{ "metadata": { "name": "", "signature": "sha256:9618365791a9d5a7acd18ee7fd117072054132645c072e04046a51cac7634ced" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Simulations corresponding to de Hollander et al. (2014) - \"An antidote to the imager's fallacy, or how to identify brain areas that are in limbo\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this IPython notebook, the simulations in the in Limbo paper will be replicated in a easy readable format. This code is adapted from the original code used for the paper on [github](https://github.com/Gilles86/in_limbo/blob/master/simulations/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single subject case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we create a function that creates simulated fMRI-data using the [neuRosim](http://www.jstatsoft.org/v44/i10/paper)-package implemented in R (Welvaert et al., 2011).\n", "\n", "We use [Rpy](http://rpy.sourceforge.net/) as a bridge." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# import rpy\n", "from rpy2.robjects import r\n", "from rpy2.robjects import FloatVector, IntVector, ListVector\n", "\n", "# Import neuRosim\n", "r['library']('neuRosim')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Loading required package: deSolve\n", "This is neuRosim 0.2-10\n", "neuRosim is BETA software! Please report any bugs.\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "\n", "[str, str, str, ..., str, str, str]" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "def simulate_data(onsets, # Onsets per condition, per region\n", " nscans=100, # Number of scans\n", " TR=2.0, # Tr\n", " region_centers = [[20, 20], [60, 60]], # Centers of regions\n", " region_radiuses = [15, 10], # Size of regions\n", " effect_sizes = [[2.0], [.75]], # Effect sizes of conditions per region per \n", " # condition [[r1c1, r1c2], [r2c1, r2c2]]\n", " durations = [[2.0], [2.0]], # Durations per region, per condition\n", " SNR = 15, # SNR\n", " FWHM = 5, # Amount of smoothing \n", " n_regions = 2, # Number of regions\n", " fading = 0.1, # Amount of fading from regions to outside\n", " size = [80, 80], # Total size of images\n", " ):\n", " \n", " # Get total duration of scan\n", " total_time = nscans * TR\n", " \n", " # Convert input to R objects\n", " onsets = [[FloatVector(ol_cond) for ol_cond in ol_region] for ol_region in onsets]\n", " region_centers = [FloatVector(rc) for rc in region_centers]\n", " size = IntVector(size)\n", " \n", "\n", " # Set up design (neuRosim)\n", " design = r['simprepTemporal'](regions=n_regions, \n", " onsets=onsets, \n", " durations=durations, \n", " TR=TR, \n", " totaltime=total_time, \n", " effectsize=effect_sizes)\n", "\n", " \n", " # Set up the spatial map (neuRosim)\n", " spatial = r['simprepSpatial'](regions=n_regions, \n", " coord=region_centers, \n", " radius=region_radiuses,\n", " form=\"sphere\", \n", " fading=fading)\n", " \n", " # Get the simulated tata (neuRosim)\n", " sim_data = r['simVOLfmri'](design=design, \n", " image=spatial, \n", " SNR=SNR, \n", " noise=\"mixture\", \n", " dim=size, \n", " w=FloatVector([0.05,0.1,0.01,0.09,0.05,0.7]),\n", " FWHM=FWHM,\n", " spat='gammaRF')\n", " \n", " \n", "\n", " \n", " return np.array(sim_data)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can get some simulated data. For simplicity we only have one task and we will contrast this against the implicit baseline\n", "\n", "Let's make two regions: a 'blue' region with effect size 50, a 'green' one with 25.\n", "\n", "We do 500 scans with TR=2, corresponding to a pretty long scan of 28 minutes.\n", "\n", "There's a trial every 15 seconds" ] }, { "cell_type": "code", "collapsed": false, "input": [ "n_scans = 750\n", "TR = 2.0\n", "\n", "onsets = np.arange(10, n_scans*TR, 15)\n", "\n", "\n", "data = simulate_data([[onsets]] *2, # For both regions, for one condition...\n", " effect_sizes=[[3.0], [1.5]],\n", " nscans=n_scans,\n", " FWHM=5,\n", " fading=0.01)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns # plotting library\n", "\n", "plt.figure(figsize=(16,6))\n", "plt.subplot(121)\n", "plt.grid(False)\n", "plt.imshow(data.mean(-1).T, cmap=plt.cm.hot)\n", "\n", "\n", "\n", "regions = [[20, 20], [40,40], [60, 60]]\n", "\n", "current_palette = sns.color_palette()\n", "\n", "effect_sizes = [5., 0, 1.5]\n", "\n", "for region, color in zip(regions, current_palette):\n", " plt.scatter(region[0], region[1], c=color, s=150)\n", "\n", "plt.title('Mean bold activity')\n", " \n", "plt.subplot(122)\n", "for region, color, effect_size in zip(regions, current_palette, effect_sizes):\n", " # Only first 100 seconds\n", " plt.title('Time course in three voxels')\n", " plt.plot(data[region[0],region[1],:50], c=color)\n", " plt.xlabel('Time in TRs')\n", " plt.axhline(effect_size, c=color, ls='--')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2/fmmae5rmuZs27bXbl/VEt7/DX+B4ze+gQDUJKZaAXNgAezkfQ0E2VayLYFD4EC267Id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AVQLgPMo5hHVQsntorv/yUgwZm+/UdApJwM9h/EhkhcoqeAz4pVEPIh4DArjWMSIWoRdgvX0F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p40X+7iEmqaDatU1P25vtOHnUk9jw78TMaPgJ+M3SMzfoCSjfei/kQ1b4OYgN8oi+VoxlZ0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\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PjpUV9NKykU7efGD6+6wyftOyxlwTOwBGnaKQfbovUs85/Iuv30V/mODzP/DiibON07QX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\nLKCa7eNxkXnA+MrPTAKazE50rW2pDrs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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate parameters ($\\beta$s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have to set up a design matrix and cut it in pieces. For this we use [nipy](http://nipy.org/nipy/stable/index.html)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy.modalities.fmri.design_matrix as dm\n", "from nipy.modalities.fmri.experimental_paradigm import EventRelatedParadigm\n", "\n", "\n", "# Set up paradigm\n", "paradigm = EventRelatedParadigm(['task']*len(onsets), onsets)\n", "\n", "# Get the scanning times of every scan\n", "TR = 2.0\n", "frametimes = np.arange(0, data.shape[-1] * TR, TR) \n", "\n", "X, names = dm.dmtx_light(frametimes, paradigm, drift_model='polynomial',\n", " hfcut=128, hrf_model='canonical')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a design matrix X with $n = 3$ columns (regressors) and $m = 500$ rows (scans).\n", "The first regresor is the expected task-related activity, the second regressor is a linear increase to correct for scanner drift, the third regressor is a constant." ] }, { "cell_type": "code", "collapsed": false, "input": [ "for label, regressor in zip(names, X.T):\n", " plt.plot(regressor[:100], label=label)\n", "plt.legend(loc='best', fontsize=14)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we cut the design matrix and data in $q = 25$ pieces of 20 scans. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "q = 25\n", "cuts = np.linspace(0, data.shape[-1], q+1)\n", "\n", "data_cut = np.array([data[:, :, cuts[i]:cuts[i+1]] for i in np.arange(q)])\n", "X_cut = np.array([X[cuts[i]:cuts[i+1], :] for i in np.arange(q)])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we get $Y_ik$ for every voxel $i$ and replication $k$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we apply equation 6 from the paper:\n", "\n", "$\\hat{\\beta}_{i, \\mbox{sandwich}} = \\frac{1}{q}\n", " \\sum_{k=1}^{q} (X_k'X_k)^{-1}X_k'Y_{ik}$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 44, "text": [ "(80, 80, 750)" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "beta = np.zeros((X.shape[1],)+ data.shape[:-1]) # (num_regressors, size_x, size_y)\n", "predicted = np.zeros_like(data_cut)\n", "residuals = np.zeros_like(data_cut)\n", "\n", "for i, x in enumerate(X_cut):\n", " # tensortdot is necessary to indicate which axes need to be 'summed' and get beta\n", "# beta += np.tensordot(np.linalg.pinv(x.T.dot(x)).dot(x.T), Y_.T, (1, 0))\n", " beta += np.einsum('ij,klj', np.linalg.pinv(x.T.dot(x)).dot(x.T), data_cut[i])\n", " \n", "beta /= q\n", "\n", "for i, x in enumerate(X_cut):\n", " # Now we can get predicted timecourses\n", " predicted[i] = np.tensordot(beta, x, (0, 1))\n", " \n", " # ... and residuals\n", " residuals[i] = data_cut[i] - predicted[i]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "_ = plt.plot(data_cut[0][20, 20], label='data')\n", "_ = plt.plot(predicted[0][20, 20], label='predicted')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 46, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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5zJ/OFz+n+goFY0IUQ1HB2B/hg/HcA9K1GjUMOjXtGZNVZWQqjI5+H9panVhbbxPsunaz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\nkmBJViIqlUTfgJ27Nt5EzvItPF75B3529jHuKrmD3fk7Qp5JSDBoKC1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"text": [ "" ] } ], "prompt_number": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check for autocorrelation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we plot the residuals of the individual chunks, we can observe autocorrelation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(18,6))\n", "plt.subplot(141)\n", "_ = plt.plot(residuals[0, 20, 20, :].T, c='k')\n", "plt.subplot(142)\n", "plt.acorr(residuals[0, 20, 20, :])\n", "plt.subplot(143)\n", "_ = plt.plot(residuals[1, 20, 20, :].T, c='k')\n", "plt.subplot(144)\n", "plt.acorr(residuals[1, 20, 20, :])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 47, "text": [ "(array([-10, -9, -8, -7, -6, -5, -4, -3, -2, -1, 0, 1, 2,\n", " 3, 4, 5, 6, 7, 8, 9, 10]),\n", " array([ 0.29329202, 0.32970672, 0.30482602, 0.41938729, 0.37452268,\n", " 0.25377099, 0.31764285, 0.43658255, 0.40897963, 0.46063142,\n", " 1. , 0.46063142, 0.40897963, 0.43658255, 0.31764285,\n", " 0.25377099, 0.37452268, 0.41938729, 0.30482602, 0.32970672,\n", " 0.29329202]),\n", " ,\n", " )" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KKVWU5CiA84QQqeXShosA3N5thxMTC26t1TdjY4OR/LnqdQ3xeCySPxsQ3ffNamDE13IG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\n5dlnnyESieQ9ldNchLe0WAGYhoYlHD9+zPbjE2UixDM/k2wu9j/72U8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t7WV8fNwXQYTY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"text": [ "" ] } ], "prompt_number": 47 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate autocorrelation structure using Sandwich" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will estimate the covariance structure of these residuals (to use as a correction for the autocorrelation):\n", "\n", "$W_i = \\frac{1}{q - 1} \\sum_{k=1}^{q}\n", " \\hat{r_{ik}}\\hat{r}'_{ik}$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "W = np.zeros((residuals.shape[-1],) * 2 + data.shape[:-1]) # (length_block, length_block, width, height)\n", "\n", "for residual in residuals:\n", " W += np.einsum('...i, ...j->ij...', residual, residual) # do outer product over last two dimensions, broadcast the rest\n", "\n", "W /= (q - 1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 189 }, { "cell_type": "code", "collapsed": false, "input": [ "(W < 0).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 190, "text": [ "263482" ] } ], "prompt_number": 190 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having $W$, we can calculate the variance estimate using:\n", " \n", "$\\hat{V}_{i,\n", " \\mbox{sandwich}} = \\frac{1}{q} \\sum_{k=1}^{q} (X_k'X_k)^{-1}X_k'\n", " W_i X_k(X_k'X_k)^{-1}$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "V = np.zeros((X.shape[1],) * 2 + data.shape[:-1]) # (num_regresor, num_regressor, width, height)\n", "\n", "for i, x in enumerate(X_cut):\n", " \n", " sandwich1 = np.linalg.pinv(x.T.dot(x)).dot(x.T) \n", " sandwich2 = x.dot(np.linalg.pinv(x.T.dot(x)))\n", " \n", " # Apply first part sandwich\n", " print sandwich1.shape, W.shape\n", " v = np.tensordot(sandwich1, W, axes=((1), (0)))\n", " print v.shape\n", " \n", " # Apply second part\n", " print sandwich2.shape, v.shape\n", " v = np.tensordot(v, sandwich2, (1, 0))\n", " \n", " # Roll axis to get correct shape\n", " v = np.rollaxis(v, -1, 1)\n", " \n", " V += v\n", "\n", "V /= q" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(30, 3) (3, 30, 80, 80)\n", "(3, 30) (30, 30, 80, 80)\n", "(3, 30, 80, 80)\n", "(30, 3) (3, 30, 80, 80)\n" ] } ], "prompt_number": 191 }, { "cell_type": "code", "collapsed": false, "input": [ "residual.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 193, "text": [ "(80, 80, 30)" ] } ], "prompt_number": 193 }, { "cell_type": "code", "collapsed": false, "input": [ "(V[2, 2, :, :].ravel() < 0 ).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 188, "text": [ "0" ] } ], "prompt_number": 188 }, { "cell_type": "code", "collapsed": false, "input": [ "W.shape, residuals.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 176, "text": [ "((30, 30, 80, 80), (25, 80, 80, 30))" ] } ], "prompt_number": 176 }, { "cell_type": "markdown", "metadata": {}, "source": [ "See what parameter estimate $\\beta$ and variance $V$ of first (task-)regressor looks like" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(16,6))\n", "plt.subplot(121)\n", "plt.title('beta 1 values')\n", "plt.imshow(beta[0].T, cmap=plt.cm.hot)\n", "plt.grid(False)\n", "plt.colorbar()\n", "\n", "plt.subplot(122)\n", "plt.title('Variance estimates beta 1')\n", "plt.imshow(V[0, 0].T, cmap=plt.cm.hot)\n", "plt.grid(False)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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I8KocXhng2A2uS+DOCm6vJSzqtgzj3C97Qeq6H/LcSVnuTpJfn9yqYQE8h1x8+Rwyl6z8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\niaBR9o5yzRIQzxJwVgH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5r80qNG9NcESPIX7AYHWBgwvlRbpgAuGb97DD7ZOBuofkMnay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\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/Hube26Vn2fx902cBjTUwFUFjzHpfZGZUj1XFPjJ4UfeNQESZBt0v8Zh1k2sWUwTCMUWQ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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate test-statistics t and z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can calculate t-values and threshold at $\\alpha = 0.01$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy as sp\n", "from scipy import stats\n", "\n", "dof = q - 1\n", "\n", "t = beta[0] / (np.sqrt(V[0,0]))\n", "threshold = sp.stats.t(dof).ppf(.99)\n", "\n", "plt.figure(figsize=(14,6))\n", "plt.subplot(121)\n", "plt.title('t-map')\n", "plt.imshow(t.T, cmap=plt.cm.hot, interpolation='nearest')\n", "plt.grid(False)\n", "plt.subplot(122)\n", "plt.title('Thresholded at t=%.2f' % threshold)\n", "plt.imshow(np.ma.masked_array(t, t < threshold).T, cmap=plt.cm.hot, interpolation='nearest')\n", "plt.grid(False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vME+BK6ncBW3kLuR9aDPwuyrYwcBtDpSB3gwEryaUAeXcNrYRBP+cU4o+kfvxuL61zWFy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\n6Bn2vFNi3kKyHjvOmGvGUzNemnH11XqZQ8A+R/U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"text": [ "" ] } ], "prompt_number": 111 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert to z-values" ] }, { "cell_type": "code", "collapsed": false, "input": [ "z = sp.stats.norm.ppf(sp.stats.t(dof).cdf(t))\n", "\n", "# Correct for numerical rounding errors\n", "z[z == np.inf] = z[z != np.inf].max()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 112 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(z.T, cmap=plt.cm.hot, interpolation='nearest')\n", "plt.grid(False)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 113, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WhKdLuqy1tlsevUXS4dX5VYxqbkXo6bhV7Iaz/8/J9Fm/gwO+kj7TTxRFXcYb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\naWsDUIaplsL23JgwfSvSHNl7rqopJ3H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"text": [ "" ] } ], "prompt_number": 113 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Threshold using FSL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use fsl and Nipype-interface to do cluster-based thresholding at z=3.1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nipype.interfaces import fsl\n", "import nibabel as nb\n", "\n", "nb.save(nb.Nifti1Image(z, np.identity(4)), 'z_simulation.nii.gz')\n", "nb.save(nb.Nifti1Image(np.ones_like(z), np.identity(4)), 'z_mask.nii.gz')\n", "\n", "dlh = fsl.SmoothEstimate(zstat_file='z_simulation.nii.gz',\n", " mask_file='z_mask.nii.gz').run().outputs.dlh\n", "\n", "cluster = fsl.Cluster()\n", "cluster.inputs.in_file = 'z_simulation.nii.gz'\n", "cluster.inputs.threshold = 3.1\n", "cluster.inputs.dlh = dlh\n", "cluster.inputs.out_threshold_file = 'z_simulation_threshold.nii.gz'\n", "\n", "_ = cluster.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.513719:DLH 0.0753853\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.513719:VOLUME 6400\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.513719:RESELS 36.7789\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.694436:Cluster Index\tVoxels\tMAX\tMAX X (vox)\tMAX Y (vox)\tMAX Z (vox)\tCOG X (vox)\tCOG Y (vox)\tCOG Z (vox)\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.694436:5\t7\t3.64\t22\t18\t0\t21\t18.7\t0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.694436:4\t2\t3.5\t20\t26\t0\t20\t26.5\t0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.696094:3\t2\t3.41\t23\t13\t0\t23\t12.5\t0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.696094:2\t1\t3.12\t18\t18\t0\t18\t18\t0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2014-10-29T18:00:12.696094:1\t1\t3.12\t19\t12\t0\t19\t12\t0\n" ] } ], "prompt_number": 154 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find comparison voxel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot thresholded map and find 'Least significantly activated voxel' (comparison voxel).\n", "\n", "Plot a histogram to get a flavour of how extreme this voxel is." ] }, { "cell_type": "code", "collapsed": false, "input": [ "z_threshold = nb.load('z_simulation_threshold.nii.gz').get_data()\n", "\n", "\n", "plt.figure(figsize=(16,6))\n", "plt.subplot(121)\n", "comparison_index = np.unravel_index(np.ma.argmin(np.ma.masked_array(z_threshold, z_threshold == 0)), z.shape)\n", "plt.imshow(z_threshold.T,\n", " cmap=plt.cm.hot)\n", "plt.grid(False)\n", "\n", "plt.scatter(*comparison_index, marker='o', s=500, c='r', lw=5, facecolors='none', label='comparison voxel')\n", "\n", "plt.title('Comparison voxel: %s, (z=%.2f)' % (comparison_index, z_threshold[comparison_index]))\n", "\n", "plt.subplot(122)\n", "n, bins, patches = plt.hist(beta[0].ravel(), bins=75)\n", "\n", "\n", "## MAKE HISTOGRAM LOOK NICE\n", "cm = plt.cm.get_cmap('hot')\n", "\n", "\n", "\n", "bin_centers = 0.5 * (bins[:-1] + bins[1:])\n", "\n", "# scale values to interval [0,1]\n", "col = bin_centers - min(bin_centers)\n", "col /= max(col)\n", "\n", "for c, p in zip(col, patches):\n", " plt.setp(p, 'facecolor', cm(c))\n", "\n", "\n", "plt.title('effect size')\n", "plt.axvline(beta[(0,) + comparison_index], c='r', label='comparison voxel')\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 155, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fYguOnzKFUz75SfZ/97s3ul9jYyN333knN/zsZ/zzhRf6sUJJkiRJxeZw0AGk\nsrKCLUZUUVMzjG23G0HttiPYatQwhg+v4sMfOZG/PfM037/yyk0GQIBRo0Zxyic/yX0PP8x1t9zC\n9uPG9VMLJEmSJBWbPYEDyLBhlWw3tprttq9m7NhqWlvzLFsGn/n8pRx+1Ac365zv/8AHeO9BB3Hu\nWWfx+7vv7uWKJUmSJJUaQ+AAMmx4FWPHVbP77luz2x5bk88PY/KRF7Hj+N3e0nlHjRrFVdddx3ln\nn80tN97YS9VKkiRJKkWGwAFk2LBKxo6tZrc9t+agQ3Zi27FfpLr6HRvdP59vJJ9vpJAvQMVwMpkt\nyWS2oKJiw1HAmUyG//7+91nS0MC999zTl82QJEmSVESGwAGkUCjQ1lagpSXHllu+f6MBcEnD8+y4\n02yGDgUYk/4MB9ooFFpZvXoYzc35DcJgJpPhOz/4AU8+/jgLFyzo49ZIkiRJKgYnhhlAWlblmD+v\nmSUNW7H1Nh/oZPtK7vntD3it7g4qK5uBLYARQHX630oqKloZNqyZXNtc6hfO2eAcNaNH841vf7uP\nWyJJkiSpWAyBA0hLS47585vZ/z0fJVO5biduW1sbX7/wy7z80hPAUJIA2DEEVgOVQBvQBDTw7NP3\n8tI//7HB83zouOMIu+/et42RJGkAqaiqAgqd/EjSwNOt4aAhhG8D70v3/xbwBHATSYicB5waY1zd\nV0Uq0dKSo611Cw5+3zEbbPvxDy7n2WeeZPKR7wKGkQz/HMG6PYGt6c9yYCmFQhO/vu1qPvfFrzN6\nzNbrnO/U00/na1/5St82SJKkAaJ63Dj+Nm0qzdlssjxhAhNvvbPIVUnS5umyJzCEcDiwZ4zxYOAD\nwA+AS4ArYoyHAbOA6X1apQDI5wsc8f4PMDS52G+NxYsW8YPvfo8VzS0smN9I3Svzeeap2bzycpb5\n896guXkO+fxcGhtfZ84bdbz0YuS5Z19m9mtzeCP7Bj/9yZUbPNfxU6b0V7MkSRoQmrNZltfVsbyu\nbk0YlKSBqDs9gQ8Bf08fN5J0K00CzkjX3Q2cA1zV69VpA/sdcMAG62675RZaWlpoalrJ69l6hgyp\nZPnyVew0YRHjJyxm/ISlDBs6msWLFvJ6diFvZBeSnb2AullzmDd3MU8/dRtf/PK5bDFixJpzjtl6\naybsvDPZ2bP7sXWSJEmS+lqXITDGmAOa08VPAb8Djokxtqbr6oHt+6Y8rW/PvfbaYN3MRx4BoGnZ\nSt7I1rPr7US1AAAgAElEQVS8aRVvvL6IvfZZTCG/hJqaZYzZemsWL5rLrJfn8ewz83jl5XoaFi9j\nScMyGhY38dyzz/LeiRPXOe+79tnHEChJkiQNMt2+RUQI4QTgdOAY4JUOmyp6uyhtXO22226wLr70\nEgBNTStZvnwlb7y+iIqKCnK5JYwa1cjOuywnn9uGRfVvMuuVN3j8sTd54fnFFAqFNT8vv/TSBiGw\ntra2X9okSZIkqf90a3bQEMIxwPnAB2OMy4DlIYRh6eYdgLl9VJ/WU1lZucG61auTOXkKhQL5fIFc\nLk9bW46GxSuZ/epS/vHUAv76yJu88NxC3nx9GcuWrSLXliOfyyc3ki/A6paWDZ+ryttISpIkSYNN\nl5/yQwijgO8AR8QYl6ar7wc+AtwMnAjc22cVah3Nzc2s3z+3/bhx1C9cuMG+S5es4rVXGykAb765\nnNmvLePNN5poXt66wb7jdthhw+davryXqpYkSZJUKrrT1fMxYGvg9hACJDfF+SRwTQjhDGA2cEMf\n1af1vPzSS+z8trets27f/ffn2Wee2WDfpUtbeO3VZTQ0tDBiRBWNjatZ1tjSaQjce7/9NnyuGHuv\ncEmSJEkloTsTw8wAZnSy6ejeL0ddee4f/+DoD35wnXVTTjqJG6+9doN9lzWuZlnjat54vWmT55x4\n8MEb9AS2tbXx4vPPv/WCJUmSJJWUbl0TqNLx4AMPbLDuPQceyMSDD97sc5559tkbrPv7zJmsWrly\ns88pSZIkqTQZAgeYpx5/nH++8MIG6797xRVUb7llj8/3sZNPZvIRR2yw/qbrr9+c8iRJkiSVOEPg\nAHTNVVdtsG7nt72N62+5pUdB8KhjjuFb3/veBuvnzpnDH+655y3VKEmSJKk0GQIHoNt/8Qsef+yx\nDdYf9L738aeHHuLg971vk8ePqK7mossu49qbb2bo0KEbbP/quefS2rrh5DGSJEmSBj5vBDcA5fN5\nzj7zTP704INsMWLEOtsm7Lwzt911F08/+SR33n47/3jmGRbMm8fQYcPYbffdOeiQQzhx2jS22mqr\nTs/9q1tv5b4//KE/miFJkiSpCAyBA9RrdXWccfrp/OznP2fIkCEbbN/vgAPY74ADenTOx2bO5Lz/\n+I/eKlGSJElSCXI46AD25/vu41OnnMKK5ua3fK4HH3iAUz/6UWcElSRJkgY5Q+AA9+f77uOYSZN4\nbObMzTp+1cqVXHrBBZx60km9EiYlSepbhU5+JEk94XDQQeC1V1/lpOOOY+pHP8r0z3yGvffdt8tj\nVjQ385s77uDHP/gBs197rR+qlCSpd8yYNoXF2SwAu0ycWORqJGngMQQOEvl8nl/deiu/uvVW9t53\nXw6dPJm9992Xd4ZAdXU1bW1t1C9cyPP/+AdPP/UU9917L8uWLSt22ZIk9djibJb6ujoAxowfX+Rq\nJGngMQQOQs8+8wzPPvNMscuQJEmSVIK8JlCSJEmSyoghUJIkSZLKiCFQkiRJksqIIVCSJEmSyogT\nwwwi1VuOYKutRjJq1JZsNWokTU3NLGtsorGxieVN3gNQkiRJkiFwUBk5ckvGTxjHhLftyISdd+TN\nN+aRfe1NZs9+0xAoSZIkCTAEDiojt6pm/IQd2GffPdh3/z14/rmXAVjSsJS5Ra5NkiRJUmkwBA4i\nI0dWs9OE7dlrn904dPKBVFZWsqRhKa/Oyha7NEmSJEklwolhBpVWYDlQD7yZ/ncZ0FLMoiRJkiSV\nEEPgoLIaaAIWAXNYGwJXF7MoSZIkSSXEEDiodAyB7T2BTRgCJUmSJLXzmsBBJJdrZXVLEytWLKJp\n2XBWrKinpWUZuZwhUJIkSVLCEDiINC1bzevZZTz7zELyuTwv/bOB7GvLaGz0mkBJkiRJCUPgINLU\nlITAXK7AovqVzJ/XzJtvNrGs0Z5ASZIkSQlD4CDS3hO4eNFKZr28hBUr21jR3MqK5tZilyZJ0qBS\nUVUFFDrb0t+lSFKPGQIHkVWr2li1qo2GxauKXYokSYPaFuPG8eS0qazMJvfi3WLCBA649c4iVyVJ\n3WMIlCRJ2gwrs1ma6+qKXYYk9Zi3iJAkSZKkMrLJnsAQwgjgemBbYDjwdeBZ4CaSADkPODXG6Mwj\nkiRJkjQAdNUTeCzw9xjjZOCjwP8ClwBXxBgPA2YB0/u0QkmSJElSr9lkT2CM8bYOi+OBN4DJwBnp\nuruBc4Cr+qI4SZIkSVLv6tbEMCGEvwLjgOOA+2OM7fccqAe276PaJEnqVz25DCKEcDLwJSAPzIgx\nXluUoiVJ6qFuTQwTYzwYOAG4eb1N3gxHkjSYdOsyiBBCNXABcCTJCJkvhxBGF6ViSZJ6aJMhMIRw\nQAhhJ4AY4z9Ieg6bQgjD0112AOb2bYmSJPWPGONtMcbvposdL4O4K113N3AU8F7g8RhjU4xxFfAo\ncEg/lytJ0mbpqifwUOBsgBDCdkA1cD9wYrr9RODePqtOkqQiSC+D+Dnw70B1J5dBjE0ft1uIl0dI\nkgaIrkLgVcC2IYSHgHuAzwMXA6el62qAG/q0QkmS+tlmXAbh5RGSpAGjq9lBVwEnd7Lp6L4pR5Kk\n4gkhHAAsjDG+EWP8RwhhzWUQ6Xti+2UQc0l6A9vtCMzs6vy1tSP7ouyiKFZbcrlcUZ63O8aMqaay\nsrJoz++/r9JkW/pBJvkerrv1lWw7+lG3ZgeVJKlMHApMIJnopf0yiHtJLn+4mbWXQTwGXBNCGAXk\ngIOBs7o6eX19Ux+V3b9qa0cWsS2FIj1v1xoamilWp3BxX5PeZVtKUym3ZUw++bvQ0I36SrkdPfVW\nwmy3ZgeVJKlMdOsyiLRX8Dzgj8B9wMUxxsHxqUKSNOjZEyhJUqonl0HEGO8A7ujzoiRJ6mX2BEqS\nJElSGTEESpIkSVIZMQRKkiRJUhkxBEqSJElSGTEESpIkSVIZMQRKkiRJUhkxBEqSJElSGTEESpIk\nSVIZMQRKkiRJUhkxBEqSJElSGTEESpIkSVIZMQRKkiRJUhmpKnYBkiRJG1foYlmS1FOGQEmSVNJ+\nOG0Ki7JZAN4xcWKRq5Gkgc8QKEmSStqibJYFdXUAbD1+fJGrkaSBz2sCJUmSJKmMGAIlSZIkqYwY\nAiVJkiSpjBgCJUmSJKmMGAIlSZIkqYwYAiVJkiSpjBgCJUmSJKmMGAIlSZIkqYwYAiVJkiSpjBgC\nJUmSJKmMGAIlSZIkqYwYAiVJkiSpjFR1Z6cQwhbA88ClwJ+Bm0gC5Dzg1Bjj6j6rUJIkSZLUa7rb\nE/g1YFH6+FLgihjjYcAsYHpfFCZJkiRJ6n1dhsAQwm7AbsDv0lWTgLvSx3cDR/VNaZIkSZKk3tad\nnsDvAF8GKtLl6hhja/q4Hti+LwqTJEmSJPW+TYbAEMIngIdijK+nqyrW22X9ZUmSJElSCetqYpgP\nAbuEEKYCOwItQFMIYXiMcRWwAzC3j2uUJEkqaRVVVUBhY1v7sxRJ6tImQ2CMcVr74xDCRcBs4GDg\nRODm9L/39mF9kiRJJW/4uHG8MG0qK7PZNeu2mDCBPW+9s4hVSVLnunWLiA4KwEXAjSGEM0hC4Q29\nXZQkSdJAszKbZWVdXbHLkKQ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"text": [ "" ] } ], "prompt_number": 155 }, { "cell_type": "markdown", "metadata": {}, "source": [ "( You can actually see the distribution is bimodal and the threshold maybe a bit small)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate covariance with comparison voxel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will have to use the Sandwich to get the covariance between this comparison voxel and every other voxel, using\n", "\n", "$\\hat{V}_{ij} =\n", " \\frac{1}{q} \\sum_{k=1}^{q} (X_k'X_k)^{-1}X_k' W_{ij} X_k(X_k'X_k)^{-1},$ (formula 7)\n", " \n", "with \n", "$W_{ij} = \\frac{1}{q - 1} \\sum_{k=1}^{q}\n", " \\hat{r}_{ik}\\hat{r}'_{jk}$ (formula 8)\n", ".\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "residuals_comparison_voxel = residuals[(Ellipsis,) + comparison_index + (Ellipsis,)]\n", "\n", "W_ij = np.zeros((residuals.shape[-1],) * 2 + data.shape[:-1]) # (length_block, length_block, width, height)\n", "\n", "for comp_residual, residual in zip(residuals_comparison_voxel, residuals):\n", " W_ij += np.einsum('...i, ...j->ij...', comp_residual, residual) # do outer product over last two dimensions, broadcast the rest\n", "\n", "W_ij /= (q - 1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 156 }, { "cell_type": "code", "collapsed": false, "input": [ "V_ij = np.zeros((X.shape[1],) * 2 + data.shape[:-1]) # (num_regresor, num_regressor, width, height)\n", "\n", "for i, x in enumerate(X_cut):\n", " \n", " sandwich1 = np.linalg.pinv(x.T.dot(x)).dot(x.T) \n", " sandwich2 = x.dot(np.linalg.pinv(x.T.dot(x)))\n", " \n", " # Apply first part sandwich\n", " v = np.tensordot(sandwich1, W_ij, axes=((1), (0)))\n", " \n", " # Apply second part\n", " v = np.tensordot(v, sandwich2, (1, 0))\n", " \n", " # Roll axis to get correct shape\n", " v = np.rollaxis(v, -1, 1)\n", " \n", " V_ij += v\n", "\n", "V_ij /= q" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 157 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the covariance for the task regressor is especially high around the comparison voxel." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(V_ij[0, 0].T, cmap=plt.cm.hot)\n", "plt.scatter(*comparison_index, marker='o', s=500, c='w', lw=5, facecolors='none', label='comparison voxel')\n", "plt.grid(False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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M4VVcHhjG+0CqOMKfKdmJDqSBQHqCeQwUkYzgwpnVvfg53gfSW5TQO65c5NjmOBn8Vkq4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gc1WtWzWg90y0i1jfRkO/ts7wYD0TGaD47NcshAH71a+WDFOUoptJ0DKM8XqIUoOLFXuU8CabtP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\nAukNsWvmxn6vAeUqlxwSWrk9Pbk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"text": [ "" ] } ], "prompt_number": 158 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply the in-limbo test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can do the in limbo t-test:\n", "$t(c \\beta_i - c \\beta_v) = \\frac{c \\beta_i - c \\beta_v}{\\sqrt{c\\hat{V_i}c' + c\\hat{V_v}c' - 2 c\\hat{V_iv}c'}}.$ (equation 11)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "c = np.array([[1, 0, 0]])\n", "\n", "t_in_limbo = np.tensordot(c, beta, (1, 0)).squeeze()\n", "t_in_limbo -= np.tensordot(c, beta[(Ellipsis,) + comparison_index], (1, 0)).squeeze()\n", " \n", "V1 = np.tensordot(np.tensordot(c, V, (1,0)), c.T, (1, 0))\n", "V2 = np.tensordot(np.tensordot(c, V[(Ellipsis, Ellipsis,) + comparison_index], (1,0)), c.T, (1, 0))\n", "V3 = np.tensordot(np.tensordot(c, V_ij, (1,0)), c.T, (1, 0))\n", "\n", "t_in_limbo /= np.sqrt(V1 + V2 - 2*V3).squeeze()\n", "# t_in_limbo /= (np.sqrt(V1 + V2 - 2*V3).squeeze())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 159 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(t_in_limbo, cmap=plt.cm.hot)\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.scatter(*comparison_index, marker='o', s=500, c='w', lw=5, facecolors='none', label='comparison voxel')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 160, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BhULlAhwOTFdmeQ/k1o4+mUve1z7H905B1KY04Px8A8sYO+2A5zpgdgc4e9OO5R2g/zUg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fkaLlkTYGIwnGtGmwtCWmqaikNkTT8ryVppE0jbRKpNSmNxUaSo1SE+6UxhJUCiJpe8895/v2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\nF2P8LIB7ALwcwC/vcgzdTbLPHom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"text": [ "" ] } ], "prompt_number": 160 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### in limbo t-values map" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(t_in_limbo, cmap=plt.cm.hot)\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.scatter(*comparison_index, marker='o', s=500, c='w', lw=5, facecolors='none', label='comparison voxel')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 161, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BhULlAhwOTFdmeQ/k1o4+mUve1z7H905B1KY04Px8A8sYO+2A5zpgdgc4e9OO5R2g/zUg\n/xrQn5srv2yAxczv4bw4stFvzVI4fVJxLDcPBRIKJ3SS75XGUWqLOwpcYHCj8s4s8cwgqAPmAAra\n1loWpTYa73ZRjklpM/WQqAmpsBhY12AtgY8UB61qXd3fXPI7t4YLWlCtXZaH7cJ6wL1CeoItcMNp\np4V7zVXn4yBbHzK1fFabsVOJ4hu6KCZKEBUkDsLryRJRr19g9IZIcSmzNIPNk0UNLDyRY7YwMKlU\nuWssSAEFOAQS4HCOqPeowKLxPM7/nXyXrHw6bAebsgPanYNiiyG4Pxh3fOYRSJ65fHKAhKKTVvn5\nFsAW6HdA23rKJsbJlBKGhVR1JbGOKSBRJbcJz6HFRIU4ZfmSXvPMkn7j7neyo09ihDPI68pjmYDT\nPfDc3q2s54DZtwGz7wbqV4F8CuRzIP+GBVLrmVmL9Wx8LrJZ0RW3UzmVMmvSgnp66pEogESgiUCy\nxQgiF0ZBwYGk97hAlaytE7dZYfCTSlmBRJMe/HmVK6WkgM6yRCBh+VXZ8Tc7uY79x+1hTjEChLYH\n76+WN3lGHowTsF0YkxLvJy0dNDqj1W66Z5ccsFLvMZqZHXVtY6Pysmjzw9Nvi3ZTRAjdyFASiwqU\njgNDVwMLmjwBYQYs5kDtBkmiF86b60OUP45l0TnC9o1AEqlJ/g3YGGP80j0MZtwB4pX0DiSd0V8V\nbM4PZVWwu3ZyBJKrk7n8HWmLSDjTG2mNGtrikEHhJGFmzuAqz8JFPMgJaCxAJ06gtQZResbpJq4a\n7mAKtvGJUnl6aGEtaUrtqwC+FcB3Afg0gA+A/GUA/y+AjStn8tZqsZ8AuJnsoLXNCZoxkssa/KfE\nekXFShCfWkdC75D1zkA/A9LOgJUptQUgX7aGZWHgkTQflWUtAgoTospMs8MIZOx30lVnKIGEmje2\nicZzNI6koCNjldQW5uZpzkIMo6iTUjrREySdQ7eBVrvGivz52cuS3dOh3bDH+Lc2EYf0wCrRI5kD\nM3q12lcKotErUWpv6nv1OvTQPd6Ucu3lO6XA0thsBJKmN0ort978yYuZRo94QNWjPFO53kBC6khp\nDKBMU2nH/3MF7JMxLdw3cBij2TNXep9MrQXmqg2QLlBmiCn1QWqLipLXMPPDM3ti8DDVQHrBPIL6\ndLw++eRqnAMv6qJAwme+CQOQG/79y0D6DiBv/Rqlq6j4MoxsP63tWNYlQN7tgHc74L0OuNuXFmP0\nynhPAgi9EBLuGsQUjiQ5hZPc9E0tbPXx+XjNQB9p3RlvuZC/+Rxew07VDSujEqLy6uTvoJQL7kdj\nJKoIowGD8Ll+N+XNDEEruf8A5hgBJUtdFijHFF0JAjapMtaX42XjHnBn47zvXKn2Y7WpTxWLK5iB\nNYfFZ+YVMGeWGuOBBFlKCmfWl4bdVr5XD5f9x3HL+k7tPEnAZhxuAXRbYF8DF2lMlW/Do0h9MZ6W\ntD80C/FaydEjuTpRzpUjH5gO8FVmeewScJ5ss9gKAzVtc4GUU4blnG+BtAHSOQYevqB+qJB0sR1Q\nKpoYuxEqJL0OVG8A+VNAmvuEzVbOqjLqYlAs6uUocL0A20rtJgYgwXcA6YY/R605Lduscm5iZkS3\ncvpvea7y3WxbHatHRauY7aCRWFUSVPDaH9kmba4MqPN+jNkkpx4PMsWi8hea7GCLFwIWgf4yRaT9\nwHHDuufwPzUrgUTLFjzLAlQvs8qjUZFRPkufQTAhAGs8K44pAgjbi3VmnVogXxiQcHFhlw3Qmb3I\nrqLNpOzlDOM+crPaPOaGWVoMsHP+qbdBUZ6M45dtTc+CfUcgpDdIj5p9qfdlOtmFfdfPgF1jQHKO\niRX+KYRwtD+1bNdOjkBydULl2IejCYfz0jmZR3IB29W8QljQqhN/b3RL5QN0mE0c/HP5nAqUXDgl\ncsJ6LID0GpC+E8i/E8CZZedk8v2uXFLk35I8a48y46oG8E0w7+TTGC1qtegHE7MatUEjHGECcLID\nPsjAb7Sj5RjbnQDH7DVVEvRI+DmVA+tEXl9jNrQs1RvgswSIij30NSMPGGMrBAz9W0GFnhNB6DLq\nRT0STZ4AShovpjTrGKDE+1/mkagHGsGIynXpv9H4Dz1BVcbihWZXuHkvOQK59DroGPAWB/HtZBmA\nM78/06If6ZEo4OkYobfK8upYWcBA5AbGTDgFEtad2wD4990M2NXARWXD5FLHkHMsgvbRI7kSud5A\nksMZOORcwyDJnvo7MBpJjPbKA+4Jw2LB4f5xJMaMEs42VSp1stSW5xsgNb7HRAvsWtvL5E0ArwLp\neZiCgBhbGsiu/V78fw/f6MkrwG1XUwJOspHBp/0hFaVao3aXp54B1RyFFnzeyoVvkfajqPJ6gALU\n+gdAd9+OfDG2Ze1U1hTNw7UZRZ9OWffervncjwcGPrSkk4LVVN9o3fuJZ+kzhzbCoXfL8rNMKpEW\nY70a+Y5BfAKkJiW04bcRbLRO/FxX/rMvNMhB2stBN/VSvTQqVd1qhU3Ea+pkw4t7alVTbcu+Ypuo\nla8UHW/MtlQgUY9Kj0viH4Vh5EdVubNdWQakepcnycCwdkorLk5GZ474pXG1j1WOQHJ1ohb/FJgo\nhSCpmtyymrzvSQLOkmXC1PU4WeoGwyrmYtDqoNYzn8NnpQTcWQB3ToDbJzZK2wtLZK87e2vWCyhj\nDREIBxDxWZ+S8V+AVaKqrKBcds2d7+rs36Okaujbp8rRkrOXBEBnOaif8kZ9GaWifR/2nrSv+d8S\nTO8u/CVN58ZVM0W0qkcKpaBqotkbKSB+xgm/B/IG6M8NtFI/VqfIYy24CxkHU57hFDU1BUaxHdWI\niUcK16pnA5TeUotyjU0sl3pc6smQCtyg9K4Yk2P5s13HJIaUxvBdDR8Gyc/y0x4YFlwOmYz0JjU1\nXMukwKpAomnSfDDjPGqEMWgf2z32n7a7Ps9tqqXfdxEAaV5Z1iNfBZC3sFR0B5LEhcO4jhKtlk+W\nXG8g0Sgawt9qEQr3mcQqq2EZKCcJOKswLAxLDZDmGN+bEBWcKjpamxTNn6wr4Pk58OkbwKdvAfOt\nK629jeIhxxclp5xwqGQrYHhpxVBXDzrUtUU+uXlXl0vreTiSKNiEMR2MGsdNxhsZeD3bm+QiP/BF\nv+yrMCChAvS3520vgAcXwH4P9HNrzzkVqHprrO9lXoMG8/vxGf0F0J0D3QM3Bly5JSrXKSABLgeR\nSEvFvtX2j4pN78tzBC+gHCMVRiqSATpy/EyQ0M0t6aWwXvDnMDZwjjEFfS/XqwfFtGa45wEZcu61\npsr+Hxg1B5dUh7OCFIEktoOOYzWsOF9ZNqXzSGc9DEjYX+olBzDhmySbGug1VrSw6dM465B7jDts\nb832qloM7y85yrOV6w0kMbhN61UVHxWED+jUjkDSAMOq8aVOkLjf1IFVj6DwqvHgosQGQDMDXjwB\n3jgDvu0WsPRZn+txuw9mH3UolV/0Sgr+waOknOGkpyoPmtfurw9vQEoCHv53kVdJastnOhXdi/48\nbsLE273j3weF2XXAbg9cbIDtzoqxgFUXkD4BSgURM8FUiavXySyjPdD7gs1cA5n3kupOKnTSUXpM\nxTYSShCfAjqgBJ4pEImGARW8rk1hzi2fxxeRxEQABT5gjDMw8cAXtyqQcJV31tQlbfoImNEgi3WP\nBg4/03blb3nswzHVzwQS9Uwp0QDowvcKXsIqzHUuM2gvfZh5H/d0e1h75VTe/vrIkdq6OuErleME\n1y05OIBdaaSMcbdft2AKw5xZMTF1lBPnIFZSATdO7Dg7Mc1GiqGugddPgFunBjI0+unuawaS1kMD\n4w0wbshE8zvbuc4YloOnJQptMOQ0+mxPqs1oFjOSyZehK1oIr8IXUqRs2WFveNveQUFt5a8C/W8C\n7W8C7bvj4sqs3uGUtafKjCDOfsgoFE7VGz42vXmXQ9CUSohF7+X+Sr8oXaRb6ERqMXqhVEJZrlcw\nihZypF46OasiZbCYCQRbOTTuob9rUNJaDqx8F0dK7nlX9nfv9A23BCJdlSpMpxRHg4meoXpdSmtp\n0kMEVILdOcYV6OqRcIFmTFShsL80gUI9EvZFwuHakx4G2LcwZjV6nVIG0iks/f6m3SPVOIzZXRs5\nAsnVyT0/q4sMHE5GDTRmn4seIxkmlLrXSj3QNdYBVnDpFXDzBHjpOeDFO+YddDAtmhJwuwJuJwMS\njdWoNcm1E8oXDyDCZ1Z28NVxFVxDc4dIIp6AxmB2qibk39zW+FQepEdn7lsmAru2vAnLCDuBAYpY\nm/nzVu32fWD/7ri4cjJmQInWv64f4Ep3jy+kxopRO4ikFsPbJw+CvlGRs98iiEQgYZkiiKji1HTn\n6AHrs6YOvd/jAgmpKW2n3XhN3hmIdK0BSsIY38gA+s68Re4vNdCBBG56R6JoDzxw0sMaMFcg0Tdq\nKZB4/bJ7TUNILnrgGidk+xFEWgzJKEU/KKgro6Dbp5zBKNrnUK5ByQYi1U0gn9uzktb72skRSK5O\n6JFEK0cmWdzCXDfB46tTByChxaPphnFlNYUToKmAm6fAS3eAT79iAQHd0rXeAfUWqHbFVi0DrUUF\nwnowaE9ah4S18gqkqDKscEmit0VO42UcDTU20VKDETp79w4mwGD23cz2k1dQKuMWyGdA9z7Q/ro3\nuXskB0kJVPhTRYweiVeRCxPpkVRUbMy4AQ6C8wXgK4cfyh3pkQPgq+TeBBGuXVGPJHojUzGZSBmp\nxX6OIuZU7AqgQNJgNEbokbg30u7HR7DqPXztSDZ7hvvJQYHkFkoqV5MfkpSJ8ZgIrATEmMKtv3O7\nJGlbUOKY4H3ZR0BpZPU4BBJdM8UNUwkkL6I0CDNsjRhBzkH2+soRSK5OoiVPZS8L9rLnzufOJhOy\neSNLWKB9pkASLZJIhfCoK1sR/nwNvLgEnj8Bbi2Bk4VEljmFNVrao3gpeLRWGSwGbNDT2k/AEBdR\nLTcUXPMk1ayrUKKsXqupQzXKWRuXgWMsfyVfKeZ0QP08sPgUcPpZw8/5Hqj2QOcKP1djTCN5Ew27\n7bbucWSUVqVan3S0qFAcVOg0YSfUxMO8Cv1fm66Tv2NsIId7DqlNGBVaJZ9x3msgnp9t/EwF/ADl\nIkv1Rugx8b6YrkPy4VGRtgGKldsDpaWJekuYkr3jZ1nrU9BHfKYGulmmzmIw/cbn2hZFKG54Q+JU\nPErBnejHOupwZN3rcA3bN1KTsc91bmufBGcbQDn/r5UcgeTqhEAS3XHJEsk7oNu5teaW6wzjPoV8\n611BW6n+hzyD+nZWA7eXwKsL4JVTS+89m9lMLczSiEK9zHKUg16t5Yywf5ffizp9KNDUrIkpQtT6\nU2ceJJiZj7qX72Rd8FSV5GhOgJPXAHwnsD8FFm8DzdtA97bTLgm2w3Hy0ruyqWugbmDvuCd4UGgc\nEJdF6WTYc0nt0Bkr9AB/q6vs1FtgV1GmAr8aG2Cza9xAKTMqQDVGROkW8RXG8GRn5AJIVPmq5zax\n+I8JeeilmPy8Ehp3DtvynczmHRjtcwelzRA9KrWHNAEClvXU+tHvfCQm198SZqPxMIiOJ6BU9LrI\nlwCmfZnC9TFWJaTA8D1X03OekRUgI6DAc5RnKp8MINFBBhQB7dwZiOw7c+0TbCuUCr5Kl26+WmE6\nuDkwqWBamMa7tQBeObPU3vmJbTXC3MpCuwSznaNdMaAKz3XrGnM/V9k5HVacPwiUV5Hzq4GfqUO9\nFDbafuI6uhPeIDrJaS16mZslcPoaMF8A3QsA/m8AF0D3W56ym4A2lclOVbJUzXmDYcflQtlw40FW\nTTwTJO9f0jz+u6TAoE2kXPpUgFy9Dc1KYr2jt6O/1S7W/mzD37xm69fpTgA0HPh3lufEbhbvZMjq\nJuWXMQTaUWGIA1YVkE5gQWauGn9ODsZCdMjqgkf1vgRkCCS7rRltw248Pp8qBWKgbDsd82znmDJc\nDBiMTjSNjCl6cQpIAmtbJLtojOVaar2jR3Jl0jpFoOOTxnt2S6jLQNdj2Mw2wayzmZ9pqRWDmyCi\nA5DZInPY6sXbDfDiHHhpYZzMYDLzJmqmyigfFEKSqL/8LIKZWrFZZ0r03TWHUzWigoJu0ao8j85U\n/yyn8aAA7OCbAAAgAElEQVQb0SdbUa97fQl1Uy+A+mVg8RyQXwD250D7dWD/JfNI2r0dXVvqBbhH\nUjfmWQx5AkCxDmBQZBiLmr2Z8378XcbonRTKd47D5mMsSjOOIqXFvlCaJFqt6iACY3Ca/UoFplYx\nLeO9eVXDLtWy3xPXbwz3ZbcSFL1MA3Akuc7Lk7TcTNY78/MtOYBSiUdaT8ss4zPvzBPp9mOMZhhN\nKfQHxvtkUey5H+fukOOh2WBJ7tGiXHzaSdl06EOeyTmtCQwao6zlnpzG10qOQHJl8g1v24KN8AHK\nUAR3Qh+YiQrjat3ajmGAquXIwcTPF7BV3q8DeKMDnt/YUtk+Y1jlmDIuH8GVmdxNA+QZ7BV2TtBW\nfZkWDJQvx5ol2PJw1Yi6iZTmcLYYOTjlQjSSGivbYtwT+T5s1d8F0G3MxGz3lvbT5ZJyI+WgqEAn\n5zZQfQtQdwBuJ6TfAqq3MuqvAN27pcFYeZ+1rnyrLcZ3bSgONxgtfMYGiI/uCeTeuPokSvQgG0cV\nO5U7vYAk3/UoA7g9Dh05SuT/o/XLdtuiMFDyvjw6D5oTbBunXmvGb6gs2a18tq7VQOiTaM1rMoPa\nQBllWbWvNZU+UEncQIFNQhOFTa2dPQC/9znfVprd6a46Hw9+be9tqJstFpl27Be2yVz+76SOsY8i\nUBGUlDK8VnIEkiuTb/ik0T355sDwGl0OUMDOfOHNsA1KM7r9dhFKZa5WzhK2pcm3Ani1A57fAvPe\neBXmFSdg1DIclRyltWnHxrVfPYPtVQ/zSro8DmxWihVqKjPXk3oW/FJBRF9iTY6lCYcGZZRnOYdF\nfe8ZkOy3fuycF+xKZUUgUYdHLN80A6o3AdxJSG8C1RrofiWhP8/o3h2bFzBF1LtSytmS3JrkvLrS\nKFQS8GcIRqbWlZNTXYwNTIIIUHp8U0DCGMgcxqWTDlNAUQpNaTKNL6iFr3tqMdPN14Dw2PcWy2s9\nJLZwS7xmaroqTR1qqiAjuCv1GxMMZuH3mso7RbcFhpZONjMhhXUcm8QdW1JdwxtBs9Wz6+3vxutc\n9wIylbURnfdhTCizC2kT/s1poEASAV6Nidhe106OQHJlQo/kBKP+pR7oYIMTCPOpMhCZNaPLX3gk\nGhvhoGOa5MswIHmhs3ehzndAt8WwbW8GLFocM568FFVj2q+eAbnxWZOBWXdIYxXhDHokuuxegSQu\neFGyfir1Vyu7w7jXxn0YkGzMC9nugG0L7LJbqHm0VGmZMkU3Oj8NUN1JSN8C1Ejon8uoHwD5S6Vh\n2GO0Tlu4U7dzCzfy3rQaRSHy3eSZFEtrNAv7mktvij6N/atptqROFDiUN+8n7kOJni37c8qyl9R0\nggnf3EmdPYcZPg2fSy+JSlMXzKryi16ISryO2p+UFUEvrmeJQCL0nHokillF8/iH2Y0GsgUtrM4c\nBwSmnNwRTk77ZbPVhjHBMRAP1pmATwOHhYmUMcFE7a8jkDxzudZAMngbcvThf+4sUrsnwt1E0ky4\n4zgIyZdSXz8Pe+fHCzBeeZExbJzYw8xh7vh2YAIG4jq59ssLK9TMffoum5nWwa4ftl2tpNBaqOiJ\nkOqiOc24h5qgGldRAp/7dLi3k1oz+ypY2VRBaraLBo+JCsCoUbjEZZZRvQqkN4H+K377e0C6a+fc\njVQGufBL5zIVKRWC/Ab0Ysg2trDdXLkVfgQlDhjdp6qS+6uFvpHf8TzVxdHyZxr3TtqlN6scHlfY\ntw4iXcmqHoxHBTUOBb4PRCUCSaw3hYCk1JbSc3FSsW7hnqkxSqruMGz/NvQj4zesuw8tkA12ZleZ\ngwwMu/JwXOSdGQWZ9avdI1UDRuun5YyeFoFRgVKvvdZa75Mp17pJOXZiajnk/zqZB8I3DtYL2HvY\nyQIpgGjA9A6MynoZ9o6Pb0a5U6/SCMnBoJiFKjq66d70GF/V5uYWX2TOVJvK6bBqhnEBgHohPKIX\nxHIoiMT1JJw95DUkRSbBgDLvxuJzMrrHgAc43CxQKYfK68WkgpsAPmPxj3wHSF8C0heB6jdg73F3\npw4eu6q0qFOOVB+eyccShEiB7OR3rId6DbxfF76j0KPQ97KoQp3K5NJuppKmImuc6nEw6Vqjs7a5\nhPYa3g60H7htj77tUdeUKhBEIIlelIKf8lAKOPE6ra9a+MCwhqXOHteShIRh2xHvvyT0aNUCdWvt\nQLtFizJIFo/Tn5EYamSyhBoyETi1/bk4UrdR2mBkoclAXDs5eiRXJgQSzdSkHoN/NgBJAzS+m0h1\ngnFrqkgBcNI8D+AzMCrrDdiCrdsY9TSv6+AgMOUPQc5qqs5H8Ei9z5JsJhfIx8xG7yWp+UUNokCi\nS/Ahz1dzLfBOA5AApb/voFhz+TJK91+B5D4OA5ZqjTP+k4F0E/Z+k5tAehXIN4FqD+Sv2T00IS05\nfiYFEvaRctuyY4G2cPaBkLi2RJuE4J/DoVa3arEe5YuOVPnOUIKIHpw5VHTkqmoBEqWz8ui0DEdl\nNkTSNwUSSDRoTm5XwVANo14+RyjzFO0HuVavUwc3eHYMkE/ZLskPJNjrlLd2zr7mBB4PiV2lM4eZ\nXb07/RW9XQ5r1lHnMeSGwOiBbHAIJpzLRyDBarWaAfjLsM2QOgB/Yr1e/3q4Zg/gf5ePft96vdYR\nVMhjNelqtfouAD8D4L9Yr9f/9Wq1egPAX4V161cA/LH1er172D2eROY+aGI+EuTMtNJmbkcx+fRH\nGpeuYZ7IGwC+DeaNiJUFoLRuCyckAocKH8JLnIfRCHLBZcSXVPP3l4HIDHJzHAKJ7h9BRFSimB7J\nDqgvXJs73dbmEkxo4cUlJ+RmerjG9OvPgLRIg4eXNgl4D8BvOb3XZqf3cll1Ze5YZPVKpLkZWB9o\nFPU8Whwql2j6ukdUfK7BWQXNKbqHzQ6M4yVjXLPQwFb2w6rZdUZnMUJFrOGba4fu1twKDnZ2qybr\nsXzqPaiCZPkUDFnvWLcpmygCiR/DnONciDYL/yflBQMF3VgygkjxePcuO9bBvb3K918rxkFMMNCb\nKaWlNNceh2Pl2slHWqg/AuC99Xr9R1er1e8H8OcB/OvhmvfX6/XvfdwbPhJIVqvVKYD/HMDfwdid\nfw7AX1iv1z+9Wq1+DMAPAfiLj/vQx5Ubzg03ycernxVN+BJAzfCZtMJqGJ31IozCehXAazBLEOP9\nDgYqgHLXR53tNcpZ203cQMFFgUTXfejDKpSaVmmtmDfDMkxRW1O8nlzPBqtmwKwHlk5mc/Ix0E5L\n+QS2NuEs2XEK2zZg2NCMWqSy79+oge+qgXkNfL0F7u6AezvgvD0MoLLISc7aJNF8pTd0WbPob2Js\nIIDTQVfEWIXeXxVv7DL+7eGwvR9McbgL0290LjLMxmiyBacn04uDI1nIlJc0BaTtxEGDQJWtBvo1\nnqBeKNtA6QGlgOH01BbInlm+d2pvYImleFpdHaWzHmh2wOzChtawoSOHsLb/VN9qHykboXTptZOP\nFEi+H8Bf8b//HoC/9LQ3fByPZAvgXwLwo/LZ9wH4t/zvvwHgT+MKgOSmZwwlYHxFbpg4Q5ghZsDG\niQ8YkHwGwGdhK325y7oqliqchwULU2ZY5M4USFRLLsIDFCwiXZVwOYg8LHvgYYASQURM3noGzFqn\ncug1eDHOULJsJ2k8FsmzGzzeg8pApKqBsxp4YwbMZ8CrM+CrW+DtB8Db/ZiKR4k0UwQDVRIEEVrF\nbKImXKcKBRgVseYpqIUbvYIpMNH7sCuj9Z/Nutb4/QMYiHyAYV/DQjfPMoZXwk6W/7LQXHx+HOv8\nrVrp6pWQjtMYmBZMQUSVcfTwhOzI2aip3vfm2rfArgN2/egwRgyKjl+CeSbLnc35g35C+EEE3dhO\nHPp6zbWUjxRIXoG9dQjr9bpfrVZ5tVo16/VaC7FcrVY/BeNrfnq9Xv/Ew274SCBZr9cdgG61WunH\nZ+v1mrHDd2D2/TOXG6J/B30eJy+Dfqora7mJBumegwHJP4WSd6bEew+HapvLFDvJ8kg2LzDNO0Qg\nUdPzUeZxREylxabAZgpM/MiN3z5j2CYl+SM3KBXsAgYg8+S8o0ZaHdFRA80MeGMBvLIE9gvgy+fA\nr/fA/7cF3sI040bFBhwqUAKAjlalxRqU619UwbBp1Xqe8kimQESb/WHWLpUsMKS97vIIJPdhQOKb\n0A54OMuWINhPAcZlwJLleQoiU+Y+25TbhLThngoifbg3pP2ip34ZRdaPHkm3taVJuwxs8rihsDoV\nU3ofsGFY72wZ12BczGDGjHpFWtfLPM4IjEXa3D/5slqtfhjAnwwff0/4P+FQ/j0A/73//XOr1ern\n1uv1P7rsOc8i7DRViGciNQFBJ2x04aMFqwFJHVw1xhgALWwqHg5W1b3c4IjZVYNHohFAPVPbaJRY\n+QEKK6C/5+9oFqpWi6AxxWXkiYONoylAbBwhj5PHTLKD0LwDTnozk2f9YVXrjGHzSr7PdCDH/ag7\na8eFq8zzGnivAm4m8wJ14SOVFLkPtZhVSbGqPGv8gIqCa1+oLLpwFsPjUgcuMoGst3o1cZwJZZRb\nYNsB97KBx/uwM6mtyKSdZNjq7qicFWzDuo4Dzctro5KMwMT241CKLoEqYIT/Y5BSKS1R6pryW/Vj\nU2eU04tY0E0cKQNNB8yzeSVpB1Q7WCC/w6EeUPuMsRrafboxpLbxtZOrcZXW6/VPAvhJ/Wy1Wv13\nMOP/H3vgPQVvBOv1+nNy/d8D8DsBPHMgub9arRbr9XoL21TkrSe8z8OFAzQa1tH1Bw6BQ60yTnh9\nb/Ych5NrUDKpBJIhX3U2caj3oICgpu8Uwa0ajSY3p5hGojVoQImV52esBD+nl7JAqZGpdVjGnc1W\nzIBqbwsx896AJFqjgAFIlzBEShlZrWtrr9Rj1PR5vEfEW8U7CjcojnEBtUAzyi5QxUheSbtBHTcN\nDk85l9Ul17PZgEMPIbzJcNMBH/TA12AA4hvTDFtmDpvfZIsfZB2nU95aZD2mKCwaRZH2AUYgiLaH\nKmC1e6JpqKAKlGAqyjxJVwNjVwOjDccjVlPXRSLb0NsBqD2FGDug2sKWc/GZWi49WD/NAIx9du3k\nI6W2/i6Af83P/zKA/02/XBn99OMA/gCstb8XwF9/2A0/DJDoMPxZAH8IwE8B+IMA/vaHuM/jSyVn\ntRijZcEzB098zwOVib9SvXAYdDIdMELO/zM9d1jnoepAFw2qaRhm2QGo6INZaF6n99XfYuI+elY0\nZMPNcKiRYwPKNK43nkjWHVrC3HZ3aPcO6HugT9ZW8DSdwavqx6qqUuacmVJ0gj+F8LZUtgoCSrzL\nqvLMfmYqafQyeEyBiI4JWrnaRWrhSqZQvwc2rQNJtpd8cn1nj3LUbGHJbH30PqKW3UuZggcwAJyu\nhdEhoO1fhd/H8J4+O7a9AipJbY2g+z25Cj6SBpF01ZlSYdyRh1WY9+aRNMn6MTmQFEZHwjhF+AAd\nEwrQCL+7dvKRAslfA/D7V6vVP4ANzz8OAKvV6s8A+Pvr9foXV6vVrwL4JVhv/8/r9fqXH3bDx8na\n+mcB/DewxM52tVr9CIB/AcBf9r+/iDED4NmKDngOkkhlKe0BlFYpv+NvoxLQ50SPhCBS6SyK2VRx\n8aCaQer3R/I6Cu01jn4FJ6A0V7XikbSvw3UkFVQioQCYptxaHatkHkXtPE2HMQCv0vtnfbbvwbZS\nz8qfVzW2j/xyDpzOzQRve2DbHypItSxJKanBwCNmVCnQsGp7uZbNoSASQ1BK30TjQi11NVhcgWcF\nkg643wPfgMVIaNcklKxem2H7UEVPWh1O1iXEYgApDz0Srs7XLLhIdynITD0XOBxaSgUqDRYBJ5X3\n0i6NzLGOZHYxs6j7PMaQGkebam+ZXAWI8uYsk9KdZIy1XnE6Xiv56IDE14P80MTnPy5//2j8/mHy\nOMH2X4TxY1F+4MM86KlELUPGtHmOVpruG3SCcQvtlwCsYOm/GqDkyB5MpoTh/bzDq/p0hZjGL3TR\nCpcfa8RX0SnOTtVY1HqkxxScNO4CHM4E5SOitwP5X2fUEmVMRuM/lfw0YVjRn3qMCwL8nEQT1RXs\nZSME1zMMLwtfzIE7DbA/A2bnwHvnwLsPgPaBczvjbYqUJ01LVYnVVGNhjlH5uTJJcd1KzNDScBTH\ngzZtVLZU8ASRDdBvYHthbmwfzLbD8H6cJUbf8CbGZLgme8hJMZ0XNqEcrG+M4wAlkPQowYIoxmi3\nWuyKajFGc1k8Ics9OXy8LXK2IHvXHoao1F+mKcNibTGmSL+P0iHNGTjNNgznHYakm2HORnJAN4PQ\ntpty6q+VXMvFLY8tzyLYfvXCCUSdrpM78reaG/8CbA+t1/34JhigaLTvAEQw0lnFSC1Sl+RvggjT\nwKi0WWhNI4tAolydLBgsPBI6/FPac8qE1Wv4d+QDlH4DCrBMyWYvaayqNWK68muTApmXOfWwhIQ5\nxmXaDiI4taD7nTNLMz7dALN37dHnTvhQIUUgoUcxxW9H7oQKmDRUh/EVq0qDxe5TIJmKI0SlyjIQ\nSBxAugugvQB2F7YIkftqEUi4FId/+xZlqB2jD4CklnL08n+kYDVGwvxijZFonECd6hrldvKXxRan\nAv0T2V4ZDiStrx3JOMBgHbm6pGUDowAJJNwnlN1cZaO6Mm8ElPpgaicAUl46VbQ+R3mm8skCErU4\n1e3WoKsCyasAvh3Ad8CyoVXRRNqLe0Yx0J7U5IkeiR6qJvYYtQwt/RgB1JlABKMGpUZV7cZ7ciZE\nb0MB5DIfXmcOgUTNTXpDTsbT00gZ41uYNMWqGm+Ven+UeyRJ36xEj2RmixdvVcCtnT36wYVlcqlV\nG4HkcSb9lEeiuA2Uijfug6lgEimPqFQjkLj3mzdAtwHajXkk3CSgzWPW6m1vFWXSZnAg0a5Qeq9C\nOWTUNmE3sFzkhfZyvdK4HisanqMp0wSSKVotemJ8FgFKQCj3GBZj7vLhz1WUGbzA6JFwvQ2rW8EA\n96SHZafrtJnKd1GCYMoFOi5IvBK53kDC0kXLQyeKUl60PGiVaa4l/eVoTQEl15pzCTSA/KGKVI/4\nPcFByf5oUivxrPwBzc8p7oILLdTk5IyP6Ki8CK/js6OJXWOk4/beWM4r8SUTRSzGvRZ9PF9DPOCc\ncI5cNYrGacmZeXzcDVmLNtVM0UsgRjPGoQqWClgDy3q+zB5gMF6VtkaINXdC691i2BG3aoBmDpxl\n4Pne9tdqsjGrN5PBKt+PlrIHk5XaigsGlbbVsaqWNr0OX7SStxje05PJSLp3ljz/IdFLUyDRNldg\nZzk09JWlLALaw/uApNs4TIpzPgxLzjG+3HEB82XJUDUeZiviWlOZdprdWYf/Y+zr2skRSK5OZnLW\nQaSi1BQlWrYXsKinWpX6EqEaRlbXyT/L4ywY9sqK/j1lSlFrobRwLACv0dkZvQyexfTFOUotos+v\n5T7RnO3le2phjUamie+4wZOWW7mPbBqL5jdf3F1dxgX591l+x1Rs9Ty0ajH4rt9r80GuqScO/g44\n5NMVTKaARO8Zm9yrlAB7MdWJ7TTzXGds4KnvBnMCYJkMOPoeQ7LbIgONO3QF16PbnrN7ZlIuKkV+\nT37ovsVq+OKsvjePp84ei/FlQzkbC1mkF6stEz0ZHc5sA81mq9yB7/3jJCAiR+9l6gOQkOpiN85h\ngHIDttvOSQ3M6OzGlO0pW47n4EBPukbXRo5AcnXCgFlcuhEHS9THtNKofwkkamWdYFQWHJx8SUKf\nTTGmCB7RbOM5MsEcuVPajAXUWSCW/iB8lpDxuEA5Q1To9WieTCSVozmvwoZR009X9gVQya4V2M51\nNhCpOzsmo9R+9Lnk54OzMzQV4wVU/jHITCHloU3K30Waa8obUSDhterl0CO5JAjPNxxWS7PIn9sB\npzvghWRDqEkefsu+bUi2HIM5fKlOhr2/pIVtw67ZSUDpkUQ7Qmktf4ty29nWJF1vtBDcLsIe44s+\noxcUbaMYW1F7hWXSjDkCiYNILXEJekdMAOyS2RHqPMBvR6wgWXySgCWBhK+mVg8kehtxDMXpCJTT\n7NrIEUiuTqaoLQKJWq0cLHTZGaMm780VT3GBF/3pqPOAQyfhQ3kkajLrVNHfqFbM4e/ocagyV64j\nziDObmpdKvQp8l9FYzQRSFTjsDHpXUjRqDge2kb+WaqAugZmM8vvHMzVYKrS6o3vl6FiUwooOoC6\nfYp2z1QG99S4AsqyRIyP1JY/s65s95ibvJc0f+9O2LY3s6D26uYMdJ2BSNoBFYMEGhab8hpYDqY+\nXQD9AwOSbTtuljhgQI9hvzp1HJMM3cR7K8hEEFMPpSvvU5g4jGt0VnckYzOj86kAcgYD3oUf88ZA\npFm4R9KEckTqE3LzeFY9ce3kCCRXJ9E61ewsBRKlOW5gdH252+8tlAY5LStVTAy2D699i7mSCdNK\nEuFz/U5dpvh9NJfUc1A+RyOIseCq6WZe4VveCBVKs5Lmvz6LQgDRRuazVYto3ufei+9maFUBFbW+\nviM2cCI1gNtL4PXbdp8P7gMPNhZ8v78rNxmswi0K71GakMwdsU+BJGb5KceuTU+PQ8ecMnm6Ohoo\n0n+HgDO1IuvJ5vPfpc48gqY1JdnnsTWrDMy2wOy+Y9rSLXBmgLM7uLSIXaXK3oPd2zyuvZ17Eecw\nGq3eGdhVLYZtTOh8VzCQIZtLEAB8OmR5Lg/WrwvnHsO+W31r4PagBx542SI2cWfvRQJmjdsYM2C2\nBOpbQMX8DQUONSCiPcf+0LOW7yjPVK43kFCiga/Wh+rUBeyFVS/4ma4w0yk5wKJrPNzDFSLXkCQl\nYxVIVB4FIupp6Gif8iR4nSIcFfNerovkfQVTFbdg+UE3vQxKvGvgXr0eAoTeT2Mo2gGSqZBqM0Hr\n1ovuEdHElGhGsBWIYaBzewngDnCjBt5dAu+8b1vNdzvTerqoX4FEvVJ1tLTIfORlQDK1+JBdot0G\nlN05lf6r2WXsZi2rek0OPHUH5HpsdeJmn4GTHXByH6j3QOVZ1IkOIDFak+fojUhIqncgeQA7iD0z\nALMOaHYW4K+3GNax1NmbMI3VZ6pt5nyZOcAklOtwgVFBE1x9yPXJ0oHbbFTb/Qy874eOcsZEFsli\nIrPG6l+fANWZgUh1E0gEEvaT9lcEEfUa2ZfKuF47OXokVydTXkcssdIZJ7C1It8C4DP+/QVG80y5\nbdWZg0dSOZgcfIlDj+QR9E1RiRj4Vj4ueiassALEEmX8QgMALB+n400/MkZVpcF+XbDA56uJHoFE\ngS5ssVu1QLUrPZI05ZGIZiaQ3KiAV06Btxsz0ffnwIMH9tMNRstbg6u6DoKcDftSi6z4S+9FPRIF\nEnYd7zcVnKVHorEEDV1R0ce4QZLr9ubsVnsMr3Ghr3gB22odO6DZA4tz2HYgrSnylLwuMQubHol4\nS53TZw9gazPUI5n1wGzvR5I0ZAeIBAzJd8gYMq2SU1g5e1nmMO/gJkoGlRSyH7nztGjYRpb3AbyX\nff9y6cpT+FsJEnCazBtJvpg4+QrOxGzyGB9TLyOCCDDNEB+prWcu1xtIajnHDA1ljXgwSncDxvJQ\nMUT9rS6xWjNcilx7BLTqMa4W0wCLZiVpassUIRvJW0xcQ8nAAcBEXk+DBlHDMoGeuc5TblwKdagx\nmtbMCdXnI/ytM9LbqXgTJL9TABNiOmXjWBq3SU9qYFGNXqOyYwhVjP2lj5tiDBWPCQpTtJbGIlQ0\nbsakDQa171k8Il949Tug6ux8kGkm9kWidb9wZ643BY/ehh0f2/neUkPa6zlGENR9w/YWYO93prh3\nvQXzd3lM6CYD1Tk40EelIh+Kl0onDcD4iuSEcVW5DkOCJe0TThWdqxP2lUbzhliI01m12kM3MUbe\n+TwFi6nwIcsUQ5TqUV47OQLJ1QlTHmOqX3XJ/9GRAEoLdi/X04KkNZryODib3jiIpjWeobDEuXBv\nhnHGxJmjBQMeTX1BvrvM61HkVM+EmlFX17HyyrUoGJEPYUBhsFlxqGXjjJVdEYdt6OFnxmK4RSFN\n1GhGajsJ18Dikh1DKLr2l7J2GieISoKPVgNCnSRarrGaClQZY+bfAyDfB7oPgPYe0J77sNsDTQPU\nLD+7g2VlkyfY3p/JvI+lN2fbj0OyY3kYgOeLTagQ6YzWQN4D3TnQ+vs/tg4ibBbN5csYUyW4I7s2\n2YHpI205gIj2hypo/Y3YDIy9RKK2xrhk9SzZFmzzE/dEFES4sIQOrnqEcUhGz0gBXdHxWsoRSK5O\nCCTRI5mKg0fvRIGEa0ZibJpKpoOZXh3MK5n3wLw1qqtYg6urGTWbiddFpf2wIL0CDnCoBad+Ez0T\nTTlahP81wjhD2WhajwpjWHaK84mmvwBJ0mXCVFP0bnQ2R20ua7tTJ14NRkzkmyu1f9kc0UGkko4W\nZ3ToVAFOVVG7ukVZ7XMYV3QfyPeA7j6wv29bojQZmNew9+c0GD0klllyFJKzlXlu8QrAPBO2Itii\njssVU4F1rEqcJ3cGJPudxSG2vfdOHpeWAiNks4qKkUNT5XLUDv5oAnLysk+14dQQz+Nz+ROOWIYu\n6XicVcDJDJidAukWRgC5CX+lM8Yhz7ZV0GCgaS//RzsrOvnXTo5AcnWiCxJjLJgDa5LmSiMNMoOt\n/HIm5SAoCowzqvPRP7xfgx4J39cR301K/1mnpAbE1UtBKKxquAgg+rdeN1QIsmMTyimqy70jb8P7\nkHaiSrlsxkUvKXIJpADh1Jab0MNui1NeGtuLbRXMVo3xq5ZTAFEMj6vBpwKpir/aHX34rfD7hYXb\nwzyRuwDumkfS+95a+43ZIHUF9Boj0bpo2XyMphqWqbWzmAnj5oOiz0BuTYEPzZAdu2cYXnCJbPRa\nv/emSGMsg1OBo1F6bVzT4c/SZiBLxKavYAH5gcHUoR77SITvOasqa58ZbISewkYwFx3eqIDZwoFE\nPXXYJZ8AACAASURBVBFu1xY90oKOxpg9l+R/GiQaToxEwVGemVxvIFnIWdNPossKiK6qMGReNe5d\nINtM2ObSmlLFooY3ssVHal8hVu3NNKyYUsQt4y+LX6gyjw+gSaXo6M+c5Gb4P69TApmeBp+vjQSU\nGjmCGD+/jHLTv6n8FcF9AQX39+D+GAd1IYJD2krKnCrTdpzwKp3cog9/q5LvHvJ/5G0g19GJ4rGB\neR4XGHfS9SOfA/19i4t0F0DrMYmItcx2SrFZeQ3LljA4dbkfq0WdmLOxhWhlhPXmxdQLoJ4Dzdyb\nLwMzz7fo3S6ZZcPCZQWcVHbuYftg7TPQ97ab7ryzGE2Tx17WRLAOlu212Fooaw7r/sSt5RRAqnB4\nEl91Yvc/yQZadW+j6DT5+pEZUC8xZKoVSX8a3lPPUWlN2nacajql9KzT9drJ0SO5OmHANW6up8lK\nKkP6bm3mWu2zpe58piQ3rVB6MEA5QNGPZliVgJpUzs4tbjV9FUh05zjdBZBAwqmZ8dCIbKE1deFE\njTHF9zZGJNUoKA9lxNUjiX59nG2Uqag1zewWwwZOlfM1ND9TBCk+O8ZpvAOr2s3VNBoOlJjXwKbp\nwtFfcvB7NrF6Nhq7oEI6x/g6wwspfg/0G49FPLBMpK4D+lZg10EkVxi3IQnVKSgZ19iZTiFG4nAL\ni5nQa4AP48UeWNTAfGfxhKq3mEzttG21sG6Z9bb1egegqX1dRuPsbW9H7m1Y1yiD/D3KNzFsASw7\n4MbOrpv1QFoC+YZ7R+pQh+GSGtg+nj6PT3sDw5PO2eXkx9xApDoBEjfZUqMxGhCx73jUoTxAOa3i\nnL9W0j36kmss1xtIqFimgERZEzXah/UMMwOQCnbB3L0SbkKoDoW6yTQHax/1NTCASB03h1JEokmt\n6a8qfAA1SUxFoiiFRCXMgs5gAPIcLC1NZxlCoygYKYg8yiNBeKbSb+qRdAYiWTojxXpMeSSBo0w1\n0FwCJFpMveWjACQeqkjUqtWdovcYc2bvYlw1592Rd+6JbCyw3QNjRpNUefBIcIkQLdQe6cdqEUi2\n2eMdPdAn4GRvFnwHIJ8YWDUwr6TKhsfN3ACHu9cAsJ39OTT9IZmKGKPXs88jm8cdV879OO1sOizp\nhZ3B3p+u61t1iHE4NPb8nG1aNh2w6IyySxD7w22vNOyLgjJvRPt7Kj6mG09ySqgcPZIrl+sNJBQa\n1xy4qg9V7+5gS2c3vaWw9KpMc2nZ9HKvjHJy0xSktshyj0E02KLBbwKJJlaq90JwAIqyDf/zrOaT\nBtQtApnzEn2f0PcZ2bVXVSXUNZAOUnEj13OZz9+Eo5bvgTHSy/vtTBsAKAnrWBdtr6Btcgv0nbV3\nUK4HNNaUF6JOHB8/9ZkCxkYOUUrZPZJ8H5bWC4zv8tqbBT44YhAzgs6YK8+h6RopA5tCu8YBh4Hs\n4Z3nPlS5JmSfQ1O0huFzp3NS9jOHiXarBp31Jh7Cyl6u3sGCK90LlipjeD1Nil5itPaV0aWt4NMi\nue1RUJbAOH0iO1DhEDiUfvQj829/9pAUwHIlud+11dfXtmCPJdcbSNTb4yTgO56m3N0TAC/3wIPO\n0lZmGcO+3YM77KZXH+790DTSy2geBREFEh6a1cRzBBf9bErpjutDcj5B297GdnuGtgVy1uvHe9V1\nxnyeMZ+3qKrL1r/o8wkis4lDVSYbm6nP9KbUngYOJ8WUiUhw3wH7btyAKlqZsfixj7Ro9Cj52y3G\nbuHB1XoPMGYp0yvg2w4vrFhVLUxpHtlO1sAZJWNM3blK+jxa0+yeYIskD6SnykdXbwws4xWxVR26\nkbNRTCcaGdeA9GXDFFJfLxcd9LQ3Jd84ri/kUrJMg1kRneZoH+hUIHjH/tMjSflY4V6+01gIXSXv\nv7wZj7RAmWGm40Ntt2vJIh2B5OpEdS8HWELJk/LzFkYMv9/bINv1lq3FVBPuOKs557x3BKQptgdA\nCSg6S1V7xO1kiVpKdkyBiKIXswA8gooT7PfP4/z8Dvr+USknCV2XcHExx8XFDMvlAyyX50hpypRX\nTkLpuZ3US2diDDwot8g6OflfxIcC/6NHvwPa1vqL2420DzlizESblOABjDvosgmJi+cw6uoubJxo\nMVug2wOdUzi1/yYlB5I8Qif1Zw8L8VQ1hq3Gkj4PoZlibyVYXCWP8Yom2bOAETzIxNUwMDvtgI5Y\nzkKpLcC/FWDY/EDpJfUY3iOSewMSbhOWMQJJEWHjnIxDaKgYpvuOQ4jzkKDB3+p8JoLqtXwL1gMA\n5w7+Oz93GN6SXbCp2v5Z2uIoz0yuN5DEQc/PYpCNA20D4F4GLrrDTA6lOUih6D1Vr2rguNjAUc27\nqUWB6pmQ2lLTaioWEvk5XmNeQs5LnJ+/it3u7MO2HoCEzeYG9vs5zs6+irre4ZDOiiCideH1Wa6N\npq/WReuknkwV/pd26PemEZWk56FeSezviIuaBtrL42gh87gP5G8A+Ib/LVVhILrrHKeSAQQwUld1\nPVJbw2bF9RiWK0CkkbKU3VJQL4NH0locYYYx3TYDw4YLhOeTbM3VsQ2UAVU7JjqUCmaBLhyAsjdv\nJwNDwsAM5iUN1chGUxXtTzDTYdKg9ETUDqm9KGLTJBoDOjf5Gec4vZH7RkVmT1jod95eHuQvWFnO\n/xojxXXt5OiRXJ1ESiByzJEDb1C60hw0CiTK0apO1Mm2qG2F1HxmCe71TaBiXmJ8AzedfgUATXGt\nwkHSQkElmlDm2eR8gvv3vxlte4Knka6b4+7d13Hz5lfQNHyniSp3ne1EZDXjNDIdOSf1pCLQaJ61\nJhYIwMYFiep9amxjG87qnewxRoZZvbhuhCGZyoLXg1/Wj6GwPmPYzR7uZfTyqoHkmxpUnrKbPLDN\noPLBcpyJkNABwDAwDaBugZk368b/5utd9DbDslFV2BFEGKxWLI8GE3/DwLsDYjP3euUx52TWe3ZX\nwhCgx0buE+2l6MBqn+5huwJvgX4D5BaWXd9aGxTeQzQANx4T2TqItA7+cC+uM5oukQLnc9UOPALJ\nM5dPDpCEuHkxSKlwajwaSCTQeBBfpu6f18BiYTmWzSls+9EzlGklPPTtSSHKOMQR+JnGJpTnUE1j\nacQ5L3D//puPAJGMuu5RVZ2/06JGzpelpFS4d+9V3Lr1VdQ1gSICSYcxsKCRTxIs1OKqyd18hXtw\nRW52/FvJkb68x1il8SvdUn6DcsGg9iVTd7k5J7E4OkU10FewFyulMZ+i6wUO86hn6xrIzCjC2ESp\nxZD5lFsM2eZJgaQOz07hM/7PJkqeZe5LlhY7YM4dertyFM3SGOA/cCingERtAm1ueeVMqsSr2htY\n1J2tIWHshJneBY2Y5J5KFyM8j0PLh5C+577vgGZv3ljVeb2iscjDx0J2IOndi2wd9FILVGQiOiln\nnOPXTo5AcnVCIFHdqx7JEEDHyInH4J5S9+qRcDI3GGmAwaqsgWYBNDdgO8idwrYfVU+E56g1VENM\nRT9jZTIOA/dzbDavom1PJ5ulaYDFImM22yIlalnboq/rZthuz7DdnqH0eqxB799/EbdufQ0pEbQ4\n43gs5HNFYM2VZaO7SX5AlFOzNXKvSIWplukPPRKlqvhySAUU7WNy57yOlA5jFNItmUACUz5tHv8H\nxmLUCegaA5K8xJhV5eMuc5z5uEvafYPLgEMwU8tYmihVsE0at0Azs5djzbIp8EiszuCxAB1u0SPR\ntwny2drNwDjmewyJAtkBA27tsx8Olgcx+w1jFxbZ6FNzVfqIQLL3NTloYS/bIjMaqDf2dZZhmPfl\nJcgGRJmMrPbBVDLitZIjkFydfMPPcVBym+qtT+DbAF6GLa14Dbb4m/pP9RdQTmq14mbVeDS+HHdY\nIaW76moc4RAAxpl8Ig8iwnE/VkYYo4di06JtG2w2z080SMbpaY/5vPXgOTXrCCR1nXB6eh/z+QIP\nHryMvi+Xi/f9DJvNGU5O3sVh5Dp6C8onqTfiPENWIMHI95BHKUxmhGf437MauLkEXuiBtgbutsAH\nLbBvnW9CQYkc7FCjBoOGadRwILYprZnFJ8xjqQro5bhTkRBP7t0z6f1j3oc5ClSsurB2ygN2O4RB\n4tQYiCz3wE0fu3xdb1MBN2bAcg7UUzv2RxBjPbSN2N1MRGCZ2X3COhbOKHd6pE2la7vomPcoQUDp\npRYFW5A6B48swCixI/Zl3zpohL7PGZah5W1Twa7PrdGTydt2eCkX634dqa3cPfqayyTaix+DXG8g\nedvPIViYxTLNLwF4GUhvAHgdwCuwl1oBNuCa8Hu1DGnFLRPQ1GYK1o2DiK6QmgIR9TLiGpJTPxRo\nyLkA4+xSGbXgZvMSDkdHxo0bG8xmGmnm3uYjkPBomgvcvPkA9+59Bn1frvTbbG5hsXgbVRW8i6Ec\n6grwIJCINs/tGGSguT6sNqsxvsBCO5F/e/st5sAdJ9qXJ8BXLyyKetFhXFCBQy9TQzN6ezaxhnz0\nO1dgTOfVn+dwqyHNlWBEAOpMqfU7s6pTMhqsatxjYXMrWHD5TaCzCrZPhtSsBU43RsUtkmWG1bWd\nl3PgZAE0dIx18Z4yiDGeqPQwFSq9FkgD5PC3DrMWZZiQIEI2VOlG2ksKZH7vyuuExoZJPQMqTiF6\nPBiHV9tZRp32HzurrixelJIPGY+b8P30Ax3H+lxHIPmEyycDSHTyAQNHig2AF4H0EoDfAWCFcVAz\nRkzXHzhkmRRIqtpHs78cugARLjCcmq0RSPi7M5SeSow5UHRmZ/T9HPv9cwdNsVzexWwW05qo5C8Q\ngQRoUFUNzs6+hHv3vg0lMFXY7W5guXwLo5am+aiRVK70ojmqIOJAwuh0AobVeshW79SHMlFEsy9r\n4M7cUpFutECugfMOeG9zSHUxtq8KERO3ZTPHBawVhh1umHnFr2MIjovwBqs88P59C7RbA5LKhwE3\nURzGHe0N7lZIJRadtCzf+XBq9sDpuSnJM4xAwmB4swCauAqcylzBSdtOkRJSlhhL0b8rjIsAz2HD\nLGaG6bPVa8xyVk/Fh0vjCQ0Ahoy3xAUsbJfKYlltB+x8UWiV/UgYdkWqHOhztpgLkrNblTvKkHJc\nAwv+QPpHX3KpXAOq7rGAZLVa/acA/jm//s8D+GUAfxU2zL4C4I+t1+vdMy/de1JKDlYObOdZUwfg\nFMj0SnQgczID5QRuMG70M0+WpZV8U6AUs7Jodl02W2PqjKb/JpQIqIyuuFjCt+x2LyGaTCntsFx+\n3cuiQKLpLAokAGdt09zDYvF1bLcvFffc7Z7DcvlFuY/yEbqiL2YvxNQ3WOBBNe0AJto+wKHmh830\nk8r6oO6Ar2/87zRWZcTZy70QDc/wO6Bs8mDRsneowzOMKulhVuygV6OFnkdaq3Nqm+s+ivGmS3G0\nvNr1GkOQa+rGmqFxhVjRI2GKsQ5TDrspb0STUXj/OBcizVaH7/g+FL6lcWrdqi594vP5t4KIhMQA\n6+Yhc02HCulDmJ3S9sZ2QhMPfApXTvkx8J4718uVxUwuZVavkzwFs/UkQLJarX4PgL8G4IfW6/Xf\nnPj+jwL4U7Cm/Nx6vf5LD7vfI4FktVr9XgC/Y71ef+9qtXoewP8F4GcB/IX1ev3Tq9XqxwD8EIC/\n+GEr80iJSkMGeeJoug/gS0D6P/1v7k3NLaipJQhG1G+L2tJ7i5nJ2clX7qi5F4FENRWt+Eji8+Ga\nZ0mTaGpRRIe2PYyNLBZ3kRJNQDYMOQfO4rglyzgrF4uvHQBJ15068xTBg+WhiUTtoLGWPGriRI5C\nP+P1c/mdahNZVLCFvcz7PoD3W+Cr94G7O9uZgH1Fp49KhxSK3i7yUjFeIF0WWTB+litziHJlFnKz\nNAd1WFs6NB5Q7YHaV8qnyv5O4yYEo/NK44eHuj0aQyAN50o/b43KaXugd0VZqYNLFvUEB7GW4t7a\nraxoaI+DPAl9jsZePP25aNuYCUVPMNJqWsft6Mxyo8tqC6Rz9+56FGnfeWMeYJdLp6KGPafKZoMg\nO5jAnWTGsEhNRirxOsnTAMmHlNVq9a0A/l0AP3fJ92cA/kMA3w3rzX+4Wq1+Zr1ef2PqeuDxPJKf\nA/BL/vcHMA37fQB+xD/7GwD+NK4SSDSu0Rg9kWu3YO4B+CKsul8D8CkAn/Yzg5z8Le9Xw1J8Zwug\nJo21lINAwq1I9cUGmqXFQkZimBpBZyinAAsUQceOrrtx0AyzGYnpJUpPSIGEy8JZllHq+gJVtQ2x\nkoSuO0XTvI8yT5JxE/UoYjoO+QnnFbLXb9iQiXxJ5BknIrCbDvhGB3ytBd5pgfe2wN2trbjToLBa\nvLrQjbF9RQfFMQaAQ3JYZHISxt/mmVEs1UKARKy+1MFeOLV1Sqb2kBrDY/FVMZq8pg5gZBPZBZ5I\n0reeVeZNWk+F45jTEb0cNrEm27GOBDR1xxRwmcnIg3GfE4wJLFNZaRpeAw6BRECSAfE+O4BvzMPI\nvTu0mtOxH4FEGSAu2my8vlwLxPesVEJzFR7SdQSSp6G2Prx8GcAfBHCZl/E9AP7her2+BwCr1ern\nAfxuAP/LZTd8JJCs1+sO5tgCwA8D+JsAfnC9XtPGeQfAq49T+g8t6pHoICeIJBiQ/AYMRL4E4Ltg\nk+1FlHqbwU1m78wIJDdgqb0KJLpOhHmUMS0m8gfRI9ljNEf5cGA0l6cW+O0PAuMAUNcVpt/Trgny\nMxyC0+gF1PWDg3tbRpemN7E86pFQ27BDFEgqm8kHL+FQIOEzlPgWnmO7N/D48g54awdcZDv2/aFH\n0mMEBoIJ4xGKDoxJMDtbE868CIy/qrOQ2DXcZHAhZ7UdOreg50ZB8XmJORZ0ZKNlzxgC70O8DtY6\nLoBePJI2mZLtayA3GDZBHIZniN9MMp+crRqf0fToSHUpfcayRlY2KmQm+qnnpWDi2VfYmoLv4eBQ\n+QzpzdPTTD0mBipA6Chr3AvJSYCERe1HEyipXXQd5SP0SNbr9QYAVqvVZZd8E0yvU76GR+j4xw62\nr1arfwXAnwDwgwA+L19dHb5zgsTMEz6Vk1tTFGmMDzt9JCOaY6JV3QD1ws3IM5Tbv8ecyphPSfOK\n6oizVpP5adZxBNNMjAT1ONtyvszvttnZth0++GCL99/f4IMPtlguK9y+PcOdOzOcndHyV0K/RTmj\no1ymEVSU9mICPwEHKF6bV+yS3KHcKlY9NbmubW0Z9729p/3iEMtYVFW6+3BLfZQGVBsMq6jz1hbA\ntaSMQgs0GbaSu4OtsFYnU7sOdk5UuGFNyEFISKk2/TxStxifwfeE1bXV8SCRUIdnpPnUMdZ1pMBh\n1pgq1xQ+1/Aeh7q2rQ7raCfE529s2GSm7vbjLYrEhtL+MXDJjm1JqprLkTuYdWlcHzQMTcZVkhsM\n2u7/hMtqtfphAH8yfPwfrdfr//VD3OaROv5xg+0/COA/gHkid1er1f3VarVYr9dbWNLtWx+iUI8v\nHJyqPPi5DnTqfbJRw8txkq8LcTBRi7ZqLN23Uk8kpqNo9FJjIjS9aDqpp0LvhTwGgUTNxcjZ2Uy2\neEWPaDblvEFKLfb7jLfeehuf//zb+MIX3sYLL9zCZz/7Gj772ddwdvY8RoCKOUgZOZfrSfzOKLVJ\n5CpISTH/01eBZae/uBnUEHTnmVq28TPvQY0m07/vjcZiZpAqxejIqNW+CbfU6xsMFEuugW4LtDvL\nstrvgJ1vOMzhxNsvsr3EabnzsEiDcas1tSnYdaTQLnNUqRQhXaM4r2OYztsOwKkNS6b39jvL0qp4\nDce30mVsHwXYbTiAEUii3cE5FTVC9PaiEk449Kw0V0Myvggkgy2YClw+VPLJrmmS9U0lINF5O3N9\nDZJ5JV0/DpPsznLv95i1GHYKuHZyRdTWer3+SQA/+ZBLpmD1LdhCCsqnAPzCw57zOMH22wD+MwDf\nv16v3/ePfxbAHwLwUzCu7W8/6j5PIrRa0Iu1QisIKFN4Y4z8BJbWO3cwqatyIg+vb+OPI4jE9SIK\nJPS/uVBFSXz1YJSbAcpkeqBk6gEgo6436LpyRXvbJszn97DbbfHlL/8afuVX/h/8wi/8Kj796dcB\nfBdeeukGXn/9BSmrVjQj53xwTwC+VYqWIYKmAgm3WnVNkSUOk+CzllWTyG2q5R4bjJ6cH31vgfWL\nbAqHj2VTByeHRRkyk5mSqtPBrXjMDNO63Qgg29bCMttufCMB8ee0B262lunT9AZCtYeABozXdRfq\nkbD7dZioVxWVtFJ2c5RKuDUPpDmBbfG28+FKXFaHmWVRx1jBQ5cBsczskuisRic6eixTKodzUsEz\nAr6/M4SvnlFvgpTigV8sF/B9dE2WJsqjzVD5ddkBhvt/ZoyU2NzbqOodeK6bfDzgdhkd8UsA/lvX\n/R2A74UF5y+Vx/FI/jCAFwD8defUMoA/7g/6EVio+688ZsE/nAiQHFio1NXkcU8xeiQEkUWyvSYa\n1wiFxBQYXaarmiHSTdRuGnXU1BWNshJYuPHTFIhoZSrU9fmB0t/vb2E+/zq67hx3776Dr3zlN/GF\nL3weQItv//ZPYbPZolDOo9sFIKFtbyHn2NUdqop7XESPRA91BdwTyU5eIx0Ow0wOaA9btKGboNNU\nFb4kBGKLosRisfk1N4DKSoWK0mmabm9AstkBm1yujlHnp3NrdQF7oWazM+V9MEuI0wSHyHwq8PUo\nFbPGKEq8L7yxtAHqJVBziZC2A40nBS/1CJTa8qwntlFWIHEDLREMZIPKg6HKc+xvejKKyLEcGrKD\nATOAYh1IYY9xCNXmodR+wKnHqjew790j4ap4boQwpJuIbZN6y3zLSs1dJ/los7b+VQB/DsYm/Z7V\navVn1+v1d69Wqz8D4O+v1+tfXK1WPwrg78Ca788y8H6ZPE6w/XMAPjfx1Q986Bp8WFE9S73PeDEH\ngy4kP4W9j5THogYamnGcvZwdU9lXl52nYgxKEPP7mM6rM1GBQ6ORpZZpmha7sCJnt3sRJydvYz5v\n8frrr+B3/a7vBHALr776Cj772Tdx+/ZzGMEjFffOGdhsXkaUprkb3qTIshIM2bBhYU7imUBCUt/v\nU3nks+I19N54b+VzatMAdefcA8pUVqWTqKw1o4i4fyFNzmCwN3V2i3QrAKJ7AahQF+9gThIyhs0L\nB7uB3a7LadilTDPVJlXl2uGwuSNI8tAxv5frgXK5kmP2ZUHkPrsXsPdbdxbcxh6o90CzBZq5U0pK\nsTU4dMxjPEUVsoKkelqe6TV4HQSFGodvaNA04ki7+ZlvvOamjRwWWoyI2Q0s1jRs8//YkeGPUK6I\n2pqS9Xr9MwB+ZuLzH5e/fxrATz/uPa9jkw6SpoCEKZ084vKP0wScVrbIbdnAVqvTrNTRGbkIhO8R\nPgdKwh7ymZrJqmGU11CqK953NDfn8z0uLrqwi2+FBw8+g9nsV/Haa68BuI2XXnoTt27dwuuvv4w7\ndwgkndzX7r3b3UHb3kSUxeIdlLNUyzLD6OZJ1DTB4x/AqDVdG+QeQ3A99X5NjzImolqDQALYC8dT\n6QzOMHoV+pkykZqVrWmu0j3ZOXVlxHTfRzX0iQ+Dc+QW8LCFGNk8ggaPLDeJ7GUEEwULVbzRtqAS\nX2DEYgUZfk+vSIcyYwYw5vD/Z+9dQ23LsvOwb6619j7PW9UtdanTlixZEmHbJiGBYAwKxgoBB5IY\nEutPwHYgkokgBucliMGJ7Tj4h0ggP/xHmMiJ7eiHE4QgjiOC7YBFHAs5IdgRsbY7kvqh7qqu6q6u\nqnvvOfux1pz5McY31zfHXudWlbpu9S7rTFjsc/Zjrfkc3xjfGHPMaZIIsM6iwEpnGYbRu5AFZv2B\ngYoava2WVLRQVHKr9NatU327CrDCfJrkEpCofsd+m4DOD7ZKz7xaxXSXJII4AkkPa2Onc+fcyjn6\nbT5EOWsgedAi0UnOIKtLiDXSAde971gffMZGIFFHOsJnEUzUcoifq1SI4UP6u+ip1BU4h9KkdMR6\nfcB+36aPH8dX0HXfj8997ht47bUr/K7fdYW+H7BeD1it+nA/e87xeIW7u9922q3dAavVN9FKOdaV\nQKIWicTO8mzWah7Qqe5AmtgHCacSM/qRBpME/cF4B00KwNxUCiQUBEe0UUsrzKYGMAuvYiAwukVC\nINFM9Kpwq0UywDTniQCgFBIBg0DCZyqQLPl3dN+ITosl+iyG8eqlv+FUfoCuycWA5Hi0iGoSjNmn\nyqBSV617tXog9YtuvfheDCGmkbyarZLiNFrS+BZOkeiuY996P6SnRoV1wmEloC4txTjiGi2S7gIW\n6b+cVPuxfAvlvIFkLa8qYF7096qzWdP3sLNPVRJpoQ+DPgAWdaIfcUqJRZDReEpVjWMIDVeUSiT4\n3yo1Mi4v73A4rE/OFjkcXsMw3OLm5h63tzdo/S6UniNKGbHbvYrd7jNY4jyurn7Dswdr/KxaUJFD\nosmnNJyrs+qTKewfkuGQ+xXnT1zq1UMnindLabuRG+H4P7VyVpNas1qq/F9TvDvTVlIbQ8co16Ud\nQlWGObVV6TIWZTpV+1alRlO0qcWgloWqzQosUbuPl+oe+YHvyHc5LCUH1cH7pZmCSsPRtaXTlcPZ\nye/ivtpoeQXgrFFwGi3fhfsq5Ucdzfu7ocOCUa1sWHx8E51+buXRInmJhTvTlcaIK1+vHu696x/4\nkq5UAgl9G6p66kpUSyK+IlTIc2acxD/ykIyH7tmuxq6bcHPzNp49a9OaAMA4XuHddy+xXk9Yr3mw\nVUYpk2ueNzgcPnuSPp5lvX4H6/XbaMNqohqtqqXufqM6zs+lDcXbUUa/9KkucWqedAII38+tdq6+\nMEY0RS1f92aqQFpjPuAKmIfVgYD2FiE6GjyKR30OQKIMXZJX3dH+olyfka5BuO8g9+Vnc8zEKb20\nZAUMmFlHuq/SbA00hRSYGrMs6rVWXUSnACk+Be4IKupiU6MUOAWPJcpMn6uaAOcK+zHjZEMius+p\nMAAAIABJREFUu2GEjWU/mV/lxDl2DuVj9JG8jHLeQHIhr2p5LAHIANihBFR5lpBG7WcSzAQS0jFR\nJVI6C2glZEJrLl2iTXQoW5UxSeWjKiVxn67SrVb3uLxMblXEknA4DO6UJ4n9ALchpe+f4/r6N3Aa\n9qR1gfSTRrXprjz2D5erS/qSzZurQFK8nxJQDz5nfVOHmjG4K7NwYFey65cWmSYcUMpTUYJCTgQh\nW0Y5pdOnAZFiVTqxSNgu/SFxljnelrYjKf1EozdqxgQFdWhT1+FnS5qrGsVhXdQMEHLLk2dGQc4+\n57SMP1JBrwF9D+X45HsMDtB76DJbqhuLWqNAs5SLf86U81MAkw7AUGC75FmfcyuPFslLLFSqX2SF\nnCyezlePosxDF9CqOSw6yxVI4sqnMOV1hTaIX4GD39EEULpi9TL1+/LyTQATdrvPvk9HfRAQeQ+3\nt59HSgktyMXYWfaHggm9prH9BBf/DbmDwgv2yi5MsLGpYO/9kEpLbWlQhRYVOmv5P7hrAFT9IB2A\nbnJ/vnPrPQwo+nBLnWaV4iIjR8tAXUkKIjdogURzfSX5LdCCowrTsvA/L06ZpYiwFC4+A/MwxJAK\n/X5aAhPee0Q7veJSiUASThtoQIXjG+sb7x+nmfJV0WDu23tUfUXbCVg+rxcpJt/uco51+hDlvIGE\nnRtDJ4F2MilX3sMFla6MOHt0FZLO4k2BVoWMNjfkPQUa3S33DLPdzYs8BzmZh+oyr5aUOlxdvY1h\n2OP588+hlBU+fCm4vPx1XF5+Aalaaoxd0p1qLGodsS604LQ9A07iVGsIMCxciLkwSpAM3HLMDH1q\njSxhPTCPt/oGNF0Z0Job1nSkBKwH4NYFcxkNTJiWo57bjll+1VFPgneKMDGN+y2AJ5iBRH02UavW\naamX+kR0oyErNYVLd5Mrk8pNms+B8hw47oDd0fZ76hLqvH0nLO4SmMRlEnUgjsNufnalFzX6O+p3\nbBfHj21V1pSkga591W+yGbXFqauLDNwW3wfUz9fKz2/p6OA/t/JokbzEkuU1ylkuOuXJV0DdodR4\n64BTlYbWxNLK1pmP8HekvwgksgO8ShBd9ZrHa7Xwe1VXuZJN+q1Wd3jllV/FbvcaDodPnTjhl0vB\navU1XF5uPcOvruBduLRomBBnN1cuP1PC2wcn8W/SVqS3BMBVe6YUTNnNhNJqmQokykPxIjYzTkCF\nsHRpgu1LRQbWXqU0ufApwD5ZRFd0WTRHv+pzdX8EgeNWruvw3chgRp+AWlU6n7XtBAzdRc5pqvQR\nhflzAM+A8gwYd8D90TL107Cpj6e+FYGEw8Pn6nRnO3QqEMz1AKznaIMY+XuOEdunNB+vGCG25L7T\nvnWjdjhaipsuA5cF6FaoJy/2l0Dvp2efJZB8wssnC0hUK1la4OonaVYrZ9yL6Cu9qBIuWSbRQ6iS\n4gBTCVXd4mqjB/aAdjOMAt7SM+z+XZdxff01XF19E4fDqxjHa0zTCtM0q70p7TAM76Dv38J6/QX0\n/XO5r0pp3ZYXgUQRm+JVLRLNLUaLxO9NNb4kkdjJPKDATHV1bpEs0VoLUUdNFXjRtUUgUS1VgKRz\n7XQ1wjax5RnHpmICNjuYsNTRVgZOQUTpLFoiegZOtJw09DdOTb2ir0Otg1H+Z9uXLBIK86cGJMfR\nLJJnBFXMQVLVZXUSroZ5vFSJ49SMzvUlIGHeNLUyloBElUN95bMQ3gdOXZx+9R3QjcD66IyqW47M\ngpSu7TpLIHm0SF5e4Q7vLgFpZZMkLW3PUC1un4F3j8AbPfBkBVwMdq2jX+KhQiA5IQLQqo58T/mG\nSILrZ7ofg3nJdQXrvZVM1nolpFRwcfEUFxcEgjuUYipgSowQ26EFzghO+j0621nvaJHoZzHGU1VE\neU7qvLrOO3RpvkVOxvztsiW+eisDX8/A83LqoNVAuyVuXoWQsmf6PbS4xegeunJUvi0p5A3FooAS\ng/BYor6iVoMKfGa1UU2bbdb4Cd77iFPAUMH9DBU8sqdFOx5hZ53nGfLVMKj0lhb1R0QQUctKnetq\nDanDncCpfUcg1j5jUaUh6nj6HQUYpTH9OpkL0aEffTDnUB59JC+v7F1Z7gH0AzCsjAdtAowUTFIB\n7kfgzWSZ274jA5/ugO/ojCg/CXQvC1eGzXa131XYR0tixKlwVRBRryXBJJ4rEtVwPaY3riSgFfgH\npKRJp/h3BBK+JrQWCYGE9VbAUzU4YVY7VVJwhJSH6JyymmAUV26r/U4C3szA1wrwbgaeZuBpsapo\n9zLQjpcaePtQlfGB1yMsNZhfYHWKKLilxSxWFSWACetEg5XCVesVdYIpfE4Mv/PPdTqq0NO2E2RU\nYIsvBE8BvGdXfg5M98B0AA4OIjQCdfZWgy/qPvGKwAK0U3kvr5oyQAXjkkWnIMqLCkPUsaL/Ri+E\nMVDXXg5/U5+Ly+kcyqNF8vLKzv3Aq85PxVX5roubE68DcDfZVuZ3R+AuAVgDNwl4ohy+WgpK5fDv\nNVoJEJefhovEEBVVQXVFcuWR3noo7IwOdW1UBBNVDXVFK6Ao0grXg4JTi0TreZDP6AvhNcozNFya\ng8D7926NjLAsgSJVDg4eX8zAP87mBWaUV8TpIfyvmK4p5GN0UNi/UA4CJuP8ODJu6qOPPXVCqejw\n8/MZ00814GiRsGvv/Tvc/R1pL2070AptgggtEQcRvAsUgsgBOIzufghdq8HwCaLFq8ClAc+LxjfQ\nAiOBjRf1j+hbiUCiIBwBJY77Q3TgzPy2CSVYz9guzp9zLI9A8vJKTV44AH32ha+2+YmjvQDHyfKE\nZ5in7VMFOKizWGefzkC1KnRUqSLpMuTO96gqrsK9dCZHKafBpvpKKk1BRYFE76kqKi9KqsiNqFRY\nsl64qpUvYZtYF6p07CeuSnVm+P/J25joGWf1sxH2bxTgVycDFt0JroKD9JHiNgWKgkeMaFrQERgk\nVgBz4XRCzBVgVQQDlEaLVIm6tCITSGe6gklkN9Xgiwan0i8qTBNaPYGWCJ3qT+3CU2DkWSsjcMit\nl+vE/i3CMD1kkSiQcOkokCyF+hJ441rVTBQEJqXM2M/RWFe3nPpFCL6w/4uMNWD35zalJoz5HIX2\nI7X18kp1QffmOEuMlGG4JS++d4lWy7mmKUPvKDCvGGrYfNVVrMJ3lJuqWsxZrUQxPb+TfD+qUy9y\n4KuNfpDvQ76rQHKPRqI0QAK0al1UOSMXwE6Le1q08B7ajuhd4KvyEkFK1bNTQ1PZ9doddKou+UpU\nSCmXr+/7kTPJc3SlYiCC3vwDxevQucCh77+DhY12nAqsqx4li/A8bTKHSrGcglQjmQb5fIQNXzQE\ngRb7aYkwMusZMN4D42g+kWM+fQRwmmmowwPWiEaX6dRdosGKPIT7vpYAJO4D0z7Lct+CUwpMfSw6\nXWmlOU2YO1hiSpgV1o/AcPCV+qJsSedQzhHcPkQ5xy6tpYomug2u0YLIK2gjZngoDyf5tftGeobd\n6qrhaqVmrSpoBBIVkmqZAC3nwPupba8k71JITgSTDjORW+TzWApOPK2NtOHqVh6GJfItapFEFXOp\nsH8i/8A+ip9p32Y0uSzG9qOmS0q4VcM5YVaz1bhUHwOF2CXQHVGPUCn+fupgackPwMoPJ6lbYQrQ\n9ahxApWdjJipQ6xCSq0n7QZN+aJ0FkKXd+EzNSA53ASSPbDbAfsjME3WtVl8QJwBMTlEtb50zSwB\nCS9OR/5GI9Fo9Dc+S3m4Gt58j8/VMY1AosuNIMzlRePZgyBzBxyTE68FuPC51TuB0OToeiwfaTlr\nIOEa6jqzSJrNXwQSnorI40fVuXbdARcrzPmjdcVw9itFo4Q4cKoqKc0VgYSeYgWSJd/KCq0TWzkQ\n1onSlTol0ApjFlokrp42/AdXtiZ6Uts+0nkqjRVktCxJl+hhiBbJEpDkWdqRAWSVoo+BFJfSJYqv\nyloq/RUsEoyufXdAYQxsD/R+el+lUMQ4S/48nvt9snEugogOrVosakEpiOhUo26jhqAKcALJDo1f\npNyZFbKfgOekf8v8aJ19EUhSCVbJQxTh5D9QIFHnu1pWfJiOZcKpRcL7afvVIuEY8btM3KnTs/e+\ncAp0SsAhuVHnfdxPdkjqyX6ZcyuP1NbLKysf8L6HHTOqKyHy58oYUUsqk4V+PX1mPMZ6BFaT3Tip\nN9FLEY0ZxUn1QCdxc0Ea/Vn05o6ohyIwKWFVg6LQJW+jPE0U9LSYXlTiCRtKrwHz8D6kRkfeQqWc\nSgE1Fx66h94LaKTrLlsQxF0B3s7Am8XwT7VQFWSa5E+tEcWqyNCpq4p6AjMIq5ZMpYQOX2A+f6vI\nb5XtI+5l1FRiSnUlp1fScyD5voV0CdtFrQI2SX009kO1crZFtfQJ9ZTDsoNFZj0H8g44Hqxb7zxu\nISVg1dsU53nmfWevMf1LYyjHoY79q8M7hjovUV0qrKMviYAclQZeMZsz0E4t3o9/+/85G4BUm7z4\nBTS509I5AskjtfXyytrlaNcDw2BgUgHkIcZH3zsegGfPbILv7oHb3q6+t5WlM7O4t45hPTkZiGRR\nL0sxrqPvUI/uzROQR5vFVcXzv1OP+SCouGoikLBknAplLSp9n2M+YUM9nRmzBFMqjfWYsKwaclWq\nmq0gFNuxJAW4SoUcv5uAN47AGwBeL8BXC/BumQ282HwaRke5XYxdWNKa1fHewSxUpZyYn4tVoxWg\nwp4WQJbnHG0aHDvbmzF1sHO+dvbbtAK6lb+ugf4W6G+AdOugpYqP0nWcBkArmNUw9OeX+/k67oHD\n3rbhHHIbZrF2Nnc92LluXT9f1cFeZESjAbkEJirAE1pdpaAFnRIuyN+MC6EFqVNTx0lpyQ5tv6gS\nEcK9s/uHeBqmVm8o1vbeacuzK49A8vIKgSQ5iCTlV99Pq0gAxiPw7ClwvweePwXGG2C4AW5u5Aa0\nPqYZSKZskiPDAaWIAKAam3ySu6o6+eosBZYl0KVZPQgqCuAl1Q14fxtXVykTGulmCq5moCWvteiq\n5apWqcaVHZ/Lz5borAiUwi09H4HXO+DzsLDfZ7DILVYxPoagEP0TL4rO0m4Jj68aLo8lUPqFuTUj\nC0dh7lZCzsa/72Cv6FBTjHTulO86oF8Bq1eB9Kr5XmpCAyZyjGygdq0KZe6VOcB25N8D+c6uwxG4\nnwyf78t8NPABXo8BuFgDN2sDt+TBcwloNu3RH9ToHVioi45Lsjo1oMG+isIwWltkgQd5j8+MTCzH\nT4Ftkv/VcnXQzaNbJMVWhmLhqgCr7FYazrA8Ulsvr6xYuxgOGJXkpVLg+SFGIN+bSbMqwO0A5Cs0\nvEIZDUQyr/ywkOLk5+KPDspKrmfMTm82QuNmVJgv+BEaEl1VKP2M3kYN+dUKK0uuHabqoKKygkX0\nGz2kamLh7wAsuwR8IwFfLMD/V05vo7dQQarvxRiACCSK0epdjpquVm+U7yo718k9HUjK5MNc2izk\nCp89DEjSaJpvSU6bsfuA2SGtRiL8OzFuQQWm+0fKDphGV+6L0VoaiXuZzBBer4BLUngacqvCP8RU\nFH0eASfWi/0WLRIFHX7k7xVaEj1q0oPGMlvNn9cx036Ixq6PSQz9ZgwHx0hdIsXbpzrhWTFcjxbJ\nSyyM2NVzHaLMjXJN/cbKy66K7dCaGC+YgeIqUtkD+WBey6m099TFvmQS68IEjPpCckskVpQ3jKBB\nT3EkprUxccVmtDvTGJeqFo8uGbUcNCwnWhXRGuEMp9oJ+V87KIbEyFkseW/WIXkYHa9o0KglEsFb\nNyEqi1fC46PBF1k93jsacQXtePN7fhvd5bNkFE2Y6ZNBqZdp4d5sE7uLc/wCbczEAUj3MN/LGugH\noN8DwxFYHYH11N5WcbEWRTv+r9PIXXz5aH6XsjKrphswHzKqDpYXrQ/pjDzZkhonN3oYjrsDEq0a\ndqyOp1ohBI1IYWrkOqxeXWdVvHAw0fPFoksV8tPH8q2XTx6QPLDQF83smDLjMAHTwXiC4rxGORiI\nTJMH4vv9VLipRhmLyneCR82GFyupN44/JpgA7c61FzkDdPMgNzlS/VRBH2m1aNrF78QGRrW6hO8R\nfMiRAE0uj7w361DJa70NVUfgNBxYBTzTpPOcMHYd0CZ01AijSFlFq0fx+oHCI1UGb36P2R+usqzi\nWTYBf7JBr7kp0FhLCfP5YRx6/r0zEOl6s3KGO2C4N6qGQMJrAGqKfADt0A5o5/R+fi0Ftg+jA0pv\ngAXSYrRsaN3oPXU6w/vS6z4dbcntRxPslz5+/dqsNiTMYb4aFk0gYT9xykc9a5Tvux9oBUslXzCD\nyBWWYwjPCkgeLZKXWAgkqlIsKfp6qZDQfYJDMWE27X2STgYiZQ+U48xbHMspI5RwumD4fL7WBfB+\nFgnC+zlcwLzzTZ3o48LfdLHe+3t6HG5UG1ViRyDpwt9aR7VI+KoeWBYlvkmk0yI5Gkjv82myYVZH\ni3aLdpnipjrfqWHzb7UAorBTwaSWzQPMXbXpyoxR4jqpt6tTrwDrbHx9OYb7x+lAbZzRXVHb5rU3\nuiol1ESTqwysDqcj0VgkapDG4c+wWA0X/FwCUwGmhAoiPet3LfdbGjM+j/3qw34YLf3d0XWMfrAc\nqiiY94bdhH7SDg1WzkkfsV8HoButXy6TvaVAEmc18PAuqW9LOStU+/DlvIGEZy5pWIqmgI5aV+R9\nda9gKsDXJiAd7V5PMnB9BK4nW/kqn3mvJR5D5WWPE57ZJoQKbg2K1/Adql1CSlc00pQnCh5T+Fs5\nkCNaaREd8LGjlBdaUl9VSitKU1Kr2lgbbmVKwHsj8PQIPB2Bz4/A69kc7MqORasjqo2U2tSkNa5A\nzQBWKQoZjqUmFVzCZe0ediHro3oBWh2jx2ylZLS9l7Rt2sZovmim38gqapf7/0ku1oF2YO1CF6QN\ngKi1xvapNQDUc1p616WS9sdDLr1YV5lOCQbAXbbYk1TM/ThORs+lvVFcSX1enFJqqOsV07EIAHXJ\nwp4vOwes5LEW7I+HWIVzKI8WyUssPE6jwxzN0eHU6apc6hKQ0IQfM/D2aE7f7yrA5ybgcxn4jvBb\nCiZ1LvKi5lj8b6UgkCwsJHMFEkR4lB5PSdQQGd6MnADQnhWiu+RUNVPUZCXUvahpWflMrvIx3M/r\nvhhryaLvqymmn7k0PHbAmyPwxcmu38jAV4qF/EbsUisyum1UgCVpbjTuHrI2OFZ6RoZSJBxzRQE+\nz6UytwGR3oJXkfm5WG2l94cisjZaywompJs0zFW/Ey1rv9LoQr+09mTjQtT26L4MtUiort8AaQB6\n79+SzRLpqP/wew+dLhgNan9ummw5XHh/9d6uEbCTKkd7ZlLLkEWtUl1/2heqCDgArl0BWRdg6DxK\nq0Ob5fgcAeXRInl5pTzzP5KZ2VVDjNoIi2osyg7tYfGRb2ez3fMEfC/M+XtdbJd83FWsclXBiRok\n/G/9LAF1/0lVqS9g9juPZtNdVpR8U/hfKavocNcrIqfycWvMYHJY+F30VgOtNItcXgnfX0IE77Rj\nMiD5RyPwf0/W73dlPu9Vq8J+rlFvCBJbmqRV0O/F6lHgUFBrynVVPJR75/34G6DRvslUssp9cV9I\naUeIo97FodJ6a3cPmIdOu5PtWAASHFGTESqIFFh0epdgLjreX8Oge/kydZwjahhzciUqrf1SECGQ\nqC6z1D6vUNeZMC/Jh7AYSB2d+lsdgU4BIeooqj/FfliwSrpi+2h6X4I8cbvTSLFzBZJ/ki2SzWZz\nDeC/A/BdsGn0XwD4hwD+Kmy6vA7gj26328ND9/iWCh2zDAvkwlYaQydFpDY0q/o9/NwL2D6GO2/R\np2ByPspUlaOcuJTH0Tm8FGDVSKW4p/ghKcMG3MsVAYSVUhWdlaM+St6CVg09mdwzEleicgoJyyCi\nK3sB2KYCTJ3TWgl4/WjZff+fbLk7tPmKRSk8NlobGiOw5POIFknk0gtm4bMPTWU9NP5AcT6G+aT5\nUV1u6aSa2yoJ/ujQRuHLtjNiSSk/oJ0OKmxdaCaYgOwH6bJkUe7cHFnpLM0IEYHk0u5ZqSzSudx3\nQ/BQZ7sGRMQi077LBrZpRD1cK8N0reR9VnS8dEop/bgApCdBEgk1N9qgCoi2N1qEj+UjK+9nkfzr\nAH5pu93+V5vN5nsB/C0A/zuAv7Ddbn92s9n8eQA/CuCnXmotyeIwakcFhwoWDWiivFSGR48ifRPA\nP/bPvgIDlE/7pQcXAfNE5MLXUGQN4WQOBsCsnsSQGwbKc9UwuyRXolJWI+a9IXdoBTzCQ4NtX/OD\njPIdApdupjji9DySuJKXriWJ6OVuAt7eA98cTb344s7OhEGZLY0cbrO0oPVzbULsb31l9yinT1ZR\n/VjEU9V6+Rq7mY4H5nhT536Z6S0UF4jF+P/UAUOPum/1xEKK3cdnxJWoxqZaTZ0BxdABZW3CeuqA\n7NdqDawvgV49zTxeNuoy9JEoRcwpyM8IJFwT7KNo8ZAuU+rMNxF3vrcmAzVZRPcEtvv/CvPekYw5\nUFHXbvR7EYR7zEtpSQnRuqnxf47a/8dcp81m88MA/hqAH91ut39j4fMjTNaz/Mvb7fZBCH4hkGy3\n2/9B/v1eAF8G8MMAftzf++sAfgIfB5DQwqDQjgwMfRm6UFWbUcvkHsDX7L3yBoDXgPSDAH4Qc6wg\n0C6YmHSOdIt+V+33PJrdnljpuErZCMhntOGV1CdaxpW7BCTk4Rgaxd/k8LsR7XF2LFHFfAhM+Dyx\nWp5n4PUR+ALMB/XlEXjHHRqd3E7HJy6euNijZqk7nnVzIYt2ke6SjtHU2kwFJbVoNZratXYCHCkl\nWig8xpfZhbsObdZgAgmkbdTqeX9OCRathwYX9EC3Nu4/wV7LAOTeXvs1MKzdv6FhuwRV9tESkGi/\nq28kuvWiD0v9StK3abS6piPMJ+I0V0lAd+sXQY7TlBYH9Sge4EngVSAZ5LcEL9Vv1CqLbMW5lY/R\nStpsNj8I4E8A+IUXfO2d7Xb7L33Qe34gH8lms/k/APw2AH8QwN/abreUPm8B+NwHfdhvuqhFEmkM\nFSTKsyrHTCGi51y/BwOTAuAJUO6BdA3ge2ALSDUcDQOO0bNa+uJ8hpPp+Qh0O6+j8hRRaqh0iUDC\nCvDS5E3KqynhryQ8V6jegyof1b3IHynPFK2RCCR+Pc/A6xOwHe3kw6cFeM9V9e6Bn6u/BDJmvKJW\nSYBQ6yEyctEioR+L3R5ZPE2hoobahFlQUYBJF3fuN+mdai0CDsnnS9J5eJD7sH0d5gMzoxM7AglB\nl5z/ymgt9knxKZE8LcqJc51AoFOCbb5EO4XYL/ShaKSW9rOuB/arfC9NBiaF01Kf72G/1SIhuHGd\n6hE7+lylsxiEwXGKIK20njK6cd2eQ/l4LZKvAPgRAH/po7rhBwKS7Xb7Q5vN5p8D8DPho7T0/Y+q\nVMeL86zp4PNJ/1fBI5OJabNqTsUDMD2DZU3dz7/t3HDAV4D0qwBugO6zQP8poPuUaU0ATmkQgtiS\n64Jv1rSy6inmjNZCacPvq02vq1b5tqWiAl/D1jSai0CiEmrJ+eD1KszNoRzDBEyTHWXM69cz8JUR\neGuyo3R3ofpaxeiGYfeEKhTnygu7Z/BxV5qKzaXQHeRebKruiNe4Bn0+Hf4KciNsL8jB5tA02Xwq\nxQCk6xZCZaOmTkYzBt/ps/i+4naM7FYtfEDNMNxElasPpJPnq0UYXVzi02joQLVC1LqKl/oqWPfg\n00q6QZT3UgtH79PBwPw9mD+TKf6jryNSoylcS/4bvOD9b3f5GIFku93uAGCz2bzoa5ebzeZnAHwf\ngJ/dbrf/9Yu+/H7O9n8BwJvb7fbL2+32H2w2mwHA081mc+mV+W4AX/0wjfgwhQRNcpmcDsYJdyPQ\nH1wjY0ikR7kW8T9Pk0X8Hie7DjvLKn84oG5eWhWgH4H0FoDPA2kHDL8DWP8O2zjV3aJV8iOXrosf\n8lnNWT2iXYkTZj4M8j5XEiUiZxZVPqpXGuQZr1gxDXfR1a2q/xK/JGhZDzw/oDnL9JCBryfL6Pu1\nZBl9v+JWiBpG1DS1PLTgo4tmcv/DaMI7OT2C3sFEfR+qKdNVlGHa9jOYhnuHFkgIHgpM4tAte6Ds\nzFo9jhZtdMgWV3DR29X1ojso3mvYMoFkyQ0V3U4El3gaMvGewp5n8Fxhpl01N6fOSU4F/V/BjeDH\nHDC8l0bLhXFp6GPVSdR6V4uFz42vSvvBf8PzVt6FAYkCpfaZgpayx/xc6coI3udWXhK1tdlsfgzA\nHwtv/+ntdvs33+en/zGA/97//oXNZvML2+32/3roy+9nkfw+GCL9h5vN5rOw6fvzMLPoZ/z159/n\nHr/pwqAtgkeaTOgPPnm6hPk8CGZx9cWPvUWKHIpl5qhHYoz22mfgsti1PgJ4y0AErwOX7wHogeE1\n76A4eZe0bC11IakjQNXmCCSRmor0FD2ylJgPAYlaEwUtMGnFlvgl5QT985Jbs66e0+Kd+lYCfg2W\n1fcbZdYig3P4xAqJlghLELLFQWQ6GoZ13vQ+Ga7xwKraPP72KPc6YgaR52gXLDX8FWbwkS4rBweS\nO2Ac56yyI4DsUUnraElFvw7bT2d9HKJoRBLf9SArClr66nzvB574qwYGRnpQgSoOMz9XIIF/lzpL\ntEaiRcX+13spjaV+GbUkVJ9JaKc9geQdHzd1+rN+Sm9RisW20sLp0E73c/SRvKSy3W5/GsBPv+Ar\nizbadrv9i/x7s9n8bQD/LIDfNJD8FICf3mw2vwCbvv+e3+yvbDabH4e5Vv/y+9zjN124sb0rsMzs\naAOoOgDdcaY70gDkHZDvTQAccpvWkOcIPoetGWZmuJxgk/Yde17ugO4zwPDbgf67jLaou4WpZSa0\ngkH/r8KS9JbSWoGeKsAJR5D0Jkr6r/HAuMu9WPx56dA+r362oA4X4QX5mosh8pQbzr64chCTAAAg\nAElEQVS8B6SvwIDkVzADyBIe8vGRmYtAohjXeQ2zWZbFwSIlv2UO91BNFGijhxhgwQA1tSqphSve\nC21DYyyPs/I8JnG3KC3nzuRm+AgirJ/6CSacCjj16WmUtjq1GUl2AzsxdJDPVTCzPQoq2k96qd7C\nogCoVkikAFUfUUtIaTO1Dvh5FPq8LxfqU7SbSPV3qhDEIIAI1trOKfz2XMq3x0qKvQUA2Bjn9ZMA\n/pB//kMA/scX3ej9orZ2AP7wwkd/4IPW9FspVDRVsVEl7gizLPqjR7GMRlsdJ+BYmqOt8QxtKHrB\nLAwibZyfAvmLwPEK2L0LXHwaWH/aXhOdrxNap3vloWU2N8Q5pOYJNZ91KeHpvloUjJAwnxWqICAA\nVdPgZxP+KRu6dslQmCXFP4r9rjqVsktvvw/vNwHlm0B5E8CbQHnDgCT9BpC+iTndl7JlKlAiNhJg\nIt1CYcr8TyPqHoRqhSplojQMu3GQe1NQqc9AhZ3iNNAIKW7Kw9qs4Auv4wjgKhktmrIPpf+mTDbs\nzfCpxq7WCi0hpYYi0FWNKfShLoRRXkecZknW+0e/TDROY3/FRfeQENYoxsi+ar8qeLAktBQZQT+C\nU1TcaFEyukwBiX2ta1Prcm7lY6zTZrP5NwH8OZhr4oc3m82f3W63v2ez2fwnAP7Odrv9xc1m8ysA\nfgk2Iv/Tdrv9P190z7Pe2U6LnjKC1gjnSoL7OZx16ZKdXX03zf46GhrPcDof6ZuPbMDxPeD4BTtU\n8fIN4Pb77Vpd+P4AXXykFBJeACK6osjbuIDmIQkNiBT/CV8TUHpYOBDQ8hQOAASBsdiVJmBwjoeZ\niKvg7jDn/kgOQiMsuWIxxxLvw512GcDXgLIF8q8A+AKQngPdc3utQov9osJPteklqksx1Ae37Nsm\nTd6lvd83EUB4Ka7qc9QqYnTRkuXCrT6qsa6Bbg2UC8vhhAwMbqStkv+EAOLdhHGW/QmYNR4Kco1A\nW2N5g50K2W7hYtF5yOmlsRp01MdnLFkU0VpZ0uxZrxi5mORvBRJ18rO+0QLi2GhwwR1qantkzCdX\nK8Cyb+gzuvb3FEj0u7QGtT7nVD5Gi2S73f4cgJ9beP8n5e8/+WHuedZAQotE55HOJ8BlndNbHYzH\nfg6LPn0bwDf8eorWJ8ntBQoktFbSU2B/D/RfBS5+HcC9gcj1ZzELIxU4XEiF/7wfiPByzb8WsUa6\nsNKqRRKtEUqA0X3rxUMcs7WGvBxLAmZ12CUuD6OYjvb7SquU5lHlTaD8CpB/ESj/COg97LQMhnkN\nhRJDdqMmGQ1qxUVaJJOPjQNJn4CijmwFE+0WdXJzgXKMQlc3Lih2jQtmhtGmtYPY6LrCJDjvRhs3\nJBYZpeJ4XvuTigevC/lM6UAdK51KOqUUeHVhEEjUKiGoqMWor/rshxab9pcme9SkDUsRYyw6VQl8\n+gxNzHov/eVLhac6NvMoAgkVgUitcoEn+f/cyreH2vrIylkDyZXXrio6SZSKYnNilVwc+mdDMQfo\nZfYMD8UoCW4joKfhOlwaiVh8cZWdyfn968Ddp4H+GhhuURdMugCG75ivtAYsl1eyV0C0MQGQLBe/\nF2mM5tKVFOynMhkgVaqMl4MA798Io2S/SVJH1uu5I/DbMPTVe/4qLEz66/7ZJezAJd6DNAoXvEbw\nqPP1IUEV2T2OqeNov8Kc/oN0BqOWVDhyIEe5Xw5/q5DR/leQixYPgc6Ntam4XCT75/daTxbAsYbj\nuVBbScGAe0fvcCpYdRPtiFNKTGkoBYHjA9dDIKL3gYyP3JvTK5Py8+nYRauOmwNfRMVN4dX/LhIk\nw5MdOEY6hRpw4nOoVKi+xhKtq3MFknOs04coZw0krzhvneBAkWQ++GTpE2qWz5TMcZ4mYOUWQ3Z+\nfV1aBfYJgFf94nEQGhzLkkbg+A3g2a8Bxz3QXaAmxOuvgavvB65/AJbugRu7xmwVy8knbpqFOqVP\nBRPMq0S1OWp58FVbsqu3lYBDPSKYoKELSDGnyH1Vo8PC958C+A2YE/2N9ivpdaB7EybkVjM7Vjst\nCudoPehegPhczO/TWd35uAJA7mXHdsxIS18D0JqYbLcWMeBOQCVq/lLv0vlPszn/92VW+scwlDcT\ncJNQs93yuN06jHzuAfM+CQU9WhZqSagpHc1pvdRxHymsaPFoUVqKIDfOwzKNwOhTrYf5JtPoa4Hp\nVy7RgshDFhQtB8lhV45mFBentPKIekRvnTZkjCH3j5RfnNcsUYl4LB9p+UQACV0OKU5KYM7u2fl3\njuYzuYKAQp6BhOvxFsArfl2i9cOqogcHknEHPP8a5l3LCRieAK+OQH8LXH43REWFS5fUCq4RRhfV\nKJQyc7cKHrofgBxKxxpNaInvabZG9DeqhZNqqmpdKCrAnsIS4fwyzAIRrTI9A/AObAPnGuaniFE+\nulBVW9T2qRUSWL9a/86aPDigoDeLr7uE7YZWIOEsVspklP9V2LB+o/xGn6sCUAR36YxemwpwmOZo\n4udw6wQGJh1MeemPptR0boTWKDOCC62He39vL58DJ0PcWEdrnAKJ+jnGcMVoEp0rLKSJmFOLfeCW\nyFgwZ+11cOz5myeYD+iKIKKKBvnjhDnE+c4skRorwngRvzQSrpO5WOscLd2l+YTw3jkCySO19fLK\nNePGI+2ggo8Uigs0KvFwp+ihzL4Wpe1vAdwme71ILRPUBLhMwPgucHy3VXITgNWrdl1+Fhi/z9/c\nFRMOayClUn3lTVgn6R8ubHX4DvI+vDHJV3Dq0PAVdY9HWea31T/ARc1FNJWZWqNfxffT4MuwvSH/\nL1pLiVooncb0OUTQ0oWqCz1aJIqNKiC8rgkmrHoCEi0RbsRjYkLunCbGRr8B5wxL1OC1v5coRrdI\ninfbmGdj4hlamd7Djnq9gQ1N83gB+OJ1TcBscWhh6DHjJZj+ZMLsW1lymsfw4bjP40VAwj6OWpUL\nc4Zi96w/AYFz+AKna5VXbu9b3CIpd3ZNxQE5t9OJVStL94wWSQn/A7OiFn93buUcwe1DlLMGEtyE\n/yloloSmapr+WXVJyNfr/OtmaiYlWxzryXwrnYCPskLKQnWw8xTKm8B+a4p8/wqqIyZdzUCzetWr\nrny1Vkq3iVCz43fWk9n75BuqJ/o401rayKW+iQvwWQG+me2Qr/eybdses9XtVwF8EeYj2WOeIUuU\nGJ+jdArBS9/jPSislMqLWiaFIb/PPmHeJ4KIXryn+g+0/bHQGuG8oeauE4TUE30bbhT25TSXI4Oj\njv5TUrBdwuyGcqOREdX1UcV8Dd0x4OvkSoxHJK5g/r/VZIBSj0Ho0AKJOq0ZQqvjsiRIdTyoadEv\n49Z+3wGrwdpPn2T9bVTyIs1KKoubKw+opy8zQJA6jbo0qg4T3zj5gvzPjo0Revw74TTV3TmUR4vk\nJRYFkiUtNpryygW7EFE5pzIxOZCklf09jL7dL7d45QpZM2frmhsNSA4Anr0N85G41t1fA5ffC+D7\ngOF7HbSWqAbSTmu5NHyRqlvKME8knet+E3W0x/uyr6IG914GvgTg1wvwejLO4ugr+g0AXwKKA0lS\nJGVRLVOtHz5fO0/bQiCJyKx0BDffKTBE4IiAskILxkuWmdbviFboEbxYzyTviX+jK7PxQyBRY0o1\naCZ1TMmEJEGEFs3E+2WLButTW+Wx2IbaQ7bfXWWjyoYRc7DBhdSVF49a0A2Y/EypRvUpRBBhoksX\n0KkD+h5Ig021zq9mPvB+2t8lvCeRZNNoFOE+G2ugRnWPOY9jB+/H6MSPC1I/o1Wv/QL57BLnVx6B\n5CUWAkm0PHSCMEyQmqVMYjVUoqmcki0MrE3I93BtL82/HdFazJy3lfY/AuUtYP9NYP9raHY097cA\n/hnbynFJCka1wwgkmu5bBRoyLMnYwaQTpVLjFymnwlwvNprC5N0CfCkDv5yNwqLv5ggzrbj5Zm+U\nQk26x6KCX8FCO1mBhIuEnafjGR2ye8xCiRYJd3Grb0TBhAkGGZYa6xHP8VLqJgKezrNokUjTl442\nYdczMKQGh8hcHDNwSC6nJzsaVg8V0EfvMB8qiWSAc0FhyNQhEUhojehRMzrPlP6B9D0nOP0ksk+E\n1nvvOkvy+yVVBHQMFZgrMmIOR3bH+mEE7rOlL9LpQxCp7hoH5AY4Hvpfx1aj09g+Dty5lUdq6yUW\n1W6XLJGoaXJV+6ROqVVUNTKrXv5Hl1DPeODcY0KSUb6vOzCGAjMWPGKosep3wPhV4PAEuFsB/YUt\nPB6RWvxCcctoDQttdcFZXFimTxd0rxWkzwDpFnM+q/dwOvkESAsvX/y6iSZ9GUifL0hfAtLX2n4t\nfqZWCYIgSb829E98T+mhJeESaZUwjrXOLrz53CbtCOSepKnY9iU6SzVW1boptSg8472DZZe8jl2x\nsb9g35SZ8skFuCo2lyqVJVU9wjTwg1ejK40L6oSG1TiFCmRLlvgD+0NovNZ5wPb53p96qbOd48L5\nNbgycY02Cr3Awh6fYAZ0LhjtQ228bDLsvR/JQvGxJ0wWwYsfEgypSDLyjZ3o9cvuQiyTr7vJaMQU\n181j+ZbLeQMJI1mU53wRkADNLOxhESY0Brggm+LCsAZGYVZuVZmnjOFnMcBFqeoRNonLN4HdF4Fx\nD/SDC41srzX6NwNdDww97JhUF3JlbVf/24H+n7bP0oBKPeHLmM9nUWEt20vyZBRCLmic3d3bQPcG\n0L8Bi8RSvtupFBo8qrjWP/gmHecaVkwJqJvTgHnPhEqKhGYnqIZ+Zl/wnV8nY667VZU2JLCwruwX\nNUc1XbpGfxEIKSiFx6w5vmBCdyCoZKOn1tnop+y3WnkfjkAN5qtAgtlY0GC2aERq0oR1sj1TJ2Aa\nrU+5QQWybP6Wmo3HLdMKYmIdJvUPUbqzvzjxeXPALMVX/JXavo4NG627+8s8DJxj7Bd4X/RpfiWQ\npBjtwg4EZvCSOJQpW8jyOBloEbj6qGicQzlHK+lDlE8OkERaSK2QqIW6QOiKpba4zKc4A8y/I4hQ\nO9P9Z0C7bpVBYYJUCgLKxCMs39f0toHI/VtGD6x8IndAs52kT8C6M2ExdLAIIY8U6n83sF4B3Wuw\nlPZvwJIk/kPMG9lYQRGmZTQQmUYXIr74SjJKbrUDuh1mnwTDXF1zjVRg0xHaIb18SS3CuG9EF7o6\nmjTCaG+UxzSZEEgupGnFnQAJBVV0OEe6RVV8mpTULpQuI/AokLAN8nGXzFfRjUZdUumgctCV1sIg\nmGjQHoWmzjWd1jSeNNitp6/g/YBE1kPO7pNxxYLRYCm5Rc3b0SrheGn0GzOcPsGcioR9yyAIBj2Q\nwmLdFD2FPuQwsJ0a/azd3gOzNagBERxXyDOprPjxOVNGTf0/wNZXXxt8ZuURSF5i0Vh/FZJCOxSg\nToySZI74ZKP7Qa3xApxsFmd0TS/frbeR+66SAElqo3ZH1fAyUJ4Bx6ftcd3ZJ7Pi4gBUDh5o5cMq\nAf1r5rDHJWyz4OdhQPJ8bmfx/iqujY2jcdCH0TeSSftXPbAe7FoNqMkJU3ErJpvgK0A9l5y7mB9c\ng2qpNI4k/0ydnpQQFDyy87o4HUOBXF1BqjBU6YxZuqsUjvw5fw/5jIOmKcoVDGnCKu/OeZBg5+Eo\nsE5oIrMmoEYhNfI9oW4vCjK/FspKVm/wPq30Hr8ULTXvO1AZKJ7xJptju7rX/DbNeVjJLOPUO/2j\n62KAAQU3Xin3pFQh+8KtwBpg6E72IpO+5Pk5NEyrHz3NvpEutjdSqwQ8OvL9yIByjxrZvs+wXG2d\nhJOfW/mE023nDSSsXZlfy2RaVt28hHlhljTLjoRZq12VVtkEHAgoIP3DhBmMNMKr68xSWPe24Fad\nXylEH2ajPAq16WLU2ugg0SffYJdaw6pyxW52UxFMgPlDvgTgH8Cska2/3tsCLb7QcjHAmNyU32Vz\nZN6XOcsGr4tiNMzVNFPbF9nSekwjcDiaJjcV4GIC1q4+a2aBhqt3FTpp5A+Fy4V8TyO4eJMg4Du3\nxAaPEupI6a3C5cLqhH9XC4vRXOqvif40ggqpLr6fceqg0KKcJjWDwekXsaIY6cXxT4O17WJwoCh2\n0Q/ep5byqv0drW9aZYHWywfgeADGg43j3QjcZZOv6vahMUEcXfn4r+8t6KTvbK723YLyoNYe68JX\nntfwFMj3wLQ3q3w6oPprMgHA+yqjTQ+WAExumSOO/QvGpBxR0/pXEClWpRVQ2YeScX7l0SJ5iYW1\nE2EPBxFynzHqtzGJfeKsS7tZnLdelVnjpgBRxZra0dADeQCmwQRdP1g4ZNe5LPHfdpNRHWk06oPp\nz6ds2mTXuTDuhD7yOlYt0Eu1iggkGaYNvoEKJDjM98mueTKc8lm2xJXPypxCn0EzlwV4koHbAtxm\n4HYCbo/ATWd1vR8NiEYA15PRBP2EmussUoNmOmHWmjXCYelIXJZAhyXn6PseNTy7G2DhrvEiaGhy\nQr5ycxyfTzBRRwQ5lOgzYSGQ0Gp6CEjYXnfmlt7Gn4qFzqfic2m6APKFK/R5ViBKmq0WNapqQkwF\nYwIJ1Xm/pqMdpbA7AvdHO/X43WyBerpxEmgjqK8n4OoAXGfg8ghcuD+kP4lOmcerrslRXrnl34Hk\nuAf2ewO3uldELKnkrIJSfn1yIIkhybrXasmx1LvFhxlIGMQ2Yl5nZ0ltnSO4fYjyyQASoTCKAMlh\nmqNWlSaKCUmH0vqDE4KjMWjJKh8G/6OIlz35AxgWWznmowm/nlFcrqmVgjmrfDcDCTC3qWCmI6o1\nAsxA8g1/vmRIZTROLmh2W98XO6X0mwDeKfOJpbyuC/CpbAE3n5qAoz9slaw/71yLO7qW2U9G47Es\nMQPJzbgaLqzOJPpAqInWQZAbeN90vQmQToRIihopw3wmSKOlbzSp4yS/U+BTi6ThkOZxwYgZtJRi\nYX2T3IP16V3GTk6JltBUf1a58s8pUDnoqaVoq+WnO9Wp/WvEWgCS+yPw3ugZsItNH6btovLLc7Fu\nYIrFKwf7fXHLrE9AWeE0Yk7/VmqNKeBpkdwZgOz2wP4oWOh9Qp9kaAIGBZIIJtFBqZQ3gaS4fwTz\ntprKCnAtPpaPtJw3kDBFCrVD13iZFbYXwct1OCSP+Ojav3vhtxOcNmG4bYd2Jpf2u42Zo5w7TXq/\nag7FaeaqG2vHF04S4Ch+Ly6okzlOYZnQ7ofgM10wljz7HD2Ct5E7aijQWqOBwFxR6sJgNCyDA1Ba\nGRxlC3+Y1BI58RbjVMNkX9KclL5YTFWuAlw083qsvEcbaaRPdkWgDEG5JkgosOggaCABLQD+RgFF\nrIU0zv3DaKj6PLeUEtO8AK057W1LsWOpRXPAlFKC/F7nol+cPtxUnuVRzRSVuVifKcrO4sXv0Trc\nodlZX/YGTEz4qE1l17GZ6pMf4CHS2SjXNFm/dkecAHg5Gp1XjsDh3gB0l20NMEr+qXV79cdfed1f\nwRmVR2rrJRbuQKUm61oZdwQroPQwX8ng/HrvFEnndFSnDtOEmruoUhrKswvd8uDiyeFvB5LskVI8\nlIefJaCG/iLNdFQGZuEpwqw+0jXUhosnrSJmOhVoCg1iDVmeAXNKD+7K1t3DLPw+3QV6Ujyby6Ls\nDjq3RCrpDnEOYLZQElqaQhtLy5PcOO8VQYTA40BSE/5533OPQudSNHd2TaQjSZ9RuhBxE1pBpfyS\n+n4UaVUrdrBRDOCehZQcSHR3PuR3Oq6xDuqDUOsoh1cqWal1I7DLgBbPuU+WvhI1+NSCr2Ok8x5o\nAZYp77kRUrL4MAO3Lisx0OvwUxEailO0cKpLFEFNgF06IO/NDzMdgGc74J098M5kVjiP1X7m3U3l\nivucH4HkoyufDCChWjVgjiqhtVHcFHahTADpnRKpF1eVU0s0kRMFlca6s3AFxuNQ9RKHc2HEk78q\n+JBCo6VTk0Ri/jyVBksqkICORwUTrsQ8f1eZHmqfBAY2h7JPDSylu/u5a5rvEmyiogreo3ONnyhF\nicR60wpJaA+GqQ2VClNQ03dBM0olWwAT0p2Ta68YYRtFO1MwRr+6AVit7LV6ealAUKppp/DvJUcv\n66nWbB9oKVqa7ExSbteYpSfnlfpyIpCoc12BVweDShLXhoybWqUaX8ArGpGNLyz2t5YFIKlRWkdU\n6jUCiWImP4tAsi8WiLByirCvJjSqfyjvgXFn1/Mj8I0JeGMEvg6zSnjdYt4aw9Dr78MZlUcfyUss\nFDQjbJK6cNGM6p2DyVRM6PZOWXUr1zg1h5XOXj3TgrmFNDMvMC9icu8CGifHoxJMimlg8VyrHmj4\ncpU9urAgt6wyghKAwo9/F8wbyKQaXDAq/6KmSVlUBUeaBc2AWRCpL0f9mgQdWoUVLNTBrdo8F0qM\nwtHKKJCon0VVa8j3RbhxN/yUTdEoE6qvoTnja22O7kKAopCOlqcCSaTnevksh3p5G5JTaZUS9M5V\n5QaQ50zh/l34THkfah9Laj7aac5qsYkJs7EXr4XsKPPZKQLaTT8pJ6XZK4Ur1ROjWdTYI9XGtuhR\nPVNGzUPGhhR/Zk4GIMd74LADnmfL7PN1WDyKZothCP7ZCrxHi+QlFq4EqtVXCNLPqIPKRyfMeyIU\nQKgBq8QmkJCGofDiRjfVvqKgCNYGv5M6E2K9a7Y1EV1p135Ci1t8hC78+oglashVynQA0s6fObUK\nLbtPDZlePuNzegDXHXCZLI/Tqpvpny6h9fuIFZWBujkuOa2Vok9EJVKHOWxXP2NF2Gh1YkSaR78b\n1FvSVehxckZNN2Heid4B/Qp2pomGLXEe6LNO1HIpQrE0x9nykCb310wFmJK7YnqzhnipEnDSb9p2\nmom04jT8aslCEIChzsMNfzo3CCjXaGmuFYw67rSNarHrxJI9QKxLGgyo+87Cx0u2+9X2dGLsOdAy\nXP4iWx2eALhK816tzn+Qi1OY7nO5PwC7yU5vuMOMx9xvqm4VXcZnVx6B5CUWSlYKUe4+VoE1CZB0\nDiJqiWiiLRVSEUgY5qlUBbUvzsTg0DwBEtjiSXm2OuomNcxykmwZZc9D3HEH07qKUj0aIcRnuSMy\nAsZDqVwgz+ySneZ31QEXnVOC7ltCZ8IwM+kwZt9qdvqk9Pb95L9LEUQGeaByYbEy2kFJvhf5GUVZ\n9rsDB2nL5BRW8jHvXAB2xdvmB2ThBvNZy1eYaSPeX+si41y/E30DvqM6j/OlEcq5By59rg1Sv8by\n0bnN9zLa+cz6qTXFIu/xK6wDGV3RRZqN6QSSNdyfRyBREGF4NcdP1wrN4MHWYJ+Atc/NC64j0WYS\nHEiKAf3FBFwnC8u/TO7HS5g3JrplMk4epTgB9xNwN5kv5B4zkFwsVJflLIHkE14+OUCyRNp3sIgO\nwBZO5yCixK/GAyvvrEDC1O1R+1KOyJ/RWCtqsTiP22UTanQwKrWi1LZuwJrk9nQh8CrJ2lXDjwXE\nEqyeqVtWaCkgmpTc8iyu7asEXHa+4VLCnNF58ycgHVuLZIJZL2BAQ+TPliwSrUCsSAQSBRMKb6XB\nIPdJmDPUihOAEXldsnGhDwNrsUj0kKxOGqfjrs9i0XAohsk5j1Ky05u5/cro9RpWDii0rtXnEsGE\n4KZagSo5kWpSixmz4cSjZdQAehBIOL/E31TXA/cFcVy5VmiRUNG7RN13xGOvG78S5jqXYre9LgYQ\ntJYqFcv1lbxfR9tsuR8tVP0ZbL/UHWZXF6POo3EXp8/ZlEcfyUss8Rxu4JRDF1Wjnh9NkFAgIa/N\nS+PRo/9EhdyE0/0LUSuWUuVfcUthNB8OTXjKQ1V6VaHjPapcoXbNVa+C2Gmc0huArrNtKDtm18qK\nd0Npm87AAGbYXQN1x73uGShp1mip1dKKmoBmM+UwAt0O6J7be5pt+GQPiHaUdtySBaAlgokKJm8L\ngFkl9fCzRGm591fmjGJQAAdEfV8aHZXQHnuraBoVkBGNn0xjMrILwmbwWX8FCs5X9Yup5q88KPvF\nr24ympO3vCrW1CfFbneLee/IDUyJuEKIafA+LtloOuyBtMPs19EQ7ugrJJD4n3U+0drXzATejzwD\niMOZygxCnQJsj5oIk6lPFFMHzCm/CIrXmGmyVxPwamcW+NmVR2rrJZaY/TdSDmqzciZqOEoUYBFI\nov8kEqmc7LoAsnz+kDB0H0l3cIXSnfCQnw4wn0RV9socaaXVGpz7r0CilIe3M12bEL8YbYd67yGw\nq4KaKLKmZC/u95A9FyfhntQUs+0x4enBjOwkkGTRiC92BkarCeh30gBGcfHSPoqktWrUk3y34HRc\ngFl1XYf/NbY1UpUrzCo4+zNj5hjJOUZyXTcERqtUFIuS2ybolD1x+XC+qmXMPotAos+qEtf/ljow\nuwKS+RGeZODTxTT3DjOQPIEJ1GuhkKpelhwM3S+W9k4Jwi0UKmBsZKSBo0XFPo7ryEEojahhy7qJ\ns4KQWLa5s+g7KjRj+IruGNCkBxcJuB2A295o3LMrvxUsks1mcwXglwH8OQD/G4C/CpsyrwP4o9vt\n9vCCn//my+6B91V9icBCKayB8VS1xNnXWCQKMsApVaD7Hl4EJIED7mDaIS2r5hFpXv97APe+gKLi\nNiRYMj0NhWWbRphA9HOvLvZAvweuXNJ3GfUoVwB1r0rZ+7NdXW44ZGl3SXOaCXLQdAdMZbZoumw/\nuZzs+T0PXWIf66YWpRgdcBf7XGmu6NhhUY2eAqyq4mjPyOCl1iwFdsYMEpQ+TD+ivgB+pzEz0IBI\n9U2UVr5W7FSFhfOVGxRVuVFhXMKlfUIg8as7ztO9FAOMT2Vgl2wuXGO2Rm7hQEIQScFt5WHVPNen\nOMXZ7IOhtaT01YAWUAgcuo40SMEBhCBWaVv+vwAk+zQrNGlhCkSW8qIDrnrgamXJSln1sym/RSyS\n/xQWVQcYmPyF7Xb7s5vN5s8D+FEAP/UyKncS0pTC/1xk/Eyd0rojWmkwtVw01oJOLV8AACAASURB\nVDEKsYwTfr9oPUj/yE/r8b3s1QE1rj+1t6q/5yIlV3wo89kTK5hTtme4KAUzhTQtAtfqVvd21eRC\nKvCkoqVzbfNgf9coJwouobaiT5lgMsEosz0sd9fKI2kKNfkDZqLa+6KhEbVonytlxL5WUInWCDCD\nAS9yGrQ6FPB1DqlGTytENtQ11l90bOvvZV6Vzru5tFXti/Vxn1AjyqrUI/Wm4xt9JCoVIe8FKy4l\n1LM3kP24kDKHv9L4uUJrjfRxTrtykLPRsyXNz2houYJTIIl+Hv5G12aw+JhnrY4H2wh/tl+MgCTd\nqqJgnczyYGZuHe9hbfnD1hcWMQcAb+GMyj/pQLLZbH4ngN8J4G/4W78fwL/rf/91AD+BlwUk64X3\nIk8QLQOdWQoEqgVWaY5TOkXNdZ+tZQfkO6A8xXxsuofFqq+x72Ap2nt7zLgDxnHO81MDmRLmcNmV\nLfq1c8WrAjvkqgdWA9DfAt2lAwmBUs/PYN1HeZ+B8we0jlABk+pEBWzPjQYl+JXgdRuNY1aDYErm\noL/q5ogvhg43ID+h9Tsc5fNurk/td0UtAj61Wf2dRoTFoh7kmDRS+4GlyHeAh+kZ0kyrhc/887S2\nPlv5s7jHaXLF5GJtzvaGxor+kRi5RS6UYHyQ72q4OoHW28izda4K8MSDUqLRU/UzWTc18s3XlR6j\n0KwVKnoKJJF65L0R2qfrke2gQ1/9TZNZIXkyH9NxtDVFv0rtymRrbzX4ugmBHsMa6C+Ajn39WD7S\n8kEskv8SwB8H8O/4/zfb7ZZT6C0An3sZFQPQ7nzmJFXuXAURCyenLsaoPSqXQ+GhwkacqOUA5B2Q\nnwP5qWvxGXXzm+YKXHem5aFzpevoZ4KUlnVjeGrnO+s71+jT6BrgGujX9trdAt2VAAmpkBucgmFM\nU6F/C2Amcd4mmPA7cfQOJoiGo/k/2P183AQHkh64Ghw8O6PhGspqaR8CLQitPzVbkt/38j2OqwqH\nKOjV3Iuh3fpstdKiRr8EJHxlPTlXFNDYXy7oe39Gl10AZqcROwORQfc5rR64og9EnfLR2o5AQmWh\nmGJyneemsUmKV7V/hfbrvF2pR81ZVk8olPnTKAH8O96TaLUwx05orh7z8ZEOUHkyZWyEH28gDvo1\nTMm5hilf/YUpXp320WpeU4n08LmVj5Fn22w2A4CfBvADsB76ie12+3fDd/4wgH/fa/YXt9vtX3rR\nPV8IJJvN5t8G8Avb7fZLm80GOPUKxP8/2kIgUeEeQSSYwe9rkTT8ElptNAKJa0jFgWR6atRNhpnY\nI0zePYWFIF767Qanq3gewq7MHd3BnYoDUC6BcmMCZ30AVp5SIrllUZP7XT4AJKrZ0dnCi7kh1Nkp\nVlcane9mP5NWUSowm89jLX4NlSOXHXA5GO88DJj3kSTMWqqCiG5cU6uFN14CkmiBshMHnOb2oOBQ\nBz8FE0E1RmW5VXZikUQwUd8GfS3qb3EBmXao0XpFnPzFn7e4YXYpsq0Pz1T/T/yuKlfsSwLJZII2\nJaPbtCuboEcFkrXNt34NFAfitEMj3BuLREFYFbu45nSMIN+nEsQKFVS/WhkxZ7fOrgsUe6+DWSLX\nAJ4kAxKsgaS0pvcxtwVUpencysdLbf0RAM+32+3v22w2vxvAfwvg9/LDzWZzA+A/A/B7YF3+9zeb\nzc9tt9tvPnTD97NI/lUAP7DZbP4QgO+BDffTzWZzud1udwC+G8BXv5UWvbCwdtR2lhyPSo0ArerM\nEq0Wfi/J92MYpwu0srMzFRi3XqZ5feTws0noH+Y7GpL7dHsTtl3vk/kGSH6Ro0/ct6KZ9HS7cRRe\nGt2jvIUCAsFHgVKF0UF+x/uR4piA/ggM7AsHui5bW68vgPUl0F+iSYoJYPaTZJwKuQycaK/K+QOz\nYNP26qX+BI3QW4X3m0gCtL42tUZjapwlFSm+/8B3CKbV56T+nhdRWHq/SL3FfiGQRkpWHNxpZXNw\n7fcoE2qIdFdwGvKtz3MAqP4+tcZ0vgAtkOjc6sKlwBzXrfRfBuq5JcdsxyLcZzugS9PeAa68+Vrr\ng7/qxF/z0LieQ/l4geRnAPw1//vrAL4zfP57Afz97Xb7FAA2m83fBfAvAvifH7rhC4Fku93+W/x7\ns9n8GQBfAPBDAH7EK/MjAH7+w7TgQxW1GiK9wEkYeOETnlZf+Xnk5iOQiGe53Nv5Ds8mszrUT08w\nAWTudrNTdQVbpAOMxhougeEK6K9ca+JFZy+BJNIcMYpHBSwXrgYaHNEK3Uu0QMLdZ9eYU6Pr4udi\nc816IK2xt//XbpVdXgFrgqH2KTVk/h8FpSoAWtQi0LYvXUvBB9HvwONz1TfC5+s8UCCJPh5+rnw/\n3xsXLrZ9kFfSecDDAKJ9ow7tQFfV9+krS2gd8RT03qbenf+J9FpGTbEfMfaE5mN/URlhf+k46G/Y\nvoeARBkCamEEQKEcpzwf0rbLdkDb02Ip4cmmFX/EVQKOHuTQyIIRs7WmbAZwCl7nUD7GOrlrglj8\nH8BkuZbPoo1FeBPv48L4oFFbLAXAnwHwVzabzY/DgOUvf8h7fPDSPfC+LvjIzeoiUC0O8p6Cjk60\nFwDJ89EOieox+3EHuVWCaXddZ4t36F0JS+YkTJdA9wToXgHSLWxnNS8FkhGL/PuJ8KGGRxqHApQq\nm2ru5JxZ2QMMRBjmqjSJCK50QE2T0Y1Afw+s98DkAqW/AoZbIDEf90OURxSY0SfBMVLBFQFBzyaJ\nAHMRXhVQFOAUGFSwMESb2n60niD/UwjqnFG6jIqAOueVlovWyFLgR4wZVmHNOtAi4RpYcHino83J\nVXa/jTjmEwHFr0YIq2XI8SCYRKsKoW5KX0XwAFpw5G+17pMByd4tkGfZDmjjxenUw8KWb5OFA1cg\nAdp1rdYa+/gcI6ReUp02m82PAfhj4e0/vd1u/+Zms/njAP55AH/wfW7zvnbcBwaS7Xb7n8u/f+CD\n/u5bKtTiYjM4cZe03Kh5Lml00RfyAiDJ98BhDzyf7LhSygYySVSqWE89IpaJ5pAw76j+FOwgBFJW\ntBYUSFK4VKvTe6pVojRXpMFUcyT/7PtPquOYFxdatvukg/lJqlZNwUDL5sbbxftSICvvt2SRRIGp\nY0hNXnwPJ6Hc+nkElagVq1ChphoDLmh1RN+E1letG15x/pBeorCPQKRAxcJ7xWfq3FXlSC0eUmd8\nVQBYuSJwhJ3aGftC77vgYwHkGToHdSy0/gSSGOwSAzAQnh+Efp7MJ7LPcwqUd2GnPQLtAYlTAnJ8\njva3/q004G+Rst1ufxrmWG+KA8y/BuDf2G63Eca+CuCfkv+/B8Dfe9FzPqxF8vEWajzRmagLOXLL\nWlQQKyWR5e+opYqDvdwB+bkByW60TXmqkHKvnfpIcgdzUErECAaYsGVqDpozNWQGs+CJQowlLrio\nEau/h22OfDQvFQpjeEakNig4uAGNQFVgO9oYYhvHY6kdEehZZw12iLRX1MYfosUi4MYgi4eKWnYd\nWstH++KDcOs6l47yvlJ2E04zNvB3CpBad52rSg3Fvo39xr/ZRqANvIjtUwWFyki0lqIloc9f+lut\n66WxXJjPaULN6q3uIObVZJT7bQJuBmDN4IV4bIRasjHw5tzKxwhum83mBwD8OIDf/8Bm8l8C8N9s\nNptXYSPzQwD+xIvued5AoqFOS0CiAKPmchRkkSJYori4MA5A2RulVe6A6c5i13ejJYYjJT3C5qiu\n35HakVJOtDr0gGwmCFRzf0kbjjSQLrglIAFmIFFqBfIZ0C6qMdxvScCwLQQVNvwGc3QM78G6LGn1\nSyCgglfHs1v43YvA5CHrLcnnsfD7Cvga3KBawotKrCPbgfDKycPosSl8h9YVAUPrzO9q+5bokAgk\n2kalr3TePwQkCmja31wrcYzjWHfySn/FkoIQ57RTb11ppxyPDmLS5icAbnrbZJio0Cz5yRRIdG6d\nU/l46bYfgznY/xePxi0A/hUA/xGAv7Pdbn9xs9n8SQD/q3/2Z+l4f6icN5CoRQKcAslStEtcuCpU\nVPuNC04tkr1YJHcWxntfgOf+G37tQm6vZnbN1MsMszfh9TI8G2gXrC5QFe6qwangJgDpQlGLRBc4\n0FIOas0o3RQtEiY4XMt39BCLhHa3so5BpIgU8Ava9CNa50hFPmSN8F4fBkRY1CJhO+lzosCJzu+l\nEoFE6TCNrFNfRbS041GWS89Yal9ZeNV+Yp924TsRSLQP1SJRAIlWT7QA9fmqCCptGvsqzGlaJF2Z\nMY3JCtaYjfvGIolAEvfcxDVybuVjBJLtdvunAPyphY9+Ur7zswB+9oPe87yBpA//L1FbnCBxYcRJ\nr1YJcCqMorDLqAc68WPFItqD6jdNcTHyfhQee8wCVwW3PiACgVoe/C19EcrZE1D4O/VRqKMRaC0Z\nPTCDuU8iuKrGqpsPVDjFSzXbeC1pt0sgyA5X5z1/S+HIe8aoKW2vZqiNDnJabHo/Ch8VdmrZRc07\nWoyqjUcBxrnAOUAg3aPRpjUXWwHqTvMuAizHifVbGgftzwgK2k/RAmLdHrIICZQ6ZvrKeaMgGq0h\nH5PCLBJ7IB8wJ4zEbCgWGKBQH7sCLL1Lj/lQNbZNgykKzhM8tHzC/TbnDSRqgupi1ImsCyT6ELLc\nQ01aFfL8bMkJinYdUl4B81xVOdEB9QCeKgSJONS6uUkwCr4Y1kuE0kXXodnj0tw3Oti1PxRYuXgp\nSDUlyT58L95D+4p/K+DEfqdloXs7SN3oxd9Ti1VHrlpeOrZK30XHLtvIemq6mKP8z30uJdyPYBI1\nZvYLy0NatWrgQAu2bMtO+p/HSIujOsN3cxcDFUYC8jTKxsqA3F//1ueTWuJciPWH1LlgDod+6L7a\nbxH8I/WmCmG8hwBJcSYgH2EHg2X7GokJGo51v2GyqMhe17bOD/ZvVAqWLNpvd/l4qa2PvHwygIQT\nhRqOCtcXAYkKk4e4d33WA2av0uhcOxx3TvIemNNgq/bJeu0xa2rAacqQh/ZNaH1IRRFIlN5bAqAl\nKy1q5WqRKJA8JJS0H5WaUhBhJ1HgxY2DUZiwPgokSoWws5eAiv0WgYR9ArRniUcwYVEgYd9rf+mg\nL1nA2q+sO/tIVxnNWYK3RhsJZZUdRA7FfrIegI5jS4cBaUW15uK4cbyiMMdC+/RzVTSiRr/kW4mW\nFxUptWLjvPHxLA4k2dMRTZOBSHbA43Rgpn09yXGVMCfBBNo5wrlEhUEt08fykZbzBhJOfhX4kaZZ\nisfn51EIssRFw9focPbPuBYu5KuUE1F+92mmuArpsUNY35zULszSAHSexqHT9B568BLbRgtkQCsA\nyGuzMrEfVHNWENEzfwkk2i8P+V4ipRU35akAiZsGl4CEFodaVRwLtRx03HWzZnRCa5/FNurBKirI\nVSiqlRMj37QsUan5gc+BOeHn3ucBbxlopkOxzXj74t3ggJlWQH8NpCeokU21jvy9ClOlKgOlVKnb\n0aweFMzn5sgZ9HCrqPhcS/77lFGz9jbZewkk5KRoDXI9awSXWCT5AEwHYMot86Y6gupaOuwNOKn1\nqqHRGmJ/buUTDm7nDSRaO3UuxqgjLpoLtCGp6mhWsz5eR1iwuifNKs+AvHfNCLMsjAFXBBdeN2nm\nbEtnSRvHo78WCQJSLX4ELrKlYr+agPU4C4fE7fOqTSo1dUArLBRIokNW269CYo8WUBRIKAx0z0b0\nw0SNnPfR/FfRytJS5Hfc46FgqFxifBatqRg2HRUKtbg0y2bc1a/3JiAt+QVUyqkznfSR1gXz70oB\njhMwTpb6Y8zCChb5WZmP6OU55FfZ5scVgAs/e2Y9mEZe684oPbUm9FUApkywzNQjMI2ooetT502j\nUpDdOkqi6Be7egDr4kOcgCGCsAZj0LpWq18Uqmm0PtEpGVkonco0lFYF6DLQU6lSBUhBPY7luZVH\nH8lLLBSgulj5Py+dGNyxTSCJtFfUmlUgPZ2vcmcmdp5m9ogYBbT+WJWzV8nSqfc9UHpgPAD3R2B3\nb9olBcMh0CK3CXh1MhN9OLqprjuzleJTwas0yYRTqic6rXlpEkNNZKgOYD6P4ctL4xEpEgUkqotL\nGwZV0Bacnv0ReUR9ho4jn6P0pfYTf6NtjdYX6Rn1rTwEJNH64LO03kuapf+mwEDkPru1keeqjKWV\ns4fimOcWyXUGrkd7ve2B2x3Q9Q4kWkfSqIdwiWRm9mpu+ttnnwLJAcNpPFoeOqyTD+FFsYuZdzuY\nv6KhBhkaTiDRItZoORqQHHI7HVW2KiZXd1Ux0O0nYJicCYgCOcuP4tidU3m0SF5i0U1UFC6NZ1u+\n28FmetSAVADoitA9AnsYiLxnr+Vg9MOSRUJrnViliv8qAWsBkmMBdkfg2f2cq+sZ/OBHoTI+nYDu\n6IvyaDRGdwHLbzWgnfikghLmLL/3mIXq0i7waD0Q0fjbuI9EubsbGQNaCTTHsvwmWiTMA7VkkUQa\n6h4z8Ki/iBQZ261gwjQwB7RAy6JOeraXVgjHXrmTJYsk0pzvByR6H1VwXJAVmNa9myz1x12ekzQf\ngLpvglNZzyi7ycBNAW4msxr6HrjUKCWCLtv7EHB6nYr7YDiFFHtoBDLBox5qdoSniCv2yq66YF9o\n6Hs8QjjSg6S1DrbWjk7laVCjfj3J//y8z5YCplYkfhk4HbdzBJJHi+QllqUBV/oi0jfALDz0Hpx5\n92gFyugc8QGY7oB875SWR4xM/vwh2broYOb7pVseqzQvtlRscfc9asrumv56Au4nw6p3YAs3Rpmy\nPTUVu3L38X/V0hkJdj9/p5AWUx+C9qUedciDr13wZqcycjZ6riahVP8IZ436HvRkQQppmnJEXgoX\nbVOS56sFw465l7aSz1DAi2NMzVP9QHo+iwZiEIyXgiwUIFnSA5f2yxL9RWorm0XC1B/vFtNd3oVl\nTVAZp0bjBMuq80qx1+NkisfFzijRNMFS1x/F/+JXPpqgzqLipzLj950/W90KsamRzVR/eTOv2Pbg\ni2l8Nv55Oc51G49Os+XluA0xXpouTU4VHg7Arrd12gF2GiUtPLdaUm6vsyuPFslLLFlelzRDNeeV\nZydVArTE6rP5KrIpLE+WKv64N6HPs8gJEiuYE/3C/R/DAKwG54Rl8XQrE7gJM5Dw7G6ee06hcQsx\nIDpgWAH9YA73pOcmqHURAYVC1W9e2N4ES9Pi96rWGYUeBT4FbSXqvS+yXTnBTp3r0KYbd+qj8bOo\nBkzuocccZsNMx8xzoUESHMtV+Ix0HZ9HKg+Y1VaglTSjfI9t1FedN+pPURCaMFtUMdBAryhtI5Ao\nye+O7XEyrfvO58I3YHm831moKg2JAuDTAL4DlqptysBq9LPXMyzV/x52xs1kAnoa7XX0Z05lbjIZ\noOd+PcNsgKr7UX2BGv9wsmGca0UpTppVvNQqLq6wHYDJfYjHPDvZeSm9pdQWH4Vi/bDaA0M2P80K\ns9+mx+zL4ebGJZ3hsXzr5ZMBJKQ4+KqqW6RVtOhinwC8B5R3YSv4aMIeLvCPbjXcTzbp6FAcMIcY\ndgmWjHFtoNGR3vE6pJVbFJjvy3W1x5x87hlsUt/AJ35n4MTT3ZoDeIZwqTYfgIRaLwqANexgLFJ9\nCkRK8QWfUZ6sL3aTy9UONRV+UoGa0Voi92iifBYtEu4ki7Qbx1Kpy4R5fwwln9Y1hqWqj4ZzQS0k\n/k6laRd+G2k6tY6iJaxgohKX96OGqVr5KBYJzBp5C8Dr/qpso+JgAvAZ2Nz5DIzOuTkCn56AV482\nfzqfFzy5k1TRocyvKHN1sz+LuhWHik2OkVJUesi2ElgGOJDQVGHfcfy40ZIP9as4kBwOloLo6NZ7\nKQ8bMvEqcEusuIWG1vBdwZzxa7jS18kcPrfyaJG8xLJEK1B4qtNVVTg1r5V2mIDyHAYm76BO9pJa\nhfYAM42pZJL2XcEBhSuIq04dwPwBUGd7Li3TUrXMZF+/SnbK4GoN9JdoT3dTakpzHynXwGeJZVEm\n2OmHrgWnESgDkAd7bVRf/17ydoyTWWW70buoM8ogF9TwzkShsAsXw21US6dFomnzVTIR5CmIgBlY\nYsCEAgS/71FG6YhW2rGjNbIt4xQMVINWi2SC8JleHwWTSG8RECMdKwpPceqQ+0PuYHTnN2FAIvEe\nDeNII5JDfFuAz0zAnTvCu2SCkuG5BbMSMwI4JGDv9VQj8FhQNz2yWaviB0um1jCkQCZGcJp3TiPR\niV+Pcaa/hnNNgxkykA/A8YB6YFy0PhJc6Pv7PGpXjGejnn2OA21C64w5RqQDakbuZo2eUzlHuu1D\nlPMGEvo6dIGT16aQeAbTxqnKqe2r2nt2/jj72u5nf0TX+QISE33IpvlVPtUXCgVqUipD6ycrrZvM\nEUhH/af84ycJ+K4OeK0HvrMHXr0Erq+BgRo7wUSPCyXNFSmqJ5h3uQsgAPa9BFu0h9EEyiGZ1aFO\n5y7P1yF7VBFsoXakTmDCij6TjiS7UlqUBlywzF2lQf+6iClkKaxjxl1+pryK36O4Votk45rWbhFy\nn4pKJuVKlsBASf+HfB/6+RK1xfawTfp7WgPF+m3ojIa5KO2WIT1ttg+3oVGmcSITLMKqiImQ3HLu\nkz2DGLfyvuTmvQKgPwDrgwV4DNnr44DBe3TJ5kFfbD2MpcXl7PNkKmYJ0TeR2F/KFsgPp6MpLHfF\npg+7lCceZrmOblUdS+v4jxYLZLh4VevKWYX6wbmVR4vkJRZSVdQWuShVC34uF4EEmKkVOqCLO/gE\nDDoXPN1gAj9le62Ctsw0FbW8jsJkME66TgAuGhcqyYFkyMbZ3qBV1F7rgddWwHeugOsr4IJAwoy6\n1OLjrnDMz6gmjlsBPAUvKc3jDs1DsaSTz33BczNayiYkBhcWYzYOf+8abT/52ptsgQ+kB46oQFJ8\nVSf1PdAaYd0pIbWoYFZrQrV63kt9Qz4fyt6dyDvUzZyJ4cXxOZQ6ESy0P3N4T6MF+/BZBBQtSp9w\nHrqC0ruFx65RY42ZUjQOQY0nGp4KJDnBEoV6RFwa3E/HIIk0G87o7fM0WHUungPXd8Dx+TxXV+5L\nICClzkBimGyOHEsb80DLYMrevUW6qkiliYQCJPvJ5uM9Wr2JKU9S50CSnerLPn8xZ5hRUqLIcLF/\nwf7ztqRHIHkp5Ry7dC60SDq04X20Pu4xewv5nhauSG9lGQ0kJrhm5hRVtwZWvpDKZJN8Kqjhv6k4\nEGF2aFeLhHWMXkG4EC5zfqAE39idzBL5zhXwmTWwugS6ayDdwrzwCh6qsuqucGCmZWgFODBUAvwp\nZiCZgGcj8M5oWmUBalK8VWkjbg9ldnUMk12rNGuavQBJ0X6PtBtzbC1ZJNoOFdjsS6KuWgUCJGWc\nqaKSzL9ULqytSaWxBkREkNKiIFh5Hsx8Dtv3kLNd7wO0YCL3594PTWBAIcpoPja3+gHwAiABUAgk\nV9b2TmgcztcCtGl4YJZMKd5nQN2HkfyhyftvcktkyLOlxK4khTaV2QHOeyVgtkiAltoaZ4vkztvL\nxNhrOAg6Iu1hc5LM9c67V/2P1DnZxAvMsrlaJIyI1MwP51Ieqa2XWCigdMEqkNzJ36RXfCEXAKWz\nRZZ7m/DjwaNY3LJYZQeQETVHVs3b4wIsCfWTXOWpWo36SAIVk2BAcjHA9oVkD69PVq9Xr4Cba2B9\nDfQEEJ5Xoo51FcoxvQjj9XWh8lKBPsCOyb0DLg9mdVBIASbYVsmiszLMMmH07aULPVIDSZ8DzPzB\n/8/eu8Vat2TnQV/VnGutffkv5/Tpi912bCcQLREpUgRYkYKIQUGJEBdhEuUB4xc7ohWBAAUjIkWY\nXOQHi4cI+cWysB2bGIFCCyVBGAKIJEpkywkSAh5YQnKC27S73X2u/7/3XnutOWfxMMZX9c2x5v5P\nH3fv49Wdv6TS2ntd5qyqWTW+Mb4xapRaDktp2KkyCu0GoG1k8OdYDk5Z3QPTC2B6D5huLMonHc25\nmtyhPHgtMC2/hwF3HhrQp+SWqG98o0JQ5wjnSxGMmExDn3H16oEGTnfMcVxKqErqM+Rc2kC8irqD\n4m6PNjWeAHiePIFD8kCN5JayP5ck5gz9DPVCvIH6hArmQQmT3JzWn/SJfj+UtgyI17O+K91b2vXL\nCBz3wM0ReG80fYe01uSDkrNHMfqcLMV+p/tPgRYk0AO48nF5kizLxEX2iMNszENi388RSL7Jy3kD\nyUt/jUByFypB5BAmfDYOechO0x4tQuTg2tXm6JN0BLoVWiRWb39jdIEyuHAa0Hh4qj6qVVN9TAY6\nfTHeORWjt4bka6oHrp4A62dA4qmJrPQQJsylTeDba7gsD5UC5kBCAe/Wzvo9CxXN9w1IJpg2v8oW\n5kuHLbXMAufynW/vVrCz6PksVg66msqlR+MoKKwopCicNCSHVqXXcm+gUfbAcAccboHjLTDuzVfT\nDVaHySOSvK3rCVgfbby7oflyUjLLkpVCsPYf9l6BPa+VX2d1RHUkJ2Dup8qYe3VLeFUnwjCv09Ha\nQV9DZAFpnfDxUvY/lfppAG9m4GkGrrJ/bwIS1XJelDfgXCKY6AmQ/K6GcnM+oV2PDnX6ELvSaDD1\nYSf5zsw35ZYP1+nhALw8Au9MFvq8gk3/52hBLaV3K6I4uMsUUkaU718DeJ6BZz42FysLZOlWTnty\nkM8RSF5TW49YbvxVtSoCCT1umkfJaZ7iE3kCcExWDzBOlmkpVm5eJ9c+S7K9HNmFIydnmYDkiyzJ\nmRF1w5/SIEqbTK4dO6BMBdWJiBXQPwH650B6Aw1AqIqqoGW/4z4FBRIKBF3AlEpPgHRrQJbvgc0H\ncyW5wABk1VkIMpJrf94XbkbsnOrIriVWocRFqX4M0lkEEtJ/bJ+G5t6g5Ti7MQCZ7oBpb8C/P1oE\n2XFogn7ljtd9aUkNL0bg0rXWldNvdBbTUcsIJY2N0Nf1CFx6BFfam7Csbd6CxAAAIABJREFUVA05\nl433UXfHP6SFK4Hvr8UBjYq/ynaluqih8zE+9/oMwKcT8AkXlpedz1X1/zDUqpP3uIb4fDbh5nGT\nqiBtgoPqZFRihgeRpPb5rMSxoH/EFQTsnWodgbcn20tzBQtGOcKUv1685mlEdf53ZQ4m6mt6khqQ\nPOmB3iMhO4bTr2Xdnlt5TW09YhGLpMAEMcNOC8M3NOBec0W5U10jRmv1BbAaTbMdC5AvjAbDxqir\nGm9O7Z62e+Dqq52d5d6wyd/1QLc2zY39QEY75u05bKcZQ2JJn1DIqpaiwoBt4WJjHqOoGftruvRN\nWy/su4pTkwNot7LXSl1RGOiqJedOoCGNp2opVWiCnu7NcJJ/ct/KdAdML72+MApr2APjnVkgmp9s\nQBO0vKwq0HmyqCINsGJXNEJc91/K9pka7VvxsW9a8UzwuCIwCyXuQqVQ1xu5VVamBtS8F09iVraM\nVM0VjKZ5DuBZMlrr0xl4s7ecW5vKKcl9lS9T04sgw2g6/Z6mqVGr0ZWtNKJSToA//yQGGOdEQc16\nXQNPeG9/YGVv6+4OLdsDUwdxDCangOl0p89FKzGRtN/TBDzrgGc9cEXalzVu8D238toiecTiQKIO\nvdFNZKZXKE45ccJXeZaaLBz9913yfRtO52yy86groLsC8hOYyqejMsorHcAMG4nxh7HCv3+BU439\nKdoGPZrbXMhKj1AqqtNSpSS/x+/SL6F96Ox+6Q1bxPnooOx+j+xCs9IhlLzavxGWxDK1RU6fUnZw\nTGuXHSs0yU0/l0vx6R7Y3wL7G3u9vQNu7oDbPXC3t70Fx7EFBAiLhje8idfSTTaZmqkGh1F+RtDQ\n/9VwoFGZk/sdOqc4NehBD+fiDXS/hCbJ4rMaW6O61PZkMI3ZCs3q4E/XGbjqjLq66uxs8iuvb3Sm\nda/JJ2nHngD4FGzn4hPMsjmcRJhFJUitJx3AycBhthdHNooyArAU811Ng9/KrX1SjDjae3BLsYOH\nFUuzChxoB6fCRsyiLdnsuD3pCpZ7bMVNvXHvku7HUifLuZTXQPKIxY+bn0qjJ46Tc91OETCEFZOZ\n35UhcglEq2QszaG8ymY6907ndGsgXwP5KZCeYe6LUK5b4x4LWmz8JN9VgR+TFXIiX8APnUY7iFpj\nPvU6Se6pm/1onekCVytJo4tWMIC8cx59cO45o+bTqudJ6K5J3dDnTmI2a0Kjj0oG8gZVG06MdNL8\nVk6bTHfA/iXw/o3Vd+6Btwfg7SPwnu8tOIx2W57TfeXNJw9ObpwCRY0zDmF8dONCVbnJWpIPoQNJ\nWqE5aTV6DvIclMLiZhCcPsfkvgZiEw3cS++fgtsmG3hcr4DLFbBeW12tjM66zua3AtAALKM5Ub4L\nZu1+2Ss3ayhNzHlCC4uW01H+F5qq+HxjsEkNf/cghskHPMGt/MHDxT1II/k1amALfSylgX+BgUbx\nNVQyZtGWfNZ87gSRa9i4rDa2lmsYfdwEG73151JeU1uPWAgkk+9vcB8Hd7kO1MxLWxdwbXLjC6Za\nM26JXLqG1/UuJHqjfsDwWwIJhbTw25VH0SgkrSpQKGTifhCa3GqR0IHLRc7rRKnIHdisao2Mcg3h\nl2scKTcu0i/E7zA4gGPOKCqubHGWl8EEBB3cZK96OPXhgreO2wGNfvSNo+UGuHsBvP8S+MpL4IsD\n8OvF6m+6z+Me5v94BuAtr5/xoXoLTZBQmLAovkbAWAIRfVyqiGe4IsL+xFBsBhJQEKtT3TdJYkQD\nFX4P86joDjYVONX00V4m4LoHrtfA5cZ8NOnSXrMHPGSheuvzegIDku+BWSadf/5Oe9Yzfwnf4zPT\ntDL+vSIDWtyiYOh8jUIb3GJwsCg+hjxrvj4jWsJoQCLD0yK0xIlU3DfDJKp8/gnzOJVNZxki8jVs\n8sR8KTrnX5dvaDlrIBndSTtOLdxzdOSuk488LEyL7Ht3CHfGm/ejHRaVC7BemUa3kuisyulrbisF\nkoJ5/L06EUknsarPhJ5AVqVFNONdkmuS72ZFuB/vwaoOVr6n/VIrR3dqFTSnI50KvMZevqv99sD8\n5JYfShNmyQEzaeSZ7h0BmlXjifoOB+DuYLnN9MBCDcZLcutrtEjve3/Wnb9WuUD/FFqp/hJ+lrx7\nyZSLQep1Z8Ko79wKIdhTEVAfgvpGSPcQQBT8hfpUjN/ALGP6mFJnAQ052evmGrh8ZnUT9xZFq1QH\n7dtgQPIcBipvwGguZodm6NeVNKZDc1i8hCUBe8crgdH7mhJm4WXJQ61ztu/yrBOunYIWoZYTLAIr\nmRXCbA8TzPdznVpWbW6qTMnmXDd5FKRTXKnYda+TM1fJnlvXh7XNuazPTifIuZTX1NbjlcEHl9E2\nDNOkAOmBWZx8zmb+9x6lkUdg7elDxsk/uzCtbhY3SBCpMYw4FRa6Y48m/yjX0agqOjw1b9bSmRzA\nHAwiJ0NzV4EkCi3eS8EjaMEVlNgnctxsi/pv1piDxxWqkzRPLZKpFNeM6SfRSDYNpaG/hE5aCYIg\ng5LlVmp8sbs0bHTrUAc/RCzbXFA+P6Nx8BNakFXnvgk6cUuGhYh3Vi9WwPXGon2q02LpxM0I9iyc\ni1G7p79patTWGtawbuPVd6Vnt5JXnwDWnwG6z8DS/qpgVEEYgeQ5zBIhUNBnQmVCKVUK2BXmWSLe\nA/AF2EP6wCnQDi39DKMDPEKghsz35s+o+2U8sGCA/Y6+y1RavMmnYOzBJzPw3H1C6873f/h67EiJ\njT4HR4uwm4r9duOUddeJP2YJNISmO7vyrQwk2+32nwPwVwD8X/7W/wHgPwXwl2GP6jcA/OBut4t5\nd78hhUAyc7TDBIcyDHXjVWcLsvO05d3R1/9kzvluBXTMQqsePi5QnXy0DlRIk/vnZ5N8RzfgUYNT\n7VyrOvx0fwWFFLkYTni1fCCvFGRL1khcSNovtlfTlxAENMyVVJ4LhjS1kOYCpwU7tCg3UmQZc2tG\nD59yhWAsDUgYf8C9lTyji11X/zW3nVBr3WTj4dUaKEBNxlkS6vkUHZxqoV+oA8oKtsO7t7mxurJa\niXdaJKpkEP0eKqS6lCaaXBsvrlnDBOVqA6yugf4KdZ9DWgP5s0D3PUD+HpiVoQqOPnsCCZGWaRTY\nZnr06YtjiFNNPS3PiCj9jrf5/dbv1LcADVLBeGIWCXfSF9JoTkfxCIWjU10rUtDJwtGfFgOSa9i+\nmOcdcNW3iDn68fJoEZbdCHSDBydMFvTR+zxgHriTzSYRTKbw/7mUcwS3j1C+Fovkf93tdn+c/2y3\n258F8BO73e7z2+32xwD8EICffIzG3fvgHqVOaLLvIrk2SnqFwtSlUurM4Vcdxqv22YxGUlDhAy3h\nldfmJCWQqOWilgC9qJE2U2efOsq1PAQkryoKEipslIZTy4TtjSA3oAHLBrM2JqdnMq+j9FikcrSv\ngVogb068ocuIj0JxkcZjggmy6vPoTPin3gUIfUSq2SXTiJM7eHkCYZ9M8HTR2uS5KaS06BNhhFL0\niVGR0Gegc2OU7/jzYdaAqZglsnkCrN8EVs8wd+h/F4B/DMA/DuA7MKdatUogQ801p8KTAPIUjSPU\naEFWyZ2GJzAQ+SqAL6KCZ00VL5kYSG2drKHBh8Yj/cbSAjOQDFSe+Dg9AfAkezjzSp5L3+YL3MLM\nxUCFmY6pGNQ2RCBhWbIgz6l8K1skXqII+z4A/5b//dcB/AgeCUje91d1iBa4duma5soFEjefAZgv\nNApN1SLjQiePwpvF7+nZHVEY68RVQFHgUF8BeRuNuGJR4aAOdLZDo03iU8k4XTi8Pjf+UeNUT7UC\nEK8/osXCRqGpizHu8FcAVJptRBV0+d6yzb7Z2U+eoKVL0yTOt2gMXA/jwj+bGwVyvQY2DPXsMfee\nq9CdXGs+oh4PgEn0AAef1IVx56RTK5PjSrDg+2r1EZxVYfHnQP9S7+OYPwl0nzXrwzgeqZ+CWSJP\nZQxpdenc0SMUyAuoYM/yt85DffaUAlRcnvq96VfhEYp8vkodaeSitmto65I0VL8yxgArtzIOlrKn\nH42e6t1XpGulFGMmhsGjNAf7baJ14+3PjCJbALTZ+j7X8i1ukRQAv2e73f5VGFP75wFc73Y77lX+\nCoBvf6zGveevMRq2gwmFPjVDIwGz6JDZPg4uJhW2uhApdCh0IyAp6CidFU3oCCQKJgoIR7mmOqOX\nBLdSKQSdSHFBrsPCvg0wIU5JTa2VO/vYdgofoAmuqMFFgNbAAS7aGhssfSeQ7IG8B672Zk1skjlb\nCRx7zLdjqFG4hoHIp1bA8x64vAT6a6CjZr2049Bf6bDl7u/k3P0EF0pqSWlIl86VSBHq3yq0+exp\n3TBqzset8zmUC5DeArrfAaTfDeA7MbcMGUFIIEmY++YURFjpGOeCiBa0/s+iQKPz7dv9+2/A5g2B\nipaPRkSogsF2Hb0Jyb9SgLwBstNu3QFY39j3x9Gd5dnBgA/do8SGwc4suWfEofvqaOGkznxLi4yB\nOtzO2SL5Ji8fBiT/D4A/u9vt/sp2u/1dAP4mXq0Xf0MLgYRzgvK0ympqdvBwTcgPVOA9BCS6kYAT\njqlFVYopYESAin4VpUpYVUsa5TVO+oeoEqXQXiXQtP/k6LmXQy0SCiW9rgoUBhHotSO4Jsw1aALk\nIL9fApI74PLGoqOep7kyHbflaOQ1klkib/TA8zXQXwLpCWzfz2W4yKH9MB1Me826mbM0amRyB25S\nCpBgwu8r4OtzyPK+Bl2oRSIrrOaMmmD7n94C8F1A2sJorDhnloIm1DcSweRevs/7aruVVo1rg8++\nk/eew2g1PbrxJYzy4hnBcc7K5kwewdu5BZicWktPbR6sR6C79yWW3broMLNuy9CA5PZo1+thVt0q\nm0XZKX26ZJGwnDOQfIzU1na77QH8NIDfBRu1H9ntdn83fOcI4O/IW39ot9s9aDe9Ekh2u90XYc52\n7Ha7X91ut18C8E9tt9vNbre7h02zL/5WOvO1lCt/La55lGxWx1V2U9gnEcMnK69Ph3EUikCN7y8j\nLDngAZYZtgOmgzsM/ac8s50b9nKGabi+ULhL90E0pRCKpnUEN6UE1NrRRaEaYwQOYL54uIeBWuOt\nVB5fG4XPWq4l/PSsnWotKZDorkC1SFgpVK9NsHdumfR700z70cI6edQqjwseEnDMwJDtuVxf2J6K\nFTVbDammoFQH/xFVMNWcaiJAEyORdH9PDPONz41VNV7g1FJQvxSv0aNubkwbAN8N0/zfgmn+GkUV\ngTuCiSpC92j8IC0gFnVAa4nKD+R/vkefis6hTfjde15dUWBixuJWHSO3gAakDIXOck9uUqQ/hM+A\nocV9Mho7jQZMTGk/Oy+eyhPXlFrF526RfLw+kn8TwM1ut/tnt9vt7wHwswB+f/jOe7vd7p//Wi/4\nYVFb/waA373b7f7cdrv9NIy5/VkAfwzALwD4owB+8SN04COVt/hHNiqEu2k3naVn33RA31udpXZn\nFX66LkBf5NMISyt/AMbB9hSM2arfsq2X5NEhybXXEeZkLI0WYZqWWe1CjRog26yUCikITQj5qgUQ\ntdSM5jhV50PMSUagYVgr6Sl2ntqdVrWcgLmPBNIntoNVQ7KcPkxubuQ7oHfLofOkhoAJoFW2vT+j\nj8fmElhp+gsV+tTiGW5MsOxdJtNfAunbCi29+FJknYJo9IVRMJESIxU2YJ6ResRcOD+D7ev4FEwN\n+wwafaVzl8+T92BRAFMr+gbmVNTnyL5GQaogolVNfo6lRhXy/pyjPPKASbJeAOXO694VNKenSrKI\nKxzNT0bzM8PpKVXIZL2kYvNjc7Q5w6ME8tHWYk/KkiDCZ8FTwlgflTv5BpSP10fyCwD+a//7qxBR\n+1stH0Zt/TUA/+V2u/07sEf7JwH87wB+frvdfg7APwTwc19vIx4qCiTofdGvzWGXV2ip33WDYXSA\nK19OICkWDjz4xrjj0LIED6ndchbUk3z7R0HNhJqBChpJHb70tczQSNoXhYb6Fwqa1qfCWxc/y5I/\nBf56C9tY9gEMTNQZSktkj/mGSQUA0aJrVa0b0n61SLQtvAa1fW8vQaSMsPTed0ZrFDjl5FZJcQWi\nuBbfXVpNmilAAY99Z6Sea/jUWGlB1ja7BVuBJIJnFLSRyuR4KJVKwa5ZdNUyewoDkN8JA5G3/L24\nAVTHmkJGn7cqHwokG/8u21rkf1U6IphEq5MKAecE78/xu4KlYBlgougIlBcOIHuz9id3sk98loMp\nDLl3xcvnESMu654wVWSSAUk+mMKI7E334AUeX5w0rYta2XHf1rkCysdokbiPm37ufx8GLLFcbLfb\nX4DZzZ/f7XZ/8VXX/DBq6yWAf3Xhoz/84c39+ssz18zSGraJkJsJSUcw2aHyyurb0OihZBO7DKYp\n3R+BuyNwN1iacjUkKMMpP5kXiRZ3NRDc1M6jXTPRmVvQtEoWpV1U+6APRMPSeHN+rlqw/q8OBeWq\nC5pTlJvM9LdccGqlkJLigqOAiUCiQlSFLu+rwopljTkF5PdMA1pKeqGJakqOzgFan7fmu+Izz+GV\nUWfHNo5JBWq0QDTtvYJx9IVEayQKdYK0ZqXmGDLO+U1YRNT3+N/cp6JKRnDQn/i/4n1pYe79swvM\nI+iiJVxrmo+dlhJfS2vLBRrIvY9mmRD8PINBmQL7N8I2LDrAJn6gIM0x8GeTOqM/u96ivDj2ReZ7\n8vuWUZqb/fcMxBDa7Cyx5JGAZLvd/jCAPxHe/tHdbvc/bbfbfxvA7wPwryz89D+A7RcEgL+93W7/\n9m63+98eus/XEv7721bSp/wP15iTChFW1SJpgWiIly/uaQ/sR6v3A/DBCLw/Ae9N7ahPpahVOeQ6\n5GARr8jPJgeG3Pt6yLBduVoUSNhujeZSAa0LPzpegbYSNMIo0h+6w5xjwcVKjX4pECD6AZR/jn6B\nKGS16HXYDwoa3S9B64j9mww8CrXiGGmkQlsFrVp6BQ28VPG4QqPBYng276NtVwGngjX+rdZBPGnw\nEhbv+BaMzvosWj43BS3INdV61L4utY2ajp89U/0a3OuhY60pejbJUl+v3fmX9eahj32xyJaNd1iV\nnksYVffdbiF81WrnQQ6ptOHrRrR9XWppc34w0i1u3NVny2flfrAacTeibYAEMNIPU5wKy46X6RQz\nv5XLbrf7aZhjfVYcYP4lAP/abrc7gbHdbvdT8t3/BcDvBfCtASQn2qhqkRR81LD5ntNMk59v8cEI\nfDABX52A35wsUeALGLvAaEuuOUloOzMSqIwX/4faUTd5uGP8MtAmv2q/6mxXoRKBRMFHtX0uSqWR\nWPR39NdQ+LCDqtFTyKdQo0M5CrXozFV6IgIJ0IQrKw8LU4uiYO7LiBx9pHz0HqQFi3yXAooReUqD\nPgSGvKb6D/S+Og7q+A4pUXCBKmjxHTBQeY5TpYAlAkm8F8dWJ6WmsmFm6aUMuCe+oOzbyHvMzurF\nNL9fX4C1e80jrXfl/TtYe9LKaKjyrlmcORm9BaeD01G6zHssAUmMXuP4+rxOGpHocePj1Fx/B/h6\nHI027ZPj0FmaI/hYfSQegfs5AN+3lJVku91uAfw4gH8d9rj+ADzo6qHyzQkkai4Ac6FBSoc0jdNG\n5d6BZAK+UoAvFuDXAXyhmHX+aa8jTg8Z6uSWlC+87VTc6k+23hJQN0nNqB4FBQo7YBkEIpBoJJoK\n8yMeLnov5enJ1etuexUM0RdTHqiRW+8Wfsu+cMD4ftSSNXRTfxetTWBZuEYg0bZwnJQVXrI0Yol0\nkO6K1XFXi0TTCBNINmhA8jvRNJRokSQ8DCKRCtW2UUG59HtuMNt5XvOsR02fOWZ4+hr5IdYZkDiw\n0MTgV49oFokDWjoA6V3U6EdOfUCorOiLoz+DgEjflwRFVCtv7fdlCp+Eai2PowewFfe1u3+F/k01\n/M+tfD3MViQ/vobywzAb+b83zEAB8EcA/CkAf2u32/3ydrv9vwH8Cmy0/9put/v7r7rgWQNJ1WKV\ny1a/CP0NGmoZOWR5L/F1OpUTqpCS/djAD8LqLJHcukM7wtW/n9wiKRNqwr1FzjlSKVooENjWSL0o\n18YZpzu4474HYK4dk4ZgpxV4adWwzaR4VNBFOodFxx7h+pD39PdKx1yhaZVUI1VILwEV77sEJhSq\nEYBUwEdp8pCPSSfIErWme5BUO+ZYMjnit8EE7Zto0VkqJLVfOq7RCmEfI4CrD4aTNkagqYa/EtU8\nZ9T4+WqJ6MPieLi2xDZFGk81Lu4VeRMWaXkwv0hhlKM7yGf9iVawVv0eaQBd46KEMHNAV0yp6727\nfUHNFv0aSIDdbvdnAPyZhY9+XL7zpz/KNc8bSLTEyBmlZJRaUKGhEUTZJtkqWY6u62JUFhOrPkdL\niEoZ9wx2fOdmZek4NhvUsyB4WA/P6SgDkNdAv3b/SHTOqtYdQYYLhDM8Ln4VPBpuKpu/ZrxzwXwP\nCaOzVJjHBQzMF2a0EFj0+6qN87MSPn/ImlljDiTc1h5pthDBU9sZAUAFqiaizJjPiwiKURGJ4AT5\nrgJI3FHOPowwACGQfBYGJEySGJ3qkVaLY6VjHtdABNp47XgP5v3PQM3TrqZZ3cTDqAeOd0FNwR37\nzDn20l/hff0kUFbA6Ecpl8GF/GTWe82Np+Osz4Nsgo4J5PsxcKA3AFmNwKWDySoBffYqXz1HH8nH\nyGw9SvnmAJJozqs2RsGqi5vUgmwIS9km17o0f+Qz//oaLY8dWTR+/jwB/QpYeUqOTO2Hs5EbsA5o\nacC1fWyvaspLM1kpoCVNUoVp5OTjtvAR8zQWpPqAuRDSwmuq/4m0l9ZIeUUgIW1BTqOE7/N9OqBU\nKBEM1fejY/iQRULwUopE/UpqnSkAqXXBtifMFZClvvJ6+4UKNOf6t8NCfAkkUcAvmcMRzDiuHwYm\nEUB0zkRfEA8+SXIBRmWhYB7+xH47kMS+E0iYfid5Xz9l9NZUgOEemO58OpEZyMEyiUwCwQQ4fc46\nv6S/ebKYAEzO3BFIulO97tzKx7sf8RtfzhtIBnmNTk6tkWrQqBmgAYlPMLU4RjSKmYep6TnQVzDr\nv1sB3QZ25oY60yOwqcB/lXaogkKtA/JqUeBoVBGBM6bHUO1aT4tiGKzSf7pgj3Jd1f4ICto2FUjK\n6+eFz+P3INenVUK68hJNo+eO9Ejt6e+jcI0+KPqVnF6przqPeK+o8ca2AqcW4B4tbcgeKNzZ3Tu9\n+QxIn4UBCjP7qmB/CET0vg+BSbSU9POl5zWjiZJ/Fj8Qi2Sa5m1YsrziATEci+Jj/4ZRWtMt7LwX\nv0W9KwHFK1PUpJgFYonOimPj8yxn28Sak7sFnbnrerQ9Kq/Lo5TzBpK3/fUK87QT6jPhwlawiRys\nCyWa1gwQuZbL0SLRDNsjgLsCrI/Aem8azsmO5xirvyRE4+JfAkMVyLEP+ltudoyLeklIUmuLAnaJ\nNovWEi2UVwm1KBCj2rekRVPjZ9W9Mxx0KgA95pF6KkgIPkT8S5yGuRL0OW+WngVLdG6PmAMzw4Hi\n/pwbYDoA4wEYjyaLu8Gs33p6JDB/vlEgRrpNraIptEOVphi5xKg0OqIZHahh0VPxa04w7/fRGjkN\n5q0eyvxeI+Y0Fk9SZCWlRWpS2IBSWkhudOlpWpOUXOA7/ZzUKo706ij3Oci9ff6nyadZ5+yAb2Ke\nWT0FZ1deU1uPWQgkTMHAyUeByIlOTVHDMzlZxPTPo4EBaXSe+cPzMEhrc+6SISpHIN8Z/5rUqujm\n118EjyUOfInj59+dvBcFHq0v7p6mYONC0uvSmlO6TKO/oi8kEsi8FgXDEqgsgab2la+0LijYtSiQ\nLKVp0Ug9HTsCiR7arTveNc2J0lfatiW/hEo73bBJYUpA8fQz5QUsS8IIHEdgSjZPUETph9yH11eF\nYckiikCiYEIhyrbcS83S1pj+hkeMFhiQ5LEhXRktfvZY5j6l6A9RIHmJBiR6GiQTLk52S16SU3uE\n/ZG8r6kYU4BiTaqKIi1pXU+D3EsotuK573KxLpVs7EHmnI/jemblNbX1mIVAQtoGsEmgcfoUmhFE\nlP7o3H8xGme6SsBFaUr1BHO2P/PXAc1SPxQgDx5GT2ewAolSKEsWyUPOVNV6tW+Q/5cEkQJJtEgi\n3QfMfTQKJIvOWLnPkjDV9tIKW6K9IpWle1qoJXP8CFAcS8hnNB0Zqaf3ViDhfomlkOKM03xRS+O6\nJLQPaMJT0xR7SpLiAnXyzAiHAssLNppA619lkTxE1egceMgiUQH/kEWiVokGnkzFAcWtkAyT5NPk\naDjNrxuvT8c6wYS0FuegzJPZKYnSfN6SfcvetjxauG5S65nKAGtMQeP+SSokNfGjKyKJTs9oCZ9Z\neQ0kj1iKb5VJ6lCWNAmzSBvX1IovsHJASyB3sFTUhxE4TLbgqfzz7KGrDFxm26OVioXO50m43Cjs\ngeUQzBg585CmT81SHdVLFfI78tVc0DeommIhkHgbkwomvTcFEV8j4KlwUxotWjxsc7TA2GbXSDGh\n7THQnFasKlCVLlMgiP6YpXBvBVn2l21UocvfcWzUl6VUaArXUgtNc7c5FZMvYEc8Pwfyp4D8HC2d\nz9IGO7UCOW5LVFcEZuB0s6lacZrQMgZ4RGUGxSyRGt47zS0ezrV4zvEHmOdxI813h/b7wfwdXQes\nnvr9PVlnOvjtfB0mZ9lyQj0WORd/n5tpWcUvyMzd02hNB9q8Z6ZhHmp2AuBnVs4Q2z5SOWsg4egy\nIjFxkvIzpbv8/3IHlFt7HQ+tDgfLq3U7teCSmrsv2V4RZhFOk/HcK8+fNYs+jf6BXi+EU0HBv5eo\nEwolAtFDVowKT2rJDiSFfwcgKS4QExtOtXCP+aIC5jQdBbKCjkY8segYRGE3oYZEF09omTZAYe6j\nmB8t9nep/xpMweAAjjsF3x7NJ8IUKQlzxzDBQwFQo+EU/NQXodY01d+GAAAgAElEQVSag39K9r18\nDfRvAfgEMH0S6L8DyG/h9Dhbcv5xbixZccB8DJQm5bOhkkCt+4DG2bKSFlTAAlD3i5TJ5wIle1m2\nfNQv9AItfXz0lYgikguwWgF4E+ifmgVXXjR3jC7hmnyxuI5RgI7Od81dFDZ9jqNRZxQLPDkxj7Aj\nCpK/F2nnMyuvLZJHLIWCiyDCyc0ZqALRqadyA0wvgOnGsvvSWj+M5ji/m+xV/c+XyTYbrtw5l0dX\niqcGJKrkzqiZJSDRKCv+H52lahlQmKhgiZo4vy+LuvjiLfSVaOnFAujk97yeBidofyKVEndzK5Wl\nVliwZMpBamdcdW2Phufq3124fgrX1Si1hMaj66bKFMY6Y65Nu/Cvlf8Dc41VhWgMvQ5+nPwU6D8D\n5O8E8FkgvQnkTwCJglzBREFb58sSBZYwnw98jmV+/5lwjSGI6iuKdF4qmG82FDNBw8vjfpEPYOkg\n3vXX9/09HprmNV8Cq2ugu/bIrR52ZMONWRF1Grr1QSuE8y8NsD1ZI5qPTKIyy9DcOnvvU4ZdpwOw\nOloXO1o1rwq/f12+rnLeQCJmKiazwiug1C9hbpG8BMYXVo/jaZQs/+9hjvcNjNKqmSIuzBTuJ6eQ\nk2k1NQInGb0c6ZyZtaJCgBVoQkCtEd2R/pBzngI/aojibC/3MiZsq1smdV8Lr0XLhsJH2+3jXKlC\nrxWEvH08SCwNsJBobac7RMs9MN3bdwuBZIOmOTN9C8I4Raf9Q5ac+saOWAYftUjUGtOxppDmvdge\nnmnRh+uyn36NdAl0bwLdZwH8DsxD/zSwQYMzorIQhbyOgwKkUmBAs0jYrphSZ8nyqWPq6juBJCo7\nMbyc804B5T0YkLwHA2oB6bw2BQJvAOUCOB6B4SVq4Ascw0agblPpYeDQUQmI1rMqYu7Mpx8GSX5S\nLEKzjOH3BacBH2dQXlskj1gSH7gvgAS80glZjsDxzs93LnMXChXPC9g8ushGZ608zjxvUEMFU7KJ\nvBpRz4bP3oaSXGkbUHPY5cF4X6xNqCbVtnlDoGmUKjyUr1WBopw8i6Lh4D/3TiUmAuNK8s0yiScJ\nqqWkUUj0fXAMB+edh0ZBDE4hIJnGmLLxz31ptaZqElpr8oWeHNhKRksbH/n6Jf+Lfo/aN+kcTTqp\n16GgUUqIe2kYOqSWogrweL8lMFNBFoM8lvxoShEqMGTM+6p9WBqbGOjA99lW9fVEX90iiIS2qpa1\nFLyiyoZew4V18e8mB7akFJvn/MpuneAS1deP0Sx/NeppzKfYf40h9nb3ziYAds06FAnoV7a22wUx\nf8ZnVF77SB6x1N3jSxq6aqW+AMrRfCH7oyVuo8xh5STdANhk4KI3OqtzAMmuQSaYOZwGo9eyAknx\nAJdi98uDad75FvUY1ZryntqiAklc1OxT7TTmQlEXU1zsxTqU4ubIDm2jDIFEBRj9LPyugEkZgOng\ntODQghMOPtOZZaPLFvkG1/xSEHhlMOFCEK9HFUdqoSxUHQutFAjqbF7yJelcAeYAzCgLpfWW7sXJ\nE4Wv+moiiCz1RYEEOAWSSONpUctKFad4PxWSS2l11AIC5m3jq4bvxhRDav0Eq4955uizz9kVKUbT\nebqYdAHkJ/Z+ukQ98jgXs0DUDVIxXtcB7yv+oQSbh2ufk7TE63xbW63JXSMAn1F5bZE8YokWCYDG\nk8b0IJ4c7jhall/S4bqvSSMJV9mO612vPdqGG5fWfrvRwKRQy0r2Si19PNprdzDtBwCyp8FOFPJc\nUGw/F0TkxGuH5e9poeoid0slCZUw00b9jPTqcFVhQ6e0CgXf0FWO3reDURF7uG/Jm1WDqnxRdyOw\nUdOPWupkgDsWG5/iFsmJMAq/W7RIVNhyjNRZD7kOV6T+rUCiFFy8n95jSYtX2idSa0tAwt/RQqLQ\nVzBVQR8tFPZDBehDY0XQiEASqTuW2J9g7b5yg28A7nqc7gRMGbYRUIFELJJ0BXS+RvJka2zE3IDK\nDhKkZ2deeQHAlGxu5c7W82y+dE2xSxdyDQL6mZUzxLaPVM4aSKqPRB3NEzAdrZaDv/r/wwDcFo/M\nKnOrfgXTXjrXjHsmWHRKKzq6ky++2QbE7HPZNe1xahvKRwD5YNevcn0FrPw+CThN9bJElXCyM6UH\n5Df3aAuKbdLwUgUUdfJyZy8L0VX9Cw5uBXZ9hu7m5HvaXNPLyRd8sj05meMy+fp2ADmWthGtL8B6\nNOstH1zwUIC6NZPgGqjSc8AymCz5GZSu0s/iNSmUh4V7qJCkcHXfQOGeBYaW+zMrE8xR7PRmYjoW\nCnQV2JSUai1EYa1t0vZw8MnxZx9YlcLx+hrSzLFYAiTIPVL4TV64rrSL7raDWxbrsWWCSLrfI8M2\n0fu4aWh91BlO32htZxYXBuKkDo1O1mfcYR7koPTiGYLJa4vkMYuPLjcCJgDFIz+GweiXcfT/R4vO\nYhTiHVpIfQ87EC53QO6bY72CiIahAvOFpIKJYbyuYY6oG5xxA1sc66McrdAD1x1wTWBSU12Bg5M7\nChm2h9/nPgiaWgmnCQojT65CRAu110BM63GkGQYgXTIqUNM05QSsewPL1AHTaNbHmIBhmhuLK7em\nOpgGOuVW09Gsmjy5wqAcB0sEkSjoMubCu5PvlDC2kGcYi4LtEbMMyuUOdh75vVF/09hAsxuB7gj0\n90C6w3zejJgLeaZ6yTi1LmKfonTlw2E23tH/7oCTY3PVouLrADTvNtp8XJrvS6AU52YCjqltaToU\n4MkBuL718F1GkF34eEo6FaaWrxlbMJ+mSdstFhADy8ZiVm7nEYH5EqdZJ+J+G13fr8s3tJw1kBTC\ntAswTKbJjgNwHCyk9+gcPl9vYVbJHq1zHZxH7czszgIidV9D1ICo1UyYa3w+44sDyUsAX4Vtws8T\ncHEELkfgagTe7Exrv0x235lQ1wgZLnJaI5FWocXCnGKQNnEPQdyjEDMGA3PBwe9MaP4SARE4WHTJ\nQJBx+HScp+yg7PcpDurUTg+wgId7AJsJ6AfPDnAApuSAk0wAw7X6k8iIh+itCCYq9Nbh8wlt/0En\n94hceRwj3dXuddwD473RflNBDSboXAvPByCTNlQgUbDj+Pc4pS61Lyd9T62WZOo/U54wNXz2v5fm\nMoC2o73Mo/WWLJAlMFHazL87wNbcewnYF5sHPYAr7v9gtgFqXUzpcnTLvpziafIuJl0DjjDcLT86\njVY6oN8AmdmVH2p7DMA4s/LaInnEUlyDqCDi/O3kVshxNGGlmRx07ZMdoiWfKED7Rq0UauHAjD+f\npbimMiiaYnKW4R4W/fibMGF4NRk1fBiBVW875gstB2pICadChBZKBJISPuOMW1rkUaNVjU75Zfhn\npF50t7mPS3bQ7DvT+vo+aIkqcHpf4MkU5WOZZ9Yok4EIGQZ1MZSpjWVtKyMiWJaEYlr4XIWIfk8F\ntEb+jPI5tVWOke6fcf9b1aJpfcH6u3J/Ws9O67OJQJLlfZWe0Q+hQpSI3mfjTlEaj0jJSxCpJZqg\nsAeE4kheTu+jYxme70l1QJlWwLEH7jvgLts5P6OPUzVVXlo/y41ZdcWDOcbJASEMA7tU21NQ909O\nxSzeo4//2hWaSgPEIANW0lkE8jMrr30kj1jSm+F/uODxXdxpbHKWLhSGuN+g+Q7vALxXTDPeHP2k\nU6cj8r0JzZkl7RdMg/2dO9fAO6dijjaxVxnVMTj5umU7VsWspvHeAZETOJ4TEUFDgaOT/yOvTUFI\n3pcaLSs1e/4fQ1TVKpFQ5YS2MPPgFpwCFX+bTtvEIy0i9mWOifysuovcv9CrbyFKFW0z+6XtiIKv\nyPszVVd+W+Q1KA3VaiQtcgGke7M4aBWWySywwn4PqOl5ZsIsWoZjqFGKLgFLRVnpIPOuo2B+tsiJ\nfi/Vf0fHRJGvxgAWUl9KE01o0YBPAbxh2R+uRxuLq2Rvb+CYRqXJIxsPB+DgCuBYmkEFaXmB+EH8\n+ZDOKqUZiszjeuVdWnE/ExWkaKGLxX0SeHAG5bVF8oilAolYCjVaaXRNtjR5yhRUL2B7pWhJv4AH\nMI3tde2008qVPKWWmfunHt3pCmHO/t4I9JNFLnXePq5HyvUeDUhmIALgRNtTrZDygZ3ie7Eqz8+/\nFTgKmgDo5LpKobDTCiTJwCNtbDFn7q2Ju6MnzMyOIgIwyqaEUyCpNH0x2mvFnek0W1gikMRXlUSB\nfpyBM78fKSzIZ5GTJ2142YAkOS0z+tjX4zvonI8WCduvmYgfUgwi5aZtKs7joEfbtAO0/B98mLJI\nqsml6IgGJgpcmn6Glq/SoOzLAItEfGp97R1IusE+uiieI7HAnmWy603FgOT2aMEwxddWxP9aHUzA\nofF1fl88SYFbvmkyi7AM0l5uymS7XwPJo5fzBpJP+B86waktuYRSJkItkvfsY3wAl5EFeGO0+jy5\nWyG50pnma7+GHxZRcJOsK//+kNr8VNq5wCySw2jO2ULr4hJNwPOGutbZGarsKrQVTKPmSkeiCh6g\n+QyUSolRPtQcPVdT6gwo68zmjvQLuS788xdoUWTeHlWs1WCios6fVmZpAtaDKN2XmDuCVbBqKeE1\nCu8IesC8/Xp9yOdK9yjAXrpFcm9W6eAdmZJrzxrlpRZJ5WrQfCYfZpGo1VWAlkpBHC10VmHCXGLq\nA9HfOcjUjRbhftEi4b0p6TlOPBXuqX1vNRiIXLqVzmSJuaD5enyD6uEA3AzAB66k6bEjOgy0Qkqa\nz6VRLJKXaIEclwQSKhD0zXwTWSSvqa3HLM/8VSY4BV1/BCZPypZVsHpRg77+Tw2onPqz00KNsmhA\nW78MoMkw0KALhNGGT2CpV5gI8iRNhjo2VYhoNBH7oxZI3JAYZYz6A3QR6TVVDaQGRzDp0RzfwDz9\nO9vidSrmLyhHyyZwN1qgA/2p1fhJaGdn56YbT2hWXaI2oNmN1ekM1LRQ7EPSsWVK+SjII5c2c9DI\n33HnOa0j3xuEI4xSvTdrNV/Yc58moH8GdG8Y2DTNAvNIIchYq59GgSyW2YSkeckzihWJ1J7mQ5KN\nF8VHmwMYQWsMr9E60vGjgtHb2KQroHuClv9Mfy9jmQrQXftaWQFpb1bo+t7AqE+oGSRStu4ytY+u\n3X60728GX3vOFpxE78X0MOqfWorYe12+rnLeQPLUX8lb+WToXANJA3B/MPO6gwMM2nLLaIJdTz+8\nxvI869stZvIZEIc9mkk+lcYMXftnPF/paQKe9cDFBnWjYrUOFETIRvAm1MbjYuaC1h3ICiTaCd1D\normi9LuKpLRcLjC3BvgZr63+kMGcqsMRGO6BuyPwcgReTu3E1cJnkYGLFXDZA5eda/H+eT/5HhMK\nq720V53mTnVMIyznmgNJ7mC0Gx/uUo4rFW4cY8pZHQd9JgSSKzS5TCApQL9GzR+WL4HVFZD5jCOA\nefsBtFBUHWdIP2NJcM2FHeUpTQokMw4MM3O2OhwSanZf8kRxjkULRcdKAZdWNJtzjebTW/LFZRuz\n9Qq4vjYLBi+A/n2ge8/AoetaramKfP6SGUiw/SlXd0C+tS0A18mPftD5Hzdlcg7QMj9DHukMm/SR\nyocCyXa7/QEA/yFsqvwogP8TwH8Bm7m/AeAHd7vd4eErfB2FFolomSmZc3Z1BLqDbJ+YmuwhI0E2\niXKcG72v0Ph6VWSiwUC5qwpb9ZmUJofWxa7Zo520+DQBT3rg4gKWBZZnRKjVoEqkgohqghFIdIMG\npBMUSIx4imdhaKcUSNh55Rcg19ZBEp8NgeR4aNz3ywn4wC0SzRS/zpZF4GIDXK6cqYG9Zg94oHKA\ne7Q9N9KvUszymQZgOtp3ug52RjqBhJVjzTGAjI+CCdA0aZ08pEforymY5SdLALrnQHoO9M8d0DLq\n5syZ9qH3LH7NGmmAOZBEMJmZxmqR6KyMpMiI9qA5cGqFFPd0Y14jmHCu6U531ggkBOUV5otF6MME\nj7DKpljgbe/aHZDu3BLpzT+HS7Sd8RfOOMBfb/zx+F6edbZ8eVkBhBaJAgmfQ6Qzz6R8S1Nb2+32\nLRh4/JMw+fjnAPwxAD+x2+0+v91ufwzADwH4yUdpHZUvLky36LOf/Nat3dQd3XEO2QyIppzrQXpU\nWpX25S1Ur9N1TSLhZE9TsnvwqN51Mux7BuBpZyb8egNL0aCnvcUS6YNIe+niJP1DTVeFrgrDeKBS\nDlWprRgtpXxf9EWIoCmDOZ2Ho0XjaMgvLbU1THBsVsDmAtjQVORg+67nkjCnR47hfhNsR7lvCMwJ\nbXe8ppNXDTq6CpR6oZDXh8ox4LjGqDZ2aALyNZCfA3gLp5p4nDyqDCzRWRFAot+GcdeJjaEZu4QC\nYmIVoGb2pRPvVc7+qLTQCjtiPq6krbi5En7bC8znqlg0qcA2Aq8M/HEE0gdmeczGmWmFnsIW0uV8\neFJvFs3q3izTbuXgo3Oe1rgCyUMW35mUb3WL5F8A8D/vdjseafO57Xb7qwA+55//dQA/gscCEmrd\n8TxoEXg8g50WNmUpLVvuh2LqqUuchqFy/VAexOAdpY9r6hTn+698feZifO1ltr0jmx5YXdhEr4dL\nERQK5qngVevjImV1ZkIXePVhKCioT0Tf48LShR0dQOF+tSiCEsTkGaSCevYDmTFug+GYX8Aj5NZG\nAVVekYtfndQD2iY0lZUj7GS9vWuezrkn7X/URhVE48MU90HtI6QdBJS4MYmBHgPq3gjc4jQdjQK1\nCjNyoJq5WJWkKNhnz0MdYTHGSRHUAYS+kQG22UXHmc9xidJiWaJX1eql5OB4X6Edrsbf8X5+zMF4\nDzvi4R7IHwDdja3frHQkHYye4HGWq47+yQl2PO8GSM+8Enie+W/jBsUli++Myrc6kHw3gKvtdvtX\nAbwJs0iud7sd9cWvAPj2R2sdz9hQEAmUQIZZApdoYKCWrSTkrYlw9fgGvhJYlvwjqox3zsfmlVEr\nVy5ML4uZ5+veTO3VCugcSGYOWN5UT51jwkTvX4qCfUINr63RY0u8nDp4lLJSIIkacZHvd/K5yigC\nOYHOwSxNRvHRoGFuPBIwVb4SSKhpXkl12igpkCpPL9FE2ccywe/PcaDA1pQvMUgA3k8FEfZVnwmF\nz4hZipQKJGzTC392b3uf3gTwBtqJhNoW/Z9OtCUgUVopUpYnWgM7RI3CUzhX3pDXKifJTWdAwu9G\nn020pPi/UqP0PaiyoXOH8/ul/T++AI7vAoe3gW7vez8USDhhlKa8kvuJ4z7DxjE9cRB5AqcCvF7L\n+Kqv7UzB5Fua2oI9hk8A+H4A3wPgb4bPH/exEEhi1ltOWDSL5NK/qrKTQCJRnPV/3cfHvxU80gO1\nOBWU10C/Ms3oYjLmoCaQk4oVWjp8XZgaq6ya7oS22z6jBtzAaW50Zt5X34pq5NEioQAjkESNtzp+\ngEWLBGiaLM/jln7wbG1aJFwM61gzsKJFoprjM5xYHidCj3Vv49vBQdXpksrmKJBEAR6LgogKUbXs\nRjQA8fxQswydt2gA+wnvxzUagKuPRidhDIKIc0OtxJk1EiV4fGBE3oQWNyuWCNtPYI6RS6+ySCIl\nx0AEumsiALG8RB3/4qllDu8C+y/AzrDZAP0GzXRljUAijvPkQIIElAsDkvpdAgmtGZ3XZ26RfLOX\nDwOSLwH4pd1uNwH41e12+wLAYbvdXux2uz2A7wDwxcdq3PRVe61p2z3Lb9rDNoZ5qvPDaNY71wGX\nnLI3ytLQb0q+bi/fAebLNcpm+mGLm9mdrueoieqaZwOUeyZw0OKYUA8IQkbdNa27gBNQUysl1+jY\n55T9lRqt3n82sJhrjvEzbSPTXNxgbr1MaKnAndYr2do2ZqDv3DLrgP6N5pyeLXZqjRx8AiyrZN9V\np1ZKaGeLqONXKQwVImoJ0sdE5URpPqX/cvifij8Bi1Qf0JD0yvs14/VwCm7690MRHku1dj5KxOCU\nKK7Z6NvqH4nPnEXHjhoZAVaBRn0ROfxeX4E2j26AtDbFr5881HcFC5km3UdNj8ESGnmlVKjTaCmj\nWXiX0i4d01eN5RmVj5Pa2m63nwbwc2gqzp/a7Xa/Er7zAwD+PdhT/6ndbvczr7rmhwHJ3wDwl7bb\n7Y/D9K5rAP8DgD8K4Bf89Rc/ele+tjJ+2V4Pk596OFp6hXx0ztx3GB8HS9oY2S9g7rNVJesWtlmR\nO+BVtkb/KuczZdUI8VsolRQ1Yp3IuqgpxKb2W6amr/Ld/yDFza93xSKcOrcG8oSanp0RUInWAwU/\nhaAuLgWSqJ1TeO/R8s289IEUaygdYWG7sOvm3gCkrIBuI/U5kN8E0hsAnmMepkvhT4Hfh6pIDumH\n0kwFLexWwVHHXjUI1iHcR6m/SPG4JVqpMqUDSas8h1Fc1Kw5gWKf1Gfy0P6ih4ClNgrSYOH/yhGY\nRtQQX7VElwBE50f0OVEZUQ4YmFt7qq1pOwnEDJm+AvoLtyIujAZeXQGZNJQuONKDOjc4D7jGLv0z\nDWSJ7XkIMM+wfMw+kh8A8HO73e6/2m63fxDAXwDwR/jhdru9BvAfA/he2MT6e9vt9r/d7XbvPnTB\nVwLJbrf74na7/W8A/LK/9e8A+PsAfn673X4OwD+EIdujlOFL9noottHtptihVdlrN8EOT2LFsiWu\nNDjX1g0MRN71V/1c952ookM5N5Ym6AHMJ7k6aFTzob9B6RoHkuJ1St7u0tpP2XdwUOkn29TVTw4o\ng2l5XQd07ndJq2CVAKcRXNqu6C8glXUD4AVQXsCAJKEe/pVyA5Lk/qG+A9YuENK11Xxtlkh67kDy\nDHNBq/w3sAwiKmRpZSnfP6I5ubUokHAvktYBc+16aeIoKOn+FhVuCiT0k7B/sR+Reoxx59GaepCW\noaqkdrZnSywCJGqNad/0ehEANJpvjfl1CubPKP5W+yBKSboEukt77TdGz+Zr2KmJT3Bqqel+HH3u\npGqZxE2DHHr5DTB/jspbn2H5OH0ku93uL8q/3wXgC+Ervx/A39vtdi8AYLvd/l0A/wyA/+6ha37o\nPpLdbvdTAH4qvP2Hv5YGf71lfMdeNS0CNzyrm6Cud6F5dP0xjH5sX5nJypeYu2E0NF6p6w6oyeNK\nXJQq6FhF6y8uoItHsGjOvUBMVGAh9uiG9iIdLmjXYGp37ghOsMVac2RRuAHzxV5CpcXEiKVbNHqL\nFAfsAaTJAKT0fi8XnknDN6NPhNqnauMqAKIgjSBCARwtC37O8eFzARqQaIroPeZWoWreSxp81NY1\nIovCkH1VmibSVtq3CJr6nWihJGB+iDkbqLPDkXUam2YVw32XtPQl65RAAnlfrM8ZKCYst52LyWu+\ngB1nzXHh37RAluZErPweT/1c8jlFBU7/PkNaC/j4o7a22+23waJurwH8ofDxZ2CBVCy/iQ8JqvpQ\nIPntLIz+VcpK5zizjNJvwHMMik/oVFCji1JxOghNZjxBOyuKu7GVete9Vwwl3gBYuUVUP+TkjE5r\nEUrTPTDsrU6H9n5yv8jk1hWSUUQ8hCsV0/r7EfXY2i6hpobpaKE5sAxO8eWjRcb0N3adGTceBdcS\nncPi4FT4m2B11WNMPWwrka/WY1bjRsEl4cnKe8QS+Xv9/SFcg3QNWZ+4v+Sh9yiLmWiT2sSSZaDC\nTekVbdurLI2EORhF7b5Dm9T1zFmai+r4GUw7IapOBJIy76f6RyJoRN8Rd6mrdaJgsQRy8TUqBVEh\nSGgRgZRC9DXF4Aml//SzIp9pFBz7hPDMIO+dWXksi2S73f4wgD8R3v5Pdrvd3wDwvdvt9l8E8Jcg\n1NZC+dARO2sgOcqr+j7ojqhrN5nTu0vm8K0TanKKB6jZgplBm1Y3qfYi91MgYXBLBZJiEScnQMKF\nER28Xqd74LgH7u9tNzjKsoKZkjmoO49o6UbYoVAuH7iDOifUTMQJdo8jZccIdEdLJ5Fv7Pvqj6n3\n7KWtSyAC1IVfz4YXKqgeQJTQnKSsGuKr7yudpYKIhVbFEqWjzu4ooCONsfQgl2qHtvmFwpSrIgIJ\n2x1BgPxntFTU0lqySvrw/RmQJNSDrGZAwggB3dyzdzA5ANPg1kjBiUWiykQ0gxnZRUtN/SAaWq4B\nYw+ByJKvJ1rrvP+9fEb/k1oeVDw0KpHtKfJZpLUm+TsqGf8Ild1u99MAflrf226337fdbt/c7Xbv\n7na7X9xutz8ffvZFAN8m/38ngF961X3OGkhokcSo32ghrJPVPi5O2ov0RYjzecI8eOcIY3DUin8Q\nSFyAL2o6rEGAjQfgsAfu7i0/WJ3TRdZgMbnR9bDQyEsHwnvU8+vRoWUNJ0hO5l/hOel7ACuPbutV\no+S4AM2Z6m1YjOCKv1NrhHmQ+B436hAwLkJVCkJB4iENNvqY+NBXaACggkJ5fJW7OH0WJ0Ci1ohy\npiwKYCv5n9+PFolaI0vUllJAr/I3EExOgERJTwltK/du2mJukahVApxaawPmNOZBnhcrtbeH+vO1\nAoooedUiAZovRq1OpcE4VlSAaLUu0aPsX1RSWM4QTD5mauv7Afw+AP/Zdrv9vQB+LXz+KwD+8+12\n+9yb9gcA/LuvuuBZA8nKF3T1U/jauE52iM4mtVw7vdfZ4qSFkGB+SDrJJw/8KBYRFQ0DdSlUOZhc\n6exgu9V1Ai85iIMWmmDUWk8KCyI3cmMwuh7o12aRpAsgyybAqmWl+bhMsH7QBXBbYIkQD8Aqm8WW\n3IRLjFRSioGNiZomMF90XPwH+Z4KVta4wzxSPA85s1VjjNpkF74fOXpqBtRw/YjMkmDnrXvlmeuF\nKTZ4qdKAvcprHQsFWVovmnb9IP8n+U3k+mnhcDwjgNfnkGApETihaXZxIogKxEgtTvDo5ynhb15G\n/fQaas0+0DKI7VQ/CvvD50UQXrIGINegVshrXaJtSI0LMs5BnQ+cA/wM8tsloHsIXH6by8cMJH8B\nwM9tt9vvh4m3PwkA2+32PwLwt3a73S9vt9s/DeB/hI3mnyA9dCQAACAASURBVKXj/aFy1kBy6a1b\nwSKVLnyNbLLVdXYA6d0PEAW6AokLGzq5+2LH4lLAq7xKaDLwEgZaFw4kXQd0axPyJ85B1cS0FAOE\nVWeCjYNej4bITWbklVNaPAeELMYR80VQzPE/lBYefAfgrphSOU1mlWxg1kq6NBBJcaGyrQ/x38B8\nwQPzCB6CiQouJXyXrhPGpr7GBT/J9x+iJnhN7nm5xTyqYjK3wXhAy1Y8WC2Tn5rpfqakglV3uVMp\nYc2YC95LuTdDr484jR2PoEJLilQPx0knRTX59AdiYhXviO4dif4u/ZtjqlaamuUERWr/UahHiadW\nRnxOS8+KIOZ7J6tTkkETsW06NhowQAs1zq0IPEuAdoZA8lg+kqWy2+3eBvAvL7z/4/L35wF8/mu9\n5lkDyQV3xRJE3HroMlrK6ZUJ37redPFTs/KSfA2WZM7rS5jjfFPmTAMVSVrXVzCLZJUMtNIazams\nWjjLgsDsHAhy8o+SzGuhTpKnnc8buw+AxuErQAmQHNDOrqc8K5P5VS7d75qvvA3TQlXwi9aD9oeL\nnEInYx4eqmACua5q6EtVBVbk0aO2viQMFEg+QDsO1yNhx8n8RsfJ9yT565SAaweRddTOl1Kc8DsZ\nNtg0AS/RjuNk7rSVXIeZBVTpIAgTF6J1WHO/qPMFmEtZb3AM943Wx9Iz1P7GYIMY3RLBRN+joaS+\nLX1eLKqEqIVNYNFQbm1fpNFYcnh9lYJC4IltOqPycUdtfaPLWQPJhsI5LgrloFehKpBQgeMEdQGU\nktE9/dj8KyiwKKjSFKAMA49Lp9F6B7BFR6CGSqq27zW507w7mpCnrEjAnAbSuHjuLFbhXlBDj8fJ\nfSJlHsr8EvbZyim8vgC9U+grPxwMaONxQmktCWv2afTH4Hsw0j2WdyEv0RQUnAoeKti0rz3mAmfJ\ncayydA9Mt0B54X8fgOJWiMpH3UYyZVNSugKsJwMe9N4nB/V0Eaw4Ck/V3ongL9FSelD+x/0pCo7U\nXvj5zDeT0JxhOrmiKcHBmE5pMuBUgEZqawlQNLIlCuQlkFJlRO+vfpA71HiAok337zBTRdKMAwXN\nclHKILJ9SrNF4FwC1DMsr4HkMcvGX6NwU02XApCTDmiTRTUrAolqhD7R8gisBtPeMZhwSan5Oy/c\nD1PXNTD3e1LQxUkuWnq6AIqHxaYDamoTAHNBriGQ7IssAoYJT6Np1jcT8LKYDHshlbkgeb719R54\n8oFnJbkG0pXVeiQp760LvMj7K7Pkyoh6uFS+B9KtWVkzv69stqyCksCQMReqKhOn0JYIIBqyS8H9\nEpheAIcXwOEGONwD90fPhDDN05gxSIiGRCnA7WjfPQJYjUB2SzevXDfpgNXK5TCVCCopbGfnF/yq\n94MpYJ5Kfx7ytTwkrJNrDOmI0+LmFvxBYEJNxaxjR0qOgScKIrzfFD6L62tp3WnpQs1y3ZewHQi/\nBpQvAOMXgfFtYLw1paaujR7o9kB3C3QvbX3M6D9dA6QImBlBFZ7oh4ngF8HxdfmGlfMGEt1AFydq\nnCwRSPg/K4UUgcS/l2DWwvretKIVF5lbLjk1Zz6P/gT8eir8Rsxj4Jeyzh58kXg7K5goLaT9Df0s\nMBAZR2AcbJf/TQHeL8D7MAD5wF/XaFbKzQR8wg9kurgHMhP4ufyZWQEEX/VNEEhgNBmBpBwMaMuI\negxtpXzQfoeC5kdRDZxjSM2e2qf6SBQF9G+aXy+A8hI43AI3t8DNPfDiaIdsvXBLTRVT3opNvJ8s\nX9swmcLAUPJ1b/9jZQESM6aJz5n963ywB2/TJ/3imgImCjlg7ofgZwTg5JIvDf63lEKNx7k7FLRz\npOU6BBMxWmb+IwUSfd4KIpD3owIXwVRBhs/oywB+FSi/CozvAof37FmVY2t2mmz9wYFkNvej9fQE\nLdPy04X2Ritar6Gy4MzKGTbpI5XzBhJaJBoJRKEtZvFMiwZOgYSfqeNDnIPZKa5+Ai4O7X2ejZE6\n05pmQMIFqYszo9E83Hkr4Je03VpiIkHtAzATPlMxIDkO5he5gZ1KyFQv7/vrCjXDCW4mAHvg8gA8\nf2E0Fya0dPXUsinYo1OTQDLBtinAwKTn+eUKIhu0JIvcgZzkepGy0v0L9GlRMEQrRAUKO/cBUG4s\ntPrlPfDeHnh3At4B8E6xr6h8oeF08HE9TkYDllG2gyTgwudcf2HZnYHQJ6Xw2If30ebHBrbLnWHW\nS0JZ/RD6zGmRcBPUCfHhDS4j2vkCmPsrloTwKGPL+ymoK+X2KhYgWiBa1dq8gVkk/wDADhjuzWK8\nO3izvZvZ52e+Bcram0eFRl+PMBCh9b9auL+2NyqZqrCcWXlNbT1mmeQ1aBdFUwsN9n+ZjPeeOtjG\nxKNrykfU/Fx1vimV5JpRB7QJGDUd1cC4QPV7GfMNbHE/wRLHDLSFr4JGfQZAA7/ioJabJXCcgDuh\nt+hsV/YuA3g6mZZ+A6D4jvdVZ/6Tk4OmNIKGY9K1e9NSq7JO+8IxuIJp6QQVCiAVNkpvURjrGE2v\nqBJyWzwS6zDaWNyWFkB1J7clW9hBsnQU109KiGVIPseY7p/AwZxeCmwKhkn6TWd7FMas0W+uIa1w\nVX3kwMo1OAizhG/6ufyv85zWiVqDXficlqPuy9DraOh4BBPem3NC/CO4ceNqALqxhd2P3p10gCUb\n9YcwHU1pKQPQDe5fHIC0NsBJd0DaY77GYjtUZmgOpCW28Le5vLZIHrOods4youarKnvTjGtqoQkY\nEjBkYHSNNg9WuwKseqOu1kohaQghNU6CARdR1NrUVNbJ68K+Ck0FE8hvEa4XfQHK6cJ/7xFi+QDb\nsNjDsh8fzSdwOzZZxrQvXFv0Bb+AKc3TAFzeefePmOeGesjKc2GSva8lSdcVWNlmydox2/FNYRlB\nmUJbfSav4rLD89BL0C9CloiPWeUNFVpmtr9Cw4gO5m5IRxduEQDi84r7L3RviQJJ1J61r7rZDkDV\nbggY/A0/I4jEMSqhQu7HTvN7qunrvJswjzjW30cA0dckv9e2+HW7YmH8bFa9rXOO5dZpW1iW7+Nk\na/ti9DDt0eZrfwC6ewcS9kfBY8niioEEZ1bOsEkfqXzzAUl2ILltE497KYYCHJKvYZ/U3WR1lWxC\nZmcDkloOlDAMZQXaAmI7VKNRbVQtFbVSokWiDsHITXOic4GyDZSETuuljTu4e6B0JtQnWHr9u7Hl\nIoxAskLzTX8A1wxvLYJrfQc7aY7hzMAcOAV0U0JN0cLUKJW+d/9God+IGuM92qZEpU84FryfWiWk\nyfy+i1XGrhQTRsfSTpKlYaSYHs+W4hlKejQKm9QVU0DSHnNEIhCqz0E39HXy/wENnZZqiOKdgwJB\nJM2juXh/gslDQKIltj3yfOqMBxqgqZKkVksEEFb+Vp33XtNk4NzL17iMjsUskHGy9EGMRNwX88k9\n8Voti4M9l0wLVpUStcp0DseotDMrr4HkMQtHl1ogBdEAFO5OHnzuEkgwZxmqRZ8NUNZKGwn/r/TR\nTIMsaIKNIMDfq2Wj2h8pAnXuR9qB1ky0aoC5VaCg5PdPHIvRLJIhNS0ccku9LNfSHgaol5ONYUWd\npb4EzZa01kw7VuVYLTamD9fwYFIpSvVoX++Boqk6vDNJx5Fjoe0NmnKeTPPdwIBujZaZ4BJ2PPIs\nm0tqLq0Ct7aSzZdMXzdDeelfU6tEN/MxgusGKC+EiWJbHwISDXOt1rAOPtr8g7wu/a1tU/COfpQl\noOAtdc4piLwKSNyyqJSW7g0pqOH1QFsSBR7AMRg9me4bm3jbflr1vP4IdOqT034pi8Bx51io9XWG\nQPLNXs4bSBj5xEXs2l2dK9kmVRmchhhRN/curd26c5la2Cp8MVIQUYNTAcj/df8Ez4tm1ltdZJG3\nzWhhsqQZuIL28pra9UuC7dC+t3r0RduVdn4KbxPTYpHCeQbgOltmgM5B72TzdLRIlKIgUMKAo/p8\nddyLWX7dwbTGpNSeAmdGM6M87+B0Z3W8NTnadbBMyHRs6BGvKwBXQO4tkOANF17PjsB+sLDeYbT9\nP6tkr+tifpH15K+5VSahhFtbm97uX5UMPaRKrWUFwwNQ3vaxuQHSJwC8Za/1yGXOsSVnu84RpRU5\n9vFzfY101ZIFTXAhD6ip+OOiUfDQvVqR1lIr8Q52jv3bAH4DwHv+fKdmQDFvHK1lLkseEUOMoMFB\nud/Dwf3oluIt5pasgpzOYx2XM6W2XvtIHrOs5VXPd3CKpbj2t9r7BBtNEHCTL+U1lbs0Ga1ThZAu\nZF04ygEnnAIIFy/9IgwJ1f0DT+SanfyOFg0wpwHUMennf5Rbu0cV9LkByOFgkVtltGgzZm5n1TXV\no2ngVzANfJPd1xIzvKoVopYXF2RqbSlHYHIBUY+/cGGxck090yHK69AqYQ2HTY17YLi1miegZMsX\nNqP8KCg8SCBfAJdOoV14ZNCwNwt1nFAP/sqdgW4/2msHAxem2Zlp5/J+IojFyEG1UCnQGPRxA5Sv\nAPiMC74eLZxdgSTSfYESqvNsibJS60M1b839FUPgFUhmuzMxV6T4fHTDLTWT6BdRapdA8gUYkLyL\nFoMtYIJweRoZN2jGDF1OCiS9AkmPuVK4ZLXqGJ1x+O8ZYttHKt8cQEJC28MuuTGQUUTkTrujg0hy\nc1kulSFAAiyHucYJGWmYCCQZ8/TpCiIEErVs1B/CV7ZfLZIb02Z5KiEFWOnMIjkcgf3R0nwUF4hX\nAN4C8CmvxASW2eb/ZEKyi2lANDRX28v3hHYpnQuFwcZak81OBS0seI85FXTAfIzFsVPuzRoZ7oD7\nWxP4KTkQcKaS4xDrICfgcm2ZEJ6tDHzKZLw7IPNF/TTuJ0vZLJp6AJho2gz5TmqRqEauc4HWyN6e\nXZlsTJKfWFmewc6sVyEdqSeEawJzCjB+J9JYQhHOQl1VgKpQVYuEY6ucaAQTBdJoabPcwoDk1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fkaLlkTYGIwnGtGmwtCWmqaikNkTT8ryVppE0jbRKpNSmNxUaSo1SE+6UxhJUCiJpe8895/v2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\n1nkN3oPC0KahsjkfoTG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XgO2dvHYpF75QWozxFTCF+fd3XZZCs70CwAd3VZYY498B8HBK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\nLLPclsxAMssss8wyy23J/wdjfdIGuxNqXwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 161 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the thresold for $\\alpha = 0.05$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threshold = sp.stats.t(dof).ppf(0.05)\n", "threshold" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 162, "text": [ "-1.7108820799094282" ] } ], "prompt_number": 162 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final result!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(16,6))\n", "\n", "cmap = plt.cm.hot\n", "cmap.set_bad('black')\n", "\n", "plt.subplot(131)\n", "plt.imshow(z, cmap=cmap, vmin=z.min(), vmax=z.max())\n", "plt.grid(False)\n", "plt.title('Unthresholded z-map', fontsize=20)\n", "\n", "plt.subplot(132)\n", "plt.imshow(np.ma.masked_array(z_threshold, z_threshold == 0), cmap=cmap, vmin=z.min(), vmax=z.max())\n", "plt.grid(False)\n", "plt.title('Thresholded z-map', fontsize=20)\n", "\n", "plt.subplot(133)\n", "plt.imshow(np.ma.masked_where((z_threshold != 0) | ((z_threshold == 0) & (t_in_limbo < threshold)), z), \n", " cmap=cmap,\n", " vmin=z.min(), vmax=z.max() )\n", "\n", "plt.title('In limbo regions', fontsize=20)\n", "\n", "plt.grid(False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Jjz8vHqrqoZp6PW7A8N+9vehl03BTPX+8fiVY65g3dY2tPX3eZ782J3uReEZv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\nPMp/dRXVx2IQsV8+Ieq454k0e0aTjahVamsaV/gC6ikspzCfxmNaW7y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urH08jXBa7VYf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ltvL6Cp2qbFCy0yzZROLySYDKWE0+Q2mwQF1x0elXz44TH/+l8f85OftptQllu8/PKYP/zD87Az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JOnW2SiOWKeFUKbzml8tOqn7VtUFJK5s+ID6jooWaI6b9bgDNHjA+ADbK9zopoJMK2k9bSVqz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\nkEGv1x1iOV0qswqtE3WPdfdoJxbqWuxlmaHfhu5OSnf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