diff --git a/README.md b/README.md index ac0841a..1c64666 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ [![PyPI version](https://badge.fury.io/py/fastkde.svg)](https://badge.fury.io/py/fastkde) ![GitHub Workflow Status (with event)](https://img.shields.io/github/actions/workflow/status/lbl-eesa/fastkde/test.yml?event=push&label=tests) - Open In Colab + Open In Colab # fastKDE @@ -23,26 +23,20 @@ dimensionality). **For a standard PDF** ```python +""" Demonstrate the first README example. """ import numpy as np -from fastkde import fastKDE +import fastkde import matplotlib.pyplot as plt -#Generate two random variables dataset (representing 100000 pairs of datapoints) -N = int(2e5) -var1 = 50*np.random.normal(size=N) + 0.1 -var2 = 0.01*np.random.normal(size=N) - 300 +#Generate two random variables dataset (representing 100,000 pairs of datapoints) +N = int(1e5) +x = 50*np.random.normal(size=N) + 0.1 +y = 0.01*np.random.normal(size=N) - 300 #Do the self-consistent density estimate -myPDF, values = fastKDE.pdf(var1,var2) +PDF = fastkde.pdf(x, y, var_names = ['x', 'y']) -#Extract the axes from the pdf values list -v1,v2 = values - -#Plot contours of the PDF should be a set of concentric ellipsoids centered on -#(0.1, -300) Comparitively, the y axis range should be tiny and the x axis range -#should be large -plt.contour(v1,v2,myPDF) -plt.show() +PDF.plot(); ``` @@ -83,7 +77,7 @@ conditional #*************************** # Calculate the conditional #*************************** -pOfYGivenX, values = fastKDE.conditional(y,x) +cPDF = fastkde.conditional(y, x, var_names = ['y', 'x']) ``` The following plot shows the results: @@ -92,31 +86,20 @@ The following plot shows the results: #*************************** # Plot the conditional #*************************** -fig,axs = plt.subplots(1,2,figsize=(10,5)) +fig,axs = plt.subplots(1,2,figsize=(10,5), sharex=True, sharey=True) #Plot a scatter plot of the incoming data axs[0].plot(x,y,'k.',alpha=0.1) axs[0].set_title('Original (x,y) data') - -#Set axis labels -for i in (0,1): - axs[i].set_xlabel('x') - axs[i].set_ylabel('y') +axs[0].set_xlabel('x') +axs[0].set_ylabel('y') #Draw a contour plot of the conditional -axs[1].contourf(values[0],values[1],pOfYGivenX,64) +cPDF.plot(ax = axs[1], add_colorbar = False) #Overplot the original underlying relationship -axs[1].plot(values[0],underlyingFunction(values[0]),linewidth=3,linestyle='--',alpha=0.5) +axs[1].plot(cPDF.x,underlyingFunction(cPDF.x),linewidth=3,linestyle='--',alpha=0.5) axs[1].set_title('P(y|x)') -#Set axis limits to be the same (limit to the range of the data) -xlim = [x.min(),x.max()] -ylim = [y.min(),y.max()] -axs[1].set_xlim(xlim) -axs[1].set_ylim(ylim) -axs[0].set_xlim(xlim) -axs[0].set_ylim(ylim) - plt.savefig('conditional_demo.png') plt.show() ``` @@ -128,9 +111,8 @@ plt.show() To see the KDE values at specified points (not necessarily those that were used to generate the KDE): ```python -import numpy as np -from fastkde import fastKDE - +""" Demonstrate using the pdf_at_points function. """"" +import fastkde train_x = 50*np.random.normal(size=100) + 0.1 train_y = 0.01*np.random.normal(size=100) - 300 @@ -138,7 +120,7 @@ test_x = 50*np.random.normal(size=100) + 0.1 test_y = 0.01*np.random.normal(size=100) - 300 test_points = list(zip(test_x, test_y)) -test_point_pdf_values = fastKDE.pdf_at_points(train_x, train_y, list_of_points = test_points) +test_point_pdf_values = fastkde.pdf_at_points(train_x, train_y, list_of_points = test_points) ``` Note that this method can be significantly slower than calls to `fastkde.pdf()` since it does not benefit from using a fast Fourier transform during the final stage in which the PDF estimate is transformed from spectral space into data space, whereas `fastkde.pdf()` does. diff --git a/examples/Plotting.ipynb b/examples/Plotting.ipynb index 260fac1..3a9dc17 100644 --- a/examples/Plotting.ipynb +++ b/examples/Plotting.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", + "\n", " \"Open\n", "\n", "\n", @@ -20,12 +20,11 @@ "import numpy as np\n", "\n", "try: \n", - " import fastkde.fastKDE\n", - " import fastkde.plot\n", + " import fastkde\n", "except:\n", " # install fastkde if not already installed\n", " !pip install fastkde\n", - "\n", + " import fastkde\n", "\n" ] }, @@ -60,7 +59,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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EREREpCEoVEmjqOiAN7Rjy1j6V6F3m0hCg2w4ytxsyyw0uxwRERERaQAKVdLg8kvK2XrAFyiGtLCZqgCblUHtK5YAal+ViIiIiD9SqJIGt+JgmOgcH0ZChN3kahpf5b6qXdpXJSIiIuKPFKqkwbXU/VQVhnX8fV+ViIiIiPgfhSppcJWhqoUc+nu4ge2jCbBaSC8oY19eidnliIiIiEg9U6iSBlXm8rA+zXfw7bAWOlMVGhRAn6QoQK3VRURERPyRQpU0qNV783F5DFpF2kmODTG7HNMM7aBmFSIiIiL+SqFKGlTFzMyQjrFYLBaTqzFPxdJHNasQERER8T8KVdKgKkJVS136V2HIwZmq7ZlF5BWXm1yNiIiIiNQnhSppMG6Pl1V7Kg79bdmhKi7cTpeEMABW7NESQBERERF/olAlDWbTfgfF5R4iggPo0TrC7HJMN6yTWquLiIiI+COFKmkwFU0ZhnSIwWZtufupKgzp4AtVyxSqRERERPyKQpU0mIqmDC31fKrDVcxUbUgroLTcY3I1IiIiIlJfWnyocjqdOByOQx5Sd4ZhqEnFYdrFhNAq0o7LY7AmNd/sckRERESknrT4UDV9+nSioqIqH8nJyWaX5Bd2ZheTU1xOUICVfu2izC6nSbBYLJUNO7SvSkRERMR/tPhQNW3aNAoKCiofqampZpfkFyqW/g1sF409wGZyNU1HRajSvioRERER/xFgdgFms9vt2O12s8vwOxWhYWinGJMraVoqQtWqPXm4PV4CbC3+cw0RERGRZk/v6KRBVOynaunnUx2uR+sIIuwBFJd72JJRaHY5IiIiIlIPFKqk3mUUlJGaW4rVAoM7aKbqj2xWC4M7+n5NlmsJoIiIiIhfUKiSelcRFnq1iSQiONDkapqeitk7hSoRERER/6BQJfVOS/+O7vdQlYdhGCZXIyIiIiJ1pVAl9W7Zwc5/w3Tob5X6t4siyGYlq9DJnpwSs8sRERERkTpSqJJ6lVdcXtmAQaGqasGBNvofPLtLrdVFREREmj+FKqlXFUv/uiSEER+uVvXVGXowcFac5yUiIiIizZdCldSrpQdDwvDOcSZX0rQNPxiqluzKMbkSEREREakrhSqpVxX7qYZr6d9RDekYi81qITW3lPT8UrPLEREREZE6UKiSeuMoc7ExvQDQfqpjCbcH0DfJt69qqWarRERERJo1hSqpNyv35OE1oH1sKG2iQswup8kbUbEEcIf2VYmIiIg0ZwpVUm+W7tTSv9oY3tn366SZKhEREZHmTaFK6s2yg+FAS/9qZkjHWKwW2J1TQkZBmdnliIiIiMhxUqiSelFS7mbdPt9+qhHq/FcjkcGB9GmrfVUiIiIizZ1CldSL1XvzcXsN2kQF0y5G+6lqqrK1+k7tqxIRERFprhSqpF4s3embaRneKRaLxWJyNc1HxXleFb9+IiIiItL8KFRJvag49HdYJy39q41hHWOxWGBndjGZDu2rEhEREWmOFKqkzspcHlan5gO/d7STmokKDaRX60jg92AqIiIiIs2LQpXU2ZrUfMrdXuLDg+gcH2Z2Oc1ORRBdoiWAIiIiIs2SQpXU2aIdvjAwsku89lMdh4puiZqpEhEREWmeFKqkzhbvyAZgdBftpzoeFR0AUzKLyCzUvioRERGR5kahSuqk2Olm9d58AEZ1iTe3mGYqOjSIPm19+6oW79ASQBEREZHmRqFK6mT57lzcXoOk6BCSY3U+1fEa3dUXSBemZJtciYiIiIjUlkKV1EnFzMqoLnHaT1UHv4eqHAzDMLkaEREREakNhSqpk4omFRWhQI7P0I4xBNospOWXsienxOxyRERERKQWFKrkuOWXlLMhvQCAkWpSUSehQQEMah8DwAItARQRERFpVhSq5Lgt2ZmLYUCXhDBaRQabXU6zVzHbt2iHQpWIiIhIc6JQJcetspW6lv7Vi99DVQ5er/ZViYiIiDQXClVy3Bb9oUmF1N2AdlGE2wPIL3Gxab/D7HJEREREpIYUquS4ZDrK2J5ZhMUCIzorVNWHAJuVEZ19BwFrX5WIiIhI86FQJcdl8U7fLFWftpFEhwaZXI3/0HlVIiIiIs2PQpUcl0UpFUv/tJ+qPlWEquW7c3G6PSZXIyIiIiI1oVAltWYYBr9uzwK0n6q+dUsMJyHCTpnLy6o9+WaXIyIiIiI1oFAltbY9s4j9BWXYA6zaT1XPLBYLow8G1QUpWSZXIyIiIiI1oVAltTZ/q+/N/vDOcQQH2kyuxv+c2C0BgF+3aV+ViIiISHOgUCW1Nn+bL1SN655gciX+aezBX9f1aQVkFpaZXI2IiIiIHItCldRKSbmbZbtyARjbQ6GqISRE2OnfLgr4fVZQRERERJouhSqplSU7cyj3eGkXE0Ln+DCzy/FbFbOA87YpVImIiIg0dQpVUisVMydjuydgsVhMrsZ/jeuZCMCv27Jwe7wmVyMiIiIiR6NQJbVSsZ9qrPZTNagB7aKJCQ2ksMzNqr35ZpcjIiIiIkehUCU1tju7mN05JQRYLYzqqkN/G5LNaqkMrr9szTS5GhERERE5GoUqqbGKA3+HdIwh3B5gcjX+b/zBJYC/bFGoEhEREWnKFKqkxn7fT5VociUtw0ndErBYYEtGIRkFaq0uIiIi0lQpVEmNON0eFu3IAbSfqrHEhgUxMDkagHlaAigiIiLSZClUSY0s25VLqctDYoSdXm0izC6nxRjf4+ASQIUqERERkSZLoUpqZPbGAwCc3DNRrdQbUUWoWrA9m3K3WquLiIiINEUKVXJMXq/BnE2+UHVqn9YmV9Oy9GkbSXy4neJyD0t25phdjoiIiIhUQaFKjml9WgEZjjLCgmyM7BJndjktitVq4ZTerQCYtTHD5GpEREREpCoKVXJMPx58Mz+uRyLBgTaTq2l5Tuvrmx2cvTEDj9cwuRoREREROVyLD1VOpxOHw3HIQw41++DSv0l9WplcScs0onMckcEBZBeVs3JPntnliIiIiMhhWnyomj59OlFRUZWP5ORks0tqUnZkFZGSWUSgzVJ5GK00rqAAKxMPLgH8YcN+k6sRERERkcO1+FA1bdo0CgoKKh+pqalml9SkVHT9882WBJpcTct1Wt82APy4IQPD0BJAERERkaYkwOwCzGa327Hb7WaX0WTN3uTbTzVJXf9MdVK3eEKDbKQXlLFuXwEDDh4KLCIiIiLma/EzVVK9TEcZq/fmAzCpt/ZTmSk40Fa5/PKHDeoCKCIiItKUKFRJtSoaVAxMjqZVZLDJ1cjkg7OFszbs1xJAERERkSZEoUqqpa5/Tcv4nokEBVjZnVPC1gOFZpcjIiIiIgcpVEmVcovLWZSSDcCp2k/VJITbAxjTLR6AWVoCKCIiItJkKFRJlX7YsB+316BP20i6JISbXY4cNPlgF8Dv1mkJoIiIiEhToVAlVfp2bToAZw1oa3Il8keT+rQiKMBKSmYRG9N1ULWIiIhIU6BQJUfIKChj6a5cAM7s38bkauSPIoMDOaWXb4/bV6vTTK5GREREREChSqrw/fr9GAYM7hBDu5hQs8uRw5w90Dd7+M3adDxeLQEUERERMZtClRzhy9X7AJiipX9N0rgeiUSHBpJZ6GTJzhyzyxERERFp8RSq5BBbMwrZkOYg0GbRfqomKijAyhn9fMsyP1u5z+RqREREREShSg7x+Srfm/TxPRKJDQsyuRqpzvmD2wG+Lo2OMpfJ1YiIiIi0bApVUsnt8fLFKl/zg4o37dI0DUyOpltiOGUub2WnRhERERExh0KVVPptezbZRU5iw4IY1yPR7HLkKCwWCxcNTQbgk+WpJlcjIiIi0rIpVEmlD5ftBXzd5YIC9FujqTvnhCQCrBbW7itgS4bOrBIRERExi945CwD7C0r5eUsmAJcNb29yNVIT8eF2TuntO7Pqf0v2mFyNiIiISMulUCUAzFieisdrMKxjLF0TI8wuR2ro8hEdAPhyVRqFalghIiIiYgqFKsHt8TLj4L6cSzVL1ayM7BJH18Rwiss9lU1GRERERKRxKVQJP23OZH9BGTGhgUzu29rscqQWLBZL5WzVe4t3YxiGyRWJiIiItDwKVcLbC3cBcMmw9gQH2kyuRmpr6qAkwoJs7MgqZt62LLPLEREREWlxFKpauA1pBSzblUuA1cIVIzuaXY4ch4jgQC4e5lu2+cb8nSZXIyIiItLyKFS1cG8v8M1SndG/Da2jgk2uRo7XNSd2wma1sHhnDuv3FZhdjoiIiEiLolDVgqXll/LtunQArhndyeRqpC6SokM4q38bAF7/dYfJ1YiIiIi0LApVLdgb83fg8hiM6hLHgORos8uROvrzmC4AfL9+PymZhSZXIyIiItJyKFS1UJmFZXx0sI36LeO7mlyN1IfebSM5pXcrDAP+NTfF7HJEREREWgyFqhbqP7/totztZVD7aEZ2iTO7HKknd0zsBsC369LZfkCzVSIiIiKNQaGqBcooKOO/i3YDcOvJ3bBYLOYWJPWmT9soTu3jm616bvY2s8sRERERaREUqlqgF+dux+n2MqRDDON6JJhdjtSzu07pgdUCszZmsHx3rtnliIiIiPg9haoWZmdWEZ+s8O2l+utpPTVL5Yd6tI7goqHJADz2/Wa8XsPkikRERET8m0JVC/P495vxeA0m9ExkaMdYs8uRBnLnKd0JC7KxNjWfr9emmV2OiIiIiF9TqGpB5m4+wNwtmQRYLUw7vafZ5UgDSowI5qaDXR0f/34zBSUukysSERER8V8KVS1EmcvDP77bBMC1J3aia2KEyRVJQ7vupM50TQwnu6icJ2dtMbscEREREb+lUNVCvDh3O3tySmgVaefWCd3MLkcaQVCAlSfO7QfAR8v2sigl2+SKRERERPyTQlULsCY1n9fn7wDgkSl9CbcHmFyRNJZhnWK5dHh7AO7+dK2WAYqIiIg0AIUqP1da7uGeT9fiNWDKgLZM7tva7JKkkf39jF50ig9jf0EZf/tqPYahboAiIiIi9Umhys89+PUGUjKLSIiw88iUPmaXIyYIDQrghYsGYrNa+H7dft5ZuNvskkRERET8ikKVH/tkRSqfrtyH1QIvXjyQmLAgs0sSkwxMjub+03sB8PjMzSzaof1VIiIiIvVFocpPLduVy9+/3ADAnRO7M6pLvMkVidmuHt2Rc09IwuM1uOH9lWzJcJhdkoiIiIhfUKjyQzuyivjz+yso93iZ1LsVNx88r0haNovFwvSp/RjSIQZHmZsr3lrG3pwSs8sSERERafYUqvzMruxiLntzKfklLgYmR/PixSdgtVrMLkuaiOBAG29dOZSerSPILHRy4euLScksMrssERERkWZNocqPpGQWcskbS8hwlNEtMZz/XDmEkCCb2WVJExMVGsh71wyje6twMhxlXPj6YlbuyTW7LBEREZFmS6HKTyxKyebcVxZVBqoPrxtBfLjd7LKkiUqMDObjP4+kf7socovLufiNJXy4dK/arYuIiIgcB4WqZs7rNXhlXgpXvL2MwjI3gzvE8PGfR5AQoUAlRxcbFsRH143g9H6tcXkM/vbleq5/fyXZRU6zSxMRERFpViyGPpo+hMPhICoqioKCAiIjI80u56hSMou4/8v1LN3lW7p1zsC2PHlef4IDteRPas4wDF7/dSfPzd6Ky2MQGRzAHRO7c/nIDgTazPvcpTn9WRQREZGWTaHqMM3hjVx2kZPX5u3gv4t34/IYhATaeOTsPlwwuB0Wi5pSyPHZlO7gnk/Xsmm/r9V6UnQI14/tzHmD2hFmD2j0eprDn0URERERUKg6QlN+I7d5v4MPlu7h85VplLo8AJzcM5FHpvQhOTbU5OrEH3i8BjOWp/L8nK1kF5UDEBZk48z+bZnYuxWju8YRGtQ4Aasp/1kUERER+SOFqsM0pTdypeUeVu/NY8nOHH7ceICtBworvzegXRR3ntKdsd0TNDsl9a7M5WHG8lTeWbiL3X84yyoowMqIznEM7xRL77aR9GkbSWJEcIPU0JT+LIqIiIgcjULVYRr7jZzHa1BQ6iK3uJy9ucXszCpmZ3Yxm/c7WL+vALf39/89gTYLE3u14vIRHRjZJU5hShqcYRgs2ZnLDxv28/OWTPbllR4xJj48iKSYUNpFh5AUE0JStO/RKjKYxEg7cWFBBBzH3iyFKhEREWkuFKoOU5c3cl6vgaPMRXZRObnFvkdeycFHcTl5JS7yS3xfzy9xkVtSTkGpi6P9H2gTFcywTrGc2DWeSb1bExUaWMdXKHJ8DMMgJbOI+duyWLevgI3pBezMLj7q718AqwViw+wkRthJjDz4z4jgyn9PiAiu/J494PcmKwpVIiIi0lw0/u7zZmJHVhERZRWfrhsUlrnJKSonp9hJdlF55b/nFJWTXeSsDFF/nFmqjYjgAJKiQ+icEEbn+HC6JoYzuEMM7WJCNCMlTYLFYqFbqwi6tYqo/FpJuZudWcXsyyslLb+UtLxS0vJLSM8v44CjjOwiJ17D11wlu8jJpv1Hv0dUSGBlwIq2uRv4FYmIiIjUjxYfqpxOJ07n7+fyOBy+zmdnv7QQq/34mj9EBAcQFxZETFgQsaFBRIcGERsWePCfQcSEBhETGkhsmO970aGBprauFjleoUEB9E2Kom9SVJXf93gNcoqdZDqcZBU6ySwsI9PhJLPi3wt//165x0tBqYuCUhfbM4vwOkuqvKaIiIhIU9PiQ9X06dN55JFHjvh6VEgAtuDfl9qFBQUQHx5EXLhvj8jv//z93+PD7cSEBR6yhEmkJbNZLb6lfsdoZmEYvr2FFSErs7CMPRnZ3PXPxqlTREREpC5a/J6qqmaqkpOTtY9DxGTaUyUiIiLNRYufqbLb7djtdrPLEBERERGRZkobeUREREREROpAoUpERERERKQOFKpERERERETqQKFKRERERESkDhSqRERERERE6kChSkREREREpA5afEv1w1Uc2+VwOEyuRKRlq/gz2MKP0hMREZFmQKHqMIWFhQAkJyebXImIgO/PZFRUlNlliIiIiFTLYuhj4EN4vV7S09MxDIP27duTmppKZGSk2WU1GIfDQXJysl6nn/Cn12kYBoWFhbRt2xarVSuVRUREpOnSTNVhrFYr7dq1q1x6FBkZ2ezfnNaEXqd/8ZfXqRkqERERaQ708a+IiIiIiEgdKFSJiIiIiIjUgUJVNex2Ow899BB2u93sUhqUXqd/aSmvU0RERKQpUaMKERERERGROtBMlYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0oVImIiIiIiNSBQpWIiIiIiEgdKFSJiIiIiIjUgUKViIiIiIhIHShUiYiIiIiI1IFClYiIiIiISB0EmF1AU+P1eklPTyciIgKLxWJ2OSItlmEYFBYW0rZtW6zW5vP5j36GiDQdzfXniIg0PwpVh0lPTyc5OdnsMkTkoNTUVNq1a2d2GTWmnyEiTU9z+zkiIs2PQtVhIiIiAN8P4MjISJOrEWm5HA4HycnJlX8mmwv9DBFpOprrzxERaX4Uqg5TsVwnMjJSb4hEmoDmtoROP0NEmp7m9nNERJofLTAWERERERGpA4UqERERERGROlCoEhERERERqQOFKhERERERkTpQqBIREREREakDhSoREREREZE6UEt1ERGRP3B7vOzIKqbU5aFtdDAJ4Xa15BYRkaNSqBIREQH25pTwwk/bmLUhg1KXp/LrXRPDufbETkwdlIQ9wGZihSIi0lRp+Z+IiLRohmHwxq87OPm5eXy5Oo1Sl4dwewCtI4OxWiAls4hpX6znvFcXkZpbYna5IiLSBGmmSkREWiyXx8sDX23g4+WpAJzULZ47T+nOwHbRWK0WHGUuPlmeyku/pLAhzcEZ//qNd64eyuAOsSZXLiIiTYlmqkREpEUyDKMyUFkt8NBZvXnvmmEMah+D1erbQxUZHMj/ndSZ7287iYHJ0TjK3Fz9znK2ZDhMrl5ERJoShSoREWmRXv91Jx8vT8VigVcuG8TVoztV25AiKTqED68bzuAOMTjK3Fzx1jIyHWWNXLGIiDRVClUiItLiLN6Rw1OztgDw4Jm9mdy3zTGfExoUwNtXDqV7q3AyC53c/elavF6joUsVEZFmQKFKRERalCKnm3s+XYthwIVD2nH16E41fm5UaCCvXDaI4EArv23P5q0FuxqwUhERaS78OlQ9+eSTWCwW7rjjDrNLERGRJuLx7zeRll9Ku5gQHjyrT62f3zUxggfO7A3AM7O3sienuL5LFBGRZsZvQ9Xy5ct5/fXX6d+/v9mliIhIE7E2NZ+Plvk6/T17wQDC7cfXBPfSYe05sWs85W4vj363qT5LFBGRZsgvQ1VRURGXXXYZb775JjExMWaXIyIiTYBhGJUBaOoJSYzoHHfc17JYLDw8pTcBVgs/bc7kl62Z9VWmiIg0Q34Zqm6++WbOOOMMJk6ceMyxTqcTh8NxyENERPzP9+v3s2JPHiGBNu6d3KPO1+uaGMHVozsC8MT3m/GoaYWISIvld6Hq448/ZtWqVUyfPr1G46dPn05UVFTlIzk5uYErFBGRxubxGjw3exsA14/tTJuokHq57q0TuhEZHMD2zCK+W5deL9cUEZHmx69CVWpqKrfffjsffPABwcHBNXrOtGnTKCgoqHykpqY2cJUiItLYvluXzq7sYqJDfYf51pfI4ECuO3i9F+du12yViEgL5VehauXKlWRmZjJo0CACAgIICAhg/vz5/Otf/yIgIACPx3PEc+x2O5GRkYc8RETEf3i9Bv/+OQWA/zux03E3p6jOVaM7Eh0ayM6sYr5Zm1av1xYRkebBr0LVhAkTWL9+PWvWrKl8DBkyhMsuu4w1a9Zgs9nMLlFERBrZrI0ZpGQWERkcwBWjOtb79SP+MFv1xq+7MAzNVomItDT1+3GdySIiIujbt+8hXwsLCyMuLu6Ir4uISMvwn992AnDVqI5EBgc2yD0uG96el35OYfN+B4t25DC6a3yD3EdERJomv5qpEhER+aM1qfms2ptPkM3Kn0Z2aLD7RIcGceGQdsDvIU5ERFoOv5qpqsq8efPMLkFEREzyzsJdAJw1oC2JETVrYHS8rh7difeW7OGXrVmkZBbSNTGiQe8nIiJNh2aqRETELx1wlPH9uv0AledJNaSO8WFM7NUKgA+W7m3w+4mISNOhUCUiIn7pk+WpuL0GQzvG0DcpqlHuednw9gB8sSqNMteRHWdFRMQ/KVSJiIjf8XoNZqzwnTt46cGg0xhO6pZAUnQIBaUuZq7f32j3FRERcylUiYiI31mQks2+vFIigwM4rW+bRruvzWrhkmHJAHy0TEsARURaCoUqEZE6cDqdOByOQx5ivhnLfbNU556QRHBg455ReMGQZGxWC8t355GSWdSo9xYREXMoVImI1MH06dOJioqqfCQnJ5tdUouXV1zO7E0ZAFw8rPGW/lVoFRnM2O4JAHy5el+j319ERBqfQpWISB1MmzaNgoKCykdqaqrZJbV4361Lx+Ux6NM2kl5tIk2pYeqgJAC+Wp2O12uYUoOIiDQevz+nSkSkIdntdux2u9llyB98sToN8C39M8vEXq2ICA4gLb+UpbtyGdklzrRaRESk4WmmSkRE/Mbu7GJW783HaoEpA9uaVkdwoI0z+/saZHyxSksARUT8nUKViIj4jS8PzlKd2C2BxIhgU2s594R2APywIQOnW2dWiYj4M4UqERHxC4Zh8PUaX6iaauLSvwpDOsTQKtJOkdPNgu3ZZpcjIiINSKFKRET8wsZ0B7tzSrAHWDmldyuzy8FqtVSekTVzfYbJ1YiISENSqBIREb/w/fr9AJzcM5Ewe9Pow3R6P1+omrMpg3K31+RqRESkoShUiYhIs2cYBt+v84WqM/ub16DicIM7xJAQYcdR5mbhDi0BFBHxV03jozyRFsrj8ZCTlkvm3mzyMh2UOErwuL1YbVbCokKJSYwkqXtbohMisVgsZpcr0mRtSHOwN7eEkEAb43smmF1OJZvVwuQ+rXl/yR5+WL+f8T0SzS5JREQagEKVSCPKzchj7bxNbFiwma3LU9i9IRVnafkxnxedGEW/k3oyZNJATpw6nMi4iEaoVqT5+G59OgAn90okNKhp/dV2Wj9fqJq96QCPe7wE2rRIRETE3zStv3lE/IxhGGxbuZMFXyxlybcr2L0x9YgxAYE2EpLjiWkdTVhUKLYAK16Pl6L8EnLTczmwJ5v8zAJ++3wpv32+lH/d/B9GnzuMC+89mx5DupjwqkSaFsMwmL3xAACn9W1tcjVHGt4pjriwIHKKy1myM4eTujWdmTQREakfClUiDSAzNZuf3v+VOe/NY9+2/ZVft1gsdB7Qgf5jetNnVA+6DOxImy6tsNls1V7LWeokZfVu1vy8gd++WMKONbv59dPF/PrpYk46bzg3PH8VicnxjfGyRJqkHVlF7MouJshmZVwTXF5ns1o4tW9rPly6l5nr9ytUiYj4IYUqkXpiGAbLZ63hm1dmsWzmagzDAMAeEsSIswYz6uxhDJk0oNZL9+whdvqM6kGfUT247O/nsXPdHj597ht+/nABv32+lOWz1nDn69dz8qUnNcTLEmnyZm/yzVKN6hpHeBPp+ne40/u24cOle/lx4wEePdtLgJYAioj4lab5t49IM+IqdzH3gwV8/sK37N7w+/K+AeP6cMoVYznpvBGERoTU2/069+/AX/97KxfeM4UXb3qTjQu3Mv1P/2Lz0u3c+MJVWK16syYty5yDoaopnE1VnRGdY4kJDSS3uJylu3IZ3VWzyyIi/kShSuQ4lTtdzHzzJz55+muy9uUAEBoRwmnXnsyZN55Ku25tGvT+nfp14Ll5j/D+w5/yweOf89W/f6CksJS73rzhqMsJRfxJpqOM1XvzAZjYq+mGqgCblUm9WzNjRSpzNh1QqBIR8TMKVSK15HF7+PHdeXzw2Gdk7vWdOxPbJobz7jiD06+bSHh0WKPVYrPZuOrRi+nQJ5knL/8Xs9+dR2BgALe/9me1YJcW4afNmQAMSI6mVWSwydUc3YReicxYkcrcLQd46Kze+jMqIuJHFKpEasgwDJZ+v4o37n2P1K2+9s2xbWK47P7zmHztyQTZA02rbfzFo7FaLTxx6T/5/s2f6Da4M2f8+RTT6hFpLHM2ZQAwqQkv/aswums8QQFWUnNL2ZFVRNdEHY0gIuIvFKpEamDXhr28eue7rJ67HoDIuAgumXYuZ904CXuI3eTqfMZeOIr9uzJ5a9oHvHzb2/Qe1YNOfdubXZZIgylyulmY4lt62xxCVZg9gJGd45i/LYu5mzMVqkRE/Ih2tIscRbGjhFfvfJcbTriX1XPXExgUwIX3ns17O17i/LvOajKBqsJFfzmbEWcOxlXu5vnrXsPr9ZpdkkiD+XVbFuUeLx3jQumaGG52OTVyck9fy/e5WzJNrkREROqTQpVIFQzD4JePF3JNz9v54sXv8Xq8nDh1OG9veZHrnvoTYZGhZpdYJYvFwu2vXkdIeDBblm5n/ieLzS5JpMFUdP2b1Kd1s9mfVBGqVu7Jo6DEZXI1IiJSXxSqRA6TtS+HB895iicu/Se5GfkkdWvDEz/cz0Of3UPrjk3vYNHDxSfFccE9UwD44LHPNFslfsnl8TJ3c9NvpX645NhQurcKx+M1mL89y+xyRESknihUiRxkGAbfvjab/+tzJ0u+XUlAoI0rHr6QN9Y9x9BTB5pdXq1Mvf10wqPD2LNpHytnrzW7HJF6t3JPHo4yN7FhQQxqH2N2ObVyck9fCPz5YCgUEZHmT6FKBMjcm8V9kx/jXze9SUlhKb1HdufVVc9w+YMXmNrV73iFRYVxyhVjAfjhrbkmVyNS/+Zt9c3yjO2egM3aPJb+VZjQyzfjPW9bFm6PZpJFRPyBQpW0eHM/+I3r+t/NqjnrCAoO5Mbnr+L5X/9Bxz7JZpdWJ5OuGgfA0u9XUVbiNLcYkXo2b6uv0cO4HgkmV1J7JyRHEx0aSH6Ji9Wp+WaXIyIi9UAt1aXFKsov5sWb3mTexwsB6D2qB/e+fRPturet1/t4PF5yc4vIyy/B6XTh9RqEhAQRGRlCQnwENlvDfLbRZUBHEpLjyErNYe0vGxh+xuAGuY9IY9tfUMqWjEIsFjipW/MLVQE2K+O6J/DVmnTmbs5kaMdYs0sSEZE6UqiSFmnT4q08cemLHNiThdVm5fIHL+CSaediC7DV6bper8GOnQdYty6VzVv2k5JygPT9ebjdVS/xCQoKoFPHeAYN6siJo7rTs2ebeutiZrFYGDyxP7Pe+YUNC7cqVInfmH9w6d+AdtHEhgWZXM3xGd8z8WCoOsB9p/U0uxwREakjhSppUbxeLx8/+RX/fWgGXo+XNp1bMe2D2+k1vNtxX7O83M3SZTtYsHAbS5fuwFFYdsQYm81KdFQoISGBWKwWSkrKKSgoobzczdZtGWzdlsFHHy+hW7dWXHrxSMac1KNewlXP4d2Y9c4vbFuRUudriTQVFfupxvdo+t04qzOueyJWC2zPLCI9v5S20SFmlyQiInWgUCUtRkG2gycv/xcrfvR1wxt/yWhuf/XPx3XmlGEYbNuWwcxZ6/j5l00UF/++Zyk0NIi+fdrRt087enRvTfsOcSTER2I9bDO9x+MlI6OAjZvSWLZ8J78t2Mr27Qd45NGvGDyoI3ffdRqtW0XV6TV3OLgvLG17Rp2uI9JUuDxeFqZkA81zP1WFqNBABiZHs2pvPr9uy+LiYe3NLklEROpAoUpahE1LtvHoBc+RnZaLPSSIW1/+PyZdOa7Ws0Fut4eff9nMF1+uYNsfgkp8fATjx/Zk1Khu9O3Trkb7pGw2K0lJMSQlxTDplL4UFJTwxZcr+PiTpaxctZtbbnuPJx+/kK5dj/8Mnjadfc/N3JuNx+PBZqvb8kYRs63ck0eh001cWBD9kur2oYPZxnRP8IWq7QpVIiLNnV+FqunTp/PFF1+wZcsWQkJCGDVqFE899RQ9evQwuzQxiWEYfP/GT7x821u4XR6Se7Tl7zPuonP/DrW6jtPp4vuZa/nks2VkZjoACAy0MeakHpx2an8GDuxwxExUbUVFhXL1VWOYdEo/Hnz4C3btzuKOuz/g2acvoWePNsd3zfgIwPfrUJRXTFR8ZJ1qFDFbxdK/Md0T6vxnzmwndUvgnz9tZ8H2bDxeo9m1hhcRkd/5VUv1+fPnc/PNN7NkyRLmzJmDy+Vi0qRJFBcXm12amMBV7uKf17/Oize+gdvl4cSpw3lp2ZO1ClQul4cvvlzBZVe8xkuv/ERmpoOYmDCuuWoMMz68mfunTWHQoI71+uYuKSmGF1+4jAH9kykpKefhf3xJgaP0uK4VEBhAcKgdgJLjvIZIU9KcW6kfbkC7KCKDA3CUuVm7L9/sckREpA78aqZq1qxZh/z3u+++S2JiIitXrmTMmDEmVSVmyM3I45Hzn2PToq1YLBauefwSLvrrOTVe7mcYBj//spm335nP/owCAFq1iuTSi0cy6ZS+2Bv4QODw8GAe/cd53HjTf0lLz+P5F37gkYemHte1bIG+JX8et6c+SxRpdBkFZc26lfrhAmxWTuwWz8z1Gfy6LYtB7WPMLklERI6TX4WqwxUU+N4Mx8bqDJCWZNvKHTx0ztNkp+USFhXK3z68g2GnnVDz52/L4F8vzWbT5nQAYmLCuPLyEzltcn8CAxtvT1J4WDAPPXAON9z8Lr8t2MbatXsZMKD2+y4qwlRd28WLmK1ilqo5t1I/3JhuCZWh6o6J3c0uR0REjpPfhiqv18sdd9zB6NGj6du3b7XjnE4nTufvndscDkdjlCcN5NfPFvP0lS/hLC0nuWcS//jqLzU+zNfhKOXNt+Yx84e1GAYEBwdyycUjOH/qUEJCzHkD17VrK848YyDffLuaDz5aXOtQZRgG5aXlAASZ9BpE6sv8bb79VP6w9K/CSd19r2VNaj4FpS6iQhp2FlxERBqGX+2p+qObb76ZDRs28PHHHx913PTp04mKiqp8JCcnN1KFUp8Mw+DjJ7/k0Qufx1laztDJA/n34sdrFKgMw+CXeZu5+to3+X6mL1BNnNCH9975M5dfNtq0QFXhoguGA7By1S4OZBbU6rlF+cV4vQYAEbHh9V6bSGPxeI3KVupjuvtPqEqKDqFLQhheAxYdfH0iItL8+GWouuWWW/juu+/45ZdfaNeu3VHHTps2jYKCgspHampqI1Up9cXtcvPCn1/nrb99CMC5t53Oo9/cR1hU2DGfm51dyAMPfc6jj39NXn4JHdrH8c/nL+Nv951F/MHOeWZr0yaagQPaYxjw669ba/Xc3P15AIRFhRLUwPvAWiqn04nD4TjkIfVvfVoBjjI3EcEB9G/mrdQPVxESf92eZXIlIiJyvPwqVBmGwS233MKXX37Jzz//TKdOnY75HLvdTmRk5CEPaT5KCkt58Oyn+OGtuVitFm7+1zXc9M+rj7l/yDAM5v68iWv//BaLFqcQEGDlyitO5PVXr6Z/v6Y3WzlieBcAVq/ZU6vnZez2vUlr1dF/PtlvajTb3TgWHAwco7rEEVCDc+Cak8pQtS0bwzBMrkZERI6HX+2puvnmm/nwww/5+uuviYiIICPDdzhrVFQUISEhJlcn9S0vs4D7T3+c7at2YQ8J4u8z7mLEmYOP+byiojJeePFHfpm3GYAe3Vvzl3vOoFOnphs8+vf37aXavCW9Vs/bt9U3vm2X1vVek/hMmzaNu+66q/K/HQ6HglUD+G27b2nciX7Q9e9wwzvFEmSzkpZfyo6sYromaqmuiEhz41eh6tVXXwVg3Lhxh3z9nXfe4aqrrmr8gqTB7N95gPsmP0Z6SgZR8RE8+u00eg3vdsznbdyUxmNPfM2BAw5sNit/umwUl10ykoAm3hmvQ/s4AAoKSilwlBIVWbMPCXat3wtAp7617xooNWO327Hb7WaX4deKnW5W7fUtZT2pa7zJ1dS/0KAAhnaKYWFKDr9uy1KoEhFphvwqVGnZRMuwa8Ne7jv1MXL359G6YwLTZ/39mA0pvF6DTz5dyn/eno/Xa9CmTTR//9sUevWsWWdAs4WEBBEdHUp+fgnZ2YU1DlXbVu4AoMvAjg1YnUjDWrY7F5fHICk6hA5xoWaX0yDGdEtgYUoOC1OyuebEYy9dFxGRpsWvQpX4v81Lt3P/6Y9TmFdMp37tmT7r78S1OfqBmQ5HKU8+/R1LlvoCxsnje3Pn7acSFla32YUDxUVszclmr6OA3NISnB4PNouFxLBwOkVFc0LrtoQG1l9ziMiIEPLzS3A4Sms0vthRwu4NvsYrPWswiyfSVC04uPTvpG7xNT7Au7kZfXAGbumuXFweL4F+tm9MRMTfKVRJs7F2/kYeOOtJSovK6DWiG499N43I2KN36Nux4wAPPPwFGRkFBAbauPWWUzjjtAHH9casqLycX/fu5qfdO1ialkpaUeFRx9ttAZyU3IE/nzCEYW2P3oWyJioOHna7vTUav27+JgzDoG3X1scMniJN2YLK/VT+t/SvQu82kUSHBpJf4mLdvnwGd9Ch9SIizYlClTQLy39cw8PnPk15mYsTJvTjka/+QkhY8FGfM/fnTTz7/EycTjdt2kTz8IPn0K1r7Ro2eA2DBal7+HTLBmbv3IHT4678ntVioWNUNJ2jY0gIDcMeEIDL4yWjuJDN2VmkFxXy0+4d/LR7B1O69eSJcacQHnT8Z17VdnnrqjnrADjh5H7HfU8Rs2UWlrH1QCEWC4zq4r+hymq1MKpLHDPXZ7AwJUehSkSkmVGokiZv6fcreeS8Z3GVuxlx5mAe+OQugoKrDyder8E77/7KBx8tBmDokE7cP20KkTXchwRQ5nbx6ZaNvLN2FTvz8yq/3jEqmlM6dWFM+44MatWWsGpCkmEYbM3N5r/r1jBj83q+2b6FlLwc3p9yPnEhx7cnpKS0HIDQ0JoFsxWz1wAwdPLA47qfSFNQceBvn7aRxIaZexB3QxvdNZ6Z6zNYkJLNbRO0ZFdEpDlRqJImbcl3K3nkvGdwuzyMPncY9390B4FB1e9TKitz8cST37Jg4TYALr5oBNdePQZbDfcnlLld/G/DWl5btZzs0hIAwgODmNqzNxf07EvfhMQaLR20WCz0jEtg+vhTuKBXH/4882s2ZWdxww/f8PE5F2Kz1n6/RMVeqojwo8/QAaSl7Gfftv3YAmwMHN+n1vcSaSoqW6l39b9W6ocbfXAmbvXePErK3YQG6a9oEZHmQj+xpcn6Y6Aac8FIpv3vNgICq/8tm5tbxP0PfMbWbRkEBtq4+87TmHRK3xrdy2sYfLF1E88uWUBGcREASRGRXDdwMOf37FunZXuDWrfl43Mv5NzPPmT5/jT+u34N1wwYVKtrFBWXUVLim6lKSDj6PjKAhV8uA2DAuN6ERYXVvmiRJsAwjEOaVPi7DnGhJEWHkJZfyrJduYzrkWh2SSIiUkNqLyRN0vJZq/nH+c9WBqq/fXD7UQPV3tQcbrn9fbZuyyAyMoRnn764xoFqdcZ+pnz6P+6ZO4uM4iLahkfw1PhJzLvsGq7qP6hOgapC15g4/jpyDACvrVpGucdTq+enp+UDEBMdSkjIseuZ98kiAE48d3jtChVpQlIyi8gsdGIPsDK4g/83W7FYLIzu6juTrmLZo4iINA8KVdLkrP55PQ9PfQZXuZsTpw5n2v9uw3aUw3k3b07nttvfJyOjgLZto3n5X1fQr2/yMe/jcDr527w5TP38QzZkZRIRZOdvo8bwy5+u4aLe/Qi01e+BwBf26kursHAyS4r5Yce2Wj139x7fG6z2Bw8BPpq9W9LYvnIntgAbYy4YeVy1ijQFFUv/hnWKJTiwaR/QXV8qWqsvTMkxuRIREakNhSppUjYu2sqDZz9FeZmLkVOG8LcPjz5DtWz5Tu7+y0c4Csvo0aMNL714BUlJx/5E++fdOznlo3f5cOM6DOC8nn345bJr+PMJQ7HbGmZVbJDNxvk9+1Tevza2p2QA0LnzsZcDzfnvPMDXoCIqPrJ2RYo0IQtSKvZT+f/SvwoVHQ437XeQU+Q0uRoREakphSppMnas3c39ZzxBWbGTwZMG8PcZdx21KcUv8zZz/wOfUVbmYuiQTjz/zCVERx+9s15ReTl//flHrvn+Sw4UF9EpKoaPz7mQ5yZMJj70+Lry1cbodu0BWJmRXqvnbdmyH4Ae3Y/eEt7j8TD3w98AOOWKscdRoUjTUO72smSnb7bGn8+nOlxChJ2erX37Jhfv1GyViEhzoUYV0iTs276f+059jOKCEvqe2JOHv7iXIHv1gWrmD2t57oUfMAw4eXxv/nrvGZWH41ZnfeYBbp39HbsL8rEA1w4YzD0jRhMcUP196lvXGN/ZM+lFhbg8nhotMSwrc7F1my9U9T3GssaVs9eRlZpDRGw4I84cXPeCRUyyJjWfknIPcWFB9GrdsmZcR3WJZ0tGIQtTsjmzf1uzyxERkRpQqBLT5ezPY9qpj5KfWUCXgR159Jv7CA61Vzv+q69X8q+X5gBw5hkDuf3WSUdtmW4YBu+tX8NjC+fh8nppGx7B8xNPY0TSsfdd1bf40DBsFgsewyC3rJRWYeHHfM769am43V4SEyJp0zrqqGO/ffVHACb+acxRz/ISaeoWbM8CYFTXeKzWYx9j4E9O7BbH2wt3aV+ViEgzolAlpiouKOZvpz1Oxu4s2nZtzfQf7ic8uvoW4J9/sZyXX50LwAXnDeWG608+6rlRJS4Xf/3lR77dvhWAUzt35anxk4gOrvlBwPXJarEQaLPhcbtr3AFw6bIdAAwZ0umorzUtZT9LvlsJwJSbTq17sSIm+u3gfqqTWtB+qgrDOsURYLWwN7eE1NwSkmMbfmmyiIjUjfZUiWlc5S4ePu9Zdq7bQ0yrKJ6c9XdiWkVXO/6PgerSi0ceM1ClOgqY+vlHfLt9KwFWKw+cOI7XJk+pdaBye10UuXIpdGXj9pbX6rmHMwwDr9cAfAGrJuMXLNoOwIjhXY469ttXfLNUQ087gXbdtWRImi9HmYu1qfkAjG5B+6kqhNsDGJgcDai1uohIc6GZKjGFYRg893+vsubnDYSEB/PEzPtp07lVteO//mZVZaC67JKRXHP1mKMGquXp+7j+h2/ILSslPiSUVyafxbC27WpUW5mniO2FS9ldvJq00i3kl2dg4AXAio2E4A70jTqZE2LOINBa/TLFKq/tdlPu9c1QRdmDjzl+e8oBMjMdBAcHMnRIp2rHlRSW8sPbPwNwzi2n1aomkaZm8Y4cvAZ0jg8jKdqcWWWzje4az4o9eSxIyebiYe3NLkdERI5BoUpM8f4jnzL3f79htVl54NO76XpC9YHhh1nrePHfswG45OIRxwxUX2/bzL1zf6Tc66FvQiJvnn4ObcIjjlqPYRjsLVnPytxvSSlaisdwHzbCggULXjwcKNvJgbKdLMv5krOS7qVDWP8av+70okIAQgMCCQs8doOMefM2AzBsaGfsR2nc8f3rcyhxlJLcoy1DTh1Q43pEmqIFB8+nakld/w43ums8L87dzqIdOXi9RovbVyYi0twoVEmj+/nD33j/H58CcPsr1zH01IHVjp3/6xaee+EHAM6bOoT/u2ZstYHKMAxeW72cpxb7WopP7tyN5yeeRuhRwothGKQULWNB1gdklKVUfj3e3oFu4cNoHzaARHtHwgJ8Z1853FnsLFrBoqwZONxZfLr3Ia7p8jKxQTVbbrenIB+A9lFRRw2GAB6Pl59/8YWqk8f3qnZceVk5nz3/LQAX/uUcrFat6pXmrSWeT3W4gcnRhAbZyC0uZ0tGIb3btqwOiCIizY1ClTSqzUu38+y1rwJw4b1nc/p1E6sdu3zFLh6f/g1er8EZpw/gphsmVBtEvIbBYwvn8fbaVYCvXfr9o8cedd/S/tLt/JTxOvtKNwEQaLHTN3oCJ8ScTqvgzlU+JyowkRNiTqdv1ARm7H2A1JINfJ/2PJd1fAqr5djt0TdlZwLQI/bYbxZXrd5DZpaD8HA7w4dVv5/qp//9Rm5GPgnt4phw2YnHvK5IU7Yvr4Rd2cXYrBZGdIkzuxzTBAVYGdYplnlbs1iYkq1QJSLSxOkjbWk0WftyePjcp3E5XYycMoRrp19a7djNW9J56JEvcLu9jBvbkztuO7XaQOX2erln7qzKQPXAieN44MRx1QaqMk8xs/a/xLu77mBf6SYCLHZGxF3ATd3eZXKbW6oNVH8UaLVzZtu7CbKGsK90E7uL19bgVwDWHPCdN9Uvsfr9YxW+n7kGgAkn96l26Z/H7WHGU18CMPWOM456WLJIc1DRmGFAuygig1v27+eKmbqFO9SsQkSkqdNMlTQKZ6mTh6c+Q25GPp36tWfa/26rdpla6r5cpt3/KWVlLoYM7sS0v55V7TlU5R4Pd8yZycwd27BZLDw7YTLn9uhdbR07ilYwM/1Fity+81/6RI1nfOLVRATWfplRdFArekaexLr82ewqWkXn8EFHHe/xelm2Pw3gmE0zcvOKWXiw699ZZw6sdtyc9+aTvuMA0QmRnHH9KbV7ASJN0G+V+6kSTK7EfKO6+H4uLd2ZS7nbS1CAPgcVEWmqFKqkwRmGwQvXv862FTuIjIvgka/+Qkh41R29cvOKuW/aDByOUnp0b80jD51LYGDVy+rKPR5u/vFb5uzaQZDVxkunnsmkzl2rHOv2uvg58y1W5n4DQExQW05rc1utmkxUJTm0D+vyZ3OgbMcxx67JzMDhdBIRZKd3fOJRx3733Wo8Hi+9eyfRuVPVY90uNx889hngW0oZEnbsboIiTZnXa7Boh+8Dj5NacJOKCj1bRxAXFkROcTlrUvMZ1inW7JJERKQa+thLGtwX//z+905/n9xFm05VL30rLS3n/gc+Y39GAW3bRvPEYxcQEhJU5VjXHwKV3RbAG6efXW2gyi8/wPu776kMVENip3Bt55frHKgAwgN8ez5KPPnHHDt3ly94jW3fkYCjNJMoL3fz9berAZh6zuBqx815bz4Zu7OIaRXFWTrsV/zApv0OcovLCQuyVZ7T1JJZrRZGHtxXtkDnVYmINGkKVdKg1s7fyBt/eR+AG5+/ioHj+1Y5zus1eOKpb9m6dT+RkSE8+fiFxMSEVTnW7fVyx5yZvhkqm403Tz+bcR2qbsm+p3gt7+y6jYyy7QTbIrgg+RFOaX1Drc+Xqo7N4pvs9Rieo44zDIOZO7YBcEqnox/iO+enjeTlFZOQEMGYk3pUOcZZ6uT9R3wdFC+452yCQ+vn9YiYqSI4jOgcR2A1S35bmop9VYsUqkREmjQt/5MGk7M/j8cvfgGvx8uEy07i7FsmVzv2rXfms3DhdgIDbTz2yHm0a1f1MhevYXDfL7P5fsc2Aq1WXp88hTHtO1Y5dnXeD/y4/2UMvLQJ7s65yX8jKrDqpXSGYYBRCN4ssMZhsUbX6DWWe0sACLIe/YDS9VkH2F2Qj90WwMSO1Ycqr9fgk8+WAnD+1KEEBFS99PGrf88ia18Oie3jOftmzVKJf9D5VEcafTBUrUnNp8jpJtyuv7ZFRJoi/XSWBuFxe3ji0n+Sd6CATv3ac8fr11fbvW/2nA189PESAO69+3T69q2+icP0RfP5bMtGbBYL/550JuM7HtmpzzAMfs16j0XZMwBfM4rT2tx2xOyUYRhQvgCj9DsoX+ALVBXfs7bFEnY1hF5x1POk8sszAIgMPPqm+k83bwBgUucuhAVVvaQR4LcFW0lNzSU83M7pp1V9iG9xQXFlx78rH7mIoODqryfSXJS5PCzbnQtoP9UfJceG0j42lL25JSzblcPJPY/dOVRERBqfQpU0iPf/8Snr5m8iJDyYBz65q9rlaVu37q883PfSi0cycUKfaq/5nzUreHPNSgCeOvlUJnfpdsQYr+Fh1v5/szZ/NgAnJlzGifGXHhKMDMMA52yMopfAvfXQC1jCwCgGbzpG4eNY8EDYNdXWlO3cC0BcUPVBsMTl4qttWwC4sFfVyx/BN0v1/gcLATj37MGEhVX9a/bxk19RmFdM+15JTPjTSdVeT6Q5WbE7j3K3l1aRdrokhJtdTpMyumsce5eV8Nv2bIUqEZEmSovWpd6tnbeRDx//AoA7Xr+e5B5JVY7LyyvmoUe+xOXyMGJEF665eky11/x2+xYeWzgfgGkjx3B+zyPDl8dw803aM6zNn40FK6e3uZ2TEi47NFC5NmPkXoiRf6svUFnCIPRPWGLexZK4Bmur1VgSV2IJv803vvBpjPLqz6BKLdkIQNvQqvc+AXy1bTOF5U46REYzul2HasctWLiVnTuzCAu1c97UoVWO2b/rAJ+/8B0A106/DJvt2AcOizQHv6X4ZopP7Jpw1Nnhlmh05b6qHJMrERGR6mimSupVflYBT1z2IoZhcOpV4zn5khOrHOfxeHnsiW/IzHLQrl0sf7vvLKzWqt9IrcxI5+65swC4qv8J/PmEIUeM8Roevtn3NFsKF2AlgLPb/YWekb/f2zA8UPyGb3YKF1hCIfRqLGFXYbFGHXItizUCI+xmcG3xzWg5Z2MJOnIpXkH5AXLKU7FgJTm0mgYchsE7Bw8l/lPfAdUeSOzxeHn3vQUATD13MJGRVe/Revv+j3CVuxk0sR8jzzry10GkuarYT6Wlf0ca1SUeiwW2Higks7CMxAgdnyAi0tRopkrqjWEYPHP1y+TuzyO5ZxI3/7v6ZXPv/vc3Vq/ZQ3BwIP94eCrh1ZyxlOoo4M8zv6Lc42Fixy48MHrcEZ9iew0P36Y9Wxmozkv++6GBypuLkXcNRtELgAvsp2CJn4M14vYjAlUFi8WCJWiY7z/ce6ocs7VwMeA7qyrEFlHlmHl7drE9L4fwwCAu6t2v2l+Pn3/ZxO7d2YSH27ng/GFVjtm8dDvzPl6IxWLhuqcv16f54jeyi5xsTHcAv8/KyO9iw4Lo0zYS0GyViEhTpVAl9eabV35k2czVBNoDeWDGndUeRrtkaQoffOQLJPfcdRodO1T9JqrE5eK6mV+TU1pKn/hE/jXpDGyHne9kGAazM15lk2M+VgKYmnw/XSN+DyWGaytG9lQoXwyWECxRT2GJfgmL7eiNJQCwHNzXYZRW+e2NBT8D0CNydJXfNwyDl1b6GnBc2qc/kfaq90iVl7t5651fAbj4ohGEhx/56+b1ennp1rcAOOXKsXQdWHULeZHmaOHBduG92kSSEKHjAapSETZ1XpWISNOkUCX1Ys/mfbx+z3sAXPfUn+jUr+q9Q5mZDp58yrcn6Owpgzh5fO8qxxmGwb0/z2JLThbxIaG8efrZhAYGHjFuQfaHrM6bCViYknQP3SKG/34N5yKM3IvBmw62TlhiP8MScm7NZ3i8Bz8RtsYc+TrKdpFRloKVAHpHjq3y6Qv37WVVxn7stgD+b2D1S/W++nolmZkOEhIiOO/cqsfN/u98tq3YQWhkCNc+cWnN6hdpJn7T0r9jqjivasH2bF+zHRERaVK0p0rqzO1y88xVL+Fyuhg6eSDn3HpaleM8Hi+PT/8GR2EZ3bu15sbrT672mm+tXcX3KdsIsFp5dfJZtI2IPGLM+vy5LMj6AIBTW99Er6jfG10YZb9g5N8CuCBouG92qpqlftUx3JsBsAR0POJ7K3K/AaB7xAhCA468rmEYPLPEt0fqkj79SAyr+iDj/PwS3v9gEQBXXXESdvuRwbG4oJi3pvle52X3n0ds6yNDnpjH6XTidDor/9vhcJhYTfNjGIb2U9XA0I6xBAVYyXCUsSOrmK6J6pAoItKUaKZK6uzjJ79i6/IdhEWFctebN1Q7E/TBh4tYv2EfoaFBPPD3swkKqjrTL0/fx/RFvk5/D4wex9C2R7Yr31eykZnpLwIwMu4CBsWeUfm9QwKV/RQsMW/VPlAZHij3Ld0jcPAh3yty57Kx4BcAhsROqfL5s3elsDYzg5CAAG4ePLzKMQDvvPsrxcVOunZJZNIpVTe7+O9Dn5CfWUByj7ace/vptXod0vCmT59OVFRU5SM5OdnskpqVlMwiMhxlBAVYGdqx6kO/BYIDbQzp4PtAZaGWAIqINDkKVVInKWt28b9HPwPg1pf+j/ikuCrHbdqUxnv/853BdMdtp5LUturZltzSEm6d/T0ew2BKt55c0W/gEWMcrmw+T30cL256RIxmbOKVld8zypdj5N8GuCD4dCzRL2KxHMfhuOWLwZsNlmgIOjRULcv5ErdRTtuQnrQLPbK1u8vj4anFvwFwzYDBJIRWPUu1Y8cBvv/B16795psmYrMd+cdx1/o9fP2S7xyvm168hsCgI2eyxFzTpk2joKCg8pGammp2Sc1KxdK/4Z1iCQ7UEQFHc2I37asSEWmqFKrkuLldbp695hU8bg8nTh3OyZdW3T69tLScJ576Fq/X4OTxvas94NcwDP7y82wyiovoHB3DE+NOOWLWy2O4+HLfE5R48km0d+LMpLuxWHy/jQ13CkbejYAT7CdjiXoGi+X4VrgaJTN8/xJyxiGhrMiVy6pc356w0fGXVDkr978Na9mZn0dscAg3DKr6vCmv1+DFf8/B6zUYN7YnA/q3r2KMl3/e+CZer8FJ549gyKQj27qL+ex2O5GRkYc8pOZ+215xPpWW/h1Lxa/Rkh05uD1ek6sREZE/UqiS4/bR9C/ZsWY3EbHh3Pby/1W77O+N/8wjPT2fhIQI7rhtUrXX+2DjOn7avYMgq41/TzqT8KAjZ5h+PvA26aVbCLaGc17yAwRZfZ3yDG+BL1AZDggchCX6n1gsxzerY7hTwTkHAEvIoU0hFmR/iMtw0jakJ13Cj2wqkVtawgvLfXuk7h4+moigqjuZ/Th7PRs27iM4OJAb/lz13rKZb85l06KthIQHc8NzV1Y5RqQ5c7o9LNmZC8BJ3WrQkbOF69M2iqiQQAqdbtbuKzC7HBER+QO/DFUvv/wyHTt2JDg4mOHDh7Ns2TKzS/I7qVvT+OiJLwC45V/XENMquspxq1bv5utvfIff/uWeM6psFw6wKz+PxxfO840beRJ9EhKPGJNSuIwVuV8DcGbS3UQHtQbAMLwYBfeAZw9Yk7DEvILFcvyHY/oOCPZC0Ggsgd0qv55Ztos1eb5DiMcnXl1liHxq8W84nE56xiVwcTXnUhU4Snn9Td+erCsuP5HExCNnNvIyCyqbU1z92CUkJutTfPE/q/bkU+ryEB8eRM/WVZ/1Jr+zWS2M6uJbYq19VSIiTUuDhKorr7ySX3/9tSEufUwzZszgrrvu4qGHHmLVqlUMGDCAU089lczMTFPq8UeGYfDijW/iKncz9LQTGH9J9cv+nnluJgBnnXkCgwd1rHKcx+vl7rk/UOp2MyqpPdcMGHTEmBJ3Ad+nvwDAkNizD2mdTsnb4JwP2LHEvIzFevyb3Q3XJij7CgBL+B2/f90w+CnjdQy89IgYTfuwIwPTyv1pzNi8AYDHxk444kytCm+++QsORymdOiZw/tSqW6i/ce97FOUX0/WETky5+dTjfj0iTdmClN+X/lmtOsy6JnRelYhI09QgoaqgoICJEyfSrVs3nnjiCdLS0hriNlV6/vnnue6667j66qvp3bs3r732GqGhobz99tuNVoO/+/GdX1g7byPBoXZufenaapf9vfXOrxw44KBVq0hu+PP4aq/3zrrVrMrYT3hgEM9MOBVrFdebnfEKJZ4CEuwdGJ94deXXDddmjEJf2LJE3o8lsOpzr2rCMAwMx6OAAcFnYAn6fQ/T+oK57ClZR4DFzsmt/u+I55Z7PNz3i2/J4IW9+jKkTVKV91i1ejczZ60D4I7bJxEQcOTG/GU/rOan93/FYrFw2yvXYbNp8774p4omFSdq6V+NVbSdX703j2Kn2+RqRESkQoOEqq+++oq0tDRuvPFGZsyYQceOHTnttNP47LPPcLlcDXFLAMrLy1m5ciUTJ06s/JrVamXixIksXry4yuc4nU4cDschD6leQbaDN+71HfJ7xSMX0aZTqyrHbd6SzpdfrQDgztsnExJSdQe+vQX5PLvUd57T30aPJamK86i2ORax2fEbFqyc2fZuAqy+axmGB6NgGr7W6RMg5KK6vbjST8C1EiwhWCL+WvnlYncecw+8CcCJCZcSHXTka3555VK25+UQHxLK30aNOeL7AGVlLl74548ATDnrBPr1PbL1dmlRKf++2Xevc287nV7Dux0xRsQf5BWXsz7Nty9I51PVXPvYUNrFhODyGCzbnWt2OSIiclCD7alKSEjgrrvuYu3atSxdupSuXbty+eWX07ZtW+688062b99e7/fMzs7G4/HQqtWhb3pbtWpFRkZGlc/RGTO185/7PqAwr5jO/TswtZozkzweLy/8cxaGARMn9GHY0M5VjjMMgwd+nUuZ283IpGQuqWIPktNTwuyMVwEYEXc+rUO6/v7N0hng3gSWSCyRj1U7Y1YThnsPRuF0ACzht2GxVezXMpi1/2XKPIW0Cu7MsLhzj3jupuxMXl65FICHThpPdHBIlfd4+91fSUvPIz4+gv+7dmzVY+7/iIzdWSS2j+eqR+sYEkWasIU7sjEM6N4qnFaRx78HsqWxWCyVXQArDk0WERHzNXijiv379zNnzhzmzJmDzWbj9NNPZ/369fTu3ZsXXnihoW9/TDpjpuY2L93OrLd/BuDWl/8PWxVL1wC+/mYVKTsyiYwI5qYbJlR7vVk7tzN/726CrDYeGzuxylC0KHsGhe4cogNbMzrhksqvG95CjMJ/AmAJvx2LrerzsWrCMJwY+XeCUQJBIyD09+WF6wvmsK1wEVZsnNH2LmyHtWh3etzc9dMPuL1eTu3clTO79qjyHus3pPL5F8sBuPvOyYSHHfkmcsPCLXz9kq8Rxp1v3EBIeNXhTMQfVAQCdf2rvYp9VWpWISLSdBzfIT7H4HK5+Oabb3jnnXeYPXs2/fv354477uDSSy+tPMPlyy+/5JprruHOO++st/vGx8djs9k4cODAIV8/cOAArVu3rvI5drsdu73qttfyO6/Xyyu3+/alTbpqHH1H96xyXE5OEe+86zv49tprxhIdHVrluFKXi0cXzAPg+kFD6RJzZHOJvPL9LM/9EoCJra8n0Pr7/yej+E0w8sHWGUIvOeK5NeXbR/UPcG8ASzSWqKcqz73KdaYxe/9rAJyU+CdaBR854/b80kVsyckmLiSk2mBYVubimWdnYhgw+dR+DB/W5Ygx5WXlPH/daxiGwalXjdeZVOLXDMP4w34qLf2rrYpQtSWjkMzCMhIjNNMnImK2BpmpatOmDddddx0dOnRg2bJlrFixghtuuOGQQzHHjx9PdHR0vd43KCiIwYMHM3fu3Mqveb1e5s6dy8iRI+v1Xi3NnPfms2VZCqERIVz7xKXVjnvrnfkUlzjp0aMNp59WfTB4c80K0osKSQqP4KZBw6oc82vm+3gMNx3DTqBr+O9jDG8xlPjajVsi7jruA34BKPkflH4KWLBEP4/F1gYAl7eML/c9gcsoo31of0bEnX/EUxft28sbq32zT0+MO4WE0LAqb/H6G7+wL8237K+6mbt3H/iY1C1pxLSK4vrnrjj+1yPSDOzKLiYtv5Qgm5XhnY6/W2dLFRsWRJ+2vr9PF+/IMbkaERGBBpqpeuGFF7jgggsIDq7+07Po6Gh27dpV7/e+6667uPLKKxkyZAjDhg3jn//8J8XFxVx99dXHfrJUqdhRwn/u84WYS+8/j9jWMVWO27Y9gx9nrwfg1psmYrNVndkzi4t4dZXv7LC/jhpDSOCRh/Rmle1mk2M+AOMTrzl0BqjsWzAKwdYB7BOPeG5NGWVzMAofB8AS8Rcsdl9reMMw+HH/K2Q6dxFqi2ZK0j1YLYcudcwtLeGun37AAC7p3Y9TO1fdUGLZ8p18/a3vnK6/3lv1OV0bF23ls+e/A3zL/iJiwo/7NYk0BxWzVIM7xBAa1CB/Dfm9E7vGszHdwYLt2Zw9sOpuoyIi0nga5G+zyy+/vCEuWyMXXXQRWVlZPPjgg2RkZDBw4EBmzZp1RPMKqbnPnvuW/MwCkrq1YeodVTenMAyDV16di2HAhJN707t39X/Jv7h8CaVuNye0asNZ1exBWpT9CWDQI2I0rUMOXS5nlPqWBFpCL65cqldbhnOJbx8VXgg5H0KvqfzeyrxvWV/wExasnN3uL0QEHro8yWsY3D13FhnFRXSOjuGBE6tuF5+bV8xTT/vC0tRzBld5TldpcRlPX/UShmFwypVjGXlW1edWifiTilB1Unct/Tteo7vG8/qvO1mQko1hGHVq1CMiInXnlx8R3nLLLdxyyy1ml+EXcvbn8dnz3wJw7fTLCAw6clYJYNHi7axbn0pQUEC1ne3A10J9xmbfbNZ9o8ZU+UYgv/wAmx2+w6NHxV98yPcMTzq4VgNWCD7reF4ShnMRRv6NQDnYJ2KJ/EdlHTuLVvJTxhsAjG91DR3DBh7x/NdWLeOXPbuw2wJ4+dSzCK1ips3rNXj6me/Jyy+hU8cE/nxd1cHrzb/8j/SUDBLaxXHTC5pNFf9X7vayZKdvydpJXdWk4ngN7RhLUICV/QVl7MgqomtihNkliYi0aA3e/U+at3f//hFlxU56jejGiedWvffJ4/Hy1ju+EHTBeUNplRhV7fVeWrkUt9fLSckdGN62XZVjVud9j4GXjmEDj5ilonyJ75+B/bHYEmv9eoyynzHyrgejFIJOwhL9QuWerKyy3Xy1bzoGXvpFTWRY7JHt0xft28uzSxcC8PBJ4+kVX/Wbwi++WsGy5TsJDLRx/9/OIqiKJU4r56zl21d951bd8/ZNhEdXvSdLxJ+s2JNLkdNNfPjv+4Kk9kKCbJX70eZtzTK5GhERUaiSau3ZvI8f350HwA3PXVnt8pK5P29i9+5swsPtXHTh8Gqvt8/h4PMtGwG4Y9ioKsd4DDdr82cDMCR2yhHfN1wbfP8SOLimL8P3PMPAKH4fI/8mwAn2k7HEvIrF4usoWFB+gI/3PoDTW0JyaB8mt7n1iNeb6ijg5h+/xWsYXNCzDxdXca4WwLZtGbz5n3kA3Hj9yXTudGT4c+QU8uw1rwAw5aZTGTSxf61ej0hzNf9gABjTLQGrVUvW6mJsd9+HOr/qvCoREdMpVEm13n/kEwzDYPQ5Q+k9suq9T263h/++vwCASy4aWWUjhgr/WbsCj2Ewul17BrduW+WYnUUrKfU4CLPF0CV86JEDvL5lQxVd+mrCMMowHPdjFD6Kbw/VBVii/43FEgRAibuAGXsfpMidQ7y9PeclP0iA9dAlfSUuF9f/8DV5ZWX0S2jFo2MnVBkyi4rLeOSxr3C5PIwe3Y2zpwyqoh6Df974BtlpubTr3ob/e+pPNX4tIs1dxazK2B5a+ldXYw6GqqU7cyhzeUyuRkSkZVOokiqlrN7F/E8WY7FYuOLhi6odN+enjezfn09MTBjnnH1kgKjgcDr5ZJNvlumGQVWEpYO2OHwBrVfUmCM67gFgOH3/PBiIjsVwbcLIuQBKPwOsWMLvxRL5GBaLLzSVegr5aM/fyClPJTIggYvaP0aI7dC9CV7D4K6ffmBTdhZxISG8ftoUggOO3EdlGAZPPfM9+/fn06pVJH+5+4wqg9est3/mt8+WYAuwMe2D2wmp4iBgEX+Unl/K1gOFWC2+mSqpm26J4bSJCsbp9rJ0V67Z5YiItGgKVVKldx/8GIDxl4ymc/8OVY7xeLx8NMO3x+nCC4YRElJ90Plk83pK3C56xMZzYruqr+c1POwo8p371COi6uWBHJyhMty7j1q/4S3CW/g8Rs754N4K1jgsMW9jCb+uMuiUuB18vOd+Mp27CAuI4eIOjxMZeGQ3sueWLmTWzu0EWW28NnkKbSOq3gfyyWfLWLhwO4GBNh564FwiqjiQc++WNF65/R0Arnr0YroPPvIgYBF/VTFLNTA5mpiwmn0wItWzWCyVSwDna1+ViIipFKrkCCmrd7H0+1VYrRYuf+jCasf9tmAr+/blEhkRzFlnDKx2nGEYfLhxHQBX9j+h2r1ZWc7dlHocBFlDaBfau8oxloCD+5hKP8ZwH3nOmeHNxyh6DSN7IhS/BrjBfgqWuO+w2H8PasXuPD7c81cyylIItUVxaYfpxNmPbJwxY9N6Xl65FIAnxp/C0Gqaa6xavbtyH9VNN06gZ48jlyeWO11Mv+xFykqcDJrYjwvvPXLPmIg/m7c1E4BxPWrfZEaqNqZyX5VClYiImfyypbrUzYfTvwBg3MWjadet6r1LhmHw4ce+WapzzhlMaKi92ust35/Gzvw8wgIDmdKtZ7Xj9pVsBiAppFfVS/8AQs6Gsi+hfClG7uUYwadjsSVjeHN9rdbLVwDlvrG2Tlgi7gX7ofuf8sr3M2PvA+SVpxMeEMslHZ4g3t7+iFv9smcXf5s3B4Bbh4zg/J59qiwpIyOfRx//Gq/X4NRJ/Zhy5glVjnv7bx+SsnoXkXER3PvuLVit+kxDWo5yt5eFKb6GCuO0n6rejO4aj81qISWziLT8UpKiQ8wuSUSkRVKokkPs2rCX3z7zhaWL7zuypXiFdetTSUk5gN0ewLnnHP3A2i+3bgLgjK49CA+qfslPtnMvAK2Cq18SZ7HYIOoZjNxLwbMPSt7FOHxQQE8sYddA8BmVe6cq7C/dxid7H6bEk09UYCsu7vA4sUFHNs1YnbGfm2Z9g8cwmNqjN3dV062wrMzFgw9/QUFBKd26teKO2yZVORO39PuVfP6C7yDgu9+6kfi2sdW+RhF/tGJPLsXlHuLDg+jbtvpjF6R2okICGZgczco9efy6LYtLhh35AZGIiDQ8hSo5xIynvwLgpPNH0Klv9X85f/nVSgBOmdiXqMjqPxl1eTzM3LEdgHO69zrqvQtcBwCIDmp91HEWW2uI+xacczHKV4E3G6yxWAK6gH002LpUGWw2O37ju7TncBvltAruzIXJ/yA88Mhwsy0nm6u/+4JSt5sx7Tvy5Piqg5JhGDzz3ExSdmQSHR3KPx6eit1+ZAOLzL1ZPH3VywCce9vpjJpSfaMOEX9VsZ9qTHe1Uq9vY7snsHJPHvO3KlSJiJhFoUoqZaflMO/jRQBc/Ndzqh2XmelgwcJtAJx79tHPi1qSnkqBs4y4kJBqD/utUO4tATii+15VLNYwCJmCJeTY+5K8hodfM99jcc6nAHQOH8I5Sfdht4UeMXZ3fh6XffMZ+c4yBrZqw6unnkWQreqliB98uJhf5m3GZrPy0N/PqfLQY1e5i8cufgFHTiHdBndW+3RpsbSfquGM7Z7A83O2sTAlG5fHS6BNS4tFRBqbQpVU+vqlWXjcHvqd1OuoXelm/rAWr9dg4ID2dOp09L0Rc3fvBOCUTl2xHWMPkcfwnbNiqcf+KYWubL5Ne5Y9Jb5GGcNiz2V8q2uq3LOV6ijg0q8/JaukmJ5x8bx75rmEVbNccf6vW3j73V8BuP3WSQwYUPWnw2/c8z6bl2wnPDqMBz65i6AqZrJE/F16finbDhQdbKV+ZIdNqZu+SVHEhAaSV+JiTWo+QztqebGISGPTx1kCQElhKd++NhuA8+86q9pxHo+XH370BZQzj9Lxr8JvqXsAGNe+0zHHhtp8Mz0lnoJjjq2JLY4F/GfnzewpWUegJZizk/7KhNbXVRuoLv7qE9KLCukcHcP7U84nOrjqZY2bN6cz/Snf/qip5wyu9tfhl48X8tVLPwDwl//eQptOrerldYk0N39spR4dqlbq9c1mtXBSN7VWFxExk0KVADD3f79SXFBCu+5tGHFW9Uv61q7bS1ZWIeHhdk4c3f2o18wqKWZHXi4WYGRS8jFriAryhY4s555a1X64QlcOX6Q+xpf7nqDMU0jr4K5c3flf9I4aW+X43fl5XPzlDNIKHXSOjuGjcy4kITSsyrHp+/O5/8HPKC93M2J4F268YUKV4/ZsSuX5614FfA0/Rp519GYeIv7s5y2+/ZLjtfSvwVR0VPx5S6bJlYiItEwKVYJhGHzz6o8ATLlp8lFbfc/5aSMAY8f0JCjo6KtHV2fsB6B7bDxRwUcehHu4DqH9AdjuWIzbW16j2v/I5XWyOPsTXk+5jq2Fi7BiY1T8RVzR6bkqz6AC2J6bw4VfziDt4AzVR+dcSKuw8CrH5ueXcN+0GeTnl9C1ayseuP9sbFXsXSh2lPDI+c9RVuzkhAn9uOrRi2r9WkT8RUm5m9+2+1qpT+yt2dqGMq5HIhYLbNrvYH9BqdnliIi0OApVwqbF29i9IRV7SBCnXFH1bA5AebmbBQt8DSomTqj6zKZDrpvt+8S0X2LN3kh1Dh9EeEAsDncWC7M/rtFzAMq9ZazM/ZbXUv6PeZnv4jLKaBvSk6s6/5OxiVdis1S9j2l1xn4u+OJjMkuK6REbz4xzL6o2UJWWlnP/A5+xLy2PxMRIpj92ASEhRy5j8nq9PH3lS6RuSSM+KZZpH9yOrZpGFyItwYLt2TjdXtrFhNCz9bGb0MjxiQ0LYlD7GECzVSIiZlCjCuHbg7NU4y4aTXh01cveAJav2EVxiZP4+Aj69T32cr7tuTkA9Iit2cb0QGswk1rfyBf7Hmdx9icEWu0Mj5taZSgyDIP9ZdvZWPALG/LnUuYtAiAyMIExCVfQN2o8Fkv1nxnM27OLG2d9Q6nbzYDE1rx71lRiqtlD5XJ5eOTRr9i8JZ3IiGCenn4RcXFVh68PHvucRV8vJzAogIc+v4eYKjoCirQkP232Lf2b2KtVlUcTSP05uWciK/fkMXdzJpcN72B2OSIiLYpCVQtXmFfErwcP+z3zhlOOOnbxYt95UyeO7lajc2b2FToASI6qebDoETmaAdGTWJs/m/mZ/2Vt3o90jRhObFBbrBYbRe48cpz72FuyjmJ3XuXzogNbMyzuXAZETybAevQOex9vWsf9837CYxiclNyB1yZPqbbLn8fj5cmnv2PZ8p0EBwfy+GMX0L59XJVjF361jPce/gSA2165jp7DutX4dYv4I4/XYO5m36zJKVr61+Am9mrFMz9uZWFKNqXlHkKCNEsuItJYFKpauF8/XYzL6aJTv/b0GNq12nGGYbB0ma89+qiRNQsLmSW+2aM2YbVb8nNam9tJDu3HLwfeJt+VwYrcr6scF2Cx0y1iOH2jTqZz+OAqu/r9kcfr5eklv/H66hUATO3RmyfHT6r2HCrDMHjhxR8rz6J6+MFz6dM7qcqxKWt28eTl/wLgnFtPY/I1J9f05Yr4rTWp+eQUlxMRHMCwTmrz3dC6twonKTqEtPxSFu3IZkIvBVkRkcaiUNXC/fzRAgAm/mnMUZfm7N6dTU5uEXZ7AP37HXvpH0BRuQuACHvtWihbLBb6RU+ge8RIdhatYG/JBordeXjxEGqLJDqoDUkhvUgK6UmAtWbXdjid3PnTzMpzs24bMoI7h42q9jUbhsErr81l5g9rsVot3D/tLIYN7Vzl2NyMPB48+ynKip0MmtiP65+9olavV8RfVSz9G9cjUQfSNgKLxcKEXom8t3gPP23OVKgSEWlEClUtWObeLNbN3wTAuItHH3XsqtW7AejfL/mYXf8quLy+w3wDrce3BMVuC6VX1Bh6RY05rudX2JaTzfU/fMOugjzstgCemXAqU7r1rHa8YRi8+Z95fP6Fb0br7jtPY9zYXlWOLStx8uDZT5GVmkO77m34+4y7CAjUHysRgJ82VeynUiv1xnJyT1+o+nnLAQyjr/axiYg0Er37a8F+/mghAP3H9iYx+ejNJNauSwVgwID2Nb6+3RZAmduN0+0+/iLr6Iutm7h/3hxK3W7ahkfw2mlT6J/YutrxhmHw9ju/8vEnSwG4/bZJnDa5f5VjvV4vT13xb7Yu30FkXASPfTeNiJiqG1iItDS7s4vZnllEgNXCOJ1P1WhGdI4jJNDGAYeTjekO+iapWY6ISGPQeowW7LfPfQ0qxl984lHHGYbBps1pAPTrW/V5T1WJtvvOpsouLTnOCo9fUXk598ydxV0//UCp283odu359sI/HTNQ/eft+Xzw0WIAbrlpImefNaja8f/56/9Y8MVSAoMCePiLe0nq2qbeX4c0fU6nE4fDcchDfl/6N7xzLFEhR28eI/UnONDGid18H5KptbqISONRqGqhMlOz2bZiBxaLhdHnDjvq2OycInJzi7FaLXTrWn0oOVz7g13/duXnHWNk/VqxP43TZ7zHZ1s2YgHuHDaK9846j7iQ0GqfYxgGr73+Mx997Auat9w8kannDql2/Lev/sinz30LwD3v3Ey/k6peHij+b/r06URFRVU+kpNrtufQ3/2xlbo0rorllnMP/j8QEZGGp1DVQi2buRqAXiO7H/MspV27sgBIbhdLcHDNP3GumBValr7vOKusneLycv6x4Bcu+OJj9joKSAqPYMa5F3H70JHYrNX/Vvd6Df75r9l8+vlyAG675RSmnlN9oFr09XJeuvUtAK76x8WcfMnRZ/rEv02bNo2CgoLKR2pqqtklmS6vuJzlu30fpihUNb7xB5dbrt1XQKajzORqRERaBoWqFmr5LF+oGnbaCcccu2dvNgAdOtTsEN8Ko9v59l/N27uLsgbcV2UYBnN2pTDpo3d5e+0qDOCCnn2YefEVDGt79OWKbreH6U99y7ffrcZigXvvPo1zzh5c7fgNC7fw+CUv4PUanP5/E7j0/qn1/GqkubHb7URGRh7yaOlmb8rA4zXo1SaS5NjqZ4ilYSRGBjMgORqA2Zs0WyUi0hgUqlogV7mL1XPXAzB08sBjjs/IKACgbduYWt1nWNt2tA2PIK+sjG+3b6l1nTWxLSebK779nOtmfk1aUSFJEZG8e+ZUnpkwmaiDe7qqU1pazgMPfcHcnzdhs1m5f9oUTps8oNrxuzbs5YGznqS8zMXwMwZx2yvXqbOWSBW+X58BwBn9ar5cWOrX5D6+X/tZGzJMrkREpGVQqGqBNi/ZTmlRGdEJkXQ9odMxx2dm+Tbet2pVu0/gA6xWrug3EIB/LltEgbP+lqHsLcjn7rmzmDzjPX5L3UOQ1cYNg4Yy55KrGNfh2K+pwFHKPX/5mKXLdhAUFMCjj5zHyeN7Vzt+/64DTJv8GEX5xfQe2Z2/z7gLW8DxtYoX8Wf5JeUsSvHNbp/eT81bzHJaX1+oWrwzh/yScpOrERHxfwpVLdDaXzYCMPDkvliPsteoQn6er3tfTHTtl/Fc0e8EkiOjSCsq5PbZM3F66rYMcEPWAe6YM5NxH7zN51s24jUMJnfuxpxLr+K+kWMIDTz2nq+0tDxuve09Nm9JJzIimGefvpgRw7tUOz47PZe/nvIoOel5dOyTzKPf3kdwqL1Or0PEX83edAC316Bn6wg6J+iIAbN0jA+jZ+sIPF6DOVoCKCLS4BSqWqANCzcD0H9M9TMzf1RU7AQgPPzoy+mqEhoYyCunnoXdFsC8vbu4/OvPSHUU1OoaBc4yPtq4jqmff8iZn/yPr7ZtxmsYjGnfka/Ov5TXTptCh6joGl1rw4Z93HL7e+xLy6NVq0hefOFP9O1T/b6r/KwC7pv0KPt3HqBN51ZM//HvRMZG1Kp+kZZk5vr9AJyhWSrTTe6rJYAiIo1Fh/+2MF6vly3LUgDoPapHjZ5TXu6bXQoKOr7fLv0SW/H2Gedw3cyvWbY/jUkfvcs53XtzdveeDGzVmuCAQ2eXHE4n23KzWb4/jQWpe1iavg+31wv4lhSe3qU71w0cQr/E2nUVmz1nA8+98AMul4fu3VrzxGPnExtb/SfpjtxC7jv1MfZs2kd8UixPzXmA+Laxtf8FEGkhCkpcLKxY+tdfocpsp/Vtwz9/2s5v27MpcroJt+uvfBGRhqKfsC1MekoGJY5SgoID6dindufp1KUpw+jkDsy86HL+8vOPLNufxkeb1vHRpnVYLRbahEcQHhiEy+uhwFlGTmnpEc/vERvP1B69ObdHLxLDarekyOPx8sZ/5vHpZ8sAOOnE7tz3lzMJCQmq9jlF+cVMm/w4O9bsJjoxiqd/epA2ndQaWuRoZm/KwOXxLf3roqV/puveKpzO8WHszC7m5y2ZTBnQ1uySRET8lkJVC7Nj7R4AOvVrX+NGC4EHx7lcddsP1TE6hhnnXsTitFQ+37qJX3bvJLeslLRCxxFjE0PDOKF1G4a1bceEDp3pGF27zoMVCgpKeOyJb1i5ajcAl10ykquvGoPVWn1ALC4oZtrkx9i2YgdR8RE8/dODJPdIOq77i7QkFUv/1KCiabBYLJzatzWvztvBjxsyFKpERBqQQlULs3eT7yDejn3a1/g5ERG+vVSOejhE0mKxMKpde0a1a49hGGSWFJNW6KDE5SLAaiXSbqddRBSR9ro3gti0KY1HHvuKrKxCgoMD+cs9ZzBubM+jPqcwr4j7TvUFqsi4CJ7+6SE69a35r5VIS1VQ6mKBuv41OacdDFW/bM2kzOUhOFBdS0VEGoJCVQuzd4svVHXoffRDcf8oJiYMgOycwnqtxWKx0CosnFa1XM53LIZh8Nnny3njP/PweLy0axfLIw+eS6dOCUd9XkG2g/tOfYyU1buIio/gqTkP0rl/h3qtTcRfzdl0AJfHoEerCLomaulfU9EvKYqk6BDS8kuZvy2LU/vo7DARkYag7n8tTFqKrwtUUveaf5Lcrp2vOUNqam6D1FSf8vKKuf+Bz3j19Z/xeLyMG9uTV1+68piBKmd/HnePe4iU1buITozimZ8fpsuAjo1TtIgf+G5dOqBZqqbGYrFUBqkfDi7PFBGR+uc3oWr37t1ce+21dOrUiZCQELp06cJDDz1EebkOPfyjjF2ZALTplFjj53TqGA/A9u1Nuy3v4iUpXHfD2yxZuoPAQBu33zqJB+4/m7Cwoy8lzNidyV1jH6zs8vfcvEe05E+kFjILy/h1WxYAZw/Uvp2m5oz+vlA1Z9MBSsrrtjdWRESq5jfL/7Zs2YLX6+X111+na9eubNiwgeuuu47i4mKeffZZs8trEsrLyinMLQIgvl1cjZ/Xr69vqeDWbRmUlDgJbWIH3xYVl/Haaz8zc9Y6ADp0iOeB+6fQuQbBcffGVO471Xewb+uOCTw99yF1+ROppW/WpOM1YHCHGDrGh5ldjhxmUPsYkmNDSM0tZc6mA5w9UI13RETqm9/MVE2ePJl33nmHSZMm0blzZ6ZMmcI999zDF198YXZpTUZ+lq/LXkCgjfDomr/xadUqinZJMXg8XhYvSWmo8o7LwkXbuPra/zBz1josFrjgvKG89vKVNQpUGxZs5q4xD5CTnkfHPsm8sOAxBSqR4/D5qjQApg7Sm/WmyGKxcM7BIPX1mnSTqxER8U9+E6qqUlBQQGzs0Q9rdTqdOByOQx7+qiivGIDwmPBanTllsVgYP64XALN+XN8gtdVWZqaDBx7+nAce+oKcnCLaJcXwwnOXceMNE7DbA4/5/EVfL+evkx6lMK+YXiO68dz8R3Swr8hx2JTuYPN+B0E2K2f209K/pqpidmr+tixyipwmVyMi4n/8NlSlpKTw73//m+uvv/6o46ZPn05UVFTlIzm5dgfiNidlJb6/SIOPsceoKpNP7Y/VamHlqt1s3mLeJ51Op4v3/7eQK695g4ULt2OzWbnk4hG8+fo19O9Xs/93X/37Bx6e+gzlZS5GnDWYp396iMjYiAauXMQ/fbna11F0Qq9EokKP/YGGmKNrYjj9kqLweA2+V8MKEZF61+RD1X333YfFYjnqY8uWLYc8Jy0tjcmTJ3PBBRdw3XXXHfX606ZNo6CgoPKRmprakC/HVO6DG5QDjuOckjZtojllQh8AXn51Lh6Pt15rOxaPx8vsOeu58uo3eee/v+F0uunXtx2vv3oV1107rkazUx63h5dvf5uXb38bwzA448+n8PDn9xLcxPaIiTQXbo+Xrw4uJ5s6qObHNIg5KpqIfLk6zeRKRET8T5NvVHH33Xdz1VVXHXVM586dK/89PT2d8ePHM2rUKN54441jXt9ut2Ovh4NmmwOr1bfkzzCO7/nXXD2G3xZuY9OmNGZ8upRLLx5Zj9VVzePx8tuCrbz73wXsTc0BIDExkuuvG8+4sT1rvIyxuKCYxy99keU/rAbg2icu5aK/nlOrZZAicqgFKdlkFTqJDQtibPejH1sg5psyoC1PzNzM6r357MkppkOcmoqIiNSXJh+qEhISSEio2V/WaWlpjB8/nsGDB/POO+9gtTb5ibhGFRDk+9/tcrqO6/kJCZHccP3JPP/CLP7z1nxiosM4bXL/+iyxktPpYu7Pm/jk02WVYSoiIpiLLxzB1HMH12hmqkL6jgwemPIkezenYQ8J4q/v3cpJ541okLpFWpIvDjaomDKgLUEB+nnb1CVGBjO6azy/bc/m6zXp3Dahm9kliYj4jSYfqmoqLS2NcePG0aFDB5599lmysrIqv9e6tU6QBwiNDAWgxFF63Nc447QB7N2bw2efL+e5F34gL7+Yiy8cUTkLVlfp+/P5fuYaZv6wloICX53h4XamnjuE888bSnhYcK2ut+qndTx28QsU5hYR1zaGR776Kz2GdKmXWkVassIyFz9u9J1dp65/zcc5A5P4bXs2X61O49aTu2q2XkSknvhNqJozZw4pKSmkpKTQrt2ha/uN413v5mci48IBKMovxlXuIjCo9pvKLRYLN15/Mk6nm2+/W81/3prP8uU7ufH6CXTvfnzh9UBmAYsWpTBv/mbWb9hX+fXExEjOOXswZ50x8JgH+B7OMAw+e/47/vPX9/F6DXoO68pDX9yrDn8i9eSr1Wk43V66HWyAIM3DqX1bc/9X69mZXczafQUMTI42uyQREb/gN6HqqquuOubeq5YuMi6CwKAAXOXug4fdHvssp6pYLBbuuG0SPXu05t8v/8TadanccPO7DOifzLixvTjhhA60S4qtcvbK4/GSkVHA9pQMNm5KY/XqPezclfWHa8PgQZ0468yBjBrZDZut9kuKSgpLefbaV/jtsyUATLpqHLe/ch1BwUHH9XpF5FCGYfD+kj0AXDa8vWY7mpFwewCT+7TmqzXpfLR0r0KViEg98ZtQJcdmtVpp3SmR1K3ppG3ff9yhCnzB6rTJAxgwoAPv/vc3fv5lE2vXpbJ2na97YnBwIAkJEURGhGC1WSh3unE4SsnMKjyic6DVaqFPnyROHNWdceN6kRB//O3NU9bs4rGLXiBt+34CAm3c8PxVTLnpVL3pE6lHy3blsu1AESGBNqYOVte/5uaSYe35ak0636xN5/4zexEZrFb4IiJ1pVDVwrTvlUTq1nR2b0hl8CkD6ny9tm2i+dt9Z3HtNWOYN38LixZtZ9v2DMrKXKSm5lb5nMBAG507J9Kje2sGDmjPCQM7EBUVWqc6DMPgm1d+5PV73sPldJGQHMffP76T3iN71Om6InKkilmqc05I0hvyZmhYp1i6JoaTklnE16vTuHxkR7NLEhFp9hSqWphug7qw8KvlbF2RUq/XbZUYxUUXDOeiC4bj8XhJS88jN7eIwsIyDMMgMDCAiIhgEhMiiY+PqLfGFgD5WQU8d+2rLPluJQAjzhzMve/erAN9RRpAZmEZszb4GlT8aUR7k6uR42GxWLh0WHv+8d0mPli6lz+N6KDZfBGROlKoamF6jewOwPpfN2MYRoP8RWqzWWmfHEf75Lh6v/bhls9azbPXvEJuRj6BQQFc9/TlnHPraXqDINJAZixLxe01GNQ+mj5t1aCiuTpvUDuemrWFLRmFrE7NZ1D7GLNLEhFp1nSwSAvTd3QP7CFBZKflsnvDXrPLOW4lhaU8f91r/O30J8jNyKdjn2ReWvYk5952ugKVSANxe7x8uMz3c+PykR1MrkbqIio0kDP6twHgw6XN9+8CEZGmQqGqhQkKDuKECf0AmP/JYpOrOT5LZ67iun538cNbc7FYLJxz62m8tGw6nfvrTZ5IQ5q7JZP9BWXEhgVxWt82ZpcjdXTZcN/yze/WpVNQenyHwouIiI9CVQt08qUnATDn/fl4PB6Tq6m5vMwCnrjsn/z9zOlk7s2mdccEnpn7EDe/eA32kNqdYyUitffe4t0AXDgkmeBAm7nFSJ0Nah9Dj1YRlLm8fLlq37GfICIi1VKoaoFGnT2EyLgIMvdms+CLZWaXc0wej4dvX/2Ra3vfwS8fLcRqtXDenWfyxvrnGTCuj9nlibQIG9IKWJiSg81qqZzhkObNYrFw6f+zd9fhTZ5rHMe/SZqm7k6LFHcb7u6uG9tgbIzp2YAN9wHFmbEx35ihwxnu7m4tFFrq7k3T5D1/BMoYsDHaUtren+vqdU6bNO+djLzN732e537u/Lf85WgIiqIUcEVCCFF4SagqhnTWOrq/1QGAX6avxJj97I5WXTh4hXcbjufTt78lJT4V/5ql+PRIAG8sGIy1rVVBlydEsfHN/hsAdK7ujZ9L7rZAEM+OXnVKYKezICg6lX2BsQVdjhBCFFoSqoqp3u93wcHVnpsXQ9mwZFtBl/OAsKAIpvdfwIhmkwg8eQMbB2ve/mQoXxyfQ8XnyhZ0eUIUK7cT0tl4LgKA4c39C7gakZccrLQMqOcHwLd3grMQQoj/TkJVMWXvbMeQ6QMA+GHC79wOjCjgisxiw+L47J1vea3qCPavOoJKpaLLsLb8ePVTer7bCY2FrOMQ4mn7dn8wRpNCk3KuVCshbdSLmiGNS6NWwf7AWK5GphR0OUIIUShJqCrGOr/elurNK5OeksH0vvNJT8kosFpiw+L4/N3veLncu6z/YivZBiP1OtXmqzPzeP+r4Th7OhVYbUIUZ9HJmfx+p436my3KFXA1Ij/4udjkdHP8ep+MVgkhxJOQUFWMaTQaJvw+AmdPR4LPhzCl55ynHqxunLvF/KFf8JL/26xbvAWD3kC1ppWYt3MKszaNp0x1aZMunm16vZ7k5OT7voqSr/fdQJ9tok5JJ5qUy/8NvUXBGHZnWufaM2GExqcXcDVCCFH4SKgq5ly9nflowzis7aw4s/siH7SaQnRo/i5WNmQZ2LfqMKNaTWF4rQ/Y+uNusg1GqjerzNwdk1m4dzq1WlXL1xqEyCsBAQE4OjrmfPn5+RV0SXkmNlXPL0dvAfC/NuVlY+0irJafE03LuWE0KXy173pBlyOEEIWOSpEeqvdJTk7G0dGRpKQkHBwcCrqcp+bKsUAmdAkgOS4FW0cbhs9/mQ6vtEKtzpvcbTKZuHT4GnuWHWTvikMkxpiv5qs1apr2bkCfEV2p0rBCnhxLFA2F5b2o1+vR6/U53ycnJ+Pn5/fM1/04pm+4xPcHg6np68jat5tIqCriDl+P4/lvjmBpoWb/6FZ4OhT+DquF5TwihCj8LAq6APFsqFS/PJ8fDWDWCx9z5VgQC4ct4Y+PNzFgTE+a9m6Alc1/31w3LTmdc3svcXzLGQ6vP05sWHzObS7eznQY0pJub3bA3VemFInCS6fTodMVvc2nbyek88sR8yjVBx0qSqAqBhr6u1C3lDMnbyXw5Z7rTO0u+wAKIcTjkpGqvynuV7WM2Ub++HgTv8xYRXqyeX2VlY2Ouu1rULVJZfxrlMTb3xMHV3t0NpaYjCYyUjNJikkm8mYMYdciuH7uJkGnggk+f/9mkjb21jTuWY9WA5tSt10N6eQn/lFhfS8W1rr/btSKs6w+dZvGZV359bUGEqqKiQOBsbz43VEsNWp2f9iSEk7WBV1SrhSV96MQ4tknI1XiPhoLDf0+6E6n19qwbvEWtny/i8jgaA6uPc7Btcf/8+P5lPWkbruaNOhSh9pta2Cp0+ZD1UKIvHQpPJk/Tt8GYHTHShKoipEm5VxpUMaFo8HxfL4rkIDeNQq6JCGEKBQkVImHsnOyZdCEPrwwvjfXTlzn9K4LXDl6jdCr4UQGR5OVabjv/vbOtrj7ueFTzosy1UriX7MUlRtWwNXbuYCegRDiSSiKwvSNF1EU6FLdm1p+TgVdkniKVCoVH3aoSN8lh1lx4javNfOnrLtdQZclhBDPPAlV4h+pVCoq1itHxXr370+TpTeQlZGFxkKNpZWlTOUToojYciGSIzfi0VmoGde5UkGXIwrAc6VdaFPJg51XognYfIVvBz9X0CUJIcQzT1qqiydiqdNi52SLtZ21BCohioj0rGxmbLoMwPDm/vg62xRwRaKgjOtcGY1axY7LURwKyt9tNoQQoiiQUCWEEAKAT3YEEpaYQQkna95oWbagyxEFqJyHHS82KAnA9I2XyDaaCrgiIYR4tkmoEkIIwaXwZL49EAzA9B5VsbGU2eHF3fttK+BoreVKZAo/Hb5V0OUIIcQzTUKVEEIUcwajidGrz2I0KXSu7kWbyp4FXZJ4BjjbWjKmo3ld3cJtV4lMyizgioQQ4tkloUoIIYq5z3YFcSEsGScbLVO7yYav4p6B9fyoXdKJtCwjk9ddQLa2FEKIh5NQJYQQxdiZ0EQW7w4CYEbPang4WBVwReJZolarmNWrOhZqFdsuRbH+bHhBlySEEM8kCVVCCFFMJaUbeOe3UxhNCt1q+tC1hk9BlySeQZW9HXi3dXkAJq+7SFSyTAMUQoi/k1AlhBDFkKIofLjqLLcTMijpYsPMXtUKuiTxDHurVVmql3AkKcPAqBVnMZlkGqAQQvyVhCohhCiGvthznW2XorDUqFn8Qh0crLQFXZJ4hmk1ahYNqIm1VsOBoFi+2BNU0CUJIcQzRUKVEEIUM1suRDJv61UApnavSnVfxwKuSBQG5Tzsmd7D3Mhk4fZrsimwEEL8hYQqIYQoRk6HJDBi+RkABjcqxQt3NngV4nH0retL7zolMCnw1m+nCIlLL+iShBDimSChSgghiomg6FSG/nicDIOR5hXcmdS1SkGXJAoZlcrcDbCmryOJ6QZeW3qcpAxDQZclhBAFTkKVEEIUAzdiUhn07RES0g3U9HXky0F1sNDInwDx31lpNXz10nN42Ou4FpXKaz8dJ9NgLOiyhBCiQMlfVCGEKOKColMZ+PURopL1lPew4/sh9bDVWRR0WaIQ83K04qeh9bG3suD4zQTe+vUU+mwJVkKI4ktClRBCFGGnQhLot+QQ0Sl6Knra8/vrDXG10xV0WaIIqOztwLcvP4fOQs2uK9G8+cspGbESQhRbEqqEEKKI2nw+ghe+uTfl77dhDXCTQCXyUAN/V74bXA8rrTlYDf3xOMmZssZKCFH8FMlQpdfrqVWrFiqVijNnzhR0OUII8VRlG03M23qFt349RabBRMuK7vw2TEaoRP5oWt7NPKXUUsOh63H0X3KYsMSMgi5LCCGeqiIZqkaPHo2Pj09BlyGEEE/djZhU+iw5zOLd1wF4rWkZvn35OVlDJfJV47JuLB/eCHd7HVciU+j22QEOyj5WQohipMiFqj///JNt27Yxf/78gi5FCCGeGkVRWHr4Jp0/3c/Z0ETsrSz4ZGAtJnatIl3+xFNRrYQja95qTLUSDsSnZfHSd0eZt/UKWdmmgi5NCCHyXZG6dBkVFcWwYcNYu3YtNjY2j/U7er0evV6f831ycnJ+lSeEEPnibGgiMzZd4vjNBACalHNlXt+a+DhZF3BlorjxdbZh1RuNmbLuIstPhLJ493V2XYlheo+q1CvtUtDlCSFEvikyly8VRWHIkCG88cYbPPfcc4/9ewEBATg6OuZ8+fn55WOVQgiRd24npPPestP0WHyQ4zcTsNKqmdKtCj8PbSCBShQYK62GOX1r8OWgOjjZaLkckUy/JYd5f9lpopIzC7o8IYTIF898qBo7diwqleofv65cucJnn31GSkoK48aN+0+PP27cOJKSknK+QkND8+mZCCFE3giKTmHMqnO0nr+XdWfCUamgTx1fdn/QklealEGtVhV0iULQqbo3O0e2YGA9P1QqWHsmnNbz9zB3yxViUvT//gBCCFGIqBRFUQq6iH8SExNDXFzcP97H39+f/v37s2HDBlSqex8mjEYjGo2GQYMG8dNPPz3W8ZKTk3F0dCQpKQkHB4dc1S6EeHKF9b2YX3UbTQqHrsfy48Gb7LwSnfPzRv6uTOhSmWolHPPsWELktXO3E5m87iJnQhMBsLRQ06+uL8Oa+VPazTbfjltYzyNCiMLnmQ9VjyskJOS+9VDh4eF06NCBVatW0aBBA3x9fR/rceQELMSzobC+F/O67uDYNFafvM0fp24TnmSeOqVSQbvKngxv4U/dUrJORRQOJpPC9stRfLnnek64Aqhf2oU+dUvQqbo3DlbaPD1mYT2PCCEKnyLTqKJkyZL3fW9nZwdA2bJlHztQCSFEQVMUhYvhyWy7FMW2i5FciUzJuc3ByoIetUrwSpPS+LvbFWCVQvx3arWKDlW9aF/Fk6PB8Xy19zp7rsVw7GY8x27GM3ndRZpXcKdNJQ9aVfLA08GqoEsWQojHVmRClRBCFEaKohAan8HhG7Ecvh7H4RtxRCXfW2+iUatoVt6NvnV9aVvZEyutpgCrFSL3VCoVDf1daejvSkRSBmtPh7P61G2ColPZfimK7ZeiAKji7UBDf1fql3GhfhkXXGwtC7hyIYR4tCIz/S+vyFQBIZ4NhfW9+G91Z2QZuRSRxPnbSZy7ncTR4HjCEjPuu4+VVk2LCu60r+JF60oeOMuHSVHEKYrCpYhkdl2OZueVaM7eTuTvn05Ku9pQ1ceRqiUcqObjSFUfB1ztdP/4uIX1PCKEKHwkVP2NnICFeDYU1vfi3bpj4xNIzLbgenQqN2LTuBaVwoWwJIKiUzH97ayr1aio5edEI39XGpZ1pU5JZxmREsVaTIqewzfiOBYcx9Eb8QRGpz70fp4OOvzd7PB3t8Xf/c7/utni7WiNpYW60J5HhBCFj0z/E0KIfFBvxg5M2ofvFeVur6NGCUeqlXCkbilnnivtjI2lnI6FuMvdXkf3mj50r+kDQEJaFhfCk7gQlszF8CQuhicTHJtGVLKeqGRzAPsrlQo87HW460wFUb4QohiSv+JCCJELer0evf7eGqi7XUizTQp2lhrKuNlS1t2Osu52VPVxoLqvoyzAF+I/cra1pFl5d5qVd8/5WUqmgcDoVG7EpHEj5s7/xqZyMy6drGwTUcl6IvTpBVi1EKI4kVAlhBC5EBAQwLRp0x74+Y6RzSnv63Hf3nlCiLxjb6WlTkln6pR0vu/nJpNCXFoW4YkZBN2Opu/HBVOfEKJ4kTVVfyPzr4V4NhSW9+LDRqr8/Pye+bqFKA4Ky3lECFH4yUiVEELkgk6nQ6f75w5kQgghhCja1AVdgBBCCCGEEEIUZhKqhBBCCCGEECIXJFQJIYQQQgghRC5IqBJCCCGEEEKIXJBQJYQQQgghhBC5IKFKCCGEEEIIIXJBWqr/zd1tu5KTkwu4EiGKt7vvwcK2lZ6cQ4R4dhTW84gQovCRUPU3KSkpAPj5+RVwJUIIML8nHR0dC7qMxybnECGePYXtPCKEKHxUily+uY/JZCI8PBxFUShZsiShoaFFehf25ORk/Pz85HkWEUXpeSqKQkpKCj4+PqjVhWem8t1ziL29PSqVKtePV5j/m0rtT19hrRvyp/bCeh4RQhQ+MlL1N2q1Gl9f35wpAw4ODoXuD9OTkOdZtBSV51kYryzfPYfktcL831Rqf/oKa92Q97UXxvOIEKLwkcs2QgghhBBCCJELEqqEEEIIIYQQIhckVD2CTqdjypQp6HS6gi4lX8nzLFqKy/MsTgrzf1Op/ekrrHVD4a5dCCGkUYUQQgghhBBC5IKMVAkhhBBCCCFELkioEkIIIYQQQohckFAlhBBCCCGEELkgoUoIIYQQQgghckFClRBCCCGEEELkgoQqIYQQQgghhMgFCVVCCCGEEEIIkQsSqoQQQgghhBAiFyRUCSGEEEIIIUQuSKgSQgghhBBCiFyQUCWEEEIIIYQQuSChSgghhBBCCCFyQUKVEEIIIYQQQuSChCohhBBCCCGEyAUJVUIIIYQQQgiRCxKqhBBCCCGEECIXJFQJIYQQQgghRC5IqBJCCCGEEEKIXJBQJYQQQgghhBC5IKFKCCGEEEIIIXJBQpUQQgghhBBC5IKEKiGEEEIIIYTIBQlVQgghhBBCCJELEqqEEEIIIYQQIhckVAkhhBBCCCFELkioEkIIIYQQQohckFAlhBBCCCGEELkgoUoIIYQQQgghckFClRBCCCGEEELkgoQqIYQQQgghhMgFCVVCCCGEEEIIkQsSqoQQQgghhBAiFyRUCSGEEEIIIUQuSKgSQgghhBBCiFyQUCWEEEIIIYQQuSChSgghhBBCCCFyQUKVEEIIIYQQQuSCRUEX8KwxmUyEh4djb2+PSqUq6HKEKLYURSElJQUfHx/U6sJz/UfOIUI8O+Q8IoTIrcc9j0io+pvw8HD8/PwKugwhxB2hoaH4+voWdBmPTc4hQjx75DwihMitfzuPSKj6G3t7e8D8wjk4OBRwNUIUX8nJyfj5+eW8JwsLOYcI8eyQ84gQIrce9zwioepv7g6zOzg4yIlMiGdAYZv6IucQIZ49ch4RQuTWv51HCs8EYyGEEEIIIYR4BkmoEkIIIYQQQohckFAlhBBCCCGEELkgoUoIIYQQQgghckFClRBCCCGEEELkgoQqIYQQQgghhMgFaakuhBBCCCFEPkpIy+LkrQRuxqVhbamhircD1Us4YqGR8Y2iQkKVEEIIIYQQ+SAuVc/i3df57dgtMg2m+27zd7NlZPsKdKnuXej2UhMPklAlhBBCCCFEHrsQlsSwpSeISMoEwN/dlspeDqToszkdksCN2DTe+e00W2pEMr9fTay0mgKuWOSGhCohhBBCCCHy0P7AGIYtPUGmwYS/uy1Tu1WlWXm3nBGpVH023+6/wee7gth4LoKIpEx+eKUeDlbaAq5cPCmZyCmEEEIIIUQeuRyRzJu/nCLTYKJ5BXfWvNWE5hXc75viZ6ez4P22FVg6tD4OVhacvJXAu7+dJtto+odHFs8yCVVCCCGEEELkgdhUPUN/PE6qPpuG/i58+/JzOFo/evSpcTk3fn2tIVZaNXuvxTBj0+WnWK3IS4UqVO3bt49u3brh4+ODSqVi7dq1990+ZMgQVCrVfV8dO3YsmGKFEEIIIUSxoSgKE9acJyIpE393W7568TksLf79o3Z1X0c+HlALgB8P3WTHpah8rlTkh0IVqtLS0qhZsyaLFy9+5H06duxIREREztfvv//+FCsUQgghhBDF0boz4Wy9GIVWo+Lz5+vgaPP466M6VvNmWLMyAIxfc56kdEN+lSnySaFqVNGpUyc6der0j/fR6XR4eXk9pYqEEEIIIURxF5+WxZT1FwH4X+vyVPFx+M+PMap9RXZeieZGTBofbbrE/H4187pMkY8K1UjV49izZw8eHh5UrFiRN998k7i4uIIuSQghhBBCFGGf7gwkKcNAZW8H3mxZ9okew0qrYV5fc5BadfI2524n5mGFIr8VqVDVsWNHli5dys6dO5kzZw579+6lU6dOGI3GR/6OXq8nOTn5vi8hhHhccg4RQojiLSg6lZ+P3AJgYpfKWGie/ON13VLO9K5dAoBZmy+jKEqe1CjyX5EKVQMHDqR79+5Ur16dnj17snHjRo4fP86ePXse+TsBAQE4OjrmfPn5+T29goUQhZ6cQ4QQonibs+UKRpNCm0oeNCnnluvHG9WhIpYWao7ciGfH5eg8qFA8DUUqVP2dv78/bm5uBAUFPfI+48aNIykpKecrNDT0KVYohCjs5BwihBDF16XwZLZfikKlgnGdK+XJY5ZwsmZoE3PTikXbr8loVSFRqBpV/Fe3b98mLi4Ob2/vR95Hp9Oh0+meYlVCiKJEziFCCFF8Ld5jvnDfpbo35Tzs8+xxhzf3Z+nhm1yKSGbPtRhaVfTIs8cW+aNQjVSlpqZy5swZzpw5A0BwcDBnzpwhJCSE1NRUPvzwQ44cOcLNmzfZuXMnPXr0oFy5cnTo0KFgCxdCCCGEEEXKjZhUNp+PAODtVuXy9LGdbS0Z1KAkAIt3BcloVSFQqELViRMnqF27NrVr1wZg5MiR1K5dm8mTJ6PRaDh37hzdu3enQoUKvPrqq9StW5f9+/fLVWQhhBBCCJGnvtl/A0WBtpU9qOz931uo/5vXmvljqVFz4lYCx4Lj8/zxRd4qVNP/WrZs+Y9JfevWrU+xGiGEEEIIURwlpmex5nQYAMNbPFkL9X/j6WBFn7q+/H4shB8P3aSBv2u+HEfkjUI1UiWEEEIIIURBW3EilEyDiSreDjxXyjnfjjOkcWkAtl2KIjwxI9+OI3JPQpUQQgghhBCPyWhSWHrYvC/V4MalUKlU+Xasil72NPR3wWhS+PXorXw7jsg9CVVCCCGEEEI8pj1Xo7mdkIGjtZbuNUvk+/Hujlb9fiyUTIMx348nnoyEKiGEEEIIIR7T8uPm/Qj71fXF2lKT78drW9kTb0cr4tOy2H4pKt+PJ56MhCohhBBCCCEeQ0yKnl1XogHoX8/vqRzTQqOmX11fwLyWSzybJFQJIYQQQgjxGNaeDiPbpFDTz4kKnnm32e+/6VvXHOAOBMUSJg0rnkkSqoQQQgghhPgXiqLkjBT1f873qR67pKsNjfxdURRYffL2Uz22eDwSqoQQQgghhPgX58OSCIxORWehpltNn6d+/P71zEFu5cnQf9y3VRQMCVVCCCGEEEL8i/VnwgFoV8UTByvtUz9+x6re2FpqCI3P4FRIwlM/vvhnEqqEEEIIIYT4B0aTwoZz5lDVvQBGqQCsLTV0qOoF3At44tkhoUoIIYQQQoh/cCw4nqhkPQ5WFrSo6F5gdXSvZQ50G89FkG00FVgd4kESqoQQQgghhPgH68+GAdC5ujc6i/zfm+pRmpRzw8XWkri0LA5ejyuwOsSDLAq6ACFE3jBmG0mOS8HS2hJbB5uCLkcIUYhk6Q2EXLpNxI0o4sITMGRlo9VZ4FnKnfJ1/XHzcSnoEoUoMAajiT8vRAIFN/XvLq1GTZfq3vx85BbrzoTRokLBjZqJ+0moEqKQig6N5fD6E5zZfYGrx4OICb13xcrGwZomPevTZ0RXytYsXXBFCiGeSYqiEHQ6mMPrT3Bi2xmCTgVjyMp+6H1VKhU1W1Wl/4c9qNeh1tMtVIhnwOHrcSSmG3Czs6SBv2tBl0O3mj78fOQWOy5FYTCa0Gpk4tmzQEKVEIVIekoGO3/dz45f9nHp0NUHblepVCiKQnpyBtuX7mX70r2M/ukd2r3UogCqFUI8ayKCo9j6w252LztIeFDkfbfZO9viW9EHN19XLK20ZKbpCQ+KJPh8CGd2XeDMrgsMmT6QQRP7FFD1QhSMu6NU7ap4oVGrCrgaqFvKGTc7S2JTszhyI45m5WW06lkgoUqIQiAhKpGV89ez6ZsdpCebd1JXqVRUaVyBhl3qUrlRBUpW9sXB1Y6sjCxunAvh94A/OLrpFF+89wN129XAxcu5gJ+FEKIgKIrCub2XWLVoA0c3nsrZ38bSSkv9znWo36k2NVpUwaesFyrVgx8YI4Kj+GPRJtZ+/ic/Tl6GawkXOr7S6mk/DSEKhNGksP2SOVR1ru5VwNWYadQq2lXx5PdjoWy9GCmh6hkhoUqIZ1hCVCK/zljN5m93YtAbAPCt4E3nYe1o9XyTh65zsLazpmrjikxbM5p3G44j8FQwK+au442FQ55y9UKIgmQymTjwx1GWzVlL4MkbOT+v07Y6HYa0olH357C2s/7Xx/Eu48nbnw7F1smGX2es5pvRP9P2xWZYaOUjhCj6jt+MJzY1C0drLQ2fgal/d7Wv6sXvx0LZdjGK6d2roX4GRtCKOzkjCvEMykzXs3rhRpbNWUNmmh6ASvXLMWhiX+p3ro1a/e/zpzUWGnr9rwtzh3xO4Ong/C5ZCPGMUBSF41vO8OOk3wk8ZX7v66wtafdyC/qM6IpvhSdbaP/S5H5s+mo7iTHJnN9/mdqtq+dl2UI8k7bkTP3zfKbWLjUu64q9zoLoFD2nQxOpW0pmoxQ0CVVCPEMURWHfqiMsGfkjsWHxAFSsV5ZXAwZRq1W1h07N+Sc+5cxTFaJuxuR5rUKIZ8+VY4F8/eHPnN9/GQAbe2t6vdeZnu92wsndMVePrbHQ8FzHWuz4eR/n9l6SUCWKPEVR2H4pCoCOVZ+NqX936Sw0tKrkwfqz4Wy7GCmh6hnw7ETux7Bv3z66deuGj48PKpWKtWvX3ne7oihMnjwZb29vrK2tadu2LYGBgQVTrBD/UURwFBO7BTBjwEJiw+LxKOnGuF/+x2dHAqjduvp/DlQA+nTzKJe1vVVelyuEeIbERSQwf+gXvNtwPOf3X0ar09JnRFeWXv+cIdMH5jpQ3eXua57+lBKfmiePJ8Sz7GpUCmGJGegs1DQp51bQ5Tygw52gt/ViZM5aSVFwClWoSktLo2bNmixevPiht8+dO5dPP/2UJUuWcPToUWxtbenQoQOZmZlPuVIhHp/RaGTlgg0MqzaSY5tPY6HV8OKkvvxw5RNav9DsicLUXZHB0QC4eDnlUbVCiGeJMdvI6kUbGVrpPbb+uBuAdi+34KfAz3hjwWAc3Rzy9HiaO5ueGrONefq4QjyLdl42/w1tWs4Na8uC2/D3UVpWdMfSQs3NuHSuRqUUdDnFXqGa/tepUyc6der00NsUReHjjz9m4sSJ9OjRA4ClS5fi6enJ2rVrGThw4NMsVYjHcvtaOAte+5ILB64AULNlVf73xTBKViqRJ49/9XgQAOXr+OfJ4wkhnh2Xjwby2dvf5KybqlS/HG8uGkKVRhXz7ZgJkYkA0k00j+n1evR6fc73ycnJBViNuGvXFXOoal3Zo4AreThbnQXNy7ux43I0Wy9EUckrby+iiP+mUIWqfxIcHExkZCRt27bN+ZmjoyMNGjTg8OHDjwxVciITBUFRFP78bhdfvv8Dmel6rO2seGPhEDq92jpXI1N/P8bJ7ecAqNqkUp48pniQnEPE06bP0PPjpOWsXrQRRVGwdbTh9Xkv03Foq8dqYpMbNy+FAuDl/2x+yCysAgICmDZtWkGXIf4iPi2LUyEJALSu9Oz+e29f1cscqi5G8l7b8gVdTrFWqKb//ZPISHN3Fk9Pz/t+7unpmXPbwwQEBODo6Jjz5efnl691CpEcl8K0PvNY9PoSMtP11G5TnW8vLKTza23yLFAB3Dh3i6hbMVhaaandRhaU5xc5h4in6dy+S7xe8wNWLdyAoii0fak5P1z5hM6vtcn3QJWlNxD0l1ExkXfGjRtHUlJSzldoaGhBl1Ts7b4SjaJAFW8HvB3/feuBgtK2sicatYpLEcmExqcXdDnFWpEJVU9KTmTiabpw4DKv1xzFwbXHsdBqeG32i8zeOhGPknm/cd/2n/YAUK9TbaxsdHn++MJMziHiadBn6Pni/R8Y1XIK4UGRuPo4M2PDWMb89C7Onk5PpYZzey+hz8jCxcuJEuW9n8oxiwudToeDg8N9X6Jg3Z361+YZnfp3l4utJfVKm6fj7rwcVcDVFG9FZvqfl9ed1tFRUXh73zvZR0VFUatWrUf+nk6nQ6eTD5wifxmNRn6b+Qe/TF+JyaTgV9GHcb++l29rnQxZBnb+dgCADkNa5csxhJmcQ0R+u3o8iNkvfcrtaxEAdBnWlmFzX8TW0fap1nFwzVEAGnSpm++jYkIUpKxsE/uumbcieZan/t3VupIHR27Es/tqDEOalCnocoqtInNWLFOmDF5eXuzcuTPnZ8nJyRw9epRGjRoVYGWiuEuOS2FS9zksnboCk8k8XWfx8dn52jziwB/HSIxOwtXHmXoda+XbcYQQ+cdoNLJs9hreazKR29cizKNTG8fx/lfDn3qgyjZks2/VEQCa95O/qaJoO3EznhR9Nm52ltT0dSrocv5Vq4rm4Hf4RhwZWdKZs6AUqpGq1NRUgoKCcr4PDg7mzJkzuLi4ULJkSd5//31mzJhB+fLlKVOmDJMmTcLHx4eePXsWXNGiWAs6HcyUXnOJDonF0krL+0uG0+7lFv/6eyaTQnx8KskpGbi7OWD/H/aZUhSFVQs3AND5tbZYaAvV21wIAUSHxjL7pU85v8+8iW+L/o14f8lw7JweL0ylpmYSH5+G0WTCxcUOR4fcrQk5vP4EyXEpOHs6Urt1tVw9lhDPup13pv61quiBWp13a53zSzkPO0o4WROWmMGRG3G0KgSja0VRofq0deLECVq1ujeVaeTIkQAMHjyYH3/8kdGjR5OWlsbrr79OYmIiTZs2ZcuWLVhZycan4unb9dt+Fg5bgj4jC59yXkxaMZJytR49LJ+SksmevZc5fCSIM2dDyMw05Nzm7e1EwIx+lCzp+q/HPb3zPNdOXEdnbUn3tzvkyXMRQjw9B9YcZeFrX5KSkIa1nRVvfTKUDkNa/mMjm/j4VA4cCuLEqWAuXQon7m+b8/r5ujDkpSa0blXliWpa/8UWADoObZ2zV5UQRVVhWU91l0qlomVFd349GsLuq9ESqgpIoQpVLVu2/Mcdo1UqFdOnT2f69OlPsSoh7mc0Gvl+3G+smL8egHodazH+t/cfeYU5ODiGZSuOsGfvFQyGe8P2arUKO1sdySmZREQk8uHYZXyy6EW8PB3/8fi/zfoDgE6vtsHJ/Z/vK4R4dmRlZvHliB/Z+NV2ACo8V5bxv71HiXIPbwqRnW3k4KFANmw6w+mzIZhM9/99tLPToVarSU7OIPR2PB8FbCA8MolBAxv+p06jV44Fcmb3RdQaNV2Ht3vyJyhEIXAjJpXg2DS0GhVNy+d9E6n80qqiR06oUhQlT7sJi8dTqEKVEM+61MQ0Zg36hON/ngZg4NheDPloABrNg1d2g4Ki+P6nfRw5cj3nZ/7+7rRuWYX69fwpXdoNCwsNsbEpfDhmGbdC4pgxaz2ff/LSI49/bt8lzu65iIVWQ78Pu+f9ExRC5Ivb18KZMXAR18/cRKVS0f/D7gyePgCtpfaB+6am6dmw8TSr15y8b0SqciVvGjUoR+1aJSlT2h1bW3MDlZSUTJb+epBVf5zgux/24eZqR8f2j7/Nwt3pxK1faJovnUqFeJbsuWpuUFG/jAt2usLzMblxOVcsNWpC4zO4EZtGWXe7gi6p2Ck8/1qEeMbdDoxgUrcAbl+LQGdtyajv3qLVwCYP3C82NoVvvtvD9h0XAfOIVLOmFRnQvwEVK3g9cHXJzc2eyZN68uqw77hyJRyj0YRG82CPGUVR+HbsLwB0eKU1Hn5u+fAshRB57cCao8wbspj0lAwcXO0Z+8v/qNeh1gP3S0vTs3rNCVasPk5amnnDaWdnW7p2qkGnDjXw9nZ66OPb21vx9httsLDQsGzFUXbuuvTYoerW5dvsW2luUNFvlFyoEUXf/kBzqGpRoXBdQLCxtKCBvwv7A2PZfSVaQlUBkFAlRB44tfM8M/ovICUhDY+SbkxbM5pyte9fP2UwGFm1+jg//3owZ71U61ZVGPxyU/x8Xf7x8Uv6uaJSmRtYJCam4+r64Mny0LrjXD4SiJWNjpem9Mu7JyeEyBfZhmy+HfsrqxdtBKB6s8qM//193HzuPx8YDEbWbTzNL78dIikpA4BSpVx5vn9DWresjFb7eGucOravxrIVRzlzLuSRF2f+7qcpy1EUhSY96+Ffo9R/fIZCFC76bCNHbsQD0KwQTf27q2VFD/YHxrLnagyvNcu/DsPi4SRUCZFLW77fxaLhX2EymqjUoDzT145+YDPOK1cjmDt/EzdvxgJQpUoJ3nmrLZUqPt4Gmqlpeu4uJ3xYJ0BjtpHvJ/wGQK/3OuPq7fzkT0gIke/iIhKYOXAR5/ebu/v1GdGV12YPeqBb55Fj1/liyS5Cb5s/6N1tONGyReX/3JXMzdUegOxsE9nZxn8NVVePB7F/1RHUahWDpw34T8cSojA6eSuBDIMRNzsdlbzsC7qc/6xlRXc+2gjHguNJ02djW4imLxYF8moL8YRMJhPfj/+N5XPXAeb1BqO+fRNLK8uc+2RlZfPd93tZveYEJpOCo6M1bw5vTbu21f7TItKQEHMYc3GxxdLywbftxq+2E3I5DHsXOwaM7pHLZyaEyE9n91xk5vOLSIhKwsbBmg9/eJumvRrcd5/wiEQ+/2IHh4+a11w6O9nwyuBmdO5Y47FGmB7GaDTl/P9/O/8oisI3Y8zTidu82Jwy1WWUShR9+wPNf2ubl3crlI0e/N1sKeliQ0h8Ooeux9GuimdBl1SsSKgS4glk6Q0sePULdv12AIBBE/sweNqA+07C1wIjmT13Y87oVNs2VXn7zTY4Otr85+OdPn0LgOrV/B64LSUhlZ8mLwNgyPSBT31TUCHE41EUhTWfbOarD5diMpooU70kk1eOwreCT859srONrPzjBD/9fAC9PhsLCzV9ej7Hi4MaY3en8cSTCo9IBMDVxe6hF2f+6tC645zdcxGtTiujVKLYuLueqlmFwrkmWaVS0aqiOz8dvsXuq9ESqp4yCVVC/EdpSWlM7jmXc3svobHQMPKbN2g/uGXO7SaTwsrVx/ju+71kZ5twdrLhww8607BBuSc+5sHDgQDUrVv6gduWTl1BSkIapav50WV42yc+hhAi/+gz9CwctiTnQkybQc14/6vhWNncC0pB16OYPW8z12+Y98ipXbMk77/b/rH2p3scl6+EA1C61D8/3t3W7mCeluhZqvCtLRHiv4pL1XMhLBmAJuUKZ6gC87qqnw7fYu/VGGmt/pRJqBLiP4gNi2N851kEnw/Bxt6aKas/oE7bGjm3xyekMWfuRo6fCAagaZMKjHy/I05O/3106q7Q2/EEBkaZuwQ2qXDfbcHnb7H+i60AvLlwyENbtwshClZ0SAxTe88j8FQwGgsNw+e/TM93O+V82DEYjPzy+yF+/f0IRqMJB3sr3hzemg7t/ts04X9z4tRNAGrX+uepfCvnbyDqVgzuvq68MKF3nh1fiGfZgSDzrJLK3g54PGTtcmHR0N/cWj0sMYPg2DT8pQvgUyOhSojHFHo1jLEdZhAdEouLlxMzN4+nXK17Hf7Ong1h+sx1JCSkYWlpwTtvtaVL55q5/lC0+c+zADxXt8x9UwcVReGTt77BZDTRpFf9+8KdEOLZcOHgFab1mU9idBIOrvZMXjmKmi2r5twefDOGmbM35oxONW9agffebY+Lc95O401L0+dc7GlQ/9FdwW4HRvDrzNUAvDbnRaxtC++HSyH+i7+upyrMrC011C3lzOEbcewPjJVQ9RRJqBLiMVw+GsiELrNIiU/Fr6IPAVsm5kyJURSF35cf4fsf9mEyKZQp7c7ECd0pUzr3U2b0egNbtp4DoFvXWvfdtuPnfVw8eBUrWx1vfzI018cSQuStP7/byadvfUO2wYh/zVJMXzsm57xhMims+uM43/6wD4PBiKOjNe+9045WLSrnSy37DlzFYDDi5+tCWX+Ph95HURQ+efNrDHoDddvXfOg+e0IURYqi3FtPVQhbqf9d0/JuOaFqcOPSBV1OsSGhSoh/cXL7Wab2nkdmmp6K9coyY+M4nNwdAfPV37nzN7H/wDUA2rWtyoj3OmJlpc2TY2/Zdp6kpAy8vBzvW5OVGJPEklE/ATBoYl/cffNmzYUQIveM2Ua++mApaz7dDECzPg348Md3ckZ94uJSmT1/EydO3gTMI0ejR3XO89Gpv1q/8QwAHdtXf+To+a7fDnBm1wUsrbS898UwWYshio3A6FSikvXoLNQ8V7rwb0nSvLw787Ze5ciNOAxGE9on7Bgq/hsJVUL8g32rDhMw6BOyDUbqtKvB1NUfYG1nDcDt2/FMnLyakNA4tFoN777Tji6dcj/d767sbCPLVxwFoG+feve1UV4y6ieS41Lwr1mKviO75snxhBC5lxyXwoyBizi98zwAg6cNYNDEPjnnhaPHrjN73mYSk9LR6Sx4+402dM2DacL/5MLF21y5GoGFhZpOHao/9D7xkQl88f4PgPlCjbe/dA0Txce+a+ZRqgb+rlg95mbaz7KqPg4422hJSDdwNjSR50q7/PsviVyTUCXEI2z5fheLXl+CyaTQvF8jxix9F0udeQTqxMlgps9YS2qqHjc3e6ZO6kmVKiXy9Pjbtl8gMjIJZ2dbOnesmfPzM7svsPOX/ahUKkZ8NfyBzUKFEAUj5EoYk7rPJjwoEitbHaN/epdmvc37T2VnG/n2h30sX3kMgLL+Hkwc143Spf59/UaW0YjBaMRGq32i8HX3mO3bVsP5EaNhn//ve5LjUihbqzT9Puj2n48hRGFWVNZT3aVWq2hczo1N5yLYHxgroeopkU9jQjzEygUb+PrDpQB0fq0N//tyGBqNxrzPzNqTfLFkJyaTQpXKPkyb0htX1wcXghpNJk5FhbPr5g0CE+JI0mdSwcWNN2rXx8/B8R+Pn5WVzdKfDwIwsH+DnOmEGWmZLBy2BICuw9tRqX75vHzaQogndHzrGWYMWEh6cgaepdz5aP2YnA1zo6KTmTZjLZevRADQq0cd3hjW6pF7RYUmJ7E56BoHw0I4ExVBsl4PQAUXV3pXrMKQGrWxsni8KcZB16M5cCgQlQr696330PvsXnaQ/auOoNao+eD7t9Ba5s30ZSEKg6xsE8eC44HC3Ur975rdCVUHgmIZ0a7Cv/+CyDUJVUL8haIo/DR5eU73q/4f9uC12YNQqVRkZxv5bPEONmw8DUCHdtUY8X7HBz4YZWYbWHnlAt+fPUVwUsJ9tx2PCGPF5fP81LUvjX1LPrKOdRtOER2TjLu7Pd271c75+U+TlxNxIwqPkm68OntQXj1tIUQurP9iK4vf+x6T0US1ppWYvOoDnD3MF06OHrvOrLmbSE7OwNZWx4cjO9GiWcUHHsOkKOwIvs73505xJCz0oce5Fh/H7MP7ORsdyZcduz9WbT8s3Q9AqxaVKVXywQ+MseHxfPb2NwAMmtDnvo6mQhQHZ28nkmEw4mprSUVP+4IuJ880vTPqdiY0keRMAw55tNZbPJqEKiHuMJlMfDniR9Z+9icAQ2e+wPPjegGQmpbJtOlrOXnqJioVvD6sFf371r9vKo7RZGLZ5fN8euIwUWmpANhb6mhdyp963iWws7Tk27MnuRATxTdnjj8yVCUlZ/DzL+ZRqsEvNUV3Z8rhpSPXWPPJJgDe+/J1bB2efO8rIUTuGY1Gloz8Keec0W5wC0Z8NRytpRaTSWHpLwf56c57uXw5T6ZP7oWX1/2j1EaTiQ2BV/n85BGCEsxXy9UqFQ19/GhXpiz1fErg5+CI0WRifeAVpu7fzZbrgUSlpeJp+8+tks+dD+XQ4SDUahWDX3ywk5+iKCx6fQkpCWmUr+sve1KJYulQUBwADcu6olYXneYsvs42lHGzJTg2jSPX42hf1augSyryJFQJgfnD0cevf8WWH3YD8O7nr9H9rQ4AREYlMX7iSm7ejMXKSsuEcd1p0vj+aXcnI8OZtG8Hl2LNe82UsLPn9dr16FupGrZay5z7+Tk40eeP37gcF/PIWn5aup/UVD1l/T3o0N68qFyfoWf+K4sxmRTavtSc+p1qP/L3hRD5LyM1g1kvfMKRjScBeHXWCwwY0xOVSkVqaiYzZm/g6LEbAHTvWpu332j9wKj2vpCbzDq0jyt3zgf2ljoGVavB4Oq18bZ78Ir5kBp1WB94hVOREWwPvs6L1Wo+cJ+7TCaFJd+Yz2ddOtWkZMkHO4Ru+noHxzafRqvTMuand2R9piiWDl03r6dq5F/0uug2K+9GcGwa+wNjJVQ9BXIGFcVetiGbOYM/Z8+yg6jVKj74/m3avdwCgMCgSMZNWEl8fBqurnbMmtGX8uXunZhSs7KYd3Q/S8+fRgEcdDpG1GvCC1VroNM8+PYymkwAD70NIDg4hvUbzNML3xzeOqfj3y/TVxF6NRwXb2feXDQkD5+9EOK/iotIYFK3AAJPBWNppWX0T+/Sol8jwLyZ76SpawgLT8DS0oIR/2tPx/b3d9y7mZjAjIN72HHTHLrsLXW8UbseL1WvhYNO94/H9rN35FRkBJnZ2f94v207LnD5SgTW1pYPHaUKuRLGlyPM3f5emfE8par4PfbzF6KoyDQYOR2SCEDjskUvVDUt58bSw7c4EBRb0KUUC0UqVE2dOpVp06bd97OKFSty5cqVAqpIPOuy9AZmvfAxB9ccw0KrYfxv79OsT0MAjh2/wdTpa8jMNODv707AjH64uzvk/O7hsBA+2PknYakpAPSrVI2xjZrjav3oaXmBCeZpBiXsHR64TVEUPv18GyaTQtMmFahTpzQAlw5fZcX89QC89+UwHFyKzpxvIQqb4AshTOgyi5jQOJzcHZi+fiyVG5hHrvfuv8rseZvIzDTg6enAjKm9KVf2XmvyLKORJaeO8fnJo2QZjVio1bxcvRbvPtcQZyvrxzp+fGYGAPaWlo+8T2pqJl9/uweAlwY1fqCRTlZmFrNe+JisTPMmv31GdPkvL4EQRcbJWwlkGU14OVhRxi3/9okrKA3LuqJRqwiOTeN2Qjq+zrJsID8VqVAFULVqVXbs2JHzvYVFkXuKIo9kZWYxre/8nOkvU1aNokGXugBs33GBufM3YzSaqF2rFNOm9sLuzsadBqORBccO8tXpYyiAn4Mjs1q0o5lf6X895o7gIAAalXjwqvD2HRc5ey4UKystb73RGoDMdD1zXv4Mk9FEm0HNaNz94d27hBD57/Su80zrM5+0pHT8Kvowc9N4vP09MZkUfvz5AD//egiA2rVKMWVCdxwd732AORsVyehdW7kab75i3MyvFFOataKc8+NfHTcpCmeiIgGo4ubxyPt9/9MBEhLT8fN1oW+v5x64/asPlnL9zE0c3ez54Ls3UatlY1BRPOVM/SvrWiQ3u3aw0lLLz4mTtxI4EBjLwPqPbpAlcq/IJQ4LCwu8vGTeqPhnmel6pvSay6nt59BZWzJ93RjqtK0BwPKVR/nqa/NahDatqzD6gy5o72wGGJqcxLvbN3Imytwa+fkqNZjQuCV2/3DV+K7Y9DQO3L4FQEf/+9dkJSVnsOTrXQC8OKgxXl5OAHwz+mfCr0fh7uvKu5+/mvsnLoR4ItuX7mXhsC/JNhip1rQS09aOxsHFnvR0PbPmbOLg4UAA+vZ+jjeGtcqZuqs3ZvPJscMsOX0ck6Lgam3N5Kat6F6+0n/+EHcqMpyULD12Wksqu7k/9D6XLoexdr15ndd777TLOXfddXDtMdZ/sRWAMUvfxa1E0ZvyJMTjOnzdPHukURGc+ndX03JunLyVwMHrcRKq8lmRC1WBgYH4+PhgZWVFo0aNCAgIoGTJR/8j0uv16O/sAQKQnJz8NMoUBSgjLZPJPeZwZtcFrGx1zNgwjpotq6IoCt98u4dlK44C0K9PPYa/3jqnG9DuWzcYsWMzifpMHHQ65rTsQKeyj7/3wx9XL2Ewmajp4UV5l/tbGy/5aheJiemULu1Gvz71ATi+5XTOh59R372JrWPRm5pQFMg5pGhTFIVfPlrF0qkrAGg5oDEf/vA2llaWREYmMWHqam7ciEGr1TDyvQ73rZ+6GhfLe9s35zSi6F6+ElOatfrHKcL/ZN21ywC09y+HxUNGlwwGI/MWbkFRzBv91r0zhfiu6JAYFrz6BQD9RnWjXkdpeCOKr1R9NmdvJwFFcz3VXU3Lu/HJzkAOBcViMilFqsPhs6ZIhaoGDRrw448/UrFiRSIiIpg2bRrNmjXjwoUL2Ns/fB1KQEDAA+uwRNGVkZbJpG6zObvnItZ2VszaPJ5qTStjNJpY9PEWNm85B8CwV1vy/EDz2iqTovDJ8UN8cuIwADU9vFjcoRu+9v+8ge9fGYxGfjx/CjCPbv3VyVM32brtPCoVjHy/I1qthpSEVOa/+iUAPd7uSN12j+7yJQqWnEOKLkOWgY/f+JptP+4BYMDoHgyd9QJqtZoLF28zaeoaEpPScXa2ZcbU3lSp7APc2e/u/GlmHdpHltGIi5U1s1q2o2PZJ9+sOyVLz5qr5lDVs0Llh97n598OcfNWLI6O1jlTiO/KNmQzY+AiUhLSqFivLK/MfP6JaxGiKDgeHI/RpODnYl2k1xrV9HXCxlJDXFoWVyJTqOLz4JpukTeKVKjq1KlTzv+vUaMGDRo0oFSpUqxYsYJXX3341Klx48YxcuTInO+Tk5Px85MuSEVRRlomE7sGcG7vJWzsrZn15wSqNq6IwWBk1uwN7N13BbVaxagRHenU0RxiUrL0vL99Eztvmbt0vVytFhOatHxk975HWR94hfDUFNysbehZocq9mjKyWPjxFgB6dK9Dtaq+5oYVb39LfEQCvhW8GTb3xTx6BUR+kHNI0ZSWnM70fgs4tf0cao2a/y1+jS6vtwNgx65LzF2wGYPBSPlynsyY2hsPD/MHlYTMDEbv2sr24OsAtCpVhrmtO+Buk7uR5mUXz5NqyKKcswvN/Eo9cPvVa5H8tuwIYJ725+hwf+OL78f/xuUjgdg52TJx+Ui0lrIRqCjeDt8wT/1r7P/gpthFiaWFmgZlXNh9NYaDQbESqvJRkQpVf+fk5ESFChUICgp65H10Oh26f2lhKwq/uyNUdwNVwNaJVGlYAb3ewJRpazh2/AZarYYJ47rRvFklAG4mJfDa5jUEJcRjqdEwq0U7+laq9p+PbTAa+eSEeQH7qzXrYvWX5ilff7OHiIhEPNwdePUVcxv37Uv3mtu7a9R8+OM76Kzl3+ezTM4hRU9seDwTuszixtlbWNnqmLh8JA0610FRFH7+9RA/LD0AQJNG5ZkwtivW1uY1lacjI3h76wbCU1OwVGsY17g5Q2rUzvUC+AyDga9OHwdgWK3nHni8rKxsAuZtxGg00aJZRVo2r3Tf7ftXH2Hlgg0AjPz2TbxKP7rJhRDFxd0mFY3LFd2pf3c1KedmDlXXYxnW3L+gyymyinSoSk1N5fr167z00ksFXYooQJnpeiZ3N0/5+2ugSk/XM2HSKs6eC0Wns+CjaX14rm4ZAI6GhzL8z3Uk6jPxsrXj6049qeHxZA1Qfrt0lpDkJNysbRhc/d4ahjNnb7Fug3lK4OgPOmNrqyMsKILF//segMHTBlCl4eOv2RJC5N6ty7cZ32km0SGxOHs6MmPjOCrULYvBYGTBx1vYuv0CAAP61ef1V1uiVqtQFIUfzp1m1qG9ZJtMlHF05rMOXajm7vkvR3s8P50/TWxGOr72DvSuWOWB27/5fi+3bsXh7GTDiP+1vy90hVwJY/6ddVT9P+hOs94N8qQmIQqzxPQsLoab178WxU1//65JOfNo3NEb8WRlm7C0kI6f+aFIhaoPPviAbt26UapUKcLDw5kyZQoajYbnn5e548WVPkNvbkqx+06g2jKBKg0rkJqaydjxK7h0ORxbGx0zZ/SlRnXzlK01Vy8xeveWnKYS33TqiYftvX1eFMVERMYVovU38LWpjpvuwak4dyXr9Xx83LwW6716jbDRmq9op6XpmTNvEwDdutSiTp3SZOkNzBy4iPSUDKo3q8yAMT3y62URQjzEpcNXmdg1gJSENEqU9ybgzwl4+3uSmqZnyvQ1nDp9C7VaxXvvtKd711oApBsMjN29jfWB5v0Qu5StwOzW7bG3vH/0Mi07kSvJ+7mVdo50YxIalZZm7oPwtXkwJP1VXEY6i0+am+e8V68RWs393fyOnwhm1R8nAPhwZKf72rinp2Qwtddc0pPN5xRZRyWE2dHgeBQFyrrb4uFgVdDl5LuKnva42VkSm5rF6ZAEGhSDIFkQilSoun37Ns8//zxxcXG4u7vTtGlTjhw5grv7w1vPiqItKzOLqb3ncXrneXNTij8nUKVRRZKSMxg9dhmBgVHY21sxN2AAFSt6oygKn588woJjBwHzh6MFbTphZWFee6A3pnEucTOn4teTkh2dcxwvq4r0LTkTK82DzVA+OXGIhMwMyjq58HyVe80mFn+5g6ioZLy9HBn+eisAlk5ZTuCpYBxc7Rn363to/vbhSQiRfw5vOMHMgYvQZ2RRqUF5ZmwYi6ObA9HRyYyduJLgm7FYW1syZUJ3GtQvC8CtpESG/7mOK3GxWKjVTGjc4oHpfmHpVzgev5YryQdQMN13zMiMQF4t+wUO2kev6Zh/5AApWVlUcXOnT6Wq992WkJDG7PnmizM9utWmUcNyObcpisL8oYsJvRqOWwkXJq0YiYW2SP3JF+KJ3W2l3rhs0V5PdZdaraJxWTfWnw3n4PU4CVX5pEidYZctW1bQJYhnhCHLwEcDFnJi61msbHTM3DSeqo0rkpiYzgdjfufGjRicnGyYN2cgZf09yDaZmLRvB79fMnf/G16rHmMaNUetUqEoJi4kbWNv9LdkGlMAsFTb4K4rQ1jGRSIzr3I1eT81nTvfV8PVuBh+PGee3je5aaucFsgHDwWyZau529+Y0V2xsdFxdu9FVsxbD8CIr4fj7isnPCGeli0/7GbR60swGU3U71ybictHYm1rxfUb0YyduJLY2FRcXewImNGX8uXMU/oOht7ira0bSdJn4mZtwxcdu1HfxzfnMWMyb7In+keCUo/l/MzbqgIVHRrjoHXnUOwKYvW3+DPiUwaUnP7Qus5GRbLs0nkApjVrjfovYc1kUpg9bxPx8WmUKuXKG8Na3fe7y2avZf/qo1hoNUxaOQpnT6e8ermEKPT+uulvcdGknKs5VAXFMrKdLC3ID0UqVAkBYMw2EjDoE45sOImllZbp68dQvVllEhLS+GD0MoJvxuDsbMuCec9TupQbmdkG3tm2kR03r6MCpjdvw0vVzGufErLC2Bq+kNsZ5nUULpa+1HPtT2WHVlioLdkUNofLybtIMcTcV4NJURi/dztGRaF9mXK0KGleqxUbm8K8BZsB6Ne3PjWq+5EUm8ysFz5BURQ6DGlF016y5kGIp0FRFJbPXcd3434FoP2Qloz8+g00FhpOnb7F5Gl/kJaeRamSrsye2Q8vT0cUReHHc6eZcXAPRkWhpocXX3XqjpedeaQ6w5jC/uhfOJWwCQUTKtRUc2xNPdeeeFrdWyDuoPXgl5sfEpZ+6aG1GYxGxu3ZhgL0rliFen8JbAArVh3j2IlgLC0tmDK+B1ZW97r5Hd9ymh8m/g7AO5+9KmszhfiLmBQ916JSAWhYjEZs7q6rOhOaSEqmAXsr6QCa1yRUiSLFZDIxb+hi9q8+itbSgqlrRlO7dXXiE9IY9eHv3LoVi6urHQvmPU9JP1eS9JkM27yWYxG30Wks+KRdFzr6l0dRFM4kbGRv9DdkK3q0Kisau79EHZeeaFT33jap2eYpBI6W9zex+P3SOU5GhmOr1TK1aes7tSnMW7CZ5OQMypX1YOiQ5iiKwsJhS4iPSMCvUgne/mzo03uxhCjGTCYT34z+hVULzV3xBozuwasBg1CpVOzafYmAeZvIzjZRo7ofM6b2xt7eCoPRyJT9u/jtonlEu0+lqsxs0Tano+fV5ENsjVhMmjEBgIr2jWnhMQRXne8Dx8/INm866mT58AY43549yaXYGJx0Voxv3OK+2y5eCuPbH/YB8M6bbShT5t4U97CgCAIGmS/SdH6tTU4beCGE2ZE7rdQrednjYmtZwNU8Pb7ONpR2teFmXDrHguNpUzlvGumIeyRUiSJDURQ+ffMbdv6yH42FhokrRlKvQy1zoPrgN26FxOHmZs/Cec/j6+tCTHoaL21YxZW4GOwtdXzXuRf1fXzJMCazNXwhQanmBhN+NjXp6D3ygeCUYojldrp5ao6P9b3NOMNTkgk4tBeAUfWb4mNv3hNi5epjHL9zZXn8uO5YWlqwcv56Dq07jtbSgnG//A9r26K/YFaIgmbMNrLw9SU5m/q+Pu9l+o3qBsCqP46zeMkuAFo0q8j4MV2xtLQgSZ/JW1s2cPB2CCpgXOPmOe3NM4wpbIv4kkvJ5sdztfSjg/dblLJ99Kbd11LMe0r5WFd68La4WBYdNW/DMLFpS9xs7jWfSEpKZ+qMtRiNJlq2qETXzveOkZ6SweQec0hJSKNSg/K8/dnD92cUojg7VMzWU/1V43Ju3IwL4UBQrISqfCChShQJiqLw1aif2PTNDtRqFWN/fpfG3euRcHeE6k6gWjT/BUqUcOZ2ShIvrV9FcFICbtY2LO3WlypuHkRnXmfd7ekkGSLRqLQ093iVOs49UKkebD969s70Hl+b6rjqSubUMX7vdlINWdTx9MlpoX71agTffmcOWu+81ZbSpdy4dOQa343/DYA3P36F8nVk7wgh8ltWZhazXviYg2uPo9aoGfXtm7Qf3BJFUfjm+738vtzcaa93z7q8/UYb1GoVoclJDNn4B9cT4rHVavmkXRfalrnTrCLtLBvC5pOSHYcKNQ1d+9LU/QUs1I++Aq43pnM1xdwQp6pDy/vrMxoZtXMLWSYjrUv50+cvLdSNRhMzAjYQG5uKn68LH47omNMUw2g0EvDiJ4RcDsPVx5lpaz7EUifTe4T4u7sjVY2L0Xqqu5qWc+O3oyEcDIot6FKKJAlVokj4acpyVn9s7oI14ps3aTmgCUlJ6Xwwehm3bsXeF6huJiUwaN0KwlJTKGHvwK/d+1Ha0ZlryfvZHD6PbEWPo9aL7r6T8LQq99DjZZkyOJNgbixR27l7zs9XXL7AnpBgLDUa5rRqj0atJiMjixmz1mM0mmjerCJdOtckOS6FGQMWYsw20qJ/I7oOlyk6QuS39JQMpvSay5ldF9DqtExcNoLGPephNJpY+MlWNm8xT+t79ZXmDBrYEJVKxdmoSF7dtIbYjHS87ez4rksvqrh5YFKM7Iv+mcNxKwEFZ0sfuvl8QAmbB0ee/u5s4jayTBm4WPo+0FL90+OHOR8ThZPOioBW7e7rJPj9T/s5ceomVjotUyf1xMbmXtv278f/zpENJ9HqtExZ/SEuXs5586IJUYSEJ2YQHJuGWgX1/V0KupynrpG/KyoVXItKJTo5s1i0k3+aJFSJQm/FvHX8OmM1AG9/OpSOr7QiOTkjpymFq4sdC+c9T4kSzgTGxzJo/Uqi09Pwd3Lh1+798LK143DMrxyMXQpAadu6dCkxFmuNwyOPeSp+DZmmVJy0PpS3bwJASFIi0w+apw19UL8p5V3cUBSFRZ9sJSw8AQ93B0aN6ATA3CGfExMaR4ny3oz4+o37PjgJIfJecnwKEzrP4sqxIKztrJi+bgy1WlUjKyubj2at58ChQNRqFSPf60CXTuYpdTtvXuftrRvJzM6mips7P3TtjaetHanZ8ay7PZeQdHMIq+XUkTZer2Op/vcPKFmmDI7GrQKgvmvP+0bBj4SF8sUpc7fAWS3b4fmX/fH27r/Kb8vMUwY/HNkR/7+so9ryw25WzFtnvu2Ht6ncoHxuXiohiqy7rdSrl3DEoRg2anC2taSajyPnw5I4dD2OnrVLFHRJRYqEKlGobViyjW/G/ALA0Jkv0POdTqSmZTJm3HKu34jO6fLn6+vClbgYBq1fQVxGBpVc3Pi5ez9crC3ZErGAi0nbAajr0osWHsNQqx69R1SqIY6jscsBaOL+MmqVhmyTiRE7N5NmMFDfx5dXa9YFYMvWc+zYeRG1WsWE8d2wt7fij483cXTTKbQ6LZNWjMTWweaRxxJC5F58ZAJj2n/EzQuh2LvYEfDnBCrWK0dGRhYTp/7BqdO30Go1TBrXnWZNzZ3yfr94jgl7d2BSFFqULM3iDt2ws7QkLP0Kf9yeSWp2HJZqazp7v0dlx+aPXcvh2BWkZsfjpPWiuuO9EeqEzAxG7NiMSVHoW6kqncvd69gXHBzD7Dubhfft/RytW90b3Tq75yIfD/8KgEET+tBqYJNcvVZCFGWH70z9a1QM11Pd1bicK+fDkjgQFCuhKo9JqBKF1s5f9/PZ298CMHBsL54f14uMjCzGjl/J1WuRODpaM3/uQEqWdOVSbDSD1q8kITODqm4e/NK9HzZaE6tDJhKSfgYVatp6vUsNp06QdRRT5iZQMkDthMpuBCq1bc5x98f8gEHJxNuqEpXurIf4/OQRTkaGY6e1ZEHrTmjUaq5fj+KTz8xhbeiQ5lSv5seFg1f4evTPALw+7yXK1iz9VF8zIYqbqFsxjG43nfCgSFy8nZm9dSJlqpUkOTmDsRNXcvlKBNbWlsyc1pvatUqZG96cOMKiY+ZGEf0rV2Nmi7ZoNRrOJW5jS8TnGJVsXC396OM3EVedH0p2KGSuR9HvByUNVHaonOaj0tz/gSVeH8bROPOoemvPV7FQm6+UmxSFUTu2EJGair+TM9Oatc75neTkDCZO/YPMTAN1ape6bz+qW5dvM7X3PIzZRloObMLg6QPy++UUotBSFCVnpKo47U/1d03LufHV3hscDIpFURSZKZOHJFSJQunwhhPMHfI5iqLQ/a0ODJ35PHq9gQmTV3HpUhh2djrmzR5ImdLu9wWqmh5eLO3aF40mjeW3JhGtv45WbU33EhMorbNFiR8IhtP3H0ztDHZvAxCWfjFnVKu115uoVCpORITx6Qlzp8AZLdri5+BIalomU6evJSsrm/r1/Bk4oCGJMUnMeuFj8wegAY3p8XbHp/qaCVHc3A6MYHTbacSExuFV2p052yfjU9aL+IQ0Phy3nBs3YnCwt2L2zH5UruSDSVGYsm8nP184C8C7zzVkZP3GKJjYGfkNx+LXAFDBvjFdfUZiqcrElDQFMpYDpvuOrSRNROXyw73vFYWtkV9gVLIpY1uXCvaNc2776vRxdt26gU5jwecdumJraW5yYTSa+GjWesIjEvHydGTyhB5oNObpggnRSUzsGkBqYhpVGlXgg+/elA9HQvyDkPh0whIzsFCrqFe6+K45rFfaBUsLNRFJmQTHpuHvbvfvvyQei4QqUeic3XORj/ovxGQ00fal5rz96VCys01MmbaGM2dCsLGxZE7AAMqV8+RybMz9gapbXxRVIr/fGkuSIQIbjRN9fKfhYdqBEvcFkA1YgnUvyFgHZKIYo1EBBpOeLRELAKjm2AFv60okZmbwv+0bMSkKvSpUoWeFKiiKwtx5m3PWUY0b2w3FZGLmwEWyjkqIp+TmxVDGtJtOfGQifhV9mLN9Mu6+rkRHJ/PB2OWE3o7HxcWW+bMHUKa0+52ue3+yIfAqKmBa89a8XL02emM668LmcD31OABN3V6gidvzqDLXoKTMBSXRfEDLRqisuqFkX4b0nyH7+n31nE3cys2001ioLGnvde/9fzD0FvOOHABgarNWVHHzyPmdL7/eldOY4qOpvXF0sAbMHQyn9ppLZHA03v6eTFs7Gp21DiHEo90dpapd0gkby+L78ddKq6FuSWcO34jjYFCshKo8VHz/VYlCKfDUDSb3mINBb6Bxj3qM+vZNFAUC5mzg2PEb6HQWzPyoL5Ur+XAtPpYXN6y4L1AZiGLVrXGkZsfhqPWiv+8Y7NMDULLMI03oOqBymIRK44EpOxgMx1BZmFsnH4j5gYSsMOwsXGnp+TqKovDBri2Ep6ZQxtGZj5q3BWD5ymMcOHgNrVbDlMk9cXSw5tuxv3Bm90Ws7ayYtuZDbOytC+olFKLICzx1g7EdZpAcl4J/jVLM3jYJZw9HwiMSGTV6GZFRSXh6OLBgzkBKlHAmw2DgzS0b2BMSjFatZmHbTnQrX4kUQywrQqYSrb+BhcqSrj4jqWRXASVx6L1zhkVFVA6TUVnWM3+fvgIFQOOXU09CVgQ7o74BoIXHy7jozNMCw1KSeXfbJkyKQr9KVRlYpXrO72zYdIbVa04CMH5MV8qVNYct8wbnX3Dp8DXsnGyZsXEcTu6O+fp6ClEU3N2fqpF/8Z36d1fT8m4cvhHHgaBYXmpUuqDLKTIkVIlC4/a1cMZ3mkl6SgY1W1Zlwu/vo7HQsGDRFvbsvYKFhZrpU3pTs0ZJbiTG88I6c1OK6u6eLO3WF70SxsqQcWQYk3DVlaK/91Csk98CUziorFE5TAer7qhUKpSs42A4BliAriUhaWc4eWfqT3vv97HS2PHtmRPsuHkdS7WGz9p3xc7SkrPnQvj2uz0AvPVmGypX8mHvikMsn2vuzDXq2zcpVcXvEc9QCJFbl48GMq7jDNKS0qlYryyz/pyAg4s9IaFxjBqzjNjYVEr4OLNg7kA8PRxIydLz6sY1HIsIw8rCgiUdu9OyVBliMm+yPGQyKdmx2Gic6Os3GR/1bZTYbqAkmc8Zdv8Dm8GoVOY/pYqioKT/DoBKZ24YYVSyWXd7DlmmDPxsqvKcSw8AMrMNDP9zHfF31nl+1KJNzujVqdO3+PizbQC88nLTnOYZAD9OWsaeZQex0GqYvGoUJSvJQnMh/o2iKPdCVTFuUnFXk3JuzNt6lcPX4zCaFDRqmTmTFyRUiUIhNjyesR1mkBiTTPm6/kxbOxpLK0u++mY3m/88i1qtYuL47tSr509ochKD1q0kNiOdSq7u/NytL5mmUFaGjCXTlIqnVXn6e7RHmzzc3IxCUwaV0+eotOY2xIqioKTMNx/Yuh96lTN/ho8DoIZTJ/zt6nM84jazj+wDYFLTVlRz9yQmNoXpM9ZhMim0bVOV7l1rc+vybea/+gUA/T/oTov+jR98ckKIPHF+/2UmdJlFRmom1ZpWYsbGcdg62HDzViwjRy8jISGNUqVcWTB7IK6udiRmZjB4wx+cjY7E3tKS77v0op6PL6FpF1gVOp1MUyoulr4M8JuCQ9ZylOQl5gNZVEPltACVRZn7C9DvguyLgBXYDARgb/RPRGRew0ptR/cSo1GrNCiKwphd27gQE42LlTVfdeqBlYW5acWtkFgmT19jPo+0rsJLg+6dMzZ+tZ3fA8wXd0Z8/Qa1W1dHCPHvrsekEpuqR2ehpnZJp4Iup8BVL+GIvZUFyZnZXAhLoqafU0GXVCSo//0uQhSs1MQ0xnWcQdStGHzKeTFz03hsHWz4fdkRlq84CsCoER1p3qwSUWmpDFq/goi0FMo5u/BLt77olds5gcrbujID3J9DmzLaHKgsG6NyXZETqADQb7/TrMIKbN9kR+TnpGTH4qT1oaXncGLS03h76wayTSa6l6/Ei1VrYjAYmf7RWhIS0vAv486I9zqQmZbJjP4LyUzTU6t1NYbOeqFgXkAhioHTu84zvtNMMlIzqdW6GrP+nICtgw03gmMY8cHvJCSkUdbfg4/nvYCrqx2x6ek8v3YlZ6Mjcbay4vee/ann40tgyhGWhUwk05SKr3UVXi41DYf0aZB2J1DZDEbluuyBQKUoepSUAPM3toNRqV0ITDma0+2vs8/7OGjNe0t9ceoY6wKvYKFW83mHrvg6mPfES0hIY+yEVaSl6alWtQQfjuyUM3p1dPMpPnvbPIXwpcn9aD+4ZT6/okIUHXdHqeqWcsZK++gtU4oLjVqVMw3yQFBsAVdTdEioEs+0rMwspvSay80LoTntkJ09HPlzyzm+uTPNbvjrrejUsSYJmRm8uH4lIclJlHRw5Nfu/TGpI3MClY91Jfq7lMQidRZgAut+qJy/RaW+tx5BMSWhJE83f2P7CudTTnEleQ8q1HQpMQaVYsnbWzcQnZ5GeWdXAlq2R6VS8fni7Vy8FIatrY5pU3pjZaVl3tAvuHnRXPf4X99DYyEnciHyw4ltZ5nYNYDMdD31OtZixoaxWNtaEXQ9mhEf/k5iUjrly3myYO5AnJxsiE5L4/m1K7gcF4ObtQ3Lew6gmrsn5xN3sjp0BtlKFuXtGjLQ9210Sa+Bfg+gQ+U4H7XDBFQqywdqUFIWgTEE1B6obN8gPiucDWHmEe/nXHpQ0cE84rTleuBfGlO0prFvSQAyMrIYP3k1kVFJ+Pg4MWNqbyzvLKa/fDSQGf0XYjIpdBjSipem9Mv/F1WIIuRQkDlUNS7GrdT/rml58zTIQ9clVOUVmf4nnllGo5HZL33Kub2XsLG3Ztbm8XiX8eTgoUAWLPoTgIH9GzCgXwNSs7IYsnE1gQlxeNna8Wv3/mgsYll+a9ydEapK9HN2RZN+52qz7Tuo7N59oAOfkjwdTNGgKUOMpi27wszT/pp5DMXbuhLTDuziWMRt7LSWLOnYA1utJRs3nWHDpjOoVDBhXHdKlHBm5YIN7F91BAuthimrRuHs6fQ0Xzohio2jm08xrfc8DFnZNOxal0krR2Gp0xJ0PYpRo5eRnJJJxQpezAsYgL29FdFpqQxcu4IbiQl42drxW89++Du5cCp+E1sjFwNQzbENXdzbQcIgMMWag5LzF6i0NR5ag6I/DOnm9ukqh48woOaP0BnoTWmUsK5Ma8+hAJyLjuT9HZsBGFy9Fi9WqwmYW6fPCNjAlasRODhYM3tGPxwdzZuC374WzqRu9wLj+1+9Lp1DhfgPTCaFI8GynurvGt95LY7fTCDTYJQRvDwgI1XimaQoCl+NWsr+1UfRWlowbe1oytYszYWLt/lopnndUscO1Rn2Wkv0xmyGb1l7ZxqPNb9064edVSorb5mbUnhalaO/kwOajF8AUNlPRG3/vwcDVcY6yNwAaMiym8K68HkYFQNl7RpSz6UPq69c5IdzpwBY0KYTZZ1dOHsuhE/uLCgfOqQ5DRuU5fjWM3w7xrzB7/AFg6nSqOLTe+GEKEaObDyZE6ia9KrP5FV3A1V0TqCqVNGb+bPNgSrqL4GqhJ09y3sNwN/JhWNxa3ICVV2X7nRxbQAJg82ByqIiKtdVjw5UxjiUpA8ABawHgK4F68PmEaO/ia3GmV6+49GotNxOTmboxjVkZmfTvGRpJjU1b+KrKAqLPt3GoSNBaLUaZk7rjZ+vC3BvLWlSbArl6/ozacVILLRyLVSI/+JyZDKJ6QZsLDXU8JVOmXeVdbfFy8GKrGwTJ24mFHQ5RYKEKvFMWrVwI2s+NV/R/fDHd6jVqhq3bsUyYdIqsrKyadigLKNGdEIBRu74k4O3Q7Cx0PJjl9542ptYGTKONGM8brrSDHBxQZO5HFChcpiJyvblB46nZAejJE8xf2P7JhtjNpJsiMJJ600nnw84Gx3FuL3m8PS/5xrRwb88kZGJTPtoLUajiVYtK/PC8424HRhBwAsfm0Pf0Naywa8Q+eTQ+uNM62MOVM37NWLishFoLbVcvxHNqDH3AtW82QOwszOPUD1/N1DZO7Cs1wBKOTpxJHZVTrvzRq79aetYGhKHg5Jm3nvK5XdUGq+H1qAoRpSkUWCKAYtyqBzGsyf6RwJTjqBRaenjNwl7rStJmZm8svGPO81z3FjcoSsWavOf36W/HGTTnWY7k8Z1p1pVX8C8lnRC51n3rSW1tpOtGIT4r+7uT1W/jAtajXzsvUulUtGknHm0StZV5Q351yWeOftWHebrD5cC8Pq8l2k1sAnx8amMm7iSlJRMKlfyYfLEnqjVKqYf2MWm61fRqtV83aknFdxsWRUy/k4g8uF5Vz8sMv4SqGweXIugKJkoie+Bkg6WDdifbsXNtJNYqHR0951EUqaK1/9cS5bRSNvSZXm/XmMyMrKYOGU1iYnplC/vyYejOpOWlM7k7rNJSUijcsPyvLv4NZmmI0Q+OLT+OB/1W0C2wUiL/o0Y/+t7WGgtCL4ZYw5UyRn3ApWtjpj0NJ5ftzJnhGpZz/74OThyJHYlu6O/B8yb+ja3d4Kk9wEDWHVC5fwNKvWjN8ZUUhdB1iFze3XHjzmTuIcjcasA6Oz9HiVsKqE3ZvP6n+sITIjD09aO77v0wt7SvFHv+o2n+fHngwC8+1bbnNbpmel6JnYL4Ma5W7h4OTF7i3ktqSi69Ho9ycnJ932JvHE3VMl6qgc1KWd+TWRdVd4okqFq8eLFlC5dGisrKxo0aMCxY8cKuiTxmC4dvsrslz4DoPtbHeg7sisZGVmMm7iSyMgkSvg4M/OjvlhZafnqzHF+PH8agIVtOtOghCd/hE4mLisEOws3BnlUQ5thDmcqh2mobPo+cDxFUVCSpkD2FVC7EKTuxfF4c7eujt4jcbAoyet/riU6PY0KLq4satsZFJg1ZwM3bsTg7GzLR1P7oLVQM/P5RYReDcfdz5Wpf3yIpU77lF41IYqPwxtO5ASqlgMaM+4XcxOYkJA4Ro1eRlJSBhXKezEvoD92tjriM9J5cd0qrifE421nx+93AtWxuD/YHW1eB9XM/UWa2tlA8hjMTWz6onJc+NCGFHcpGX9A2tcAqBxmcj0zka0R5imETd0HUc2pNUaTiZHb/+Ro+G3sLS35sWtvfOzNnf727r+asxfVS4Ma07N7HQAMWQam91vAxYNXsXOyJWDLRLz9PfPr5RTPiICAABwdHXO+/PxkP8O8kG00cTQ4HoBG/rKe6u/ujlSdD0siMT2rgKsp/IpcqFq+fDkjR45kypQpnDp1ipo1a9KhQweio6MLujTxLyKCo5jScy4GvYGG3ery1ievYDIpfDRzHYGBUTg52TA7oD9OTjasu3aZ2Yfv7BPVpBVdypVnY1gAERmXsVLb8YJnM3TpXwGgsh+D6s6eMQ/I+B0y1wBq4q1HsCnSfNW6vusAKji04INdWzgbHYmTzopvOpmvMP+4dD8HDwai1WqYPrU3Hh4OLBn1Eye2nkVnbcm0NaNx8XJ+Gi+ZEMXK0U0nmd53fk6gGvvz/9BYaAgLT2DUmGUkJKZTrqwH8+9M+UvSZ/LyhtVcjY/Fw8aW33v0p6SjEyfjN7Az6lvAHICa2NmgJI/DvC7qBVQOM1CpHr1oW9EfREmaaP7G9nUiKM/a2wEomKju2Jambi+gKArTDuxm0/VraNVqlnTsTmU3c0v102duMXP2BhQFunauySsvNwXAZDIxd8hijv95Gp21JR+tH4N/jVL5+pqKZ8O4ceNISkrK+QoNDS3okoqEc2FJpOqzcbTWUsXHoaDLeeZ4OlhR3sMORbk3oieeXJELVQsXLmTYsGG88sorVKlShSVLlmBjY8P3339f0KWJf5CSkMqELgEkxiRTtlZpxv/6Hmq1ms8Wb+fI0etYWlowc3pfSvg4cyQslA93bQHg1Zp1GVqjDjsjF3M99QgWKksGeHXDLv0T8wPbDkdl++pDj6noD6AkfwSA3uYNVkSsyWlM0cx9CB8fP8jGoKtYqNUs6diDUo5O7Nh5kV9+PQSY98aqWqUEW77fxdrPzN0Ixyx9l/J1/PP51RKi+Dm+5TTT+pgDVfN+jXICVVR0MqNGLyM2LpXSpdxyuvylGwwM3biGCzHRuFpb81uPfpR2cuZ84k62RX4JmNdQNbFzQ0kay71ANQWV6tF/GhXDOZTEd4BssOpKvLYvy0MmY1D0lLGtSycfcxOcj48fZun5M6iAhW070cTPHI6uXotgwpQ/MBiMNGtagfffNW/LoCgKn771LXuWHURjoWHyqg+o1rRy/r+w4pmg0+lwcHC470vk3qE7a4Ua+buiUct0/Ie5O1p1UKYA5lqRClVZWVmcPHmStm3b5vxMrVbTtm1bDh8+/NDfkXnMBe/udJfQK2G4+7qa95ixs2bVH8dZv+E0KhWMH9uNypV9CEqI4/Uta8kyGelctgITGrfkePwqziZuAlT09Hoe18yPASNY9UJlN/Khx1QMl1ES3wWMmHRdWBF7mXRjAu66MnTxGcOaa5f59MQRAGa1aEfDEn5cvBTGvAXm5hkD+zegfbvqXDp8lU/fMi9yf3lqf5r1aZj/L5h4psg5JP+d2nGOKb3MTSma9m7AuF/MgSo+PpVRo5cRFZ2Mn68LC+YMwMnJxryOafNaTkaG46DT8XP3vpRzceVaymE2hS8C4DmX7jR3LA9JI8mZ8ucw+R/XQSrZQSjxr91pYtGQFOsRLAuZTKYxBW+rCvT2G49GZcEPZ0/xyXHz35xpzVvTrXwlAG6FxDJmwkoyMrKoXbMkE8d2Q6NRoygK34z+mU1fb0elUjH253ep36l2vr+uQhR1dzf9bVxO1lM9Sk6oCpKRqtwqUqEqNjYWo9GIp+f98889PT2JjIx86O/IPOaCpSgKi4Z/xZldF7C2s+KjDWNxK+HK/gNXWfLVLgCGD2tF82YVictI55VNf5Cs11PH04eFbToRlHKQfdHmaTztPAZSMuvLOw0nGqFynPHQD0hKdihKgvmDkaKtz9oUS2L0N7HRONPLbzonImMZs3srAG/Urk//ytUJj0hk0pTVGAxGmjQuz2uvtiQ6JCbng16TXvUZNLHP03vhxDNDziH56+zei0zuMQeD3kDjHvUY/5u5KUVycgYfjltBWHgCXp6OzJ89ABcXO7JNJt7btpkDdzqC/tS1D1XcPAhJO8/a27Nzpui1cWkKSe8ABtB1ROXw0T+PUGUHo8QPBiURLKqRZjeD30KmkpIdi6ulH/1LTsNSbc2KyxeYdmA3ACPqN+bl6uZwFBmZxAdjl5OUlEHFCl7MmHZvc99fpq9i5YIN5t/5ejgtBzTJz5dUiGIh02DkxC1zq/DGsj/VIzXwd0GjVhEcm0ZYYkZBl1OoFalQ9SRkHnPB+m3mH2z/aS9qjZqJy0dStmZprl6NYNad9Qbdu9WmX9/65r2o/lxHaHISJR0c+aZzTxINN9kcPheAus6dqc5GMEWBpiwqp89QqR5sFKEY41ASXr3TArk8O/WVuJl2Bq3Kit5+04lKUfPGlnUYTCa6lK3A6IbNSEnJZMLElTmd/saP7YY+PZMpveaRGJ2Ef81SjPnpHdTqYv92KpbkHJJ/Lh66ysSuAegzsqjfuTYT7rRNT0/XM2bCSm4Ex+DqYseCuQPx8HBAURQm7t3BlhuBWKo1fNO5B7W9vInJvMmq0OkYFQPl7RvS2bP/X9qmN0TlNP+f11Bl30KJf/nOeaMiGQ4L+T1kJomGCJy0XjxfaiY2Fo5sDLzK2N3m5hOv1azL/54zj1zHxqUwaswyYmNTKVXKlTkz+2FjY+4AuHL+epZOWwHAmwuH0OnVNvn8qgpRPJy6lUBWtgkPex1l3W0LupxnloOVlpp39u86KK3Vc6VI7SLo5uaGRqMhKirqvp9HRUXh5fXwfUZ0Oh06ne5plCf+Zs/yg/w4eRkA737+GvU71SY6OpmJk1ej12dTv54/777dDoBxu7dxIjIMe0sd33fpjc4ig5U3p5Ct6CltW5cWVmGQeQ5UTqicv0KlfnA+umJKQkl4BYw3QV2CI9ltOZe0BRVquvlOQGXyYcjGX0nW63nOqwQL2nQm22Bk8tTV3AqJw83NnpnT+6LTWTC19yKCTgfj5O7A9LVjZP+YYkzOIfnj6onrjO88k8w0PXXa1WDKqg+w1GnJyspm0rQ1XLkagYODNfNm98fH2wmA+UcPsuzSedQqFZ926EITv1KkGGJZHjIZvSkNX+uq9PB+BxIH3wlIFVA5Lf7nLn/ZN+4EqmjQlCXT4VN+D51LXFYo9hauPF9qFvZaN7bdCOL9HZsxKQoDq1RnQpMWqFQqEhLSGDV6GeERifh4OzF/9gAcHW0AWLd4C1+PNm8UPuSjgfR+v0u+v65CFBd31wg1Kecm25v8iybl3DgVksjBoFj6PyezLZ7UE11ab926NdOmTXvg5wkJCbRu3TrXRT0pS0tL6taty86dO3N+ZjKZ2LlzJ40aNSqwusSDrh4PYu4Qc/vh3u91oevwdua9nyavIi4+lTKl3Zk0oQcajZqvzhznj2uX0KhUfNGhG2WcHFgf9hGp2XG4WJakh0sFyFwLaFA5fYzKouQDx1NMqSgJw+60TnfjvLo/hxLMzS46eI/ETVuTwRtXE5aagr+TC9907omlWsP8hX9y9lwoNjaWBMzsh5ubPd+M/oXD60+g1WmZtm4MnqXcn+IrJ0TRF3z+FuM6ziA9OYPqzSszbc1oLK0sMRpNzJi9gVOnb2FlpWXOzH6UKW1+/y09f5rFJ48CMKtlWzr6lyfLlMHK0HtT9Pr6TUSTMhGyr4LaDZXz16jU9o+sQzFcRokfZA5UFuXJdFzMb6HziNHfxNbCmedLBeBk6cWumzd4e+sGsk0melWozMwWbVGpVCQlZ/DBuOWEhMbj4W7PgjkDcXM1H2/zNzv4/N3vAHhhfG8GTZDpw0LkpbvrqRrJ/lT/6t66qlgURSngagqvJxqp2rNnD+fPn+f06dP8+uuv2Nqah1WzsrLYu3dvnhb4X40cOZLBgwfz3HPPUb9+fT7++GPS0tJ45ZVXCrQucU90aGzOGomG3ery+vyXMJkUAuZsJOh6NE5ONsyc0RdbWx27b91gzp3W6VOatqaZX2m2R3xGeMZldGo7+ni/hCb5LQBU9qNQ6Ro/cDxzoHoNDGdA5USgZijbo1cC0NzjNcrZteKVTau5EheDm7UNP3XtjbOVNd98t4cdOy+i0aiZMrEnZf092PDlVlYtNK99+OD7t6jSsMLTedGEKCZuXwtndLuPSIlPpVKD8szYMA4rGx2KovDJ59vZf+AaWq2GmdP6UKmiNwBbrgcyZZ95DebI+o0ZWKUGJsXIuttzicq8gY3Gif4lp2OV+SuKfgegReX0BSqNzyPrULJOoiS8DkoKWFQiw+Fjfg+dR4z+FrYWzgwqNRtXnS97Q27yxp/rc6YMz2vTEY1aTWpqJqPHreDGjRhcXGyZP2cgXl7mKTbbftrDx2+Y97jqM6IrQz56xJYPQognkpJp4NztJEA2/X0ctUs6Ya3VEJuaxdWoFCp5SffJJ/HEi0B27NhBZGQkDRs25ObNm3lYUu4MGDCA+fPnM3nyZGrVqsWZM2fYsmXLA80rRMHQZ+iZ2msu8ZGJlKle0twWWaNh6c8HOHDQ/GFp+pTeeHk6cj0hnv9t34gCPF+lBi9Vq8WlpJ2cTdwIqOjiMxL79LlAFuhags3QB46nmJLNa6gMp0DlyE3Lt9kQvQow70VV17kP7+/YxOGwUOy0lvzYtQ9+Dk6sWXuS35eZu/+NGtGRevX8ObrpZM6V5SHTB9L6+aZP50UTopiIDolhdLvpJEYnUbZWaWZtHo+NvXlq7Y8/H2DDpjOo1SomjO1GndrmFuWnIsN5b/tmFOCFqjV49846pr3RPxGUehQLlSV9/SbjyC2UVPNWCyqHqagsaz2yDiVzG0r8EHOg0tYhzf4TfgmZTYz+FnYWLgwqNQdXnR97bgUzbLO5G2kH/3J83K4zFmo1qWl6Phy3gmuBkTg52rBgzkD8fF0A2PHLPuYP/QJFUejxdkeGz39ZpiYJkceOBcdjNCmUcrXB19mmoMt55uksNNQrYz5HSRfAJ/fEocrb25u9e/dSvXp16tWrx549e/KwrNx55513uHXrFnq9nqNHj9KgQYOCLklg7vS3cNgSAk8F4+hmz0frx2LrYMO+/VdY+stBAEa+35Fq1XxJydLz+p9rScnKop53CaY1a0NcVgjbIswfihq5vUBpjkP2NVC7oHKc/UDnLsUUb14LYTgNKgdCde+zJnIZoFDTqQtN3YYwcd+9Re1fd+pJNXdP9u2/yudfbAfglcHN6NihBoGnbjBj4CJMJoV2g1vwwoTeT/W1E6KoS4hKZHS7j4gJjcOvog+zt07E3tkOgPUbT7P0F/P+cO+9054WzSoCcCspkdc2rUVvzKZNaX8+at4GlUrFhaTdHIkzXzzp7PM+PlbeKIkfYN6Lqg8qm34PrUFRFJS0n+5st6AHXSuS7AL4OWQ68Vm3cbBwZ1DpubjqfNl98wav/7mOLKOR9mXK8Vn7rmg1GtLS9IwZvyJnzdf8OQMoXco8tWb3soPMG/I5iqLQZVhb3v50qAQqIfJBTit1GaV6bE3vtJ2XZhVP7omm/939I6DT6fjtt9+YMWMGHTt2ZMyYMXlanChaVi/ayK7fDqCx0DBx+Ug8S7kTHBzD7LmbAOjT+zk6tK+Ooih8sHML1xPj8bK1Y3GH7qhUBjaEzSRb0VPKtjaNHOtAvPmDkcphKiq1y33HUrJvm0eojMGgduW27n1Why9FwURVx3a09XqHuUcO8Pulc6iAT9p1obFvSc6eC2FmwHoUBbp1qcWLgxoTERzFhC6zchbMj/z6DfkgJEQeSk1MY2zHGYQFRuBZyp052yfj5H6nG9XhQD753HyR4+UXG9O9ay0AkjIzGbppDfGZGVR39+TTdl3QqNVEZlznz/A7F19c+1PVsSWmpElgigRNaVT2Ex9ag6LoUZKnQMYf5h9YDyTW8mWW3ZpIWnYCzpY+PF9yJo6WnmwPDuKtLRswmEx08DcHKkuNhtQ7gerS5XDs7a1YMGcAZf09AHNjntkvfoLJpNBxaGv+9+UwOY8IkU/uBgNppf747q6rOnojDoPRhFYjHY3/qycKVX9fxDZx4kQqV67M4MGD86QoUfSc3nWeb8b8AsCbi4ZQq1U1UlIymTz1DzIzDdSpXYo3Xjc3OfnqzHG2BptHj77s2AMPG1u2RXxMnP4WthoXOnuPhuRhgBF0HVBZdbzvWIrhknkthCka1N7c1r3PqvBvMZFNRYcWdPAewZLTx/ny9DEAAlq2p1PZCtwIjmbi5Dt7UTUpz//ebU9KfCrjO80kIcrcOn3yylFYaItU00whCpQ+Q8/EbgHcOHsLZ09H5myfhLuv+Yrp5SvhfDRrPSaTQueONRjyknnKrcFo5K2tG7ieEI+3nR3fdemJraUlGcYU1tyeSbaShb/dc7TweBkl6yxkLAdA5TgTlfrB1spKdghK4vuQfQFQo7IfzW2lHitvjUNvSsNdV5qBpWZgZ+HCxsCrvL9jM9l31lB93K4zWo3GvIZq/AouX4nAwd6K+XMGUq6sedr5nuUHCXjxU3OgeqUVI74eLlswCJFP4lL1XIlMAaRJxX9R2csBF1tL4tOyOBuayHOlXf79l8R9nujTYXBwMO7u93c869OnD5UqVeLEiRN5UpgoOiJuRPFR/4WYjCbavdyC7m91wGg0MTNgPWHhCXh6OuR0+jsSFsq8I/sBmNy0FbU9vbmWvJ9ziX8CKjqXGI2N8SSK4TyobFE5TLrvWErmTpSkUeYNgC0qcNPiDdaGf2kOVPbN6eIzhl8unGPOnWOMbdScgVVqEBmVxJhxK0hL01O9mi8Tx3UnO8vApB5zuH0tAnc/V2ZuGo+tg8zNFiKvZBuymTFgERcPXsXW0YbZWydRopy5+URYWALjJ93ZXuG5Moz4X/uckZ0ZB/dw8M7mvt916YWHrR2KorA5/GMSDZE4ab3oXuJDQIWSMtN8MKteqCzrPVCDkrEZJXkiKKnmLRmcFnFVr7A+bCJGxYCvdVX6lZyClcaOlZcvMGb3NkyKQs8KlZnfpiMWajUpKZl8OG45V69F5gSq8uXMgWrX7weY85I5ULUf0pIR37whgUqIfHT4hnnqXyUve9zsZLuLx6VWq2hU1pVN5yI4EBQroeoJPNGZvVSpUg+dtlC1alUZrRL3yUjLZGrveaTEp1KxXlneuzPl5edfDnLs+A0sLS2YPrU3jo42xKSn8e72jRgVhd4VqjCoak3SsuPZFvExAPVd+1PSphZKqrkVOzYvo9KYp9YoSjamlE9QEt8yByrLRgRp32JNxOJ7garEWFZfvczk/eaW++/UbcgbteuTmJjOmHHLiYszt3KfMb0vWq2GOYM/59Ih84e9WZsn4OYjJxgh8oqiKCwa/hVHNp7E0krLR+vH4l/D3HwiKTmDsRNXkpiUTvlynkyd1BMLC/PmvL9dPMdP588AsKhdJ6q4mc8BpxM2cy3lMGos6Ok7FmuNPej33On6aYPKftT9xzclY0ocjZL0vjlQaeuA61qOp0az5nZAzkbBA0vNwEpjxw9nT/Hhrq05+1AtuBOokpLSGTVmGVevReLoaM2Cuc/nBKodv+zLCVQdX2nFqG/flEAlRD6TVupPrulfWquL/07mMYl8oygK84d+wY1zt3DycGTK6g/RWes4eCjwvsYU5ct5YTSZGLFjMzHpaZR3dmXGnX1edkQuJtOUioeuHE3cXzJ38cu+BOhQ2Q4xHyc7CCVpovk2AOvnuWCsx7bwTwGFKo5t6Og9ig1B1xizeysAr9Sow6j6TUhP1zNuwgpCQ+PxcHdg9qx+2NtbsWTUT+xfdQStpQVT//iQ0lVlMzwh8tJ3435l2497UGvUTFoxiurNKgOYN/ed+ge3wxLw9HBg9oy+WFubN+c9GRHGlH3miyIfNGhCB//yAMTpb7Mz6lsAWnm+gre1easDRW9ei4V1n79cgFFAvwsleZp5nRVqsB0Otm+yPeo7TiWY13jWce5CO683UKHmk+OHWXTM3ChjaM06TGrSEpVKRXx8KqPGLOfmrVicncxd/sqUMc/i2Prjbha8+iWKYl5DJVP+hHg6Dt0JBE1kPdV/dvc1Ox2SSJo+G1udxIT/Ql4tkW9WLdjAvpWHsdBqmLJqFO6+rkREJDJ77kYAevaoQ/t21QBYcvo4B27fwtrCgi86dMNGa0lgyiECUw6gRkNHn5FoVFpMmTvMD27VAdBiSlkEad8ChjvTAT/iRHoGe6M/A6CGU2faer3DlhtBjNyxGZOi8EKVmkxu0gqDwcjEKatzrjDPnTMAd3cH/vh4E6sXmWv84Pu3qNWq2tN+6YQo0tZ+/ifL564DYMRXw2nYtS5w50LMoi2cv3AbW1sdATP64uJi7gAYnZbKG3eaQ3QuW4G365q7upoUI5vCF5Gt6CltW4t6Lj3uHchwDgCVZX0UxQj6nShpX4HhvPl2TSlUjrPJ1FRgbehH3Ew7Daho7fkq9V16oQBT9+/KGRl7v14j3qvXCJVKRVR0Mh+MWcbtsATcXO1YMGcgJUuar4xv+np7zj5UXYe3493Fr0mgEuIpCEvM4GZcOmoV1PeX2SX/VUlXG/xcrAmNz+BYcDytKnkUdEmFioQqkS9O7zrPt+N+BeDNRa9QrWll9HoDU6avIS1NT5XKPrw5vA0AJyPDWXTcPHI1rVkbyru4oTemsTPSPM2vnmtfPKzKmh9YpTX/b9YxlJjWoCSav9e1APvJ7I37kxPxq82/59KP5h6vsvVGIO9uM08r7FOxKjNatMVoNPHRzHWcOROCtbUls2f2p6SfK3tXHOLLkT8C8GrAIFq/0Cz/XywhipH9q4/wxXs/APDKjOfpOLR1zm0//3qI7TsvolarmDapJ2VKm0d9sk0m3tm6kZj0NCq4uDKvdYecKegn4jcQlnEZS7U1nX3ev39rBYvykH3N3CJd7Q2mCPPPVdZg8yIqu3eIy4phVfAIErLC0ap0dCvxIRUdGqM3ZjNqxxY2Bl0FYGqzVgypUQcwr/caNWYZUdHJeHo4sGDuQEr4OAPmwLj4f98D0POdTrz1ySvS5U+Ip+TuKFUNXyccrLQFXE3h1LScG78fC+VAUKyEqv9IQpXIc3ERCcx64RNzY4rBLej2ZnsAvliyi6CgKJycbJg8sSdarYaULD3v79hEtslEt3KV6FfJPCp0JPZ3UrNjcdJ609BtUM5jqyxKo8CdaTuApgwq+5EYtS3ZErmQK8l7AGjh8Rr1XPvx5/Vr963TmtuqAygwd/5mDh4KRKvVMPOjPlSs6M2pneeZ/dKnAPR4uyMDRv/lircQItcuHblGwIufoigKXYe34/lxvXJu23fgKj8sPQDA+++2p26d0jm3zT96gGMRYdhpLVnSqTu2lubpgCmGWPZFLwWgteerOGrv/wCgsmqPkmmezocpAlROYDMAlc0QVBpXLiftY1P4xxiUTBy07vT1m4ynVVmS9Xre+HM9h8JC0KrVzG/TkR4VzNMTr9+I5sNxK0hISMPP14X5swfg4eEAwPK56/h2rLnLab9R3Rg29yUJVEI8RYdlf6pca1zWHKpkXdV/J6FK5CljtpGZzy8iMTqJMtVL8t4X5sYUe/ZeZsPG0wCMG9Mt50PI9AO7CU1OooS9AzNbtEOlUpGYFc7J+DUAtPZ6C636L917rLqhUjmZm1GoncCyIRnGNNbfnsDt9POo0dDBewRVndqxKegq/7sTqHqWr8y81h1Rq1R8/Ok2duy8iEajZsqkntSqWYrAUzeY1nse2QYjzfs14s2Ph8iHISHyUFhQBJO6zcagN9CwW13e+fzVnPdY0PUoAuaYw0/vnnXp1qVWzu/tunmDJaeOAzC3dQf8ne5N6dkV9T0GJZMS1pWp5XT/1goA6DqicvoETGmgcQdtPVRqG7JNBnZFfMnJhA0AlLKpQQ/fsdhaOBGZmsKQjX9wJS4WW62WJZ2608yvNAAXL4UxduJKUlP1+Pu7My9gAC7OtiiKws/TVvLz9JUADJrQh8HTB8g5RIinSFEUDl6/s56qnKynelJ3A+mVyBRiUvS420sHxccloUrkqZ+mLOf8vsvY2FszacVIdNY6wsITmL/wTwBeGNiIes+VAWB7cBArr1xABSxq0xkHnfmNeyj2V0xkU9q2Lv529e97fJVKC1b3pgvF6m+yJnQKSYZILNU29PCdRCnbOqy5eolRu/7EpCj0rliFea3MgWrJV7vYsPE0KhWMG9OVxo3Kc/taOOM7zSQ9JYNaraoyZum7aDSap/OCCVEMpCSkMrFrAMlxKVR4rizjf30v5z2WlJTOxKl/kKk38Fzd0rw1/N77OyotlQ92bgFgSPXadC5XIee26MxgLt0ZmW7v9eb90/7uUKlUYNXpvp/F68NYFzaHyMwgABq69qOFx8uoVRouxUYzdOMaItNScbex5Yeuvajmbu7kd+z4DaZMX0um3kDVKj4EfGRuaqMoCl9/+DOrFpoD2isznueF8b3z6JUTQjyu6zFpRCXrsbRQU7eUc0GXU2i52umo4u3ApYhkDl2PpUetEgVdUqEhoUrkmRPbzrJs9loARnw9HL+KJTAYjMyYtZ709CyqV/PllSHmNUoJmRmM27MNgNdr16O+jy8AiVkRXE7aBUAT939uz38leQ9bwxdhUDJx1HrTy28qbrrSLLt0jnF7tqEAAypXZ1aLdmjUar77YR8rV5uveI8a0YnWraoQGxbH2A4zSIxJpnydMkxdMxpLnczDFiKvGLIMTOszn9vXIvAo6cZH68dgbWcNgNFoYtqMdURFJePj48Tk8eb96gBMisL72zcTn5lBFTd3xjVpft/jHoz5HYBKDk3xsi73r3UoisL5pB1sj1xClikDK4093XxGUc7efOFm961g3tm6gTSDgbLOLvzYtTd+Do4A7Nh1idnzNmE0mqj3XBmmTeqJtbUlRqORz976lk3fmBvovLloCL3f65I3L5wQ4j/Zdy0GgPqlXbDSyoXR3GhSzpVLEckcDJJQ9V9IqBJ5IupWDAGDPkFRFLq83o6WA5oA8P/27js6iuoL4Ph3N72HkA4BEkB6CVV674KoIFjAKNIECyBNBamCgCggAoqCCIqoP3qTXkPvAQIBUoD0QBJSNsnu/P5YWI0ECKRsNrmfc+YcsjOze2eTfeyd9959S3/aR3BwJA4O1nw6vofhC9PkA7uJS0ulcqnSjGzUzPA8Z+5sREFHebt6eNlUyfG1snQZ7I35njP3h+6Us63LC2U+wdbciaVnTzDt0F4A3qxRhykt26O+vy7Wql/1JZHfH9aBrl3qkBSfzLhO04gOi6VMZS+mb/lUFvcVIh8pisL8oT9wdm8Qtg42TNs4DhfPf+4g//DjPk6f1ReLmTbpZRwcrA37fjxzksBbEdiYm7Og4wtYmf3z31VSZhzByfrPc3PX158Yx72sBLZFfsvV5CMAlLOtRfcyo3G0C8VomwAASP1JREFUcEVRFH4+f5opB/eiUxSalPFhceceOFnrY1nz5zEWfb8HgLZtqjHu425YWJiRmZHJrICF7F19CLVaxUdLBtNlQLu8v2lCiGdy4Ko+qWpRWYb+5VWzSq78cOAGh0LiURRFhjLnkiRVIs+0WVpmvDmPpPhkKtf3471vAgA4fuIGf/x5DIDRo7oa5lHtDr3GuquXUKtUzGrb2fBlSadouZCo772qVyrnIhFxmlA235pJrOYGAI1L96GZ21uoUDP32CHmnwgEYLB/Q8Y93xKVSsWvqwNZ9vMBAIYMasNLPeuTkpTK+C7TCbt4E9cyLnz59wRKuTsVzBskRAn1x5wNbFu2B7VaxaerR+Bbq7xh3979l/n9fvsw9uOuhkp/AFcT4pl9VF+0YkLzNlQslb008oW7u1DQUc62Fm7WFR75+jpFy9m729kTvQyNLgU15rRwf4PnS/dCrTIjU6vl8wO7+TVIX3r91Wo1mdaqPZZmZuh0CkuW7mHNn/re7V4vNWDo4Lao1SrSUzVM6f0Vx7eextzCjHErP6RV7yb58p4JIZ6eJkvLkesJALSo7PaEo8WTNPJ1wcJMxa27aYTFp1LB1c7YIZkESapEni2fsJqgQ8GGeVSW1pbcvZvKrNn6iecvdq9H82b6uRApmRlM2K8fKjOgdn38PbwMz3MrNYh0bTI2Zo742jfM9hpaJYuTCWs5FPszWiUTGzMnunqPxte+IVqdjkkHd7HiwhkARjVqxvD6z6NSqVj9+xGW/rgPgHffacWrvRujSdMw8cUvuXLiGk6uDsz8ewIe5aURFiI/HVx7lKXj9MsqDJkbQKMu/oZ9oWFxfDlnCwB9ejeiVYt/eqWzdDo+3rWNDK2W1uV8ea16rYee+9q9EwBUd2r1yNe/lXqZv6MWEZV+FQBP60p09f4Qj/vLM8SnpTJs+yaO3IpABYxr0pJB/g1QqVRkZmr5cs4Wdu25CMCgAa3o+2pjVCoV9+6mMKHHTC4cvIyVjSUT//w427UJIQrfybA7pGVqcbW3opqXg7HDMXm2lubUK1eKozcSOBgSJ0lVLklSJfLk9O7zrP5yHQAjlw7Fy9cDRVH4et424hPuUc6nNIMHtTEc/+2JI9y6l0wZB0dGNGqa7bmi0vXrwZS1rY1apR8PrSgK1+8dY1/MUhIywgHws29ER8+PsLcojUabxcidW9h87QoqYErL9vSrWReA1WuO8v3SvQC8HdCC119rop/f0esrzu27iK2jDTO2fUb5amUL7g0SogQKOXODL/svQFEUXhzWmZc+6GrYl5aWwaRp60hPz8S/bnkGvpM9Mfr5/GnOxkThYGnFzDYdchx2Ep1+DYCyNjUe2heZdpWDsb8Scu8oAFZqW1q4vUl9l+6GdiUoNoZBW9Zx614ydhYWzO/YjXYV9MnWvRQNEyev5fSZMMzM1IwZ1YWO7fVLPcRH3uGTLtO5fi4MOydbpm0aT81mVfPhHRNC5MX+K/qqfy0ru8pQtXzSrJKrPqm6Gsebz5d/8glCkirx7JLik5kdoF+gt9vA9obhL7t2X+TAwSuYman59JPuWN9fgO/anQSWntXfYZ7UvC22FpbZns/s/sK+t1IvEJZymgRNBOfvbidGo6/SZWPmREv3AdR06ohKpSJRk87gres5cjsCC7Waue260r2y/gvOb6uP8MOPewEI6N+cfm800w9TfGMex7eexsrGkumbxlO5nl/BvklClDB3ou8ysceXpKdoqNehNkO/DjDsUxSFufO2ExYWj4uLHRPGdzfMswS4lZzEV0f0C4GPb9oST/uc7zjbmDuQmZlOROoFSluVJTkrnhv3ThGUuIfw1PMAqFBTy7k9rdz7Y2/+z/DBvy4H8cnenWi0WVRwcuaHrj2p7KIvIRwTk8T4CX9y/UYsNjaWTJrwIo0a6NuIm1duM77zNKJCY3HxdGbGts/wqy1fNIQoCgzzqZ6T+VT5pdVzbszdcYWDIXFkanVYmD1cYVVkJ0mVeCaKojB30GJib8ZT9jkvBn/VH4DY2CTmLdDPi+r/ZjMqV/I0nDP98F4ydTralvejg+/D1bqcLb0BSNXe5Y/wcYbHLVTW1C3VncaufbE2swf0X77e3vwXVxLisbewZEmXF2lWVv8FZ9Wvh/lx2X4A3n6rBf3ebIZWq2X2Ows58NdRLCzNmbR2DDWbVyuAd0aIkiszI5Opr84l9mY8PlW8mfD7SMzM/6nCtX3HBXbuvohareLzT1+kVKnsQ0qmHdpLalYmDb3K0DeHYX8PVLDz59zdv9ketZDtUQuz7VNjRjWnljRzfY3SVv/0Qmu0WUw9uJeVF84C0LqcL/M6dsXJSl+QIuRaNOM/+5O4+Hu4uNgxc1pvKlfSl1MPPnGNz7p9wd3YJLwrejBz+wS8/Dzy9mYJIfJF3D0NQbeTAGheSYby55daZZwobWdJfEoGx0MTaFpREtYnkaRKPJNtP+3m0NpjmFuY8cmvH2Fjb4OiKMz+aispKRqqVvXi9df+mbh9MCKM3WHXMVer+axZ6xyf08++Ea/4TOf83W3cTrtIaavylLOtS23nLtiYOxqOOxsdybtb1xGbmoKHnT3Lur1MdVd3fRWvFQdZsVJ/p/udgJa8+UZTdDod84b8wK6VBzAzN2PCH6No0LFOgb4/QpRECz9YxvkD+nXqJq0dg73zP0lTeEQ88xbsAODt/s2pXcsn27mHb4az9dpVzFQqprZqh/oxQ3g6eA7Bwbw0R+P/IkvJQIUaT+tKVHJoRG3njjhaZP/PPyIpkWHbN3IuJhqADxo8z0eNmhpeI/BICFO+2EB6eiYVyrsyc3pvPO4X1jm+7TRTen9FeoqGyvV8mb7lUylqI0QRcihEP/SvupejLFSbj9RqFa2quPG/U7fYGxwrSVUuFKukqkKFCoSFhWV7bMaMGYwbN+4RZ4hnERF8i+8+XAZAwNTXDEPotm0/z4mTN7CwMGPcmBcMw3oURWH2UX31vTdr1MXP2SXnJwZ87Rvga9/gkfs3hwQzavdW0rOyqOriyo/dXqaMgyOKovDD0r2sXqOfRzHo3db07fM8iqLw7fs/sfXHXajVKsav/IAm3R/9/EKIZ7Nt2R42f78DlUrFJ799RLmq/6xtkpmpZdqMjaRrMqnnX57X+jyf7VydojAzUN+7/HqN2lQt/fi7zZZqa1q69+N5195k6tKxMXMwzJf6r63XrjBm998kZ2hwtrLm6w5daVNevwC5oij8tfYEi77fg06nUM+/PJMn9MTeXt97tX35Hr4etARtlpZ67Wsx8c+PZdkFIYqYfVdk6F9BaVvVnf+dusXuyzF80lVG9zxJsUqqAKZMmcLAgQMNPzs4SBWY/KTN0jKz3wLSUzXUbVuTXqNeACAuLpnvFu0CIKB/C8r5lDacszvsOmdjorAxN2d4/cbP9Lo6RWHe8cPMu18yvXU5X77t2B17S0t0OoVvv9vBuvWnAHhvaDt6vdwQRVFYNGI5GxdtR6VSMXr5cFq92vRxLyOEeAZXTl5j/tDvAeg/6VUad62Xbf/yFQe5GhKNo4M148d0yzaPCuDv6yGci4nGzsKCDxrmvjS5pdoaS7V1jvvSMjOZemivoVy6v4cXCzq+QFlHfQ9UVpaW+Qt3snHzGQC6dq7NiA86Ym5uhqIorJz6JysmrQGg3RstGPXjUCwsZWFwIYoSRVE4cPVBkQoZ+pffWlRyw0ytIiTmHhEJqfi4yE2lxyl2SZWDgwOenp5PPlA8k9Uz13HlxDXsne0Yu+J9zMz0d4e//W4nKakaqlTx4tXejQzHK4rCtyf1C272r+mPq+3Tl+VMztAwYucWdobqK369W6c+45q0wlytRqvVMeerLWzfcQGVCkZ82JkXutVFURSWjl3J2vn6ss0fLRlM+zdb5vXyhRD/kXznHlNfnUtmRhbPd6/P65++nG3/2XMR/LZG3waMGtEZ19LZb3QpimJYX25Anfq4PUMb8V/nYqIYsXMr1+7o160ZUq8hoxo1w+J+e5WYmMrnU9dx9lwEKhUMGdiG3q801JdTz8jkmyHf8/fyvQD0HfcS70x/TSqKCVEEBUcnE5uswdpCTYMKpZ58gngqTrYW1C9XimOhCewNjqFfkwrGDqlIK3ZJ1cyZM5k6dSrlypXj9ddfZ8SIEZibP/oyNRoNGo3G8HNSUlJhhGmSQk7f4JcpfwDw3ry3cfXWD+MLPBLC/gPBqNUqPh7ZJdtd6FNRtzkdHYmVmTkD6j79sLvg+FiGbt/I9bsJWJqZMa1le16tpp/AnpGRxfQZGzhw8ApqtYqxo7vRoX1NFEXhx/GrWDNnAwAffDeQru+2y+vlC5GjktyG6HQ6Zr31LVE3YvD0dWfM8uGo1f98/tPSMpj11RYUBTp3qkXL5lUeeo7DN8O5GBeLrbkFb9ep99D+p5Gp1bLo1DHmnzhClk6Hu60dc9t3obnPP1X6rl2PYcKk/xEZlYitrSWfju1O0yb6wjkPEsTTu86jNlMzfMEAug/pmKeYhBAF58D9UurP+5XGyjznIcAib9pUdedYaAK7L0tS9STFKqn64IMPqFevHi4uLhw+fJjx48cTGRnJ3LlzH3nOjBkzmDx5ciFGaZqyMrOY/c5CtFlaWrzS2NDrk5aWwbz5+mp/vXs1oqKfe7bzfrukH3rTvXIV3J/iDrSiKPwVHMRn+3eSnpWFl50Dizv3oM79xYJTUzVM+Px/nD4ThoWFGRM+fZHmzZ5DURR++vQ3fp+1HoD3v31XvhSJAlWS25Bfp/+PI5tOYmltwcQ/RuFQyj7b/u9/3MftyLu4uzkwfEjONzZW3R+e91KV6pSytnnmWC7FxTJ69zYuxMYA0K3ic0xr3T7bc+7Zd4lZc7aSrsnE28uZ6VNeoUJ5/TyMyOvRfPrCDCIu38LazorPfh/50DBGIUTRsveK/vPeQob+FZg2Vd34cttlDl+LJz1Ti7WFJK+PUuSTqnHjxvHll18+9phLly5RtWpVRo4caXisdu3aWFpaMnjwYGbMmIGVVc4VYcaPH5/tvKSkJHx8fHI8tiRbOfVPrp8Nw7G0A+8vHGgYCrPq10BiYpPw9HTirX7Ns52TnpXF1mtXAOhbrXauXytJo2HC/p2sv3oJgBY+FfimfVdK2+jH8t69m8r4z/4gODgSGxtLpk5+mXr+FfQJ1Se/GhYjHjbvHXq81ymvly7EY5XUNuTs3iB+mayfc/TBdwMfWvPt3PkI1m3Qz3McPbILdnYPt8EpGRnsvKEf1vt6jdy3Ef+WnpXJghNHWXL6OFk6Hc5W1kxq0ZYXn6tqaKe0Wh0/LT/Ar7/rhyE2qFeBCZ/0wNFRn3CdP3CJya/MJjEuGbeypZmyYSyV6vo+UzxCiMJxT5PFsRv6Ib5tq7o/4WjxrKp4OODlZE1kYjqB1+NpU0Xe60cp8knVqFGjCAgIeOwxfn45L+DauHFjsrKyCA0NpUqVh4edAFhZWT0y4RJ6wSeu8duMtQC8/+0AQznhiJsJrPlTX21v2ND2hkV+Hzh4M4yUzEy87Byo5+mdq9c6fDOcj3dv5fa9ZMxUKj5q2JT36jXG7P6Qoqiou4wZ9zs3b93B0dGGmV+8StUqXvo5VONWsWa2vodq2Lx36Pl+l3y5fiEepyS2IQlRd5jW92t0OoWOAa3pFNAm2/6MjCy++mYbAN261KZB/ZwTlAM3w8jQaSnv6Ex116e706woCrtCrzPpwG5uJuuHXHb2q8yUlm1xt/unxywxKY1pMzZw4mQoAH16NWLggFaGYco7ftnH1wMXk5mRReX6fkxZP9YwtFkIUXQdvBpLplbB19UOX9e8z8UUOVOpVLSp6s6vR8PZczlGkqrHKPJJlZubG25uz9ate+bMGdRqNe7u8gfwrLRZWr4ZvASdVkfrPk1p3aeZYd+ixbvIytLRqKGfYU7Cvx27HQFAm/J+j11zBvS9UzMD9/PrRf3CnOUdnZnbrgv1vf4py3zlShTjP/uDO3dScHd3ZNbMPpTzKY2iKCz5eAV/fb0JkIRKiIKk0+mY88533I1JpEJNH97/9t2Hjvn9j2OERyRQytmWwe+2yeFZ9M5FRwHQtGy5pyoEcTUhnqmH9rI/PBQAb3sHJrZoQ2e/ytmOC74SxeRp64iMSsTKypzRI7vQrk11w3WsmLSGVdP+AqBFr+cZs3w41rYlK0EWwlTtuqQf+idf8gtemyr6pGr35Rgm91CkcM8jFPmkKrcCAwM5evQobdq0wcHBgcDAQEaMGMGbb75JqVJSEeZZ/TFnAyGnb+BQyo73vnnb8PjJU6EcOXoNMzM17w1tl+MH7HysfqHNuh6PrsaoUxTWX7nEjMB9xKSmAPB69Tp82qwVdhaWhuOOHb/O5KnrSEvLwM/PjRnTX8XN1QFFUfjuw2Ws+3YrAB8sfJfuQ2XInxAF5a+vN3N82xksrCz49LcRDyUhkZF3+eXXwwAMG9oOB4ecS54DXL97B4DKLqUfecy/RSQl8s3xQNYGX0SnKFio1bxTpz4fNmyCrcU/PeWKorB561nmL9xJZqYWL08npnz+MpUq6r98adI0zApYyP4/9FUH+457iben9c1WZEMIUXTpdAp7gvXrU7WrJklVQWtasTSWZmpu3knjWuw9KrnLckU5KTZJlZWVFatXr2bSpEloNBp8fX0ZMWJEtrkO4uncCok0VPsb+vXblPJwBvSN2ZIf9gDQo7t/tjWp/k2rKADZkqMHFEVhb/gNvj52iHP3ky9fp1J80boDTcqUy3bspi1n+GbednQ6Bf+65Zk86SXs7azR6XQsGLaUTUv0C45+uGgg3QZ1yJdrF0I87NrZUJZ9+isAw+a9TYUaD88dW/zDHjIztdTzL0/b1o9fLNLqfonzTK32scddiovlx7MnWRt80dCudPKrxLgmLfF1zn7TLC0tg7nztrNz90UAmjapxLiPuxmSu7hb8Ux6eTbBx69hbmHGh4sH0/ntR/emCSGKnvO3Eom7p8HeypyGFWS4bkGzszKnScXS7LsSy98XoyWpeoRik1TVq1ePI0eOGDuMYkNRFL59/0cy0jOp174W7fv9s8bTnr0XCQmJxs7Win5vNHvkc5S+X3VrVdBZ2pb3w8bCgpiUe2y/EcKvQWe5FK+/y2RnYcGw+s/zTu36WP+r/L1Op7D0x72sXqOft9WxQ01GjeiChYUZWq2Wr95dxI6f96FSqRj149CH5nUIIfKPJk3DzH7zyczIokmPBnQd2P6hY86cDWf//SUOhg3JuQf738o7OQOw+VowAXX8sTL75/Mfk5LC9utXWXvlIqeiIg2Pt/Apz6jGzah7vxLov4Vci2HK9PVE3ExArVYxIKAlfV9tjFqtjyP4eAgTe84iIfIODi72fP7Xx9RpVeNZ3g4hhBHtvvyg6p8rlubSw1wYOtbw0CdVQdG81/rhKR+iGCVVIn/tWnWAE9vPYmFlwfvfvputitbynw8C0LdPY5ydH7269mD/RuyPCOXwrXBarPwBa3Nzw4RyAGtzc/rXrMtg/0aGyn4PpKdnMnPWJvYfCAagf79mvNWvOSqViqzMLL7sv4C9vx9GbaZm7Ir3afta9sqDQoj89cOYlYReiKCUhxMjvh/yUMKkKAqL7/dgd+9WFz/fJ8+FfbVaLVacP8O5mGg6/7aCel7epGVmcjUhnqt34g3HmavVdPKtxED/BjkmU4qisG7DKRZ9r+8lc3W1Z+KnL1KrRlnDMduX72He0B/I1GRSoYYPU9aPxcvP41nfDiGEEe0Jvj+fSqr+FZoO1Tz4dO0FzkTcJTopHQ/HRw/tLqkkqRIPSUlKZcnHKwB4c0Ivyj73T+W+vfsuceu2vvLeSz3rP/Z56np4seKFXgRs/ou4tFQAVEBtd09erFyNV6rUwMn64Q9lXFwyn038iytXozA3V/PxyC507HB/wd/0DKb2mcuRjScxtzDjk99G0OLlxvl05UKInJzZc4H1C/XV/EYvH26oAPpvhw5fJfhKFDY2lrz15qN7sP+trKMjCzp1Y8jWDdxIvMONxDvZ9tdx96R75Sr0qFw1W0W/f0tMTGX23G0cCrwKQJPGFRn7cVecnPQ3ajIzMvl+9C+sW6Cfd9mkRwPGrngfO8dH3xASQhRdMUnpnLuZCEDrKrI+VWFxd7TGv5wzp8Pv8vfFaPo9X/7JJ5UwklSJh6yc8id3YxIpU9mL3h93Nzyu0ymsXKWfgP7Kyw2wzUWVrPpeZTj45iCu3IlDhQo/51K42Dz6y8ylS7eZMOkvEhJScHS0Ycqkl6ldSz9vIzU5jc97fsmZPUFYWlsw6X+jadjZP49XK4R4nJTEFGYFfAvAC4M70LBT3YeO0ekUlv2i78F+6cV6lCqV+/LGLXwqcDRgCPvCbxB69y4OVpZ42NnT0KvMY9sKgOMnbjBzzmYSElKwsDBj8LuteblnfUMvWkLUHaa+OpcLBy8D+ptE/T7vLQUphDBhe+8XqKhT1gn3xxTCEfmvUw1PfVIVFCVJVQ4kqRLZ3LgQzv/mbQZg6NcBWFj+U1Hr2PHrhIXHY2dr9cReqn9zsramoVfZJx63ddtZvpn/N5mZWipUcGXq5Fco462fhJ4Un8yn3b7g8rEQbB1smLJhrMyFEKIQ/DB2FbER8XhX9GDQ7H45HnP02DWuX4/F1taSPr0aPfVr2Fta0q1SzmsJ5iQtLYMlS/eyfuNpAMqXK82n47pTudI/w/mCDgczpfdXJETewdbRhrEr3qdpj4ZPHZsQomh5MJ9Khv4Vvo7VPZi59TKB1+JJTMvEycbiySeVIJJUCQNFUfjuo2XotDqa9WxI4671su1fu+4EAF271sHeLv/uDmVkZLHwu51s3HwG0Ffr+mRcd0NPWNyteMZ2nEr4pVs4uNgzY9tnVGlQMd9eXwiRs3P7L7L5+x0AjPxhKDb2Njket+av4wB071oXR8ecj8kv54Nu8uXsLdy6rR8q2LNHPYYMbI2Vlf4/d0VR2Ljob777aBnaLC3lq5dl0v9GZxvGLIQwTZosLQeu3i+lXlXmRBY2Pzd7KrnbExJzj73BMbxYt8yTTypBJKkSBse2nubM7gtYWJozZG5Atn1R0YmcOHkDgBd71Mvh7GcTGXmXyVPXceVqFCoVvP1WS15/rYmhWldE8C0+6TKdqNBYXMu4MGPbZzmWcRZC5K/0VA1fDfgOgK7vtqNO65x7hsPD4zlzNhy1WsXLT9GD/bTS0jL46ecD/LX2BIoCbq4OjBnVhQb1fbPFPH/YD+z4eR8ArV5twqilj04GhRCm5ej1BFIytLg5WFHD29HY4ZRInWp4EBJzj7+DoiWp+g9JqgQAWZlZLB65HICe73fBs0L2bvVt28+hKFDPvzzeXs758poHDgYza84WUlI0ODpYM35cdxo3+qcHKvh4CJ90/YKk+GTKVPbiy78n4FFeJqUKURhWTf2T29eicStb+pHD/gC2bD8HwPONKuLuXjBfck6eDmXuN9u5HXkXgM4dazJsSDvs7f/pMb99LYrJr8zh+rkw1GoV7858k16juj+xrLsQwnRsvRAFQIfqHoabr6JwdazuycI919gbHEN6phZrCzNjh1RkSFIlANi6dBc3r0Ti7ObIGxN6PbR/3359afOOHWrm+bU0mkwWL9nD+o2nAKhezZuJn/XM9oXs2NbTTH31K9JTNDzXoCLTN4/H2e3himNCiPwXdjGCP+duBGD4ggHYOeVceEJRlHxtG/4r4U4Ki5bsNizk6+7mwMgPO2W7+QKwb81h5g5cTGpyGs7uTny2esQje9aEEKZJq1PYcVGfVHWp6WnkaEqu2mWd8HS0JiopncBr8TK37V8kqRJo0jSsnPYXAG9M6PVQqeGoqLuEhcVhZqamaZPKeXqtkJBovvhyI6GhcQC82rsR777TCnPzf+50bF++h7kDF6PT6qjfsQ4T/xiFrYMM3xGiMCiKwoLhP5KVqaVxt3o06dHgkceGhccTFZ2IlZU5jRv65VsMWq2OjZvPsHTZflJSNKhU0LNHfQYEtMDO7p+qo5o0DUtGrWDj4r8BqNm8Kp/+9hGuZUrnWyxCiKLhRGgCcfcycLKx4Hk/+Ywbi0qlomMND1YEhrE9KEqSqn+RpEqwdt4WEiLv4F7OlW6D2j+0/8zZcACqVPHKNtzmaWRlafn1t0B+WXUYrVaHi4sd48a8kG0+hKIorJi0hpVT/wSgfb+WjFo6FHML+TMVorDs/yOQs3v1yxYMXzDgscPnzp2/CUD1amWwts6fKlBnzoYzf+EObty/8VK5kgcjP+xE1SrZF/0Nu3STaX3mEnohAoC+414iYEofzMxlKIoQxdG2IH0vVftqHliYybIIxtSphqchqZras6b8Pu6Tb6slXEpSKmtmrwcgYGrfbCXUHwgJiQagRvVnm5AYHBzJnLlbuXZdXwa1RfPn+OiDTtnWssnQZPL1oMXs/GU/AK9/8jJvTekj68kIUYg0aRqWjlsJQN+xLz00t/K/QsP0iU/VKnkfinMjNJalP+3n8JEQABwdrAno35weL/hj9q//sBVFYefK/cx/7wfSUzSU8nBi7Ir3qd+hTp5jEEIUTYqisP3+fKrOMvTP6Br7uuBqb0ncvQwOhcTRuor0VoEkVSXe+m+3kXwnBZ+qZWj7evMcj7l1+y4APj4uT/Xc9+6l8+NP+9mw6RSKov+SNHxYB9q1rZ7t7ndSfDKTXpnN+f2XUJup+WDhu3Qb1OGZr0kI8Wz+nLvJUGmz178W/n6UuPhkQF+J71ndun2HFSsPs2PXBRQF1GoVPV7w5+3+zR8qz56anMb8935g16oDANRtW5NPVn1IKQ/nZ359IUTRd+5mIrcT07G1NKNFZVdjh1PimZup6VrLixWBYWw4e1uSqvskqSrBNGka1i3YAuh7hszMch42k5GRBYCNtWWunjcrS8vGTWdYsfIgiYlpALRrW533hrTL1jsF+iE8E3vM5Pa1aGwdbZj4xyi54yyEESTGJRl6rQd++SY2uViL7kEPklare+rXC7kWw5q/jrFr90V0OgXQ92K/G9CScuUeni8RdDiYL/svIPJ6NGozNf0m9ua1T156ZLslhCg+HlT9a1PVXarNFRE96nizIjCMv4OipQrgfZJUlWBbl+7mTnQiHuXdaN2n6SOPs7XVJ1MP7ko/Smamlp27LrBy1WEioxIBKOdTmg/e70A9/woPHX9yx1mm9P6K1KQ0PH3dmbphnKxBJYSRrJm9gdSkNCrWrUDrvs1ydY6Hm75i55Wr0bk6XqvVEXgkhPWbTnPiZKjh8cYN/Qjo3/yheVOgX+7h1+n/Y9W0P9HpFNx8SvPJqg+p2bxarl5TCGHaFEVh24VIQKr+FSX1ypXC28ma24np7A2OoXPNh9vvkkaSqhJKq9Xyv3mbAegz5sXHFoPwr1ueQ4evsmnTGV55qUG2Sn2gH76zc1cQGzedJiEhBYBSzrb079+cF7rWzTYfAvQN5IbvtvPdR8vQaXXUbF6Vz//6WEqmC2Ek8ZF3WP/tVgACpvTN9VzGFs2f4/c/j7Frz0W6dalDndoP3xTJytJyIegWBw9fYfeeS9y5mwroh/m1bFGFPr0a5ZhMAYRfvsWstxYQfPwaAO3ebMH7jynxLoQofoKjkwmNT8XSXC3DzIoQtVpF9zreLNl/nY1nIyWpQpKqEuvYltNEXo/GwcWeDm+1fuyxXTrXZvmKA9y6fYd3Bv5Ii+bPYW1lQWxcMkFBt7gRGms4trSLPb16NaTHC/7Y2Dw8XDAzI5OF7//E5h92AtChfys+WjIYS6v8qRwmhHh6f8zZgCYtg+pNnqNxt3q5Pq9G9TK0alGFfQeC+ejjX2lQvwIV/dyxtrLgzt1UQsPiuBoSTVpahuEcZydbunSuxQtd6z5yIXGdTsemxTv4fvQKNGkZ2Dvb8cF3A2mTyx40IUyNRqNBo9EYfk5KSjJiNEXL1vP6oX8tK7thbyVfW4uSB0nVzkvR3NNklfjfT8m++hJsy/2kplNAG6xtrR57rI2NJePGvMC0LzZw82YCv60+km2/Wq3Cv255OnWsRauWVbF4xLja+Mg7TOn9FRcPB6NSqXh35hv0/rjHY0s2CyEKVvKde4b24M0JvZ768/jB8A6ggv0HgjlxMjTbsL4HnJxsaNTQjzatqtGwfoWHerv/LSo0hjnvfMfZvUEA1O9Yh49/HCprT4libcaMGUyePNnYYRQ5iqKw5bx+6J9U/St6ang74utqx424FHZejKan/7NViS4uJKkqgWJvxnN08ymAHNelyknTJpX5/ddhBB4J4dy5cNRmahwcrKlaxYtaNX1wdrZ97PkXDl1met+vibuVgJ2TLeN++YDnX6if52sRQuTNth93k3YvHd9a5WjQqe5Tn+9Syo5Jn/Xk5q0EDh2+SmxcMhpNFqWcbfHycqbqc16UL++KWv34ZE2n07Fh4XZ+/GQV6SkarG2tGDDjDXoM6yRLK4hib/z48YwcOdLwc1JSEj4+Msc46HYSV2PuYWmupmMND2OHI/5DpdIPAZy/6yobzt6WpMrYAYjCt2vlfhRFoVbLapR9zjvX5zk4WNOxQ006dqiZ63MURWHtvC0sGb0CnVZHuWplmLJ+LGUqydhbIYxNq9Wy7v5cqp7vd81Tr3HZMi706d34mc6NCL7FnAGLuHg4GIBaLaoxetkwvPzkS5QoGaysrLCyevyokZJo3elbAHSo5oFjPi0wLvJXjzpezN91lf1XYrmbmoGzbe4qRRdHJnP7b/r06TRt2hRbW1ucnZ1zPCY8PJxu3bpha2uLu7s7o0ePJisrq3ADNQH7/wwEoP0bLQv0dZISkpn08mwWjVyOTqujzWvNWHBkhiRUQhQRJ/8+R0x4HI6lHWj/ZotCf/0MTSarpv3FEP/RXDwcjK2DDR8sfJc5eyZJQiVECafVKaw/exugxPeAFGWV3B2o5uVIlk5h47lIY4djVCbTU5WRkUHv3r1p0qQJP/7440P7tVot3bp1w9PTk8OHDxMZGUn//v2xsLDgiy++MELERVNMeCxXT91ArVbRtGfDAnudi4HBTOv7NbER8VhYmjNoTn9eHNZZ5k8JUYTsWLEXgHZvtMAyl+vQ5Zez+4KY/94PhF/S34mu37EOI78fjHs5t0KNQwhRNB2+FkdssoZStha0ek7ahaLslXplmLY5iT9ORNDv+fLGDsdoTCapejCBc/ny5Tnu//vvv7l48SI7d+7Ew8ODunXrMnXqVMaOHcukSZOwtCy53ZH/dmrneQCqNq5cICXMtVotq2eu45fJf6DN0uJdyZPPVo+gcj2/fH8tIcSzy0jP4Mimk4A+qSoscbcTWDpuJbtWHgDA2d2JoV8H0KZvM7npIoQwWHtKf8PlhdreWJqbzMCqEukl/zJ8ue0y524mcvF2EtW9HY0dklEUm7/SwMBAatWqhYfHP0NGOnXqRFJSEkFBQY88T6PRkJSUlG0rzs7svQBA3Ta5nxeVW1GhMYxuN5nlE1ajzdLSum8zvjvxpSRUolgz1TbkzJ4g0lM0uJUtzXMNKhb462VmZPK/bzYzoPpH7Fp5AJVKxQuDO/Djxa9p+1pzSaiEEAapGVlsC9KXUpehf0VfaXsrOlbXV2dccyLCyNEYT7FJqqKiorIlVIDh56ioqEeeN2PGDJycnAxbca+2E3LqBgDVmzyXb8+pKAobF//NwFojOb//Ejb21oxZPpxPVn2InePjqwIKYepMtQ05u0d/g6V+xzoFmtAoisKhdcd4t+ZIFo1cTmpSGlUbVWLBkS/4cNEgHF0cCuy1hRCmacfFaFIztJQvbUu9cs7GDkfkwqsN9f/3rT19i/RMrZGjMQ6jJlXjxo1DpVI9drt8+XKBxjB+/HgSExMNW0RE8c2wdTodN6/oJxH61iqXL88ZeT2aMR2mMP+9H0hP0VCrRTUWnZpFh/6t5M6zKBFMtQ25fDwE0FfaK7DXOHaVMR2mMOnl2dwOiaKUhxMjlgzmm0PTqNKwUoG9rhDCtK29X/WvZ90y8l3CRDSv5EoZZxsS0zLZHvTozozizKhzqkaNGkVAQMBjj/Hzy93QMU9PT44dO5btsejoaMO+RylJZUzv3UlBm6W/e1DK0zlPz5WVmcWa2RtYNe1PMtIzsbKx5J3pr9Pzgy6ypowoUUy1DXlwg6V8jfzvWQu7GMGyCas5tFbfJltYWdBr5Av0HfcStg42+f56QojiIzZZw4GrcYAM/TMlZmoVveqXZd6uq/x+PIIX65a8351Rkyo3Nzfc3PKnokuTJk2YPn06MTExuLu7A7Bjxw4cHR2pXr16vryGqcvQZAKgVqswt3i2X72iKBzbcoolH68gIlhf6tS/XS0+WjwI74qy2rkQpiIxVj/3yyWPN1j+7caFcFbPXMue3w6hKApqtYp2/VrS//NX8azgnm+vI4QovtadvoVWp1DXxxlfVztjhyOeQu8GZZm/+yqHr8UTHp9KudIlawqIyVT/Cw8PJyEhgfDwcLRaLWfOnAGgUqVK2Nvb07FjR6pXr06/fv2YNWsWUVFRfPbZZwwbNswk7yIXBDsn/R+3TqeQmpSKndPTNVYhZ27ww5hfDBUEnd0cGTI3gLavyyRzIUyNoij59lwXj1xhzax1HFp33PBYs5caETClLxUKoCdMCFE8KYrCb8fDAejTUNoOU1O2lC3NK7ly4Gocf5yMYFTHKsYOqVCZTFI1ceJEfv75Z8PP/v7+AOzZs4fWrVtjZmbGpk2bGDp0KE2aNMHOzo633nqLKVOmGCvkIsfa1gr3cq7EhMdx4eBlGnern6vzgo+H8OsX/+Pwev0XJgtLc176oCuvf/ryUydmQoiiwb2cK1E3Ygi7eBO3sqWf+nxNmob9fxxhw3fbuHxMPz9LpVLR/JXGvDbuJan6KYR4asduJHA9NgVbSzO61/E2djjiGfRtWI4DV+NYcyKCD9pVxsKs5EwJMZmkavny5Y9co+qB8uXLs2XLlsIJyASpVCoadfFn05Id/PTZb1RvWgWHUvY5HqtJ0xC44QQbFm3n/P5LhvNb9WnKO9Nfw8vXI8fzhBCmoUazKkTdiGHv6kM06FgnV+coikLw8RB2rTrArlUHSE64B4C5hRlt32jBq6NfpHy1sgUZthCiGPvtmL6X6sW63thbmcxXVPEvHap74GpvRXSShu1BUbxQu+Qkx/IXW8L0/rgHB9ce4/rZMMa0n8Lrn75ClQZ+qM3UxN5M4NqZUE7uOMupnedITUoDwMzcjLavN6fP2J7yhUmIYqLLO+3YtfIA25fvwaO8G33G9cTSyuKh41ISUzh/4DIntp8hcOMJYsLjDPvcy7nSdWB7ur7bjlIezoUYvRCiuLmTksGWC/qqcX0b5k+FYlH4LM3VvNG4HPN2XWX5oVBJqkTx5V3Rk1k7JzK67SRCTt9gSq85jzzWo7wb7d9syQtDOuBa5umHBwkhiq46rWswYMYb/Dh+FSsmr2HNnPXUalENZ3cnAO7GJnEz+DaR16OznWdta0WTFxvQ7o2WNOhUBzMzM2OEL4QoZlYfjyAjS0cNb0dql3UydjgiD95oXI7v9oZwIuwO528mUquE/D4lqSqBfGuW45uD09jw3XaObztN1I0YdDoFZ3cnylUrQ51WNWjQqQ7PNago5dGFKMb6jHkRRxd7VkxeQ/ztOxzfdibH48pU9qJOq+o8370B/u1qYW0rxX+EEPknS6tj5ZEwAN5qWkGKX5k4d0drutbyYv2Z2yw7dIO5feoaO6RCIUlVCVX2OW/e++Zt4G1jhyKEMBKVSkXXge3pPKAt18+GcflYCKlJqfqbLG6OeFRww692eZxcHY0dqhCiGNt5KZpbd9NwsbOkhxSoKBbeaebL+jO32XD2NqM7V8HLqfivUShJlRBClHBqtZpK/r5U8vc1dihCiBJo+eFQAPo29MHaQoYUFwd1fJx53s+FI9cT+OngDT7tVvzXjJWxXUIIIYQQwijO3bzLkesJmKlVvPl8eWOHI/LR4FYVAfj1aDiJaZlGjqbgSVIlhBBCCCGMYsn+6wD0qOONt3PxHyJWkrR+zo0qHg6kZGj5JTDU2OEUOEmqhBBCCCFEoQuPT2Xr+UgABrWUBcOLG5VKxdDW+t6qpQdvcE+TZeSICpYkVUIIIYQQotB9f+AaOgVaPedGNS8piFMcda/jjZ+rHXdTM/n5/ty54kqSKiGEEEIIUagiE9NYc/wmAEPuz70RxY+ZWsX77SoBsPTA9WLdWyVJlRBCCCGEKFSL9l4jQ6ujsa8LTSqWNnY4ogB1r+2Nr6sdd1Iz+fHADWOHU2AkqRJCCCGEEIUmMjGN1cciAPio/XNGjkYUNHMzNaM66n/P3++/Rtw9jZEjKhiSVAkhhBBCiEIzf9dV6aUqYbrW9KJ2WSdSMrR8uzvE2OEUCEmqhBBCCCFEobganczvx/W9VKM7VTFyNKKwqNUqxnWpCsDKI2GExNwzckT5T5IqIYQQQghRKL7cdhmdAp1qeNCggouxwxGFqGlFV9pVdSdLpzBl00UURTF2SPlKkiohhBBCCFHgDofEsfNSDGZqFWM6VzV2OMIIJrxQHUszNfuvxLLjYrSxw8lXklQJIYQQQogClZGlY+KGIADeaFyOim72Ro5IGEMFVzvebeELwOSNF0kpRiXWJakSQgghhBAFavnhG4TE3KO0nSWjOshcqpJseNtKlHG24dbdNL76+4qxw8k3JpNUTZ8+naZNm2Jra4uzs3OOx6hUqoe21atXF26gQgghhBDCICIhlW92XgVgbJeqONlaGDkiYUy2luZ88XItAJYdvsHp8DtGjih/mExSlZGRQe/evRk6dOhjj1u2bBmRkZGGrWfPnoUToBBCCCGEyEZRFMb97xypGVoaVXChV72yxg5JFAGtnnPjZf8yKAqMWnOW1AzTHwZobuwAcmvy5MkALF++/LHHOTs74+npWQgRCSGEEEKIx/ntWASHQuKxtlDzZa/aqNUqY4ckioiJ3atz+Fo81+NSmLb5El+8VMvYIeWJyfRU5dawYcNwdXWlUaNG/PTTT08s16jRaEhKSsq2CSFEbkkbIoQQObsWe4+pmy4C8HHHKvi62hk5IlGUONta8tWrdQD49Wg42y5EGjmivClWSdWUKVNYs2YNO3bs4JVXXuG9995jwYIFjz1nxowZODk5GTYfH59CilYIURxIGyKEEA9Lz9Qy/NfTpGVqaVqxNG838zV2SKIIalbJlcEt/QD4+I9zXI813UWBjZpUjRs3LsfiEv/eLl++nOvnmzBhAs2aNcPf35+xY8cyZswYZs+e/dhzxo8fT2JiomGLiIjI62UJIUoQaUOEECI7RVGYvDGIS5FJlLaz5Os+dTGTYX/iET7uVIVGFVy4p8liyMqT3DPRMutGnVM1atQoAgICHnuMn5/fMz9/48aNmTp1KhqNBisrqxyPsbKyeuQ+IYR4EmlDhBAiu1+OhPHbsQhUKvjq1Tp4OFobOyRRhFmYqfn2DX9emH+QK9H3GLbqFD++1QBzM9MaUGfUpMrNzQ03N7cCe/4zZ85QqlQp+cIjhBBCCFEI9l2JZfJG/TyqcZ2r0rqKu5EjEqbA3cGaH/o3oM/3gey7EsuE9UF88VJNVCrT6eE0mep/4eHhJCQkEB4ejlar5cyZMwBUqlQJe3t7Nm7cSHR0NM8//zzW1tbs2LGDL774go8//ti4gQshhBBClAAnw+4w5JeTaHUKL/uXYVDLZx9tJEqeOj7OzOvrz5CVJ/ntWDiO1uaM61LVZBIrk0mqJk6cyM8//2z42d/fH4A9e/bQunVrLCwsWLhwISNGjEBRFCpVqsTcuXMZOHCgsUIWQgghhCgRzt28yzvLj5OWqaXlc27MfKW2yXwZFkVHpxqeTO9Zi0/WnmfJ/utYmKkZ1fE5k/hbMpmkavny5Y9do6pz58507ty58AISQgghhBCcDEsg4KfjJGuyqFfOmcVv1sPS3LTmw4ii4/XG5UjL1DJ100W+3RPCPU0WE1+oXuTXOJO/eCGEEEII8Uy2XYjkjaVHSdZk0cjXhRUDGmNraTL37EURNaC5L1NerAHA8sOhvP/badIytEaO6vEkqRJCCCGEEE9Fp1NYsOsqQ1aeIj1TR+sqbvz8diPsrSShEvmjf5MKfNOnLhZmKjafj+TVJYHcvJNq7LAeSZIqIYQQQgiRazFJ6by17Bhf7bgCQEDTCizt3wAbSzMjRyaKm57+ZVg5oDGlbC04fyuRbvMPsj0oythh5UiSKiGEEEII8UQ6ncKaExG0n7uPA1fjsLEwY3av2kzqUcPk1hQSpqOxX2k2DG9OHR9nEtMyGfzLSYb9eoqYpHRjh5aNfAKEEEIIIcRjnQxL4OVFhxnz5zmS0rOoVcaJDcOb0buBj7FDEyWAj4stfwxuwuBWfpipVWw+F0m7uftYeSQMnU4xdniACVX/E0IIIYQQhUdRFPZeiWXx3mscvZEAgK2lGR+0q8y7zX2ld0oUKktzNeO7VKN7bW8+WXueczcT+WzdBX4JDOP9dpXoWtPLqBUCJakSQgghhBAGcfc0bDkfya9Hw7kclQyAhZmKl/3LMqrjc7g7Whs5QlGS1SzjxNr3mrEiMJS5f18hODqZ4b+eprL7VYa3rUTnmp5YmRf+/D5JqoQQQgghSrjopHT2XYll87lIDobEob0/pMrO0ozXG5fjnea+eDnZGDlKIfTM1CrebubLy/5l+enQDX46dIOrMff4cPUZXOwsedm/DH0b+VDJ3aHQYpKkSgghhBCihIlMTONM+F2OhSZw8GocV2PuZdtfp6wTPeqWoVe9sjjZWhgpSiEez8nWghEdnmNAC19+PhTKyqNhRCdpWHrwBksP3qBmGUc6VvekYw0Pqng4oFIV3PBASaqEEEIIIYqpTK2O0LgUgqOTuRKVzOWoZM7evEt0kibbcSoV1C7jRNuqHvSo642vq52RIhbi6TlaW/B+u8oMbV2RfVdiWX08gt2XY7hwK4kLt5KYu+MKPi42NKvoyvN+pWlSsTQe+TyMVZIqIYQQQggTptMpRCWlExafSlh8CqHxqYQnpHA9Vr9laHUPnaNWQRVPR/zLOdOsoitNK5amlJ2lEaIXIv+Ym6lpV82DdtU8iL+nYdelGP6+GMX+q3FEJKSxOiGC1ccjAChbyoZaZZyoeX+rVcYJlzx8BiSpEkIIIYQownQ6hbgUDZF304lMTOPW3XRu300zJFFhCalkZD2cOD1gZ2lGZQ8Hqng4UNnDnlplnKhV1glbS/kaKIqv0vZWvNrQh1cb+pCiyeLojXgCr8Vz5HoCQbcTuXknjZt30th64Z/FhD0drfFzs8PXVb/5udnhavXoz9a/yadJCCGEEMKINBoNGs0/w/GSkpIAeOunY8RnmBGVmJ5jb9O/matV+LjYUs7FlgqlbSlf2o4KrrZUdnegjLONUUtNC2FsdlbmtK3qQduqHgAkpWdy4VYiQbeSOH8rkQu3Erkel0JUUjpRSekcvhZvOFenSc3Va0hSJYQQQghhRDNmzGDy5MkPPX4y7A5qK1tAP+fJ3cEKb2cbvJ1s8Ha2plxpO8q72FKhtB3eztaybpQQueRobUHTiq40rehqeCw5PZOrMfe4EZvCjTj9di32Htdup+fqOVWKohSNZYiLiKSkJJycnEhMTMTR0dHY4QhRYpnqZ9FU4xaiODKVz2NOPVU+Pj78dvAyft5ueDtb4+FojYUkTUIUusTERJydnZ/YjkhPlRBCCCGEEVlZWWFlZfXQ411reRXpZFCIkiC3ZdjllocQQgghhBBC5IEkVUIIIYQQQgiRB5JUCSGEEEIIIUQemERSFRoayoABA/D19cXGxoaKFSvy+eefk5GRke24c+fO0aJFC6ytrfHx8WHWrFlGilgIIYQQQghRUphEoYrLly+j0+lYsmQJlSpV4sKFCwwcOJCUlBTmzJkD6CvldOzYkfbt27N48WLOnz/PO++8g7OzM4MGDTLyFQghhBBCCCGKK5NIqjp37kznzp0NP/v5+REcHMyiRYsMSdWqVavIyMjgp59+wtLSkho1anDmzBnmzp0rSZUQQgghhBCiwJjE8L+cJCYm4uLiYvg5MDCQli1bYmlpaXisU6dOBAcHc+fOnUc+j0ajISkpKdsmhBC5JW2IEEIIIUyip+q/QkJCWLBggaGXCiAqKgpfX99sx3l4eBj2lSpVKsfnetQq5vLFSAjjevAZLOrrk0sbIkTRZSrtyH89iFfaESGML9ftiGJEY8eOVYDHbpcuXcp2zs2bN5WKFSsqAwYMyPZ4hw4dlEGDBmV7LCgoSAGUixcvPjKG9PR0JTEx0bBdvHjxiTHJJptshbdFRETkX6NTAKQNkU22or8V9Xbkv65du2b090w22WTLvj2pHTFqT9WoUaMICAh47DF+fn6Gf9++fZs2bdrQtGlTvv/++2zHeXp6Eh0dne2xBz97eno+8vn/u4q5vb09ERERKIpCuXLliIiIKNarmSclJeHj4yPXWUwUp+tUFIXk5GS8vb2NHcpjPaoNcXBwyPUq7I9jyr9Tib3wmWrcUDCxm0o78l8PpjeEh4fj5ORk5GgKnin/3T4tuVbTk9t2xKhJlZubG25ubrk69tatW7Rp04b69euzbNky1Ors08GaNGnCp59+SmZmJhYWFgDs2LGDKlWqPHLoX07UajVly5Y1dPU5Ojqa9B9Cbsl1Fi/F5TpN8cvEgzYkv5ny71RiL3ymGjfkf+ym2o6APnZT/T0+C1P+u31acq2mJTftiEkUqrh16xatW7emXLlyzJkzh9jYWKKiooiKijIc8/rrr2NpacmAAQMICgri999/Z968eYwcOdKIkQshhBBCCCGKO5MoVLFjxw5CQkIICQl56A6wcn/SmJOTE3///TfDhg2jfv36uLq6MnHiRCmnLoQQQgghhChQJpFUBQQEPHHuFUDt2rU5cOBAvrymlZUVn3/+eba5EsWRXGfxUlKusyQx5d+pxF74TDVuMO3Y81tJey9K0vXKtRZfKkUxsTqjQgghhBBCCFGEmMScKiGEEEIIIYQoqiSpEkIIIYQQQog8kKRKCCGEEEIIIfJAkiohhBBCCCGEyANJqp6SRqOhbt26qFQqzpw5Y+xw8k1oaCgDBgzA19cXGxsbKlasyOeff05GRoaxQ8uzhQsXUqFCBaytrWncuDHHjh0zdkj5asaMGTRs2BAHBwfc3d3p2bMnwcHBxg5LFDBTaotMrX0xxTajuLQDM2fORKVS8dFHHxk7FKPI7Wfl3LlztGjRAmtra3x8fJg1a5aRIs676dOn07RpU2xtbXF2ds7xmPDwcLp164atrS3u7u6MHj2arKyswg00n5hi+/Ik+/fvp3v37nh7e6NSqVi3bl22/YqiMHHiRLy8vLCxsaF9+/ZcvXrVOMEWIEmqntKYMWPw9vY2dhj57vLly+h0OpYsWUJQUBBff/01ixcv5pNPPjF2aHny+++/M3LkSD7//HNOnTpFnTp16NSpEzExMcYOLd/s27ePYcOGceTIEXbs2EFmZiYdO3YkJSXF2KGJAmRKbZEptS+m2mYUh3bg+PHjLFmyhNq1axs7FKPJzWclKSmJjh07Ur58eU6ePMns2bOZNGkS33//vREjf3YZGRn07t2boUOH5rhfq9XSrVs3MjIyOHz4MD///DPLly9n4sSJhRxp3plq+/IkKSkp1KlTh4ULF+a4f9asWcyfP5/Fixdz9OhR7Ozs6NSpE+np6YUcaQFTRK5t2bJFqVq1qhIUFKQAyunTp40dUoGaNWuW4uvra+ww8qRRo0bKsGHDDD9rtVrF29tbmTFjhhGjKlgxMTEKoOzbt8/YoYgCUhzaoqLavhSXNsPU2oHk5GSlcuXKyo4dO5RWrVopH374obFDKjL++1n57rvvlFKlSikajcbw2NixY5UqVaoYI7x8s2zZMsXJyemhx7ds2aKo1WolKirK8NiiRYsUR0fHbO+BKSgu7cvjAMratWsNP+t0OsXT01OZPXu24bG7d+8qVlZWym+//WaECAuO9FTlUnR0NAMHDuSXX37B1tbW2OEUisTERFxcXIwdxjPLyMjg5MmTtG/f3vCYWq2mffv2BAYGGjGygpWYmAhg0r878WjFpS0qiu1LcWozTK0dGDZsGN26dcv23gu9/35WAgMDadmyJZaWlobHOnXqRHBwMHfu3DFGiAUqMDCQWrVq4eHhYXisU6dOJCUlERQUZMTInk5xal+exo0bN4iKisp23U5OTjRu3LjYXbckVbmgKAoBAQEMGTKEBg0aGDucQhESEsKCBQsYPHiwsUN5ZnFxcWi12mwNMYCHhwdRUVFGiqpg6XQ6PvroI5o1a0bNmjWNHY7IZ8WlLSqq7UtxaTNMrR1YvXo1p06dYsaMGcYOpcjJ6bMSFRWV49/og33FTXG53uLSvjytB9dWEq67RCdV48aNQ6VSPXa7fPkyCxYsIDk5mfHjxxs75KeW22v8t1u3btG5c2d69+7NwIEDjRS5eBbDhg3jwoULrF692tihiKdgqm2RtC9Fkym1AxEREXz44YesWrUKa2trY4dTYEraZ+VZrlcIU2du7ACMadSoUQQEBDz2GD8/P3bv3k1gYCBWVlbZ9jVo0IA33niDn3/+uQCjzJvcXuMDt2/fpk2bNjRt2tRkJ70+4OrqipmZGdHR0dkej46OxtPT00hRFZzhw4ezadMm9u/fT9myZY0djngKptoWFbf2pTi0GabWDpw8eZKYmBjq1atneEyr1bJ//36+/fZbNBoNZmZmRowwf+TnZ8XT0zPHv9EH+4qCp73ex/H09HyoQl5Ru97cKA7ty7N4cG3R0dF4eXkZHo+OjqZu3bpGiqqAGHtSlykICwtTzp8/b9i2b9+uAMqff/6pREREGDu8fHPz5k2lcuXKSt++fZWsrCxjh5MvGjVqpAwfPtzws1arVcqUKVOsJoXqdDpl2LBhire3t3LlyhVjhyMKkCm3RabSvphqm2Gq7UBSUlK2v+nz588rDRo0UN58803l/Pnzxg7PKJ70WXlQqCIjI8Pw2Pjx44t9oYro6GjDY0uWLFEcHR2V9PT0Qoww70y1fXkaPKJQxZw5cwyPJSYmFstCFZJUPYMbN26YbMWtR7l586ZSqVIlpV27dsrNmzeVyMhIw2bKVq9erVhZWSnLly9XLl68qAwaNEhxdnbOVkXI1A0dOlRxcnJS9u7dm+33lpqaauzQRAEzlbbIlNoXU20zilM7UJKr/+Xms3L37l3Fw8ND6devn3LhwgVl9erViq2trbJkyRIjRv7swsLClNOnTyuTJ09W7O3tldOnTyunT59WkpOTFUVRlKysLKVmzZpKx44dlTNnzijbtm1T3NzclPHjxxs58qdnqu3LkyQnJxt+b4Ayd+5c5fTp00pYWJiiKIoyc+ZMxdnZWVm/fr1y7tw55cUXX1R8fX2VtLQ0I0eevySpegam8kXmaSxbtkwBctxM3YIFC5Ry5coplpaWSqNGjZQjR44YO6R89ajf27Jly4wdmihgptIWmVr7YoptRnFqB0pyUpXbz8rZs2eV5s2bK1ZWVkqZMmWUmTNnGinivHvrrbdyvN49e/YYjgkNDVW6dOmi2NjYKK6ursqoUaOUzMxM4wWdB6bYvjzJnj17cvwdvvXWW4qi6HurJkyYoHh4eChWVlZKu3btlODgYOMGXQBUiqIo+T+oUAghhBBCCCFKhhJd/U8IIYQQQggh8kqSKiGEEEIIIYTIA0mqhBBCCCGEECIPJKkSQgghhBBCiDyQpEoIIYQQQggh8kCSKiGEEEIIIYTIA0mqhBBCCCGEECIPJKkSQgghhBBCiDyQpEoIIYQQQggh8kCSKiGEEEIIIYTIA0mqRLERGxuLp6cnX3zxheGxw4cPY2lpya5du4wYmRDCFKxYsYLSpUuj0WiyPd6zZ0/69etnpKiEEKYkNDQUlUr10Na6dWtjhyYKmCRVothwc3Pjp59+YtKkSZw4cYLk5GT69evH8OHDadeunbHDE0IUcb1790ar1bJhwwbDYzExMWzevJl33nnHiJEJIUyFj48PkZGRhu306dOULl2ali1bGjs0UcBUiqIoxg5CiPw0bNgwdu7cSYMGDTh//jzHjx/HysrK2GEJIUzAe++9R2hoKFu2bAFg7ty5LFy4kJCQEFQqlZGjE0KYkvT0dFq3bo2bmxvr169HrZa+jOJMkipR7KSlpVGzZk0iIiI4efIktWrVMnZIQggTcfr0aRo2bEhYWBhlypShdu3a9O7dmwkTJhg7NCGEiXn99dc5e/YsR44cwcHBwdjhiAImKbModq5du8bt27fR6XSEhoYaOxwhhAnx9/enTp06rFixgpMnTxIUFERAQICxwxJCmJhp06axfft2NmzYIAlVCSE9VaJYycjIoFGjRtStW5cqVarwzTffcP78edzd3Y0dmhDCRCxatIhvvvmGDh06cPXqVbZv327skIQQJuSvv/7itddeY+vWrTKnuwSRpEoUK6NHj+bPP//k7Nmz2Nvb06pVK5ycnNi0aZOxQxNCmIjExES8vb3JyspixYoV9OnTx9ghCSFMxIULF2jcuDEjR45k2LBhhsctLS1xcXExYmSioMnwP1Fs7N27l2+++YZffvkFR0dH1Go1v/zyCwcOHGDRokXGDk8IYSKcnJx45ZVXsLe3p2fPnsYORwhhQk6cOEFqairTpk3Dy8vLsL388svGDk0UMOmpEkIIIf6jXbt21KhRg/nz5xs7FCGEECZAkiohhBDivjt37rB371569erFxYsXqVKlirFDEkIIYQLMjR2AEEIIUVT4+/tz584dvvzyS0mohBBC5Jr0VAkhhBBCCCFEHkihCiGEEEIIIYTIA0mqhBBCCCGEECIPJKkSQgghhBBCiDyQpEoIIYQQQggh8kCSKiGEEEIIIYTIA0mqhBBCCCGEECIPJKkSQgghhBBCiDyQpEoIIYQQQggh8kCSKiGEEEIIIYTIg/8DxyODSn/+4eQAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -72,7 +71,7 @@ "source": [ "\"\"\" Demonstrate the fastkde.pair_plot function \"\"\"\n", "\n", - "fastkde.plot.pair_plot([x,y,z],var_names=['x','y','z'])" + "fastkde.pair_plot([x,y,z],var_names=['x','y','z'])" ] }, { @@ -82,7 +81,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -94,7 +93,7 @@ "source": [ "\"\"\" Demonstrate the pair_plot function, plotting conditional distributions \"\"\"\n", "\n", - "fastkde.plot.pair_plot([x,y,z],var_names=['x','y','z'],conditional=True)" + "fastkde.pair_plot([x,y,z],var_names=['x','y','z'],conditional=True)" ] } ], diff --git a/examples/conditional_demo.png b/examples/conditional_demo.png new file mode 100644 index 0000000..9d880b6 Binary files /dev/null and b/examples/conditional_demo.png differ diff --git a/examples/fastKDE and xarray.ipynb b/examples/fastKDE and xarray.ipynb new file mode 100644 index 0000000..d43288c --- /dev/null +++ b/examples/fastKDE and xarray.ipynb @@ -0,0 +1,653 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " \"Open\n", + "\n", + "\n", + "This notebook demonstrates basic usage of `fastkde.plot` with `xarray`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "try: \n", + " import fastkde\n", + " import xarray\n", + "except:\n", + " # install fastkde\n", + " !pip install --upgrade fastkde\n", + " import fastkde\n", + "\n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For this example, we will generate data with the following relationships:\n", + "\n", + "$$ x := \\mathcal{N}(0,\\pi)$$\n", + "$$ y := \\mathcal{N}(\\sin(x), 1)$$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Sample the two variables \"\"\"\n", + "N = int(1e5)\n", + "x = np.random.normal(size=N, scale = np.pi/2)\n", + "y = np.sin(x) + np.random.normal(scale=1,size=N)\n", + "\n", + "# plot the data\n", + "plt.scatter(x,y, s=1, alpha=0.1);\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray (y: 128, x: 128)>\n",
+       "array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
+       "       ...,\n",
+       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        0.00000000e+00, 5.46960122e-06, 1.03550926e-05],\n",
+       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        7.90796661e-06, 1.47632624e-05, 1.99725938e-05],\n",
+       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "        1.19889348e-05, 1.97721084e-05, 2.55981165e-05]])\n",
+       "Coordinates:\n",
+       "  * x        (x) float64 -6.896 -6.791 -6.687 -6.582 ... 6.05 6.154 6.259 6.363\n",
+       "  * y        (y) float64 -5.846 -5.764 -5.681 -5.598 ... 4.426 4.509 4.592 4.675\n",
+       "Attributes:\n",
+       "    long_name:  PDF(x,y)
" + ], + "text/plain": [ + "\n", + "array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", + " ...,\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 0.00000000e+00, 5.46960122e-06, 1.03550926e-05],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 7.90796661e-06, 1.47632624e-05, 1.99725938e-05],\n", + " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " 1.19889348e-05, 1.97721084e-05, 2.55981165e-05]])\n", + "Coordinates:\n", + " * x (x) float64 -6.896 -6.791 -6.687 -6.582 ... 6.05 6.154 6.259 6.363\n", + " * y (y) float64 -5.846 -5.764 -5.681 -5.598 ... 4.426 4.509 4.592 4.675\n", + "Attributes:\n", + " long_name: PDF(x,y)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\" Compute the PDF. \"\"\"\n", + "\n", + "pdf = fastkde.pdf(x,y, var_names = ['x','y'])\n", + "pdf" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Plot the PDF using xarray. \"\"\"\n", + "# plot a scatter of the input data\n", + "import matplotlib.pyplot as plt\n", + "pdf.plot();\n", + "plt.plot(pdf.x, np.sin(pdf.x), color = 'white', alpha = 0.5);" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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H9h1ciaPjxadSF+N7499VUqCIe6ZZ4Fww8rlKI5xiHc2xzhWCKzOk05bQV5jUs7TwzhBCCCGkYuFEhxBCCCkjLgw4fdzcXqzxufPOOzF+/HiEQiHMnDkTzz//vLbuQw89hOnTp2PIkCGoqqpCQ0MD7r//fqXOpZdeCsMwlG3OnDk97lexoXQ1CEkeEsyW5SJiQ4kvIiWq/LFCzLQwz6dU87Uyg1bkKnESsVBVWZhsa0LxaxYmKwsuwYWWAPomV+ni5ejiLAFqugZ/folKkaukRCXKMnaOE/DO4QjpyvHlxNHx5V+MLJVORa7SjG034x1gKvfDK5pdLNLXf5LKW0dZmCydAhRJV9toz2Ut+bz9+aXigrLNd9EPJxbrWZ8IgPJIV6tWrcKiRYuwYsUKzJw5E8uWLcPs2bOxadMmjBw5slP9YcOG4Vvf+hamTJmCQCCARx99FAsWLMDIkSMxe/bsbL05c+bgnnvuyf4dDAY7tdXf0KJDCCGEVAhtbW3Klkwm89a74447sHDhQixYsABHHXUUVqxYgUgkgrvvvjtv/VmzZuFTn/oUPvjBD2LSpEm46qqrMHXqVDzzzDNKvWAwiPr6+uw2dOjQol9jT+FEhxBCCCkjjmsUZQOAcePGoa6uLrstXbq00/lSqRTWr1+PxsbG7D7TNNHY2Ih169Z121/XddHU1IRNmzbhox/9qPLZ2rVrMXLkSBx55JG4/PLLsXv37j7enb5D6WoQkhjqmaHNjJSivDqmkLRkHSPtlS2fNPXrz2cq8XbEkHOEiV6RsfJngdZmNc/xupJSViePrHwMVHmrwBgrPZartCkcNJnIgZys46IsY+Ro5ConJOSqoFe2pXQV0EtXjjhdQV5Xjhi30glKSLGm8OyyuojNo3sC2iPECeX9d9Niv6wvU1f01btJetBpnpEhZUedBAmoX3jRRzMYAOk5dhGylx84fuvWraitrc3uzycd7dq1C7ZtY9SoUcr+UaNGYePGjdpztLa2YuzYsUgmk7AsCz/96U9xxhlnZD+fM2cOzj33XEyYMAFvvPEGrrvuOpx11llYt24drK7kzxLDiQ4hhBBSIdTW1ioTnWJSU1ODF198ER0dHWhqasKiRYswceJEzJo1CwBwwQUXZOsec8wxmDp1KiZNmoS1a9fi9NNPL0mfCoETHUIIIaSMSOmpL20UyvDhw2FZFlpaWpT9LS0tqK+v1x5nmiYOP/xwAEBDQwNef/11LF26NDvRyWXixIkYPnw4Nm/ezIkO6V+SQ4RZPiXM+GkpY4k6Uq5KCllJht7vyhvFzS9FGY4wh0u5yhImeplaQLSphtJXTfpSrsr1yPLqSDccXbqKMkpavQn9rxyukaV059AFBiwktQOQ43VVgFwV9sq2lKtC3rntgNcnR5RtvzrWXBlfz8o/DlWvK6+sSFfCs8uy5AGiITPnusW4VzyyCs1+nqeO4kulpEPJbamAbOQFeNApcpWUnsIhr/mAet2uL/+YMn3lkycGMg5MOH2UrnpyfCAQwLRp09DU1IS5c+fuP95x0NTUhCuvvLLwczqOdrEzALz77rvYvXs3Ro8eXXCbpYATHUIIIWSQsWjRIsyfPx/Tp0/HjBkzsGzZMkSjUSxYsAAAcMkll2Ds2LHZxcxLly7F9OnTMWnSJCSTSTz22GO4//77sXz5cgBAR0cHbrzxRpx33nmor6/HG2+8gWuuuQaHH3644n5eDjjRIYQQQsqI7Rqw+yhd9fT4efPmYefOnVi8eDGam5vR0NCA1atXZxcob9myBaaw7kajUXzpS1/Cu+++i3A4jClTpuB//ud/MG/ePACAZVn45z//iXvvvRf79u3DmDFjcOaZZ+K73/1u2WPpcKIzCEmJ5OVWQpSljOXFOIMjLJOOkinaM53nDiRD6AkyKKEpXGSUjOcySKDiXSW8TpT28+8HAMOQnirIi+qZpUvyVURJq49SlNdMgT9mhQQM1OQXK0iuypUoAp7k4QaFRBX0ZBFFrgrll6syUroKCrlKKCpOjnSl9bqSiP8EtNKV8Dp0NBnRc/NsSclWxlDUCTiGRt7SSV2uLjdcF8jxrEq3+aVK5bkqz1E+O9XryvHr5NC+/Wc9WOnvNToHuPLKK7VS1dq1a5W/b7rpJtx0003atsLhMB5//PEe96E/4ESHEEIIKSNuEbKXu0zqqYV3hhBCCCEVCy06g5B0jchNI2QAR8pYwvYuzfXSw0V1J8mZM0vzuS2kEEfKSvklKgUpY8ndshs55nIZWE0NvpY/kGBBnlmSIslQnZvtoem5i35ova7M7qUTRYPxafIg+VUpQ+aoUiQPRaLyypmwmb8cEnKVVrpSTq2MSVenGUknKplKSpbT+ce5fFF2cyNjykdmiJ9TjTeWWYg3lkauMmz13DInnDJWFWk1/w0xNAEiXX9+LznpGbf/M027tuY7Q7rEhgG7F0k5c9sg+eFEhxBCCCkjjtu7NTa5bZD8ULoihBBCSMVCi84gJFMtTN7SbG0WYLpXXjq6eANRDoKmLLyxlFxE3QdC0wZY6+ozGXtNlw9LnE/JRVTE16WCJKoC5LEu2ylArlI8qmS+I13eKpHvyM3JfaTIVcLryhaeVopEFfHK6bCQqIR0lREeqU4gfxlQva4Ksd4r0pX0uhKehq5Ous15LFLKUr4/UgnU9ElJy+Xm90CUz8g1RGdzcTUylpFf+lUw8ndWBgV0c7yscvONZffrvLFIlzhFWIzc1+MrGU50CCGEkDLiwIDTxzU2fT2+kuEUkBBCCCEVCy06g5EqzwRuC08RV5MXR5GrdOXctwlhRjXyW9JV7xKBYtLPW0OliwxAZZWxSi5RdXVsIXJVIYEBpXeVlK5C6k+HlKsykQLkqoiQqIR0lfHSK8EWZacLryvHJ56HRmaVQQINW3hBKbmuZJui3EUuLdUjS55bHFRAED1TyQEnOiuDBFo50pWpkbKk3Ctvgs6zUSL7Ksd8zhh0hXSlfKd76jlIAJQnMvJgYsBYdJYuXYoTTjgBNTU1GDlyJObOnYtNmzaVu1uEEEJInziwRqevG8nPgLkzTz31FK644gr87W9/w5o1a5BOp3HmmWciGo2Wu2uEEEIIOUgZMNLV6tWrlb9/+ctfYuTIkVi/fj0++tGPlqlXAxN/2DN5p4W5UyoyGTEH9gkBSBrLu7aUStO2xgNLN/xkLqK8LXaNNrCgZn9fZKxeUUgeqgLqd5IJpERl5pchFbnKr5Go5P6g9LTKn8MKAOyQ9LTKHwxQylWqdCXakWXhdWWHRKBJnyrBuBrpStFUHHEPFOkqf343U/E+Eufq5HWlyYllSr1WHiG822QVKV3JoHspLwGXIi+is7dhPpTgmaKs7JeSlq6cg6H7iLFceoWDIuS64mJkLQNmopNLa2srAGDYsGHaOslkEsmkl5Gyra2t5P0ihBBCeoJbBK8rlxMdLQNyouM4Dq6++mqcfPLJOProo7X1li5dihtvvLEfezYwCATEYuSM94rqON1bdywlbQDylzshP9Sppd0PxaJad2T2c/nmqkkNoVh3JF1lMi+V5SZbX92vWHGs/IthFSuOLhu5zGAtrTghWVatC3ZEpHcIFWDFiSBv2Q57z0Kx4gTFffbnmA0saW3Lb1Jw3fwWHSctxr+IGyMXJrsJTQqU3L+VhcmaFByagw3bO6GREdcj4xWlhMkJOTF28p9BPZ2SlkWYMW25+Dl/PCsjk3vPZfoW0SeG5+0V5cpePlgYMGt0JFdccQVeeeUVrFy5sst61157LVpbW7Pb1q1b+6mHhBBCCDkYGHAWnSuvvBKPPvoonn76aRx66KFd1g0GgwgGg13WIYQQQsoJIyOXlgEz0XFdF1/+8pfx8MMPY+3atZgwYUK5uzRg8fs8s3U6IMrSpC+s2Yo4I8zw6uLLnJMUEG/H1caByb9gU1KwjFVI9nNlvzDpa2Usaasv7MelILmqAIlKu8gYABTpSvRdGyNHpncQclUw/6JjueA4E1Y1nLRcdFwlJSqNXFUlyhEhV4XFfQ55ZTPoPRfLL54RAMsn6mkGjDTrOyILuC2lK5GR20mKcS7TpHSKo9N92hT1OeVfmG9KySjj3WcrJReJ5wQQsoSUpYxD9f5kT6dbjJzxpGwjLcteHTOTo9nJ08kYRekupFyihdJVaRkwE50rrrgCDzzwAH73u9+hpqYGzc3NAIC6ujqEw+FujiaEEELIYGTA2LqWL1+O1tZWzJo1C6NHj85uq1atKnfXCCGEkF5zINdVXzeSnwFj0XELCV9OCsJveiZpn+WVnYAww7tSYvKOdXRZnXNTNGtSSKjlAryxhB6gG6xmztjQxgWRdZz8Xlc9lbEKphCPKk2qgEJi4uS2VZBcJaQQKVcpmcjDMj5O/tQOgCpRqZ5Woo6Uq6qEXBUR9zPi3XN/yIshIz0FAznSVUCMYZ10ZQuPwrQYxKm0V06nxfUJLzRHlKWMtf+z/LKWNnSUjC8lxpRpCw8s0Q8j6T0LM6FKVzLLvOKBlUkjL9JDUMhVblrE6pHlpNe+aarXbdg5Y+9AvaTm3KRLKF2VlgFj0SGEEEII6SkDxqJDCCGEVCK06JQWTnQGOZYIsCa9V2SyB9sUZnERbt/xSelKNQ4qnipSntG6SxUSVNBDDlwjV56SUpQSDFCUxbX22BsLMp11gZJqXzyqNPtzUwJITytF1tLJVTIbufSuknKVCAyoZB+vUp+RNhigTq6qknKVkKUinvQRDnpeRZGAtz/kU+WRkM873tSEzssILSkpvJqS4t7E0949SApZKCXKtk/9yZSZ0zPKmJfPLG+XYAg5zRTeX2ZKeF0lxbjLka4gZC3l2UuZVBPQ0hHeVZZIM4GEF0lejq/cb6Rr5/+vw0hoMqqTLuFEp7RQuiKEEEJIxUKLDiGEEFJGaNEpLZzoDEKkG6IpPIh8wmtEEZJEXhtHBhUUHieOX5VRFJO+lL5kgDXpgaUcnT/zuZJTRx6QI11ZilyVr9Uu0Jj6FRlLRlPM9TaT5y7Ei0r5QONRJb2ppCyRIxdqc1fp5CqZuyoo5SrhfSRyWKWFdCW9rPb/LcoFyFVGlSeXBIVcVRNOZMvVQU9GqfYLGStHugqYQrrSeF1J6SolZJdYxrsfMZ9Xjvu8AIpxKW+J/QCQtsR9k55Pyu3RBAkUw0jJoi5kLEt6PsVzvK7EszREwEdDSFFuRuMhKMa5I+QqU2a3F+M0N4eVkRKSmpRl05SueoOLvmcfp1+yHk50CCGEkDJCi05p4RodQgghhFQstOgMQmwn//xWBg+UZYkMJJgROYMyOQHEZMA1W0hfrpCxdEH0lDRZ2miDUg5Qh7Eh8gaZOg8sTVmpY4i8S7J9KTEVGshSI2PpPKq0wf9MjWcV0HO5KiQ8rSIyMKDwrtIFAszJupKuFuUC5KpQlSdF1UU8uaouFM+WhwS8/TV+rxw2VekqaEmvKyHJiPe4tBjzSce71oiQomIZURbyWFTUCeR8L6KW91lSlMVXA4qYI6VY0ZShla6E51NElc18SS9hsSG9pZJeWRs8UHZJ1HGiMe98Mh9WKqcdMaagk2JJwdCiU1o40SGEEELKCCc6pYVTcUIIIYRULLToDEJsYVeXXlcyeKBP2e+VpVeLo5GxACAhpJOYkK6kjJUx5PDT5bqS5QI8sAAYMpiZ/Ex6ucgDdEH/DE90ULyuhEm/YOlKaVcjUek8qmR9nWdVzmeKXBWQ3lVCrpLeVeH83lWqp5V3qoyQqnI/U4IBVnn3UMpVQ6o8iWpYyJNLhgW98hC/V6fK58kxEdNrBwD8wuvKEg/cFk8tLeQqKV0lfV5b0usqmvFkIRmQMOhTvYoCPm8stFvedcdMT2bKQJY9lFxX4gMz7fXbl/Cei5VQf67NuNeuGRReV4oHlnd9yrjVIGUsu8Mrmyn1nstzyHFn+PlfSm8ol0XnzjvvxPe+9z00Nzfj2GOPxY9//GPMmDEjb92HHnoIN998MzZv3ox0Oo3Jkyfjq1/9Ki6++OJsHdd1sWTJEtx1113Yt28fTj75ZCxfvhyTJ0/u9XUVA1p0CCGEkDLiukZRtp6watUqLFq0CEuWLMGGDRtw7LHHYvbs2dixY0fe+sOGDcO3vvUtrFu3Dv/85z+xYMECLFiwAI8//ni2zm233YYf/ehHWLFiBZ577jlUVVVh9uzZSCQSedvsLzjRIYQQQiqEtrY2ZUuKxemSO+64AwsXLsSCBQtw1FFHYcWKFYhEIrj77rvz1p81axY+9alP4YMf/CAmTZqEq666ClOnTsUzzzwDYL81Z9myZbj++utxzjnnYOrUqbjvvvuwfft2PPLII6W63IKgnXEQks545vCAX8pVnmk75BcB3YRXS0DUkTKWDMgGANG0Z9r2C/N+h+VJAinxApKRQ1FKVDLgn1IWkk+ObKbU03hUuTpPqwIwZIC0HNnL1QQcVI6XEpWSB8zsvqzxrAIA1y+lK1FWPK2EN5wIBpjReFppAwGK/fs/65lcNTwc9cqhjmz5kIAnXdVaXv0ay3sjDOZ4XQWM/EHqbDGO0sLbLy289BKiHDa9sRmxRM4tSwQrFOMXAELiu+GX3w0hA3eI+mlXyFgi+KYSMFBcTjrp7ZceWABgidxXZiKULRtJr7+KdBX37mdPcXKkK4i/zWBIfBAC6TkOjD4HDDxw/Lhx45T9S5YswQ033KDsS6VSWL9+Pa699trsPtM00djYiHXr1nV7Ltd18eSTT2LTpk249dZbAQBvvfUWmpub0djYmK1XV1eHmTNnYt26dbjgggt6e2l9hhMdQgghpIwUc43O1q1bUVtbm90fDAY71d21axds28aoUaOU/aNGjcLGjRu152htbcXYsWORTCZhWRZ++tOf4owzzgAANDc3Z9vIbfPAZ+WCEx1CCCGkQqitrVUmOsWkpqYGL774Ijo6OtDU1IRFixZh4sSJmDVrVknOVyw40RmESK8rCPVDeleFRcA0Jc+QMONLScvOeRuJ+b23iD2iniV0pVZxSEooQBkhJ0jPFK10laMWyWPgCHO/Jj+WElQQGqTnk8x1lePJYrgFLHszNHKVbr/G08rN8XDRyVU676pMSBMYsEqWvfZVGSvnplcLz6TqnslVIwJeebjfK1cLuarK9NYZhAxVujJzB8D7ODK/lZtfuoqI/dKbK+Z4EpOUtMKWPlihlHUNTc6tdvE9sYV0JeVk6XWlSlfq2FKkKxE80Ex60RyljAURVFCX0603OEnvOVkBfxc1iY7eLCbO10ahDB8+HJZloaWlRdnf0tKC+vp67XGmaeLwww8HADQ0NOD111/H0qVLMWvWrOxxLS0tGD16tNJmQ0NDD66k+HAxMiGEEFJGDkhXfd0KJRAIYNq0aWhqavL64DhoamrCiSeeWHi/HSe72HnChAmor69X2mxra8Nzzz3XozZLAS06gxBHWHTkW4C06MhFlrUinomMbZIbz0QS83tvxCHxFizfeiWt4gU4JePzKJYbaVVB/v3IsfBoFjZDk+FczvzVBNTiL2nFyQ1/r0szoXTQyF+WsXNkegeZFTsgyr4ci04hVhy56LgqvxVHsdwosXNESoxq9TkGNCkdDtFYcUYF2739fq88xPIWI9eYXjshsQDZn7P42BIP0BZPUC5GDqF7607IFSkqhNVIjvOIpXqwyM8KyaIuh0S7sOjYYjFyOi2sO+IrZqZyLDpicbKVFLFzZGqIpLc42Ix791NaYYoK00H0iv626ADAokWLMH/+fEyfPh0zZszAsmXLEI1GsWDBAgDAJZdcgrFjx2Lp0qUAgKVLl2L69OmYNGkSkskkHnvsMdx///1Yvnw5gP2pca6++mrcdNNNmDx5MiZMmIBvf/vbGDNmDObOnduna+srnOgQQgghg4x58+Zh586dWLx4MZqbm9HQ0IDVq1dnFxNv2bIFppi4RqNRfOlLX8K7776LcDiMKVOm4H/+538wb968bJ1rrrkG0WgUn//857Fv3z6ccsopWL16NUKh8nrjcaJDCCGElBG3CF5XvbEIXXnllbjyyivzfrZ27Vrl75tuugk33XRTl+0ZhoHvfOc7+M53vtPjvpQSTnQGIY6d/wvhMzTSlc8zcw/1edJCnShL+QAAEq63KFGa9/0a6UrGkGgVUlRa9NWQGdLFlzq3SWWhsla6skSdvF2CqVkcbKSFdGLlLOqUcXUKWfCpzUwu5EWfKAfyx8oBADsoYuTIeDlCrspENPFyRDZyJV5OtcxE7t3oQLUqW9ZUCbkq4slVI8OeLCXlqlH+tmx5mM+TtGpMkfZBLED2i1TfFvRxj2TaByljyfHlF3GM0q7XrlxQL6UrKXVVmepi25CRP46Oro/yP6OMGM/RjHhGmkzmOeGDYAkpy0p6Y0EuTLYSYmGykK5QKunKonTVG1z0LptMbhskPxyVhBBCCKlYaNEhhBBCyogDA0aRIiOTznCiMxiRmb+FbuO3PNN7RGSLltKVzkMmZKhShhKrREhXOm8UmULCFnFw2oSHmIw7AhlfJ1eKk4qR4rWVP/u5RPlCKCFupHeUaDOTI0/Z4u9CvK6EN5erxM4RcpXfkzgcJRO5mhJAylVqSocC0juIbOSZKpGhXshVPpHaoSqieh8Nl3KVxrtKJ1fJcRQxvHYDQq7K9bSS2ErsIvnQvGch75SMm2QpwZlEmxBZvEX7UpIFgKCR3xvM1AgJcpynRYynjBjnCSljiZg6Vkod5+mU/Ex4YKVEVnOZGiLuyVhmzLvnndI79AEjTxRe0j3l8LoaTHCiMwiZMmQETMNEwk7DF+5A3E6jNdX7PDiEHCwYRgB+sw6mEQKMMAzDB9dNw3HTcNwk0s5e2G66+4YIIRUDJzqDkNkfODJbDgb3v4VmXAdpYxf2pNqwPb4LptEO282/cJiQgwXLqEHEfziCvjEIWCNgWUOzn+kWZ6btGFLOHsTT76Ij/Q5Szp7+6SwhGhzXgFGkXFekM5zoDEK2tu+DAxdBy4chpoOILwi/aWFosBYjQ7WYUnsoanyHY2dyB7bG3kGV2YID/21ImeEQy5MlIjnSlSMkBBnsLdc76wDSjJ8S3igyNL70TLFtkSbCViUc6YUlJSrlh0T5UVCPz+5VnK6k94uQlXK8rgyZHsLReF1pAgbqpCsnYOUtS6kKUOUqnXdVWshVanoH6V3l9dus8p5dlcazCgCGh7y/RwU9iUpKnTq5Snpa+SE8u4z8E23XCKMq8CFE/EcgYI1U1ia4AGwnCsdNIO0m4LoZGIYPJgKwzBB8Zg38VgR+K4Iq/6EYjg8j47SjI7UJ7alXkXHaO/VDSloBV5XQpHeW7K9Ook0L6SojpNSUGOe2Il2JOmn1ectMGHJM6jyw/HHv4RsxYcEtonSFMLOX9wbXLYLXFd2utHCiMwh56K1XsuXaIfv/w6nzh3HUISZGBIfg0MhIDPFbqA+NRn1oNMLmJLwX34SWxOZydZkQ+MzhqA42IByYAuP9ny4XLpKZ7Yin30bK3oGEvRuOu39CZudZnGnAj4A1DEFrFML+wxD2HQqfWYMhoemoC05DPLMFrckXkMi826/XRggpHZzoEABAazqOd2JteCf2Hv6x93UcU2djbHgcxkUOw1B/FSZUH49DI0cjlf4rdidehwvKWqR/sMxa1IZOQsS/X3J1YSBl70BH6mXE028g7XgLmJ1uIma4SCNptyBpt6At9U8Y8CHsPwy1gaMR9o9DxH8YIv7DEE+/i72JdUjaLV22R0gx4GLk0sKJziDEMIXXiSjLPFRJZzfejO7G29GX8eEhVagPfwgRXx3qAydgdGgKdsb/hipnQ7Z+TU7eK1sJ0JbfY0YGdEs63lBM2J5ni5S0ZNb1hPCmsnO8rqQHi5ITS8leLv9DlBKTkAcU7yjv3rg+GdBNladcW2RC10lXSjdkkECvXcefP2CgDAoopSqgi2CAStZxaPZ7fTWEXBUWOayGRTy5aWTYk6EAYKTwrhoZ8KSrET5dHitPOpHyjwy0ZyCA2tCHURU8Fsb7YyWe3oy9iZeQtN/L1nM0eawkUt6SHlGWkUEs/QZi6TcQNOtQGzwW1YEPoco/FlX+TyOW2oy98adhu/uv158jp8mAgZYmi7okLfqXEeWUGOdyzLcKuUoGEgT0wQTVQILed8mSXldxbyD01QPLDHpylVtF6ao3cKJTWjjRIV3iwMbO5L+xM7kZI4KH40O1R8Bv1WBM9RnwZcZiX/zP2f8ECCkWId8EDAn/Byxzv997MrMFrYlnkLZ3aiczfSXj7MOe+FNoTW7A0OAJqA5MQSRwOEL+D2Bf/Fl0pF4G48+SUsDFyKWFEx1SIC52Jv+NN1vXY1ioAYeEjkPIPxGjfIdiX+JpIPNCuTtIKgDDCGJIaBYigSkAgIzTin3xPyOZeaff+mA77dgT/xPaky9gWOR0BH31GBaZharAkdgdexwZp637RgghBw2c6AxCDEUt8cztPtMrB02Rw0eY68NGFPHkX9GSfh01NSchYI3GyMh/wMjUIxZfAyD1frveOQLIn1dH5hZKBjwTu5SxpEk/lRHB8oR0lcyVrsRnSsBARbqSR8ggc94HUt1S5KqkI/bneF1J6UqUFZcIxdNKVBF5gqR05fiFTBcSHjk50lU6rJGrNGXpXYVq7xkHI54OMiTiSUwjwiIooJCqAFWuGmZ59XoiVwWsegyLnAXLrAXgojX5AtoSf4OLDGxhxUnneMlJOSglAlVKScvUePsFIGRV6TUFIO3sRkvHr1EXPBp1oZMR9tXj0JoLsDfehHj6X+/XlMeIAIXCG09KtGkR/FH2Oym8CBNinCteh50kWu87Ywq51lRyZYlAggnPAyuQENKVyIHl7N6NnmLWetEmMzWUrnoDva5KCyc6pFeknT3YG12JSGAaqkOnIOCfAsuqRyz2f7CdHeXuHhlgVAePR13oZAAmMk4r9sT+iIR9cIyjjtQ/EU+/hUOqzkLo/clYNPUB7Iv/GeCifFIE9k90+rpGp0idqUCY1JP0ARex1D+wJ7oKjtMOyxyC6qrPwu+bUu6OkQGCAR+GRc5CXegjAEzE0//GjvYHkD7IvJ1stx07Oh5Ee/J5AC6qAh/CiOpPwzSquj2WEFJeaNEZhFg+kb9ImNh9QsbyK3mGvLKUugIHTPX2Ntix/4EvPAeWbyICVR9HJjkCmdSz+48xpWzgmcnTljDX+738PDHHK8dtr5wQ5n0ZbE16Y+3/TEpXnuleDRgIDUJWEhqfK7zTTKGcmGn1LUyRrhSPr/wndEWuK0fofa6UqzTSlZSqgByJKpx/v5Sr3GpPtgkI76ohVZ7ENFzIVSNC0rNKla6kd9UhIjCgTq7yGw5MowrDIp+A36oH4GBf/Cm0pV5+v4ah5EtLKGVvTACqp5U8Rof0AlTd0YXHkUxtlpWkXHQkn0XafhdDwx9D0FePUTXzsCf2f0jbOxBQrDteW7aQ8qRcK2WsjOKNJca2qx/nCfF3WpGrRA4s4ZnlS3j3xkp4A8QXr/H2C68ru119xhLpaYUaT7pK1frz1CbdQa+r0kKLDikSCSTjv0M69XcAgD/4YQRCHwfn0iQfPnMERlRfgICvHo6bwM6OhxBN/bPc3SqIZGYLdkZXImPvhmXWYHjVZxDyTSx3t8gAxi3SRvLDiQ4pIi7Syb8gGX8ccG1Y/iMQDJ8LgBmNiUfQGosR1efDMmuQsXdjR8dKpOxt5e5Wj7CdfdjZsQqJ9FswDB+GRT6OSOBD5e4WISQPfN0ehPiEdOW3hIxl9mxhpVBdYErJJ/Ma7HgH/OFzYPnGYUjVBUjFHwLcmBJ4L+F6skZCyFgxKWPZUsbyzOLSMyWTY9LvEN4pMmZfRom/ojHzSnVLXKA8VAZkM3MSYZsZKV1Jr6v8p1O9rkS/hZeXHRTeVCFRFvIU0IWnVZXMYyWevfCuqomIPFZCrhqlkauG+1RZY5jlyVURw4tUnCtXhXyTMDRyFgAfEult2B39PTJI48CNT7jeM4463gRZ7k84qjySFJ+lNNKVzLGmyrKejGWL563mZxMBBiEfeBp7Yv+HIeHTEQl8CMMjp6PdDKEj+bxy7ipFxvK80KTMJr3s0kKWzchAgjk53XZLr0Ux5mXuN0PIWKYMJJgKiv2e9GTaQqa2xPls9bfBqPbWJjlDvHKqrjQxjiodSlelhRYdUhJc+12kYw/CdWIwrREIRObBMGrL3S1SRsL+D2JY5OMwDB8S6TexO/oIXBQxoWRZcLAvvgbtif2Tm5rQyagJfaTMfSIDDmpXJYUWnUFIKOC9xQYtr2xqvilpN3/sj7R4g3ByjrUMA3B3wo6vgi98LnzmUFiRz8COrYLr7o+5UiNi9UjrTlRYB6IB781TLlJOiVg7MmQ+oFp44jJVhKOYa8QRmrg2WmuLt7+TRUd5s86/MFkiLUWOkgLC228H5GJkb39XFp10tXduR1hxfFXePa+u8iwvw8KepUFmIh+hseLITOQAUGN6FqEq02vX//6FR/wfQl24ES4MxJKvYVe8Cft/mQ3FchNzvbLc3y4uXFp3ACApblZaEzXZ1Cy0j4jUJXJhsox909XrYOh9C09rYh0cN4668KmIBE+AAx/aEk/tP5+I1SPvTVosUpYpKuQ1ODLbuat2RL7B7xLjLiPulYyjoyxSTon9Ka9+QJhATb+4zxnVouNWec8mXecdn6rhu3OvKIJFB7ToaOGoJKXFbUUm/iBcZx8MsxbByGdgGHXl7hXpRyL+D2FI5AwABjqSL2FvfA0q8fUzmnoB++JNAIDq4HGoC51W5h4RQgBOdEh/4HbkTHbO52RnkOBNcoCO5ItoTawtb4dKTCz1MvbF1gCui6rgsagLzSp3l8gA4EBk5L5uJD+UrgYhYb+nt/jM/JqKNJ8rC0FFDJOo2F/jeiZ5APCLxZ8mDMDtgB37NXzh82BZwxCKnIdw9H/huvvN9zL7uUwboMgaAe/carZzdRjbYjGnI8oJYdq15dCX8XKUjOVeUaoGMiVD58XIollh7Tc0P0JKu1rpSpSFdGXnSldi0bETEfdfZCOPRLznNDScPxv5qKCXzmG439s/zOdJLbUiPg7QedExAIT9R2BIuBEA0JF8AXsSf8EBmVAnV+2zPf1NylXtjlfuyKhpBuRiZBmnRiY59Mv0JqKvSUukHjGFBGbll4/QxVrbAxJVa+p1OK6LoZEzEQk0YKiTRFvyb+/X8QaFlPsKwc5ZQC+vT8qye8SYT4nBIxcpK2kilO+Pd/99Qe9+GBn1d8IJe8ckh4qULdUgvYCLkUsLLTqk/3CjSMV/A8dphWkOQThyHgDmxqlEgr7xGBqeAxgGosmXsutVBgux9OvYF18LAKgJzUR14LjydoiQQQwnOqR/caNIx34L14nCMkcgEjkXAKOpVhIBawyGRc4GDBPx1Ea0Jv5c7i6VhWjqJbQl9kcHrwt/lHF2iB7XKM5G8kLpahAS8XsykUz7ID0/ZOqFDiEhSGlBjZciNBsAloiXEzRy5tPuPtjx38Af/gx81mhEwp9EIvYwDiRIrBGeKTKdgJQoZLZz6YEF5KSHEGWpHiXFH1LGkmkfZKAgeQpLqHS50pUiV0kPLJ3XlZIh3SvL89lBTTmi6mEyvYMh5KpQxHvedSIb+fCQ8LQKePdZlau88hDhJRQxVLfwwPsX7jeHY1jVOTAMPxLpN7Ej9icceJ9SvKgcOaa8OCytYnztyXj7O8SFRzNqAEopY+Z6Jh1AjvOg0BfDlncdtT6RnkRIt7al8cYCYJve34q32ftjeXdiAwwjiJrgNAwNn46Mm0Y8/W8AnscWgF69cjoamU6mjdgrxmBKjseMV8eQ3xHDu5cBkW7ESKtjzQl6nyXrhGcYpatewezlpYUWHVIWXGc34rGH4Lop+HzjURX+GLRB/MiAwGcOwfDqc2EaQaQy27A39hgAzQxvENGWeAbR1MsADBwSmYOQb3y5u0TIoIITHVI2HOc9JOK/gwsbAf8RiITOLHeXSC+xjBoMrzoXphFG2t6B3dHfw0Wm+wMHCfvif0YsvQkGTAyvOhtBa0y5u0QOJhgwsKRQuhqEVAvpSpq8U8L7osP0pKu9QkIImtK7xtNpAoYaUMyCJ3PUCBnLn2O1se0tSMQfRSD8CYQDR8NEDIn4X7Ofx4REUie9sXwiPUAgJ4CcnV/KkKbdNllfJjsXqckzQrIwE8KTq6uAgTqvK2HYUKR0GcNQSlc6r6uw8KwK51hLIt7JQ1VSrvIkmREFZCOXgQGlB1yVeBbyeRtGECOqz4HPqkHG3ovmjt/BcdMATMVjTydX7RHlXWkvk/a+tOdW1i48rWKZnOzlwpuoEOkq5BP3ycrvyZf0iYCUmoCZAGBLTznx3ihl3QO0RJswqiqIsH8Chld9Ai0dv0bG2bu/H32UsSQ6b6xWRcYS3liiviukOJluxMoZ5yIbC1J1IlhhBKQX0OuqtNCiQ8qOndmMeOIJAEAwMAMh/9Qy94gUjolDImfDZx0C22nH7uhDcNx494cNShzsjj2GpP0eTCOEEVVzYRqcGRBSajjRIQcF6fQrSCb3e6hUh09HwDehzD0ihTA0fDqCvnFw3RR2R38P223v/qBBjIsMdkX/D2lnH3xmLUZUfRIGvQ4JUBbZ6s4778T48eMRCoUwc+ZMPP/889q6d911Fz7ykY9g6NChGDp0KBobGzvVv/TSS2EYhrLNmTOnd50rIpSuBiEhYYeWMoAMvOcgJxpdHtSszvpFp2nxhi/zW/lzLK3J1DqYZh1M39GoC5+N1ugqRNx92c9rlWznwgPLlyNdBeV15PdMkUgZKyWCxtkyaJxQLEyRe8pMqW3qpCvtD5GUrmSy6ICQqIJe2Q0Jz6qwugYmKLKRS7lquJSrgp4XlV6ukrKjd89lpm/TcFETnImq4FGA66Al+kck7N3oLFd540jKVbsynkS1K+256uxJe3X2pjxrR5vIth3PqM87I6QrKdXI2I+WCBjot7wHE/Z59ywhcjspMpbMq+bPka7Eu6LMRq5IWjIrOjKAm8Z7HY9ibM15CFijcEjkLOyN/R4HBoklZLaAkmldlYd1uekkyvgX3lXtMvO5mGjJnG52UIzznOVWUiEUaiMyVVx83hvKIV2tWrUKixYtwooVKzBz5kwsW7YMs2fPxqZNmzBy5MhO9deuXYsLL7wQJ510EkKhEG699VaceeaZePXVVzF27NhsvTlz5uCee+7J/h0MBju11d/QokMOKuKJJ5DOvAPDCKC26lxYRk33B5F+J+yfgprQiQCAfYk/I5F5p8w9GlhknFbsiv4fXGQQ9k/AkPCscneJlJMyLEa+4447sHDhQixYsABHHXUUVqxYgUgkgrvvvjtv/V/96lf40pe+hIaGBkyZMgW/+MUv4DgOmpqalHrBYBD19fXZbejQoT3rWAngRIccZDhoj/0fbGcXTKNqf0wWlP+NgHgErTEYEj6Qv+ofiKVeLnOPBiYp+z3sjq6GCxdVgamoDk4rd5dIBdDW1qZsyWTnhfGpVArr169HY2Njdp9pmmhsbMS6desKOk8sFkM6ncawYcOU/WvXrsXIkSNx5JFH4vLLL8fu3bv7dkFFgNLVICQgvKDaZC4oIV3FhDyQyIhcNsKML/MK5ebhkSZ92yfreVJIlSFlLCHPIIm26EOoq/4sQtYwjKz6GPZGH1KC1NVanjSTdD05BlA9Y3RB1SRS4ugQEkdSeOTYfiElJYUHll99VzClutDDgIGwxDnE+dygyFsVFIEYw6orTK2Qq2Qeq+Eh7/6MEHLVUJG7SvGuyhP4DtgvVfrMoRhR9XEAFmKpzdgX/ysAQ5FtVLnKk5+kXLUjXZst70wK6Srp1W9NeZ5W0ZT3LFJp9WcrnfGet+6lVkpXPssrK3KVGOfKmA/m98ACgLTQNKWsJSUjJcigkAJNOOhIvwUj/gxGRE7BkPApcN02pNIbs3X8hqPUV67J7/1taQaYzNMlx/+7ohwV4z9pie93QHgddhEpIBPOL62SnmCg73HE9h8/btw4Ze+SJUtwww03KPt27doF27YxatQoZf+oUaOwceNGFMI3vvENjBkzRpkszZkzB+eeey4mTJiAN954A9dddx3OOussrFu3DpbVRaK4EsOJDjkocdx2tEUfRlXVhQj4xqE2fAbaomvL3a1BjWmEcUjVOTCNEFJ2M/bGHi93lyqC9uSLCFsRVAePx5DwmdjrtCFtby93t0h/Uow4OO8fv3XrVtTWei8SpVgjc8stt2DlypVYu3YtQiHvheSCCy7Ilo855hhMnToVkyZNwtq1a3H66acX1Pbrr7+OlStX4i9/+QveeecdxGIxjBgxAscddxxmz56N8847r8fXNOCkq56sEicDG9vZgX2xRwHXQThwFOqCM8rdpUGMhUOqPgGfWYeM08qAgEWmLfE0EunNMAwfhkU+CcusK3eXyACltrZW2fJNCoYPHw7LstDS0qLsb2lpQX19fZft33777bjlllvwxBNPYOrUrkOBTJw4EcOHD8fmzZu77feGDRvQ2NiI4447Ds888wxmzpyJq6++Gt/97nfxuc99Dq7r4lvf+hbGjBmDW2+9Na8kp2NAWXR6ukqc5McUZu6UML1HhWdLWkhafmH2l/JWxskvEe3/W0hXUuLyif2WZ8YPif80pTdXOvM22hJ/Rm34dAwLzwDcvYinNyoB2WpM1QsnpQn25miCyZlCNpMSR1QjcWR8os1gjhdOWshVQrqCozFLm8Ls7/PKhk9ILVKuCnpyVW1Y/aIrclVQeFrp8lhZXrlGPgshKR7w+hkWmY2ANRqOm8Tu6O8RczKQyVjbnPz50HZqvKukXLUj4ZX3JTzZK5oUHoEpcf9T6j13xX125X2WRXGfTXFvk37hXRXw2pVBJ+V3RAbVBIBUQDPW/N2/Q5qiTwHXxu7o4xheXYOIbwSGR+Zid3Ql/ELqDZiq11XAFbKiL7/EZeo0U8F2Mf47TO85pkUgTiOll1VcIbMiSOmqVxTRolMIgUAA06ZNQ1NTE+bOnQsA2YXFV155pfa42267Df/1X/+Fxx9/HNOnT+/2PO+++y52796N0aNHd1v3vPPOw9e//nX85je/wZAhQ7T11q1bhx/+8If4/ve/j+uuu67bdoEBNtGRq8QBYMWKFfjDH/6Au+++G9/85jfL3DtSKuKpf8IyhyAYOAFDI2fA7mgHnPIvcBss1IZOQtg/GS4c7I7+HzLOHjDjfPFxkcHu6O8RrDkfljUUQyKfRGvsNwDsbo8lA5xiZB/v4fGLFi3C/PnzMX36dMyYMQPLli1DNBrN/v96ySWXYOzYsVi6dCkA4NZbb8XixYvxwAMPYPz48WhubgYAVFdXo7q6Gh0dHbjxxhtx3nnnob6+Hm+88QauueYaHH744Zg9e3a3/fnXv/4Fv7/735UTTzwRJ554ItLpdLd1DzBgpKverBJPJpOdVqCTgUlH4mnE05thwMQhVR+H3xxS7i4NCiKBD6EmeAIAYF/sT0jZ28rco8rGcWPYF30ErptEwDcWteHu/4MgpDfMmzcPt99+OxYvXoyGhga8+OKLWL16dXaB8pYtW/Dee+9l6y9fvhypVAqf/vSnMXr06Ox2++23AwAsy8I///lPfPKTn8QRRxyByy67DNOmTcNf/vKXgtbUyEnOm2++2aP63TFgLDq9WSW+dOlS3Hjjjf3RvQGFlHBk8LX2hJCuhCeLIUzbMSEh6HJK5Z4j1yMrW0fsrzE9jyEpnUj2xh6HVV2NgFWPQ6vPxnsdD8Jx44iYqoSTkrmJfPlX+kuTvsyDJOUBGVgu6vPKCRGgUN4nALAzwstFlAsJGCjlB59fyFV+735UBT3PsyEhNdWClKtGiTxWUq6S+cKk51rIkDnM9p8v6PsA6sKnw4WB1sRz2JPajAOWnKir5puSctWejJClUt6iyJakV5Zy1e6YFySwPe6NwVRSBG8UcpWbUseaIhFq7rMrPNpsnyyLPFlpIVEJzy6ZSyttq89bylrSA0vmvdKNfxlkUwkM6OzB7ugfMKzqU4j4j4Tr7EUs+SwCOTKU9MjyawILWkb+GyLHv5RuW3ye1NgeFDJWIue/CkUiFLKgn9JVb3BdNRdfb9voKVdeeaVWqlq7dq3y99tvv91lW+FwGI8/XhwHhcMPPxynnnoqLrvsMnz6059WFjz3hgFj0ekN1157LVpbW7Pb1q1by90l0gcOmPYzTit8Vh1GVn0cxsCZqw8o/OYhGB45GwZMRFMb0Zb8W7m7NKhI2VvQGv8TAKAq+GEE/R8qc49ISWH2coUNGzZg6tSpWLRoEerr6/GFL3yhT45HA2ai05tV4sFgsNMKdDKwcdw4dkd/B8dJIOirx/DIGeXuUsVhGlUYXnUOTCOAZGYb9rz/Hy7pX+LpVxFL7v9xrwmfAb81rpsjCKkMGhoa8MMf/hDbt2/H3Xffjffeew+nnHIKjj76aNxxxx3YuXNnj9obMK/DvV0lTjojze0xEYgtERcB8pL5JZ+UkG2keT+TY9J3uggmmK2jBBX01k9VicCA/jwylu3sw67YoxhZNRdVgUkYE+7AnsSz3vFCynI0c3mZJ0ia7n1CugpociJF/d59SuYEr5Myh7wnjsbrSsqCfiGPBUU54vfuR03Au7ZhQU+GAoBhAU+6OsTvSVfDfJ50JfNYSc+1A4EBDfgxouqT8Jk1SDt78V70j+8/Sx8SIiigzFsFAHtsT4pqkcEAU/m9q6Rc1RbzzNLJuDe+nISQT0WQRiuTcy91gRmloiVVRCFjucI7KpMWsqMo27bIZ5UjVUq5KuPkD84nkR6FUmIKmd74CrlirCWfgWnWIeQ/EnVVn0R79H/hvL8QP6i0JcveM9blo5PnluNfSrc7fN7z6shZY6GMe2FJ6Gu+pkFLGRYjDwR8Ph/OPfdcnH322fjpT3+Ka6+9Fl/72tdw3XXX4TOf+QxuvfXWgjy6BoxFB9i/Svyuu+7Cvffei9dffx2XX365skqcDB6SmW3YHdtvaRgSOg41gaPK3KNKwMDwqrMQsEbCdmPYFf0dHLfwWBWkNLTHVyNtb4NpBFEd+RQMo/uEu2RgYbjF2SqNf/zjH/jSl76E0aNH44477sDXvvY1vPHGG1izZg22b9+Oc845p6B2BoxFB9i/Snznzp1YvHgxmpub0dDQoKwSJ4UhM5ZHE145E/WGgxkXb67yjU28DSfEW+8eXZyYHCyNkGyLV+5DhAVCWh0COdmbO9L/hpUYirrQTIyMnArXbUM8s0V5O9b3Q7zdivj2QVEOiyzvEcuzOnT4vLfbWM7Kf2Xhqnjbt53uY/j4xdt02O+du9rnWXTqAt4C5CF+dTGyYsURlps6TXqH3Ps5LDwLYf94ZNwMmjseQ8qOaq04ezKqRWeXSGG9S1px4t5+acVplVacqFjYLMadlRApCJIik3ZaHWtGAd7X0qLjiJQkMnaRI9p1xdhOCYuOnWPRycjPpEWngHD+ugXEMu3Ggf0t0UcxtmYeLHMIIuFz0Rb7NfxiAblcGh4SbQXgfZfU7PMifYTGyiStO7t83mJzAOhIet8BmTojNz0HKZB+jqNzsHPHHXfgnnvuwaZNm/Cxj30M9913Hz72sY/BNPd/xyZMmIBf/vKXGD9+fEHtDSiLDrB/lfg777yDZDKJ5557DjNnzix3l0gZaU08j/bURhiGgZFVc+A3Dyl3lwYktcFpqA4eA7gudsaeQMpu6f4g0m+4bgLtsYfgugn4fKNRHT6r3F0ipGQsX74cn/3sZ/HOO+/gkUcewcc//vHsJOcAI0eOxH//938X1B6n32TAsyv2JHxmDcK+saiv/gRibQ/DdmPdH0gAAFX+IzAkfDIAYG/8acTT3cewIP2P4+xFe+wR1EbOR8B/BCz3o0gmny53t0gx4BodhX//+9/d1gkEApg/f35B7XGiMwhpTXqyQSrmSS9WVMgGUW/2LKUBoWTAFub9ZI50taennRJhEqTZv05kvJWxXmQZAN7rWI2x1efBbw3FodUfw7b2h+EirZWxTM3CTN0C0YiQsaoynvwTzaiLNGV295RmoarEZ+aP5xMRclWVzztfrc+LfTNMZB8HVIlKm41cLkKFg6A1BsMj+2PltCVeQGvqZUWuaisgEzmgxshpkXJVXCNXdQixJSYlU+8++eJSrkLeMpAjXUnzvXYxsld2/CK7vUhz4ARFrB2x+DmTsxDaEQuhnQIWIysL35Vx58lKIbEYXx3zNtKZ7XDiT6A2fBaCgRPgOK1Ip1+C3/DOFxSGepm+xW94UqdukbKUtOSxAUt1Cthliecq0nZIKY/0AEpXJYUTHVIROG4S70UfxdiaTyNojUB91Zl4L/pYubt1UOM3h2FE1cdhGBaiqc3Ym3im3F0iBZBMv46oWYdA6ESEQ/8B140CNq1wZGBz2mmnwTB6bpW69NJLcckll3RZhxMdUjFknDY0d/wBo2s+hYh/PEZG/gPvxf5c7m4dlPjMGoysngvTDCGZeQ+7YmvK3SXSA2LJv6HKqkHAfzQi4Y8jE38Yjs2AqAMWWnRw6aWX9uq4Y489tts6nOgMQmSGaDfqSVf+diEbCFVEOCIpZv+M9H5x1KEknZL3yGjxMly8xh/SCQqPFyGjSDnGEQvTpNk/be9Cc/RxjK46CzWBKXDcFHbF/wJAlXBkaPyATroSskHE9OSEasuTXWI+NRVC3Pb+Tgu9JOPmj0sk4/lIj6+gkAqqRaoGWZb3A1DTaKjZyEV6B9gwjQjqqz4J06xByt6DlugfkHRdAPv7GHU8Oa5VI1ftSKnSlcxGvkvIVfui3lhT5Crh4WfFxLiLeYPFEoNI3H5lPAK9kK4UDyxRFt1zhERliLKT4+ElpauEkG91/+fI5y297JQ4Orqyq154KP4EqhBCwH84QuG5SMR+DcdpgV9KV4Ysywzn3lgxjb15+6qkccmR4jJClpVeV+1G9zmNSB440Sl4vU1voKBKKo5Y+m20RJsAuKgLTsWw0Ixyd+mgwTSCGFU9Fz5rCDJOG1o6HoHjJro/kByEuIjGH0U6swUw/AhGzoVhDit3pwjpM4mE/jdJJhotFE50SEXSkf4Xdsb2e6QMDZ2AumD35s1K50DUY781HLYTRUvHI7DdaPcHkoMYGx2x38Gxm2EYYYTCnwaMmu4PIwcXB7yu+rpVCMcffzxefPHFTvt/+9vfYurUqT1uj9LVIKQj6pmXrQ5h2vbizUEkvFakAmnql94vRo7XVcoQ3kfioz0FSFcyZURaZiKXZeGNVWOqgfMOmPv3pl6DzwhgWPjDGBE+GSbi6Ei9vv/cQlzzC5lIkQqEhBNxPO0kJjSOhKUGDEw63t8JUS7EC0fr8SUktxohXeVmbZfSnJSr9nvYWBhZdRYCvjGwnQSaO36PmN2BA3JVu+N5RMnAgDs1ctXORI50pfGuSkQ1clU0v1zlE4+yN9KVIVI4u2Jho87rSvHAEuPZlmNbjv+M+m6YkV5X4hnLJ9Mmymq6EeHVpASt9E4e7MLTMJTtmI1w7CGEI/NgmYfAHzkP6dgqwI0jKL6HUlTyKzfR623a1+qVhWwsPfEA1duwze+Vdd9p0jXFiGxcSbd+1qxZ+PCHP4wbb7wR3/jGNxCNRnHFFVfg17/+Nf7rv/6rx+1xokMqmn3J9TDNIIYEj8Pw8H/AcVOIpd8od7f6GQMjIrMR9n8ArptGS/T3SDu7cWCSQwY+rhtHPPYbRCIXwrSGwh8+F+nYbwDY3R5LyMHGT3/6U5x99tn4//6//w+PPvoo3nvvPVRXV+P555/H0Ucf3eP2KF2RimdP/Fm0p17bHz05Mhth3/hyd6kfMXBIpBGRwCS4ro0d0T8w6nGF4rodiMV/A9eJwbRGwh85F2pyCHLQ4hZpqyDOOussnHvuufjrX/+KLVu24NZbb+3VJAegRWdQkm73fvzC7Z65PaBIVyKgWFrkA7JE8DSpSeV8yVxTyE+m8NAwPTO3lLEMnQeWzILu9nxebr0vD7TEnoJl+FAdmIxRVR+DFftjNgJwQLz1pmSeISFppU3vq1Il5SlXla6kXCWlNlvzTqEGa/PugRIoTkgZqjwl9Byo0td+ucrA8EgjqgJHAq6DnbHVaEtvxwFLTsz1nkW7CAy4R0hXu0UOqx1JIV0JqQoAWmPe8XEhjRYkV4llQiIeoiJdWSkheeZKVzJjuSvHkZCxzPwyluJ1JYIH6gIU2p1kM/F9ULyUhOwj6reKZ2wp0pXIXG/K4IFeOTc3mcyJFTLe98Cz9yIYfxDByPkwrFEwwufCjj8EIImgIYKDCm8sR9ynpFiYHrU8/Xq35XnVAUCt36sn+677HhPSE9544w189rOfRXNzMx5//HE89dRT+OQnP4mrrroK//Vf/wV/To7B7ujx/xzz58/H008z7DgZaLjYGVuDjtS/YRgmRkbOQsQ/qdydKiEmhkdmK5McpnYYHLjOLiRjD8J14zCskbDC50JdoUMONgwUIXt5uS+iiDQ0NGDChAl46aWXcMYZZ+Cmm27Cn//8Zzz00EOYMaPnXrQ9nui0traisbERkydPxs0334xt27b1+KSElAcHO2NPoCP1L8AwMSIyB1X+I8vdqaJjwMKIqrNQFZj8vlz12CBclzS4OTDZgZvYP9mJnA8YVd0fSMhBwE9/+lOsXLkSQ4YMye476aST8MILL+D444/vcXs9lq4eeeQR7Ny5E/fffz/uvfdeLFmyBI2Njbjssstwzjnn9NikRPofq8177H7hEhJoF0H02kROJCFduT5h3lc8UHLmzFLVEmbytPACiYvgYrvFoa6b35PF6Y10Jb283vcuaY42wUIaVYGjMKLqDATiAXSkXgCgBh+UUlnakDm3PMko4aprIFJCplMCriF/8DXZP0vJv5XfE0zKFblShgkHhhHAiKqPI+gbB9fNYGf0j+jIvIMDD0RKbW225x21J+NJEztSIm+V8K7aEffq7I17UhUARIVc5RYgV0mvPsXTSug8vqR4dun8ZUCVrnTKiWvml7EU6UrmcROP1ZTBA6VM1unv/BEKbTHmE6If+0RZBg/0ibJfkw8LyPUQ9D7zH/Ciclrgj62CP/x+fJ3weUD8d4DbClOMR+mZVSPOXSsDUOZ4NoaFGxylqyLApJ4KF198cd79NTU1BWcsl/RqMfKIESOwaNEivPTSS3juuedw+OGH4+KLL8aYMWPwla98paDMo4SUDxe7Y39Ce/JFAMDQ8EdRFzqlvF0qApZRhVHV5yHkOxSOm0JL9PeIZ94ud7dIGXGd3UjFfg3X2QfDrNs/2TFHlLtbJBcuRsbf/va3guvGYjG8+uqrBdfvk9fVe++9hzVr1mDNmjWwLAsf+9jH8PLLL+Ooo47CD37wg740TUjJ2Rt/GvvifwUA1AanYVhkDowBuj7fbx6CUTXnI2CNgO1E0dzxWyQzlJUJALcVqdgquPZOGGbV/smONbHcvSJE4eKLL8bs2bPx4IMPIhrNH8j0tddew3XXXYdJkyZh/fr1Bbfd41/1dDqN3//+97jnnnvwxBNPYOrUqbj66qvx2c9+FrW1+03eDz/8MP7f//t/+MpXvtLT5kk/EGjN72kl5apAm2cKN2xh9hdeV0ZGH4fFFbmoHFlN7E+ZnowSl0EF9V33msnVEASqBJTfi+qAp9W+5Asw3Q4MjZyOav8RCFbXYk/s/+C4USU3UMCVnllSxlLlhJTwtHKElKFKV17ZEudQPLDE65mUqExR58CxYd9EDIvMAYwAMvY+7Ig+goQTxQEpReauUr2rRH6qtFfemRL7k966jr1xL+9VR9STvQDAFjnTrKh3D7TeVUIJ8cVEED3paZUQ9yNTmHSlel3JSprggT4pY0lZVjw78Yill1XncyufiGJ+GSsupKu9lvdcdN5Y/lyvK42sJcdkNj+W2wZ/bBWs8NkwrA/ACn0MSD0LpDfAFH31G7KcP4Bl7mc+RboC6Q3MdYXXXnsNy5cvx/XXX4/PfvazOOKIIzBmzBiEQiHs3bsXGzduREdHBz71qU/hiSeewDHHHFNw2z2e6IwePRqO4+DCCy/E888/j4aGhk51TjvtNGURESEHM7H0a7CjbRgWORsBXz1GVF+IPbFHkbaby921bqkJnoC60IkwYCCW3oJdsT/CcZNgMEDSmRTs+O9gBk+FL3AcEDwZrjkcSKwBkO72aFI6GBkZ8Pv9+M///E/853/+J/7xj3/gmWeewTvvvIN4PI5jjz0WX/nKV3Daaadh2LCe53Pr8UTnBz/4Ac4//3yEQiFtnSFDhuCtt97qcWcIKRfJzLvY0bESI6o+AZ91CEZUfQZtiWfQkdpQ7q7lxTQiGF51ejb4YXvyJeyOPwNAb+kiBHDgJP8M120DAh+B4T8SpnkInMRjgLO7+8MJ6QemT5+O6dOnF629Hk90dKuhycAh4KWzQbBVmMmFXGV1eG94hi1M5kJ6MmzhYWeqNmspccmyXBWmeGNByFiiHZ2MJYPr5ebXUU36+c37frPzfttpw86OX2NIpBFh/2QMCX8EId+haI0/Dkf0Sp4vN4eVzmvLkReuMe/nk6XyEfSNwyGR2bCMKjhuGvsSTyGaehUOfDhwg6V3VUxIV/tsT37amxE5rUQeq10JT7raHfPqdMS8djJR1btSylX+jvxylT/mlaVc5Y8Lz7OEKCfzS1dGJle6En8XIF0pzlGWlK68Z2SmjfxlW13WqEpXOt1GymYiiKRoqkPIWJYoy3xYcszm/q14YIlgkwF42rRf5spKrYdhN8MKnQWYQ2FG5sFOPAWkvYm9JbQQK2cCLXNlmZogiKQHULoCADz55JP46Ec/Cp+vuGslmQKCEIGLJPbG/oB98Sa4bgYh/wSMqJ6PsH9KubsGAwEMDf8HRladC8uoQtrejR0dqxBNFe59QMgBXHsbMrFfwbW3APDBCp2OYPjTMIzabo8lRYZeVwCAM844A3v2eK+3H/7wh4sSq29gupgQUmJiqZdhZ7ZhSGQO/NYIDImchXD6g2iNPwnbbe++gSIT9h+OoeFZsN4P+taRehn74k/DRaabIwnpAjcOO/4wTP9xMIMnw/J9AOGq+UglnwUyL4FSKOlP3ByL7KuvvopkMqmpXTic6AxCgvtkYMD8cpUZ9QaXkfFM5K7PM71bYlDmWu0VzxZhrnel94s8RhdUUFTZqzGR+3JkHp23iCxLTybLlZ5PXiC0jLMLuzoeQFVwOmqDMxHyH4agbz7iqZcQTT4Px43BznEzkYKObeQ3mObKXQfIleAAIGCNRU3oFASs0QCAlLMXe2N/QtLejrTrg/wKJ0R+pahGrtolc1cJuWpnUnhaiTxWrTFvLV4q6kXRM6PqYmeflKsUiUqWhVwlPa3i4v7LIIEpKV15ZSOjPu+eSldyDErJ1fDJ8wmJVpY7BQzsXq5Sg2fK/d49zAgPxHYpYxn6ce4TYzgog0rK8W/I/d63yRHnMGEAqedhpP8FhBphWYfCDH4Uw3zHoz3xDBLpf2musXO/rIG+IrZMcDFyaeFEh5AucRBNPo90ehNqQ/+BgP8wRILHIRw4GrHUS+hI/hO229Z9Mz0kaI1DdXAagv7xcF3AdTPoSK7H3uQ/ANjdHk9IT3HdfYjFVsHvPwah4MnwmXUYGjkbafsE7Im+gbbUG6CFp0QwMjIAwDAMGOJlIPfv3sKJziAktFcsxG3XWHFiwpZii7dpsUjMEG/PvpzB6FreW7CaOTr/fvWtV7zpiv1xkfl8r+atF1DjeshM0H5NPBq5gNjSCd1OK3bFHkbA+gBqQicj4KtHJHgCqgLTkMy8iVjqZaQyW6BOQvL/p2BpvreuUYOwfzKqAlPhs953oXQdRFOvoi3xHBw3Ctu14C04Vr++bSJGTquw4qjZyMUCZJHeYXfCqy+tOMkOkQuhwzufL6paq3RWHH8hVpyEtOgIq0pKxGex9RYdiDhPhs6iI1CsKjIulBybfmHFCXjjUbEeATCcLtKgZCtprJhm/kXKaWHdaTW8Z5r7e68sVDZkWVp0PAulHNs2vO+6X4zTpGsAyVfQmtyEtP9E1ASnwzTrUV81AcPDJ2FP8nW0pfQetX6Lk/BewcXIAPZLV6effnp2MXIsFsMnPvEJBAJqqp0NG3rmDcuJDiE9IGVvwe7oFgR9E1EVPA4h3zgE/ZMQ9E+C66aRyryDZPptpJ2dsO3dQBdraEwjAr81An6rHkHfJPh89dnPXDeFWOp1dKQ2IG0X32JESNek0ZZ8Hh2pf6I6cAwyvhPhMyMYGZ6GkeFpiIQy2JPahrb0LkQsP2J2vPsmyUHHnXfeie9973tobm7Gscceix//+Mfa7OB33XUX7rvvPrzyyisAgGnTpuHmm29W6ruuiyVLluCuu+7Cvn37cPLJJ2P58uWYPHlyQf1ZsmSJ8vc555zTyytT4USHkF6QzLyJZOZNBMyhiASmIuQ/AqZZhaD/cAT9hwMAHBew3Xa4bgKOm4TrZmAaARhGEKYRgWVGlDYd10XKbkY8vRGx1Otws+uFBr5JmgxMHDeBtuTf8W7H26gNTERdYBKq/Yci7KvDWF8dxgIYEa5Gxskg4SQwpSqIlJOGpVmfRvJTjjU6q1atwqJFi7BixQrMnDkTy5Ytw+zZs7Fp0yaMHDmyU/21a9fiwgsvxEknnYRQKIRbb70VZ555Jl599VWMHTsWAHDbbbfhRz/6Ee69915MmDAB3/72tzF79my89tprXcbeO0DuRKdYcKIzCAns8+Qqq93LUKzIVSkRc8Nx8pcFRo4e49PGzpFDTsaWyS9jybg9csFmzPK+1a0+1Vwe8nlWlLDlXYcqYwm5Sv5CiDW2tuhISESOVSQApxXxxF+AxF/gt0Yi4huPgDUGPmsELDMCn1ELIL+7ruu6SDv7kLZ3IpnZgkTmLTjuft0n7Zo4cH/SbvcLjgGg3RbpHTTZyHckZbwcb6K1L+YdGxeZyBHLL1f5clLRFCJdSblKla6EpCjlqrQoZ7oYgz2UruTwcnXSlQhyo8hmjvqTqc2WLv6jd3Vj28hfPyN+llOiTqupnkxZkK+U88eRkuPchmcllCkjZKoSOb7iroV48h20JN+BafgRdadiSGAkqn3DAETgNy34zSqMDquTd1IgZZCu7rjjDixcuBALFiwAAKxYsQJ/+MMfcPfdd+Ob3/xmp/q/+tWvlL9/8Ytf4Le//S2amppwySWXwHVdLFu2DNdff33WEnPfffdh1KhReOSRR3DBBRf0qH+7du3C22+/DcMwMH78eBxyyCE9u0ABJzqEFIm0vQMdIm3EfqtNHUwjCMMIwoAPrpuC4ybhuAlknD2wubiTDDAcN40dyXewI/kOAOCd+AhU+aoQMAPYGR8Fv2HBdh1cOvHMMvd0cNLWpkrdwWAQwaD6UpRKpbB+/Xpce+212X2maaKxsRHr1q0r6DyxWAzpdDqbkuGtt95Cc3MzGhsbs3Xq6uowc+ZMrFu3ruCJzquvvorLL78cf/3rX5X9p556KpYvX44jjzyyoHYknOgQUiIcNwbHjnVTiyZ+MrBx4KA9sz+21Dv5k06T7iiCdHXAojNu3Dhl95IlS3DDDTco+3bt2gXbtjFq1Chl/6hRo7Bx48aCTveNb3wDY8aMyU5smpubs23ktnngs+5obm7GqaeeihEjRuCOO+7AlClT4LouXnvtNdx11134yEc+gldeeSWvtNYVnOgMQvz7pFwlgjFJuSqlSfInZQPpBphQ/8M2xWc+XQwTjelezTQtU0kI877w/urwqW8rAeH5IbM/B3QeWJpfmCrTuzcyJo6STdxVLTJqNvLuf7mkPCZTRqSFhpYWGdGlZ5WUqgDVu0pmI98lY+Qk8mcjj4ps5K6QqywpV0l5qgvpyh8TMkqsALkq6T0XIyk9rTTSlZ1jBZNyla6sQXFdFdIVRLwoQ0hjnQxwyjnEz6niIiW/M1LSEs3Ir4+UsYTUm8xZqrVXlHVxpRTpSvQj5feur9bMv5BYjrWEo6b8cMS4lZIYva56SRGlq61bt6K21pOrc605xeCWW27BypUrsXbt2oLW3hTKD37wAxx22GH461//qrQ7Z84cXH755TjllFPwgx/8AEuXLu1Ru3ydJIQQQiqE2tpaZcs30Rk+fDgsy0JLS4uyv6WlBfX19Z3qS26//XbccssteOKJJzB16tTs/gPH9abNA6xZswbf+MY38k6ewuEwvv71r+Pxxx8vqC0JJzqEEEJIOennXFeBQADTpk1DU1NTdp/jOGhqasKJJ56oPe62227Dd7/7XaxevbpTdvEJEyagvr5eabOtrQ3PPfdcl21K3nzzTRx//PHaz6dPn44333yzoLYklK4GIUZrh/eHRq5y7fwmaEO6JaU18hZyHKdEWTWAe0GgVDO+yPotpCvHJ2QsIS2kfGowqVZLmPE1MpZOVpLpGdKWOIcI6KZkhzbUODmmkDJ0MpatcReXElVKeFfJ7OPtjvemI1M7AKp31c6UlK48uWpf3JMjojIbuSJXef3wRTWZyHPUjsICAwq5Ki6yX6fEPVQ8rcQYdLqSrsTfUkpyCvjlV4JWCilWeleJc5tdyWGawIAyAKZciKH1xhIo3limmnYjYXjjfo8IVSClK+mBZSpeV167McsbB6YSPFCkpXDUN+xcKesAAZPSVW8oh3v5okWLMH/+fEyfPh0zZszAsmXLEI1Gs15Yl1xyCcaOHZuViW699VYsXrwYDzzwAMaPH59dd1NdXY3q6moYhoGrr74aN910EyZPnpx1Lx8zZgzmzp1bUJ/a29sV2S2XmpoadHR0aD/XwYkOIYQQMsiYN28edu7cicWLF6O5uRkNDQ1YvXp1djHxli1bYIqXzuXLlyOVSuHTn/600o5c7HzNNdcgGo3i85//PPbt24dTTjkFq1ev7tE6nvb2dm39tra2Tok/C4ETHUIIIWQQcuWVV+LKK6/M+9natWuVv99+++1u2zMMA9/5znfwne98p1f9cV0XRxxxRJef9yb3FSc6g5EOz0XGlWb/Akz9sr4hrdQ5Eg4S4iMxA9fKWMIM72rlKtEPn9dSypdj0hdSVpsIJugXZnWfxsQu5aOEMN3XiGCFSkZ0Q5XvtIEICyAlzy2kASldtSqZyD15CsiRqxJeWXpXtYrAgOmodw6ZjVzJRC7lKk0m8v2fCYkqLiTCAuQqQ0pXUq5SpCtZzrmvjk66KiBGkZnf20+Rx2yR3y33cE2zhfywaj0NZSUlwKA6znV54HbLPHDCG8sULUuJNub3vi/SS8sRrmDttvqGnXTyX2GAXle9g7muAAB//vOfS9IuJzqEEEJIGSnHGp2DkVNOOQW33347fv/73yOVSuH000/HkiVLEA6Huz+4C+h1RQghhJCyc/PNN+O6665DdXU1xo4dix/+8Ie44oor+twuLTqDECfmaRCGCLwH4WUkvVEMGeRMSFeKjJWbpFuTH8tw8stYPilXifxD0rnD8QtvLOFoZQfU+brtF/mgRDBBn/DGkh4o0kSfFmVpnpeeKRHLCySYK11JWUtKBdIDS+mrcu78slmHkA32ZjwPqt0p1etKylW74sLTKuq9DaWEXIWoyGPVoQkMKLyrfBrPqv2fFeBdlfTujcxjhbSUrkTZzj+GOgUClB6CPfW6gjjW1AQP7GLxo248S5Q0cNq8V0rEwLxFN0c3k96JtpBWo0K62q0b86LhuO19mYJW7hd5P2lHvTr53bBFx+h11QcqwCLTV+677z789Kc/xRe+8AUAwJ/+9CecffbZ+MUvfqEsjO4ptOgQQggh5aSf4+gcrGzZsgUf+9jHsn83NjbCMAxs3769T+1yokMIIYSQspPJZDq5lvv9fqS7iNlWCJSuBiFOwpNerCqNXOXLPzQMYaaWQQU7BRjMiNcLmbNIyliiuiVM+n6flKhELihR1u0HAFfk8bF9QgKy8stH0gMl5XjHxoU3SofPu2fVQroKmqqpX0pXaj4t3bnzS1cxISd02J5sti/tyVV7kjnSlZCrWmPej0UyppGrNHms/EpZEwgwpj5vKVdZiQK8q3oqV+nkKUCRqLRehDr5SfG0Erstq3PdbjDE98dUcmjpjtD9/Go8wTq5fOWX2jKWCPQnZCxVrvWOTQS9+hEr5fWuCxlKjlvZlm6ck67hYuT9uK6LSy+9VElbkUgk8MUvfhFVVd7v20MPPdSjdjnRIYQQQsoJ3csBAPPnz++073Of+1yf2+VEhxBCCCFl55577ilJu5zoDEbc/OZlRa7SSFeqDCUkAzulVFOkLCmvCslCBhI0LM8UbgnpyS88qqR3lR0U0lVO2h1XBBlU81UJOUjUV/JbCekqIQLFVYsghNKTK2yp1y2lLL8SrE0jXQmZQnq2SE+Y9oyQrlKeB9W+hBpbQspV8ah3jCs8rayYxrtKBAb0aaQrmbfKF8+VroRcJcqG8LTSylUyMKCtyW+lk6dyPtMGDCwkbLwmaJ+iGBUYfl6X6017Po13lQwq6OZEhHWlY5iQsVwx5jPCG6tNI13JMV/l9+oHNHmycv+WubUoXfUOSlelhRMdQgghpJxQuiop9LoihBBCSMVCi85gR3qXSLnKLxNLaV4VMl14wghpwpXSgpk/IJmUzUxxbivolf0h4U0V68rryis7QhLLmELGgicNOY4w42e8Osm0CDwY8OpX+T25KpQTYE2a+wPiWqWpX5r3M0I2yAgtIpYRMltayFhJT55qj3vyFAAk496Fu8K7ypRyVVSTx0oGBoxL76r8cpWZUKUrI1GAd1VKyFi2Rq6y8wek7NKDSiNRubpcV/J4TYJAKavKbMlG7k9mp0iZ7yM9GOXu/LX1dOF1pchVOhlLjPmMkV+6tW3v4ERASFc+KcOqz1vmtJLfAQYM7CW06JQUTnQIIYSQMsI1OqWFE53BjrB4KFYcsShRa9FJ538bBvQxdmRLytutOLchyqaI8WGFRAwYsRjZn5MCQmY8VxKby1gjcjGmLeLzZMTiYGHdSaS9fsTFvQn61Td6+eYr33p9ujg64jU9ZYvzZcT5xLmjCe+tPBVXV2G7MWnFEQu6e5iN3K9YcfJnJZfpHIAcK4603PTUiqNN56BfWOwWsuhYmw5CWhuFJUQT7ym3Ff03ID9a647GsqSmgFBj+whjIFxLLkaW+8WYF21lhEUz5uQf8wExtoO+HMulT2Q59+dP30J6AC06JYVrdAghhBBSsdCiQwghhJQTWnRKCic6gxxDSlSi7EopSQnFL8pGflP//r+7/9Y5KW9Rr5kQ5xPhv6VEYgmpxhfKH1MHUE3p0oyvyANCulKyDgj7fiotFnIGxCLlgFgg7VMXX8q/pYylZAQQYrotF0ILLUKeOy0WRafFfUJclTKkXOWTclUPs5FrM5EnNQuOARiFyFVygboSLyd/upCCFhbn1FMXLfcwpovM0C0X92pkLKCLeDsFYIhBoTOtq/Fxchbdi1Qpaj3kL4uYPHLUymwtcvxnhCSc9qtjLRjwnqWMySO/e6RwuEantFC6IoQQQkjFQosOIYQQUk4oXZUUTnQGI8KELWPnSLkK0iwu1SrhlaT1FMk9qABcIXe4SS87uJGQMpaQroRsYwdzva6E5GFq+ihDqYg4IrYw3TtpmUXdK6eEjJX2qddp+YXUY+XPHK3pBmxxb6X3l5MSskHCK5tx9bqVGDmKR5VX9ke7z0auyFXx/OkcjGRO/Jh0D+UqXZZynVylk6dy0Yy7QqRUw5R96l7GAlT5yRXX2hdvLNmm1ZV0pU0BoYuvI08iPxBFKV3Z+ccjANji/sg4VHI/KRxKV6WFo5IQQgghFQstOoQQQkg5oXRVUgbEROftt9/Gd7/7XTz55JNobm7GmDFj8LnPfQ7f+ta3EBCh+UlhmLrAgFKuEmUlyn1XclUfcDOaLNdCEpGePmZSBOPL8T7Sme6lQCDj98mo9aYw3cvUEo7w7HJS4j75VSkjI71TLKmPaX6FFO1KdFYEYzTE+cyklKfUZ2EJjyq/TrqS6R1kMMCELMv7rJGr0mrAQF1mcq1cJYNI9jTgXxeyaCESVSHHFiJjAer1KWkjRJ0+eWOJsWx1kq6E7Cw+k2lP9N8FpSHvWCFDOXb+78L+z8y89WTAQdIDONEpKQNiorNx40Y4joOf/exnOPzww/HKK69g4cKFiEajuP3228vdPUIIIYQcpAyIic6cOXMwZ86c7N8TJ07Epk2bsHz58i4nOslkEkmxsLWtra2k/SSEEEJ6ioGeW/7ytUHyMyAmOvlobW3FsGHDuqyzdOlS3Hjjjf3Uo4GDIeU+IWNJuUrmhSpoOb9OcugFiveKLCelpOKVrUSOdOWT5vr89nrDyS9jGUKRMUVycFtISY6UtHICpLnS40tKV1rZQJxbyGaybKaEfOHN25Xgf7l/K3KVzF0V616u0mYiFwEeFakKKJ5cVYBE1aU81dMggRLhiVSQjLW/Zp6SPj+W9j8jIVdJ6QpCejJzxrLOI8uny3tVgAeiIlcpXoA541x8lpHH+Chd9QpKVyVlQHpdbd68GT/+8Y/xhS98oct61157LVpbW7Pb1q1b+6mHhBBCSGEccC/v60byU9aJzje/+U0YhtHltnHjRuWYbdu2Yc6cOTj//POxcOHCLtsPBoOora1VNkIIIYQMHsoqXX31q1/FpZde2mWdiRMnZsvbt2/HaaedhpNOOgk///nPS9y7CiYgclpJU7MwjbvSlK5rp9Agbj1FCTgnyooHlncNnaQradJXNAThvSSaNYTp3RSKjK2VsUSTvhxvFCXPlgxciPxIdUuRrrz9llCMTCldJdSmfIrXlSYwYFzKWEIKTHgXJT2tVG+q/IEAgRy5Sh4jPZFsNS9YFo1cpZWo+iJPdYUSGbMAGSsXJU2XOEaeQpS13ysxfg3xncyVrqTUbAnvP0W6VfJhiWOVvG9eUUllJ74XTjpnnKe9gxwhrbp+mhV6BaWrklLWic6IESMwYsSIgupu27YNp512GqZNm4Z77rmn05eeEEIIGbBwolIyBsRsYdu2bZg1axY+8IEP4Pbbb8fOnTvR3NyM5ubmcneNEEIIGZDceeedGD9+PEKhEGbOnInnn39eW/fVV1/Feeedh/Hjx8MwDCxbtqxTnRtuuKHT8pMpU6aU8AoKY0B4Xa1ZswabN2/G5s2bceihhyqfuUX09hksGL78gcZcXTBARaLSeMuUSE5QArIJ6UR6YBmWKl1ZGu8SuVjPFGZ5VboS5YD0QBHHCinJyYlX6YhvVCHB2mSfDBm4UMpm4nxSxrJypCslGKD0ropr8lglNd5VUnpKSRlL5CPLka4UzUMnV/XFo6rA8dXTgIGG1hOpexmrc1v5vbNcoWlpZSzZj4wSwdKrY6mDyFQCfObPj+UoYzC/pKsbg4549J3GufRClFIZna56RTlyXa1atQqLFi3CihUrMHPmTCxbtgyzZ8/Gpk2bMHLkyE71Y7EYJk6ciPPPPx9f+cpXtO1+6EMfwp/+9Kfs3z5f+acZA8Kic+mll8J13bwbIYQQMqBxi7T1gDvuuAMLFy7EggULcNRRR2HFihWIRCK4++6789Y/4YQT8L3vfQ8XXHABgsFg3jrA/olNfX19dhs+fHjPOlYCBsREhxBCCCHd09bWpmwyaO4BUqkU1q9fj8bGxuw+0zTR2NiIdevW9en8//73vzFmzBhMnDgRF110EbZs2dKn9opB+W1KpP+RpkTpXaVIURq5SgZ9UwLAFTFgoPRyKaAfiuwCNT+QRLZliJw8inSVFl4u4qVFemNJzyo7R8FxZIA2JVhb3i7ppSuN15WVdPOWAcCnSFcyF5iQq+IyAGMBeaxkWQn+lyMlacZFsTyqijm+ekzBspl8yDIHlpB2RA1FxpK5zaSELJ0ucvJIKbnfpMekkKiU/FjK10LkspN536RcKx+jGIMA4IqfECnXMjxv7yimdDVu3Dhl/5IlS3DDDTco+3bt2gXbtjFq1Chl/6hRozqFdOkJM2fOxC9/+UsceeSReO+993DjjTfiIx/5CF555RXU1NT0ut2+wokOIYQQUk6K6F6+detWJWZcVzJTsTnrrLOy5alTp2LmzJk47LDD8Otf/xqXXXZZv/UjF050CCGEkAqhkOC4w4cPh2VZaGlpUfa3tLSgvr6+aH0ZMmQIjjjiCGzevLlobfYGTnQGI7oYRIq049mzjZQmGFxak9+omGjkKukNZORej0zZJa9JSmK2LHuSgAwkKD2zZNn2izpC2QFUWUvKWFqTvuIJJqor0pWbt+xLqK+AhXhXmQXJVfmDBCqeVjnPu8dy1UEiUanBAPuou2ivSchEQtJSZCwpV4nxqNzntDrYpBeWYYnnnRKBBC3pPZa/2zLvm63x/HNy5OBCZFlSOP3tdRUIBDBt2jQ0NTVh7ty5AADHcdDU1IQrr7yybx0RdHR04I033sDFF19ctDZ7Ayc6hBBCSDkpQ2TkRYsWYf78+Zg+fTpmzJiBZcuWIRqNYsGCBQCASy65BGPHjsXSpUsB7F/A/Nprr2XL27Ztw4svvojq6mocfvjhAICvfe1r+MQnPoHDDjsM27dvx5IlS2BZFi688MI+Xlzf4ERnMCLfXDVWHKR1VhxNLJUixtExNP3TZcLu9KYr/1BC2su28lt3HJGVWS5YVuPreHXsTvFFRNflW6/ubVq7GFlacSDK+bOP7/9bY8WJy9QZBWQj12Uid6R1Jud5l9qK05vxZfTM1FAqa5KMr6NYd8TDVzO+i4XMtlyMnHM9Mq6UeGYy2z0KsFIZok+KFUdYLnOtNtrF9SXKzlHxlGGiM2/ePOzcuROLFy9Gc3MzGhoasHr16uwC5S1btiiL3Ldv347jjjsu+/ftt9+O22+/HaeeeirWrl0LAHj33Xdx4YUXYvfu3RgxYgROOeUU/O1vfys4A0Kp4ESHEEIIGYRceeWVWqnqwOTlAOPHj+82dt3KlSuL1bWiwokOIYQQUkbKERl5MMGJzmBExs4RcpUrvimGDP0vJA5X7HdTOcE1Sowr5AtDka6M3IpePSmxiIAfppRhbBlTRwYIyb9g2RCykpkjJzg9jC8i5Solnok8h5SrRNlMqguCTSldpTTpHWRmck02cp2Mou7P0SiKJVcVM5WIJo1DUdH1t5Ds51LPlGXlPgv908o5V0Y+Y7kCX8hjoqysjRffEVtItzIGVSEpTPa3Jcpp/m/bK5i9vKRwvTwhhBBCKhZadAghhJAyYriuGgW+l22Q/HCiMxiRXwjpuSFlnqSQqxIJUfbyphQzdo6SgVwnM0i5Q5FOcvIwFOCpZchgOBoPLGhj8Fj56wMw/TIUv2iqEK8rRRIT5bSQq4R0pcQ3Qk6MHJ1cpUnvoHjQ6eIjdZGt/qCRq3T0RcbqTf8KiKkjH770wNJlf1c8sADVC0vE0TFkGhMhUysLSd38Y1iRqwy9x5aSTkVKX6ni/SYMKihdlRRKV4QQQgipWGjRIYQQQsoIva5KCyc6gxEp56Q1XjhSoop70pWT9MpFRcoJuiBnGpN+rkxgyOsTYfLVdBJCAtJ5ZmnM82pZNYq66fwyQEEpIGTaDXkORbrSeFMBMGSQR51cJb2rlJQO0htIk8W+q2z1hchV/SFRFYv+ltNkhnMpV+lSQwCqF5Z8ltKrUjmfkJjkdyktJbDuv3tA7vgU/U3m5EQhhUHpqqRQuiKEEEJIxUKLDiGEEFJGKF2VFk50BiNSqkkIKUN64Ui5Kh4vTT8MGdisgMzRufmVDpDj6OHKbOYi67ghTf0+jVQjvauURvOb/Q1HlRNcSyNdaVC8tuS5pYyVzp/TKNfrSpeTTJE1Mpqgf7rAgL3I/9TfGch7TDklNCWwYu89sADAyEhptICxpoxzMb6MAtrJ+e4pefGkXFWq34pKh9JVSeFEhxBCCCkjtOiUFq7RIYQQQkjFQovOYER63sjgcP3hXSVQ5CrpdaUzn2sif7q5kpb0WhEylqsJeFdIRFGtMJATMNDwifPJ65CvFDJ2nU5O0EhXivSUzvFw0eSukvtVT6sC5KoCc1iVNRhgpaHcc01+NwCu+P4YBUhXSgDMQmQvXeBNQB17IuedE4113w/SGUpXJYUTHUIIIaTMUHoqHZSuCCGEEFKx0KIzCHFTwrtKBAbsD7lKoYCcQ51kqewH+b2VOlWTJncpAwhvKXm01gNFygTyfL6ccwtPmoLkBCWIoZQWpHdU95JUp8/EdZdCrurSs4pyVWFoAgYCwpNPF7wRUOUkQ5P7TSc/WQXkk1Ny4qnBKV2ZCy8pfkPoddU7XFcrzfeoDZIXTnQIIYSQMkKvq9JC6YoQQgghFQstOoMQV3pJ9LdcpaOQgIE6uapADyB5BlezvxA5TcpVnTy2nAK8xyQaaU3Zr5GekOuFo8tdVUTvKi2Uq/qEcs81wQNdQ73HyniWY03nUSgDaapKlDg2v9Tl5kpX8jeEclXfoddVSeFEhxBCCCkjhpOzzKqXbZD8ULoihBBCSMVCi84gRJqdy0lB+a00cpUiwRQom7jiEJ2MpQYbNPLuVxvNObfMfVVIIDYpWTiaPFRSNhDyVm7uo1LLVQd9DqtKQeeNlZvTTZRlDjRYwqNQPjMlwKAMpCnlUyldiTGUUoNTOgfJb0jFQOmqpHCiQwghhJQRel2VFk50BiGdLAEHG4UsOu4qpovOwqP5JdBZbgoKsZ+7GLmQWBa6WCVOfouMsii0i8XI2kzXpbDicPFxcSkkq7mZm+pEHC7TO8g6Rn6LkG6Uurpxl8lJN8LnX1wYR6ekcI0OIYQQQioWWnQIIYSQMkLpqrRwokMODgqQSKSM0qtYL5p2tVKSNsR+V+0W8Gujk6t0C411C0S7kK4oV1UIOkkLOVKW+MzNXbWcPaBni+PdrsYaKS5cjFxSKF0RQgghpGKhRYcQQggpI5SuSgsnOqRsSInEsLqvo/O66sEJxR9W3v0yW7r0tJKm+wKi/3TTj0JiA2nkKil1dUo/wRg5FYFGrsr1upJxoRTvLLf3I9TVjUdSWuh1VVIoXRFCCCGkYuFEhxBCCCkjB6Srvm495c4778T48eMRCoUwc+ZMPP/889q6r776Ks477zyMHz8ehmFg2bJlfW6zv+BEhxwcuE63m+u42a3vp9O0dcCE3MXmuk52g13Y5mYy3mbb3ib2w7bzbq7jZDe13Zy6unsl72Mh90D3XEj/o3mmuZtST44vuemO19Tns+9H3CJtPWDVqlVYtGgRlixZgg0bNuDYY4/F7NmzsWPHjrz1Y7EYJk6ciFtuuQX19fVFabO/4ESHEEIIqRDa2tqULZlM5q13xx13YOHChViwYAGOOuoorFixApFIBHfffXfe+ieccAK+973v4YILLkAwGCxKm/0FJzqEEEJIGSmmdDVu3DjU1dVlt6VLl3Y6XyqVwvr169HY2JjdZ5omGhsbsW7dul5dQynaLBb0uiIHBTr5pM+BAXt4bkMI3a4IEqjLdeUWKozrggTK/FQ6j6pCvKk6na8P3lWUKg5OunguqgeW7v2VXlQHLY6rD5rakzYAbN26FbW1tdnd+awvu3btgm3bGDVqlLJ/1KhR2LhxY69OX4o2iwUnOoQQQkg5KWJk5NraWmWiQyhdEUIIIYOK4cOHw7IstLS0KPtbWlq0C43L0Wax4ESHlI8CPK0OGs8P6XnlON7WyfNJ1JP75THSg0t6VCnnEFuhnmf0riJA8b5XhqndDMvyNp8/u5mBQHYjhWOgCGt0enC+QCCAadOmoampKbvPcRw0NTXhxBNP7NU1lKLNYkHpihBCCCknZYiMvGjRIsyfPx/Tp0/HjBkzsGzZMkSjUSxYsAAAcMkll2Ds2LHZxcypVAqvvfZatrxt2za8+OKLqK6uxuGHH15Qm+WCEx1CCCFkkDFv3jzs3LkTixcvRnNzMxoaGrB69ersYuItW7bAND3RZ/v27TjuuOOyf99+++24/fbbceqpp2Lt2rUFtVkuDNcdPAky2traUFdXh9bW1kG9WOsM8/xydwEAYFj5E1z1h6eV9EyR/TBMYQCW/RNeV4bZc8W3II8q9QBR7Pn9oHcV6RXyeyG/CzmeXMp3V9ST+1e33VP8/vUj/fH/xYFznPIfN8DnC/WprUwmgWeevGHQ//+WD1p0CCGEkHJSRK8r0hkuRiaEEEJIxUKLDikbWnnlYJFUZP/EK4EiQ3WFThXuaQDAvgT/K7AtMogpQK7qJDNb4jO/P+9+UjiG68Lo4yqSvh5fyXCiQwghhJQT5/2tr22QvHD6TQghhJCKhRYdcnBQTklFOXd+TzCdjNUlBXhLUa4iByuqB2IXXldWFxIXKQhKV6WFEx1CCCGknNDrqqQMOOkqmUyioaEBhmHgxRdfLHd3SF84CNMOKOkSdP2T6RlyNyUdRP7UDdpz9CWFQ+cLOejuLRkA6FI+mOoGy8puMh0ETNPbSOHI9C992UheBtxovOaaazBmzJhyd4MQQgghA4ABNdH54x//iCeeeAK33357ubtCCCGEFIU+J/R8fyP5GTBrdFpaWrBw4UI88sgjiEQiBR2TTCaRTCazf7e1tZWqe6QCkVKRYZY+9UKvFhoX0C4hXSEXHSsLkJWYOjm5sbv6jPScMiT1HEwMCIuO67q49NJL8cUvfhHTp08v+LilS5eirq4uu40bN66EvSSEEELIwUZZJzrf/OY3YRhGl9vGjRvx4x//GO3t7bj22mt71P61116L1tbW7LZ169YSXQkhhBDSOwynOBvJT1mlq69+9au49NJLu6wzceJEPPnkk1i3bh2CwaDy2fTp03HRRRfh3nvvzXtsMBjsdAwhAHJSL8gQ+OLXQoTAL1hWKkA+6pNERXmKFAOjgHdcSlL9B6WrklLWic6IESMwYsSIbuv96Ec/wk033ZT9e/v27Zg9ezZWrVqFmTNnlrKLhBBCCBnADIjFyB/4wAeUv6urqwEAkyZNwqGHHlqOLhFCCCHFgQEDS8qAmOgQUhb6KBNRoiIDjkIkrVykZEL5pFcwBURpGZATnfHjx8PlQyWEEEJINwzIiQ4hhBBSMXAxcknhRIeUHp05/CCUZ/octK+wk5T+HIQUivx+KmOzCxnLll6L/A+2z7gA+vqzwMeghRMdQgghpIxwjU5pGRCRkQkhhBBCegMtOqQ09MZ7o1wUIiUNIPmNkB6hjGFL7PcsBK5tK4forAe59UiBuCjCGp2i9KQi4USHEEIIKSdcjFxSBtBrNyGEEEJIz6BFh5BCoERFBgHSg8qAkKFypFsljpk4xs2kS9a3isYB0NfUYvyJ0sKJDiGEEFJG6HVVWihdEUIIIaRioUWHFIeB5GVFCMmiyFWmDAQov9M53lQZUY+eVn2Hi5FLCic6hBBCSDnhRKek8DWcEEIIIRULJzqEEDLYcB1vU3a73mbb3pZJq5v4jBSBAxadvm495M4778T48eMRCoUwc+ZMPP/8813Wf/DBBzFlyhSEQiEcc8wxeOyxx5TPL730UhiGoWxz5szpcb+KDSc6hBBCSDlxirT1gFWrVmHRokVYsmQJNmzYgGOPPRazZ8/Gjh078tZ/9tlnceGFF+Kyyy7DCy+8gLlz52Lu3Ll45ZVXlHpz5szBe++9l93+93//t2cdKwGc6BBCyGBGWnd0GykpB9zL+7r1hDvuuAMLFy7EggULcNRRR2HFihWIRCK4++6789b/4Q9/iDlz5uDrX/86PvjBD+K73/0ujj/+ePzkJz9R6gWDQdTX12e3oUOH9vq+FAtOdAghhJAKoa2tTdmSyWSnOqlUCuvXr0djY2N2n2maaGxsxLp16/K2u27dOqU+AMyePbtT/bVr12LkyJE48sgjcfnll2P37t1FuKq+wYkOIYQQUk6KuEZn3LhxqKury25Lly7tdLpdu3bBtm2MGjVK2T9q1Cg0Nzfn7WJzc3O39efMmYP77rsPTU1NuPXWW/HUU0/hrLPOgl3mtVx0LyfFIde8zbg6hBBSGI4LGH10D38/HtLWrVtRW1ub3R0MBvvWbg+44IILsuVjjjkGU6dOxaRJk7B27Vqcfvrp/daPXPi/ESGEEFIh1NbWKlu+ic7w4cNhWRZaWlqU/S0tLaivr8/bbn19fY/qA8DEiRMxfPhwbN68uRdXUjw40SGEEELKST+7lwcCAUybNg1NTU3ZfY7joKmpCSeeeGLeY0488USlPgCsWbNGWx8A3n33XezevRujR48uuG+lgNIVKQ301CCEkAIpQmRk9Oz4RYsWYf78+Zg+fTpmzJiBZcuWIRqNYsGCBQCASy65BGPHjs2u8bnqqqtw6qmn4vvf/z7OPvtsrFy5Ev/4xz/w85//HADQ0dGBG2+8Eeeddx7q6+vxxhtv4JprrsHhhx+O2bNn9/Ha+gYnOoQQQsggY968edi5cycWL16M5uZmNDQ0YPXq1dkFx1u2bIFpeqLPSSedhAceeADXX389rrvuOkyePBmPPPIIjj76aACAZVn45z//iXvvvRf79u3DmDFjcOaZZ+K73/1uv64TyofhuoMnQUZbWxvq6urQ2tqqLNYabJxhnl/uLhBCKpw1zoPl7kKf6I//Lw6co3HCl+Ez+zYZyDhJ/OmtHw/6/9/yQYsOIYQQUk4cFz2VnvK3QfLBxciEEEIIqVho0SGEEELKSTFSbdABRAsnOoQQQkg56WX28U5tkLxwokMIIYSUE67RKSlco0MIIYSQioUWHUIIIaScULoqKZzoEEIIIeXERREmOkXpSUVC6YoQQgghFQstOoQQQkg5oXRVUjjRIYQQQsqJ4wDoYxwch3F0dFC6IoQQQkjFQosOIYQQUk4oXZUUTnQIIYSQcsKJTkmhdEUIIYSQioUWHUIIIaScMAVESeFEhxBCCCkjruvA7WP28b4eX8lwokMIIYSUE9ftu0WGa3S0cI0OIYQQQioWWnQIIYSQcuIWYY0OLTpaONEhhBBCyonjAEYf19hwjY4WSleEEEIIqVho0SGEEELKCaWrksKJDiGEEFJGXMeB20fpiu7leihdEUIIIaRioUWHEEIIKSeUrkoKJzqEEEJIOXFcwOBEp1RQuiKEEEJIxUKLDiGEEFJOXBdAX+Po0KKjgxMdQnQYGoMnvRsIIUXEdVy4fZSuXE50tHCiQwghhJQT10HfLTp8AdPBNTqEEELIIOTOO+/E+PHjEQqFMHPmTDz//PNd1n/wwQcxZcoUhEIhHHPMMXjssceUz13XxeLFizF69GiEw2E0Njbi3//+dykvoSA40SFEYpjeRshgQ47/rjZSVFzHLcrWE1atWoVFixZhyZIl2LBhA4499ljMnj0bO3bsyFv/2WefxYUXXojLLrsML7zwAubOnYu5c+filVdeyda57bbb8KMf/QgrVqzAc889h6qqKsyePRuJRKJP96evGO4gEvba2tpQV1eH1tZW1NbWlrs7ZeMM8/xyd+HgpZAfcZqISaVS6CSmgO/AGufBPnamvPTH/xcHzjEL58Bn+PvUVsZNYy1+V3B/Z86ciRNOOAE/+clPAACO42DcuHH48pe/jG9+85ud6s+bNw/RaBSPPvpodt+HP/xhNDQ0YMWKFXBdF2PGjMFXv/pVfO1rXwMAtLa2YtSoUfjlL3+JCy64oE/X1xcG1RqdA3O6tra2MvekvGTcdLm7cBDDiQ4ZzBRvojPQf2cP9L8/bAEZpPscLzCD/b/rufc9GAwiGAwq+1KpFNavX49rr702u880TTQ2NmLdunV521+3bh0WLVqk7Js9ezYeeeQRAMBbb72F5uZmNDY2Zj+vq6vDzJkzsW7dOk50+ov29nYAwLhx48rcE3LQMmjsm4TkoYjjv66urniNlZH29vaSXUsgEEB9fT2eaX6s+8oFUF1d3en/tyVLluCGG25Q9u3atQu2bWPUqFHK/lGjRmHjxo15225ubs5bv7m5Ofv5gX26OuViUE10xowZg61bt6KmpgaGYZT8fG1tbRg3bhy2bt1a8VLZYLpWYHBdL6+1chlM19vTa3VdF+3t7RgzZkzJ+hQKhfDWW28hlUoVpT3XdTv935ZrzRmMDKqJjmmaOPTQQ/v9vLW1tRX/I3KAwXStwOC6Xl5r5TKYrrcn19ofVqlQKIRQKFTy80iGDx8Oy7LQ0tKi7G9paUF9fX3eY+rr67usf+DflpYWjB49WqnT0NBQxN73HC6fJ4QQQgYRgUAA06ZNQ1NTU3af4zhoamrCiSeemPeYE088UakPAGvWrMnWnzBhAurr65U6bW1teO6557Rt9heDyqJDCCGEEGDRokWYP38+pk+fjhkzZmDZsmWIRqNYsGABAOCSSy7B2LFjsXTpUgDAVVddhVNPPRXf//73cfbZZ2PlypX4xz/+gZ///OcAAMMwcPXVV+Omm27C5MmTMWHCBHz729/GmDFjMHfu3HJdJgBOdEpKMBjEkiVLBoVGOpiuFRhc18trrVwG0/UOpmsthHnz5mHnzp1YvHgxmpub0dDQgNWrV2cXE2/ZsgWm6Yk+J510Eh544AFcf/31uO666zB58mQ88sgjOProo7N1rrnmGkSjUXz+85/Hvn37cMopp2D16tX9Ls3lMqji6BBCCCFkcME1OoQQQgipWDjRIYQQQkjFwokOIYQQQioWTnQIIYQQUrFwotOP/OEPf8DMmTMRDocxdOjQsrvclZpkMomGhgYYhoEXX3yx3N0pCW+//TYuu+wyTJgwAeFwGJMmTcKSJUuKFum03Nx5550YP348QqEQZs6cieeff77cXSoJS5cuxQknnICamhqMHDkSc+fOxaZNm8rdrX7hlltuyboGVyrbtm3D5z73ORxyyCEIh8M45phj8I9//KPc3SL9BCc6/cRvf/tbXHzxxViwYAFeeukl/PWvf8VnP/vZcnerpFxzzTUlDZ9+MLBx40Y4joOf/exnePXVV/GDH/wAK1aswHXXXVfurvWZVatWYdGiRViyZAk2bNiAY489FrNnz8aOHTvK3bWi89RTT+GKK67A3/72N6xZswbpdBpnnnkmotFoubtWUv7+97/jZz/7GaZOnVrurpSMvXv34uSTT4bf78cf//hHvPbaa/j+97+PoUOHlrtrpL9wSclJp9Pu2LFj3V/84hfl7kq/8dhjj7lTpkxxX331VReA+8ILL5S7S/3Gbbfd5k6YMKHc3egzM2bMcK+44ors37Ztu2PGjHGXLl1axl71Dzt27HABuE899VS5u1Iy2tvb3cmTJ7tr1qxxTz31VPeqq64qd5dKwje+8Q33lFNOKXc3SBmhRacf2LBhA7Zt2wbTNHHcccdh9OjROOuss/DKK6+Uu2sloaWlBQsXLsT999+PSCRS7u70O62trRg2bFi5u9EnUqkU1q9fj8bGxuw+0zTR2NiIdevWlbFn/UNraysADPjn2BVXXHEFzj77bOUZVyK///3vMX36dJx//vkYOXIkjjvuONx1113l7hbpRzjR6QfefPNNAMANN9yA66+/Ho8++iiGDh2KWbNmYc+ePWXuXXFxXReXXnopvvjFL2L69Onl7k6/s3nzZvz4xz/GF77whXJ3pU/s2rULtm1no6QeYNSoUWhubi5Tr/oHx3Fw9dVX4+STT1aivlYSK1euxIYNG7Lh/SuZN998E8uXL8fkyZPx+OOP4/LLL8d//ud/4t577y1310g/wYlOH/jmN78JwzC63A6s4QCAb33rWzjvvPMwbdo03HPPPTAMAw8++GCZr6IwCr3WH//4x2hvb8e1115b7i73iUKvV7Jt2zbMmTMH559/PhYuXFimnpO+csUVV+CVV17BypUry92VkrB161ZcddVV+NWvflX20Pz9geM4OP7443HzzTfjuOOOw+c//3ksXLgQK1asKHfXSD/BXFd94Ktf/SouvfTSLutMnDgR7733HgDgqKOOyu4PBoOYOHEitmzZUsouFo1Cr/XJJ5/EunXrOuWTmT59Oi666KIB8xZV6PUeYPv27TjttNNw0kknZZPcDWSGDx8Oy7LQ0tKi7G9paUF9fX2ZelV6rrzySjz66KN4+umnceihh5a7OyVh/fr12LFjB44//vjsPtu28fTTT+MnP/kJkskkLMsqYw+Ly+jRo5XfXgD44Ac/iN/+9rdl6hHpbzjR6QMjRozAiBEjuq03bdo0BINBbNq0CaeccgoAIJ1O4+2338Zhhx1W6m4WhUKv9Uc/+hFuuumm7N/bt2/H7NmzsWrVKsycObOUXSwqhV4vsN+Sc9ppp2UtdTIR3kAlEAhg2rRpaGpqyoZBcBwHTU1NuPLKK8vbuRLgui6+/OUv4+GHH8batWsxYcKEcnepZJx++ul4+eWXlX0LFizAlClT8I1vfKOiJjkAcPLJJ3cKFfCvf/1rwPz2kr7DiU4/UFtbiy9+8YtYsmQJxo0bh8MOOwzf+973AADnn39+mXtXXD7wgQ8of1dXVwMAJk2aVJFvyNu2bcOsWbNw2GGH4fbbb8fOnTuznw10y8eiRYswf/58TJ8+HTNmzMCyZcsQjUaxYMGCcnet6FxxxRV44IEH8Lvf/Q41NTXZdUh1dXUIh8Nl7l1xqamp6bT2qKqqCoccckhFrkn6yle+gpNOOgk333wzPvOZz+D555/Hz3/+84qwvJLC4ESnn/je974Hn8+Hiy++GPF4HDNnzsSTTz7JWA4DnDVr1mDz5s3YvHlzp4mc67pl6lVxmDdvHnbu3InFixejubkZDQ0NWL16dacFypXA8uXLAQCzZs1S9t9zzz3dSpjk4OaEE07Aww8/jGuvvRbf+c53MGHCBCxbtgwXXXRRubtG+gnDHei/xoQQQgghGgb+YgJCCCGEEA2c6BBCCCGkYuFEhxBCCCEVCyc6hBBCCKlYONEhhBBCSMXCiQ4hhBBCKhZOdAghhBBSsXCiQwghhJCKhRMdQgghhFQsnOgQQgghpGLhRIcQQgghFQsnOoQMQnbu3In6+nrcfPPN2X3PPvssAoEAmpqaytgzQggpLkzqScgg5bHHHsPcuXPx7LPP4sgjj0RDQwPOOecc3HHHHeXuGiGEFA1OdAgZxFxxxRX405/+hOnTp+Pll1/G3//+dwSDwXJ3ixBCigYnOoQMYuLxOI4++mhs3boV69evxzHHHFPuLhFCSFHhGh1CBjFvvPEGtm/fDsdx8Pbbb5e7O4QQUnRo0SFkkJJKpTBjxgw0NDTgyCOPxLJly/Dyyy9j5MiR5e4aIYQUDU50CBmkfP3rX8dvfvMbvPTSS6iursapp56Kuro6PProo+XuGiGEFA1KV4QMQtauXYtly5bh/vvvR21tLUzTxP3334+//OUvWL58ebm7RwghRYMWHUIIIYRULLToEEIIIaRi4USHEEIIIRULJzqEEEIIqVg40SGEEEJIxcKJDiGEEEIqFk50CCGEEFKxcKJDCCGEkIqFEx1CCCGEVCyc6BBCCCGkYuFEhxBCCCEVCyc6hBBCCKlY/n+hg5OVxBR4IgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Compute and plot the conditional PDF using xarray. \"\"\"\n", + "\n", + "cpdf = fastkde.conditional(y, x, var_names = ['y','x'])\n", + "\n", + "# plot the conditional\n", + "cpdf.plot();\n", + "\n", + "# plot the true conditional mean\n", + "plt.plot(cpdf.x, np.sin(cpdf.x), color = 'white', alpha = 0.5);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fastkde_testing", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/readme_test.ipynb b/examples/readme_test.ipynb index 4c42e82..5464589 100644 --- a/examples/readme_test.ipynb +++ b/examples/readme_test.ipynb @@ -38,11 +38,11 @@ "source": [ "\"\"\" Install fastkde if not already installed \"\"\"\"\"\n", "try:\n", - " from fastkde import fastKDE\n", + " import fastkde\n", "except:\n", " # Install a pip package in the current Jupyter kernel (this works in google colab but might not work in other environments with multiple python versions installed)\n", " !pip install fastkde\n", - " from fastkde import fastKDE" + " import fastkde" ] }, { @@ -61,7 +61,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -73,37 +73,18 @@ "source": [ "\"\"\" Demonstrate the first README example. \"\"\"\n", "import numpy as np\n", - "from fastkde import fastKDE\n", + "import fastkde\n", "import matplotlib.pyplot as plt\n", "\n", "#Generate two random variables dataset (representing 100,000 pairs of datapoints)\n", "N = int(1e5)\n", - "var1 = 50*np.random.normal(size=N) + 0.1\n", - "var2 = 0.01*np.random.normal(size=N) - 300\n", + "x = 50*np.random.normal(size=N) + 0.1\n", + "y = 0.01*np.random.normal(size=N) - 300\n", "\n", "#Do the self-consistent density estimate\n", - "myPDF, values = fastKDE.pdf(var1,var2)\n", + "PDF = fastkde.pdf(x, y, var_names = ['x', 'y'])\n", "\n", - "#Extract the axes from the pdf values list\n", - "v1,v2 = values\n", - "\n", - "#Plot contours of the PDF should be a set of concentric ellipsoids centered on\n", - "#(0.1, -300) Comparitively, the y axis range should be tiny and the x axis range\n", - "#should be large\n", - "plt.contourf(v1,v2,myPDF)\n", - "\n", - "# limit the plot to the range of the data\n", - "plt.xlim([var1.min(),var1.max()])\n", - "plt.ylim([var2.min(),var2.max()])\n", - "\n", - "# add axis labels\n", - "plt.xlabel('var1')\n", - "plt.ylabel('var2')\n", - "\n", - "# add a colorbar\n", - "plt.colorbar(label = 'PDF [arb. units]')\n", - "\n", - "plt.show()" + "PDF.plot();" ] }, { @@ -163,7 +144,7 @@ "#***************************\n", "# Calculate the conditional\n", "#***************************\n", - "pOfYGivenX, values = fastKDE.conditional(y,x)" + "cPDF = fastkde.conditional(y, x, var_names = ['y', 'x'])" ] }, { @@ -173,7 +154,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -188,31 +169,20 @@ "#***************************\n", "# Plot the conditional\n", "#***************************\n", - "fig,axs = plt.subplots(1,2,figsize=(10,5))\n", + "fig,axs = plt.subplots(1,2,figsize=(10,5), sharex=True, sharey=True)\n", "\n", "#Plot a scatter plot of the incoming data\n", "axs[0].plot(x,y,'k.',alpha=0.1)\n", "axs[0].set_title('Original (x,y) data')\n", - "\n", - "#Set axis labels\n", - "for i in (0,1):\n", - " axs[i].set_xlabel('x')\n", - " axs[i].set_ylabel('y')\n", + "axs[0].set_xlabel('x')\n", + "axs[0].set_ylabel('y')\n", "\n", "#Draw a contour plot of the conditional\n", - "axs[1].contourf(values[0],values[1],pOfYGivenX,64)\n", + "cPDF.plot(ax = axs[1], add_colorbar = False)\n", "#Overplot the original underlying relationship\n", - "axs[1].plot(values[0],underlyingFunction(values[0]),linewidth=3,linestyle='--',alpha=0.5)\n", + "axs[1].plot(cPDF.x,underlyingFunction(cPDF.x),linewidth=3,linestyle='--',alpha=0.5)\n", "axs[1].set_title('P(y|x)')\n", "\n", - "#Set axis limits to be the same (limit to the range of the data)\n", - "xlim = [x.min(),x.max()]\n", - "ylim = [y.min(),y.max()]\n", - "axs[1].set_xlim(xlim)\n", - "axs[1].set_ylim(ylim)\n", - "axs[0].set_xlim(xlim)\n", - "axs[0].set_ylim(ylim)\n", - "\n", "plt.savefig('conditional_demo.png')\n", "plt.show()" ] @@ -247,7 +217,7 @@ "test_y = 0.01*np.random.normal(size=100) - 300\n", "\n", "test_points = list(zip(test_x, test_y))\n", - "test_point_pdf_values = fastKDE.pdf_at_points(train_x, train_y, list_of_points = test_points)" + "test_point_pdf_values = fastkde.pdf_at_points(train_x, train_y, list_of_points = test_points)" ] }, { diff --git a/requirements.txt b/requirements.txt index 5576e19..b5b29c5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,2 +1,3 @@ numpy -scipy \ No newline at end of file +scipy +xarray \ No newline at end of file diff --git a/src/fastkde/__init__.py b/src/fastkde/__init__.py index 3853322..11d384c 100644 --- a/src/fastkde/__init__.py +++ b/src/fastkde/__init__.py @@ -4,3 +4,19 @@ # if the user did `pip install -e .`, there will be no version.py file # therefore indicate that the version is "editable" __version__ = "editable" + + +# make some core functions available at the package level +import fastkde.fastKDE + +pdf = fastkde.fastKDE.pdf +conditional = fastkde.fastKDE.conditional +pdf_at_points = fastkde.fastKDE.pdf_at_points + +# import fastkde.plot if matplotlib is available +try: + import fastkde.plot + + pair_plot = fastkde.plot.pair_plot +except ImportError: + pass diff --git a/src/fastkde/fastKDE.py b/src/fastkde/fastKDE.py index 5f5c3bb..be20e02 100644 --- a/src/fastkde/fastKDE.py +++ b/src/fastkde/fastKDE.py @@ -668,14 +668,14 @@ def __transformphiSC_points__(self, list_of_points): ) / self.dataNorm[v] # Set the fill value for the frequency grids - fillValue = -1e20 + fill_value = -1e20 # Get the maximum frequency grid length tgrids = self.tgrids ntmax = npy.amax([len(tgrid) for tgrid in tgrids]) # Create the frequency grids array - frequencyGrids = fillValue * npy.ones([self.num_variables, ntmax]) + frequencyGrids = fill_value * npy.ones([self.num_variables, ntmax]) # Fill the frequency grids array for v in range(self.num_variables): frequencyGrids[v, : len(tgrids[v])] = tgrids[v] @@ -686,7 +686,7 @@ def __transformphiSC_points__(self, list_of_points): frequencyGrids, self.phiSC.ravel(), list_of_points, - missingFreqVal=fillValue, + missing_freq_val=fill_value, ) * npy.prod(self.deltaT) * (1.0 / (2 * npy.pi)) ** self.num_variables @@ -712,7 +712,7 @@ def getTransformedCopula(self, data=None): """A wrapper for getCopula; this function is deprecated.""" return self.getCopula(data) - def estimateConditionals(self, variables, data, peakFrac=0.0, reApplyFilter=False): + def estimateConditionals(self, variables, data, peak_frac=0.0, reApplyFilter=False): """For a multidimensional PDF, estimates the conditional P(x_i | x_j). input: @@ -740,7 +740,7 @@ def estimateConditionals(self, variables, data, peakFrac=0.0, reApplyFilter=Fals This is needed to calculated the various marginals required in the conditional computation. - peakFrac : The fractional threshold below which to truncate the + peak_frac : The fractional threshold below which to truncate the marginal PDF (to avoid divding by small numbers); this is the fraction of the height of the mode. @@ -831,7 +831,7 @@ def estimateConditionals(self, variables, data, peakFrac=0.0, reApplyFilter=Fals sumAxes.append(ip) conformantSlice = tuple(conformantSlice) - marginalThreshold = peakFrac * npy.amax(marginalObject.pdf) + marginalThreshold = peak_frac * npy.amax(marginalObject.pdf) # Create and mask the marginal PDF marginalPDF = npy.ma.masked_less_equal( marginalObject.pdf[conformantSlice], marginalThreshold @@ -860,7 +860,7 @@ def estimateConditionals(self, variables, data, peakFrac=0.0, reApplyFilter=Fals dxProd = dxProd[cslice[::-1]] normFactor = npy.ma.masked_equal( - sum(conditionalPDF * dxProd, axis=tuple(sumAxes)), 0.0 + npy.sum(conditionalPDF * dxProd, axis=tuple(sumAxes)), 0.0 ) # Normalize the conditional PDF for the leftside variables @@ -873,7 +873,7 @@ def estimateConditionals(self, variables, data, peakFrac=0.0, reApplyFilter=Fals # ******************* getCopula ****************************************** # ***************************************************************************** # ***************************************************************************** - def getCopula(self, data=None, peakFrac=0.0): + def getCopula(self, data=None, peak_frac=0.0): """Estimates the copula of the underlying PDF""" # If the data are univariate, simply return the PDF itself @@ -909,7 +909,7 @@ def getCopula(self, data=None, peakFrac=0.0): marginals = [] for obj in marginalObjects: # Add the marginal to the list while masking <0 values - marginalThreshold = peakFrac * npy.amax(obj.pdf) + marginalThreshold = peak_frac * npy.amax(obj.pdf) # Create and mask the marginal PDF marginals.append(npy.ma.masked_less_equal(obj.pdf, marginalThreshold)) @@ -1006,14 +1006,25 @@ def pdf(*args, **kwargs): input: ------ - var1 : An input variable. + var0 : An input variable. - var2, var3... : Additional input varibles whose length corresponds - to the length of var1. As input variables are + var1, var2... : Additional input varibles whose length corresponds + to the length of var0. As input variables are added, the dimensionality of the resulting PDF - increases (e.g., supplying var1 and var2 results + increases (e.g., supplying var0 and var1 results in a 2D PDF). + use_xarray : If True, returns an xarray DataArray object; otherwise + returns a tuple of numpy arrays. If None, defaults to + True if xarray is installed. + + var_names : A list of names for the input variables. If None, the + variables are named var0, var1, etc. + + do_xarray_subset : If True, returns a subset of the xarray DataArray limited + to the range of the input variables. If False, returns + the full xarray DataArray. If None, defaults to True. + **kwargs : Any additional keyword arguments get passed directly to fastKDE.fastKDE(); see the docstring of fastKDE.fastKDE() for details of kwargs. @@ -1033,41 +1044,85 @@ def pdf(*args, **kwargs): method grows exponentially with the number of input variables. """ - # Try to get var1 from the args or kwargs + # try to get the use_xarray keyword argument try: - var1 = args[0] + use_xarray = kwargs["use_xarray"] + del kwargs["use_xarray"] + except KeyError: + use_xarray = None + + # try to get the var_names keyword argument + try: + var_names = kwargs["var_names"] + del kwargs["var_names"] + except KeyError: + var_names = None + + # try to get the do_xarray_subset keyword argument + try: + do_xarray_subset = kwargs["do_xarray_subset"] + del kwargs["do_xarray_subset"] + except KeyError: + do_xarray_subset = None + + # set the default value of do_xarray_subset + if do_xarray_subset is None: + do_xarray_subset = True + + # Check if use_xarray was given; set defaults + if use_xarray is None: + # Check if xarray is installed + try: + import xarray + + use_xarray = True + except ImportError: + use_xarray = False + + # if use_xarray was given, check that xarray is installed + if use_xarray == True: + try: + import xarray + except ImportError: + raise ImportError( + "xarray is not installed, but use_xarray=True was provided" + ) + + # Try to get var0 from the args or kwargs + try: + var0 = args[0] except IndexError: try: - var1 = kwargs["var1"] + var0 = kwargs["var0"] except KeyError: raise ValueError("No input data were provided.") - # Check that var1 is arraylike + # Check that var0 is arraylike try: - var1Shape = npy.shape(var1) - assert len(var1Shape) != 0, "var1 is not an array" + var0Shape = npy.shape(var0) + assert len(var0Shape) != 0, "var0 is not an array" except TypeError or AssertionError: raise ValueError( - "Could not get shape of var1; it does not appear to be array-like." + "Could not get shape of var0; it does not appear to be array-like." ) - # Check that var1 is a vector - if len(var1Shape) != 1: + # Check that var0 is a vector + if len(var0Shape) != 1: raise ValueError( - "var1 should be a vector. If multiple variables are combined in a " + "var0 should be a vector. If multiple variables are combined in a " "single array, please use the fastKDE class interface instead." ) - # Get the length of var1 - N = var1Shape[0] + # Get the length of var0 + N = var0Shape[0] # Check for input varibles provided as key word arguments - varArgs = [] + var_args = [] varKeys = sorted([v for v in kwargs if "var" in v]) for key in varKeys: - # Ignore var1 since this was either provided as an argument + # Ignore var0 since this was either provided as an argument # or was read as a keyword argument above - if key != "var1": + if key != "var0": try: int(key[3:]) except ValueError: @@ -1076,10 +1131,10 @@ def pdf(*args, **kwargs): ) # Append this variable - varArgs.append(kwargs[key]) + var_args.append(kwargs[key]) # Check if a mixture of keyword and arguments were provided for additional variables - if len(varArgs) != 0 and len(args) > 1: + if len(var_args) != 0 and len(args) > 1: raise ValueError( "additional variables were provided as a mixture of arguments and " "keyword arguments. They all must be one or the other." @@ -1088,7 +1143,7 @@ def pdf(*args, **kwargs): # Set the additional variables to be the rest of the input arguments # if none were provided as key word arguments if len(args) > 1: - varArgs = args[1:] + var_args = args[1:] # Remove the variables from kwargs for key in list(varKeys): @@ -1096,13 +1151,33 @@ def pdf(*args, **kwargs): # Start preparing the input data for # concatenation - inputVariables = npy.array(var1[npy.newaxis, :]) + inputVariables = npy.array(var0[npy.newaxis, :]) + + # get the number of variables (add one because we already popped var0) + num_variables = len(var_args) + 1 + + # get or set the variable names + if var_names is None: + var_names = ["var{}".format(i) for i in range(num_variables)] + else: + # check that var_names is a list of strings of appropriate length + if len(var_names) != num_variables: + raise ValueError( + "var_names must be a list of strings of length {}".format(num_variables) + ) + for i in range(num_variables): + if not isinstance(var_names[i], str): + raise ValueError( + "var_names must be a list of strings of length {}".format( + num_variables + ) + ) # Attempt to read additional variables # and concatenate them to the input variable - for i in range(len(varArgs)): + for i in range(num_variables - 1): try: - varn = npy.array(varArgs[i][npy.newaxis, :]) + varn = npy.array(var_args[i][npy.newaxis, :]) except BaseException as e: print(e) raise ValueError( @@ -1113,7 +1188,7 @@ def pdf(*args, **kwargs): if lenN != N: raise ValueError( ( - "len(var{}) is {}, but it should be the same of len(var1) " + "= {}" + "len(var{}) is {}, but it should be the same of len(var0) " + "= {}" ).format(i + 1, lenN, N) ) @@ -1129,9 +1204,47 @@ def pdf(*args, **kwargs): # Calculate the PDF _pdfobj = fastKDE(inputVariables, do_save_marginals=False, **kwargs) if len(_pdfobj.axes) == 1: - return _pdfobj.pdf, _pdfobj.axes[0] + pdf_tuple = _pdfobj.pdf, _pdfobj.axes[0] + else: + pdf_tuple = _pdfobj.pdf, _pdfobj.axes + + # Return the PDF + if use_xarray: + # set the coordinates + coords = {} + dims = [] + for i in range(num_variables): + # set the variable name + varname = var_names[i] + # set the coordinate + coords[varname] = pdf_tuple[1][i] + # set the dimension + dims.append(varname) + + # construct the xarray object; the two transpose operations ensure + # that the dimensions are in an intuitive order + pdf_da = xarray.DataArray(pdf_tuple[0].T, coords=coords, dims=dims).T + + # set the long name + pdf_da.attrs["long_name"] = f"PDF({','.join(var_names)})" + + # subset the xarray object if requested + if do_xarray_subset: + subset_dict = {} + for i in range(num_variables): + varname = var_names[i] + # get the min and max of the variable + varmin = npy.amin(inputVariables[i]) + varmax = npy.amax(inputVariables[i]) + # set the subset dictionary entry + subset_dict[varname] = slice(varmin, varmax) + + # subset the xarray object + pdf_da = pdf_da.sel(**subset_dict) + + return pdf_da else: - return _pdfobj.pdf, _pdfobj.axes + return pdf_tuple def conditional(inputVars, conditioningVars, **kwargs): @@ -1141,6 +1254,18 @@ def conditional(inputVars, conditioningVars, **kwargs): conditioningVars : A vector of conditioning values, or a list of such vectors + use_xarray : If True, returns an xarray DataArray object; otherwise + returns a tuple of numpy arrays. If None, defaults to + True if xarray is installed. + + var_names : A list of names for the input variables, starting with + the conditioning variables. If None, the variables are + named var0, var1, etc. + + do_xarray_subset : If True, returns a subset of the xarray DataArray limited + to the range of the input variables. If False, returns + the full xarray DataArray. If None, defaults to True. + **kwargs : Any additional keyword arguments get passed directly to fastKDE.fastKDE() or fastKDE.estimateConditionals(); see the @@ -1151,7 +1276,7 @@ def conditional(inputVars, conditioningVars, **kwargs): Note the following two arguments have different default values here: positive_shift=True by default, and - peakFrac = 0.01 by default. + peak_frac = 0.01 by default. :returns: (cPDF, axes) \ where cPDF is the PDF(inputVars | conditioningVars), and axes is a list @@ -1200,6 +1325,49 @@ def underlyingFunction(x,x0=305,y0=200,yrange=4): ``` """ + # try to get the use_xarray keyword argument + try: + use_xarray = kwargs["use_xarray"] + del kwargs["use_xarray"] + except KeyError: + use_xarray = None + + # try to get the input_var_names keyword argument + try: + var_names = kwargs["var_names"] + del kwargs["var_names"] + except KeyError: + var_names = None + + # try to get the do_xarray_subset keyword argument + try: + do_xarray_subset = kwargs["do_xarray_subset"] + del kwargs["do_xarray_subset"] + except KeyError: + do_xarray_subset = None + + # set the default value of do_xarray_subset + if do_xarray_subset is None: + do_xarray_subset = True + + # Check if use_xarray was given; set defaults + if use_xarray is None: + # Check if xarray is installed + try: + import xarray + + use_xarray = True + except ImportError: + use_xarray = False + + # if use_xarray was given, check that xarray is installed + if use_xarray == True: + try: + import xarray + except ImportError: + raise ImportError( + "xarray is not installed, but use_xarray=True was provided" + ) # Check whether inputVars is an iterable of vectors or a single vector; # ensure it is an iterable @@ -1229,12 +1397,12 @@ def underlyingFunction(x,x0=305,y0=200,yrange=4): ).format(ivarLengths, cvarLengths) ) - # Extract the peakFrac argument - if "peakFrac" in kwargs: - peakFrac = kwargs["peakFrac"] - del kwargs["peakFrac"] + # Extract the peak_frac argument + if "peak_frac" in kwargs: + peak_frac = kwargs["peak_frac"] + del kwargs["peak_frac"] else: - peakFrac = 0.01 + peak_frac = 0.01 # Default to positive_shift=True if "positive_shift" in kwargs: @@ -1243,6 +1411,35 @@ def underlyingFunction(x,x0=305,y0=200,yrange=4): else: positive_shift = True + # set the input variable names + if var_names is None: + var_names = ["var{}".format(i) for i in range(len(fullVarList))] + else: + # check that var_names is a list of strings of appropriate length + if len(var_names) != len(fullVarList): + raise ValueError( + "var_names must be a list of strings of length {}".format( + len(fullVarList) + ) + ) + for i in range(len(fullVarList)): + if not isinstance(var_names[i], str): + raise ValueError( + "var_names must be a list of strings of length {}".format( + len(fullVarList) + ) + ) + + # reorder the variable names so that the conditioning variables are first + var_names = ( + var_names[len(conditioningVars) :] + var_names[: len(conditioningVars)] + ) + + # extract the conditioning variable names + conditioning_var_names = var_names[len(conditioningVars) :] + # extract the input variable names + input_var_names = var_names[: len(conditioningVars)] + # Estimate the full joint PDF _pdf = fastKDE(npy.array(fullVarList), positive_shift=positive_shift, **kwargs) @@ -1251,11 +1448,49 @@ def underlyingFunction(x,x0=305,y0=200,yrange=4): # Estimate the conditional cpdf = _pdf.estimateConditionals( - cvarInds, npy.array(fullVarList), peakFrac=peakFrac + cvarInds, npy.array(fullVarList), peak_frac=peak_frac ) - # Return the conditional and the axes - return cpdf, _pdf.axes + # Return the PDF + if use_xarray: + # set the coordinates + coords = {} + dims = [] + for i in range(len(fullVarList)): + # set the variable name + varname = var_names[i] + # set the coordinate + coords[varname] = _pdf.axes[i] + # set the dimension + dims.append(varname) + + # construct the xarray object; the two transpose operations ensure + # that the dimensions are in an intuitive order + cdf_da = xarray.DataArray(cpdf.T, coords=coords, dims=dims).T + + # set the long name + cdf_da.attrs[ + "long_name" + ] = f"PDF({','.join(input_var_names)}|{','.join(conditioning_var_names)})" + + # subset the xarray object if requested + if do_xarray_subset: + subset_dict = {} + for i in range(len(fullVarList)): + varname = var_names[i] + # get the min and max of the variable + varmin = npy.amin(fullVarList[i]) + varmax = npy.amax(fullVarList[i]) + # set the subset dictionary entry + subset_dict[varname] = slice(varmin, varmax) + + # subset the xarray object + cdf_da = cdf_da.sel(**subset_dict) + + return cdf_da + else: + # Return the conditional and the axes + return cpdf, _pdf.axes def pdf_at_points(*args, **kwargs): @@ -1331,7 +1566,7 @@ def pdf_at_points(*args, **kwargs): N = var1Shape[0] # Check for input varibles provided as key word arguments - varArgs = [] + var_args = [] varKeys = sorted([v for v in kwargs if "var" in v]) for key in varKeys: # Ignore var1 since this was either provided as an argument @@ -1345,10 +1580,10 @@ def pdf_at_points(*args, **kwargs): ) # Append this variable - varArgs.append(kwargs[key]) + var_args.append(kwargs[key]) # Check if a mixture of keyword and arguments were provided for additional variables - if len(varArgs) != 0 and len(args) > 1: + if len(var_args) != 0 and len(args) > 1: raise ValueError( "additional variables were provided as a mixture of arguments and " "keyword arguments. They all must be one or the other." @@ -1357,7 +1592,7 @@ def pdf_at_points(*args, **kwargs): # Set the additional variables to be the rest of the input arguments # if none were provided as key word arguments if len(args) > 1: - varArgs = args[1:] + var_args = args[1:] # Remove the variables from kwargs for key in list(varKeys): @@ -1369,9 +1604,9 @@ def pdf_at_points(*args, **kwargs): # Attempt to read additional variables # and concatenate them to the input variable - for i in range(len(varArgs)): + for i in range(len(var_args)): try: - varn = npy.array(varArgs[i][npy.newaxis, :]) + varn = npy.array(var_args[i][npy.newaxis, :]) except BaseException as e: print(e) raise ValueError( diff --git a/src/fastkde/plot.py b/src/fastkde/plot.py index 737b526..a5d852d 100644 --- a/src/fastkde/plot.py +++ b/src/fastkde/plot.py @@ -210,7 +210,7 @@ def pair_plot( plotted). If None is given, matplotlib will choose PDF levels. - log_scale : flags whether to use the logAxes argument for + log_scale : flags whether to use the log_axes argument for fastKDE. If a single bool value, it applies to all variables; if a list, each item in the list corresponds to a variable @@ -273,7 +273,9 @@ def pair_plot( for n in range(num_vars): # calculate PDFs marginal_pdfs[n], marginal_vals[n] = fastKDE.pdf( - input_var_array[n, :], logAxes=log_scale[n] + input_var_array[n, :], + log_axes=log_scale[n], + use_xarray=False, ) # define axis limits @@ -292,19 +294,22 @@ def pair_plot( bivariate_pdfs[n1, n2], _ = fastKDE.pdf( input_var_array[n1, :], input_var_array[n2, :], - logAxes=[log_scale[n1], log_scale[n2]], + log_axes=[log_scale[n1], log_scale[n2]], + use_xarray=False, ) else: bivariate_pdfs[n1, n2], _ = fastKDE.conditional( input_var_array[n2, :], input_var_array[n1, :], - logAxes=[log_scale[n1], log_scale[n2]], + log_axes=[log_scale[n1], log_scale[n2]], + use_xarray=False, ) bivariate_pdfs[n2, n1], _ = fastKDE.conditional( input_var_array[n1, :], input_var_array[n2, :], - logAxes=[log_scale[n2], log_scale[n1]], + log_axes=[log_scale[n2], log_scale[n1]], + use_xarray=False, ) # set variable labels if needed diff --git a/tests/test_simple.py b/tests/test_simple.py index 803328f..fa86c18 100644 --- a/tests/test_simple.py +++ b/tests/test_simple.py @@ -1,8 +1,6 @@ import numpy as np - from scipy import stats - -from fastkde import fastKDE +import fastkde def test_simple_2D(): @@ -12,7 +10,7 @@ def test_simple_2D(): var2 = 0.01 * np.random.normal(size=N) - 300 # Do the self-consistent density estimate - myPDF, axes = fastKDE.pdf(var1, var2) + myPDF, axes = fastkde.pdf(var1, var2, use_xarray=False) # Extract the axes from the axis list v1, v2 = axes @@ -28,8 +26,9 @@ def test_simple_3D(): x_3 = stats.betaprime.rvs(5, 6, size=N) # calculate the 3D PDF - pdf, values = fastKDE.pdf( - x_1, x_2, x_3, num_points=[65, 65, 65] + pdf, values = fastkde.pdf( + x_1, x_2, x_3, num_points=[65, 65, 65], + use_xarray=False ) # simply add more variables to the argument list for higher dimensions # note though that memory quickly becomes an issue # the numPoints argument results in a coarser PDF--but one that is calculated @@ -39,3 +38,32 @@ def test_simple_3D(): # (we'll plot 2D slices through the mode) i_mode_ravel = np.argmax(pdf.ravel()) nmode = np.unravel_index(i_mode_ravel, np.shape(pdf)) + +def test_simple_2D_with_xarray(): + np.random.seed(42) + N = int(2e5) + var1 = 50 * np.random.normal(size=N) + 0.1 + var2 = 0.01 * np.random.normal(size=N) - 300 + + # Do the self-consistent density estimate + myPDF = fastkde.pdf(var1, var2, use_xarray=True, num_points = [129, 257]) + +def test_simple_conditional_2D_with_xarray(): + np.random.seed(42) + N = int(2e5) + var1 = 50 * np.random.normal(size=N) + 0.1 + var2 = 0.01 * np.random.normal(size=N) - 300 + + # Do the self-consistent density estimate + myPDF = fastkde.conditional(var1, var2, use_xarray=True, num_points = [129, 257]) + +def test_pdf_at_points(): + """ Demonstrate using the pdf_at_points function. """"" + train_x = 50*np.random.normal(size=100) + 0.1 + train_y = 0.01*np.random.normal(size=100) - 300 + + test_x = 50*np.random.normal(size=100) + 0.1 + test_y = 0.01*np.random.normal(size=100) - 300 + + test_points = list(zip(test_x, test_y)) + test_point_pdf_values = fastkde.pdf_at_points(train_x, train_y, list_of_points = test_points) \ No newline at end of file