append(eoddata0.pnl(mode = n,cls = .15, exit = 50., \\\n", " opn = 4, tr_percent = 0.,tr_pershare = 0.005, close_after = 500))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "N=0\n", "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "for n in arange(0+7*N,7+7*N):\n", " plot(pnl_263_1[n], label = 'mode = %g' %n)\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lqBbvznFERmkm0PrM3DPHWRmaQIuIiIgUIz8fzp3TGWgpSD3QbiguLo6QkBAm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\n+C8JngF5BVpGRkZGRkZ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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These look much better than for the longer calibration periods, since **all** low modes seem to be doing quite well... I need tick data and an even shorter calibration period ;)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pa.sharpe(pnl_263_1[0], bm=1.04)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "4.9982217387507948" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "pa.max_drawdown(pnl_263_1[0])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "0.55694820981756665" ] } ], "prompt_number": 29 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Try with larger costs:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pnl_263_1_largecost =eoddata0.pnl(mode = 0,cls = .15, exit = 50., \\\n", " opn = 4, tr_percent = 0.,tr_pershare = 0.01, close_after = 500)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "plot(pnl_263_1_largecost, label = 'mode = 0')\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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MMwAAKIWZZyC1vNg8x3muJqwcl7rYyqGL3zkudbGVQ5fU5ATxj7m+vWZxyaFL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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Try with 20bps and 50bps transaction costs:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "op = 4\n", "claf = 2500\n", "\n", "pnl_263_1_percent2 =eoddata0.pnl(mode = 0,cls = .15, exit = 50., \\\n", " opn = op, tr_percent = 0.02,tr_pershare = 0., close_after = claf)\n", "pnl_263_1_percent5 =eoddata0.pnl(mode = 0,cls = .15, exit = 50., \\\n", " opn = op, tr_percent = 0.05,tr_pershare = 0., close_after = claf)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 100 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turns out that a longer close_after value of 2500 gives better results (although the old value of 500 works well too). The price range 20..50bps conforms to e.g. IB's transaction costs for CDFs." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(12, 9))\n", "grid()\n", "plt.xticks(arange(0,391*430,10*391), rotation=55)\n", "plot(pnl_263_1_percent2, label = 'mode = 0; tr = 0.02%')\n", "plot(pnl_263_1_percent5, label = 'mode = 0; tr = 0.05%')\n", "legend(loc = 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 101, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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T/vUvqWVLuyuBGTjOMwAAQASx84yceGLx7OS5Grty6MXbOW7qxaocevF2jpt6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\nF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"text": [ "" ] } ], "prompt_number": 101 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the annualized profit is \"only\" around 12% (in the first example), the Sharpe ratio looks really good because of the low variance (and max drawdown of 0.6%). \n", "\n", "Anyway, I've played with all the data so much that I (and especially *you*) can't be sure that there isn't some data snooping effects involved. So it's time to **lock the parameters** and do a walkforward from the current date (I'm including the data from the end of previous data too since I can't wait ;) ). \n", "\n", "Here are the locked parameters: \n", "**\n", "- date: 2013/12/09 \n", "- Calibration period = 1 day \n", "- opn = 4 \n", "- cls = .15 \n", "- exit = 50. \n", "- close_after = 500 \n", "**" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }