From 29e972e6ca004ddf63768aa0dc5d523b195b0c29 Mon Sep 17 00:00:00 2001 From: alvinzz Date: Wed, 25 May 2022 04:02:07 -0700 Subject: [PATCH 1/8] symeig -> eigvalsh --- sparsecoding/inference.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/sparsecoding/inference.py b/sparsecoding/inference.py index 720a881..b410457 100644 --- a/sparsecoding/inference.py +++ b/sparsecoding/inference.py @@ -415,8 +415,8 @@ def infer(self, data, dictionary,coeff_0=None,use_checknan=False): # Calculate stepsize based on largest eigenvalue of # dictionary.T @ dictionary. - lipschitz_constant = torch.symeig( - torch.mm(dictionary.T, dictionary))[0][-1] + lipschitz_constant = torch.linalg.eigvalsh( + torch.mm(dictionary.T, dictionary))[-1] stepsize = 1. / lipschitz_constant self.threshold = stepsize * self.sparsity_penalty From 315a40c9d604e9c422ac1db11390e7c8573e2939 Mon Sep 17 00:00:00 2001 From: alvinzz Date: Wed, 1 Jun 2022 14:32:02 -0700 Subject: [PATCH 2/8] add documentation --- sparsecoding/data/transforms/whiten.py | 18 ++++++++++++++---- 1 file changed, 14 insertions(+), 4 deletions(-) diff --git a/sparsecoding/data/transforms/whiten.py b/sparsecoding/data/transforms/whiten.py index 562c786..1978448 100644 --- a/sparsecoding/data/transforms/whiten.py +++ b/sparsecoding/data/transforms/whiten.py @@ -14,6 +14,17 @@ class Whitener(object): where: N is the number of data points, D is the dimension of the data points. + + Attributes + ---------- + mean : Tensor, shape [D] + Mean of the input data for the Whitener. + covariance : Tensor, shape [D, D] + Co-variance of the input data for the Whitener. + eigenvalues : Tensor, shape [D] + Eigenvalues of `self.covariance`. + eigenvectors : Tensor, shape [D, D] + Eigenvectors of `self.covariance`. """ def __init__( @@ -27,15 +38,14 @@ def __init__( self.mean = torch.mean(data, dim=1) # [D] - covariance = torch.cov(data) # [D, D] - self.eigenvalues, self.eigenvectors = torch.linalg.eigh(covariance) # [D], [D, D] + self.covariance = torch.cov(data) # [D, D] + self.eigenvalues, self.eigenvectors = torch.linalg.eigh(self.covariance) # [D], [D, D] def whiten( self, data: torch.Tensor, ): - """ - Whitens the input `data` to have zero mean and unit (identity) covariance. + """Whitens the input `data` to have zero mean and unit (identity) covariance. Uses statistics of the data from class initialization. From 40ad3b08cae76c879f38f8f324f70878f917aea0 Mon Sep 17 00:00:00 2001 From: belsten Date: Wed, 1 Jun 2022 15:06:25 -0700 Subject: [PATCH 3/8] update to use library natural image dictionary loading method, as opposed to local path based one --- examples/inference_natural_images.ipynb | 54 ++++++++++--------------- 1 file changed, 21 insertions(+), 33 deletions(-) diff --git a/examples/inference_natural_images.ipynb b/examples/inference_natural_images.ipynb index d71ab6d..9f42781 100644 --- a/examples/inference_natural_images.ipynb +++ b/examples/inference_natural_images.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "id": "218ed8be", "metadata": {}, "outputs": [], @@ -19,6 +19,7 @@ "from sparsecoding.preprocess import patch_images, preprocess_images\n", "from sparsecoding import inference\n", "\n", + "from sparsecoding.data.utils import load_van_hateren_dictionary\n", "from sparsecoding.visualization import plot_dictionary" ] }, @@ -32,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "id": "ad5b3937", "metadata": {}, "outputs": [ @@ -46,7 +47,8 @@ ], "source": [ "# your path here\n", - "img_dir = os.path.join(os.environ['DATA_PATH'],'IMAGES.mat')\n", + "# img_dir = os.path.join(os.environ['DATA_PATH'],'IMAGES.mat')\n", + "img_dir = '/home/belsten/Documents/data/IMAGES.mat'\n", "\n", "images = loadmat(img_dir)['IMAGES']\n", "images = torch.tensor(images)\n", @@ -55,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "id": "3cfad15e", "metadata": {}, "outputs": [], @@ -77,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "id": "9cd37132", "metadata": { "scrolled": false @@ -85,7 +87,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -118,13 +120,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "id": "b67121e3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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5glqtJjs7Gx8fH/r6+jh79iyFhYXodDoeeOABuSD6+flx4sQJCgsL8ff3Z+nSpaxfv54ffviB3t5eRkdHWbBgAYGBgQQGBnL8+HG5YJrNZsLDw4mIiJAwaWBgoNxtZmZm0t3dTW1tLRaLhbS0NNasWcPKlStxOp3Y7XbCw8MZGRlBrVZzyy23sGDBAlavXj0JjhTh6elJX18fY2NjGAwGrFYrW7duJTo6mqCgIAwGA6WlpVy6dInCwkJSU1OJiYkhKCiI6dOnk5iYyMKFC9m3bx8vvfQSNTU1eHl5ER8fP+k5AnR2dvLBBx8QFRVFfHw8N954o9ygfP3117S1tdHS0iKRiLCwMLZt20ZAQADLly/n+PHj+Pj4EBISQnl5OeXl5QwPDxMSEkJgYCAxMTF4eXnJ4507d46Kigr+/e9/o9PpaGxsZOfOnQwNDZGZmUlSUhIWi4Xg4GD8/f2pr6/ngw8+4MYbbyQ4OJjy8nJ8fX3x9/fnt7/9LaOjo/T391NcXMz4+DhhYWGTIFJ/f38sFgtlZWUsXryY+Ph4BgYGJHSYn5+Pv78/ERERFBcX4+HhgZ+fH59++ilxcXGEhYWh1+uJi4tj3rx5vP7661y4cIGSkhJCQ0PRarVyohgZGeGrr77iuuuu4w9/+APFxcXydzdv3kxhYSEjIyMsWrRILtwqlYrm5mYqKiooLS1Fp9OxevVqhoaGZLbe1tZGdXU1w8PDOBwOeW0mk4krrrgClUrF2NgYmzZtws3NDavVyvXXX09oaCipqamsWLECNzc3uru78fHxwel04nQ66erqoqenB4vFQk5ODpWVlQwPD5OcnExQUBDffffdpDKAgM/++te/Eh4ezrRp00hKSiIwMJDIyEja2tpobW3l2LFj7N27l5GREeLj46msrKS+vp6qqipmzpxJSEgIISEhJCcnM3/+fDZv3oxarWbu3LmT4NzFixcTHh7OF198wbXXXsuMGTP4y1/+QkZGBpGRkfj7+xMUFERISAgRERHs27ePPXv2yOyxpKQEp9PJwMAAhYWFVFVVodPpuPPOO3E4HDLjhZ8h+Dlz5lBXV8eJEycwGAwEBQWxZMkSurq6KCsr49y5c7hcLvr6+hgcHKS3t1f+X2wUH330Uc6fP8+xY8dYtmwZZrMZl8vF3LlzGR4e5qOPPgJ+XjBjYmIICAjA4XBQUVHBjBkzCAwMZO/evTQ3NzMyMoKHhwfd3d1YrVZMJhONjY1s376djo4OxsfHqaioYHBwEIvFwq233sp7773HkSNH6Ovrk6UngJMnT1JfX09mZibDw8Nywx4bG8usWbPw8fFhdHSU6upqPv74YwoKCoiMjKS7uxuj0UhWVhadnZ2cO3eOvLw8YmNj5easp6eH4uLiSeNOp9MRFhZGVlYWSqUSu91OSEgIXV1dXLx4kYKCAvz9/QkLC5OJR3l5OU888QTx8fGEhobS3t6Om5sbqampVFdXU1dXx48//iiTnX//+9+T5rL/Ln7VgqlSqbjzzjsZGhri+PHj8obq9Xq++uorPDw8ePXVV3nppZeora2V8G1qaiotLS2Mjo5it9vR6XSMjY1x4MABeTOUSiWNjY10dnZOujmZmZl0dnZiMBjIycnBw8MDjUZDdHQ0w8PD9PT0yF2Jj48PmzZtorOzk2PHjrFixQosFgs9PT3s2bOHwsJC7r77bmbNmoVSqcRsNtPe3k5OTg7w8wIWHR3NsWPHaG1tpba2FpvNRkpKCmvXrqWmpob8/HzWr1/P6tWr5SQpBkFHRwfFxcXs3buX6upqvLy8iIyMZPv27RImLC8vl9d39OhR8vLyGBgY4MYbbyQ5OZlHHnmElJQU5syZw65duwgODmbq1KmsWrUKo9FIY2MjLpeLgoICXn75ZebNm0diYiJdXV288sorHD58mOHhYbkTnFib9PPzk5j9kSNHSEtL4w9/+APPP/88zc3NREVFMW3aNGbPns1rr73G22+/zdGjR0lMTOSTTz6htbWV++67j4CAAObNm8eiRYtQqVR4eHjQ3t4uXz74OXu+5ZZbsNvtjIyM8P777zN37lzCw8NlDWF4eJgHH3wQHx8fEhMTeeuttygvL+e9997jmmuuYdq0aSQnJ3Ps2DH6+vrIzs7m0KFDfPLJJyxevJji4mJ5L9PS0li8eDFKpZK8vDy++uorkpOTcXNzw2azceHCBfR6PQkJCaxfv5477riDS5cuERERgY+PD729vXKiN5vNVFZWcvbsWQYHB+W7NbHGOjg4SHt7OxUVFdTV1WE2m9HpdPT29jI0NER0dDTV1dXk5OTw8MMP4+Pjg0KhoKSkRMLEjY2NDA8P4+HhwerVq1mwYAHh4eH4+/v/ohY3f/58KisrWbVqFUuXLsXHx4fCwkJmzZrFrFmz0Gq1REdH09bWxptvvsm6devw8/Ojv7+flStXMm/ePHbt2iWRiIsXL1JSUgL8XIro6Ojgs88+A6C+vp7HHnuMOXPmEBYWBkBRURG1tbUsWrSIiIgIIiIiyMvLo6uri/r6ek6dOoVer5ebKpfLxdGjRykrK6Ovr4+UlBS0Wi3Dw8MEBwfT0tIiIVKRUT3//PPU1tby3XffUV5eTlhYGDNnzpTwtkqlkpmTv78/FRUV9Pb2olQq2b9/P9988w1Wq5XCwkLKysp4+umn8fDwYGBggF27dsn7+eOPP6LT6Thy5AgRERFMnz6dtWvXUlxczMGDB8nOzmbGjBlERERw8eJFjEYjTz31FG+//TYtLS1yAR8YGGBgYIA//elPJCUl8cMPP3DFFVeQmpoqF+iRkRFycnJITk7m/vvv54MPPqC/vx+FQsGOHTsoLS2lurqalpYWRkZGMJvNZGdno9frOXPmDHPnzmXatGmUlZVhMplYvnw5eXl5GI1GgoODaW9v5+LFi/La7HY7Bw8e5PTp04yNjXHbbbdRUFDAnj17GB4elpnW7t276evrY2BggD//+c90dXVRWlrKE088QUhICGNjY9x11120tbWxdOlS2tvbAbjuuus4e/YsZWVl8tnZbDby8/Px9PQkPj6eW265hZqaGu6//35efvll4uLiMBgMeHt7ExcXx2effca2bds4f/48AL29vYyNjfH444/T1tbGk08+SVFRkczGJy6YLpeLpqYmPv74Y6KiolAqlRQWFuLh4YGnpye//e1vSUhIICIigujoaLKzs+nv7+eTTz6hs7MTp9PJI488wujoKI899hixsbFyPgwMDCQiIuK/TTZ+sRb+r5/gv4r+LpcLDw8PUlNTUavVnDt3jv7+ftzd3XE4HAQFBWGz2ejq6gJ+hnhEiq/ValGr1eh0Ojw9PSUcNDY2hkajQafTUVNTA/w8yev1erRaLQaDAV9fX7ny+/v7MzAwQF9fH1qtFo1Gg9lsxtPTUz4AsUtrb29HrVbj7e2NWq2WC4ler580Cfb399PS0kJsbCxqtZq8vDxZgxPFa5fLRXd3N01NTXh6ehIQEEBjYyMjIyOMjIzQ29tLR0eHJGQYDAacTidDQ0O/gBf8/Pzw9fWVdQKVSkVLS4uEHQMCAoiIiCAxMRGXy8Xg4CBjY2PU1tZSVlYmM9jh4WFKS0sZHx8nKCiIwMBACdPV19fLBUpAFWazGX9/f3x8fGhvb8doNBISEkJCQoKcYAR83tvbi8vlwtPTU94jNzc3fH19ZX0nKCiIhoYGBgYG/uuFUqnw9vamu7uboaEhDAYD9fX1NDY2YrPZJPTj5eUlIZugoCDa29tl5u7j44PNZiM8PBx3d3c6Ojpwc3PDaDRit9snDSQBM50/f57y8nIaGhowGAy4u7vT398v4TOVSkV6ejrBwcFcunQJu92O0+mkp6cHg8GAh4cH+fn5WK1W3N3dZbYRHBwsyQwAISEhREVFMTAwgEajwc3NjcbGRvR6Pf7+/iQkJEi4NCIiArPZjM1mw2w2o1QqqampkRPWuXPncDqduLm50dfXh06n+wVZKzIyUm7iOjs76evrA5DvfWhoKJ6enlitVurr68nNzSUwMJCkpCQJOVutVsxmM4ODgxiNRiwWC0FBQXLMiBBECTHuxsbG0Ol0mEwmIiIiMJlMGI1GxsbG6OzspLS0FJVKJaFMkWkHBwdjsVjQarUkJibi7e0t0R6xeYafN1dxcXF4eXnR1tYmiRk2m43c3Fzi4+PR6/VyY2IwGBgeHsZqtdLa2irhbh8fHwkjimvSaDTymv7zXfHz86O3t5e6ujpsNptEs1wuF1VVVWi1WllGGBgYYHR0FI1GQ2hoqKzjCThaqVTKpECr1cpjuVwu6urqiI+PJyYmBr1ej8PhoLq6Wm60h4eHMZlMcl4ThKa0tDQ0Gg1Wq5WwsDBZTikpKSEmJoYpU6ZQVlYm76O4tsDAQHx8fOjp6aG6uprS0lJaW1uZPn263NgFBwfjcDhob2+nu7sbjUZDdnY2fn5+8hy7u7vp7OyUJTgxp07czPn4+BAVFUVDQwNqtRqz2SznOr1eL+chtVqNl5eXRDi6urro7u5meHgYo9GIt7c3HR0ddHR0YLPZGBwclFn3xLFgNpvx8fFBr9dLbkB0dLR8psHBwQwNDVFaWkpqaipOp5OOjg68vb2x2+2UlpbS2dmJUqlkeHhYllC8vLzk+vFr4lctmC6Xi9LSUvz9/UlPTyc7O5tz586xadMmrrnmGsLCwjh8+DDz588nIyODtWvXkpiYSEhICB0dHYyMjKDT6dBqtaSlpTFv3jwcDoesNXp5eXHx4kVJ5BAv+uDgIEqlkkcffVTi0i0tLQwODjI8PIyPj49ciIuLi6mvr8dut8vCfHV1NatXryYpKQmNRkN5eTldXV1y4Imoqqri+++/59lnn6WkpITi4mLUajXDw8OUlJTgcrnw8fHBy8uLqqoquru7efXVVyktLaW5uZmxsTEGBgaw2+14enpiMpnQ6XSEhoYSEhKCxWKhpKREPui1a9eSmZnJ0aNHSU5OlguZqBNu2LCB8PBw4uPj+emnn3B3dycsLIwdO3bQ1dXFrFmzGB8fp6qqivz8fK666iruu+8+/P39KS8vp6CggJMnT0oGW01NDZ6enkRHR3P99ddTX1/PW2+9xcqVK0lJSWH+/Pn885//ZP/+/bz22mtyQnBzc+Oaa64hOTmZb775htHRUby9vdm6dStJSUksXLiQ999/f1L27HK5cDgcNDU1MTo6yurVq3n77bfZtm2bnAT6+vr44osv6O3tJS8vj56eHsbGxggICCAkJAS1Ws3x48dZuHAhAwMDrF69mo0bN5KVlcXZs2cnbXYcDgetra18/vnnDA0NodfrOXz4sLz/AwMDjI2N0dLSwpw5czAYDBw7dgytVotOp0OlUpGZmUlMTAzPPvsscXFxrFmzBr1eT1BQEGlpaZPqmEuXLmXJkiWYTCY5KJ999lmmTp1KdnY2kZGR9Pf3c/HiRXx9fYGfYeqgoCDsdju7du2ip6eHrq4unnnmGVJSUvD29sZmszF//nzCwsImoQOpqamkpKQQFxfH0aNHsdlsDAwM0NvbS3R0NBkZGXh6euJ0OlGr1ezatUuSjOrq6jh+/DjNzc3YbDaampp47rnn5EQjNnkiTCYTixYtYs6cOTKL8fLywuFwYLFYaG5upqWlBbPZTG9vL+fPn+eBBx4gKSmJpKQkvv76a/R6PbfeeisKhYLu7m6WLl2Kw+FgeHiYjRs3Mjw8LOu506ZN48Ybb6SlpYX+/n7i4uKwWCy0t7ezY8cO/vGPf+Dp6cm+ffskZNrY2Eh+fj7nz58nNTWV9evXs2LFCrZt24a/vz+xsbH88Y9/RKfTMWfOHMn0BcjMzJSweFtbGzk5ORw6dAiNRiM3yiL7/PjjjyXZSsB499xzD1u3bqWpqQmFQkFzczOdnZ10dHTIiV7E2NgYJSUlzJw5k8DAQAICAujr62Pnzp1s3LgRtVpNUVERnp6eMmF47733KC8v57bbbuO7777j+PHjzJs3j8LCQnJycjh69Cg+Pj7Mnj1bwqQixLyRnZ1NYWEhjzzyCDabDaPRyJNPPkl/fz+tra0sWLAAhUJBaWkpfn5+zJ8/n1tvvZV9+/bR1dWFp6cnH330Eb29vWzatIkdO3ZQVFTE4cOHJ22Mp06dysqVK3nkkUcwGAyYzWaOHj2KwWDgtttuo7e3l8LCQoxGI2FhYYyPj/Pkk08yODjI0NAQdrud1NRUpk2bxmuvvUZYWBhpaWn09/czMjIiyZkiYmJiSElJQa/Xs3v3bjo7O7nrrrvQ6XQolUra29s5duwY58+f58knn6S4uJg9e/bwzjvvUFtby0svvUR1dTUWi4UVK1Ywffp0PDw80Ol0pKSkoNPp/u9lmIDc6eXk5LBz505GRkaYMmUKU6dORalU8o9//EMOxhkzZnD48GGOHDkiP3PttddKOnRpaSlffvklFouFxYsXS6aWiL6+Pg4fPiyh3ZGREVpaWmhvb2fu3LmSiPP999/LifHixYuYTCY2btxISUkJPT09mEwmmpub6e7uJjo6mrNnz2K1Wrn66qvR6XTyeLNmzeLuu+8mKCiIyspKCX0KFmV6ejpJSUkoFAoOHjxIVVUVDz74IGFhYWzevJkZM2ZIEkJXVxeVlZUcOnSI9PR0AgICCAsLkztegPfee49jx45x3333MTQ0RFtbG0899ZTMjPbs2YObmxs6nY7i4mKCg4OZO3cuixYtoqurizNnzlBcXIxCoWDGjBkyg966dStTpkxhxowZkuygUqlYvXo1ZWVl/Pvf/5awYGxsLDNnzkSr1fLuu+/S0NAg64iCQHHq1CnOnz9Pc3Mz1dXV2Gw2ent7mT59OtOmTSMlJYUrrrgCo9HIwYMHgZ8Xh08++UTuuP/2t7/R39/PrFmzKC8v5/rrr2fevHmYTCZ6e3txc3PjH//4Bz4+Ptx3330cP35ckoKmTp0qd6iiLhgaGkpTUxOnT58GfiaBXH/99ezcuZPk5GRuv/12XnrpJQmpis1acnIyOTk5fP/993h6espsKjU1lYsXL/Lhhx/S0dGBp6cn+fn5VFVVkZaWRmRk5KS6RlVVFU6nky+//JL09HS8vb2pqKhgwYIF+Pr6snnzZtrb2xkfH+eHH34gLCyMoKAg4uLiKC0t5ejRo8ydO5e4uDiio6O58sor8fLy4ptvviEmJoawsDBJAhkaGuKhhx4iKSmJtLQ0WlpaaGlpobm5mZdffpng4GDy8/P597//TU9PDyEhISxevBgfHx9KSkpobGykpaUFh8OBj48Pvr6+fPLJJ5Juv3jxYjw9PSVsabVa+fLLL9m5cyf+/v7cfPPNkrX69ddf4+Pjg5+fH0NDQ1x55ZWsXLmSM2fOYLPZ0Gg0xMfH09TUxJ/+9Cfi4uJITU0lODiYnp4eGhsbee211yZtrmw2GxUVFezdu1eiGnq9nqSkJP7+978zffp0nE4nixYtYvr06Wg0Gnbu3ImHhwexsbEMDg7S1NREbW0tq1evpra2lqNHj1JdXS3r8xM3VwMDA6jVaq6//nqKi4tpaGiQPAKHw8GuXbtYtWoVt99+O56enrS1tXHhwgXWrl1LYGAgBw8eJDU1lfT0dIaHh/H398fpdBIUFPQLctj4+Dg9PT0yQ42OjiY/P589e/bg6ekpCWLr1q2TzO3e3l6Gh4d5+eWXCQkJYc6cOVy6dAmr1YpOp5NM84aGBo4dOyahdXEv9+/fT1RUFD4+PnR3d5Odnc3UqVPR6XRUVlZSUVFBUlISkZGRpKenU1dXx/79+2lubmbdunXYbDa2bt1KZGQkarWazs5ONm3ahLe3N6Ojo7z//vv8+OOPALS0tFBcXMzDDz9MWVkZ3377LYsWLZJQrcViITQ0lNmzZ3P06FFGR0d54403aGxsxGq10tPTg4eHh6xpJycns3HjRo4ePUpraytNTU2TCFulpaWMjIxIDkRjYyN79uyRCZPRaKSvrw+VSsVHH32En58fixcv5vPPP8fNzY2rrroKo9GI0WiU0K3L5SIiIkJK835N/KoFc3x8nI6ODoaHhzGbzdjtdpRKJcHBwQCSfKJSqSRLrq6ujp6eHvr6+lAoFHh7e0u4pLW1lfb2dkmhtlqtk2qYLpeL/v5+eQMGBwclm7ClpQV3d3d8fX0ZGRnBZrP9AjqwWq0ShrPZbLi7uxMaGopSqUSr1UqNpQidTiehRofDQVRUlGQCd3d3y2uzWq2S4NDU1ER0dDRhYWH4+flJCKGmpga73c7AwIC8BgEVi2hra0OtVtPU1CR1SWKH43K5aG1tld8nyCQeHh5S5uDn58fAwICEf9VqNePj4+Tm5mKxWCZtBsTz02g0+Pj4SEjIbDbLLFJkGV5eXmRkZDA+Ps7Q0BBms3kStCHur2CzCbKXgP7EsxsYGJBsUIfDgZubmySzCN2dwWDAx8eH0NBQzp49i7+/PxkZGezfv5/e3l7i4+Ox2+24ubnh6ekpmXMT67OAhKajo6MJCAiQz1PU9ux2Ox4eHgQEBHDu3Dnq6uqIjY3FaDRiNpuJiIigsLCQ6upqkpKS8PHxob+/n46ODikZmLizFpq/rq4uhoaGGBsbY2hoSH6+vr5+0nvb19cnoS+LxUJMTAyenp4YDAa0Wq1kIguS2n/ucgWDXNz7wcFBuQMXcK5AXwTjOjAwkK6uLvR6PXq9XpYaent7qa+vlzV2vV4vpV3wsw61ublZTv6Cq+Dh4UF/fz9Op1NCx4mJiUydOpXS0lKcTie1tbX09fVhtVo5ffo03t7eBAQEoFKp6O3txWq1/oKyL9iuarVaojKjo6MYDAb8/f3lguPu7o7RaESj0eBwOBgbG8Pd3Z2IiAjg501McHCwRHpiY2MJDw/HYDBMIv2IzFxAh25ubpJE4+HhISVegjE+OjqKj4+PZG4KBrfRaMTf3x+9Xk9PTw+Dg4N0dHRI/Sb8jA6EhYXh5uZGZWUlvr6+WCwWxsfHKSoqQq/XMzY2JrkJTqcTs9nM6OgoeXl5mEwmAgMDJUNdzJVjY2P09PRIvbCI3t5eTp48ib+/v4QofX190el0lJaWYrfb0Wg0cgMZEhJCUVGRVBeMjY0xMjJCbW0t2dnZeHp6StjbZDIRExPDd999N+nZORwO+cyampowGAxy4RKQbm1tLd3d3TgcDtRqtdRERkREYLPZsFqtJCYmEhoaik6nm6QfnRiibizKJePj45L8MzIyQkhIiGS71tfX4+fnR3BwsCwDubu709fXJ6VC4l6GhIRgt9tpbW39xTH/u/hVC+bY2Bi7du1i9erVfPHFF+zevZvW1la6u7vJzc3FbDbz4osvEh4eztjYmCQA6HQ6Tp8+zdDQEPX19cyePRuTyYSPjw+ZmZn4+fkRGhrKO++8M4nSq1ariYyM5KOPPqKgoIDVq1fT29uL3W7n22+/Zd26ddx6660sXLiQiooKCgoKmDVrFs3NzTz++OPyJgphqtAoRUVFTTI1ENHU1MShQ4fIyckhKCiIhx9+mFdeeUXqD0XN6tNPP8VkMuHt7U1mZibBwcE4nU4++eQTIiIiiIqKIicnh4CAAJYuXcrJkycpKSnB09NT1nUByZS8++67Wb9+PWlpabz22mssWrRIFqtbW1ux2+08+uijTJkyhdTUVF5//XUA1q1bh06no7+/n8OHD8sBc+TIERwOBzExMXLHNDo6yvbt25k+fTqvvvoqDzzwAGNjY8yYMUPW++Li4rDb7RiNRuLi4njxxRc5deoUH374Ic3NzbS2tnLrrbfS3t4u6eFjY2McO3YMd3d3SbmHn2G9xYsXs27dOuLi4qiurmb//v0yE9m2bRs7d+7k+PHjpKSkkJ2dzdjYGBaLhSlTpuDh4YHFYmHTpk0cOnSImpoaQkND6evrIz8/nzNnzpCXlyePd+bMGXp7e7n77rvJy8vj3nvvlay3tWvXcvbsWVmPFplVWVkZS5YsITs7mzlz5lBfX09xcTEff/wxNTU1/PDDD4SEhNDY2Mjvfve7SXW+mJgYCbPFxcUxPj7OgQMH+PHHHzly5Ajz5s2joKCAc+fOMXXqVOx2O9u3bycsLIzp06fzl7/8hddee43GxkYiIiIYGhqSu/KmpqZJLFKtVst7773HwMAA+fn5DA8Po1ariYqKkoSTt99+G7PZTE1NDbt27ZKyoRtvvJGioiKqq6tJTExkx44dfPDBBxgMBkkYam9vl8xtQMqLli5dSkJCgpTVeHt7M336dL799lv27dtHeno6/f39hIeHM3XqVIqKinj55ZeBn7PU3NxctFqthN0OHz5MdXU1jz76KB9++CHffvst8F+mBQ8//LCUQpWVldHd3c23336Lw+FgZGREbtTFhqCrqwur1cr27dv5/vvv2bFjh8zCQkNDJdu5oaFh0oIpyie7du2SG6+hoSG5gbvppptoamriz3/+M1dccQWenp489NBDNDU10dHRQWNjI2NjY0RERLB8+XLGx8elLlxknKLOp9FouP/+++no6OD111/niSeewMfHh/Hxcb788kv8/Pz4wx/+wKefforL5eKFF16gq6uL5uZmHA4HDQ0NNDU18eijj2IwGBgYGODQoUOoVCq6u7tZvnw5fn5+fP311wA0Njby17/+lbS0NGbMmMG9994rodwTJ05w2223ccMNN9DQ0MD4+Djx8fFs375dGmAUFhbS2dkpa8lqtZquri4+/vhjPD09+fzzzydtrsSG9+uvv5blF4EcVVRUsG3bNpqbm/nnP/8pN4dPPfUUzc3NjI+P87vf/Y7m5masVisvvfQSVquVI0eO8P333zM0NCQX94lrgpAbTZkyBfh5g7dv3z4KCgpwc3Nj/vz5JCcn89lnn0kt9/r167l48SKvvfYaMTExZGZmYrFYJJw9e/Zs/vKXv7Br165Jx/s/xa82Lpg+fToOh4NXXnmFjo4O1Gq1XJ0F2+3w4cMyq7RarSiVSq644gpOnDjB9u3b8ff358orr2TdunXk5OSgVCrp6uqioqICm80mjyeKvgKGy8vLY8WKFWRnZ1NTU0Nrayt//vOfcXNzIyoqigceeIAtW7ZQXFyMzWZj0aJFhISE4OPjw5EjR+jv76esrIyenh6p+5k46er1egIDA7HZbLKetmHDBsnu27t3L01NTcTGxkq9llqtpqOjg7a2NsrKytDr9URFReHu7o6fnx+pqamcOXMGu91Oe3v7JPp+SkoKFouF/Px83N3d8fb25oYbbiA+Pp6wsDBSUlIYHh6WA76+vp6LFy/S2dmJu7s758+fJzc3F4fDQVJSEk1NTeh0OrKysggICPiFo1FDQwMhISEMDQ0RFBREUFAQd9xxB8HBwbS2trJ7926mTZuGVqvlgQceIC4ujg0bNvDss8+ydOlS5syZwzvvvCN3vTt27MDHx4cZM2bQ1NREa2urPN7w8DD19fVSc1dXV8fAwICsGcbExEjx8qVLl/juu++kKF08u/7+frkw2mw24uPjJRlo5syZ1NfXk5+fDyAp+iJbCA8PZ3BwkLy8PP76179KY4Dg4GBuvvlmmT2LbKClpUVC52+88QaxsbFs2rRJsn4NBgOPPvqohBIFQcFisUhjhRtvvJGjR49SXFzM3XffTXZ2Nrfeeiv+/v5UVVVx8uRJrr32WtRqNa+88oqsoa5cuVKOnSuuuIL4+Hg0Gs0kpuWePXsYGBigurqakJAQtFotPj4+8vy//fZbWlpa0Ol0PP/88+Tl5XHp0iU6OzuldvrgwYN4eXnx2GOP8fHHH6NSqfDz86O7u3sSGhEQEMC9994rJU2COKLRaGhrayM6OprNmzfzww8/0N3djUKhYOvWrbS3t6NUKrn22msByMnJwW6309HRwU8//URubi69vb3odLpJEKndbqeqqor29namTZvGqlWrUCqVNDc343Q6Jcqwa9cu1q5di9lsZufOnSxZsoSsrCyptRPlIZE1CDmPp6fnJCSpurqarq4unE6n1BcLnWdPT4/Ue0dHR1NSUsLQ0BDj4+PcdNNN6HQ6KX1zOp2cPHlSGgSMjIxQXl5ObW2tRJLGx8ex2Ww0NDRQXFzMmTNnpFFDREQE3t7eMjsTZLsTJ07Q3t7O2rVrqauro7u7m/z8fJlhivmmtraWBx98kPHxcblghoeHc/vtt9PW1saePXuk+9dEpxx3d3f0ej1NTU3U1dVx44030t3dTVVVFR9++CERERG89NJLVFRUUF5ezpEjR4iKipJyrIk107i4OFauXCnVCP39/Zw7dw5fX1+SkpIYGhrC29ubO+64Q74/r776Khs3biQzM5PKykqioqKYOnUqBw8eJDAwkLS0NHQ6HQ6HA4fDQX19vSQsDgwM0NraSnl5ORqNBg8PD4xGIzNnzmT+/PkMDAxQWlrK7t27sdvteHt7SwQoODiY119/HY1GQ39/P2+88QYOh0MuqNOnT0etVvP6669PIjb9t2vh//iv4kMKBXFxcSiVSo4ePSoJM0I35HA4JGza2NgoNVpNTU2SUVdSUsKRI0coKyuTWre2tjaKiopQKpW/qAEIgatgx4WGhpKYmEhYWJjUY46NjWE2m4mKipLOLeHh4UyZMoUpU6YQHh4uhegKhUKaFRQUFEi6NPyXJZgQ9ba2thIZGcmUKVNITEyUbEixgEdFReHt7Y27uzsjIyN0dnbS3d1NX18fvr6+BAQE4O/vj0qlQqVSodfrJw1cLy8vgoODJUPQw8NDut+I3bRGo5Hs2r6+Pqn/FGYGtbW1VFZW0t/fj81mk7IdT09PPD09J0F7QqgsJjZfX1/S09Px8fEBoKGhAQ8PD7RaLWfOnMFgMJCUlEROTg7V1dU4HA6qqqokbF5XV0dbW9sk66+J4ebmJuUmzc3NkpXm7e1NTEwMGRkZEsZsaGhAo9HInXNQUBBeXl7SRaWrqwuj0SgZmv8JWw4PD9Pb24vD4ZDQuyCc5ObmysXYw8ND6jinTJmCTqeTC8P4+DihoaGcOXOGpqYmAgICSEhIYMqUKWRmZk4yE6ivr6eyspKhoSEJ2ZtMJsmYVCgUhISEkJ2dLevWAvLr7e3l0KFD9Pb24uHhgclkkuQ3YUbh4+MzyRqwrKyMkpISqqqqUCgUUtDu4+ODRqORk4pSqSQoKEgy05ubmxkdHcVoNEr9WUREBL6+vqjVaslInEh+E+J3sekR7NHOzk7Gxsakk5CoAdvtdsrLy+nu7iY0NFTqndPS0qTxh91up7+/n/7+fjo7OydtHEdGRujv76eyspLW1laJNPj7++Pt7Y2vr6/U3ApijJubmySqibnH5XJhNpvx8PDA4XBgtVplTXRiKUQw8wUMK8aam5ubZIHqdDr8/f1pbW2ls7OTkZERfH195XwQGBiISqWipKSEyspKmpubJVw8kU3tcrmw2+309vYyMDBAR0cH/f39GAwGIiMjCQ4OltCjgMKrqqqora3FbDYTExNDamqqZJc2NjaiUqkkWufl5YW3t7c8nslkYu7cufLdF0oAtVot67QNDQ20tbXR3t6O1WolODhYSs6ampqw2+1ERETgcDjk50QZq7a2lp6enklzWHR0NKmpqUydOpX09HRJIhPmMD4+PiQnJ5Oamkp8fDxKpVK666jVasmnEOxZMX+GhoYSGxs7KaMV46u+vp7Ozk75bHU6nXxXxDylVqtl6c3lcmEwGEhJSZHuPuXl5VRVVVFTU0NdXR0BAQFMmzbtF/PYfxe/KsNUKpUsWrSI8+fPs2XLFt59911aW1vZuHEjISEheHl5UV9fj6+vL8HBweh0OgYGBigpKWHdunUkJSWxfPly6urqUKvV1NTUcP3119Pa2kpzczN33303DQ0Nksih1WpJSkriwoULqFQqvvrqK2pra8nJyWH79u14eHgwa9YsHn74YVpbW/niiy9klnbbbbdRWVkpM4yVK1eyatUq1qxZw5EjRygsLCQrK4v9+/dz6NAh4L+ylM2bN9PX10dlZSXnz58nMjKS6667jujoaBoaGvj888+ZNm2arP+MjY1hs9k4ePAgxcXFuFwubr75ZomRm0wmwsLCuP7667n11lu5dOkS8LMThaenJwcOHKCmpoba2loOHDjA8PAw4+PjGI1GnE4ner0eu91OYGAgs2fPZtu2bfj6+nLHHXfg5+dHYWEhZ86cISAgADc3N3788Uceeughli5dyrPPPovD4UCpVLJs2TL6+/vZunUrxcXFmM1m6bBy4cIFKisr6e3txWKxMH/+fCwWi5zI//73v/PVV1/x6quvSvp+XFyczPhWrVpFQEAAO3bskANpzZo15OXlkZeXh0KhwGg04ufnR2JiIunp6UyZMoVDhw7h4+PDc889h6enJy0tLZw8eZKRkRHq6ur47LPPZP3GarUyY8YMCWPV19fLd9NoNBIUFER+fj7e3t4sXbqUffv2ydp2REQEFouFpqYm9uzZQ19fH1deeSUXL16koqICDw8PqVEdHR2lpKSEt956iyVLluBwOMjLy6OtrU0e78MPP8Tb25s1a9ZIzeOVV17JtGnTuPrqq3n99delnjY2NpaUlBSef/55aSGYn5/Ps88+S0JCAk1NTdTU1DA2NsbMmTPx8vKiv79fHktkKUIyIrJGd3d3UlJSZJ1m1apVOBwOFi9ezF//+lf++Mc/kpeXR2RkpHyWp0+f5ssvv+S3v/0tjY2NPP7448TExEjmNvy8i8/NzWX//v1UVFTg7e3NY489xurVq+nq6pIL99NPP017ezvbt2/Hz8+PadOm8bvf/Y6NGzdit9tZvXo1GzZswNfXV8Lgp06d4i9/+cskwxBPT09CQkIoLCzkwoUL2O12brvtNukMVFtbi8vlYu3ateh0OoxGIzk5OXKREePFzc1NZnKHDx/mjjvuoKurix9++GFSKWTatGlkZGQwf/58nn/+efLz89mwYQPnzp2jsLCQDz74gLCwMIm8ZGVlSW1hW1sbUVFRVFZWUlJSwv79+2UWe9VVV7FmzRr8/f2ZPn26ZMxWVlaiUChIS0vD19cXT09PVCoV1113HUNDQ3I+hJ81olarlYGBAd566y3uvPNONmzYgEaj4bvvvmPnzp0sX74cf39/QkND6e3tpaGhQV6bkO8tXLhQLkSi7vzkk0/y4Ycfsn79esm8njFjBnv27JGLyYwZM7Bardx2223S/zU+Pl7Kkb766ivJbgZkzdNkMtHX1ydZ6IWFhdxzzz3ccMMN+Pv7y3KETqfjkUceoaysjEuXLrF582a++uor9u3bx9NPP82BAwekycC0adNYsWLFpDXoqquuIjg4mOPHjxMTE0NkZCTx8fG89dZbHDlyhD//+c8kJiYSHR1NVlYW/v7++Pv7U1tbS1FREe+8846cN5csWYJCoaC/v58tW7Zwzz33MG3atEnw/f8pfnUNc//+/VIXVFBQgEql4qabbqKsrIzBwUGKi4tlHez+++/nzJkzVFdXS8u87u5uDAaDpPIL94/AwEB8fX0nkX6cTif19fVYrVba2tr45JNPJONP/O7UqVN57bXX8Pf3Z9q0aezbt4+SkhLq6upkppaQkCAp9UVFRVJblZubK6224GdKdkZGBp2dndI6Sa1Wyx3NTz/9RGNjI2q1mra2NhwOBxqNhoqKCurr64mNjZULyK5du0hLS5N+nP39/eTk5EzanbW0tEhK+ZkzZygrK8NqtZKRkUFSUhLfffcdQ0NDREVFcfToUdzd3VGpVJSWltLb28vhw4fl+axfv14a1V933XV0dXXxxRdfyBqmYPxOnTpVusWYzWYuXbqEv78/aWlpzJw5k7CwMEJCQli9ejVWq5Xi4mIWLFhAW1sbg4ODtLS0yAkuODgYDw8PKfafCAH39fWRk5MjTY8bGxtJTEzEy8sLm83G0aNHOX36NEuXLqWhoYE333wTPz8/AgICSE5OZvv27VRUVGAymViwYAHe3t4UFBRQX18vX/KJWYOvry9Tpkxhzpw5eHt7y3s+MDCAyWSS+tnOzk4SExNRq9WcOnWKuLg4srKyuHTpkvx8cHCwdAQSWjwhcxHh6ekpLdwaGhpob29n8+bN6PV61Gq1FEQXFxdLwsjUqVPp7u4mOTmZa665hvj4eEnuMBgM6PV6jh8/jtFo/IVdnYeHB3PmzGHDhg289dZbkowltMBZWVns2LFDerkqlUqOHDnCwYMHCQgIICAggODgYBYuXEhycjIzZ87EaDRKvVpjY6PcqOr1etLT09FoNFLs3dLSwmeffSbh96qqKq688kp5jkNDQ5w9e5ba2lpKSkowmUzSqLyzs5M333yTnp4elEqlzF7FIibs1ZYuXSpJaLt375Ykrfz8fEkwhJ+z+7i4OHJzc6mvr8disUif69LSUqkt9vPzw2AwEBgYOAkCnj59OrNmzUKv10uT+cjISMmknzlzppSuzZ07F5fLxWeffUZiYqJknyqVSry9vbn22mvx9vZGoVBQX19PTk4OQ0NDsg6mVCqJi4ub5LokNLyC/JiTk4O/vz8hISESVVAoFDgcDs6cOYPVaqW5uZmgoCDWrFnDwMAAFouF8PBw9u7dKzfg4l5+9tlnDAwMSMZ5UlISer2eXbt20dvbS2ZmJsnJydIZqaqqCoPBQFhYmORmDA4Oyvphc3MzixcvJjQ0VEq1RAjJkp+fH3V1dRw4cICFCxfi7e3NnXfeSXJyMgaDAZfLJYlzqampKBQKhoaGpMPW4sWLsdlsMtsPCwsjIiKCsLCwSePu3XffJSwsjISEBPr6+mhsbOSKK65g4cKFGAwGysrKSEhIYOrUqfj6+tLR0cHZs2epq6ujq6sLl8sl6+JFRUXcdNNNhISE8MMPP9DX1/cLrfz/KX61DrO4uBilUkloaCi1tbX4+/uzcOFCbDYbbW1tWK1WGhsb8fb2JigoSMInQUFBUowsFk+HwyHhJ4PBgMFgmMT4Gh0dpbOzU+rV9u/fT09PD8PDw8yaNYuoqCgSEhJ44oknSElJYeHChfT29lJTU0NpaSmJiYn4+PgQGBhIQ0ODrHklJCTg5eVFSUnJL0S/RqORwsJCydLz8fFBrVZTUVHBhQsXaGtrIykpifb2djo7O1EoFJSXl9Pc3ExCQoL0JhW6yaVLl6LX66Ujx8TMoaOjA41Gg6enJxcvXpRuHiaTibi4ODo7OzGZTERGRpKTk4PD4ZCu/mazmdLSUmw2G3q9nqlTp9Lc3Exvby9paWlcuHCBgoICOaG5XC4aGxuZPn06c+bMISAgAJvNRmlpKUuWLCEkJITIyEj5/QKKtdlszJgxg6qqKjmhCLG/gIKEvm7iBC8kQGIy6ejoICkpSS6YAsZasWIFVquVQ4cOSZg0IyND2oLpdDop2/jxxx/p7e3F6XRK5xwRnp6ehIeHy42X2WymuLiYwcFByXwWZvjBwcF4enry/fffM2PGDHnvxLVHRkZiNptlxinYhBMHrslkkrt8UfNetmwZra2ttLW1SXF7XV2dZMQKgpDQsXZ2dtLZ2Ulrayupqal4enpSVFQkF/iJ3UM8PT2JjY0lOzubr7/+Wr57gvkXGBjI+fPn6e7u5p577qGgoIDi4mIpK7FYLKxbt47IyEji4uIICQmRtmjC6UhOBv+PCYGwO+vo6ODQoUPU1dWRlJQk2bhC/iQE9Xa7XXoQTywndHR08OOPP8q6eWJi4iSSkcPhwGazERUVha+vLx4eHpw7dw74ecHp7u6WMGZzczN9fX3SYKK8vJykpCQiIiKIjIyksLBQEngEFP6fLNmIiAhiYmLo6OiQNmw+Pj6StZyYmEhpaSkNDQ3ExcVRWVnJ4cOHpdRH1EjVajUpKSkEBAQwOjpKW1sbFRUVNDQ0TNrMifs0NDREbW0tarWauLg4tFqtbMqwfPlyAgMDpQ+ykL60tLTQ2tpKSUkJa9asYf78+XR2duLl5YWXlxfl5eWTNv19fX2cP3+enp4eQkNDgZ8TgdHRUX744Qc0Gg1JSUnMmzdP3hdhiCLgbLPZTFxcHE6nU8Ld4v5evHhx0jhob2+noKCA5ORk2tvb6ejokOY1UVFREhJ1d3eXGnUxzzudTqqrq/Hz8yMiIoLW1lbJUhaoyH8yZS9evEh3dzdr1qyRZR6j0UhaWhoeHh4cOnSIsbExWeYQiGRPT4/06z19+jS9vb3SbMfLywuVSiVZvb8mfrXTj/CGNZvNNDY2otFoSE9PZ8aMGdJZw+VyYTKZcHNz4/HHH+e+++7j9ddfJzc3l5qaGhYuXChF60899RT+/v6yJjVx0nVzc0Oj0UgbMnd3dxYsWMCsWbNYsmQJbW1tXLx4kZtuuony8nI2b97M4sWLycrK4syZMzID6u7uljR7AaeUl5cTHh6Om5ublAscPHiQvLw8lEolYWFhZGdns3LlSpqbm3nooYdYuXIlGRkZ7NmzR9Y+qqureeaZZ7jmmmvIzMzkN7/5DVdeeSUffPCB3BnGxMQwPDzM9u3bJ01MVVVVOBwO1q5di8FgYPbs2Wi1WkJCQqSFWEZGBkuXLiU/Px+FQiE3KMHBwQQGBmI0Gunp6eGTTz7huuuuIyEhgRdeeAG73f6LSddoNFJeXs4rr7xCSEiIJEGFh4czPj5Oc3Mzf/rTn3Bzc+OOO+6Q2ZdOp5Pemdu3b+frr7+mqqqKu+66C4vFIrVaE8XvgYGBPP7445w6dYrCwkKam5vRarXEx8eTlJTE9u3bOXnyJI8//riER377299SXV3Nww8/zP33309/fz+PP/44er1ewrXz5s0jNjaW5uZm8vPzJZQoGM9vvvkmGRkZ3HzzzfzrX/+SLjRvvPEG8+fPx+FwUFJSQn19PUuXLqWsrIwTJ05IaF2j0fDwww+ze/duXnjhBV5++WXS09O58sorpRsLIM0CsrKyJKPVbDZTVlZGQUEBqampWK1WysvLqampYfbs2RiNRrmr3rlzJ/X19ZhMJm666SZppiBkLV5eXrzzzjvAz36kK1eupKKignvvvZd//vOf5Obmcvfdd1NTU0NJSQk6nU7WZicacjz44INShvXmm2/K7FIYepSVldHc3DwJ+WhsbOTPf/6z3Kh0dHRIeZhAF4T2MT8/n2PHjlFWVsa8efP44IMP+PDDD9FoNGRmZlJYWEhrayubNm3iyJEjNDU1sXnzZjo6OmRGO3XqVJYvX85HH33E3Llzue+++2QHne3bt3P77bcTEhKCTqcjJyeHlpYWxsbGuPvuu/Hy8mLv3r0kJCTIzOLw4cN8++235OfnS9RrYs1U+DAXFhaiUqkICAiQcHd5eTnnzp3Dx8eHxYsXS9mQ2WwmMjJSGuVXVlZK6ZgwKUlJSZESsNOnT8s54r333mP27Nk88sgjvPjii7i5ubF69Wq5YAp42mQyERoaSm5uLiMjIzzzzDMSvZo2bRqlpaX87ne/4/PPP5cyvLa2tklESS8vLxYtWsT1118vUY5Lly5RWVnJvffeS1tbG52dnRJxEt2kVCoVbW1t7N+/Hx8fH2666SaeffZZmpqaWLBgAR9++CHj4+O/KBdYrVby8/P58ssvWbZsGdu2bWNsbIxz587xyiuvSEmYyWTitttuY8qUKfj5+VFcXEx3dzdHjx5l48aNXHHFFRw4cIDIyEhuueUWPDw8OHLkCNddd92keeXdd98lNjaWrVu3cvXVVxMREUF9fb00chCSvldffZWSkhIpv7rjjjskEaytrU2asJw/f56+vj7effddPvvsM955551fpcX81TrMrq4uAgMDZUosDLyF2HZ4eJhly5aRkJAgWVGNjY10dHQQGRnJ1KlTpRBd9L6rr6/n4MGDLFmyZNKCqdVqSUlJITIykvr6ejmotVot7e3tXLhwQbqeBAQEcPPNN8v2S1dddRUJCQk4HA52794t9WiClNDT08OhQ4cmZSkC/587dy5jY2OcP3+eoaEh3NzcSE5OJi0tDS8vL0ZHRzl27BgDAwPcfffdpKSkSFLA+Pg47e3t3HTTTQQFBWE2m+Wu5T+d/gWlXQwa4ed64cIFhoaGWL58uXQmiouLkz6WtbW1OJ1OCSepVCr6+/slbCsIAwKqErBoaGgo8fHxJCcnS11ccXEx3333HRaLhcTERAkFCeahoJqHhYVJ8wVBnNFqtTQ1NVFUVCTlFyLGxsbo7e2Vu28BObu5uXH33XeTnp6O1Wplzpw5Ur8mDMrT09Ol3lQw8MSAg58XkNmzZ9Pd3S1Zq4LkYbfbaWxs5OLFi7KLy5VXXombm5tcvCoqKujv7ycpKYnx8XG5Wblw4QIXL17kwoULGAwGNm/ejEKhkI5JEwliwcHBmM1mvvnmGwnDCh1yRkYGzc3NBAcHc9NNN0l7wA8++IBrrrkGg8FAR0cHycnJaLVajhw5wvj4uDT7rq6uprW1VY4FNzc3/Pz8pLWeIDt4enpy4403otVqOXTokCS39ff34+Pjg4eHB8nJybS0tFBdXU1sbCyArPM6HA66urqkU5YIAcnW1dVRUFCARqOR9bezZ8/KTGLr1q1YrVbZkUin00kHor6+Pmk9qFKpyMjIkBsnUfIQ4e/vLzv8OJ1OfvzxR8xms6zlCXbw/v37JSLQ0NAgTdCbmppoaWnh9OnTXHHFFXJMnDt3Dk9PT1kLFVFaWirfr7lz5+JwOGhpaUGr1RIeHk5JSYkUt7e2tkrnI2HmLRYB4cwUFRVFREQEKSkpDA0NTcqe1Wq1lFaFhISwYMECafkoFvHVq1eTkJAgv2/q1KkkJCTQ3t4uzeWF843FYqGjo4OhoSEqKiokqiTCYDAwbdo0KisrKS4uprW1VW6kLly4IDXMIyMjWK1W6XscHBwsSZpOp5O6ujrmzZuHy+UiOjqaAwcOSBLkRPOV2NhYVqxYgY+Pj9wc+Pn5oVQqWbt27SRP65KSEmpra1myZAleXl5MmzaNkJAQ2eIxMjKSjo4OKisrpQlLZmYmR44ckXP/iRMnaGhokK3pmpqapJeuRqNh/vz5UlctMkgfHx/pTCWSNZfLxRtvvEFAQABGo1GS/iY2dPif4lcvmMKVJSQkREo7fvrpJ4xGI+Pj41itVlatWiUfQENDA/n5+XR0dMg+ZQIrN5vN1NXVUVZWxsGDB0lKSppEWfbw8CAhIYGoqChJcRZ1kaamJi5dusSBAwcYGBjgN7/5DevXr+fJJ59EqVSSmZlJWloaHR0d/PDDD/IFFS1lFAqF7E038Xhms5mZM2fS0NDAiRMnKCkpITg4mJUrVxIeHi6p3QUFBdhsNm655RZp6CCsn2pra7n22mvRarUoFArJbBQ1ExEC8hseHqaxsZGqqiqCgoIkrPPwww/T0NBATk6ObL8ldFkul0uKwoXxgNAaCoMBi8Uyqb2Xn58f0dHRZGZmysHY1tbGsWPHiI6O5tprr8VkMjEwMCBh8N7eXjlRCbgkJCRE9vtsbm7mp59+kibZIgSc7unpSVhYGKGhodTX19Pa2sozzzxDWloa4+PjrFixguLiYn744QfGx8cxm81MmzZNMtxWrFghYf1169Zx8eJF+S5NNJ0WraycTifd3d1ycY6JiWHTpk2yq8SRI0cknBkaGopKpZJdEwQb9MyZM6SlpbFhwwZOnz4ts9CJnXSER+rXX38txeutra2sXr1a1kSnT5/O4sWLqa2tlT0/ly9fjlqtZmhoiClTpqBQKNiyZQtarRabzSav6/jx45MWTMGGNJvNsj2dp6endIj59NNPSUxMJCgoiL6+Pnx8fKTNYk9PD5WVlVxzzTVYrVbq6urkznt8fBxfX99JNT6xYF64cIHS0lLi4uJYu3YtGRkZPP744/K8zpw5Iw00BMlP6AcdDgfnzp3Dy8sLi8Ui6/tdXV2/WDAFwz0mJoaWlhYOHDhAYGCgFPKLjfk///lPpk6dSlRUlIQpBRtf1KiysrIkbFpUVERsbCwzZsyYNMlXVFSgUqmknMHDw0PaucXExLBnzx7JCrXZbGRnZ7NgwQL27NlDZWUlBQUFXH/99VgsFurq6oiKipKdfYqLiyext9VqNddeey2enp44HA5mzpyJ0+mULcsUCgVLliyRhguVlZXExMSg0Wik4X1VVRVWq5WoqCgSExMlYiCg14lJhjCT2L59O4WFhVRUVPDAAw+QmpoqdYminCF8ouPj4yUULja6lZWVzJkzR5qRHD16VMLiE9+VyMhIFi1ahFqt5siRI7z77rukp6cza9Ysbr31VvmdPT09/OlPf5JcBpPJhMViITMzE41Gw8DAgFwPioqKpH/0vHnz5HUCHD9+nODgYGm+IpyZRkZG8PLyYu3atURGRkpmudFoJDIykm+//RaVSkVWVha1tbUUFhbyt7/9jc2bNxMfH09NTY3c+P1fs8ZTqVSStbRlyxY2btzI1Vdfzb333kt5eblc0UdGRjh27Jik+ovFStjNLVq0SBqjv//++wwMDJCZmcmzzz47ScsnMr64uDiGhoZYsGABycnJ0o8xKCiIjIwMuru78fDwIC8vj8cee4yzZ8+yadMmZs+ejZ+fH4GBgXR3d9PR0cEf/vAHqbkJCwubxNYLCQlh7ty5fP755yQmJrJ161YJKZWUlLBv3z7c3NxIS0tjypQpZGVl8dFHH2G1WhkeHmb9+vUcOnSIZ599ls8//5yYmBgsFguNjY0EBQXx7bffcvPNN5Obmwsghby1tbWMjo4SHBzMY489Jp1KjEYj06ZNIysrizfeeINFixbxj3/8Q+L0wslEeFyWlZVJpq0gVYkYHR2VcMumTZtwuVxceeWVLFy4kNraWpqbm9m1axdr1qwhOzsbk8nEZ599Jv0o6+rqyMvLY9OmTSiVStk6SNRmenp6JsFew8PD1NXVcfDgQex2O/fccw92u/0XvU0FWainp4e2tjaGh4epra2VVn9tbW08/fTTFBQUkJ6ezm9/+1tuvvlmHA4HRqNRHi8lJYWNGzfy008/ER8fz/XXX8/3339PV1cXNTU1zJs3j4iICN577z1uu+02kpKSyM/Pl91BioqKpNHCiy++yA8//MDhw4cpLS0lJSWFt956i7vvvlt2SDl16hQJCQncf//92O12mZGL2r1Go6Grq4uCggLZozIhIYHHH38cb29vVq9eLeUz586d48cff6S+vh6bzcb06dMJDw/n5ZdfZnh4WMqdGhsb2bdvHw888ADj4+O0traSn5+Pr68vt956KwkJCXh6etLZ2UlkZCROp5N58+ZJjfS7777Lhg0beOmll/j4448JCgri+PHjKBQKDh8+LM0vhoaGqKqqYtWqVdxyyy3MmDFDml0fP36cW265hdtvvx2n00lJSQlnzpzB09OT0dFRCgoKuOGGG2hqauLFF18kIiICf39/Ojo6ZDeczMxMvv/+e/nsKisr2bVrF1988QU+Pj6kp6eTkJDAyMgI9fX1BAQEEBgYyL333suePXvYt28fN998MwsWLGBgYICzZ89iMpmkV7Ber2fp0qWcPXuWhIQECXeL6OnpoaCggDfffJMVK1YQExNDQ0MDS5cuJT4+nm3btuFwONDr9TzxxBMkJyeTmJgo37ny8nK8vLxkC6rq6mqGhoY4c+aMFPyLEF7Yws7u2LFjNDc309XVxapVq3B3d6eqqkpqV/fs2cPY2JiEijs7OzEajbzwwgvSsefSpUuUlJRw4MABXnnlFerr63n++eeBn2uYFy9elJvFrKwsfH19pcl6R0cHra2t3HbbbZSXl9PW1saqVaskH+Hhhx+msLCQL774AqvVilar5eLFi6xcuZIrr7yS7du3y/7BAMXFxezYsUP2ItbpdLIh9rfffktKSoqs3QcFBTEyMkJoaChVVVVUVVXx3nvvSVkiICVJo6OjxMbGMnv2bN577z15vPT0dLKyspg1axadnZ00NDRIa8Hs7GxKSkqkfaqXlxeNjY0cOHBAamzhZ53xrFmzCA0NJSkpSaKOH330kezt+b+uhf/rJ/ivDFNYgsHPFPS8vDwqKytlF+uoqCgMBgPd3d2STbZs2TLg50WwtLRUEjyEW4y7uztZWVnU19dLmYewxhOwjBhcra2t9Pf3SwP0qKgomTEWFBQwMDDAypUraWxspKamhrCwMFQqFTqdTrKwgoKCyMrKorGxUbLMRK20q6tLNmyOjo5mZGSEQ4cO0dDQIM24hS+sKM6LgaFSqfD19SU3NxeFQkFQUJCsr/2nMXNAQID0cg0LC5PMV2FMHBwczOjoKA6Hg9TUVLy9vWUbHrVazZQpUxgYGJC9NO12uzSxF5rRiay70NBQnE4nx44dkzCcgHOFu4cQTYv2ZVqtFpfLJRv05ubmMjg4KLO50dFR4uPjJZwkwt3dnaCgIDkQExMT5fMSovTq6mr0ej0dHR2ybtvY2MjJkydl55XQ0FDS09OJjIyUzXyPHTtGUFDQpIy2u7ub6upqUlNT8fHxob6+nuzsbNmAvK6ujtbWVgmTazQahoeHUalUKJVKDhw4IDdCHR0dknUt9Ic//vjjpOsLCQmRhJ/y8nLZfFd4CYsa07lz5ySsP2vWLPr6+jCbzUyZMoWTJ0/S1NTEwYMHJfxdUFAg30VRfx4bGyM3NxeNRsPGjRvlOQuDd1G/qaiokKQ0YYQg7BCFxnVgYIDKykoqKyulJ2dubu6kbF2j0RAbG8v58+flLl3Uw0QnEp1OR2FhIXV1dXJBnljXFzIoAbv5+flx6dIl6uvr2bt3rzSEgJ+dd86ePSvZl83NzbLpskKhoKysTMqrBPR3+PBh/P39pem2YDTX1tYSEhJCRkYGAwMDeHp60tTUNKkuFRUVRXh4uPRGra+vR6fTUVBQQFlZmfQNFkhAZWWlrPOFhISwYsUK2VFlxowZkhgouvNM1LS6XC6pkRWGBtHR0cybN4/w8HBGR0cZGRmhuLhYZnwZGRkEBwdLRnx7e7u0pwOktdv06dN/QWgSDam9vb3x8vKSlpwul4s5c+bQ1tYmbUpFXVaYhbS1teFyuaQZzZQpU2Td3mAwMDIyIvsdixCbtrlz50qNalNTk9RvajQabDabnC+EckHoPg8dOiSbm0dHR0sZiICgRdszEaJnqK+vL0ePHqWgoEB2xyouLsZkMkkYVtgAqlQqDAaD5NdoNBr6+vqoqanB398fh8NBTU0NIyMj+Pn5SRvK/yl+9YLZ0NAg61z9/f3Y7XZ27twpZRvNzc3ceuutJCYmSg9KPz8/aT1WWVnJqVOn0Ol0LFy4EL1eLyGFa665hurqarlgjo6OYrVapbOFQqGQIn3RSqu/v59ly5bR1dXFoUOHqK2tJTMzk1deeYVHHnmEmpoaTCYTHh4eeHt7o9frCQ4OJjw8nJCQkEkThZj8hAhaiM/b29tpaGigq6sLrVZLamoqfn5+0lfWaDTi4eEh6z0pKSkcP34ctVrNnDlzUCqVkiE3sSVVWFgYGRkZrFixgu7ubhoaGnjqqadob29ncHCQxYsXy5rlzp07GR8f58yZMxw+fBg/Pz9WrlxJS0sLw8PDsu1XTU0NAQEB6PX6SdCCQqGQbZW+/vprbrnlFtluR5gfdHZ2Sju4K6+8koyMDFJTUyksLCQ+Pp7g4GCee+45mpqa6O7uJiUlRW50RK1UhCD4iM4wMTExklk8Pj5OZWUlP/74o7SuiomJkZq0w4cPc+rUKaKiorjllltYsWIFISEhuFwuPv30U/bs2cPVV189STsoIKoHHngAh8PBhQsXWLp0KW5ubnR1dXHp0iV5HlqtlpGREenDOzY2xvfff093d7c0W0hOTubqq68mPz+fkpIS3nnnnUkZdGpqKomJiZw6dYrTp0/T2NhIamqqrKHq9XopiBYscaGN0+l0eHl5cf78edmwOzs7W3brmeiJLMbB8ePHWbBgAU899RTV1dW4XC7S09NxOByMjo6SnZ3N/v37aWpqIjk5WU4swhh8fHwcDw8PbDYbR44cobS0lIGBAXx9ffn73/8+CWkRdbAtW7Zw7tw5uXgEBwdLwwzhfDWxw71arZaMb4ApU6awdOlSKZjfu3cvOTk5dHR0TDJfF2zHGTNmSNG5gOd9fHz4/PPPJfs7IiKC3t5evvrqKwnPimzM39+fr776iuDgYDIzM2WN9j9JP6mpqZIlKghU06dP5+jRo5SWlnL77bdLJqiQvNTV1XHNNdcQGhpKZmYm+/fvZ3h4WDZCUCgUpKSk/GKMu1wuqqurqays5Pjx4yxZsoQZM2awbt06mWT4+Pjw2WefSSOClStXMmvWLBobG9HpdOTn58tuPuL6haRpfHx8ksfx4OAgpaWlLFu2DIvFwunTp2VJY82aNeTm5lJaWsrY2Bje3t7SFKG1tZVLly4REhLC+Pg46enpLF68mICAACIjI6moqKCrq4uEhIRJOkxhOrN27Vo5D3788cdSxiX6vYqG1MIqMTo6Wmr3VSoVJpOJNWvWSD9lweMQTksiOjo6pNPZoUOHOHbsGLfccgulpaXk5+fz0EMPYTKZUKlUHD16VLaxE8YFgm8wODjI2bNnpQVnZ2cnAQEBhIeHS/b5/xS/WlZSUlJCUlISV111Ff/85z/R6XSTrL26urqkxdjUqVMxm80MDw9zyy23SHj0/PnzshB73XXXUVFRwaFDhzhw4MCkdL+9vZ1XXnmF/Px8RkdH+eSTT6TIdc6cOUybNo309HSqqqoYGhpi6tSp0jg5IiKC119/ndbWVnJzc/H29sbpdLJ37162bNnC1q1b+cMf/jBp0rXb7YyPj/PQQw+h1+v58ssvWbBgAUFBQdx3333y4QtjdFHDE7vX1NRUTCYTSqWSS5cuyZu+f/9+EhMTufPOO3njjTfk8bKyspgxYwZnz57l888/p7i4mJdeeomLFy9SWFjIY489RmFhIT/88ANPPPGE7LkpWowdP36c7777js7OTuLi4ujq6kKn03HLLbeQk5Mjm8jCf9XBmpubycnJYfHixZw/f5633noLjUbD2NgY3d3d3H333SQnJ3Pw4EHGx8cZHx+XtS5hTydIGHfccQcWi4WBgQGKioo4c+YMu3fvBpC7RoPBQFVVlSQ2BAYGcu2118od5/Lly2lra+Ps2bOsX7+ejIwMXn31VbnjPnHiBEFBQXR2dvLFF1+QmpoqBfoTd57z58/n6aefljU0Pz8/vvjiC7kbz8jIQKfTcfLkSdmz8dKlS/j6+uLt7c29995Le3s7p06d4tZbb2V0dJStW7dyyy230Nvby7lz59i6datcWJKTk8nIyODChQvceOONsrerqKtv2rSJ+fPnExQUxJkzZ2hubmbPnj2StRseHs5tt92GVqtlx44d+Pn54efnx8aNG3n77bfZsWOHfH/c3d25/vrrpbRAZCDC9KOqqor169cDEBQUREBAAIcOHeLSpUsyYwoKCiIvLw+Hw8HQ0BAxMTHEx8eTkpLCbbfdRl5enjSdGB0dxWazcfvtt7N8+XJOnz7Nli1bcDgcBAQE0NXVxbFjxyTZxeVysW/fPmJjY3nwwQdpamqSkhpheSgypiuuuIJNmzbxr3/9S2aZq1at4q677pK155MnT/LSSy9JacuUKVMICAggNTWVv//971RVVXHPPfdQVlZGfX09N954IyaTCY1Gwx133IFKpaK8vJzp06fT3t7O+fPnJ2Vh7u7uDA4Ocvz4cdl+8N1335XM9Li4OLmhWrx4MQqFgsHBQcrLy+nt7SU8PJwzZ85QUlLCli1bcLlc0vfYbDYzd+5cdu/ezejoqGQ4Dw4OcsUVV+Dv709fXx//+Mc/pI2fRqORrjtTpkyRZS0BLS9ZsgS9Xs/OnTv58MMPueeee6ivr+fIkSMsXrx40jjQaDRERERQU1NDc3OzNK/v7+8nLS2NwcFBWltbSUpKkglJfX09RqORjRs3Sou+trY2aYIujBkEqnXp0iXOnDkDwLx581izZg27d+9mypQprF+/nnXr1lFXV8eRI0dYtGgRbm5uXLhwgfDwcPr6+ti6dStLliwhLi6O1atXc/r0aaqrq0lPT+fw4cNs2bIFvV6PyWSSzTVELFy4ELPZzPTp0+nv75eevMPDwxgMBqxWKz/++CM5OTlSKhQXFydr/adPn+bs2bPU19dLnoVoQ1hXV8fY2Nikjf//KX61l6zw87Tb7bLRqfCiFCJqAbeZTCZpAp2amkpnZydVVVXMnDkTg8HAiRMnCAwMlN0WIiIiJr3YomG18BXMz8/HZrNJ26rh4WHpDavT6QgICJDtb4Q2TDjpt7e3MzQ0RGJiIgUFBdK4eSL5wNfXl8TERIxGo6wvCigkJCQEvV4v4ZOJ3oyCtZidnU1vby/u7u7MmjULX19fCWmKF28iK9dqtdLe3i59T9va2sjLy6OhoYG+vj7q6urkJCXs1vR6PV5eXlJqIYycjUYjNpuNvr4+zp07x/j4OHFxcZw6dQr4GR0QcIzQlfb29kp2o2gIHh4ejlKp5PTp0/j7+8vvdXd3lyYFwj6sublZQlFhYWGTYDaHwyEb1w4PD8u2aF1dXaSkpEj9mIBZOzs7KS8vx2w24+XlxZQpU2R9SFjeCessrVYrJwERPT091NTUSIarYPONjIxI3ZfZbOaqq65Cp9Nht9ul7kypVMoMV/R6FIbcQs4kiBginE6ndDgRFo/BwcEoFAp6enpwOp20t7dLj1Nh/9bS0oKPj49sJ6TRaIiLi6O+vp6Ojg65cRFZgehQcv78eemrKuRbAQEBkoRms9koKyuTxIyuri5poxgaGio7TwjdoegmFBwcTElJySRtnUKhkC4xwuxamHSsWrUKhUJBXl4e3d3dclEfHR2VrOuenh5GRkZk1w3RBKGvrw93d3cqKysn6Z+FvaDVamV8fFzqHYWl2dDQkCwbiDlmdHRUmqWLeyv6oMLPpaKCggKcTqfsciOiuLiYsbEx+vv75XgSOlij0UhRUZG0iKysrJSEK2GB6HQ6aWtrw83NjaysLDkO1Go1drud5uZmeV9cLhe1tbUSTq6pqWF8fByTySTnHqPRSHBwMEqlkvDwcNldqaCgAG9vb0wmEx0dHYyPjxMeHk5nZ6d8zqK7y8Q5U6VS4eHhgV6vJzw8XELzNpttUt9OsTgKswKxOIm5r7S0lKGhIZlUiDr6RGKmVqvFbDbT3t4utepibvbz85MQaUxMDNXV1dKZqbq6moGBAWw2m7QLFDZ1zc3NTJ06VTZ0nzhn6vV6VCoVVVVVsqw0OjoqtbiCvBMXF0dDQ4M8XkVFBXq9nsjISE6cOCGJf6IzkdVqld1a/q9Bskqlkt/85jd0dXWxb98+qS88ffo0sbGxhIWFkZWVxeOPP87Jkycl6SU0NJQXXniBv/3tb7z//vu8/fbbnDt3jvfff58lS5bItk+rVq2iurqaN998E0DCm4Id+vLLL0sjgqCgIMkmnDdvnmTTipdT4OM2m42wsDAOHTrEwMAAzz33HBqNhsrKSvmgRCQnJ3PTTTdhtVrx8/Nj9uzZfPTRR4yOjjJ79mwSExPp6Ojg1VdflS/KvHnzJMR01113ydY1Dz30EEqlkp6eHo4dOybrIRNT/YsXL+JyuZg5c6Zc+J5//nm0Wi1Go5HPPvtM1sqysrIwm82yI/rIyAhdXV2SMCMWkaKiIp599lnuv/9+1qxZw5dffikNmPPz8zEYDISHh3PixAl8fX258cYb5eKxYMECuXB9++23LFy4kNjYWPLy8nB3d8fT05OysjI5eHft2sW0adNYtmyZlP6IsNls7Nq1i7q6OvR6PX/5y1/45JNPOH36NO+88w4fffQR5eXlZGZmYrPZJCnJ19dXdhAZGxvj+PHj9PX1SS/Y6upqyRKeyFoVlmbnz5+XWUliYiLDw8N4enrKVnC33norW7Zs4dKlSyQnJ8sFJzAwUFrf/fjjj/j6+hITE8P+/fsJDw9n3rx5k6QJra2ttLa2EhwczOnTp+nq6uLOO++UfrJWq5UzZ86Qn5/Pb37zGzkQBwcHiYuLY+PGjbL+J4ynjx8/jtVqlYQosQEZGhrixRdfZMOGDfzxj3/kxRdfpKGhgZGREa677jqysrJYvnw5d999t3Ristls1NfXMzw8TGZmJps3b6alpYWGhgZZj4uMjCQ6Oprvv/9+kjRBqVTi5eXFuXPnZDcVYfG4fPlyPvzwQ95//30qKiok+iDYh6+++ipGo5GQkBApH+jp6ZEljeHhYdra2iZJLyoqKti1axejo6MEBASQnp7O1VdfTV9fH6WlpTQ1NdHU1CRlV1FRUZw7d052LhGmE0qlkoCAAOnO9emnn0rLwIkEuO+++478/HyWL18uDdjvuusu2VBbbBzT09MpKCggLi6OOXPm0NDQQEdHh3QBiouL4/XXX+f777+nra2NsLAwLl68yMmTJ2WW4nQ62b59uyQOffPNNyQlJXHfffeRm5uL0+kkLCyMzMxMent7mTp1qlQBbNmyhaSkJMLCwsjNzSU5OZnrr7+ebdu24e7uTmJiIhEREZPkTqItlvCyFn0wx8bGOHToEFVVVdTV1ckMy2q1kp2dLR2WDAYDCoWC8PBwnnzySYqKimSmb7FY2Ldv36RxLtrciVLEyZMnSU1NJTIykunTp8v64Zw5cyQB1GQyUVRUxOnTp2VCotFo2LVrl9Smx8fHYzKZZPuu/wzhHysSst/+9rfMmzePP/3pTyxYsIANGzbw4IMP0tDQIL2iZ8+eze9+9zveffdd2Thk7dq1REVFUVRUJE3wBY/gf4pfbY139P/p9p2RkSEbgop2NgIm8/LyIiEhgc2bN1NTU0NXVxe7du0iKyuLFStWSKJKbGwsX375Je7u7oSFhfHAAw9M8ny02Wx89dVXWK1W3N3d+f3vf09lZSX19fVcunSJsLAwnnjiCQICAujv76eoqIgvvvhCElGEj+KePXtkn8GnnnqKWbNmMW/ePGnvJ6K6uprvv/9ein2PHj3KhQsXGBkZ4fz58/z+97+X15aUlIRGo+GTTz4hJSWF6667TkpajEYj9fX1lJSUsG3bNtavX4/T6eSWW26ZhP8vX76c2NhYNm/ezMDAAJGRkTzwwAPSQkv0MTSZTLKJrbBRE8428+bNw8vLi9bWVrKzswkPD6e/v192Fxf4v0KhIDo6Gnd3d5xOJzfeeCMhISFYLBbee+89WTcVg+X111+XTipqtZqqqiqpQ0tNTeW6667jwIEDcrdWV1dHbW2tvDatVktiYiIrV66UdbTFixeTlJTETTfdRGRkJI888gjnz58HwMfHh6ioKEZGRmRNb3h4mB9++IE1a9aQmJjIyMiIhPY+/vjjSVmKh4cHvr6+PPLII1itVv7+979jNBoJDQ0lNTVVCq5F81pBcjh79qwkGKWlpXHzzTdz8uRJIiIiyMrK4sSJE9LUYSJx5KeffqKjo4Nbb72VadOmSfLbjBkzWLFihXQXmjlzJiMjI7Jv4zXXXINOp+Onn36ShvuDg4MEBQWxdOlSli5dKtugTeypGBQUxNmzZ9mwYQN9fX2TUAZRbkhNTaW6upovvvgChULBVVddxcaNGzl+/Dg33ngjGzZsoLy8nLNnz9Ld3c3cuXOlBaC/v7+8tqqqKm655RYyMzOlYcD+/fvJz8/nn//8p5Qg7d69m8DAQFJTU2lpaZE6Wvh5kReMSovFwkcffSQ77cycOZN//OMf/Pvf/wZ+RiPsdjvh4eFERUVJwo5AjZ577jlqampkBwy1Ws2xY8eYMWOG1LQKYt22bdskY3vp0qUMDQ3xyiuvTPIBnjZtGhEREdJi0+l0SoZ4amoqKpWK2bNnc+edd7J3714pjVi3bp1EDv785z/T29uLWq3GYDDg7e1NcHAwYWFh1NfXyy5ICoWCqKgoHA4Hx44dY/78+bS3t3PbbbexYcMGnE4n7733HpGRkXIDc+LECQoLCykuLiY7O5vs7Gy6u7tpa2ujrq5OzmsXLlzg2muvJTAwUF6b4CT09vZSWlrKnj17CA0Nle+IaH22b98+0tLSSE9P56WXXsJoNJKZmYm/v790sQoMDJRt1VpaWhgdHeWxxx5jaGiI0tJSANnfdenSpeTm5nLy5EmWL19OTEyMtCTs6Ohg7969nDx5ksbGRnp7e1m1ahUhISE8+eST0rTdy8uLuro6+vr6ZD9W0fRCxLFjxySCZLFYCAkJ4YYbbqCyspIXX3yR7u5u2Zxi9uzZDA4OSpKa0+nknXfeYf369dx00020tbXx1VdfSVJlXl4eNTU1//dYssIaz2Kx4O3tLfvCicKz6J4thLVtbW20trbKptOJiYmMjY3R1NREQ0MDnZ2dNDc3y8VMiJ5FiIa0g4OD6HQ62VKpvb2d3t5eORH19PTIHbVg/w0ODuLj4yNd/UVXEdFgV6PR0NvbO8kKyW63S6mE0EiKa7TZbJw8eVKm72KwCS9LnU5HWVmZfIHOnDlDRUUFZWVlNDQ0SEPriRmtgHUKCwulns1qtUr7ObvdztDQEIODg7JbfUFBAVqtFk9PT7q7u+WEKXoaCgiwqalJnjv8l+mEUqmULcMcDgfNzc3U1NRIL1DhWiPIL6JRt2jAKnR0HR0dtLS04ObmJhsST9zsTGxCLDyBXS4Xvb29ssOMr68vjY2NKJVKNBqNFFK3tbVx6tQpHA6H1Ona7Xbp8KJQKH6h5evv76epqUkarBcWFuLr68vg4CBeXl6YTCZ6enrk9zocDtrb2ydpNzUajZRPeHh4yM2Z0+mksbFx0rspsrTc3Fy5CcnLyyM0NFTC6wJmFG4xomFxT08PHR0d+Pn5yZq46OgjPi/q6eLZCT2iaI81MjKCVqvl1KlT+Pn5Sb/Xrq4uzp07J71AOzs7JVQWFRVFQ0ODZCsbjUYOHTpEWVnZpCylv7+fixcvotVqpQ1deXk5lZWVcmESlngOh0M2hhaQlmjLV1NTQ39/v2SiCohalBwmHk9kiQKK7enpkU5fgnUpmgiIlnr19fWyTZtgQ1dUVMgFMzk5GYfD8QvSj5Awif6oSqWSoqIi2erM6XTS2dkpx64Yq5GRkRLaHBgYkFlbYWGhtHGsqan5RYvCxsZG6Z0bGRlJU1MTxcXFFBUVMTw8TGFhoaydnTt3jgsXLsjuL1VVVVy6dEnqTHt6ejAYDLIh+enTp6VZy8RxJ8wVurq6aG9vl60I29raGBgYkFpUd3d3iouLZenI19dXEmXEmBb3zm63SztOES0tLVy8eJH29nbsdrt0gBKMaoGy5efnU1lZKVGG1tZWSYbs7++X77zwLq6rq5PZ8kTST1VV1aR2aN3d3TQ3N1NcXCyJZKKtm5j/hJGF3W6XCKToUlRaWkpPT49k63d3d/8qL1m3/+lDbm5u//s3XI7LcTkux+W4HP8/FOPj4/+ti8Gv6od5OS7H5bgcl+Ny/P97/CpIFpCtuQSNXmiyhL2WEP87nU6Cg4MZGBiQ7W50Op38T/igCkhFMP9EjQB+roPFxsbS1NQk7b6E1kf0mBNOMwJGFM2Qhcu+Wq0mPDxc1k2FLdTY2JiE2UTKLxxVBIVaQMXDw8NYrVZpsBAWFibtoWw2G0NDQzidTslO02g0soOHsOMzGAz4+vpKH1NA9tMUDv6iOerIyAhOp5OGhgZJ9JnoLapUKiUrUTDIxsfHJUtYsNqEVaEwNkhISJCsUOEpKdizojuLYDSKJryC3m6xWKTLiaB5h4aGyoa57u7u9PX1UVVVBSDrDx0dHbJ5LiAtyQTsPTIyQnd3N62trYyPj8uOMeKcJzZfFq43Ql/a398vYVl/f3+Cg4OlaFy0ZBPvhqenJ/AzHOfr6yvZlOK7Jrb1mcjME9aFPT092O12+QyE1lWwpIUzkxBK22w2CQWJ9mdhYWFUVFQwPj4uTevFOBByD6vVOkmDKUKQrgTJYWxsTJpwCEMRQTgTY0oQcoaGhqTPs9FoxGw2Y7PZ8PDwwMvLS0KvogYthN+CXSxKIqKWp1KppB2dYNQKOF6tVksYTK/XS0OGkJAQWWLQarX09/dLqE/Y54kuI8I8Xny3EP6LaxMwnUajkeNQMHqFbEMYeACyubt4b729veUcJuRhERER8v4NDw/T3d0toXmVSiVrlYKtLq5LGCkMDQ3R0tJCUFAQBoOB8vJy+Q4LU46+vj7ZMLqvr0/qp0XNTBBkhDZREHPg52YG/f399Pb2EhQUJJtRC+mX+A7Bkg0MDMTDwwO73Y7JZEKtVmO1WtHpdGg0GqnlBWQjbafTSUhIiHyHBZRsNBplD0+bzSaNCMRY0el00gxEq9XK+VCMV3F+opn1+Pi4HP+inNbb2yvvs0ajwcvLi7GxMRwOBx0dHfI+CAKfmAfEfC30wWLcCGMG0TTCbDZLK8Le3l7Gx8fRarWTyh6dnZ3yufxv8atlJaL90uLFi6murqajo4Pa2lruuusu/Pz8yMvL429/+xtNTU089dRT0o+yvb1d/q5w8TAajbhcLioqKti/fz8JCQk0Njby1ltvAT87cnz33Xc8+eSTHD16lPXr17NgwQLCw8NZvXo1Op2OoKAgSktLpTTl5ptvZnx8nLy8POlJ+Pe//52LFy/idDrZsGGDnCAeeughLl68KAvYYlAsXryY4OBgQkJCMBgM1NXVsWXLFrq7uwkJCeGNN94gKCgIgG+//XZSC6XY2FhiYmKk2Lm0tJSZM2cya9Ys7rjjDpYuXSqlHn/605+YOXMmu3fvZtasWbLtmOgO8eCDD7J8+XLuvfdeXnjhBbq6uqSesrOzk0OHDqHRaOTC89BDD5GWlsbXX38te35+/PHHDA8Po9Fo2Lp1K1FRUej1erq6unA6nTidTl577TXZB3DPnj20tLQQExNDYWEh7e3tpKenc/PNN7No0SIWLVokB+pDDz1EXFwcoaGhBAQEkJOTw9q1awFISkri5MmTvPvuuxw+fJjz58/j5uaGxWLh008/xd/fH4PBQFtbG9988w0vvfSStM2aN28eo6Oj6PV6oqOjgf8iM4ieoPCzPZ2wGbzhhht44YUX5EbKYDDw+9//noqKChwOBwsWLEChUPDjjz9y2223kZmZicvlkpO/WKjGx8eJiYlBrVbLAVZbW8v+/fvZvXu37Jxw8803k5WVhclk4l//+hcXLlxg7ty5xMXF4e/vz44dO2RPxp9++okVK1bw5ptvsnz5clwuFxs3biQ0NBRPT0/MZjMlJSWUlZWxZcsWWltbJxGa3Nzc8PX1ZeHChVx33XUYDAZ6enqoq6tjxYoVuFwuDh8+TFBQkKTZi7qkGF/V1dXU1tYya9Ysli9fzs6dO4mJiZGEquPHj7Np0ybg53ZQGzZsIDs7G29vb/Ly8sjIyCAyMpKenh5JVrrzzjvR6XRERkbyxRdfSAN5wbqeMWMGO3fuRKFQ8Morr/D9999TWVlJcnIyp06dIj8/H4Arr7ySTZs2UV5eTkREBLNmzaKhoUFqCn/3u99RUFCAh4eH5CdUVVUREREhbdSCgoIIDw/nd7/7HTk5OWzdupVrrrkGNzc3Wltbef/996WGdsmSJUybNo2FCxfy8ssvU1paykcffURwcDAGg4HKykq2bdvGN998Q0REBL6+vgQHBzN79my5wdixYwcKhYINGzZQX19PaWkpL774Ir///e9lNyUhxXn44Yepqqri1KlTPPPMMwwMDHDq1Clqamro7e2lt7cXpVIpNZxr167F29ube+65B6vVikKh4IknnuDEiRMcOXKEJ598knPnzvHee+9JSzqxgLm7u2OxWHj44YeJiYnh+++/Z8mSJYSHh7NlyxbS09OJioripptukhK4FStWyPH10ksvyXnokUceoba2lvnz53PFFVdgsVjYtWuX7DQEEB4eTnJystRZJycnSzlZZWWlbLLR19cnm78L8p5arWbfvn18++23HD58GB8fH0JDQ4mJieHaa6+lt7eXwsJC3n//fUnayszMlJsBd3d3TCaTJFKJGq9SqcTDw4PVq1fT2NjIhQsXWL58OT4+Puj1eg4cOMDIyAjJyclywzI+Ps6HH37IkSNHpPTn/+0Fc3x8nL6+PoqLi2XXEn9/f2bNmkVhYaH01IyKiiIwMFDehPnz5xMZGSmdXkTPzK6uLuLj42ltbaWzs5OUlJRJ1P22tjaee+452WT0N7/5jWSERUREkJCQQHZ2Nnl5eXLnK8gFlZWVMgNubm6WncH37t0rrazi4+NpaGiQC6a7u7s00Q4KCmLmzJk4HA60Wi1XXXUVJ06cwGQyERQURE5ODoWFhVy8eBEvLy+io6O55pprKCsr4/Dhw4SEhKBQKOju7qampgaHw0FjY+MkraLQiUZERGAwGCSTbnBwUHrTJicno1arWbJkCc3NzTQ0NEgW8Ny5c/nqq68YGhqSsoEdO3ZQUVGB0WhEpVLJXaTT6eT5559n9uzZrFixQha/4+Li8PDwkLoz0b9y5syZsiPNRL/MO+64g9bWVurr69m2bRszZ87kzjvvJD8/n6KiInltTU1N/OlPf5Ii/TNnzsiF9fnnn2fVqlUsX76cv/3tb6hUKv7yl79w9uxZ/Pz8WLhwIQcOHKCpqYnc3Fz5Pi1atIi6ujrZLWMi6cdut1NdXU1LSwsWi4WoqCgeffRRzp49yz/+8Q+uvPJKKZQWbbZ27txJeno68fHxREZGcuzYMU6cOCGp5lFRUezduxe73U5QUNAk02mBVLz77rtER0czZcoUzp07JxGIZcuW4efnR2hoqDRe2LRpEzNnzpSdGD799FOGhoaYO3cuer0es9lMVlYWVVVVkhgnsu477rhD2tGJvqkpKSl89tln0iRAWMnZbDbmzp1LcnIyZ86cQa1WExgYKDWzw8PDhIaGYjKZJEIy0cBbpVLh5eVFQ0MDra2tuLm5cf78eS5dusTcuXM5evQoRUVFaLVa6ZGr1Wql9nPDhg24XC5++uknpk+fTkJCAlOmTJF2eQ6HY5LMo6qqih9//JHU1FRsNhs//vgjsbGxtLe3880336DRaMjKyiIoKEiSth544AGJbrW1tUkPUmEZJ85HrVaTnp4+SatYXl4upVbx8fHExsaSn59PWVkZer2e7Oxs1q1bx9SpU3n77bcZHBzEZDKxb98+AgICWLBgAVFRUfT19bFv3z5GR0dRKpW89tprDA8Ps3///kmGIaKXqUKhID8/X+owb7/9dpqbm3n//fe58cYb0ev1fPXVV1RWVuLh4SH1iJGRkXz00UcEBgayevVqfvrpJ8rKyqTL00Q0IjQ0lN///vecO3dOSqJaW1ulJZ9o/P7KK6/I+cfLy0uSIauqqsjPz+fcuXOo1WrS0tJYunSpZIFfuHBhUrstQcKyWq2cOnWKo0ePEhsbKyWBolmHl5eXJCYaDAY6Oztly0O73U5qaip33nmnbK9WW1sr+/VOJP0IhyNBJhINuoeHh7Hb7QQHB9Pa2kpNTQ3//Oc/SUxMZNmyZfJ6IiIiCA0NRavVYrFYqKiooKmpifPnz0v7zeeee26SWcJ/F78akhW7BYfDIVP9qKgozpw5I1lrQUFBKBQKzp8/L5vszpw5k8LCQgYGBlCpVBLmFLCNyBwmam4GBwely4+vr6/c3Y2OjuLn50dMTAzp6enS1Fur1UpBvjBPNhqNjI6OSmhA7ESUSiXBwcGTehyaTCaioqIkTCdaNokuBiUlJVIQLETyXV1dWCwWLBaL1M6JJsdKpRKTyYTBYKC/v59Dhw5NyhwGBgbo7e2V7Ei73S6bPiuVStLS0uTADw0NlQtwd3c3arVaal8HBweJioqiqqqKxsZGyaic2A9zbGyMgoICfHx8mD59OoWFhQQEBJCQkCDb8QASqvTx8ZGQhoBLOzs7mTp1Kt7e3qhUKv79739jNptpbW2VGrWJ13bhwgWmTp2KyWSSloShoaEcO3aMyspKGhsbqa6uJiUlhXnz5k0yqhAd2WtrayU0FxUVhdPpZGhoSE4YIkRLsvr6etzc3FCr1cyYMQOXy4WXlxfh4eGkpqYybdo0iouLZQbW2toqPTWFSLujo0M2Pxcwoo+Pz6QFU5jbl5aWkpqaSnR0NCdPnsTNzQ29Xk9ERAQ+Pj7SWqyxsZHvv/+ev/3tb9LrtqioiKGhIZKTk4GfERzRMNxoNNLc3Mzo6CgqlYoZM2ZIr9+amhoiIiIwmUzs3r2b+vp6ent78fPzQ61W09fXh8FgIDQ0lBMnTuDu7o7BYJB2cwaDQfZSFQzw/2wg7ePjI2FiLy8v8vLy6OjoIDw8nEuXLnHixAnS0tLk++Lp6Sk9kBMSEmTDYqEjFqYFAhqfuGAKeLGvr4+BgQGampqkYfjJkyeZMWOG7A4jvIlXr15NaWmpZFNqNBoJ/VksFqZMmcKRI0dwd3cnJCRk0rNzuVySKSr0fqWlpWg0Gtktx8vLi7i4OAkzms1mLl68KGFDYSt54cIFQkJCCAwMlIb+AoEBJCSuUqmwWCx0d3ej1Wrx9fUlMzMTX19fTCaTLJcIuFMcJzg4mOjoaPbu3Yufnx/e3t7SAlGYoQhjDPi5ZJaRkcFPP/1ETU0NmZmZkgluNBolWzc1NVVKRkQLNtHQubm5mfPnz7NixQoJVQstbGtr6yS2uEKhkM+ys7OT6upqLBaLZOWKUlxgYCDFxcV0dnYSFRUl/aiFSXpISAjz5s3D6XRy6tQpRkdHZQPriTIPcTy9Xi8Z2KJji0DaRCksNzcXLy8vgoKCKCkpkWz81NRUdDodg4ODOJ1O2d4tLS1NtkT83+JXQ7JhYWGEhYUREREhazvfffed7Afp7u5OWlqa1L0IuUBdXR1Tp05l9erVsmYjWr7o9XpuvPFG6RErwtfXl7vuuov+/n5sNhu///3vuemmm1i4cCExMTH4+fkxPj7Od999h9PpJCAggKysLDIyMqirq8NisRAZGcm8efM4cuQIKpWKVatW8eqrr5KTk8Obb745SX+2dOlSnnnmGX766Seqqqp4+umniYmJke4SAv/v7u5mdHQUHx8ffvvb30pP3WeffZYZM2bw8MMP8/zzzxMeHs5f//pXrrzySkpKSvjLX/4iaerwcwadn5/Pjh07pJ/mypUrJe5++PBhaRS/atUqent7ZVd3q9XKO++8w5tvvolOp2PZsmXcc8893HDDDXR1dbF3717OnDkjd59qtZoHHngAX19f2traeP/994mPjyczM5N7771XWs8JXP/ChQt0d3fj7u7Oo48+iq+vLyqVihdeeIHR0VG0Wi0ZGRl0dXVxxx13cOutt07SS1ksFjZs2CDp+4sWLWLu3LlSw3nw4EEeeOAB/va3v8l68rJlyzhx4gQ33HADy5YtIyYmRnqu/r/Ye8/oOqurXftS26pbXdrqvXfJkiVblmW5V3DDYMCmExx6MzXUhAQS8kLohmAbDK5gwDbuvana6r333nv9fvisGSs557z5xvf++7LGyBhpWN7az7PWXHPe93WrJJx58+YRHR3N9u3bp9lY1Gzpm2++ISIiAj8/P3lm169fT3NzMxkZGfj5+XH8+HGqq6t5+umn2b59Ozt27GDZsmXMnj2bTz/9lCNHjtDf3y/RS+qWfTMNR4UKrF69muLiYq5evYqLiwsTExMSY3blyhXpdtycO1hfX8/rr7/O4sWLiYuL4ze/+Q1fffUVV65cITs7m6effprZs2czZ84c+vv75ZZSVlbG9evXeeSRRwgICCAgIIC9e/dKOMHcuXOJiYkhNDQUd3d3CbVWz1NfXx/e3t7ccccdcrhrtVrOnDkjAQRwgzyjyECq5X/p0iUOHjworTiNRkNAQADV1dX88MMPJCQkoNFopP3v7e1NWloab775Jtu2bSMrK0sIXVu2bJGDFm4ESN9999288sorNDQ00NfXh1arFcrQ2rVrmZiY4MUXX2TevHmy4R0+fJjDhw+zbNkycnJyqKiowNvbG41GQ1dXFxMTExgbGwuuUq2HHnoIT09Ptm/fTnFxMRMTE5w4cYIlS5bg7u7O+++/L9FYTz/9NB4eHjg6OmJpaYmzszOzZ89m9+7d1NfXk5mZyeLFi3FwcOCWW27hpZdeYuPGjXzzzTeiRdi7d6/A2jdt2iTeVxMTExwdHbn77rspKytjfHyc+++/Hy8vL7RaLZ2dnVJE7Nmzhx07dvDWW2/h4eEhhUdUVBRtbW2cO3cOuBFCcOTIESIjI1m8eDFbtmxh+/btXLlyBXd3d3bs2MG1a9eYMWOG4BFVKomdnR0//PADnp6e/Pjjj7i6ulJRUcGtt97K4sWLhf1683uuirEFCxZI92tkZITz58+zc+dO5syZQ1hYGLa2tuTk5NDT08OiRYtkrv7cc88JYam+vh4TExNSUlJYsWIFra2tmJubc/36dSnorly5Ql1dHUlJSYyNjdHQ0MC8efO4/fbbiY6O5qOPPiI6OpqYmBgZi50/f54TJ07g7OxMXFwccKMDtnv3btavX8+SJUuYM2cOlZWVFBcX/8/6MGtra9FqtYSGhpKfny8PSmpqKlVVVWRnZ9Pb2yvc0vDwcOzt7Tl69CgBAQEEBgbS09MjHsjc3FzBgK1Zs2aaObyrq4u9e/eyfPlyIiIiJJewuLiY6OhoGhsb+eKLL6QKdnd3F9xSZWWleBoNDQ25ePGiINqcnJxISEiQz6RWc3Mz6enpjI+PY2JigoWFBTqdTnI9VUD0rl27ZKiv5l3qxqzwY0NDQ1haWjJjxgwRTnR0dEwrCOzt7fHw8CAwMJCpqSlGRka49dZb6erqoqmpSQJtVTDtxMQE7u7uVFRU4O7uzp133kl6ejpdXV0sXboUX19fiTmCGy3fmyvdxsZG9PX1JQRbVaYVFRWMj48zb948cnNzxUOoZrgDAwMCMUhNTcXLy4uIiAiJ19JoNNTW1k7z8mk0Gtzd3WlvbxdPXmdnJxcuXMDf3x9jY2OSk5M5fvy4GJDhxvxs6dKlgkLr6ekR/Ne+fftISUmR6jw3N5eKigoAAW2r2W1LSwu2trZotVrCwsJIT0/n8uXL2Nvby885evQoJiYmLFq0iNmzZ6PT6RgYGBAv2MDAAP39/Tg4OAj3Uy2Ve+ji4sLg4CAajUYKxtHRUSnoHB0dRbzl4+MjfsKlS5eKr1URbmbMmMHy5csZGxvj119/nfasKAyalZUVP//8MzExMbi5uXH77bdL8LqXlxeWlpYMDAzw008/CYYwIyOD5uZmNm3aRExMDHp6ehw8eBAzMzNiYmKE8KKW8n1+//33VFdXo9Vqqa6uxtnZWTozzs7OpKWlYW9vz/r164mMjKSmpoajR49y7NgxvLy80NfXJzk5GScnJ0pLSyXqS9001Orr66OlpYXbb7+d0tJSYU27uLgwY8YMsrKymJqa4uGHH2ZqakoyEK2traVdqAQ/yrfc3t6Oh4cHWq32X24pFy9epLm5mZkzZ9Le3s7Q0BAPPfQQGo2GgYEB4uPjcXV1xd/fn3PnzuHl5UVcXBz5+fn09fURHR0thvqWlhYuXbrE2NiYXCJqa2vl5ynRj76+voADTExMMDY2pqmpiYqKCs6cOUNKSgqGhoYcOXJERHZhYWHie/7iiy8YHBxkzZo1jI+Po9FoMDc3Jz4+XiArgIBT+vv7aW5u5k9/+pNwmefPny+CF41GI8+5mhfm5uYSGhqKtbU1mZmZAkV/5plnyMrK4tKlS/8S6qA8tHv27MHBwYGwsDBOnz5NU1MT7u7u0oJVQk+V6KMg6FevXmV4eBh9fX02btwof6fOzk709fVlZKSWt7c3wcHBREdH8+uvvwpooKKigomJCRGDOTo6Cgjl8uXLJCQk4OzsLDdLAwMDEhMTBQavKFiNjY3/lg/z327JDgwMiPqpvr5eFFmqvZOTkzNNraYqkKysLDo6OsS4qozHra2tokS77777cHJymvZlXLx4kRUrVuDt7Y2pqSl5eXn09/ezevVqSkpKOHnypMQHubm50djYSH9/v0SNDQwMMD4+LuSNiooK7OzsJP7l5jlYe3u7GJhVJJK1tbUM1tX85/r16wwNDWFra4ubm5uIl1xcXOTfGxkZSfK3glH/8xehbo++vr7SigkODqatrU1aLX5+fgL5NjIywt3dXdLeb7nlFh566CGqqqrYsmWLHOhKBfvPqQlNTU2iaLs5cqy8vBwTExNmz54tD6wCmNvY2AjmTUWPeXh4CFJOq9ViZ2cnOXs3LwMDA0neqKurk6y5lJQUoqOjiY6OZufOnXh5eWFra8vk5CRWVlZERkZy8eJF+Z0o2kxGRgYeHh4yi7gZ0TU6Oiqmfj09PaG/KDFFfX29FAbJycnY29uTnp4uwb8qpaGzs5Ph4WHZxG9W9d28UZSVlWFoaEhsbKyoDJUKUE9PD2trayE1qXlJaGioYP3Cw8PJzc2VSDZzc3P8/PxYunQpu3fvJjMzc9psamJiAnNzc9zc3Lh06ZKgEGNiYkScpL63pqYmzp8/T3V1tQihDAwMWLp0KXZ2dkxMTJCdnS0UKYWSVEspsI8dO8bVq1dxdnbGwcEBb29veSY9PT05dOiQJBE5OzvT19dHV1eXvOPh4eFCC9q1axehoaHY2dlJ4pBa6vedlJSEtbU1jY2NaLVaAa5/8skn6OnpsXHjRq5cuUJZWRlZWVlER0fj5+fHzz//LExY9Xdvbm7GyclpWlCyWgUFBYyPj7NhwwZ6e3sZHh4mOTmZ2tpa2tvb8fPzw8HBAQcHB/785z8zPDyMo6Mjzc3NGBkZUVVVJZ0pf39/oT7FxcUxODhIRUXFNEqTUsYqkY0KVO7u7qa6upqKigrmz5+PkZERNTU1tLW1SSdPxbwdPHiQOXPmsGTJEqqqqrC0tJQIrpshEEZGRjg6OtLX10djY6N0EtRcXyU8DQ0NSSs8JCSEuro6Lly4gLu7u4AcVN7umjVrSE9Pp6ioSILf1VKuiLa2NuLi4ggKCqKwsJDBwUE8PT0pKiqira1NOL9qpKIO3rKyMlHp33fffRJBpxCPdnZ209r3Op0OLy8vvLy8BJ5hZGQ0TaWt3oebfw+KiKaQoiYmJgQGBjI5OUlPT4+MZ25up//f1r91YBoZGfH8888zPj5OQUEBIyMjpKens2zZMp5++mkiIyPZt28fbm5uBAQESEVeUlKCq6srVVVV5Obm8ssvv5Cdnc13333H/fffL2kAmZmZVFZWys+zsLBg1qxZeHt7Y2RkxJUrV2RTra6uxtLSksWLFzNr1ixpm7q5uTE6OkpycrIAupuamli7di2GhoZcuXKFJUuW4ObmxsMPP0xdXZ38PLXBJiQkSGC0SnpYs2YNV65cQaPR8Ne//pVt27ZJC0gFuirY+ujoKJs2bcLDw4P29nZ++9vfYm5uzrvvvsvWrVspLCwEkErS39+fzMxMCgoKWLNmDba2tjg5OfH666/T29vL9evXmTlzprRLP/vsM8rKynj55ZfJz8/HwsKCwMBArly5Qk1NDYaGhjLbUWtqaoqamhosLS3x8vLC3t6e8fFxzp49y7fffgvcUJoqoLaXlxc+Pj6YmJiwc+dOEVY8/PDD+Pv74+7uzr59+3BxcWH9+vXs2bNn2myjpqaGRx99lPXr1xMeHs6+fftktpGeni65oi0tLWRnZ/PNN99w8uRJ+vr6+PHHH1m9ejUODg4iEDE0NMTS0pL8/HwuXrxIZmbmNJbs5OSkcHnHxsbIysqSpPaxsTEefvhhkpOT+eyzz8jJycHb21tSEbq6ukhISCA4OJjZs2ezbNkyGhoayM/PJzo6mpKSEuLj46d9PnXYKXJLfX09RkZGLFu2jKCgIN577z3s7OwE4aUIQgcOHJCXe+nSpZibm7N161YCAwNxcnLi8OHDwI2g3CNHjsgs55NPPmHBggV89tln1NTUUFdXx6lTp7h06ZJ8Z3feeSfe3t5yYLS0tGBpaUlUVBSOjo7Y2dnJxv3yyy+TmZnJzz//LNQntbq6uvjll19ob2/H2tqaWbNmER8fT3BwMEFBQVRUVFBaWsqKFSvQarWCJdNoNCQmJnLXXXfh4OAgth+NRsO3334rloPDhw8LdQUQjcOlS5ckeai5uZn+/n6uX7/O2rVrsba2pqCggL1795KVlUVvby/BwcHY2dmRk5PDnXfeycaNG6mtrSU7O5sDBw4wNjaGv78/ixYtmnaoeHt74+DgILg2FW21adMmVq5cyY4dOwTu/uGHH1JYWMjRo0d5+umnaW5u5qmnnhKhk7qxOTk5MX/+fH755RfS09OlU6aCJ8rLy8nKypJ0oq+++ooNGzYQFhbG559/zt/+9jcGBwf57LPP2LFjBz/99JPEDE5OTkpKkb+/P6Ojo2JT+/TTT6dFFOp0OjZt2sTWrVslEszExAQDAwOioqLIysqitLRUCgEVtjw2NkZCQgI7d+5kYmJCmLZDQ0OcPn1aNAQZGRnTdBiKyBQbGyvRjSqv0s/PT6hETz/9NK+88gqhoaEUFBSQlZVFfX09RUVF8udlZWVRWFgonSMVxn7zfF3dBouKinjyySfZsmULGzZsICIigqCgIAYGBigsLOSdd94hICCAhQsXcuedd1JfX8/Vq1d5//33pfvj6ekp7W+dTkdaWhrFxcX/cwemAn3DjcNFtTXHx8cpKytjYmKC1atX09/fT3FxMbNnz5Z+t6ryWltb2bFjB1ZWVixYsICKigrMzMwE5H5z5anmF0qGrRBGKhVgYmICKysrnJ2d5Xagst60Wi0hISFMTk6SkZHB4OAgg4ODMtswMjJiYGBgWgtY8VmVV3L27NmShKDCR9vb2zly5AiFhYV0dHRQVlaGubk5YWFh5Ofn09jYSElJCQkJCbi6umJkZCSzKFV5qZWXlyfthoiICKmI7OzscHR0pL6+npqaGnJzcykrK5ME8qmpKczNzQkNDUWn00m+W19fH+Pj48ydOxczMzPs7e1lgK6vr09UVBQhISF4e3uzfPlyhoaGxC+lQMxKoDA5OSlzDdV+am5u5vTp01RXVxMUFMTSpUvp6uri4MGD0gZRS8341Kxi8eLF0plYuXIlRkZG1NXV4eHhISKX/fv3Y2Fhwb333ou/vz8GBgY0NjZiZWXF0NAQJ06cEO9sSkoKGRkZYk1oa2ujsLAQf39/eQ5U9JRSHZuYmHDHHXeQmppKbW0tmZmZhIaGYmlpydKlS2ltbeXixYtUV1cLG3l4eBh3d3cefPBBdu/eLbdodXNUfz+llB4dHeXChQv4+vri4uKCl5cXAQEBIuKorKyku7sbjUZDQ0MD7e3tBAcHS7yTEuWo25F61xwdHUXApooIT09Prl27hp6eHoGBgcIKVnYjPz8/Tp06hYODAz4+PnR2dlJdXU1JSQmBgYESNJ2dnU1DQ4NwjtWtfMmSJfT09FBYWIi3tzd2dnZcvXoVjUaDmZkZsbGxkigyNTWFmZkZwcHBMsPV09MjOzubyclJFixYIDM5NW++eV9RRU5TUxM9PT00NDTg5eUlN5ra2lqOHj0q1o/vv/9eWLMmJiYUFRWxb98+4a0qn15bWxsXL16ctq/cvCEaGBhIYa6np0d5eTkhISG0trbS0dHBxMQEfX191NbWkpOTg5WVFRs2bODcuXMYGBiwYsUKXFxcBM+ncoLVUt0GlYbi4uIi6SZeXl44OzszMjKCv7+/+NGVyKitrY3Q0FBp9Y6OjnLo0CF6e3vl+VJ7g1oKBarRaOR3ExYWhre3N6dPnyY3N1fyhVXr3c7Ojs7OTrkQGBkZCYTczMyMpqYmvL29cXJyQk9Pj+Li4mm+apW4o1CaKgtTcbhtbGwkZKOjowOdTicea2Wx09fXR6fTUVRUJJeYmJgYoqKipo1CFHdYYe9GR0exsbGR23pKSgqjo6P09PTg6+vL4OAgR44cwcDAgKqqKlpaWkhKSsLS0pKSkhKam5sxMDCgr6+PwsLCfxuN92+3ZDs6OsT8Hh8fL3Oit99+m8HBQZ544gl27txJZWUlCxcuFMOreogMDQ35+9//Lv5C5c/z9fWdZoqHG+KDhQsXcuLEiX+ZLaoDUxmklepKHZju7u6sWrUKMzMzampqxFOolFHqYb55KfWgCriOj4/n8uXL0k6dmJigtbWVXbt2CQM1JyeHmJgYgoODKSwspKGhgbKyMm699VZp7S5cuJDS0lLOnTs37cAsKChgcnKS4OBgoqKiMDc3p6ioCBsbG6ytramrq6OgoICMjAyGhoZITEwkMjJS1JShoaE4OjoyOTlJSUmJKGNnzpwpJnf1ezMwMGDmzJn4+PhgZ2dHSkoKjY2N5Ofni2FbsR9VC0Sp0SIiIqTld+bMGcrLy2ltbeXee+8lNTWVr7/+mvXr14uCEW4YmpXwZGxsjFWrVlFaWkp3dze/+c1vuHr1KqdOnZKWdFhYGA8++CBRUVFilVCKYAcHB9rb2zl16pSosx9//HHa29vlwGxtbSUnJ4eZM2dKnt/y5cuxsLAQcIJKJ1CM2PPnz2NpaUl0dLSkQPzwww9cu3YNe3t7vLy86O/vFzvK2bNn5cBUWZ+dnZ0iR1+4cCH79u3j0qVLrFy5UlpHzs7O0ipsbGwUsPhnn32Gnp4ed999N/v376exsZH4+HisrKymARr09fUFctHc3Cwvucp+BZg/fz7+/v40Nzdz4sQJZs2ahZubG+fPn2fJkiVERETQ0tLC9evXuXjxIn5+fvj4+IhRPScnRw5MBS6IjY1lYGCA06dP09jYiEaj4eOPP2bGjBliW1FzWBMTEywtLXF1dZUoMp1Oxy+//ML4+Djh4eG0tLTQ09PzLxuSEg8qUYhGoxFrV0hICE1NTZSWlnLs2DGeffZZHB0d2b17t0AOzMzM5GaiituboQuZmZn/wqgeGRkR87pGo2HhwoVS7CYlJUkUXXt7u8TKqRvi3XffzalTpxgZGWHu3LnY2tpKt0O9P2ofUzxcpUUYHBzE2toaW1tbfH190el00hZVFjgTExN0Oh2lpaWEhYVJsXHlyhUOHDggDOKIiAgpTtQaHh6moqICQ0NDXFxccHNzk5HWF198QX5+vkThqcuMjY0No6OjZGRk4O/vL/PsgoIC9PX1GR8fZ9asWVhbW9PZ2Sn2EPWsKBeBgYEBxcXFAiNRe5mVlRXLli2jsbGRmpoawsLCMDU1lSxQBfBQClW1T4eHh8v/9+bvbnBwkLa2NiorKxkYGMDc3Jz29nb6+/v5zW9+Q39/P52dnfj6+tLQ0MClS5fw8/OTYtvFxQWNRsOFCxeAG2CL5uZmEWn9j7FkTUxMuHz5spjNPT09cXBwwMvLi9OnTzMxMUFKSso04v0HH3zAsWPHCA8Pl1njzWBqIyMjoqKiJABXqSTVpuvt7c3s2bPx8/OT/DM9PT3OnDlDUVERJSUlzJgxg9DQUGbNmoWhoSGVlZUcPHiQ5557Dmtraw4fPoyHhwfj4+N888033H333cTGxrJnzx7S0tIkscTJyQk/Pz+eeeYZ2tvbOXr0qIRPr1+/nqamJhobGzl37pxYHTw8PORWYGxsTEBAAMHBwSKl9vPz489//jMWFhasXbuWjRs3kpmZCcCf/vQnIiMjJZEjMDCQTz/9FGtra5ycnFiwYAGVlZUS7VNTU8OJEyeAf4CQ1aaXlJTErl27yMnJkdmpjY0NR48eFVpPTk4OeXl5fPDBBzLPUwZ0Nzc3BgYGCAgIwNbWFlNTU44ePUpRURFBQUEiTV+yZAnt7e2UlpayY8cOoqKiePrpp3njjTcoKCiQuaKjoyPr169n+fLlBAQEoK+vL8Gtd9xxB8XFxaSlpfHll1+K+X10dBRnZ2diY2M5evQo4+PjUowo+f0XX3xBWloaSUlJXL9+XbyfijiiQABOTk7cd999WFlZ0dbWRn5+vtw+brnlFnx8fKiuriYsLAwfHx9MTU0Fcn/q1CnZ0LKzs6mqquLatWsC2YYb5JWwsDD+67/+i+zsbLq7u0WhXFVVxRNPPMGiRYvYtGkTu3fvltloUlISU1NTVFZWUl9fj5WVFXfccQdjY2MSZHvx4kVycnJE0GBhYcGxY8fIycnhu+++Y9myZQLHt7Ozo7+/n+zsbJ599lkMDQ1ZvXo1DzzwAPPnzycyMpKMjAzy8vJkpjwxMcEPP/xAYmIiTz/9NPfddx+FhYXS+tLpdKxZs0ZsFB9//DG7du3i/Pnz8g6am5szd+5cGhsbKSgoEEtObW0tK1euJCAggMjISN555x1aW1t56KGHRHGelpbGoUOHRHHr4uKCh4cHenp6siGqObmXlxeDg4NYWloSHx9PUFAQJiYmpKam8uOPP5KVlYW5uTkxMTGEhYVRWloqt8bbb79dgPt/+9vfJJze1NRULGxqU37uuefk7//yyy8TFhZGXFwc27dvx8/PjxUrVtDf309/fz/t7e2sXLmS8fFxvv/+e/Ly8rCysmLXrl20trZSVlbGgw8+yMjICBqNhjVr1shMWwknMzIyeOCBBzA2NiY3N5dbb70VCwsLzp49S0lJiQDaX3zxRe6++24GBgbYvn07O3fu5LHHHhOK19q1a8nJyeHFF18EboTS7927l+eee46WlhYOHDggN75PPvkEQGACLi4ueHt7S96nChnv7u5maGgIe3t7Wlpa+Mtf/iIakuzsbDo6OuQC5OvrK+lNigaVmppKc3MzDQ0NrFu3DoCTJ0/KzS4rK4uenh4MDQ2566676OzspL29XehY+vr6XLhwAUNDQ4HhqILn2WefJSoqCmdnZ8rKyigpKWHbtm14e3vj4+PDunXrGBwclG6KsbGxKMGVy0Md6ra2tjLyCw0NFTfHSy+9JAXP/4kl+2+rZHNzcwVTVVtby8jICG5ubiLWUdd5RSJR4hFVTZiYmDAxMSGGW1tbWxEd1NTUTMvJU0pLPT09uVEGBATg5OQk13onJyeqqqrIy8tjZGSEWbNmSUZbQUEBbm5uzJw5E319ffr6+ggJCcHIyIi2tjZqa2un9cddXV2ZO3eu3Czq6+sJCwvD09NTculU3115LZuamujv78fW1pa1a9fi5uaGTqeTCKnCwkKqqqoEp3fzrVaJhnx9faWVYmZmJp4xMzMzXF1dJZXFwMAAU1NTnJyc6O3tFbKFqrTnzZtHaGgohoaGchO52Yd57do16urq0NPTQ6fTyZ+lEu17e3uxt7dncnKSK1eu0N3dLQZq5ZNTQdB2dnZyW1ct8n+m06gYorq6OoqLi+no6KCvr4/du3eLYGjlypVoNBppkQwPDwuswMbGhrCwMFxdXYXONHPmTOzt7eU7UMvPz48ZM2bQ3d0tgoiysjJpb/r7+2NtbU1HRwfl5eU0NTXR0NBAR0cHlZWV4vEcHBzE19dXEl98fX2ZmpqSm6xadnZ2mJiYcPz4cYaHhzEyMqKiogJzc3McHR3FYqI8kyooXSXtVFdXEx0djbW1NTk5OXh6eqKnp0dOTg6jo6M4ODjIjG98fJz09HTGxsaIi4tjaGgIrVZLZGSkpD4EBASIZ9TS0pL6+npyc3MJDAykra2N+vp6YmJiGBsbo7e3V3xyKnXj5oLZ2NgYV1dXoauoQF6lrlQqz56eHhobG6mqqhJBhYqCUv7rBQsW0N7ejp2dndBZgoODpRUH4OHhwfz58wXZV1dXJ+KYkpIS+vv7BZCidAx+fn64uLiIiOrmeZelpSU6nU7QiP8cIB0UFCTgCQsLC/mepqam0NPTIzo6mqCgIPz9/YXcpNCPKmWnvLyc8fFx7O3tmZiYoKWlhXPnzmFpaTkNAmFgYCAq94aGBrq6ujA0NBRrnCo+lVe8qalJPJuOjo6Ulpby448/YmFhQW1tLRMTExQVFYkaW/ly1ert7SU1NVWEPkoxrihHCjenBGnW1tbk5+dja2vL1NSUCLIU5MLc3JyQkBBR/7u7u08jC7m6uhIVFSV5kirWbmBgAEtLS8zMzLCwsCAxMRE3NzexIyltQX19vYyTampqCA8Pl9i2+vp6qqqqponf6urqsLOzw9fXV94pFxcXSU1Sn9ve3l4OXxMTExYsWCApRUpkWVdXJ179vLw80W38j/kwJyYmOHDggHhxFE0nNjYWNzc3oT40NDTQ1tbGlStXcHBwICYmRlqnKpppYmJCKhtzc3PGx8dJTU2dNsBWop66ujpJ+laS9qCgIOLj47G2tuaJJ54gNzeXzMxMQWVpNBrS0tIkNDozM5O6ujqSk5MxMDCgoaGBa9euTdt0o6OjeeKJJzAzM5OA6fvvv19mf3BDzKJwes3NzXR2djIxMYGFhQXr168HbogmFPkmLS1NYAf/bCvRarW4uLgwa9YsKisrqaioEIjAzUovKysr0tLSmJycxN/fX/L1jI2NuXTpkqSmb968Wfxdf/nLX/j2229FHTg+Ps7BgwfFquLg4ICjoyMBAQHExMSg1WoZGBhgcHCQqqoqvv76a2JjY3F3d+fq1auUlJTQ0NCAhYUFYWFhhISEYGNjg76+vsTi3Dy70dfXR6PRSOTaN998g6+vL3Z2dnz44YfMnz+f1atX88orr0jr7IMPPqCsrIzi4mLeffddIiMjsbGxQaPR0NPTI6HWK1asYM2aNTJPhxvIrOeee478/Hwh1fz5z3/GxMSEu+66i5kzZ4r39+jRo5SVlTE5OYmrqysuLi7MnDlTWrePPfYYFRUVXLhwgVdeeQUHBweBHagbpoeHBxYWFrzzzjukpKQQGhpKZmYmwcHBuLi4kJiYyOjoKAUFBWzcuBEzMzNGRkZ45513KC8vp729nYcffhhLS0v++Mc/Mn/+fMzNzTl37hxxcXEkJCSQlZUlhKq9e/eyZMkSfvOb3/D1119jbm7O+vXr+dvf/oaenh7Lli2jrq6O2tpasW7U19cTHh5OVVUVzc3NQs9pb28nMjISFxcXUambmZnJZzMzM5MRwdDQELW1tcyYMYPk5GTKyspEWXvkyBGxPWg0GlFv19TU4OzsjK+vL5s2baK3t3caO3XWrFkcO3ZMvruZM2fyzDPPCIYyPT2dhoYGqqqqyMzMpKenR4AS3377LT09PXzyySeEh4eLT8/a2hobGxs5qAMCAvjrX/+Kvr4+wcHB0/axhQsXEhYWBiAZnampqaIKf/DBB0WgpohSXV1dQpGaNWsWn3/+OWNjY2zYsIHs7GxKS0v59NNPp4XBw42if926dRQUFFBVVUVjYyOhoaHceeed+Pr6kpmZKZGEenp6NDY24u3tjZubG+Pj41y9epXDhw8THh4uFrmzZ8+KWvSjjz6aJmhqa2tjz549ImSprKyktLSUhoYG9PT0xNcZERGBra0tDg4OpKWlodFoaGxs5OLFi0xNTYkw0NLSUvQOSi08MDAgbWBvb2+SkpL49ttvZa5eXFwsIiG40Y1ZtWoVdXV1DA4OEhERIbbCAwcOAAieUv1/IyMjuXz5Mt9+++20AywrK4uxsTHmzZuHq6srZmZmREZGUllZSVtbG2ZmZri5uWFra4u9vb0wxVevXk1tbS0HDx4kJSWF2tpaLly4ID7jb7/9lscffxx/f/9/GdX979a/PcNUafIlJSW8+eab2Nra0tDQwNDQkGQu9vf3y5eoBu5vv/02/v7+6HQ6+vv75TpdXFxMdXU1/f39cjNQq729nb///e/Sks3Pzyc3N5f29na5oZqamrJt2zbxXp4+fRo7Ozu2bt3KJ598wqVLl/jwww8xMDCgt7eXgwcPigVl37597Nixg507dwLQ0tJCRkaG5D8mJiayY8cOJicnsbOzw9PTEyMjI8bGxli7di1WVlacPn1aKD3r1q0jPj6emTNn8u2330qW3MTEBE1NTWRkZEwb0H/zzTdkZWURGRkpD1tCQgKdnZ20tbXx66+/Sq7lAw88gLOzM9bW1oSGhmJiYkJiYiJxcXFUV1ezfft2sY388Y9/lDbWzV++oaEhrq6uIqZQsHw1d3333XextLRkamqKqqoqUlJS8PLy4quvvmLRokXMmjWL999/X1rN7777rqhdw8PDmZiYkM9nbGyMv7+/qDAXLVokHkglILp48SKnTp0iMDBQZiQLFy4UfFxTUxM//vgjy5YtEyiFUn+GhoZKJwPg9OnT1NTUiAhMzfPUfKa6upra2lp27dqFl5cXy5Ytw9fXl5GREXp7e/nuu+/w9fUlODiY3bt3S2Fx+PBh3Nzc+N3vfkd2drb4Bzs7OwW6PXv2bJYsWcL169c5cuQI1dXVrFu3Dnd3d1xdXbG0tOT06dO8//77uLm5SSX7+uuvy7NaUFBAbW0tKSkpzJgxAzs7Oz7//HPgH5mKBQUFXLp0iZ9//pmAgABCQ0M5ffq0+MrUoVxRUcFtt91GSEgI3377LVFRUWzatImzZ88KBcnKyore3l7OnTtHYGAgGo1GfLTm5uZERUUxNjZGSUkJH3zwAStWrMDf358//OEPzJ8/n0WLFskYxNbWlldffZWuri48PT0ll7OkpISPP/6Y7u5uHn74YY4cOSJze5VdqN7z3NxcLl68KOhM5YkdHh7G1tYWW1tbent7BXb+xhtv4ObmJt9NfX09ZWVl8uxYW1vz4IMPCsP1ZqB2Q0MDY2NjEvgdFxdHZmYmOp2OwMBAXFxc6O7upqamhl9++UW8vI888ghjY2MUFhZia2srAJBHH30Ue3t7XnrpJRFTvffeewDir1Yq2ueff54rV67w0EMP8frrr+Pl5cUvv/wC3ChqH3vsMbnFFRYWCpB9/vz59PT00N7eTnh4ON7e3gQGBnL69GkyMjLk4FGjItVePHDgAO7u7jg6OuLq6sqaNWuIjo4mNTUVFxcXHB0dWb16NVZWVgQHB4uy3MzMjJ6eHnk/lMUjKiqK4uJiAV0cOXKEzMxMgoKCBCBw8eJF0tLS2L17NytXrqS/v5/33ntPEKWBgYHy7ujp6Ymu48knn6S3t5c333xTcoetra2ndQesra0xMzOjrq6OwsJCuru7iYuLY86cOVhaWpKSkkJeXh4///wzZWVlmJqaYmNjw7FjxwTwod6Xu+66Szqj1tbWIjj65+CD/936tw9M5fHr6+uTIOmmpibx1RgaGoovR121h4aGcHZ2lqBc5SczNjaWlI/GxkbxwqmlkkYcHR2xtrbG3t4eY2NjSR1RsxtPT09MTU3x8fGRGZ+Liwuurq60tbWJMMPS0pLAwEBJSFdhyWopLJsKh54zZ44orpTazcDAgPb2dqysrMQ/qFoCly9fprq6Wm7MZmZmchtXCQs3H2AqiNrLy0uk32ZmZnJ7tLCwkPQHlU6h2m7qe1CtZSXHHx4e5tixY+jr6xMfH09OTg4TExPo6elhZWXF1NQUDQ0NYpNITU3F0NCQzs5O8dLBjarfz88Pe3t7RkZGsLOzIzw8nNmzZ2NnZ0d1dTXl5eUCvVYoPbXUIaVal1NTU5JKsXLlSuzt7XF2dqa+vl7+2bCwMGlvFRcXi6jH1NQUZ2dnGfYrvNjNuLPe3l5podrY2DA1NUVCQgJGRkbye+7o6MDHx4fg4GARTijpvoODAxYWFoLesrCwwNHRUQJuW1tbp3UH1Hei5oIKy6bwYGNjY3R1dTE4OIihoaHYTtQtXKfTiey+ubkZKysrebnVe6LeBfUshoaGYmtry8TEBB0dHUIlUTg91S718fER5Z8KxbayshLVtqmpKZWVlbS2tlJXV4ePj880ROTY2BhNTU10dXUxMjKCi4uLJNGMjY3R2toqP1v5CT08PKS7YWVlJS3l0dFRSQfS6XR0d3dz6tSpaZQmZf0aGBiQdr9SzA8PD4vPtaSkBGdnZ5ycnOju7paCr6CggL6+Pvr6+sjIyCAkJAQHBwdpuxUWFk6zzejp6WFmZkZ4eDgjIyNUVVVJULaNjQ2NjY0MDg6KT1EdIDk5ORgYGNDR0SHpKOr2q9Fo5Jn8ZwWwCjpQFCiFsqyvrxdea2NjI93d3TQ1NQkjVqHxVJGj9iKdTifc7KmpqWk+xZGRERoaGrCxscHS0pLJyUl0Oh0eHh7U1tZKcLRq/arWvEqRmpyclO9AJQQZGRnR0tJCZ2cnYWFh0yhN5ubm6HQ6Ue0qLYBCpFpZWYm4SM1wVfFiamqKm5sb1dXVdHV14e7uTnZ2NtnZ2eKwcHJymvb51FhLtbZVF0RB7BUcQqfTcfz4cTw9PYmMjBTvaWtrq3RIlBrZ1NRUICNKI/PfrX/7wFSp6Krfb2hoiFarxcrKSqKtlFBCVQ6WlpbSfrhy5QohISHExMQIdLywsJB9+/aJr0kte3t7Hn74YcbGxhgeHpYNxsrKioCAAH799Vf27t2Lvr4+SUlJ3HPPPaJeNDU1FSO+MlG7u7sTFRVFd3c3XV1dAjFWy9bWlqCgIHJycnB1dWXVqlW4u7tLmvi8efPo7u7myy+/lPmrtbU1y5YtIzw8nEcffZT29nZOnz4tt0FHR0e8vLykX69mnoAcgj09PVJYqJfFwMCAuLg4iXPq6uoSlJ4i33R3d7Nv3z4KCwsZHR0lLi4OKysr3nrrLd566y02btzIzp07JSrJ3d2d5uZmjh8/TkpKCuXl5fzxj3/EwcGB4OBgXnzxRX799Vf6+/u59957hWKjInS8vb15++23pU303XffsWDBAmFiqmg1+IeX76mnniIgIID33nuPuLg4kpKSZG5pYGBAYWGhzBnj4uK4cuUK77zzjgAqDAwMyMjIwNLSUnyuqoX4zxsTwLJlyzAxMaG1tZWXX36ZlpYWtm/fTk1NDebm5jzyyCNy6Jw7d06UkrfccgsDAwMMDQ0J7USr1dLT00NrayvffffdNN/nzUzL9vZ2KioqBJGoDujr16/LHNXW1pZly5Zx8OBBent78fLy4uWXX2ZsbIzXXnuNp59+WmZBJ06cIDU1VQ5oExMTfv/734sv1dHRkcHBQS5fvoxOpyMoKEgER01NTfT19QkWbMmSJVhbWzMyMiK/dyU8UQrCoKCgaQdmd3c3J06coLW1FQMDAzZt2sTly5e5cuUK/v7+8u6o4rG5uZlXXnkFa2trQRgODQ2RlZUl6t6xsTGWL19OUlIS+/fv/xffZ1VVlQBQbGxsOHLkiLT5Vcv+2LFjvPDCC8TGxtLe3k52djZFRUXs3LmTGTNmEBYWxqeffspdd91FbGwsx44dIy0tjQsXLkwrjJVveeXKlTz99NMcP36c8PBwidbas2cPVlZW2NnZybtZX1/P0aNHcXFxYc6cOTJiMjc359ixYwKnUMb4m7UDqtBobGxkx44dhISE8MYbb7Bz506ampqwtbWlpaWF2tpafvrpJwGfKDGKUokXFxeTnZ3Nhg0bKC4u5uTJk7I/qdXX10daWhp33HGHkI5Wr16Nm5sbGzdu5PLlyxgbG4unVoFdVDGnhEre3t4Sq2VnZ8e5c+fo6+vj3nvvnQayj4mJYd26dQLuKCgoEP/w/PnzcXJywsjIiPDwcDQaDePj49TW1so+rebW5eXlWFtb09fXR3Z2NosXL5Z3/tSpU3R1dd04qG7i1iq71oEDB8jNzaWvr4958+bh7e2Nr68vr7/+Or6+vqxatYqAgAAuXrzI2bNn8fT0xNjYmIGBAZycnHByciIwMFBuqf/ODPPfUskaGBiwdu1aOjs7uX79Om5ubkRFRXHPPfdQU1NDVVUVhw4dYuXKlXh6elJbWyvD9b179xIQEEBQUJAQgrRaLYsXL5Yb2dWrV7l27Ro7duwAbgyUn3/+efz9/dFqtaSnp4varKSkhJycHHJzc1m5ciXOzs44OjqKITc0NJQnnngCe3t70tLSSEhIwNTUlL1794pYpra2loqKCuG7JiUlceutt4rnc2hoCDs7O2xsbMQQrriJ3377LYWFhcydO5eIiAjc3d25fv26+JiUsmzVqlXiP83Ozhajufp8zs7OJCYmCm0mMDCQxsZG6urqBCem5OidnZ0SI9bQ0CDmbIW5W716NZ6enpw4cYKEhATc3d3ZsmWLmMdfffVV6urqOHnyJFZWVvLwKW6qtbU1W7ZsISIigomJCU6fPk1+fj4DAwPccccd3HLLLUxOTnLy5El+/PFH5s2bh729PTY2NnR0dJCRkcHbb78N/EM4okQ6xcXFcut+4YUXcHNzw97enqamJjFh19TUSDt/3759lJeXU11dLVi6a9eu8cgjjxAfH8+xY8fEeA43hBzR0dH09vYSFxfHvffeS09PD4ODg/T29vLLL78wPDzM0qVLOXr0KO3t7WzevFkKFCXrV4KbiYkJBgYGePnll3FwcGDz5s0899xz0kr8+OOPCQ8P56effiI8PFzU2Go0ocQD+vr6zJ49m9raWs6ePTuNsBIcHIy7uzsxMTGCOgsNDWX//v2cPHmSkydPCrf3gw8+oLGxkatXrxIeHi4zQg8PD0ZHR8nPzyc4OFjmyspbaWhoSG1trVhRVLFhZ2cnrWtXV1cuXLjAgw8+CNxQPr788svCIn7xxRf5y1/+wtGjR1m+fLmMQ5QPt7q6WixZYWFhYlPS09Pj2LFjtLW14ebmRnFxMU1NTQwODlJSUiLvXXx8PPPnz2fFihUUFBTwww8/TMs8VG13dfDb2Njw0EMPiQ9P3brMzMxYvXq1+LpVPqy5uTnff/+9HCybNm0iMDBQeKwKOq4wjiqxJD4+njfeeEMCJtS4QpGJ+vr6aGho4MEHH0Sn0/Hpp58yf/58dDod999/P8PDw5iZmfH+++9L4o7C9KlINj09PcLDw7l27Rr6+vrccsst/PDDD9L2Verwvr4+SYc6duwYnp6eJCYmMjY2xqVLl/jDH/4ge8rtt9/O9evXaWpqkhauCm9QRb4S3Wm1Wn788UdiY2N5/PHH2bZtG7W1tfT39xMfH4+TkxOWlpaCqWxqauLIkSNkZGQAMHfuXLE0tba2UlFRwZIlSxgZGSE/P5+ysjLMzMyYM2cO586do7y8XNCerq6uzJ49m5ycHKqqqti6datQ4PLz86VgPHjwoHQkFixYQGhoKAsWLJBzIzMzUxKHvLy86Ovro7u7m5GREfLy8rh06RIhISFMTU3R1dUlhYDqKABSUI+OjrJnzx5py/6fVLL//ZH6v1Z/fz/m5ubMmDGD3t5eqqqqKC0tlYiupqYmRkdHMTU1JSQkBHt7e/T09KiqqqKjo4PJyUkMDAzo7++noqKC3t5eMbT/r7+g/CyV4qEUW8oYfDMIWxnLlSdSvURlZWWihjQ3N6e3t1eCrVXQc0dHxzRf5NjYGAMDAzg7O0urzMzMTLym6hBTN0Cl5Ovt7aW9vV0qJltbW4lPUrFeCv908+dTajp3d3fc3d0FJ6jaSBkZGdTW1kpQtqWlJe7u7sKJrKurk/asVquV27dShN78s1SKhrGxsbSkVAvJyckJW1tburu7BZpQXl5Ofn4+hYWFEvhbWVlJYWEhPT09QigyMTEhNzdXbtM3/zzVylFtZ5VyUlZWRktLi9yuOzo6aGlpEVl5cHCw3PAU+NrOzk4A8HADSXaz71O1hpSH1crKiqqqKpqamqSFpbyQCpNXU1ODvr4+zs7OAmlwdXUV753Kfry51axWX1+fJHOMjo6KL1fZrJSiVPnQAIEcKIGVEnoNDg6KDH9kZETapze/E21tbdTV1VFeXi4+wra2NlGfpqamkpmZSXl5ubTB9fT0xD+riqKbQ5jNzc1lVHEzWF79cwoZ1tXVJTetkZERoS45OzsLNk9pBIqLi0VFb2VlJWMZrVZLW1sbVVVV/5JKpJ7v8fFxBgcHJSZQoQdVC83f319uq0ofYGBgIC1l5dNWAduK9PXP793Y2Jj4Pvv6+jAzM8PX15eenh4yMzNpaGgQAk54eDixsbESA6eSmJT/c2BgQKg2vr6+TExM0NzcPC3QWXXgrK2tcXBwYHJyUlT9AwMD5OXliWpUAVYGBgbo7u6WUYqdnR1arRZjY2Oxt4yMjPxLZ0ctVSj29fXJGCM0NFTA5Gq8NTIyIodIU1MTzs7OgvIzNDSUwkWF22dmZk670fb09FBfX4++vr4kWdna2grhR41uVJyggswoJ4PqACptiL29PVFRUWI1URm1aqmxmZOTk2QxBwYG4uHhga2trdClVBiIeveU8FIpqFVykqGhoYxdKioqZMb+361/21ZSUVHBsmXLePLJJ3nvvfcoKCjg9ddfZ86cOVhZWREfHy/w4RdeeIHPP/+co0ePEhoaKtSI2NhYSktLuXz5srSwioqKBNCrlpovLFq0CGdnZ/T19cWq8sQTTwjv0tXVlezsbD7//HMWLFiAvr4+dXV1/O53v8PDw4PXXnuN7OxshoeHiYiIwMHBgdHRUY4fPz6tNWRjY0NoaCgPPvggNTU1HDlyhLVr12JhYUFjYyNnz54lLy+PjIwMHnvsMW677Ta+//57efDURmFkZMRzzz0nYOXs7GzMzMwICwub1o9XOYVbtmyRP+P06dNcvnyZ48ePy60gICCAiIgImft+/vnn1NXVYWlpKS+On5+fUEaio6Px9fUVwIR6cZVFQqfTsW3bNmpqanj11Ve55ZZbsLS0pKioCFtbW1pbW/n0009pbW2Vl/rixYtcu3aNyspKIiIiWLBgAd3d3WRlZfH999+zbds2EfWoB1vNAMfGxnjwwQclRf2tt96SuWhGRoakSqi5s5WVldxEUlJSpKBavXo1OTk5ZGZm8tFHH5GVlcWhQ4eAG/MQFxcXnnnmGVF8HjhwADMzMx599FGBBihPV29vL1u3buWtt95i1qxZpKen4+7ujrOzM5999pncKt5//31aW1v56aefpqkR33vvPQIDA3nvvff4/vvvKSws5O6775YZiEIUqgKhoKCAkpISsZIoHFltbS0ff/wxgYGBuLu7y2awZMkSvv/+e9kw1Fzbzc2Ns2fPymdQ4phdu3ZhZmZGaGgo27dvJzc3l4KCApKTk+VQ3bx5s/A39+zZQ2VlpczKb85pVUVgWVkZ9fX1/PjjjzQ2NooyPiAgAE9PT7ltDQwM4Ofnx7Vr13jllVd4+eWXCQkJwcXFhbKyMkZHR1m8eDFFRUVUVVVRUVExzYJkYWEhVKqenh6Cg4M5ceIE9vb2PPjgg9IpULfb3t5eLl68KC3x+Ph4UdV6eHiQnJzMbbfdxpYtW0hLS5N0IbXUfPny5ctkZ2fj5ubG22+/TXFxMZcvXxb1f319Pb///e9lrqxEIWru29TUxL59++jv78fGxoYHHniAw4cPc+XKFbmhGBgYEBgYKNqI0tJS0tLS2LNnDwkJCQwODnLp0iXuuusupqam2Lx5Mz09PYyOjkperZrtnz9/nh07duDv7095eTmnTp3i/fffnwYnV0piJYiCG55oDw8PFixYgJOTE+bm5vz00090dnbS09ODqakpzc3N7N69W1S+lpaWGBkZSdFRWFhIeXm5hC+rpUYPS5Yswc7ODjc3N8rLyyUiTLkbrl69yv79+wkJCeH1118XoE16ejrd3d1Ci1Liorq6OgwNDfHw8JjWIlV8bx8fH/785z8LrP/EiRPSMlfB4j///DPOzs688MIL6OvrU1xczE8//cRtt92GTqcTO1VzczM1NTX09fVNG7v839a/dWDe7O3Jzc1l6dKlODo6kpaWxtKlS7GxseH9998XRuH+/fsl/Fht3irhXqm5ent7Jf0kLy9v2l9Yq9Uyf/58UlNTOXv2LHZ2dpKNNzg4SHBwMA899JD4b2JjY3FycpJBvKWlJSMjI3z22Wds2rSJiIgILC0t6enpkQzBmwHlLS0tUqkrv96aNWvo6+tj7969glu68847CQ8Pl1uJ8k7a2NhIGsHHH3+MnZ0dc+bMobGxEQ8PDx5//PFpSQ1KtLB9+3by8/Pp6OiQP9vY2JgdO3YI39bR0ZHq6mp++eUX8b3GxMTQ2trK8PAwU1NTItRQm1NTU9O0h7u3txdnZ2fWrVvHzz//jFar5c033+SXX36hqamJkZERPvjgA5ycnGSeef36dbG7qMRy1SEYGBiQNtalS5emCTkMDQ1F4m9ubs6uXbukap07dy5arZZr167x/fffY2hoiLu7O2vXrpVMu+XLl1NVVSWpM6amptx6663k5eVRXl7OF198MS2Sqr6+nvPnzzNz5kz6+/vJyMhg3rx5aLVaGhsbue222+ju7iYjI4O4uDgSExPFW9vS0sLhw4eJiooiPj6e2267jfr6eiorK8nKysLOzo4NGzbw66+/ip9t3bp1hIaGyv8eHR1NTk4Os2fPxt/fn927dxMUFERiYqL4LL/88ks++ugjbG1teeONN3jnnXfo7e3l3nvvJTs7WwLJVeqCEkeMjY2xf/9+kpKSePbZZwUSYmdnR25uLh0dHURGRnLLLbdgb2/Pn//8ZwoKCuju7sbKyoqZM2cSEhIi/joDAwMGBgZwdHQkPDycy5cvT2MqqxtAdHQ04eHhpKSk4O3tTUVFBbt37xZfomqZFxYWkpycjIuLC/7+/kRHR9PS0iLQAgsLC4GANDQ0EBISwtDQkMyldDod0dHR9PX1UVxcTGlpKYmJiRgYGLB161bs7e2xsLDg0KFDEsRcWVnJkiVLCAoKEjKXTqejsbGRhoYGOjs7SU5OJikpCVtbWz766CMBF6i94bbbbhMqz2uvvUZQUBDvv/++tPmuX79OaWkpNTU1HD9+nPvuu09C0LVaLWNjY0REREhBtXbtWubMmYNWq5UQaRX8oIhIShCVkpLCsmXLJJYwOjoafX19ydQ0NTXlz3/+s4y5HnnkEWJiYpicnMTNzY2KigqBESi/LNzotERGRmJtbc34+LhYi6Kiovj++++JjIwkLCyMmTNnkp2dTUVFBevXr0er1WJqasr+/ftFZHb16lUMDQ1lPt7d3Y2XlxfNzc3SJg8LC2PJkiU4ODiIgOj777/H3NycdevW8emnnwoJSqVUeXp6kp+fT319PZ2dnXK4K2yfcl6oMdvN4r6uri5qamq4ePEigYGBglStrKwkOztb5urKTmRsbEx9fT1///vfxYmhbqZ79+5l/fr1ODs7M2PGDNatW8fExASPPPLINGTq/279Wy1ZPT09MfoqkLcKdlVJ3vCPtIOsrCzGx8fFF6M22t7eXsbHxzE3N6ehoYGWlhZRhd1cLalVW1tLQUEBXV1dmJmZ4eLiIqbukJAQLCws5KoNyG3P09MTJycnsrOzBeasDvPq6mqRKKvV3d1NWVkZubm5VFdXTxPlKJSUh4cHM2fORKfTycajWKyDg4NiQFYIMJ1Oh4+PDy4uLv/yuSwtLTE2Nubq1aucPXuW8+fPi6dN3bSUT2h8fJzW1lYyMzMxMTHBzc2N4OBgIiMjCQgIkP+9sbERAwMDmpubKSwsnNZeUHNjFxcXCgoKaGpqIjg4WD6jQq8pgIKJiYm0yoaHhyWyTAluFEFImeZvjmwyMjLCwcFBchs7OzupqKgQjincQG8pnqVSVSs0laenJx4eHpLSoYD0yrer/v9qDQ4O0traKkrA3Nxcue13dXUJJEJZFFTgt4mJicScqRaketbVHFM9qzdXukFBQYSGhtLf34+1tTXOzs7SUlXqZhVnpOT0SmSh4r/gRtdGKVwHBweFpXozoku1ZDUaDaGhoeIRtLKyoqamhubmZry9vQkLC8PPz4/Ozk6MjY1FbaqCl5VvWFF5lIK3ubl52nenrBA+Pj6Eh4ejp6eHs7MzgYGBIroyNjYWzmpTU5MUSz4+PnIzUbAHjUZDTk4O/f39WFhY4OPjM63NbWJigq2tLTqdDkdHRxwcHMTXnZaWhrW1Ne7u7jJjVn//vr4+ic1TDGRFqVLtWRVMrKLoABnLREVF4ebmhrm5OS0tLRgbG+Pp6UlAQAA2NjbSrmxra6OxsZH6+nq6urowMTGRG6tOp2NkZETiqCwtLWV8pL7furo6ysrKyMvLo6urC1NTU2bMmIFOpxPRlhrLREVFiWI7PDwcAwMD6urqpuWi2trairZCISTVMjU1lQ6ATqeTPFCtVktNTY0kyXR2dgo9JzAwEH9/fxGVqdmrKpxsbW3lO3dxcZkWBefo6EhwcLC0dFVKFNy48Dg4OMjzqoLm1c9paWmR99DV1ZXe3l7q6uooKSkR3cU/q2SNjY1FMT0xMYFGo6GoqIjOzk5JRVJwEHWLVXoVpcRWo7Vr165Jopa1tTURERHEx8f/z4EL4B+D92vXrklsy/z582X4HhwcLInmJ0+eZPny5dja2lJWViaqtsTERJmBff/998CNOd7jjz+Ok5MT+/fvB27c+FTry9ramp9++knk/H/4wx8ICgpi7ty5rFy5kmvXrlFQUEBhYSHt7e0MDAzw1FNPoa+vz9q1a3nllVewtLRkwYIF5OTk0NHRweOPP865c+c4c+YMgLwQCQkJBAQEEBUVRX19PW1tbfIA3zwvaW1t5ccff5QKPisrCycnJ3x8fHjjjTcYGRmhubmZxx9/nMzMTBYtWjRtk4+OjsbJyYkvvvhCAqoPHDiAs7MzdnZ2zJw5UyDkV69eJScnh+rqapFtm5iYEBcXR11dHX/6058wMjKSGUFVVZVwZOHGnCgwMJDe3l6uXbsmv4OIiAhcXV3x8fFhwYIFlJWVUVZWxh133CFy89DQULHgBAQE4Ovri6+vL/r6+oSGhvLGG2/w7bff0traKp9NzbmTkpKwt7dHq9Vy6dIlGhoamDlzJp999hnbt2/nxIkTlJWVsXfvXsrKyoSRqa+vj7m5uUDeVb6iubk5ra2tog5UxBglET916hQDAwO0tLTw6aef4uTkRHJyMuXl5SIy279/P2fPnuWjjz7i0UcfZeXKlTzzzDMSG7V9+3Z8fHyYP38+4eHhtLW18emnn06r5NWssre3V+Z91dXV1NTUEBQUxO9+9ztKS0tJT0/n+vXr1NbW0traipOTE1ZWVhw9elRAFrW1tZiamuLr68uMGTNYs2YN3t7ehISECKw8OTkZb29vqbCLioooLCzEx8cHLy8v5s6dK6riV199VXJRjx8/Tl9fH2fPnuXixYv4+/sTGhrKlStXaG9vx8vLi9TU1Gn+YEWwWrVqFRYWFrz22mvMmDEDHx8f7rrrLhGj+Pv7i0r2rbfeQqvV4ujoKLMkc3Nz5s2bh4mJCbt27SIhIYHVq1czb948BgcHycvLAxAVvFarZdasWcyaNYtvvvmGpqYmNBqN5OF2dXWRm5tLYWEhXV1dfPDBB+jr63PvvfcyPDxMa2srr732mhSahw8fJjIykttvv31aIa40EQkJCezevZva2lr++Mc/cvz4cf76178yY8YM+vr6JP5pzpw5rFmzhkceeYSRkRHi4+Pp7u6mtbWV9PR03nrrLZKTk6msrCQvL4/8/HxpyaoxliIvDQwMkJyczD333MOXX35JT0+P0L5cXFwEuZeamsr58+dl4//kk08E/GBjYyOM56ioKK5fvy5iO3t7e9atW8fIyAhNTU3k5+fT2dlJWVmZAF+8vb2JiooiODiYW265RbQHw8PDPPXUU1LEbt68WeaOioKVlJQkGZiA2Opuv/12ef/37t1Lb28vO3fuZMmSJejp6UlKlVar5ZFHHsHIyAhjY2P+9re/iQOgvr6e6upqic7z9vZm3rx5vP/++/LdzZ49GycnJ44ePSqXqB9++IH58+czf/583n77bW6//XY2bNggMPvu7m4eeughSkpK+Pnnn4WM5OHhQUhICD4+PgJEuNky839b/9aBaWBgwLx582hqauLw4cNCig8LC2P//v0C5lXX8w0bNgjw29vbm56eHgoKCoiOjhafWFxcHIaGhjg4OHDmzJlprSHFknVxccHJyYmVK1fS1NREZmYmDzzwgAhBFOj51ltv5S9/+QtTU1OEhobS09ODnZ0dL774Ik1NTXR2dlJSUiK9cVVBqRUbG8uqVatobGykp6eHn3/+WaJ71q1bh6+vL1qtlu7ubvERRkdHk5iYSExMjIhtlP1hYGCAjo4O9u/fj7m5OZ999hlvv/22QK5VlfTSSy/JS6XaqsbGxgI0bmlpoaGhgd7eXuFp2tjY0NXVhaWlJT4+Pjz++OPiJzt37pxkLqp58sTEBJcuXRKfmArjVeowFXdja2tLYGAgbm5uYg1avnw51dXV1NfXY2trK9Fsvb29AixQKSFqdXV18dNPP4lEPScnB3d3d6KjoxkcHCQoKEiS6eGGuu/MmTP09fWxfPlydu3aRXt7OwkJCXz33XeMjY3h4eEh4oPS0tJpczcFNrCxsaGlpYX+/n6xWfz0008Ce87Ly6OkpIShoSFuvfVW4AY9ZM6cOUIKWbx4Ma6uroSFheHo6IhGoyE8PFzmpYDwMlNTU7nzzjuFY9zb20t6ejopKSnSMQkPD0er1WJvb09mZqbMR83MzGhtbaWkpES6F+7u7tJOu/m9i4iIkOdPhXur1Aw10lDPbUBAABMTE0xOThIbG8vx48e5fPkyPT09eHt74+zsLAWaUmmbmZlRVFQEIDxde3t7Ea/l5uYKUScxMVF8hB0dHWKxCQwMZMOGDWzbto3JyUmefvppQkNDaW1t5W9/+5t44lS3R62hoSERNXV0dFBXVyfdBC8vL/bu3cvJkyeZP3++3LIUck4F1as2oY+PD62trXR1dbFx40Y8PT3/BahtYmIiGgZ/f39mzJghHTCAxYsXMzY2RltbGz/++CPu7u7MmTMHPz8/2ch//PFHmpubcXR0ZHR0lPb2dlErqxYs/CPhSaPR4OfnR1hYGGZmZqSlpdHY2EhTU5PQwKytrTl37hx6enpiEVOh3cpH3NnZSXl5uQgDlS5BLRVkrkz6FhYWtLS0MDAwgLW1NRcvXiQjI4O7775bWLKtra1UV1eLxWh8fFxygycnJ6mpqaGnp0c+081jLHXDV901jUbDhx9+SHh4OM888wz79u1jaGiImJgYzpw5I52HGTNmEBsbK4B2Dw8PbGxs8PHxIS4ujuLiYjw9PYWkppaVlRV+fn7ceeednD59mubmZmbMmCGc4oCAAEZHR8nOzsbHx0e6BKpTp1CpY2NjpKamcu7cOXJzc0Uvo9Fo/ufSSvT19YV7qug2ihGbm5srRlxzc3NRjqkWiZ+fn0h4FcRgfHwcDw8PMexnZGRM2wTVxmJubo6JiQnR0dE0NDRQWVkpdg0VNqqvr4+/v7/I6pX3ESA5OZm6ujqqqqrkpVeesZsJIApi/ssvv1BfX09xcTGGhoYCRfD392dqakoCfDUajQDllfleqSorKyvp7e2lqamJwsJCIiIiuPXWW/n000/l5yll3IoVK8jKypJkdJW8omT1k5OTdHV1oaenh5ubmwhLVBvKzs6OhIQEzM3NqampIT8/Hzc3NxFKwY1Kt7q6GjMzM8bHx5k5cyY9PT1cunRJvEdKNq+vr8/MmTPRaDR0dXURHx+PoaGheEUVPFqZ0kNDQyW+SK2RkRGqq6spKiqSSk+ld7S2tkpKyKeffoq9vb1wUVXqeXp6ugQkp6am0tLSIsInS0tLmpubp81MbWxs8Pf3l+gruLFZqTan8rMWFBQwODiIVqvF09NTYAM3B6OHhYUJlKOvr4+xsTGZ26lVWFhIc3MzRUVFjIyMYG9vT1JSEsePHyc7O5uZM2cK2EB9ZyqzVX2n1tbWYlEwNTUVwY+hoaHYU9R75+DgMA0T6O7uTkpKCtevX5f2d0VFhVhW4EZb2djYmMHBQdnQlddXGdVNTEwICgqSeaL67lTmpqmpKQ4ODly/fp3GxkYSEhIwMzPDysqK9PR0+Q4UjCQhIYEdO3YwNTVFRESEtGjV30Wj0VBWVjbNbz00NCRpE83NzVRWVhISEiKt5C+//BIDAwNmzJghJn5DQ0Ox1WRmZlJfXy+hDmrssnjxYum43LyU2j47O5uFCxeKcEqpx5Xq3t7entzcXDo7O/Hw8BA1sYGBASMjI0xOTk5TWirr180+zKmpKfr7+zE2Nkan00mrWd2OlHq/vb2d3t5eDh06xKJFi+Sgd3Z2FkWrgsarFnpVVZVE9928RyvusvJXKhyeVqulvr6eoaEhFi1aJM9TdXU1ubm5XLp0CbgxUsvJyRHL0oULF3BwcMDW1lZa1WopV4K9vb0whlUAhL+/v+DwFixYID77qqoqEhMTcXd3p6CgAK1WK8+isnSpiEZlw1FrbGwMQ0NDwsLCqK+vx8LCAn9/f0k6CQwMxNjYmKamJjw8POSfVcIxY2NjvLy8JLxAEcCULUYVmv/d+rfzMNva2tDT0yM0NFQCkv/yl78wd+5cAgMDuXr1qpBfvvrqK1F7Pffcc/Ig1dbW4uPjw+zZszl48CANDQ00NTVx2223CSYLbmyCGzdu5Pvvv+fcuXMcOXKEyclJIfxnZWVx5swZwY1FRETw4osvoqenR2trq1Bqrl27hpeXFyEhIYSFhQn/8ujRo9Mk0g0NDZw/f56ff/5ZZhz33nsvY2NjfPLJJ+L9uv/++7n33nsJCwtjdHSUvXv38s0333DfffcRGRmJm5sbeXl5XLx4kaNHj/Lkk0/i4uLC4cOHp93CEhMTSUpKQqvVsmzZMpYvX05dXZ0QfZ555hmWLFnCqlWr8PPzo7y8nLS0NLZv346enp7Mh62srDh16hTu7u74+vry66+/YmRkNO0GrcAFVVVVHD58mMOHDwutpLGxUdrbr732GllZWXh6esoGrq+vT0NDA1euXCEtLY2FCxfy6aefUlVVRW9vLyUlJTL3VUun0/H444+Lp3D79u1kZmZy8OBBRkdHxU+rqlM9PT3uvPNOurq6uPvuu9FoNOh0Oi5dusTExAT29vaYmZmRnp5Ob28vSUlJ0xTVDg4OBAUFceedd9Lc3CwYQHd3d2677TaGhoZobm7myJEjjIyM0NfXx4cffshTTz3FvHnzeOSRR+TzKstUZmYmjz76KE5OTqxfv37aRnHp0iWcnZ158MEHqa6u5uuvv8bX15eLFy/KBqMgAarA6e3t5YEHHpA0iyeeeEIK0LS0NFpaWggICBCFsHpxFXBbxWfV1dXR3t7OwYMHaWxsFNpWWloa+fn5/OEPf8DX1xcLCwuuXbvGCy+8wIEDB3j33XfJysriwIEDwuLMzc0lJiZG9AdwY7auvMGqbWVhYUFDQwMff/wxnZ2dVFZWcujQIZqamhgfH5eQ6vz8fB544AEqKirYunUrzz//vNCdTp8+LeOWmyOpmpubuX79OuHh4SxYsICnnnqKgoICocso7YSbm5tENFlZWTFnzhxmzJhBaWkpLi4uIvCysbHBz8+PTz/9lLi4OF588cVpz0praytTU1MYGBjw5JNP0t/fz6JFi3B3dycxMZFdu3bJ/N7c3Fyg5KmpqTI7VQi73t5eoqOjsbOzo7W1lejoaMzNzcnLyxO/pbqJWltbY2hoSFtbG1evXsXY2JjY2Fg++ugj9PX1aWpqYv78+fT29nL+/Hk6Ojrw8vLC29ublStXYmdnR0hICMPDwxQWFgri8+bCcXR0lNbWVo4cOUJZWZko9w0NDWloaJCAhnvuuQcHBwdCQ0NJT0+XNCIFvjc1NcXDw0PsWi0tLUJ7ulnhbGlpib+/P/v27RMrjEr3iYiIYHBwUHI7bWxsMDIyoqSkhDlz5uDl5YWTkxMVFRVkZWWJQr+2tpbz588THR3NfffdN428s3fvXjIyMkhKSmJsbAyNRsPnn39OQEAAfn5+PPTQQ4IWVYWst7c377//PsXFxSKWSkhI4L/+67/405/+REVFBW5ubnR2dtLU1PQ/F+9lYGDA4sWLGRoaEtHP4OAg1dXVeHp6CtTcw8MDExMT4fIZGhoSHx9PZWUlVVVVouJSae19fX309/cTHBzM0NAQqampwI0Dc+nSpRQWFtLU1CRmaENDQ4KCgmhubqa2thatVoulpSWOjo4ScjowMCDD+ba2NvHjFBUVSXDy5OSkVNyAtCgKCgowMDDAzs6OiIgIxsfHKSoqIjIyksnJSX7++WfCwsJwcHCgvr5evF7KsmJra0thYaHQ9uPi4gQdmJqaKtV8ZGSkbOqqCleJCCMjI5w6dQpvb29iYmLo6OgQALR6+aemppgxYwbGxsZcv35d0HfXrl0TxW5JSYl4X5OSkujp6aG8vFzg7iqr1NbWloULF3Lx4kVBtamsu7lz58psU8Ghw8LCZMA/PDwsXFclxrKysiIhIUF+3ytXrqSxsVHA+2pDKigoEF+fTqeTiCtVyWs0GkEKKirIyMgI7u7uIhiDG+Kv6OhofvnlF8n1VM+FAvIPDAxQUVEhcnKNRkNcXBweHh6cOHECjUaDhYWFiMfGxsbIzc3F3Nyc4OBgsrKypt2MFHNV3cptbGzEihEcHIyhoeG/oMtUKz0rK0tITioHUYmBjI2NGRsb4/Dhw3KDULACZ2dnDh48iKGhIX5+fjQ1NWFiYkJoaKjgBLu6ukSx2NzczOzZswkJCSEtLY22tja6urqEsqUoSy0tLZw+fRq40bJ0dXWVYkyj0YiZXc3hu7q6SE9PFxGT6u4on2F3dzd5eXnEx8djampKbm4uXV1dDA0NCT9UtfbUzUvdoh0dHWltbWVgYIC+vj6Zbc+ZM4e+vj7xe0ZERKDT6SRkYXR0VIRcKj3G2dmZ+Ph49uzZIzdvldSjAqZHR0fx8vISgpbq3BgYGFBUVISxsTG2trY0NjaKeln5Q4eHhwUJqH4vnZ2d0pbV09OTd9Hc3BwPDw8GBwcFv6mQk+ommp+fz+joqMS9WVpaShtSvfcKjdjQ0CCCG5Xt6ODgwIIFC6ioqJB3Re2bRkZGEpt26NAhCZlXanolUtTX12dkZGRaOL06UFXajdozo6KiROGr0mq6u7tpbm6WokHdAtU/39/fT3h4uPg91U375oi9uro6dDod4eHhHDt2TA5p5a10c3OTfbK+vh4bGxtsbGxwd3dnaGhIbpOqq5Genk5nZyfd3d2SJpSYmEhqaird3d24u7uLHzMvL+/mDsH/Flzwbx2Y/1n/Wf9Z/1n/Wf9Z/39Z/59JP/9Z/1n/Wf9Z/1n/Wf9/Xv+26Gf+/PmCY1Im4WvXrok/R3EcNRoNFy9eJDo6GldXVy5fvixtAUdHR1paWqiqqmLGjBl0dHSQnp7O6tWrpRUF/yDhWFhYyPDa3t5eorYUJUjBCBobG3F0dJQQWycnJ0k3UWorNzc3yUhT+DNFcImMjCQpKWlaPl1paalYHWpra+ns7KSxsVESQExMTCTZ4+LFiyJKGBkZwcTERFqNqnVQVFQkCsGlS5ei0+mk1adUx0r6nZGRIWg+RdhQ7cGhoSGh5FhYWDBjxgxJC6ipqWFgYID+/n4KCgqkLX7nnXdibGzM8PCw4LgU9GFiYoLBwUHBADo4OODt7Y2trS3t7e3Suq6trRWYQklJCT4+PixdulTS6s+ePQvcmG3Exsbi6uqKhYUF/f390npR1BojIyNyc3Px8fEhISGBnJwcSTVpbGzEzMyMhIQEysrKpL2kIA3u7u4UFRVRXl5+4wH+X+Ks2bNnY2pqyuTkJNeuXZOfpf45AwMDYWl2dnbi5eUl1A/1r/HxcRGltbS0iBhEzYQAAgIC0Gq1dHZ24ufnh6OjI4aGhpSUlFBVVSXjgPHxcby8vIAb6sLo6GjgBiGloqJCWvCKrevr60t2djbl5eV0dXUxNTWFkZERt99+u3iGFWC9u7uboKAgJicnKS8vF2GRm5ubQAKMjY2Jjo7Gy8uLgwcPyu9BhYirYGg1A1XfXUxMjIjOjIyMqK6uFpyhUv+qGZSbm5uItUpKSmQe2tLSgoGBgQSfqzSI1tZWUbLCDUuZp6cnpaWlMouuqakRLJxq4ZaXl8t7NWvWLIyNjQVz2d7eTnt7OxMTEzg7O+Pp6Ul1dbXMP3/99VeZ9anINa1WS1NTk7wDyg+p0khMTExELDY1NSV7mJubG6WlpUxOTuLh4YGTk5PsfcXFxdTU1FBdXS1t/zvuuENgKe3t7Tg4OBAeHk5JSYloPFxcXBgdHeXy5cvC4lWjjqmpKaysrPD19cXLy4vTp0/T1dUlrc2hoSFR3ivLjJGREba2tixatIhLly5RXV0tCl1DQ0MJfFZjDpVPaW5uLljBgIAAXFxcCAsLE73HunXruHr1KgUFBcCN4HYfHx8KCgrw8PAgNjZWGLsq21iBOBYuXIizszP9/f2ivHVxcRF/6MaNG2ltbaW0tJSKigoR8qkZKyC2PlNTU3lXBwcHZbzg6Ogoz+Itt9wiqT5qBNDf309CQgJjY2NcvHhR/pklS5aQlpYm2M7/kQPT0NCQlStXEhoaSmBgINevXyc1NZXS0lJCQ0OF5bl8+XIsLCzo6upi06ZNxMfH84c//EEYjDExMeTk5HDixAluu+02iouLyc3N5b777qO3t1cOTGNjY0k8V2ip0NBQQkJCmDdvnqgwnZycRLkZGhpKX18fmZmZMivV19enoKCA4eFhkpKS5IUtLCykurpaDszY2Fi2bt3K0aNHxdT9008/odVqueuuu7h8+TKlpaWCclK8zNWrV7Nq1SqZtZmbm9PV1SXJ4JGRkXR1dXHx4kUaGxvly7/11luJioris88+E4RUQEAA69atY8GCBXz44Yc4Ojri5+dHYWEhg4ODuLq6snbtWkkvGB0dxdHRkVtvvZXY2Fisra25cOECbW1tNDc3TzP4/uY3v8HGxobe3l6+/vprqqqqBISv+Jyenp5il5k/fz6+vr4UFRXJbObs2bOCJKuvrycmJkawYmfPnpUD08bGhtWrVxMXFyfcR2WdaW9vF2VcZ2cnc+fO5emnn+abb75hYmICLy8v0tPThTh06NAhSktLhWmqp6dHcnIy33//vRyYyvy+Zs0aSSNRcWDGxsb09fUxOTmJRqMRJmlRURFJSUlERESI92x0dJTx8XGGhobo6+ujsLAQPT097OzsRIwDNwgnrq6uQpxR1pEffviB8fFxbGxshAuakpIC3ABj3H///QBkZGRw6tQpGhoa6OvrIzY2lrCwMFavXs22bdtEQDE1NYWxsTEPPfSQ+OWuXbtGY2MjVVVVrFu3jvHxcQ4dOoS9vT2Ojo4kJCTwxRdfcPXqVRwcHLj77rtZuHAhhYWFgolTJJ81a9YwNTVFRkaGHJg2NjasWLFCnnFLS0vOnj1LTk4Ovb29GBsbo9VqmTdvHjExMcycOZNLly4JISs8PFwESwr47ujoSGhoKDY2NuTk5JCTkyMHpre3NwsXLpSkmLVr13Lx4kU5TNWsUSHtrK2tufPOO0U4pg4qxXmOiopizpw5nD17FgMDA5ydncnIyJAD09fXV8AY6enp1NbWMjExQXJyMnPmzKGsrAytViu2FmU1UJ7buXPncvjwYcbGxpg9e7ZcCpycnNi7dy9nz56VP9PExITf/va3ImQpKioiNDSUjRs3yrxdJfX09fVRW1uLhYUFhoaGtLe3MzIyIoHOy5cvZ/78+VRXV1NZWcn4+Lgkt6gD09jYWDQk/v7+vP322/z+97/n9OnTrFq1StB4O3fuFC9tWVkZtbW1FBYWClRgdHSUmJgY4uLiuPvuu6mvr2d8fJynnnqKoaEhOTCDg4NZsWIFw8PDzJs3j8cee4yamhquXr0qeLvx8XG6u7u54447JNP29OnTVFdXExsby7lz5ygsLJTM2Z9++one3l68vb1ZunQpxcXFsmeGhobi5eUlUI6RkRFaWlokyCIkJESexRdeeIHS0lIOHjwoPN2GhgbWrVvHwMAA169fx9PTk6ioKN555x3ef/99Dh06RFtb23+rlP23RT+33HIL/f39Eg1lZmbG9evXWbRoERMTE3zzzTf09PRgZGTEnDlzuHbtGsXFxVRVVYmo5oEHHmBsbIyWlhZqamrkBrR+/XpKSkpYt24dcIMisXnzZkpKSgShFBoaire3t8DIzc3N+fvf/y7WlatXr2JpacmcOXO4fPkyVlZWPPPMM7z44ovk5uZy2223cenSJUpKSrCxsZFAYvgH03Lz5s14e3vj4eFBRUUFFRUVnD59mnnz5qGvr88333zDqlWr8PHx4dKlSxL6q0DVLS0tHDhwgIULF/Lqq6/S1tZGbm4uu3bt4vLly6KU9fb2FhNyc3MzY2NjrFy5ktHRUbHLqApfqXznz58vVZUia5iampKQkCCVJNyI3bGzs2Px4sVifl+2bBkhISFERkbyl7/8RQgi4eHh+Pn5sWzZMn799VcGBgb47W9/S1ZWFhUVFdNUrfn5+cTGxrJgwQLeeecdoqKiePHFF/n555+5fPkyX375pRwo33zzjVgIlJ/W0tKSvLw8uru76evrw9DQUFRyK1askJBndct57733uHDhAiUlJVy5cgVfX1/8/Py4//77efvtt/nggw8AmDFjBsnJyYyMjGBsbIylpSVr1qwhPz+f+++/nzlz5mBtbU1bWxtbtmzBy8uLd999l/LycgYGBnjooYcESr5u3Tp+/fVX/vKXv7BlyxaGhoa4cuUK2dnZIvqJiYmRm3FmZiY9PT08+eSTnD9/nszMTKKjo8nOzuby5cts3rwZnU6HVquV1BRnZ2cee+wxBgcH2bhxI5aWlgQHB3Po0CHh5W7dulUEKMnJyTg5OYnARMH//fz86O7u5siRIxJbVFdXR21tLQYGBrz11lv4+/vj6OjI9evXycjI4MqVK+Tk5ODi4sLMmTNJSUkhNzeXrVu3AjduDa+++io7d+6kpaWF559/XkRp/f39Ej/2hz/8gcrKSs6fP09KSooQXfbt28fk5CRz584lIyODqakpVq1aRWVlJXV1dVLQKbzarFmzmDdvHo2NjSLGW7RoER0dHRw6dIjGxkZ0Oh0PPfSQBIUbGRmRkpKCp6cne/bswdfXl5CQEFavXs2hQ4f429/+RkJCAuPj4zQ1NZGamirf3e9+9ztBI9bU1FBZWcm2bdsYGhrCyMiIe++9V0g5KgLOzMyMvXv3ChggLCyMvr4+9u/fLxFY9957L4cPH+bixYv8+OOPQht67LHHsLOzw8LCgpCQENnEExMTJd9TEZgmJiYwMjKit7eXbdu2ERkZKfmtWq0WAwMDnn/+eTw9PVm0aBH79u2bhqqzsrIiJiZG2L8bNmxAT0+PsbExqqqqSE5OJjY2liNHjuDj4yOXFyMjI+zs7Lh48SI1NTUUFxczNjYm4kd1G7711ls5ffq0YCkXL17M0qVLgRuCHHd3d4GYDA4OsnjxYnx8fAgMDGRsbAx9fX2cnJwoLy8XH+rVq1epqKhg165d1NfXS8eyrKyMU6dOCf8Z4N1335XfvQqHP3z4MIsWLZJIr+TkZObNm8cf/vAHDA0NcXFxEbJQYWGhiIU6Ozv58MMPmTdvnkSolZaWsmbNGlHE/59mmP+v4OvDw8OiZFK8VhVWOjY2hlarRaPR0NTUJBuBai/U1tbS0tIi4bMKDK3VaikqKhL6B/wjQFpVxrGxsZIqr6oDX19f+fmKsjMxMSGpKf/rQ6PT6fD09MTBwUFUtC4uLtO8da6ursTFxQnmSk9PT4ABCu2kcjBVi0WhxxSsQPEbXV1dBeGmWnM9PT3TDOnK+zU0NCTp58HBwZSWlkqFqhIDvLy8sLS0pKmpCXd3d1GvWVpaoqenR319PXV1dbS2thIaGkpTUxPl5eXTSD+Kw3nlyhUMDQ1FOaySRBSpyMzMjI6ODurr62ltbWXBggUStKrVajE3N6e8vBwnJyc0Go1wIW/28infXWVlpaSCKP9rd3c3Go0Gd3d3UQP29vbKzTUgIEA8XxcuXBAfbHZ2tgDaCwsLp+HcXFxciI+PF1m8ra2tgN9dXV0ZHh6W9AdFLfL29mZiYoLOzk6am5sxMTHBzMxMNi0bGxtJx+nu7p723Zmbm6PRaCgtLRVFnkajwc7ODg8PD/z9/eX3oOLJxsbGBEWo2oFDQ0NERETQ3NwsZnOVCq+WgYEB0dHRwh4uLCxEq9Xi7+8vIApFf1IpQaqtlpOTQ3d3N05OTtKOdnNzk8MpJyeHoKCgaepf5eVTtiMV9N3R0YGzszNRUVHTbtxK3dzY2EhNTY0oEaOiooS6pCDbQ0NDREVFkZOTI5u8vr4+Go2G2NhYKioqhDyk0WiIjo4Wpai1tTWRkZE4OjpKO7uxsVGQbf7+/hLeHR4eLvxcleijlsLknThxQtJcZsyYQV5entzcOzo6REmrvtvIyEgJJFcJKvb29mRnZ0tYemVlpdwKb37vVDqNs7Oz2Bd6enoku1fduFWrW6PR4OvrS1RUFJGRkQCUlZVJ3F5vby/Nzc3MmjWLmpoa6exYW1uTnJxMVlaWdLxUcarQk+rGNzk5KQW7aps3NzczODhIWFiYqIpdXV1FZa4g6WopC8rAwIDADZydnRkbG5NiZGRkhKGhIVxdXTEwMCArK4uhoSE5tPT09LC1tRX0oYr4Ghsbw9nZmfz8/GlnUG9vL1evXmX58uWCZFXnSUREhIBX4uLiJF3n+vXrUlgo76zqIoyNjfHDDz8I8OF/DFwwNTUlgb/29vbk5+eLuV1V9mNjY0RFRWFmZsb+/fu5/fbbiYmJYfv27WRkZFBcXCzVS3t7Oxs2bJAoqm3btokHE2602QIDAzl8+DAdHR2SwDEwMMDRo0eJioqSl9rGxgZnZ2dsbGyoqqri6NGj0tpoa2vDz88PBwcHfHx80Gq1YlO4GfY+d+5c3njjDZ588kkqKytpbGykvLxcEHQnTpygo6MDf39/8vPzZaZqZWVFUFAQbW1t1NfX09fXR3x8PJaWlqSlpREYGMjo6KjMq9QyMzPD2NiYlpYWFi9eTEpKCr6+voyOjlJZWSm4NycnJ/z8/Ojt7eXo0aM8+OCDmJiY0NfXh5OTE6Ojo5w/f56ysjImJibw8/Pjxx9/5OTJk1IpGRkZsX79etLS0tixYweRkZHY2NjQ3t4uc4d33nmHv/71r0RFRXHixAnq6+sZGxvjoYceErZkY2MjZ86c4dChQwQEBKCvr8/JkyfFG3jzs6I25GvXrgnb1NTUlOLiYiIjIwkPD6ewsJDg4GDi4+MFZH733XdjbGxMW1sb33zzDc8//zwhISFkZmYSGhqKu7s7+/btmxb+rSru8vJyqZaPHz9OTU0NM2fOJDc3l+HhYVxdXWU+GhERITmnmZmZ8vdrb28XUEZLSwutra3/knjh4uKCtbU1v/zyi/B8VRyZoaEhERER+Pn5MWvWLGJjY+nq6qKwsJB7771XCrpjx44xMDDA2rVr+fXXXxkeHqa5uVmYu+pZ0Wg0PPLII2L92L9/v8yYVeK8gnQ4ODiwcuVK9u/fT2pqKl9++SX+/v74+/uTmJgot1KFS7t06RKRkZHTvjsFElH2C39/fwmQXrduHSkpKbi7u7N161YcHR1ZunQpeXl5FBcXc+nSJVxdXfHz8yMuLo6JiQkyMjJ48803cXd3x9vbmy1btjAyMiI4PvXzFi9ezKlTp8S7O2PGDH7zm99QUFAg9oikpCQmJiY4duyY4AhDQkKYOXMmsbGx/P73v8fDw4Nnn30WnU5HQ0MDWq2Wy5cvS0Gn0Whoa2vj1VdfJTIyUsKkR0dHaW5uFgtCT08Pr732GnZ2dtNsPFeuXJFi1cfHh+PHj5OTk0NGRgaenp7TWKsajYZVq1Zx+vRpdu/eLZF3qoOkIr1Onz4tIIKVK1cSHBzM7NmzmT9/PlFRUVRWVnLy5Em++eYbeQ/Pnz/Pzp07KSwslANTZXFqtVoBmBcWFlJSUoK7u7two9V/VgSc4eFhuYmbmZnx8MMPU1tbi6GhIbNmzSI1NZXGxkasra0xMTGRz2dqaoqNjY0U+Ormn5WVxe7duwVuo9FoePzxx7G0tOS1117Dw8MDBwcHQdG5urqK5aSzs5PMzEwcHByYPXs2V69eleKqp6eH0tJS/v73v5OYmEhcXByBgYH09PTQ1dXFPffcg7W1NRYWFpIYlZmZyQ8//EBtbS09PT1s2LABW1tbqqurpah/4403SElJQafT/c+BC/T09HB1dZWqdmxsjM7OTi5fvkxsbCwWFhYUFRUJRmrFihVYWFhQVVVFVVUV/v7+JCUlyUwyMjKSgYEBxsbGMDMzY+PGjQQGBsqwuL+/X4Q0zs7OpKenEx8fj6+vrwhj1JBXZQWqjLjVq1cLDqyzs5PU1FTy8/PZvXu3zAOqqqqmYZ6GhoZobW2lrKyMhoYG0tPTiY2NBW6EmM6aNQutViu37LGxMWJiYrC2tqa5uZmXXnqJjo4OJiYm2LJlC9nZ2XzyySe8+OKL2Nvb88QTT/DHP/5R5g3Kl2ZmZiY8Vz09PfmMH3/8MZ6enixZsoTXXntNmI1Hjx6lrq6OtLQ0brvtNoyNjfnhhx9EjPHBBx8QEBDApk2b+OMf/yheyccff1yQe8pw/f7778uNUuWGpqamEh8fT1JSEpOTk3z55ZdERERIarmaBWs0Gnnhs7KypmEN6+rqePHFF5mamiI8PJwZM2ZgYWFBd3f3tIp3YmJCbq5qY3R3d+fs2bNSgb/11lvY2dmxefNm+vr6yMvLIzk5merqanlW6uvruXTpEgMDA2LSPnr0KFqtlvvvv18IOKdOnRK49vPPP8+WLVtYu3YtUVFRXLlyhdTUVGkf2dnZMXfuXAEz3LxuflH7+/spLS1l165dREdHExYWxjPPPIOvry+zZ8+WrNbf/e53bN++ndbWVl588UUeffRRYXoaGRlRVlbGDz/8QHt7u8D74YZY6MUXXyQkJISIiAg++eQToePk5eUxPj7OwoULOXLkCJcvX8bAwIAzZ85QUVHB8uXLiYuLIzQ0FHNzcwkmUNmiFhYWDAwMyPwSkGJi37595OXlcf/99xMbG8vtt9+Ol5cXhYWF/Pzzz1RUVIjYoqysTDbDvr4+9PT0+Oqrr9DpdPj7+/PZZ5/R2dnJyMiIdG3UUgk+Bw8exMjISDoMTU1NPPzww2zatImpqSn+67/+i5UrVxIZGcnmzZv56aefyM3NFZTatWvXcHNzw87OjsHBQaytrcnKyuLjjz+e1o1Q/uaHHnqIM2fO8Ouvv6Kvr09vby8+Pj6CbLt+/TofffQRSUlJbNq0ScSKJ06coL29HV9fX5KTk3nppZdoa2tj37599Pb2TiP9wI3icfHixURERLB37158fX1ZuXIl3377Ld3d3axfv166XmFhYXLotrW10dLSwp49e9i1axfV1dVyE4yNjWX58uW8/vrr04AhSqhVWVlJRkYGZ86cYcWKFdx6663o6+tz8eJF9uzZI353BdRQOaSDg4N4eHiQmJgo7e/29naSkpJEm6IgDgDFxcUcOXKE8PBwQZUqxrCLi4twYP/85z+zZ88eyWZV735QUJCIcbZu3UpgYCBxcXEsX75cDtrPP/9cPl9YWBjBwcGC6Lxy5QpWVlZ0dHTQ0dHBxx9/LAhCNQZITU1l48aNuLq6EhwcjJWVFT09PaSnpws278svv8TNzY3+/n4++uijacXx/2792wemtbU1BgYGUo0pXJq6rre1tWFgYCAAZBVU7OzsLCkm9vb22NjYSCjz1NQUFhYWkvqhlgILKLWZubm5DMKVEVgFIo+Ojk5rM6gXeWpqiu7ubsH19fT0iOrtn4Ns29vbyc/PlzbDyMiItLLUzzU3Nyc6OpqBgQGam5ulRVNaWkpbWxvW1tZ4eXnh6elJRUUF/f39tLa2So7bzT9PoatiY2Oxt7dnbGyM0tJSofgoDFVJSYm0+1SAtGovKsOvahMrYYzaHG9+cdXsLCQkhNOnT9PZ2Ulvby8GBgaYmJgQHh7OmTNnBGOn+Jrl5eXyu1aBx+Pj4wIEUBvkzZ9NfXfu7u7Y2tpSUlJCfX09RkZG0j6prq4W5F5LS4sIrVQU0MjICDExMeTm5tLU1ERDQwO1tbUMDg4yf/78aZ9NBW+7ublJm1upW11dXeno6KCvr4+enh5he1pZWcm/VDBwU1MT6enpWFlZSRWsbto3/zzFqe3p6ZGfpa+vL9/34OCgPM/KCN7c3CygDvVc9vb2YmZmJkkgKoJLVf5qKTykgYEB+vr68rkaGxsFMO3i4iKtJkdHRynGFL7SzMyMtrY2ysvLBVvp4OAg8Iibv7vh4WF5D8bGxkRNqOY/w8PD2Nvbo9FoZP6m2n8KqaZACioJAm4In9Ss7p9XW1sbOp0OX19fdDqdmOVv3htUkk50dDRubm6MjIxQWlqKjY0NlpaWVFVVSQFeW1srreR/HoV0d3czMTGBh4cHLi4ugjE0NzfH09NT3llFLRsZGWF0dBQjIyPc3d1Fne/o6Mjk5CQmJib4+flJiLIKIr5ZjTk6OioQBBcXFwICAuR7Hh0dFaWuSoG5Gd6gQqKtra2luDU1NcXCwmLaja+np4fz589jaWmJn58f6enp9PX1iWivsbGRwcFBYmNj0dfXJzMzEy8vLxmHODo6Ym9vL/9ZBdOrTFb13aul0WgwNTUV8aCHh4e8F/b29oKf1Gq1EjJtbW1NQEAAPj4+wuFVhB9HR0eBzSi4ys1RW7W1tVhZWaHT6SgvL6etrQ0XFxfZzzs6OiShxMDAgMHBQWpqauTvOTo6Kqzpqakp2tvb5TtpbW2VceF/t/7tA1NRUHp6eiS+S8l8p6amZIakTv3w8HACAwNlQH748GHuvfdeIXKUlJRgbGyMmZkZFy5cIDs7W36eorWoFR8fz9GjR0lNTSUlJQUTExOJ9FGHmbJy9Pb2Cpewvr6emTNnkpiYSF9fH5cvXxb5u6mpqfz5RUVFfPfdd8JhHR4eZsaMGZiamuLu7s7hw4fRarXs378fCwsLERKkp6eTn5+Pk5MTy5cvZ+3atcJuDQgIoKGhgbGxMdzc3KblUwLY2dnx9NNPCwj9iy++wMjIaFpG6Hfffcezzz5LdHQ0/v7+BAcHy8YwMTHB2NgYt912G3v37qWmpgYrKytOnz5NX1+fPGwGBgYkJCSQlJTE4sWL5TYyOjrKsmXLZB78zTffUFhYiK2tLVNTU1hbW1NVVcXU1BQdHR1kZ2dTU1NDbW0td9xxB/r6+jQ3N+Pq6irKPrhxS4mKihKY8wsvvCC2mAceeID6+noaGhq49dZbuXbtGvv27cPPzw+dTifzWmNjY+68806MjIwoLi5mx44dUmC5urpOwwyq+LAFCxYwNjZGWVkZwcHBkqWoApzz8vLw8/MjODiYBx54gICAAJlDK4bqhx9+yJo1a3j++eclWu2fmZbHjx/H3Nyca9eu4ezsjIeHB9HR0VRUVJCRkUF0dLREwCmLglar5aeffsLGxobFixdz9epVqqurCQ0NJSYmhtjYWFpbWzEwMKCjo4PPP/+c0dFRNBoNd999N3DjJp2eno6Pjw+33347VVVVIih75ZVXiIuLw9jYWEYTZWVlNDc3Y2lpKbSfHTt2sGvXLlxcXP4ltgxudFqKi4tFpBIcHCxM2KamJoyMjPD395dIJmUHqqurIyMjg48//hiNRsPZs2e5du0a5ubmvPTSS/T29jIwMPAvgGudTkdUVBTNzc1iTfDz88PExES4u62trSQmJlJcXExtbS2urq4kJSUxZ84cwsLCeOqpp7j77rtZsGABXl5eEgFVUlKCmZmZ3GgAofL88MMPbNu2jcWLF0urUynVGxoasLKy4o033hAYuTq8H374YQkWCA0NlXb/rFmziIyMRF9fn3379ona+rnnnhNF5xtvvIGTkxODg4Ns3ryZ4eFhKisruXr1Kvr6+tx3332yPylkm7u7O88++yxtbW3U1NSwe/duJiYmqK6u5q677iI7O1s6IBUVFTz99NN8/PHHrF27lq1bt0q7ODMzk8DAQKKjo/njH//Ivn37+NOf/sRTTz2Fi4sLVlZWom1ob28nPDycoKAgZsyYQUFBAdnZ2XR3d1NSUiLfnbe3N4mJibz99tvMmDGDgIAALly4QHt7Oz4+PoLndHFxkTBoMzMz7rrrLsLCwnj11Ve5fv06lZWVBAQEMDQ0RGVlJZcuXWJyclLwmWp999130r00MDDA1taW8PBwzMzM0Gg0WFpaUlxcTGVlJZ6enuTl5VFUVMSFCxews7MjKipKikc7OzspXpXlr7q6+r+9XcL/C5XsokWLsLCwEGyUiYkJAQEBUnUoiO7IyAipqanodDqcnJxITEwkIyOD69evc88990gk0smTJ4mIiODJJ58UL9grr7wC3OiPBwUFsWLFCjw8PDh48CB+fn64u7tLPqDa6Hp6emhra2Pu3Lkyt1Q3ioqKClatWoW7uzslJSUirFC9/YqKCgDJZnNycpJsuhkzZmBubs74+Lhs1kFBQRIue/78eTkI3nzzTXJzczl//jydnZ2CalIZgubm5nzwwQfy81T7JTY2lp6eHtrb2zl69Ci33HILy5cvl6iyjo4O5s6dS0NDA6dPn8bS0hI3NzfmzZtHbW2tJDwsXrwYd3d3CYatrq7mzJkzotb79ttvpd3z+eefY2ZmRkpKCocPH8bCwoInnniCrKwsScM4duwY5eXlrF69msLCQiorK1m5cqUAsu+//365FfX19ZGWlsarr74K3KiE58yZI9X+okWLcHJyknn1zz//zC+//MLtt99OZWUlFy5cwN/fn6ioKNatW8fOnTsFrbhx40YBq3/yySfk5uby6aef8u233wqbVFX7mzZtEm9camoq+vr6BAQEYGFhQUdHBwcOHCAgIAAHBweMjY2pra1leHiYl156iaamJioqKqirq6Orq4v29nYaGxvlRfvoo4+oqakBYMGCBURERLB69Wo++eQTUlNTSUhIkBuBshSoeCTlda2oqBD/8Jo1awgPDyc5OZkLFy5QU1PD5OQk8+bNw9HRkdmzZ9Pf349Wq+Xq1asiulO35ObmZrKzs9FoNMycOZPw8HCsrKzo6uri5MmT1NTUMGvWLLn9R0REMDExwdDQEBUVFWi1Wtzc3CS7VimOdToda9asEW+wQqqpmbcSTzz00ENS0P7tb38T36xKSykrKxPF7Ouvv863335LVlYWpqamNDQ0iKgkICCAsLAwLCwsRAS2adMmWltb2blzJ2+99Ra+vr60trayf/9+amtriYyMlJutl5eXiMtcXV1FCf76668zMTGBj48Px44dkwIrJCQEMzMzmpqa2Lp1K/PmzWNgYICGhgZhZRsZGcmtW8WPlZSUSMyf8qROTU0RExODjY0NNTU1gokLDw8Xjqu7uzuzZs1i/vz5/PLLL9jY2BAfHy+bfmFhIV999RVdXV2sXLlS3sHExESam5tpb2+Xrs7k5CRBQUHidfT09KS2tpYjR44AN2w4d999NwEBAZiamlJRUcGxY8doamrik08+oaOjQ/5MJVpKTk4WxnRRUZEksqjg+N///vcyW3/99ddpbW0Vm0dcXByzZ88mMTGRmpoaMjMzWbVqFU1NTfzwww8sWLBA4gqVdkWNubq7u9m2bRsJCQmEhITwu9/9jnnz5nHbbbexbds2DA0N8fLyYt++fVKIL1myhODgYGbNmsW1a9eoqqqiuLiYzZs3s2DBAulyTU5OkpWVJf7s119/HV9fX1544QWuX78uB2RTUxPm5uZs2rRJbp/vvPOOXGz+P6lk4R/qwKGhITw9PdFqtXh5ecnNMDo6WoI6lSK1u7ubyspKzM3NiYuLk8QMVSGoUGrVRlVL3TD9/Pzw9/fnwIED2NjY4O3tLcZyQG5DCk4wPj5OV1cXNjY20iZW7YSmpiZJjFC3GLVUm06Jh8bHx2lvb0dPTw8vLy/a29vp7OwkPz9f2g/Ozs5SNVtaWjIwMEBZWRlGRka4uLgQFBREY2OjtHRurl5UJpwSAihvlUo9qK+vR6vVEhUVxdDQEN3d3QwMDIgCWGXTqQ3axcUFX19fMjMzBRx9M7gYkDBoJbRwdHSko6NDfKk6nQ4PDw/pEqhYLGtraxwdHSX8ubq6GldXV7RardxkVUYeICpNpW60tbXF398fFxcXSdjQarWiYlShxX19fbS1tYlCVbVxVeqGq6urtOdubuspk/ng4KBs6B0dHQK9UHNBV1dXGQeo6CPVRlUbmQqTVqpoxQC9+VlRgdpK4afT6SR9Bm4UDH19fdTU1MiNz9bWViw1avap3o3s7GwqKyuxs7OjqKhIkhPU77KsrAx9fX3a29sF6q0CstWhPDU1JakrN7eMVeKKisNycnLiyJEjYl+wtLSc1vYaHh6moqICHx8fLCwsBDIwMDAgwg5bW1uBBhgZGeHp6Sk3aXWQmJubi9CkpaVFIAyKv3zzz+vp6cHY2JihoSHJR2xraxNFtZGRkbRsAaqqqqSNqroAQ0NDYm0xNjYWyIGHhwcajUZ+nkr+UAd3SUkJoaGh0kYvKyvD29sbHx8f8YRbWlrS0NAgYxJXV1cGBwcpKCiQ7E/V6bpZaan0F15eXqKWHRoaoqSkhICAAAwNDamursbc3JyxsTHy8/NpampieHhYklfUfqa6FI6Ojujp6YlC+ObPZmZmJkkvgLRYp6amSExMlDnolStXREms9Cjj4+PSqrSwsGB8fFxSkVTxd3PXCv4BDHF1dZV90NzcXNqmqiBVQBQDAwN8fHzksFLh4AEBAZKlqpJOFMTk5lGPmZkZFhYWooweHBzkwIED1NbWSg6yra0tlpaWtLa24unpSXR0NNHR0djb24srQrXLFT9agUfMzMz+Zc/8361/m/Tj4+Mjc57nnnsOnU7H8PAwbW1tTE1N4eHhwaxZswSirIg+Tz75JI8++ihPP/20POgqmV3dkNS/V8vJyYnXXnsNf39/TExMWLNmDRqNhtHRUQICAuRFqq+vF2n/yZMn5c9/7LHHmJiY4MKFC5I0rqTkWq2WtWvX0tnZSWFhIXCjvbBq1SpiYmLIz89n+/btmJubExMTw5tvvsnnn39OWloaOp2Ohx9+mISEBPz9/WXzPHv2LO3t7URFRXHPPfdI5M3nn38uBvWbN4r29nZ0Oh133HEHv//97yktLcXPz48LFy6wb98+DA0Nue+++1i3bh1vvfWWhE2/9957dHd3k5qaSkVFBYaGhixcuJC+vj4uXLjAu+++i6OjI1ZWVtJGHB8f5+effyY6Opq4uDjOeEDYeAAApO5JREFUnDmDnZ2dhEpXV1dz//338/HHHwvc4YEHHmB0dJR3332XuXPnsnnzZmxsbEhLS+Onn37imWeeEcqKigpSS81hnn32WUJCQti6dSsrV64kKiqKAwcO4OPjwzvvvENzczPGxsZ0d3djZmZGe3s733//PQkJCWIhuHLlCidOnCA7O5v777+fO+64gyNHjshtDyAlJYUtW7bQ1dXFuXPn+Oyzz/Dz8yMlJYUVK1awefNmqqqq2LBhA8HBwTg7O+Pg4EBycjL9/f3s2rWL5ORkkpOTRTzk4uLCpk2bGBkZEZm+Wvn5+RQXF7N9+3a2bNkiHsyRkRHxvJ4+fZqffvqJl19+md7eXgHbj4yM4OzszP79+8VOUVBQwNDQEAsXLuTzzz+nsrJSANdDQ0Ns2bIFBwcHua3OmjWL5557TiwxaWlpAhnw8vLC3NycgYEBDh06RGdnJwYGBmzdulVulyp4u66uTjoBaqmW7H333UdsbCxHjx4lIyODkpISYmJiWLx4MTExMRw7dkyev40bN5Kbm8sXX3zBHXfcIRaoBQsWMDg4yNdff82yZcuYP38+W7dunVY4dnR0iCZC7RunTp3C2tpaxDaFhYXceuutfPTRRyxatIgNGzbw5ptvkpyczPz587n77rt55513OHz4sHSfZs+ejYmJidiw1EpISBAA+bFjx7h27Rpvv/22iOOqq6tlPrtnzx7JAFXFuLIvqHQbZaXZsGEDV69eJT09fZrCeeXKlTg6OtLQ0IC3tzeVlZXs3btX4rQ6OjrYsGED7u7u7NmzBzs7O/T19fnss89ISUkhNjaWqKgoPD098fT0FJuFiYkJt912G2lpaRw8eFD+O09PT7y9vZmamuL48eMsXrwYc3NziYHz9/eX79vU1JQjR44IkKG+vp6pqSmJuDMzMyMnJwcnJydMTU0JDw+nuLiYxsZG4EaXbM2aNVy5cgVnZ2defPFF8vLysLS0ZMuWLXzxxRdUVlZSXV3NvffeK4K6trY2WltbWb9+Pfr6+lRWVrJ582YcHBwAeOGFFyTm7+b5ujqHTE1NWbNmDV1dXXz++ecCUiguLsbDw0PyZm1tbbG3t+fdd98lLy+Pzz//XBTX7u7u+Pj44OLigo+Pj9ib/scOzPHxcYlHUq0iJcNftGgRZmZm8tIaGBiIesvBwYEPPviA3Nxc7rnnHubMmUN4eDgxMTGcPHmSoqIiMjMz2bBhw7TEa0NDQxwdHTlw4IC0Q1SigToo6+vrxVunYAZubm4sWbIEf39/weWpOKGbBQT/7ClycHAgLCyML774QloW+vr61NbW8sEHH9Df309ERAT3338/1tbW1NbWsm3bNhITEwkODiYjI4Ompia6u7slPVwFs+rp6UkArVp2dnbo6enx6quv4uPjw2uvvSZRWrW1tZw5c0banIpuUVFRQXNzs9gvamtrpaLNysqipaWFhIQE4uPjcXV15ZlnnpH4LHt7exobG9m5cydz5syRjMeFCxcyPj4uUT39/f2cP3+evLw8aUMfPXqUrKws7r33Xrlpv/jii4SHh5OYmPgvgiZra2tWrVpFeno6GRkZJCcnA5CXl8fg4CDZ2dnk5+ezYMECgoKCsLe3l9trV1cXaWlptLe3s3nzZrHWrF+/Hj8/v3+JLoMbhm0vLy86OztxdXVl/fr1LF26FHd3d6nYDQ0N0el05ObmcvXqVezs7MSLe+bMGTw8PJg7dy51dXVSFauw4ZaWlmmHSmxsLN7e3jg4OFBVVcW+fftYvHgxbm5uWFhY8NVXX2Fra8vzzz8vwihFulJUonXr1omXtbu7m+LiYhoaGmSmuWfPHsbGxjA2Nuapp56SPNkffviBoqIidu/eTWlpKb29vQwPD2NhYYFGo0Gj0VBUVERfXx9arZaUlBT8/Pz405/+RFhYmISeDw8PizimtrZWPpulpSVJSUlcvXqVqqoq1qxZg06no7q6Wn73dXV1HDlyBGdnZ2JjY6murhbU2a+//oqrqyvr1q2jsLCQ/v5+Vq1ahZGREWNjY3z99dd8/fXX/PLLLwDMmTOHVatWSURdYmKiICa1Wi1paWn09vby2muvUVVVRV1dHV999RXj4+NcvnwZS0tL8WrecccdnD17li+++EJuKv/st25pacHExISFCxeKd/r111+XkO8HH3yQ9PR03nzzTfT19YmJieG+++4jLy8PY2NjfHx8pDjy9vamsbGRgYEBdu/eLWMYtemOj4+TkZEhvze1P1lbW1NWVoazszO//e1vmZycxMjIiA8++IAdO3ZQWFjIbbfdRm1tLUePHuWVV15heHiY3NxcDh06hLu7O7NnzxbRo1pKratSk0JDQwWB+dZbb8mN3MHBQcLmg4KChPY1a9YsKisr2b9/P48//jj29vZcu3ZNYgcVWEKtsrIyfv31V3JycoiLi5M5vomJCTqdjqamJtrb2/Hw8JB2++joKCEhIbi6ugrBq7u7m5ycHG655RaWLFkihCslQFIrKSmJhIQEdDod33//PVlZWQQEBIiISIl9mpubuXr1KnPmzMHe3p7y8nLa29txcnJieHiYzs5OMjIypAt06dIlwsPD5Xv679a/DV9XQZwGBgZ0dXXR0dFBT0+P5LYp/5JqFY6OjmJoaEh4eDijo6NcuXJFNgZlEcjMzCQjI4Ph4eFpAgQV5VVYWCjV2NTUlKio1M9WyDNbW1v5976+vqIqVAzOqakpua6bmJhIcLBaihCjFHReXl7/D3vvGVx3da7tX9JWL1ttq/et3mUVW3Lv3YBtDNgGHFroPYQAAUISShIgwTSDAZtmGxsb3I2r3GTLalbvvZet3uv/g9/1HOvkPefknTnf/lkzmcxkCFu7/NZ61vPc93Xj7u6OlZWVKGJ1Op20qsbGxoSnqzZl9R916KmoKkdHRzw9Pae09ZSHMy0tjbGxMfz9/YmOjmbGjBnMnj1bKsG0tDQRPyj2pQJE+Pj44O3tzcTEBA0NDdTV1REZGSkzJ/UwqQ1ocHCQ6upqQkNDJdHc1tZWWrETExOiprt27RoXLlyQHNSioiIqKytFZVpbWyvVY0NDw5TugPqsKioqyM7OFr5oa2urgAC6uroYGRkRE76vry9eXl4SN6VoJeoBVVxaZcC/WR2oqkMFSAgPD5d4KqUydHFxYWRkhMbGRkpLS8nJyaG0tJSamhqqqqqkpd/R0cHIyAh2dnYMDAxIK/LmB8nHx4eIiAhCQ0PRaDT09PTIazg5OVFVVSWzLKUsNDU1xcvLCy8vLxwcHEhKSmLWrFl4eHjg7e0tiuLg4GBiYmKkANFoNCQmJjJ9+nSmTZsmo4a6ujry8vIoKCigoaGBxsZGWlpaRCXt7u4u6s24uDguXbokgdcq6FwJ525+7tRNpKqqivz8fDw8PPDw8MDZ2VlCubu6uqZwWNWz5OTkRF9fH/39/djb29PT00NHR4eY401NTSUaTy1fX1/mz58vwdR6vV5uBn5+fmJ3WLRoEWNjY7S2tpKYmIiNjQ0DAwMEBQUJQMXX11foUQr68Z8VzuqG4u3tTXh4OMHBweK77u3txcPDQzZd1QZVz5qyrBQUFJCbm0tbWxvt7e3iYVQxaDcvtUHX1dVhZWWFh4cH4eHhErsXGRkpLVEFCRkdHSUoKEiUwcpgrwoG9Vutra2dki3a399PQUGB+GLVHLq/v59z584JB1aj0dDR0UFubq60Uc3MzAgMDJTn1tjYWPzQ7e3t9Pb2CqBFLTU+Gh8flxGBakv39PRIKLtifHd0dNDX14eDgwNeXl6iFVDkJ2Uza25uln/uPxfi6vNRwsHo6Gjs7e0ZGxvDyspK4uXKy8upqqoSApsShrq4uODs7CyM67q6OqEN/WdL0H+1/mWW7EMPPURXVxdpaWn87W9/w9bWVjxBBoOB5557jrlz5xIeHs68efNENrxz504sLCy49957sbW1ZWxsjNLSUi5duiT+vZ6eHuG6wo0w1JqaGpkRbNiwQSDrn3/+OTNnzuSOO+6QB9HMzIz77ruPgoICMZ4rdaPyf2ZmZjIxMUFfXx9fffXVlNfr7u6mvr6eb775Bo1GIxu7ubk5vr6+vP/++xQUFPCPf/yDDRs2CAd2+/bt/O1vf+Ott96ivb1dUHqBgYEsX76cP//5z6IgPX78uFTzqqXb3t7OwYMHOXLkCF999RUJCQlotVpmzpzJ+fPnOXLkCGlpaXLD7urqoq2tjUceeYS5c+cKIL2jowMzMzMZmu/fv1+IMUpp6OLiwpIlS5gxYwZlZWV89tlnGBsbMz4+Tn9/PytXrsTf3x+dToebmxvDw8PMnj1bKtBdu3YxPDzMsmXLeOedd8jMzBTlnzIXww3V6v79++no6MDKyorBwUHGxsYYHR3lypUr3Hnnndxzzz3s2rULNzc3uVEpCo4ip9TV1VFYWEhFRQUtLS2YmpoSHh7O2rVrqa6ultaisgQpoHR/fz/PP/883t7evP766zzzzDPU1dXx0UcfSVZkRUWF2KC6u7uFsNPY2MiCBQt48cUX+e677xgdHRXVplqqlXPw4EGWLVtGQEAAOTk5ZGZmCulpcnKSnJwcsWLY2dmxdu1ahoaGuHbtmpikz549y+23346/vz/e3t60tLRQXl4+5RCbmJjA0dERFxcXNm3aJLYjpZzs7OzEzc2N4OBgHnjgAeBGq++vf/0r3t7eODs709LSQlZWFhYWFmRmZsrB+Pzzz1NQUMDx48eBGxt8eXk5TU1N2NnZUVVVRVpamrBiExMTiY6OJj4+Hjs7O4aHh6msrJSRzeLFizE3N6e+vl7Cpo8cOcLzzz9PWFgYjz76KEVFRfLebG1t8fDwoLi4mKGhIaKiovjyyy8JCwvjvffek6D24OBgmcN99dVXzJ07l40bN3LrrbdSVFTEuXPn5ABfuHAhd955J21tbRw4cGAKhWrZsmWEh4dz7tw5CQiwsLCQgIGPP/6YmTNncuTIER5++GHS09O5//772bhxI7W1tXz66adScKgZ/MDAALW1tTISUnM+MzMz7rzzTjo6OiguLmbGjBmi2zh+/DiNjY0cO3aMvXv34uDgwO233y6FQ19fHxqNRrjcpaWlZGRkEBkZSX9/P9u3bxe0o1rj4+P09fXh7u5Od3c3jz/+OAkJCbi6ulJVVYWNjQ329vbSyq+vr8ff318Y0ooSpRStiqkcEhKCn58ft99+O3/7298k9zY0NJT169ej0+nQarXY29sTFxdHWVkZu3fvxsXFhcTERLZs2cLFixcpKiqSy5WJiQmlpaXY2Njg6+vL+vXrxTv74YcfEh4ezpYtW6ZcMi5evEhVVRXt7e2sXLmSp59+GisrK9577z0+//xzZsyYIR1QlTNcWVlJcnIyHR0dXLlyhenTp+Pp6ckbb7zB22+/zcWLF2lqapK96n/twJyYmKCsrExamgpivHz5cvLz84WL2d7eTnV1NX5+fvIHKGGAn58fX3/9tfD9YmNjCQ8PR6PRUFlZSX19/ZTXU4elk5OT/OjKy8sl2Tw/P1/wXsuXLxfa/sDAAKmpqSKCUHimvr4+obfcLDWHG9DpgIAA4UNaWlqi0WhwdXXF29ubwMBAent7OXjwIENDQ3h7e4sf7t577yU3N1fS0VNSUmhpaWHHjh2EhoaKIuzm1pe6Uc+ePZsLFy5QX1/PhQsXiI+PJywsTLyO8+bNo7KyEjMzM1xcXFizZg0jIyOMj4/T1dUlG7o6AFR4rcIKqveo2iHj4+MCt167di25ubmCkJs5cyZubm4ivtHpdISGhjIwMEB7e7u0ZszMzMjLy6Oqqorh4WGqq6un4NxsbW2ZPXu2VIxeXl7ADQzfG2+8IQfnnDlz5CBycXERWpK6vb///vsEBwcLFFv9DaOjo6KyhBszxe+++47NmzeLLcjW1pb+/n5SUlJEfBAcHExOTo747JSwwsjISDbclStXEhkZydDQEElJSTQ1NVFSUiLUJIAjR47g6+uLXq8XcZKCLnh6epKdnS2hwAqKrtVqxUaQkpIiNyOFLFNA6GvXrpGTkzNFXKFCfC0tLSUo3NraWm7SyqdrZ2dHS0sLly9fpr6+XlSFOp2OdevWyS0gISEBLy8vofzcbH5X0n8vLy80Gg27d+8WAP99991HX18fJSUlaDQaHBwc8PT0JC0tDU9PT5YuXUpHRwf9/f0C91BFTl9fH1VVVRL+rVZeXh7fffcder0eExMTLl68yOzZs/Hx8ZHQciXO0Gq1mJiYcO3aNYyNjTEYDCKCcXZ2pqamhqKiInJycti0aZMEINxc7KjbUmhoKMeOHZMRh+IDf/311+KR1uv1DA8PC7Gqr68PGxsbNm3aREBAAA4ODhw8eJCqqiqioqKoqKigqanp5gBi8YFHR0czMDDA6OiogPgVcUl5dX/88UcGBwdxdXWlrq6OkZERsd8ZDAY0Gg2Dg4P4+PiwePFiurq6KCgoYO/evcB/gAsMBgNarZa77rpLFK5K4OXg4EBsbCzm5uZoNBrZQ1UqjqOjI6+88goJCQni5VVgh7S0NFH5A1y7do3R0VF++9vfotFoGB8fJzg4WARtil6m0ouUmyElJYW+vj42b94s8Pf+/n4RcC1cuBBzc3Py8vJklg83bFUWFhaEhoZK8s25c+cYHh5mxowZeHl5UVVVJZ5KZ2dnenp6OHjwoBDh0tPTuXz5shTnixcvJjQ0VMAx/8oM819uyXZ0dIh3RafTSWtKtYMWL14scVu1tbVyg7Ozs8PJyQkHBweamppobm6mp6dHrARxcXHU19cLLkv92EZHR3FxcZHYHTW3dHNzE4O7itQZGBgQRaWRkRHl5eWUlJQwNDRET08PPT09klauFGY398fVzOTKlStcuXKFyspKWlpa5D27urri4eFBe3s7169f59KlS1y/fh0HBwdmzZpFZWWlHKQeHh4MDw9z5coVWlpaJK3gZsKJihlTLQJlvFafzeDgINbW1gQGBgqk2c3NjenTpxMbGyttqKGhIWxtbSUxvr6+XgAON3/5KrJMJY0MDw+TmJhIYGAgAQEBTJs2DQ8PD0kvV9FNHh4eghNsa2uTdnh1dTVdXV1CzlCp6PAfPsyYmBjCw8NxdHTEyckJNzc3li1bJh7G8PBw8fip6CEFi+/t7eXYsWM4ODgQHR0tqmXFzL35QaqrqyMlJUXk5+7u7sycORM/Pz8yMjI4deqUmLQVYEBtZq2trbi7u9PY2Mjx48eZPn06ISEhTE5OEhwcLMzbmyvPnJwc4RkPDg5SV1eHubk5zs7OEhmmuLSK8erm5iaEHgWeVugwtWGWlJSQn59PYWGhtKKV+rW1tZXq6mo5iFSRExAQgF6vx9PTE0dHR3p7eykpKaGoqIjo6GhcXFwwMzMjOTmZoKAgIfnExcUJ7/XmGxjcKFbVHCwlJYWSkhL6+vpITk7GxsaG6upqsXUptS0gUWbq36lEUOp56OjokMg+tZqamrh+/Tru7u5CRQoNDcXHx0dioFTyi1II9/b20tTURGVlJRUVFYyNjYnIsK6ujpqaGnp6euTQu/mWogQnqug7e/YsnZ2d2NjY4OXlRUVFBWVlZdTU1ODq6iqjno6ODlHixsTEkJyczLx584SjrRTYNystVXtwbGxMPIXqwJ42bZp4PtVepOxDbm5ujI2NSdSegqA4ODhI+su0adOYP38+UVFR8t5U10BpNGbPni1wBTUPd3R0xN3dnejoaBYtWkRnZycVFRXk5+dTVlbG4OAg06dPR6vVYmxsjIWFBebm5kxMTJCTkzMFo9jU1ER2drYomnt7e7GyshJBp/LxKvKSs7Oz/M7z8vKYPn06Tk5O9PT0MDExIcIqRQ4qLS2dUqh2dHTQ1dWFvb09IyMjEmxhYmJCSEgIbm5uoqFRqmf1vFZXV0tXpqCggCNHjmBtbU1sbCzTp08XZ8S/sv5lleyMGTPo6+sjOzub4uJiBgcH5Q91dHQkOTmZvr4+cnJy+Pnnn1mxYgUzZszgzjvv5PTp0xw4cIAHH3xQZNtKGHPt2jVyc3OnZJGZmpri6elJUlISExMT/OMf/8DW1pb4+Hjx8D355JM89NBDZGRksG3bNgwGA/7+/sTHx8sh3tLSwtmzZ3Fzc2PmzJlCG1m4cCFXr14VLFhZWRk//vgjZmZmREZGsn79eiYnJ+nu7ubMmTN4enoSGRnJiy++iLGxMZOTk3LLUe2nvXv3Cv5qfHycpKQkLl++jLu7O59++inPPPOMqNyUUOLAgQPce++9PPPMMwwNDTExMUFubq5k3vX19RESEoKzszNeXl40NDRQU1PDtm3beOaZZ/Dx8eHcuXMsWLAAHx8famtrKS0tncIjBYQksnnzZnltg8HAli1bmJiYIDs7mx07dtDR0UFiYqJkd9522220traSn58vNwMFfU9MTGTJkiW8/PLL8nsAJP7p66+/prKyUio/hTHMzMykpKSE119/XfJVf/75Z5mHm5iYSJskMjKS0NBQvvzyS86dO4etrS3bt2+nrKyMs2fPAohc/8EHH2TGjBnce++9ZGVlUVFRIZtQYGAgwcHBvPPOO9J6U8KyPXv2cPXqVS5cuEB0dDSenp7odDqqqqrQ6/W88sorXL58mebmZuDG3C0uLo4NGzbw3nvvkZuby/bt27l27RqFhYW89NJL1NTUkJmZycGDB2WOEx4ejr+/P6+99poA5pcvX87w8LC085cvX85dd93FvffeK12QoqIijh07xvnz59HpdMKSXbRoEW1tbbz66qvExsaKp1kJyGpra0lLS6OpqYmAgACcnJwYGxtjyZIlZGVl8fzzz/Poo48KiQdujCZSUlJ48skncXd354cffsDPz4+AgAAMBgMlJSVkZmby+OOP09zczPbt20VdunXrVlpbWzEYDJSWlsqctKWlhaCgIJkra7Vaeb3o6GjuueceTp8+TUVFhaRTaDQaysrK8PPzY2RkhDfeeIOhoSEcHBz4/vvv6enpoba2lieffFL2gfPnzwse8YMPPmDhwoU89dRTbN26VV4vPT2dwsJCsrKyuOuuu9i0aRPJycnCZ1bqyaCgIEF9rl69GmdnZzo6OsjOzmb79u14enry97//nYGBAQwGg0S9OTk58dvf/pbh4WEmJiaoqqri3LlzZGZmotfrmT17Nvfddx9vvPEGJSUltLe3s3DhQnQ6HZ2dncTHx6PX69Hr9Wg0GrmNLl++nC1btjA8PExtbS379+8HmHLjCw4O5ssvv2Tnzp2ieP31r3+NkZER69atIyoqipiYGC5cuCCM6hUrVuDm5kZoaCgPPfQQZWVlTE5OimAqOjqa6Oho3N3dhRmtOmXr16/nnnvu4U9/+hPOzs4kJibS2NhIZWWlXH7q6+t59913pSgwMzPD09OT2NhYaaWfOnWKp556SsY3w8PDtLW1ce3atSmdK7jRIVAJNQEBAXzyySdcu3aN8vJy9Ho9UVFR3Hnnnfz+978nNjaWhQsXYjAYcHZ2Jjo6mrlz59LY2Mju3buJjIzE0dGRmpoaDh06RHZ29j/BZf5v61/2YQ4NDQlw+ZtvvqG9vZ3MzEzMzMxwc3MjICBAboEK09bX1ycfgMpE7OrqEkGBkiv39/dTXl4uc6m+vj4uXLjAqlWrpM3m4OAgvsDCwkK2bduGq6urDOuTk5MZGxsTyEFAQIDkstnZ2REREUFbWxtDQ0P/5ItUyQpOTk44OjpibGxMYWEhra2tsskrI7fK54uIiBBBzsyZM6USrqurY2JiQnBNqhVy843Wx8cHf39/+bxOnz7Npk2bxFysNhZF+M/KymJ8fFzmUSouS1V+am6k2mC+vr4Sqqv8YHZ2doyOjkoqjI+PD8eOHcPExISkpCRSU1Pp6+ujsLAQT09P+WwrKiooLCzkvvvuE9HMxYsXBSCvTPDqptLR0cHu3bsFzdXa2iqzCiUkUmislpYWMY0PDg5iYWEhty8PDw+uXLlCbW0tvr6+WFhYMDQ0xIcffkh6erp8lgkJCcyfP18CALKyskTg5evrK/xUNzc3QZ0FBwcTEBCAmZkZlZWVjI6O4uHhQX5+vggEVCxQdXX1FLKQOpyysrKwt7cnICCArVu3Clg7JycHa2troqKiqK+vZ3BwUObAat6scHoqr1NRs5QAQy1jY2OZKTU1NbFgwQIBcDs6OopBXgVkOzk5ce3aNVpaWpgzZ44EEHd3d4sn9syZM+Tm5lJRUfFPCEXVklUqcn9/fzw9PSWhRN2Y+vr6sLe3JzExkdTUVBEYRUZGMjAwQFhYmKiMKyoqROw3d+7cKS3S3NxcKazMzMxYtmwZ2dnZUhSo6Lvg4GCJhCsvL5cRzuzZszE1NSU7O1vAAl5eXuJt3L59+xSWrLo5NzU1yc3e1tZW8lDj4+Pp6elh7969aLVagoODJbS9ubmZ2tpa6cJUVFTg7e1NfHw8o6OjVFZWTilUNRoNERERjI6Ocv36dfFd7tixg9HRUUJDQwkMDGRkZIShoSGGh4e5fv06tbW1koKk1L86nY6GhgZSUlKwt7cnLCxMfMpqtbW18cMPPwgsYP/+/cTGxuLu7s769eulu9LZ2UlISAgJCQls27ZNAPNKEBYREUFkZCRGRkZcuXKFuLg4zMzMyM3N/SdQv5mZmQgdAQkrUJ0AV1dXFixYQHp6Ov39/SJmUt2i0NBQ8R+rLllWVhZlZWVUVVVNGU2o0YUSlVlYWMisVK/XU1VVJZ2Ze++9l7a2Nr766iu5mSs4yejoKNOnT6e6upqqqipcXV1ZvHgxer2eL7/88n+HJatCVBWg+MSJE5IxZm1tTV9fH2VlZXIoKsarOjC7u7slvLmyspKGhgbWrl2Lh4cHERERonBVB+bg4CDZ2dkkJycLJEAlkGi1WoqKigT87uXlhb+/P15eXhQXF/Pdd9/x1ltvERAQIH1sCwsLOXhbW1v/iWmpTP3qw1WetaamJgwGA+np6QwODhIVFUVpaamErJqYmGBiYsKsWbMkuVwhllRrQtkKbm6Rurq6EhISwtDQEMeOHSM3N5cnnnhCVGN2dnbiS9uzZw8VFRU0NjYyffp0LC0tCQsLQ6vVMjY2RmVlJRqNhoaGBjGVe3t7k52dLQemkrMPDg6Sl5eHra0tISEhnD59GisrK+68805JuK+trWX69OnExcVRXV0tsWwbNmyQaKbr169LkvmSJUukxQU3rCFHjhyhpqYGjUZDfX09YWFhuLm5SYC0Yo52dHRQXl5OZ2enCCaUwlqF/5aWlpKUlIS1tTUNDQ3s2LFjSkt22rRpPPnkk1hZWZGamsr27duJiooSok9HR4cc7Op7UGIYGxsbCgsLJTuvuLgYIyMjPDw86OrqoqysjEOHDk05MENCQggMDCQjIwM7Ozu8vb158803sbS0xMnJiaysLOLi4oRI09HRIYpAxR5Wc76enh4BzT/yyCPCwlVLZQiamJjQ0dHB7bffTltbG4cPH8bR0ZHBwUGcnJykeLG3tyc3N5fc3FxWrlwp6EllvLe3t2fPnj1iHle2FNkMTExEiavU2+7u7ri4uEibVfE6/f39iYiIID09HRsbG/G4TkxMEBYWJkARFTU2PDzMkiVLphSOpaWl1NfXSwdr5cqV7Nu3j76+PubNm0dhYSEjIyPMmjVL5vDl5eVcv36dtrY2VqxYIV0ZExMTgoKC0Ol09Pf3U1RUxN69e6e0nN3d3QWtaG5uLuCMwcFBBgYGiImJ4dKlS6SkpDB37lxCQ0Px9PSkqqqKvr4+KisrSUhIwMXFhaKiIokobG5upqioSJI74MaBEhwcTHt7u7QqGxsbxYYRHh7OihUr+OWXX6irq0Oj0Qh6ThUcnp6e3HXXXVRUVFBQUMDPP//MnDlzWLFiBb29vVOKK3VgvvDCC9jY2HDkyBFaWlqIiYlh3bp1FBYWkpubK7PY4OBgioqKsLa2FuCDCh1Q4dTffPMN9fX1Erp+82d5s8BJsZEVKEMhCM3NzVm+fDnV1dWMjIzg7+9PWVmZwEIiIiJwc3Pjp59+ws3NDX9/f7Kzs0V9f/OBqXi0HR0dDAwM0NnZyfXr19m4cSNhYWGkpqYKO/idd97hwIED/P3vf5e9oa2tjZycHLRaLatWrWLfvn10dXWxYcMGSfHZuXPn/86BOT4+zvnz57GyspIbZkVFBfv27ZNW52OPPYaRkRE+Pj7s3buX2tpaenp6CA0NJSYmhtraWh555BFSU1PZsWMHDQ0N4qk7fPiwJHnADXDBH/7wB/r6+sjIyKCnp4fDhw+TnZ3N4OAgNjY2ODg44OfnJx41VTF0dnby8ssvY2JiwsjIiCRinD59WuZ4GzduZGhoSChFCQkJPPvss2zcuFEIJytWrKCnp4ddu3bxxz/+ERsbGy5evMiiRYswNTXl+vXrREREyGb+0UcfsXXrVo4cOUJ3dzcXL16koqJCfmg3V7pffvklMTExfPvtt1hYWJCSksKOHTsEXP7FF18QFxcnntKZM2cSFRXFb37zG9zd3fnmm2/EK7d+/XpJWs/IyBCRiLo5mJiYsHTpUgkZDgkJobi4mFdeeUX+97KyMtls4EYBcebMGT755BMefvhhXn31Vd5//33MzMxYsGABd9xxh0ArbrnlFvLz84WM4uHhwYsvvsjbb79NamoqH330ES+88AKrV69m3bp1REZGkpCQgMFgEGP46dOnxULxxBNP0NbWxvvvv4+NjY3EQqmiKygoiLNnz3Lt2jUAgdt3dHQQGhrK22+/jU6no6ioiPfff19A4mlpaVy5coXOzk5mz55NXl4ebW1tPPHEE4SHhwuwuqysjFdffVWQZBqNZkqxk5ubK7/BkydPUltbS0BAAGNjY5iYmDAwMCDwgenTp1NXV8e5c+c4evSo5KsODw8TGBjIm2++ycTEBJ2dnfz8889kZmbS0NAg85eRkRG+/vprmcP19fXh4uLChg0bROb/xhtvSPSekZERc+bMwc/Pj5KSEn744QdSUlK4++67KSoqoqGhgddff53Lly/zxhtvcOjQoSmWIBsbG+Lj46V7YW5uzrx580hOTsbExERuqQrEYWJiQnh4OD4+Pvj6+rJz5076+/sJDQ0VcLfylo6OjnLo0KEpz/mmTZt46qmnxENqbm6Ou7s75ubmBAQEiIjq17/+NS+//DKzZ8/GwsKCuXPnMjY2RllZmVgdnnzySZKTk7n33nvp6+sjPj6eNWvW8OCDD8pB5OPjQ2RkJFZWVsybNw+dTsfOnTvFGuHh4cETTzzB22+/zfDwsLgCFKy7vr6eDRs2YGpqytatW6UT8tVXX1FbW0txcTEvvPCCiCOvXLki2bTFxcUsWrSIr776ioaGBsrLy3n99dfRarX4+Pjw7LPPyuijpqaGoKAgXF1dpRjNysoSFX1qaqrQv9RS7c7PP/+c3t5erK2tueWWW1i0aBGpqalkZGSQn5+Pubk5e/fuZefOnezZs4fW1lYOHDjABx98QGdnJzt27ECn0+Hv7y8hzrm5uaxevZqTJ0/KodnY2Mj169eFQKQsUiqgw8/PD51OR0BAAM8++yytra0CHFFzX5U6lZWVxfLly1m4cCGurq6cOnWKTz/9dMoZpG7aX3/9NXPmzCE6OhovLy/pFj711FOkpKRw+fJl+f7/8Y9/SLRdT08Pn3zyiWhr1G9CUaR0Ot3/HrjAyMgIW1tbDAYDx48fZ+7cudja2hIVFUVRURE9PT2SjTc2NkZBQQHFxcV0dnaSmJiIt7c3S5cuFdHP4OAgWq2W3t5eTpw4IaZfJVkeHBwUwLsKFVXJB4pRam1tTUFBgSR2eHh4kJCQgF6v58KFC4yPj5OYmCgqTlNTU2l9KPqFWt3d3QIaV3OCCxcuYGRkJIPprq4uampq6O/vl+pUeU6VajA4OJhTp05hY2ODq6ur3Jj+c7WkWl2qCnRwcJC0AqXoNTExIT8/n7i4OHQ6nVhczMzMuHLlivwdqiWuvnCFu7t8+TKA5BL29vaK/7KlpYWKigqh9Bw5coTW1laMjIyIiYmhsrKStrY2IZXU19eLMGdiYkJmVMHBwdTX108h7yjlbHBwMFqtVtIWSkpKsLCwkFlIR0eHJJQoXJ0Swaj0iKCgIJydnTl8+DA6nU7y+26uAhViTqfTySFeVFSEwWAgJCRE5Pc2NjYkJydLa1sdXMpX29PTI8kSVVVVzJo1S25TNwcDuLm54ezsLHN3NResrq4WQYnirk6fPl3QaUoxGx8fj8FgwMrKiry8PJqamujs7KSzs5OAgACCgoJIT0+XTVwJJ+rq6oTfe+XKFQlV9/Pzo7u7W9q+tra2ODg4TAGvq8Pf1NSU5uZmIbqoW65aKm3o5qQhFdyekZGBsbExM2fOJCcnB41GI2HcHh4e8vtQ6EMFU3B3dyczM5PKykphwKrV3t5OcXGxMFINBoOgJq2srMRLGBsbS3d3N1lZWXR2dsot1WAw4Ofnh7Ozs3z/eXl5xMXFMTg4SFZW1pQ5WGpqqghtzp8/j6WlpShbJycnJehZCRpbW1vJyspi4cKFREZGsmrVKvR6PR0dHbS1tUkAQnNzM3l5eWIlUnumwkMqDJyDgwNXrlwR3rXqtFhYWODm5kZdXZ20MlXRrWDrFhYW4ifOzc1l9uzZU7oRihscExODiYkJzs7OmJmZiYXE09MTLy8vTp8+jV6vx8fHh9LSUiorKwUiMDk5ibu7uyBOVX6s2ptufg5UHqa/vz9ubm4y8urs7JSAdIVpVF7ntrY2SXdSHTg/Pz9sbW3p7u7m6tWr4i1WgAX1eSov6OLFixkZGaG6upr4+HgRSiqXRHt7O3v37sXV1RV3d3e6urrEQzxv3jxh8io7kZqXKmHo/7T+5QPT29ubrq4udu7cibOzM97e3iQmJvL9998zMjLC1q1b+eijj8jNzeXIkSOSSL9y5Up8fX2JjIzku+++o6ioiKGhIZydnSkvL2fPnj08+eSTODs7c+HCBeDGAaY2SUtLSzo7O9Hr9cycOVOsAGNjY7z55ptMTk7i7e3Nww8/THR0NNOnT+fZZ5+lv7+fl156if3790tmX0NDw//1yq0QY0qQoBRgTk5OEk7c3t5OUVGRRCYpD6Q6LDw9PZk/fz5ffPEFUVFRbNq0CWtra+rq6igpKZlyYM6YMQN/f3+2bt2Kh4cHvr6+zJkzR3xEERERpKamcvr0ae644w6srKxobW0lMjJSwpUXLFiAtbU1k5OTIqH39fWVfFBl+h0bG+PQoUM0NTUxf/58mpqaaGlpoa2tDa1Wy/j4OLt376a3t1cOwZKSEtra2tixYweFhYVcvnxZ1HsDAwNcvHiRiIgI5s6dy9mzZ6c8SH19faSlpREXFyfZdrW1taSmpmJubk5WVpakXCgwfXR0tBjaFZTC3t6eqKgoTExMePfdd5kzZ47EL928CSrl2/z58xkYGKCwsJCUlBQcHBy47bbbaGhoENxdfHw8jo6OFBYW4u7ujlarlVt5Y2MjpqamMmOZPXs25ubmFBcXT5m7BQYG4ufnxw8//EBvby9arZalS5dy4cIFBgYG5P2Wl5dz7733irIxICAAnU7HHXfcITO4n3/+mYyMDLq7u5k1axZr1qwhPDycDz74QNqfs2fPprKyUuZ8dXV1HDhwABsbG/R6PW5ubtIKVa+v1WoFtxgeHk5eXp7cQPLz8xkfH2fWrFmUlZX9U9vL0tISa2tr4cEaGRnR1NTEwYMHWb58OYsXLxZtgLopKyrLzToDReHx8fHh0KFDMn+7+fmrqKjg+PHjmJiY0NXVRVFRkdz8VMD6yMgIt912G+Xl5RQUFJCRkSFgE2dnZ4nOUrzWS5cusWHDBkpLSzl8+PAUBffhw4elq5GSkiKHsWKqnj9/HltbW9zc3HjiiSeoqKjg8uXL3HXXXYSEhODl5YWFhQX5+fkSV2hubk5+fj6nTp0iPT1d3p+xsTHu7u6y0S9btoy2tja+/fZbYdKuXLlSfl9arVa6IbNmzZIuSnt7u3TUPD09KSsr4/r16zz00EP/lDYzOTkplKsTJ04AUFhYSHV1NWvWrCE5OZnz58+TkJDAvffeyx/+8AcKCgooLS2loKAANzc3+b2oTspDDz1EYmKidALVsra2FvFQWFgYCxcuZNeuXcLcnjFjBgMDA5w/f57y8nIZjam9tKKigoaGBiIjI3Fzc8NgMHDw4EGysrIARGikui319fW4urqybt06du3aRXV1NXfffTeTk5MyYlMgfZVqtWXLFpmFjo2NsW7dOuz/T8h0VFQUra2tnDp1ivLy8int9P9u/cvggg0bNtDY2MjPP//Mjh07iI+P5/nnn8fLy4vy8nK+++47enp6BDgcExODhYUFaWlpVFZWotVq+fLLL2WDVLYNJZy42fzu5eXF1q1b6evro7a2lt/+9reCb1u0aBGXLl3i2LFjODo6SiKAu7s7cAPOvHz5chobG/noo49YtWoVq1evJi8vT24oH3744ZRgYG9vb5YtW8by5csxNjbG2NiYX//611y4cIGCggJiY2MJCgrir3/9K2VlZdTX11NRUcGRI0f4+eef+eSTT6QF+sQTT1BWVsZbb73F559/jqurqyDybv5hazQadDodixYtIiIiglOnThEcHCwPvrrJqNvKL7/8QnJysuTBqZlrRESEyOGdnZ05efIkV65ckR/a5OQk1dXV9Pf3U1JSwrPPPsuWLVtobm6Wm82mTZu4ePEiDQ0NfPTRR/j5+eHj48Orr76Kj4+PGLy9vb3x9/fH2NiYxsZG3nvvPZ577jl8fX05cOCAvN7IyIhI7Hfv3k1BQQHt7e089NBDQslRFoKFCxdy4sQJcnJyuH79uvjc7rvvPqlWHR0dhTkcERFBfX09xcXFwI0W8LRp03jjjTfw8vLilltuobq6GmdnZ2bPns2lS5dkFpuRkYFGo2HNmjV8/vnnpKenExYWJhaYn3/+mbCwMA4dOsT+/ftFrXszwWV0dBQHBwdeffVVdu3aRXp6Os888wzu7u54eHjg5OQktywFXbh27Ro2Nja0t7fz29/+FoPBgIWFBbGxsYKOUzPGgYGBKQHSr776KhqNhrGxMTZs2ICLiwtxcXHU1NRgMBhwc3Pjxx9/pL29naysLFatWkV4eLiwjgcGBqZYhQ4cOICdnZ2kaFy6dEm6EV1dXZw6dQpXV1csLCz4+eefgRvWsPvvv18S6mfPnk1VVRUnTpxg6dKlDA0NUVpaypo1a+jo6JCWvE6n49tvv6WlpUWCkW8udmJjY7n77rt5/fXXsbOzY9q0aXz11VeEhYXx9NNPC0RBhZirboM6PO677z4hONXX19Pb28vw8DBPPfUUsbGxvPPOO9xzzz0CS5g3b54EFe/YsYOKigr5/t3d3Wlra2Px4sWsWrWKjz76SA6OixcvEhoaiqurK3v27CEvLw97e3t+//vfk5CQQFVVFQ8//DDr1q3jySefFJTc0aNH5UY9OTmJn58f3t7efPPNNzJ/Vt7MhoYG9Hq9aDECAwPx8vLikUceISwsTDoJHh4ebNq0iba2tinebsXkHR4eFgudp6enZAmrbNPAwECqq6v5+9//LpjMgYEB0tLSiIiI4K677qKkpEQshB9++CFOTk4888wzU1rA586do7S0lLq6OlatWiUtWKXmz83NpaenhzNnzkhqUlhYGGvWrMHV1ZXk5GS8vLzQarV8/PHHAmc5ffq0+I5vLuaU9c/T01MA6ykpKTg5OeHk5ERKSgpNTU24ubmxaNEiWlpa+NOf/sTdd99NV1cXp0+fpqWlhZCQEP785z9TWVlJV1cXcXFxAkj5X8vDBCQMNDAwUGwOvb29JCYmSuCuIjE0NTXJRqvsGs7OzhKc6ubmRnl5Oc3NzRgZGdHS0jKlNTQ5OSlKPQsLCzkQx8bGqK2txdzcnLi4OOF+2tvbMzExwcjIiLRUm5ubpQIbHBwkJyeHwMBAbG1tBb+kVktLCxkZGQK4VnmYOp2OkpISqZrd3NzEcqH4hS0tLWJRCAsLEyGAGoKrSJ2bJcs1NTUYGxtjZ2eHm5ub+MjGx8fp7OyUOY6fnx99fX0YGxsTEhKCq6srHR0dsml7eXkJGm9oaAgvL68pYoabl1arJSAggKamJiYmJqivr8fHxwdra2u6urrQ6/U4OztTVlYmtxb12oODg3h5eYknU5m6y8vLAaZUuqqtZ29vLw+QiYkJg4ODeHp6Mjo6KkIodbj29vZiaWlJcnIygOQnNjU1CWBfbUJLliyRuTUggQCqilW3HTMzM1paWgTN1d7eLt0JJVl3dnaWw19BBFQsnIpuUwkJaqn2mFKB29nZ4e/vLy1+ZXJX3kXFOTYYDIyOjuLk5MTExIS0PF1cXLC2tpZw7YaGBql0VU6jXq8nNDSU/Px8Yaeq6DjlmxwdHSUzM5NZs2YxMTFBRkYGnZ2dIkZzdXUVLm5XVxd5eXnS7lNLtd/Uod/V1YWjoyPW1ta0tLRQVlZGYWEh8fHxWFhY4O7uLs/lxMQEPT09oqa9ePEiLS0tuLq6SrtdpV4otWVDQwPXrl2TwGLV5m1ra+P8+fOEh4eLtaS1tZWuri7xLqtnRCEMldfXxsZGPk81ulCrp6dHPI2BgYFoNBoCAwPldwT/QR/y8PCgtrZWbtjGxsbiAFB5tOo26eHhgbm5OXZ2dvIsqBumSg5SrFK18av2uAJSWFlZUVdXR2NjIxcvXmTmzJn4+Pjg4uKCv78/kZGRQh+zs7MT65Nao6Oj4htX6nQFuYiIiKCzs5OzZ8+K1aeuro6wsDB5VpSyOCsri/b2dkxNTYmPj5fUJhX0rpaNjQ3u7u7Y29sLnERlsKqMZDMzM4KCgnBxcRHNiQKgDw4OigfTxcVFYtWSkpIkIae9vV0OTWXhKSsrk7Qk5UZQflELCwssLCxExNnf3y8iTZWe1dfXh4WFhcDW29ra5Hk0MjL6H2k//7JKtq6uDp1Ox9y5c1mwYAFGRkaUlZVx5513YmlpSXd3N+fOnaOgoICOjg6mT5+Ot7c3hYWFeHt74+PjwwMPPCDEh6+++oquri5MTExIS0ub8mWo+YOSLv/mN7+htLSUiooKDh06xNy5c3n88cclINbU1FRk546Ojhw9epTOzk42btxIV1cXVVVVfP7552zatIm4uDihbqiVlZVFdXU106ZNk+rsb3/7G/39/bz22mvCOb0ZivD000+Ld9LU1FQk6AMDA+j1epKSkkhLSyM7O5uKioops5urV69SU1Mj6QlarZa2tjays7Pp7e0V8VFCQoKgzxYuXCjzufHxcXx9feUWr+a0UVFRpKenk5aWJikycEMYExERwT333MMHH3xAQUEBBQUF7Nq1C3t7e9LS0ti0aROenp5cuHABd3d3dDodjo6OotBdvHgxk5OTNDc3y+1FqRVvlpur1p8Kjr3lllsE1t/b20txcTF1dXUMDg7S1NREVlYWDQ0NhIWF8cQTT7B3714aGxul3d3S0kJzczMTExMMDw8zbdo0zp07J6+XkZEhMWrV1dVcvHiRzZs3Y2RkxIULF8RmcOjQIfz8/DAyMuKLL77glltuYeHChRQXF5OXl0dJSQlr1qyhsrKS06dPCxze19eXI0eOSErDlStXuH79OpmZmQQGBhISEsILL7zA1atXSU1N5auvvqK/vx8jIyO2bNki8Vv79u3D2tqa1atXy80gICCAkJAQSfi4dOkSGRkZshEbGRnh4ODA3Llzuf/++zlx4gRdXV0MDw/LJj05OcmCBQuorq7mzTffFBzbW2+9JexRS0tLaeutXbuWlpYWrly5IiputZydnbnnnnuwt7enra2NkZERQkJCCAkJ4ezZs5JW0dLSgqenJ2FhYSQkJGBtbY2JiQl///vfyc/Px9ramo8//pjAwEDOnj0rgqPo6Gh5HgHOnz/P1atXef7557G2tmZkZAQPDw86OzvZunUrW7duxcHBgS+++IKCggI6OzuJiYnB1dVVCGCqAxAREUFwcDCxsbGMj4/zyy+/8Oyzz05pARcUFDAyMsLGjRuZN28eSUlJoha/evUq/f39skHPnz9f9Bh1dXXU1dXJbN7Ozo6hoSFycnKwsrJi1apVMkNUnSRTU1MWLVpEYGAgLi4u0sI3MjLCzc2NkZERsrOzxQLn7u7OsWPHOHPmDD/++KMo2ZOSkpg7dy5Lly6loaFB2uaqyFZrZGSE+vp6WlpasLKyklxcBwcHnnjiCX7++We+/PJLFixYQH9/P/n5+cycOZOenh4pHAYGBvjHP/6BkZERISEhPPLIIwIryc7OntLeDgsLY/369eKlVuknw8PDxMbGYmVlhaurKwkJCcycORNPT09MTU05ePAgmZmZkprk5OSEn5+fMGgfeeQR2tvbyc3NFUU5IArzrq4u1q5di7+/P4WFhXJI+vr60tTUhLm5uRySDg4OnD17Fq1Wi16vp6WlRUAvOp2Onp4ezp49y8TEhBRI/9OB+S8FSCupvcqTVOGxKndOheSqobWpqalUzjU1NVIVqyzD0dFRDAaD2B6U90s9vGZmZnh7e8umoTx4CnWnoMgGg0HyATUajRywjY2NjI2Nic1ifHxcbBdKYnyzF9PY2Fjy3eDG3M/T01Og5yppQrWVhoeHcXFxEVm+UocBQiSZmJgQRqmyTahlamoqeYZK0t3Y2CiVq/KCqlmtouGo7L+Ojg4RWigLj6qSVKv75gPayspKBDiKlDM4OChIKPXZmJqa0tfXJ9WemlOpG616f8r+0NXVhU6nk4dVvTcXFxdsbW0lkk0lJYyPj0skmkoRMTc3p7+/HwsLC5ydnens7JQ8vpGREQnxBSRYtqWlRQ5pJTRRHQkF2jc1NZXfhIpmUjJ8RSmytrae8vfY29sL/1X9/WpuqP4GVYkq2bzqmPT394sITLV2AgMDZT7W2dkpXQW1KZubmwumbHR0lL6+Pvm9qOdS/UaU+Gx8fFxsWDdTZVRLTqWm1NbWym9cjRmU0nV0dFTA8jfflJT9SgmI6uvr5bd/M/JOpd2YmJhIso+6hSjzuZotBgcH09raSn9/P5aWltI9uGmPwdXVVToO6hkYGRmR58pgMDA4ODglHlD9t3oPikyjnuGenp4pGL6b9xIPDw/Gxsakg6X+JsXtdXR0FEGUwWCQ/U69J9UNULdvOzs74MYtr7i4WPYkPz8/yQ1V/kS4cSFQAHb1G1CaiN7eXimSVXC3QgOqm5K6sSqxolqKrGRubi4iPo1Gg4uLi1g/bG1tpVWv0+mEQasiAVWnT/0WxsbGZN9RNz9ArG9qnzAxMZEgdCsrK3n2TExMJJvWyMhI6E3j4+Py/1PPr8Jpqtdra2uT36atra0AENSeqTzOynKifJqKsqX+ncrzPDAwIIerOk+6u7vlPd78u/yvAqT/pQPz3+vf69/r3+vf69/r/y/rvzow/2WW7L/Xv9e/17/Xv9e/1/+f179sKwkNDSU2NpYlS5bw+uuvY2lpycaNGzl9+rTkuTk5OQnkYHJyEmNjYwlLHhsb49q1awQHBzN37lyMjY3Jz89n7969rFu3jqGhIX788UfghkXj+eef58KFCzQ1NbFy5UrOnz9PUVERf/nLX8jJyeHChQvceuutlJeXc/z4cZKSkiSQV6WOFxcXS/vLzs6OsLAwvL290Wq1HDx4kKNHjwKI7SUxMZGenh7y8vKES6nT6bC3t2doaIirV68yNjaGubk5iYmJ4gFT+aAdHR3S8gkJCSEtLY3BwUHMzc35+eefRVgQEBCAnZ0d4+PjJCQkoNPp2LZtG7fddhsrV67k559/xs7ODi8vL3p6emhtbaWsrExSX+bNm8fZs2fp6ekhMjKSn376iZycHPr7+5kzZw6BgYF88cUXAsBOTk6WwFRXV1cGBwdpaGjghRdeICwsTGKvVCD3mTNnhIDj5+eHl5cX4+Pj4n89efIkZmZm+Pj4kJaWJqphuNGyVOQMIyMjZs2aJUP6M2fO4Orqip+fH7GxsZSWlnLhwgVCQkIkhkylbyQkJHDmzBna2toICgqit7eXnp4eCgsLaW9vF1W1ajU7OTmh1+uZMWOGJCxUVlYKYzQ4OFhA/Z6enpLJOXPmTEJDQwkICCAtLU0sN/fddx9DQ0OkpaXxyy+/TIG7q9/ZkiVL0Ov1ZGdnExERgZ+fH5cuXcLPz4/w8HCys7Pp6OjAYDBI4O0LL7wg5u6mpiaamppobW0lJycHX19fbGxsJFrMwsKCV155RUYL2dnZ2NraEhERwenTp6mtraW6upr77rsPW1tbPvzwQ9avX09ISAgnT54UotH169fx8/MTgoxqA37xxRcUFxeL4lhlmSqxzfz58wUYop7/0NBQMjIysLCwEEScatX6+vrS29vLhQsXaGlpwdLSkuXLlxMYGIilpSUnT54kLy+PyspKAJYsWcItt9yCTqcjLy+P48ePC/px+fLlFBYWAoi9yNzcHB8fHzIyMuT3pny9ykJw9epVoqOjhTSUkZEho5558+Zhbm7OqVOnhK87MjJCQ0MD3d3dMv+cmJhgw4YNmJiY0N/fL7Fcjo6OlJWVSejB4OCg2LqOHj1KRkaG+DqNjY3x9PSUdqGRkRH29vYCGVFjgtLSUlHM9vT0YGZmxi233IKjoyMAf/vb31iwYAG33HKLMKwVeai+vl542H5+fvz617+WtJu5c+dib2/P5OQkp0+fFtHZI488wsWLFwWjZ2JigkajYe7cuQAUFxdP8fuampri7u7OK6+8wo4dO8Su4uvrS2BgIKtXryY9PZ09e/YQEREhflzVzq2qqpLkk1mzZpGbm0tHRweLFy9mdHRUREAKEn/16lXJUq6urha1/8yZMyWXVe1V/f39uLq6YmtrS0NDAx4eHri4uHDw4EEJlv/ll19wdHRk3rx5sj8HBgaKrc3f35+Ghgaqq6v54IMP/ndIP8rA7+rqKl4drVZLfHy8qAIdHByIi4vDwsKC1tZWRkdHMTY2JiAgQOaI/f39hISEEBUVRUdHB62trXh4eBAXFzdloGxtbU1SUhKNjY1ipq+qqqKtrY0ZM2YwMTFBTU2NGILj4uKwt7dHo9FgaWkpvqGOjg5JLkhMTCQsLAxPT0+Zb8qH8H/mlx4eHlhbWwuw2traGp1Oh06no7u7Wx4WCwsLIZHY29tjbGwsier9/f04Ozvj4OAgIiKNRsPp06fl9ZR61MbGhqCgIOzt7YmNjWXGjBnMnDmT7OxsdDqdHCTl5eUYDAYcHBxwdHTE2dmZ2NhY8XOFhYUxNDQkeaA3B70aGxsTHR1Ne3u7/MBUBI+rqyu+vr74+vqKwq+xsZG8vDyam5tFOevg4CAeP6V2tLW1xdfXl+HhYREZqM9Sp9PJnMvGxoaAgAA8PDzIyMgQj5/ydaoga41GI8pHFWyt8jnj4uIklLuiomJKsKyaW6t0FaXQVckPzc3NdHR04O/vLwro0NBQiURTgcIxMTFUVFSI6jI6OlpiqW6GXFhaWmJlZSX4vqCgICwsLIiMjMTX15eWlhax36iZysDAAPX19Tg7O+Pr6ytQi+zsbPHg9ff34+3tjYWFxRSlpVJeGxkZ0djYKBuBEhPZ2Ngwffp04fUmJiYSGRlJenq6CNEsLS3x8fERQMDN4cg3vzdF+lE2hoiICEpKSujp6SEgIICYmBgSEhIwMzObsrGoOZGnpydNTU2YmJjg7++Pq6srs2bNkr8/MjJSAN3qOVfFpUajobGxkcbGRglabm9vl3lyYGCgzH8VpMDHx0ciqMLCwmSWGBUVxejoKE1NTRQUFMiBGRERgb29PXl5edjZ2WFnZyfajNraWmxsbGSGqiLOuru7pSjT6/UyU3d1dZWZl7u7uyT4KLW7ehbs7OywtbWlq6sLBwcHmTGOj4+LTxtuFNEDAwMimnNycmJyclIoOsqVoHQACrmollarFVV2T08Pnp6e6PV6LC0tqa+vF8VpaGgonZ2d4g23srKSRCElfnF3dxfGrYmJCW5ubkybNk1oXuq34uHhwezZs0V56u/vj7m5Od3d3YSEhIjqVMEoVBJQT08PM2bMoLe3l+7u7invIyQkZMozow5MKysr2VfU3H14eBhXV1e5XKjghPPnz4vdrLq6GnNzc2xsbHBxccHR0VHQjZaWlgQHB9PY2Chz9P9p/T+RfoqKirh06RJvvfUWbm5udHV10d3dTVFREXV1dYSHhxMdHU1sbCw9PT1MTk6yaNEikcFHRETQ9X8S23fs2IGFhQXr168XE7VaCgKt0+mELerq6ioPkTKevvXWWyxbtowdO3awaNEienp6mD9/PklJSQCcPHmS1tZWSRFQNpBdu3YJGgmgtraW1tZWESwNDAzw+OOPiwzaxsaG+vp6iZFSxunLly9TXV2NwWBg2bJlrFq1ip07d/LLL7+IcdrHx4e2tjasra3l9by9vZk+fTorV67kl19+IT8/n507dzI5OYnBYJCB9OjoKHPnzkWj0bB//36qqqo4efIk//jHP/jiiy/Q6/V89dVXzJs3j0WLFvH0009z5swZDh48+B9fsIkJGzdupKGhQQbkKqD2wIEDXL58mfnz5xMZGQnA119/TXl5OePj4zz99NOCdaurq5OoNJVzOTg4yGOPPUZpaamEECtKz2OPPYarqyurVq1Cp9Ph6+tLbW0tV69epaenh2PHjjFnzhzWrl3Lk08+ia+vLy+//DKTk5OUl5fz2muvccsttzB37lxiYmJoa2ujpaVFLCBqKXj5ypUraWxsZMeOHSxevJjk5GR+/etfo9PpxKMXFxeHnZ0diYmJ7Nq1i19++YUDBw4wMTGBnZ0dZ8+eFUB/bm6uMEn/M99V5es1NjZib2/Piy++KHYJFxcXKisruXLlCtHR0YSHh5OYmEhrayv19fW8+uqrPPDAAxgbG0tYrpubG3PmzBEyitIVTExMSKGgQnDhhjJ4dHQULy8vnnzySczNzenr62PFihUEBwdjbm5OWlqahP9GRUXR3d1Nc3OzIMfc3Nw4f/78FKVlYGAgX375pXRMzp8/j6urK2vWrJGOy+DgIPPnzyclJYXdu3dLLmdoaCilpaVUVVWRlZXF1q1bJUVHATDWrFlDQUGBwPOVMX/z5s2Ch1NCjOrqampqaqioqOCHH35g27ZtODs7c+uttxIUFERUVBQPPfQQR44cYWJigpaWFhISEnjiiScwGAwYDAZqa2s5ceKEJAutWLGCsLAwhoeHuXTpEm1tbfz1r3/ll19+ISUlhaKiIulI/fTTT4yMjGAwGGhra8PDw4PFixcLuzkyMlLQiQMDAyQlJREeHk5aWprcUhsaGggICGDVqlXSPRseHhZblZmZGePj49jY2LBu3To5DPbs2SMXjpUrV9LT08NHH33E1atXcXV1lcLj5lxYc3NzvL29cXR0pL6+ng8//JDbbrtNEni8vLyYnJxk165dREdH89lnn3H//fdjY2PD8uXLBQc4c+ZMIiIi0Ov1PPXUU/T399Pb28v169envJ4SHql/t7u7OwsXLqS5uZlvvvmGO+64AxcXF0xMTLjtttvQarX8+OOP3HLLLXh7e0uIdG9vL6dOnRKb1ebNm2lqaiIlJWUKd1gBN9auXSuxYh4eHvT19TEyMsLjjz8uVDh1gCtW7dWrV/nggw/YunUrERER0mFRe72Pjw/m5ub/ewemsbExSUlJWFlZiT/O2NiYqKgoCQKtrKzk22+/5eDBgyQnJ0vw6fLlywVA8Pe//128fT4+Pmi1WszNzenq6ppyw1TSaQ8PD7q7u9m5c6eYr9XG09TUxEMPPYRWq+Xo0aOSflJRUUFVVRVmZmb09/ej0+mwsbHhm2++wcTEhKGhIbKzs6dsFB4eHoSFhdHc3IyHhwfz588XZR/caFP09PSwYMECeUBOnjxJREQEt9xyiyQ/HDt2jFtvvZX+/n5qa2s5cOCA3DBv/rElJiaycOFCrK2tWbRoEf39/dTU1FBZWSlkCkVseeutt8T4rb6D8fFxTp48KR5Gdbu44447hKH70UcfScxQQUEB7u7u/OpXv8LY2Jju7m5RL09OTtLZ2Ul1dbXwJ3Nycujq6sLW1hYrKyuJVlNV+Y4dO4AbEPnR0dEpB8rY2BhdXV10dnbKLbS0tJTu7m5mzJiBt7c37u7ubN++nYKCAgDmzJmDiYkJR48eZcOGDYSHhzN79mzi4uKwtbWV4mDNmjWkp6dPUQBHRUXJ/195hWfMmEFERAR9fX3U1NTQ2tqKXq8nNzeXyclJbrnlFm6//XaSk5Pp7++noKCAH374gaqqKoEJtLe3Y2Zmxvr160XODjcqXX9/f2699VYGBwcxMjIiJydHDjZ1K1CRcmNjY6SmpnLbbbdJwk9eXp7wWJWZXyW5KOM5IKgz1Vqur6+XTk9aWhrDw8MYDAbs7OyEX6rg+g8++CDNzc188MEHPPfcc3R0dAhdRZGoAgICuHbtmnyfra2tfPvtt4IIvHr1qoRqX7p0iZ6eHsltLSoqoqKiQhCAs2bNoqKigoqKClEwKvVzZGTkFPi9WgryPjw8zMDAAD09PWRmZtLa2kpTUxMrVqygvb2dv/zlL+J/VNF7ZmZm7Nq1i4KCArHkKN/fP/7xDwFD3GxGVzfWFStWEBcXR0dHh3Bg+/v7Wbp0qSgrra2tpZvy9ddfS5h4cHCwpBnNnDkTb29vLC0tKSoqoqioSF5PgfO7urpISUkhKSkJd3d3AgICSE9Pp7GxUWKpNBoNe/fuZeXKlYSEhLB582bOnj1LaWmpHJgtLS3MmzcPZ2dnifXLycmR23plZSUvvPACmzZtkjQPlSyjQrP9/PyE6GVtbc3cuXMZHR2lpaWFdevWyW/kzJkzVFVVsXbtWo4dO0ZTUxO33nqrqIXhRkt25syZQotKTEwkJyeHzs5O7O3tZX91dHQUlrYKnTYYDNLt0Wg0DA8PiwK2t7cXNzc3Nm7cSFZWloxefH190Wq17N+/X9TZrq6ueHt7Mzk5ybZt22Rs09raSklJCceOHWPRokUkJSVhamoq0YuZmZlERUVhZ2cnIQQ32/D+u/Uv3zBV0LH6o1Q0UUREBFqtVtLeh4eHJe+ytbWV8fFx+SLy8vLkxubv7y9hss3NzVMOFOW5U6goFRFlbm4uaSednZ0sW7ZMCDb+/v7Y2dlRXV3N4OAgxsbGkj5iYmJCTk6OtG1v3pTgP0y4KkRVtUqUFD8vL4+JiQmWLl2Kk5MT/f39/PDDD9ja2hIcHCzA7dLSUh544AFMTU3x8/Pj7bffpr+/H19f3ym+T4XD6+vrw8rKCoC0tDRKSkqorq4mICBA8vAyMzMBxLyu4oiOHTtGe3s7fn5+YhwPDg4WgPq2bdvkwCwrK8PBwUFSCFThoIKoVZiyra0tCxYsoLu7W0zak5OTaLVarK2t8ff3JzAwkMOHDwuPVxml1bq5clatb1Wpx8bGEhsbS3BwMLt27WJoaIimpiaSk5Pp7u6WGCBra2s8PT1xc3NDo9HQ1NQkiSfe3t7SllIPZHBwMIWFhYyNjeHs7Cx/29jYGK2trbS1tQkgXW0inp6e+Pj4oNFoaG9v59ixY4yMjEh80qlTp7CzsyMwMHAKGm9yclIi1FpbW+np6RHIfk1NDQkJCYJP1Ol0tLa20tDQwG233UZHRweFhYX09/cLPFtZkwoLC3FycpryWsqHqSTxgEj1lRFePejKlqJwctOmTWPfvn1cuXKFX/3qVwJmMDMzw87ODk9PT8ExqjU0NER5ebk8l8pm4ePjI7+75uZmHB0d6e/vl+eoq6sLg8EgPkY1+1M2GFX8/We4tTKdq4NU3cpaWlro6uoS/qqtrS0dHR1S0KriQBVD6lDw8vKiqKiIq1ev4uLiIiMNtdra2qRd6OHhQX19PQcPHpQNOy4uTgIQ1AhE+XhHRkbE8z05OSmtZwcHB4F/VFZWTnk9Gxsb6ej4+/vLfxoaGujt7WVgYABXV1cmJia4du0asbGxeHh4SKiEopupmDNfX1+JF1NAFLUGBwelfa7+bmXXUwHSDg4OYiWpq6vD09NToPIxMTHY2tqSmZmJqampxLOVlJRQUVHBokWLpuxhqq1fX1/P2NgYQUFBZGRkMDw8jLe3N62trdLiVQHTBoOBrq4uaScri5ayxKnWvUKP3jwu8Pb2RqfTUV5ejouLC1ZWVlhYWAhw4cKFC2g0GpnR9/f3U1hYyKxZs4RLrb7XmpoaPDw8pgAUGhsb//cOzImJCfLz8xkcHKS0tJTNmzdTVFTEM888w4cffoi5uTkHDx4Uwsx7770nGX8VFRWkp6eTmpoqJnZra2suX75MS0uLxDgpQQzcaLOdPn2atrY2jIyM+Oqrr0hJSeHSpUt8/PHHODg44OvrK7FFMTExhIWF0draKjc/Nzc3goOD5UM6efKkzAYiIyPZu3eveAeVn2lgYIDc3Fzy8/Px9fWV+UhsbCyOjo5SYdrZ2bF582bs7e3p7OwkPz+fiooKWltb5UtTUPhp06bxyiuvCEsSbuRvqhnu+++/z4kTJwQg7+vry+rVqzl37hxbt27l/vvvJzg4mNDQUMrKyoS4Mn36dBwdHfH39+fUqVPs3r1b5i43V4JjY2McOHBAMIQvvPCCHI6KIvPCCy9w9uxZRkdHmT9/Ps3NzWRlZclnGR4ezrfffkt3dzcuLi489NBDNDc3U1hYyOTkpHyOgJjjFf3Gzs6ORYsWERMTQ25uLrW1tVRVVcnf7+fnR1BQEMXFxZw/f56vvvoKKysrzMzM6OvrIzg4mM8++4x9+/Zx7tw53nvvPT777DO+//574EZlffToUUpKSvDy8mL58uV8+umnREZG8sUXX1BTUyP84i1btuDh4cHvfvc74uPjZabi6OjI/fffz7lz5zAYDLz22msSK3dzODZAeXk5NTU1nDp1ioiICJlFZ2VlUV9fzz333EN7e7tkI6o5lrGxsbRVX3vtNUZHR/npp58EVK6EFyEhIQLxnpiYoKioCBMTE1asWEFrayvt7e3k5+fz2GOPYWxszPHjx3F3d2d8fJyMjAyWLl2Kq6sr7e3tMjI5ceIEcXFxki9bV1fH+++/z+rVq6e0vRwcHFi1ahXHjx9naGiIzz//HGNjY8bGxoiPjycnJ4eysjLmzp3L5OQkXV1dJCQkUFpayt13383vfvc7vLy8uHbtGtXV1TJPPnjwIFVVVdxzzz1TNiUvLy9mzZpFQEAArq6uuLi4iAne2dmZ7Oxs+vv7Wb9+PVevXuXw4cPU1dWxcuVKkpKSSE5O5uDBgzI//OGHH/j222+ZMWMGDg4O1NTUTMGrpaenSwzYuXPnKC4uZubMmTICWr16NZ2dndTX1wsu0MzMjBUrVjA5OSlovs7OTpycnCgtLUWj0TB79mxqa2vJzs7+J7xaQkICa9asEbLYwMAAsbGx4l9ubGykv78fHx8fCgsLKSsro729nZUrV/Loo49K9+Ho0aM88MADaDQaent7SUpKmhI7FxMTw5EjR8jJyWFoaIg///nPUshYWFhQUFBAeXk5ERER7N+/n08//ZTf/OY3NDY2cuTIEYk5a2hokOfVwsICKysrent7efTRR6ckLqnXCQ4OxsfHh+nTp1NUVIS/vz/r16/n1VdfZWxsjPvuu4+ioiKGh4eZMWMGSUlJODg48P7770sIgqWlJQkJCdx5550y2//ss8+mdAFXrlxJWFgY169fp7i4mL6+PoHEd3R0UFZWxmOPPcZjjz3GF198ITf+/fv3093dTUFBARMTE6K1OXPmDG5ubqxatYq9e/dy8eLF/1HwA/8PN0x7e3u58SnVmxIsODs7s379ekpKSujr6yMgIEDaVaqi9vT0ZObMmUL27+npISQkhA0bNvDGG29M2XT7+vq4ePGioMxULFJoaCipqanMnj1b5n96vZ7FixcLlulm+sfhw4dZvnw5tra25OTkyIzJ3t5+CorP0tISnU5HV1cXfn5+LF++nOLiYkn+6O7uRqPR4OPjw/DwMPX19Zw/f56IiAgCAgKYO3cu3t7eVFdXk5+fLxzE4OBgJiYm+OKLL2hubpbX6+rqora2lsuXLzNjxgzi4+M5evSoiHVUooS3tzeNjY0MDQ3Jfw8ODjI2NkZFRQU1NTXU19eLQEO1W25eGo2G6dOn4+DgQE5ODq6urgQEBDB9+nTGx8fl9jI+Pi7pMQoxp+a/gYGBgtxTQi1bW1u0Wq2EhaulNh/1W4mOjqa5uVmCohV8QgG8bWxsWLFiBX19feh0OkG7nT17lsOHD6PVagXA39vby7Zt28jOzpbXCwsL44477uDDDz+Uzd/Y2Jjm5ma+++479Ho93t7e2NnZyczC1tZWTNFeXl7C63V3d5eZYm1tLR0dHRw7dmzKuEChyjZs2MDw8LBQUYaHh2lqauLkyZMChI6OjpZw9Pr6ejQaDStXrpQqW7W1bG1tpbug6FGAIAwVuMPR0REvLy9RGHZ2dopi0MbGhgULFuDr6ysB2AracPnyZUpLSzl16pRkVHZ0dBAeHj5lE7SysiI8PJzm5maam5s5f/68IACV4rGhoYFjx46h1Wol6s7W1paAgACKioro7e1l/fr1zJ07V2LW7Ozs8PHx4eDBg1O0CnV1dVy6dImAgAABPAwNDdHd3Y3BYKC4uBh7e3t+9atfkZubS2dnpyAabW1tReno5OREcnIyDQ0NsgcNDQ1J+o1aQUFBeHt7c/XqVUFE+vj4UFxcLMi10tJS4UyPj4+TkpKCh4cHpqamVFVVSe6ohYWF3Ig+/PBDrl+//k/ZouHh4YJiXLRokcBHWltbaWxspKmpCSsrK2mzqzGQn58f1dXVtLW1ERERgZmZmczy+/r65HdycyHX3NzMV199RUhICGZmZmzbtk0AEOpG5eHhQXV1NZ6enjzwwAPU19fj6OjI66+/jsFgkGQfNSNWcISenh6Sk5NJT0+XfTM6Opo77rgDR0dHCWVQgInMzEwRU6lZuxpLqYi4efPm0draisFgkDi5pqYmLl++zOjoKHFxcRLtCIjYb2hoiLKyMurq6gTOYGxszPz586mpqeH111+Xz0eNTxobG8nMzESr1YoS19TUFCcnJzQaDUFBQXh6enLp0qUpBdb/bf3LLFk7OzssLCwESzUwMCBtUp1Ox7Jly4T2MW3aNGk5qQfe399f2Kjd3d2Mjo6i0+mYN2+eRG+ppRSfGo2GyclJ8vLyuOWWW0hMTMTZ2ZmoqCgWLlzIxx9/jJmZGVZWVpSUlEgLWAlDTp48SXx8PF5eXnR0dGBsbCzp6jcLR9RDr9PpiI6O5u6772bnzp0id1Zz14SEBLq6umhubqakpAR7e3tcXFwkLsbS0pKSkhJMTU0xNzdHq9XS3t5OSkrKlE3XYDBQVVXFtWvXuPvuu4mMjOTKlSvy/2loaGB0dBRPT0+am5tpaWmRA1v9u2tqahgcHKSlpYX4+HjCw8MF1aWKFbhxeMTExIjK0s/PD71ez+rVq+W9lZWVSSsqLy8PZ2dnCcm1sLDAzs4OFxcXYeT6+PiIlUPZW9SanJyUFrGJiQkhISFkZWWJkEjxftvb24UKo5ScSjGpWKy5ubmiWlQK0nPnzk05oD09PZk1axb79++X9+Po6Mj4+DgnTpxgyZIluLq6Ctmlp6cHOzs7UeepMYOClAcFBRETE8P58+dpb2+XW45aSnSxefNmCgoK6OrqYs6cOVy/fp2MjAxKS0uxtbWVwmVoaIiWlhZKS0vx8/PjV7/6lQTkOjo6EhUVhZOTk6DTFCUKkE3E0tKSiYkJfH198fb2Jjo6WnB9yhZgbW0tym5TU1NGR0fRarU4ODhQVVVFeXk5ExMTQuZSuMubRyGq2PHz80Oj0XDx4kUBmtva2orlJj8/n5iYGKKjoyVabc6cORw5coTh4WF+9atfERwczNjYmARtK/XizQd0T0+P0MHUYQLIoXIzQrC/v5/BwUEWLVok4wK1j1haWpKUlCS6CfU7VGQytfz8/HBzc+PUqVOMjY0JyUk9R+o7vHLlCnFxcfT09FBbW8uGDRsApqDVVDvW2NiYEydOSOygWgqBNzk5SU1NjVBxamtrqampobq6mubmZqKiovD09CQoKIisrCxJciotLRXFrY+PD4mJiTg4OMjveGhoaMrm3tnZyS+//CKH0/79+wVJqZT9dnZ2jI6O4uLiQmRkJF9//TVOTk6sX7+e3bt3y2emnm31WqampqI4VWLJgIAAmfnW1taSl5cnytr8/HxpVQ8ODmJvb4+VlRXt7e1isVEqcqVQVSrp3NxcPD09mTdv3hS1f3V1tYgt6+rqqKiokFmmVqslMjKSjIwM0tLShIyk0+nw9vaWvUip26urq5mcnJR4sqioKIkP/J/Wv3zDVHmPd955JwcOHKCqqgo3Nzf5w2fPnk1KSgo9PT0y6O3v78ff35+kpCQiIyN5/fXX0ev1vPjii3zwwQdYWVkxNDTEY489RnR0NH//+9+nPLzqVltWVoatrS3e3t4kJCTQ0tLC9u3biYiIwNHRkaysLKl229vbee655yQv7fjx47i5ufHJJ59QUlJCQ0MDGo1G5jSACJkUqPvIkSN88cUXODk58be//Y3f/va3NDU18dFHH/HWW29x6dIlNm/eTGVlJYcPH+abb74hJCSEsLAwLly4IBVuZWUlSUlJvP/++9x9993SQjl27Ji0c//0pz9Jpt6LL77Igw8+yF133SXJApmZmaL627lzJ4GBgfT29vLHP/4Rg8FAcnKyPBQDAwMiVlBLo9EQHR2NnZ2d2EqUQObixYtMTk4SHx9PamoqExMTrF27FgcHBwYHBzl+/DhnzpyhpKSEd999VyLOvv32WwIDA7n99ttpaGiY0h1ob2/n22+/Zf369cTGxhITEyMhrjU1NYISUzjAkpIS3NzcsLKywsrKil27dtHe3k5ycjL+/v5YWFhQVVUlyrhPPvmE7777jv379wM30mnOnDnDQw89xJUrV/jss8/48ccfGRgY4I9//CNjY2NYWVlhZ2cnt0ZHR0eZiQ0NDbFy5Uoee+wxPvnkE3Jzc8nJyWHFihU4ODiIaEN9dzNmzCAyMpIvv/xS/GVz585lzpw5kiSibDKbN2/Gzs6O+fPnU1tbS29vL9nZ2RgMBurq6khLS+P+++8nMTGRN954AxsbGwYGBjh37pwUHYWFhRgMBqqrq3n11VfJyMjg1VdfFTi8movZ29tTWVmJi4sLWq0WjUbDI488wssvv8y3334rtqLly5cLDPvNN9+cEs2mYtKeeuopXF1d+eabb7j//vtZuXIlnp6eMs+aO3cuOTk5/OUvfyE1NVXa2lVVVSQlJXH77bdTXFws8ViqGH3++ef57rvvxP+8Zs0aHnroIZmjGhkZkZycLGK2FStWUFlZybx58wgKCsLDw4Pi4mKxk5w4cUJC4++55x6ZSW3evJmJiQlKSkqmFOJeXl5YWlry8ccf8/rrrxMeHs6GDRu4//77efnll0lLS5OZ7V133cX4+DhNTU3cdddddHR08NNPP+Hj44OjoyOenp7ADdXrli1b8PPzY2JignvvvVd8qQcPHmTVqlU88MADDA4OkpaWxvbt24WlPDExwd13301ERASVlZXU1dVRVlYmxc3Y2BiHDx9m06ZNLFu2jI0bN9LR0YG5uTnvvfeexBEC2Nvbs2DBAgYGBiR3WEVvubm5kZWVxS+//MIdd9yBkZERfX19vP3225SUlPDGG2+I3/K3v/0tx44dIy0tjRdeeIHHH39cPJw3M5xVUEF5ebn83StXrhQOrKmpKcbGxlIoA3zwwQcSpHHixAni4+NJTExk5cqVFBYWcu3aNV588UWsra3F765WSUmJtGAVO3j37t1otVpJ9Zk9ezbPPfccV69epbKycgqofcGCBRQWFqLVatmyZQsdHR24ubnxxz/+kffff58jR478j7dL+H84MC0sLGhvb5c3ZmxsTHJyMubm5tTW1nLq1CkGBgbw8vISwn95eTlubm6Mjo5iampKbW0tBoNBBtPd3d1s3bqVkpKSKUxEZ2dnHnnkERnqq5awqnbUh6ZuKAMDA+Tk5GBmZiaCIZX8MWPGDDG+KyN/bGzslI1CVZIqoUTxVHt7ezl69KhUSIWFhVJJqjZHYGAghw4dEraqXq/HYDBQX19PcHAwNjY2XLx4ccqtaPr06ej1ejIyMkRMpQADNjY2Yg1wcXFBo9HILcrKyora2lpOnjwpcVsqe1EJF5TYRS01w0xISGDOnDnClzQ1NZW5tI+PDwkJCRgMBn788UdWrFiBv78/YWFhUp2dOXOG5uZmKisrmTVrFiMjI3z77bdC+1fL1taWmTNniiJzxYoV2NjYMDk5yd69eyWhRQXOqtQaR0dH9Ho9ISEhODo6Ul1dTXd3t7Afk5KSGB0dpbGxccqNVv0mlcdt9erVNDU1YTAYMDExEVFOZWWl+LFiYmIICAiQOYiqLvv6+qS92NzcTHl5OVVVVVOEMXq9noiICKqrq4Vl+u6779Ld3c3Q0BCdnZ3odDqcnJxYvXo1BoOBwsJC4ZVeuXKFpUuXEhUVhV6vx8TEhMzMTDGgq7BnQOwL5eXl0pJSt+iQkBDs7OzQarVSWBYUFEhgdU9PD8XFxSJQcXJyIiIiQtrb1dXVhIeHMzY2Js+Cvb09y5YtIygoCK1Wy8KFC3F2dpbknfT0dIqKipg/f77wiVUxFhgYyM8//8zw8DAHDhygu7ubpqYm+Q6NjY1xdHScImoaGBiQkGYl3rp27ZrwlENDQxkZGZEbg4ODA3q9XtqxpqamREZGYmNjQ25urqQMVVZW4urqyrx58zh27JjcotWsU6XjuLm5ERoaipWVFd3d3RQXFzM2Nia+YcXiVQlECsavbqXKR3zu3DlmzJghexTcuOEqe0xmZqYANcbHx0lKSqK3t5e0tDQyMzPF2qAEPb29vURHR6PX6xkbG8PPz4+mpibxh0ZFRVFQUCDACbgxVlLPztjYGI8++iharRYLCwt6e3unxNgVFxdLUIa5uTl6vZ7r16+j0+lISEjAx8eH0dFRzp49S15eHgMDA6xbt27KDVoVfN7e3tja2mJhYUFFRQWDg4M4ODjQ2tqKtbU106ZNk+fnoYcekkuSkZERvr6+xMXFkZ6eTnZ2NtnZ2SxbtkwyaW8+wNQIxdXVVUY7PT09cjFT/uCioiKuX79ObW0tDQ0N8nsvLCxkxowZWFlZ0dnZKXzkv//977S1teHj4yNZnP/d+pdbsgrsrcKhg4KCmDFjBsPDw1RUVLB9+3bmzp0r0t3GxkZKS0sl/XxkZESSCkpLS7n11ltpbm5m3759ohRUy9HRkV/96lccPnyYnJwcaYOMjo6i0WhEZaiu2CrdRLVJ1NXdYDAQFhZGXFycpDOMjY0RHR2Nq6urvF5/fz+tra0EBARgY2NDS0sLWq2Wjo4Ojh49yrRp0/Dw8CAnJwdjY2NcXFyoqqoiJiaG+Ph4SUZXSlBra2u6u7ulCj116tSUluysWbNITEykt7eX2NhYiUxTxuvIyEiMjIywtrbGysoKX19f1q9fL+G1P/74I0uWLJEAZAUW8Pb2Fpm+WmNjYxw8eBATExNWrlxJW1ubmP0rKipEhj19+nS6urp44403JEEhLCxMgODHjx+XGfFzzz1HRkYG77zzDkFBQVNaGTY2NsyePZvPP/+cqqoqQkJCRC7+1VdfodPp0Ov1ErWj4tpUzp2aq+Xl5VFeXo6ZmRnR0dEyU9m9e/cUo3NnZyelpaVERUXh5ubG2rVrycvLo7GxEUtLSxFXHTt2jKioKMLCwiRb0dTUlDNnzghsu7+/H3d3d6Kjozl27BhFRUWSPaqWj4+PmKvt7e3p6uri3Xffxd7eXkLRXV1d8fHxYdOmTWRnZ/PJJ59Iu6q6uppHH32U6dOns3z5clJSUsjMzOTcuXNi2FZqRGXIv7kYMjU1xczMjMjISNlclRK5oKCA0NBQ4MacXHn1mpub8fT0ZNq0aeJPzM7OZs2aNZiYmPDdd98BSHvOw8MDIyMjVq5cKR7HtrY20tLSyMnJEb+yivnz8fEhKSmJ8vJyGhoa+OGHH7C3t5cDZ3JyUorum0VGPT091NTUkJKSIvPFc+fOMT4+zrRp0wgPD5e5rYuLCy4uLgQFBQko28HBgZCQEHx9ffn8888FYqJm3/Pnz58igKusrMTGxoaxsTERYyUmJmJra0t7ezvl5eUyb7W1tRXLlEajkVZ1QEAAIyMjXLt2DSMjI5qbmzl58iSmpqbo9XopHtVoQs1pIyIi0Gg0Ejje2trK9evXuXbtmsyT3d3dGRwcpLy8nJiYGJYsWYKtra2Ewqv3u2LFCnbv3i05n2p/DggIkENyxowZlJSUUFNTQ01NjWgl4IaP99SpU2g0GmbMmME999xDSkqKRIFFR0fT0NDAtm3buHTpEnDjsLu5c9XY2Eh2djbh4eECQy8rK8PExERgAGZmZkyfPl3+HU888QTV1dWUlZVhb2+Pv78/ISEhfPvtt+Tn54unXaPRUFlZOeW5U44CFxcXampqREtiMBgYGBggLi6OkpIScnJyyMjIENW2grKXlZXx3HPPYW1tzXfffYeVlRUGg4Hvv/+etWvXEhISIgXNf7f+5RumkuDb2Nhw2223SdxVQ0MDw8PDPPDAA8yePRsLCws+/fRTTExMSE5O5ne/+x01NTUcOHCAV155RcgX+fn5hIaGcuutt2JjY0N2djZPPvkkcCNXbf78+aI0XbduHQMDA1y/fh2tVis2lD//+c+0trZy/vx5Fi1aJDMF9cadnJxob2+npaWFGTNmsG3bNjIzM7n99tunSKRnzJjBunXrSEhIoKGhgStXrhAZGYmPjw+33347+/btk7BeVcmcP3+ey5cv88MPPzBr1ixaW1upq6sTZd7g4CDFxcX4+flx2223kZmZKTLwtrY2MWWrJAMV+Orq6iq3Sx8fHwlWVZJ3vV7P0qVLgRvAhYKCAlJTUzl9+rS8rvLAwQ2V35tvvkl7ezuPPvqoVFglJSVs27aNgIAAysvLheivFLonTpzA09OT4OBguQ15eHjg7+8vm3pCQgIxMTHie4IbN74dO3ZgbW3NnDlzCAgI4IcffuDixYusXLmS+fPnM3PmTHbs2IFWq2X58uVERETg4OCAk5MT33zzDQB/+ctf2LNnD11dXSxdupQvvviC7OxsNm/eLGHQgIgwvL296ezsFGuTqakpycnJHD9+HFtbW77//nuRm3/yySfceuutJCQkSHpDU1OT4OxU/JdWq8XGxkYS3eFGcVVcXMwTTzwhHYv58+eLmGHFihWkp6dz8uRJ2fg+/vhjcnJyyM7O5vvvv2d8fJyKigr+/Oc/89BDD7F69Wp2794tYrWbA6T/8Ic/4OTkJIVVWFgYvr6+6PV6ubF6enoyPDxMc3Mzp06doqCgADs7O2JiYpgzZw6ff/45bW1tFBYWEhISgre3N319fQQGBk6xJgwMDFBQUMDOnTvp7u4mKSlJDozbbruNadOmUV5eLuMUZ2dn8vLyKCoqoqysjGeeeYbx8XFOnz4twpiVK1dy6NAh8vLyyMzMnKJ81Ol0REZGCqQkMDCQqKgoBgcHcXR0FDXxnDlzMDY2pquri59//pnFixcTHR1NQEAAP/30E19//TXd3d0MDw9jaWnJAw88gFar/SeFs4eHBzqdDg8PD1JTU+nu7iY6Oho/Pz+cnJwYGhoiNTWVkydPUlBQwNKlS7nvvvv49a9/TUNDA9bW1rzxxhsMDg7y0ksvsXTpUrkZ+/v74+npKTNTc3Nz7rvvPrHVPfroo8TFxfHWW28xODiIjY0Na9asoampSdI6Vq9ezdjYGDt27BD1qrrtzpkzB71eT2trqzgPbk5jUai98+fPMzIywuLFi/nyyy+5cuUKycnJvPvuu9TU1LBp0yZMTU3ZsmULM2bMkJmeEvKlpaXJaKu1tZWoqCjc3d2xtLScQtiaNWuW+Hurq6tJSUnhlltuYWRkhOLiYu68804cHR0ZHh4mJyeHmpoaUTiraLC8vDxOnz6NRqPhvvvuY9WqVZJve+TIkSmdpOeeew5/f38yMzOZOXMm4+PjZGdnExQUhKurK99//z0LFizg5ZdfxsHBAY1Gg5OTE7/5zW/w8fHh66+/JiQkhIKCAkF0Ojs78+ijjzI6OkpdXd3/XoC0CqRV7QwV1ntzCG55eTktLS2Ym5sTFRUl0Vv19fWUlpZSXFwsrYyBgQGJb2pqaiIhIWEKqm5kZISqqipBVdnY2NDY2EhNTY2EnnZ0dJCVlSVRQuoL6e7ulr/LyMhIIqb2799PQUGBfAk3iwHs7e0JDAykpKREfGxKNaqqmb6+Pn755RcWLlyIXq+XSlchlZR3KDg4mPr6erKysqSSVaHGauXk5Eh4qvINFRQU0NjYiJOTE3Aj0La0tJQZM2ag0+lk49JoNJL5qVibiskIN9rZ6natkGW+vr50d3dTUlJCaGgog4ODtLa2UlxcTFdXF9nZ2SQlJeHo6MjSpUs5ePAgtbW1zJ07F39/f9zd3cnPzxfKUW1tLY2NjTg6OmJrazvlh62k8nPnzsXHx0cq8cjISOLj49FoNOTl5cmcp7CwkNraWrRaLa6uruTk5ODk5CTRYl1dXRQXF9PW1kZXVxeXLl0SnBggNh7VVlUVuZmZGS4uLiQnJ4vZu7S0VERomZmZ1NTUEBsbS0NDg7T/LS0tiYqKEtO6j48Pvb29UmB1dXUxNDTErFmzSE1Npbm5eYrHrb6+nu7ubkxNTWlsbBRmqbu7O52dnURHR1NYWEhpaSmdnZ2kpaXh7u7O+vXrOXny5BQFMCBzZ7XZGwwGoa6o7kNTUxNDQ0MsWbJEqmol9FLe0MHBQfLz8+WGZWNjw/Dw8JQqfnx8XAhdFhYWuLi4CCRA+e6cnZ0FRODi4kJzc7N4Q5Vy02AwYGxsTG9vLw0NDeKbvnTp0pRNvre3l/r6ekHVqc6Baturolx1qZRfr7OzkytXrlBXV0dlZSUWFhZib9Dr9TQ2NlJdXS2jG7WUR1uJAKurq9mwYYPAQBoaGrCwsGDatGkEBwfLvhYSEiLc1bq6OiYnJ1m7di3BwcFoNBrKy8uFC6w2XSMjI8zNzbGyssLBwYErV67Q0NBAfn4+kZGReHl5ERkZKaH2SsHa0dFBfHy8FL6pqalERkZiYmIiToD6+nosLS2FZwtINywwMBC9Xo9WqxX/9OjoKN7e3ri6utLY2Ii3t7cEO5eXl3P16lXZ444cOUJ0dLTc4EJDQzExMeH777+f0gKur6/nypUron5VNkI1u9TpdFNa12NjY/T09HDlyhW5iQ4MDEirVXWv1KxfeeZv3qNVl0FReYKDg0Vo2tbWJhxdJeZTsY9WVlayhykXg/r8vLy8qKysnDIy++/Wv3Rgjo+Pc+jQIeA/WmCKdfjUU09hZWVFQUEB2dnZWFlZsW7dOnkTFy9elIG2mhGplPr29nZycnKEO3jz6ylVnGoftrS0UFRUJKralpYW9uzZg7OzMx4eHmRlZWEwGOSQcXV1pbm5WXI4//CHPwhzVOUmqqXaMNu2baO/v1/YjzdnAHZ2drJ3716BQIeHhxMREcHIyAgffvghFhYW+Pn58eCDD3Lp0iVycnJEwfWfTbgpKSnk5+cTEhIifNj8/HxRKbq7u4vhXbVlmpubsba2ljnt559/TlZWllAsVEhwXFwc7u7u5OTkiFpWyd/r6uqYNm2aKAQPHTqEkZER+fn5TExMMHPmTG6//XbS09PJz8+XAb2FhQUnT56UrLm6ujpRTP/nNtvY2BhtbW2EhYUREhLCc889x6xZs5g7dy56vZ7Lly9z8OBBoTZdvXqVsrIyLC0t0ev1DAwMEBoaKtL7yspKzp49K3mCO3bsmPLjVpmCbm5uguw7ffo0JiYmhIaGcu+994r5PD8/n+LiYsLDwzl27BiVlZWcOHGCzMxMaeOFhYWxYsUKCaENCwujsrJSNt6Wlhb0ej2PP/64AB8UOtLe3p7U1FSxgJSXlzMwMIBGo8HBwYHAwECWLVtGamqqhKcfPHgQFxcX9u3bR0dHh4Aq1FJZif7+/jg7O1NRUcG+fftwcHAgMjKSJ598kpSUFIaHh3nkkUc4ceIEzc3NrFixgsOHD3PlyhWeeeYZLly4wE8//YSdnZ3AxDs7O6eMClSRqHJjAwMDJQ9T+ULNzc259dZb0Wq1MtdXhaOyQijm8sDAAHv37sXW1hYTExMOHTo0peXV3t5OXl4eBw8eFJWvi4sLOp0OHx8fZs6ciZWVFQsWLJAC0NPTk3379pGSkkJKSgphYWFER0ezZs0ayZB88803aWhokBmXWllZWbi7uxMcHExzczN1dXVER0fT1tZGVVUVGRkZhISEsHDhQubNm0dFRQXnz59n3bp1kpt58uRJbGxsePfdd2lra6O+vp7KykouXrxISUmJzJ8VtcnLywsvLy8OHjxIY2Mje/fuJTo6Gl9fXyYnJwUe7uDgwLfffkthYSEff/wx1dXVFBcXc+zYMSnADh8+LAHiqlBX89nGxkY++eQT9uzZw/LlyxkYGCAgIID29nbGxsaYM2cOERERvPPOO3JgqgLgyJEjREREMDg4SE5ODg8//DDW1tZUVFQQFBTE8PAwv//976fMFDMzM+nv7ycmJoaOjg7MzMwk2DowMFD2z97eXmF8m5iYyPu555575N9XUVGBk5MTOp2OlpYWRkdHCQwMlLk+IJcfJRA0Nzdn9uzZpKamUlJSQnd3N6dOneLnn38WXJ+5ubl8/ubm5hw/fpzKykq8vLyES+vo6Cgksv81cIFGo2HJkiWiEFMhqY6OjuzZs4e+vj4sLS2JjIzE2tqao0eP0tPTg7GxMVu2bKGiooL8/HzS09Px8PBg4cKF/O53v6Ovrw9nZ2d+/PHHKXJzT09PnnnmGVG1FRYWiqdPecomJia49dZb0ev1+Pj4SIj18PAwn376KSMjI7z22mtyS33zzTfJzMykqqqKLVu2UFNTI69XU1PDyZMnOX78OImJifz+97/n1Vdfpauri9jYWPbs2UN9fT0RERGSUvLOO+8IyUSlIxgMBsrKyvDz8+P999+Xir24uHiKjUVRWaqrqzl06BD29vasXr0ae3t77O3tiYmJ4fTp0/zwww/U1NQwNjaGpaWlzMLi4+OZNWuWKDIVWeXIkSN4enqSmJgo1dnQ0BAPP/ywJM6YmJgQExPD5s2b+fLLL6murpZCQqvV8vXXX7Nw4UKWLl3Kjh07cHd3x8nJiX379jF9+nRWr17Nnj17CA0N5cknn+SPf/zjFAGVEkKoZIBPP/2U48eP8/3338usdOPGjfj6+tLV1UV9fb1ACurq6kQRvGbNGrq6uvDy8uJPf/oTlZWVIrTJz88XJJi6SWzcuJHi4mK2bt0qbbMvvviCoKAgwd85ODgI6i06Opqamhpee+01mb0tXrwYIyMj6uvrSU9Pp6+vT9SKam3fvp39+/dLOPStt97KU089xYkTJzh9+jSPP/446enp/PLLLzz44IOEhoai0WjIzc3FysqKu+++m7CwMDo6OqQVNDY2xsmTJ+ns7MTZ2ZnW1lYRtaxevZpZs2axcOFCamtrsbW15d133+XHH3+koqKCLVu2MGvWLCIiIrCxseGOO+5gcHCQ/fv3C7nq8uXL5OTkyGhCp9OJxebmTVDN/Y4dO0ZLS4vwfxsaGpg7dy7Xrl3j4MGDmJubS6Gampoq4hll9VBJJkFBQSxevFioVVu3bqW5uVkKnuDgYNavX4+lpSWurq5CJyosLOTixYvEx8djY2NDXV0ddnZ2DA0N8dJLL+Ht7c38+fNZsmQJzs7OODs7Y2FhweXLlzlx4oT4C5UVQj17o6OjGBkZodfrSUpKYnJyko0bN0pn4vnnn+f69evs2bOHt99+m7CwMBYvXkxaWhpjY2OMjo6SmZmJk5MT9fX1bN++ndbWVp577jlaWlqm3MA0Gg1RUVGUlZXx3XffyWsMDw/LaESJ3IyNjcnOzhZA+e7du4mPj2f27NlkZmbi4uIinTnlnfbz88PU1JScnJwpe7XCfr777rvMnj0bPz8/jh49Kl5HZfVLT0/HYDBQUlKCpaUls2fPxsTERBCjSj1fX18veg1Fb4MbeM/bb7+dd955R3Ciw8PD5ObmUlRUxMMPP4yZmRmnT58mPj5ewrcTExMxMjKiurpaxiLp6enY29vj5ubGxYsXKS0tJSsra4qd6y9/+YuQi/R6PVZWVnz00UdMnz4dX19f2fuHh4fx8PCQ0ZOijOXk5MjvZHx8nCVLlgDwzjvvMH/+fFauXClOgf9u/cuiHyWmURFJypqgBvDNzc24uLgAN9qJDg4O2NvbS7WprCYdHR309vbi7u4ubYyAgIApM0W4IXhQEHKVHj86Okptba0IV9ra2kRsMTw8jIWFBe7u7nIwBAYGcvXqVWpqamhpacHIyAhHR8cphzPcuDVkZmYSHh4uEUiq1asMysoIq9oITU1Nghqzt7fHYDDQ0tJCRkaGtA4UK7SoqGjKgWlnZ4ezs7NERVlaWmJnZyce1/z8fLFqDA0NicRaVZejo6PStvTy8pKNat68ecK5vFl8UF9fj4uLi/yzKvEkLi4OrVZLXl4eOp0Od3d3urq60Ol0YnVR2DXVVlTIOpVi8p+hxfb29ixfvhxvb280Gg2jo6PCCa2vrycqKgpra2t6enpobm6moqJCFJexsbEi+nB2dqa7u1tS5lVrKyAgYEpbT2ENu7q6xBtcV1cn80UjIyMGBgbIy8vD1dVVLDPu7u5ERERQWlqKVqslODiY/v5+Ojs7sbGxYXx8HK1Wi7e3N9nZ2XJTGRsbk5Z9eHg4er0euHHYuLi4SNKL8ju2t7eTkZFBVlYWLi4uTJ8+nba2Nnp7e/H09JTXUpX1zSpSY2NjIiIiCAwMRKfT8dNPP2Fpacn06dPx8/MT+8XQ0JCIciwtLRkeHiY9PV3iuqqrq7GwsCApKYmmpibxwLq4uEy58anvWrFGlax/dHSUnp4e2tvbaWpqwtzcHEtLS/EEDwwMUFhYiLW1tSDQVNdD0b8GBgZwcnKiu7tbDkz1m/Dy8pKEF9XWVZ8f3JjDq9uiatcq4HdbWxt1dXVit6qpqRHPoUrMUSs0NBQfHx9RZSvAiLoJ2djYCInM399fvKdWVlb09fWJbcfW1pazZ88KPUZFotXV1ZGeni5eQ5VK0tXVxYIFC2QOqyhCYWFh+Pj4SFtc3ZCbmpooKiqisbFRumy2traEhIRIooter5/y3FlbWxMeHi6/J7VfqlarsrqpG2NGRoYIrWbOnIm5uTnW1tbMnj0bFxcXent7yc/Px9zcXLzuN9PY2tvbqaysJDIyUvamkZERaZWqtKiKigqBzXt5eUkCippdK26w8rGrkYaaQ6o1NjYm5Cx1jpSXl0tqlFarFSSn0rCMjIyIxaupqQk3Nzc8PT3RaDTY29szMDAg54dOp/sndOP/bf0/2UpKS0vZtWsX7u7uuLq6EhYWJrPCo0ePYmZmhoeHB21tbSQmJhIUFMSf//xnYmNjiYqKEqO1s7MzGzdu5Nq1a7z77rssWbJkyh+rWgPKOqKuy6Ojo1y/fl3mVidPnqSqqkoePHd3d5YvX866detkAzt69ChHjx6lv7+fWbNmERYWJvEuahZWUVFBU1MT+/fvx83NTfLxVATMrFmzRLmpzNHDw8PodDp5eEtKSgRIrWg6yhqhMGVq+fr6EhoaSnR0NOPj49KCVu3qX//61yJnVweGjY2NbFLK+mJnZ8fSpUtJSUnB2NiYP/3pT3z00Ud8/fXXU5SyqiUYHBzM4cOHRUjx0EMPUVtby29/+1u8vb2JiooiKiqKrKwscnJyGBgYoKurC1NTU5YuXUpMTAy+vr7Exsbi7u5OT08Prq6uUxTHKkGlu7ub1tZWfvnllynCBkUFSU1N5fr166KgW7lyJZ999hkHDx5kfHycJ598ko8++kjUnorjGR8fP4UWExQUxOrVq4WRu2jRIrZv346xsTGJiYkSCXXt2jWZpwC8/PLL3HXXXTz99NNYWFgwMTHBqlWr6O7uxsbGBjs7O4KCgli7di0nTpyQQ9rb2xtvb29CQkK47bbb5DN1dXVl6dKlPPzww3h5eTFt2jTKysrIzs6msbGRjIwM9Ho9wcHBkrBx7733kpSUhLm5OTt37pTMUQUWMDExISkpSUg4X3zxBcHBwaxevZr4+Hjc3NwkUiw3N5ezZ8+K1aqrq4s1a9aQkJDAkSNHWLRoEbfeeitvvvkmdXV1dHZ28sQTT0y5PQ8NDVFRUYG/vz+Ojo6iNjc2NqakpEQ2M3t7exwcHARcUF5ezg8//MCSJUsYHh4W64mxsbEwehVXtK2tTahXBQUF7N27lzvvvFOyO9va2hgfH5/CuXV1dSU1NRWDwcD69eslIi4kJIQvv/ySffv28dJLLzExMSGELV9fXyH0qLVu3To8PDy477770Gg0+Pv7k5CQwPXr12lubhaQfXJyMkuWLCErK4s9e/awdu1a+vr6uHDhAq+++iqTk5O89tpr8vszMzNjyZIleHp6cv36dfm71eat1Wp54oknGB8f5+rVq4LYfPHFFzExMZlC+DEzM6OpqYlDhw7JXhIUFISvry/u7u5cuHCBwsJCkpOTp1C9XFxc2LRpk+AeFyxYgImJicy3VfrJrbfeyuHDh9m5cyfffPONKKIPHTqEtbU19957L1ZWVpSVlbFr1y5CQ0NxcHCgoaFhii8yNTWV8vJyjh49Sk5OjvjWk5KSeOyxx7h8+TKZmZmcPXuWxsZGzM3Nue2226ivr8fU1JRvvvmG48ePs2/fPq5evcptt91GYGAgZ8+eRavVMm/ePLKzs4VTHRQUJBeM/Px8gbsMDAwwMDAgEYW2trbk5eUJw9jHx4fx8XGByXt4eGBjY0NJSQldXV0sX75cONP/awfm6Ogo27ZtE1/Ro48+SlBQEHZ2dmRlZWFlZcXmzZuZNm0a9vb2ODk5ycC+rq5OWqabNm2ir6+P1tZW/Pz8iIuL4+uvv+b48eNT4rZcXV15+eWXBYGkiC8mJia89NJLHDt2jH379nHvvfcyMTEh6qvm5mZ+85vfCPnGxcWFmTNnYmlpyZkzZ4T0cfToUaqrq+X1vLy8iIiI4NSpU3KzCg0NlTZQRkYGfX19zJ8/n6KiIq5cucLQ0JBUhAaDgenTpzNz5kxqa2slrePpp5+mtrZWVIryof+fRJFLly7R2NgoQqVZs2YRGxtLUFAQjY2NMqdVeXg1NTUSCKvYlr6+vvT09NDX18f+/fsxNzdn2bJllJWVMT4+Li2ooaEhjhw5wvLly7GzsyM3N5fQ0FCCg4P5xz/+QVBQEJ2dnXI7ioiIYMWKFbS0tGAwGDh69Kh8H/Hx8XR2dvLRRx9x9OhRGhsb5b0NDg5SWFgo+aXGxsa4u7tjb2/P0qVLGRwc5OrVq1y4cAFfX19eeeUVzp49y8jICB988IFApV977TVGRkbw9fXFx8eHvXv3cvXqVSYmJqa0vhRbVbXJMjIyxIKjZq1KBBYZGYlGo2Hr1q2cPXuW4eFhBgcHBZ/n4eEh/rktW7bg5uYmFapaixYtwsvLi++++46mpib5HXd0dNDS0kJ4eLiI0iorK2X2p6DvxcXFwix97bXXhE2sWL+JiYliXFekn9LSUvLz87nnnnsIDQ3FycmJqKgoQkNDsbGx4YMPPsDY2JiXXnqJ7du3c/HiRbFgmZmZUV9fz48//sjFixcFaakCem+GTjQ2NvL++++zZMkSvL29OXHiBBERETg5ObFz507B7zU1NVFXV8euXbuYNm2aqLvnzZsn3abz589jZ2fHvHnzpPjdsmULX331lRQ8oaGhrFmzRmL4XF1dmTlzJn19fVhbW6PX68W/Cze6FxEREZJ48eCDDwq/2d/fn/r6ery9vVm7dq3YIm5+7t5//31BdJaXl8uc3sjISELuKyoquHbtGgaDgYqKCnJycpg3bx7h4eHs3LlThF4LFizA3d0dNzc3ysvLp4iL4Ib47dChQ8TFxUkIg2oRurm5MTAwwF//+leJrYqJiRHxXFlZGXq9nri4OIaHh3F0dKS5uZljx46h1+v5/PPPKSsrm9KOVVjD1NRUysrKyMzMFCZsUlISzc3N1NTUMG/ePFE/x8bGUlhYyLZt23jqqaewsbHh6NGjnDlzBmNjY/785z9z9uxZoajd3CJdunQpd911F/b29qLitbe3p7+/n2effZaenh5sbW154YUX5FIwPDxMQkIC5ubmHDlyhKGhIaZNmybs3rS0NNavX4+RkRGdnZ1T2qNLlizBwcGBTz/9VOw1ykYVGxvLjh07CA8PJyAggEceeYT6+npycnK4ePGipC0pEZJCKHZ1dQn97T/rWv6r9f+Uh6nalGqDtrS0pLu7W9o7SiRzcy5ZREQELi4uTExMTMF2tbW1yYDYx8dnCkhYebz6+/sZGxsjJycHd3d3nJ2dMTMzw8fHh9mzZ6PX62lpaRExkYINNzQ0CC9WbRyurq54enri6ekpSQtqKRGSqjJra2u55557sLW1paamRqqzgYEBBgcHxbOnDN0BAQFMTEwwMDDA0NCQfAaOjo6SMtDQ0CBtWfU5Wltbo9FoxKPa2tpKR0cHWq1W2r1mZmaYmpoKkLy/v5+6ujq0Wq2Y3pXNY2hoSCpaVS1pNBoiIiJobm6mtrZWTOQqXNvMzIzJyUkaGhrk9dR78PPzk3acu7u7sBjVplhQUEBLS8uUtJKRkRHq6uqEUOPt7S0ZgCEhISJcUt+zvb29tFmuXbsmcIHCwkLi4+OJiIgQIIDBYPgnVq5aShyjhCOKeKTi2NSNXaUwqPBac3Nz2tvbxc6hAnV1Op1A02+uPNVv3Nvbm4GBAaqqqnBxcZnSSnR0dMTNzU1wYYqNqUJ6+/r6hPYzOjoqsWmqxa1eb3x8XBilqoOiugzKDqLmOaampqLI9vHxQafTiWXJysoKS0tLwVg6ODjg7Ows+aJqjY2N0dnZKQHj169fF4HQxMQEzs7O4qHt6OgQFfD4+Lio0RX2TImhlFhHpXzcvHQ6HaGhoZw+fZrW1laqq6txd3cXbKGataqEJCU4VIpolYgzOjoq7zMmJkaYxw0NDVNmtErNqz5f5XVWf5v6bSsx1Pj4OA4ODgwPD9Pf34+5uTnNzc3yzCswifKK33xbV8krkZGRuLi4cP36dSYmJnBxcRHKmBprqVajmq+1tbVJkLq9vb3MuqurqyVisbGxUTCAN3939fX1YsRXRC07OzsGBgYYHh6moaEBU1NToqKixJaWn5/P0NAQZmZmolo1NzeXPdvW1lZivG5eyl+rZtAODg4S5aWEgH19fbi5uWFqakpzczNubm5otVoaGxvFBmdubk5bWxutra0sWbIEjUYjqmi1FMHKYDCg0+lkZKDGOT4+PlhbW8tFRrGnu7u7sbW1FbW7Su1RvylA2sT/yvqX/ilTU1Nef/110tPTKS4u5qOPPsLHx4cFCxZQWlrK5OQkkZGRHD58WPrrqnX4+eefU15eTk5ODoWFhURGRrJixQreffddCVV+/PHHuX79uoQQDw0NUVJSIlFRhYWFPPDAAyxatIh169Zx5513cvDgQY4dO0ZtbS19fX3S5pk3b56EDasg0pKSEmbOnElSUhL+/v5ColBL8WmPHTsmnMLZs2czNDTEX/7yF5YtW4alpSX79u0jOjqasLAwmWEoLNfu3bv54IMPJKbG29ubgoIC8VsVFxdLUdDa2oqjoyN33303JSUllJaWsn//fqkCVZafr68vQUFB+Pv7M23aNP70pz+Rl5dHRUUFsbGxDA4O8t577xEbG4terycyMlIoN2pzMjU15YEHHiA/P5/m5mZKS0uxsLAQ5FxxcTE//PADLi4uBAQE8OKLL3Ly5ElRG/f399Pf38/LL78scIYDBw5QX18vodRqbgY3DpTr169z+vRp8Z8VFhaSnZ0tyQ/z5s0TCoxSyXZ1dTE4OMjDDz8slKWnn36aqKgoUlNT6e/vx9nZWcDjFRUVANJqjo6OxsfHh+DgYLZt24apqSnPP/88WVlZVFZWUlNTI8GyZmZmODk5ifjjxIkT7N69m4GBARISEiQIVx2MN69du3YRERHB999/z8GDB0lPT+e7774jPDwcX19f+vv7mT9/PnfffTeffvoppaWlVFZW8sknn2BhYcGxY8f45JNPJF5pcHCQzs5O9Hq94MbURjE8PMzbb79NbGwsCxYs4Ny5cwwMDLB48WK++OILJiYmeOmll7C1taW1tZVt27YRFBTEPffcg5WVFfn5+cJFTU5OZs6cOWRmZkp+6iOPPEJ+fr68N2tra6Kjo8WbWllZSUBAgIQreHl54eTkRFZWFr29vVRVVXHs2DHMzMwwNjamra0NNzc3Zs+ejY2NDQ0NDbz66qtMmzYNb29v9u/fP6WT5O7uTmJiInq9nt7eXn766SeWLVuGqakpFy9epK+vT+g+n3/+OUVFRfzyyy88+uijLF68mFdffZXvvvuOgwcPsn//fhISEnjuuefYuHGj2IduNqM//vjjeHl58eyzz4pS1dfXV7oxSgVuYWEhyUGxsbEMDQ1x8uRJDhw4QGxsLCEhIUybNo3p06fT29vLyy+/zOLFiyWbEZC5rbKYffbZZ0yfPp3XX3+d06dP4+DgwNNPP01DQwOtra0UFBQQGBjI2NiY0LssLS255557qK2tFdvFsWPH2Lt3L3Pnzp2iAG5vb2f//v20tbXh5OTEa6+9Rk5OjnQRVJdq27ZtJCYmsmzZMp599lkqKysxGAwiGLS2tuaFF14QtOTq1auZN28eJ06cmHLDvHDhAtXV1cTFxYnIS1mOHnroIS5evMilS5f43e9+x1133UVQUJDA7p2dnQkNDWX37t2cOnVK9nkrKyt++uknHB0dJYFHLTMzM0xMTOju7p5SYCgh1+uvv86VK1e4du0aCQkJVFVVcfXqVYyMjPDz82PZsmV8++23DA8Pk5iYKIVrY2Mjnp6e/2Uh/p/Xv+zDVDaF+fPnC/9zzZo14qE5ePAgERERBAUFcen/a+9ag9qq0/eTQNKUhFsiCQFyARGaEpa0tTdsoVu1ttZRO2NlRsdud92tM3W7Xuuu7s7sjs7ourOO+qWuq+6uOqLFab1RL1hKa0FTKBSS0hQCkgTCpUAIgXDJjf3Q//vOCX93tx/2255nxhHoyck5v985v8v7vs/zNDejoqICOp0OTz31FKqrq7Ft2zb09fVx/mPfvn28IiV+DMHv9+OJJ56ATCZDdnY2Dh8+DL/fj9dee42LHc6cOYM33ngDMpmM7byGhobgcrl4YiooKEBNTQ16enpQW1uL7OxszM7OYt++fTh27BiHo/Lz81FVVYXa2lqMj48jGo2iq6sLhYWF+NOf/oSJiQkWO5+bm4NWq8Vjjz2Gjo4O+P1+jI6OQi6Xw2KxIBgMwmg0YuPGjZDL5UygFeZSbDYbDAYDnnvuOezatQsbN25EbW0tr+ydTidUKhV8Ph+HTiORCLZt24aCggK89957aG9vZ3EG2lXV1dVh3bp1+NGPfsRhxFgshk8//RRLS0tYvXo1AoEAtFotl+qnpKTg8ccf50pACmu2tbVx4pwEvBcWFrhtSf4tNTUVw8PDaGhoAHA1NETVzEQkpwGVJlyv18tm3AqFAt9++y0sFgseeeQRNDc3w+l0wuv1MmWhpaWFTbo1Gk2SRBetxE+cOAGj0ch82aWlJZ5ks7KycOjQIfj9fgwODuKvf/0r5ufnOfRHuxjaRZOGZ2FhIfbt25f0LiwsLGBiYgLNzc1wu92YmpqCVqtlb78dO3agpKQEkUiEc7sajQZ/+9vfEIvFMDk5yRMaudZIJBLce++9aG9vR1dXF++AUlNTsXXrVtx0003YuXMnu7r8/e9/T1K/uuWWW7BhwwY4HA4UFRVBp9PxbjQrKwsmkwlqtRrDw8NQKBRwu914//33MTo6mrSKpxqEbdu2QalU4uuvv8aqVauwdu1atLa2QqlUIjU1FR0dHVizZg2eeeYZNDU1ISUlBXl5eWhvb0cwGITdbsfU1BSnUJqbm1mJSxgipd3hTTfdhDNnzuDYsWOIRqOQy+VYsWIFWltboVarcf/998NgMCAtLQ2HDx9GSUkJZDIZfve730EikWDdunVwuVwsdahUKnnCFg66X331FUwmE8rKyji/2dzcjLy8PFitVt41kuVTbm4uNmzYwLzjeDzOofBEIoHR0VGW+RTyRqktSRrx7bffZiH0oaEh7N+/H8FgEK+//jpHIObm5nDy5EmEQiHs3r0bLpcLIyMjGBsbg8/ng8fjwYMPPsgeqGVlZUzCB64udioqKjA+Po5IJIIPP/wQQ0NDiMfjeOihh3D27Fl8/fXXqKmpwcLCApqamvDggw8mvZcjIyP45ptvuDBPqVRyBM9isbAWNwC2A3v++ed58qGCNIvFwkVPer2eK6P7+/uRnZ0Ns9mMYDCI6upqlJWV4fHHH8eWLVtwzz33oLa2ltW5hDt2ijLefvvtMBqNiMViOHnyJBdoUdESTXylpaV44IEH0NjYiOHhYbz44ou4++67EY1GUV9fz1zb3t5ehMNh+P3+axIu+M/y7P+H+fl5rFy5EhaLBWazmY1IadAj0WKTycSFAktLS6xQn5mZyY0cCARgNpuh1WoRCoXQ3d2N3t5e/i4Kbw4MDMDtdrPrx6VLl9hUmOyuEokEk2Xj8TjbEZEGJRXXaDQaJitTUQOBVvZUzaXX67mcnu6TCMJkXms2m2E2m6HX6+FyuRCNRlFaWgqz2cxSXhRuEYbZALAbwNjYGK9mpVIpG7dS+GlqagrxeJzDorQSk8lkSQIQarUaGo2GRZ2F35dIJNDd3c1WXYlEgsPaU1NTCIVCsFgskMvlmJmZYTm1QCCAiYkJLmUnlxkSf9ZqtbBYLEkhJhooDAYDioqKUFRUxDq8dM0kek7i4SaTCYWFhbBaraiqqoJarWb1HiI7k/FsOBzmRYjwuaRKSa/Xi4GBAb5eMrTNzs5GeXk5MjIyIJPJUFpaymISVPVKAxdxYcnWKJFIJIUS4/E45ubm2OFFrVZzVSk5rhDpWqFQICsrC3q9HpOTk6y7azKZUFJSAr1ezwOpSqVifpkQRAafn5/H6tWrkZeXxxW1xEFNTU1lfjD5A5KMHhmmBwIBDA4OIh6PY2JiAu3t7UybIRBdgTiWZrOZ5Rq9Xi/vaNRqNUpLS7Ft2zYUFxczmZzstMbHx/k5XL9+PdRq9Q8ORiQ9p9FoIJVK4fF4mOJDaZupqSkOC9L3kn2bz+dDSkoKDAYDTy4zMzMoKSnh6mJhe4ZCIUxPT3N6hdpEpVLBYrGwNi/J4tECgiZ2qhgFrgpYuN1uDAwMoKCgALm5ucx3Bq5WOBuNRigUCh785+fnWehixYoVmJmZYb56LBbDxYsXceHCBaxduxZ5eXmQy+X8fKxYsYIdnwwGw/+TcSOhDrIvDAQCXKEskUh4Uk5LS+MFYkVFBUvmUVUridlT6mFkZIRTXMK2JO1nKsykXCCFtGlcVqlUXL1KtLHZ2VmEw2FotVqUl5djcXGRTZ5Jl3b5mBmLxbhNqR3UajWntXw+H0KhEAspRCIRVnWSSqVwOBxcAX3p0iUe63NycjA1NYXvv//+v5fDlEqlsFqtyMjIwPXXX4+bb74ZLpcLBw8ehNfrRVlZGRoaGtDS0oK+vj72k+zs7ERdXR1PihcvXoTL5YLT6cTevXvh9/vx0UcfoaurKymHWVpaCrvdjldeeQUNDQ341a9+BY1Gw6FTojL8+c9/RkdHB2pra3HDDTcgFApxzD4zM5PLsSsqKvDll1/iyJEjaG5uhtFoTKJ51NfX4+zZs0gkEigrK8Pdd9+NL774Ag0NDUklzlSK7PP5cPbsWWzZsgV33HEHdu3axa4ElNskZRoaSIWdEYlEkJGRgd/+9rdMIKZwRlVVFU6dOsVE7ueeew6ZmZmYnZ3Fr3/9awwMDCA1NRUbN25kp3ZKglOZvVDAmySkSkpKcOONN3LsPhKJwG63QyqVorKyEi6XCwMDA7yQoIGQbIhuvPFGpodcf/31KCwsxLp163D48GF0d3fzvaWlpcFqteIPf/gD50U6Ozvhcrk4hxqJRPD6669j06ZN+PnPf46XXnoJMpkMwWAQe/bsQXV1NZxOJ1avXg3garl9b28v60MKKUhtbW1wOBxs8tve3o5Dhw5hZGQEb775Jvbv34/S0lJ4PB7s2LED4XAYf/nLX1BZWcm0ElJ3OnPmDAtC33XXXVAoFJibm0sa7Inu1N7ejpqaGpSUlOD48eM8aNIgrtfr+To1Gg1+/OMfs3EAOZaEw2GcO3eOF4OUh1m+2Dl37hxeeOEF2O125OfnY+fOnTh06BALRBw8eBDnz5+HxWJh/ujhw4fhcrlw+fJl+Hw+5ObmoqioCFu2bGEKwHKLqJycHNx///04fvw4RkZG8Nhjj6G/vx9Hjx7FP/7xDxw4cABVVVV49913oVAosLS0BJvNhpaWFrz66qvYvXs3rrvuOvT39+Phhx9GUVERRkdHsXnzZjZkP3HiBO8yZ2Zm2GIsHA5DJpNhfHwcoVCIaWKUcyU94oaGBvT09CAQCOBnP/sZP09erxdWqxV79uzhvGogEMDu3bvhdDoBANu3b4dWq8Wjjz4KiUQCmUwGrVYLmUwGtVqN1NRUHDt2DHV1dbjvvvtgs9lgNBpZfKWkpATnzp2D0+lEQUEB+vr6oFAo8MQTT7BRgZDqQQo7O3bsQF1dHUc8GhsbYbFYcOTIEbz//vvw+/3Q6XRoaWlBPB7H3r17eUFALkc+nw8LCwscoWlqavpBazYa+6h4KhAI4MUXX0RlZSUOHjyIP/7xjygvL8dtt92GgoICVshpaGhglZ3Lly+zGlZaWhpPZsL34K677sJvfvMb3ghFo1FMT09jdHQUJ06cwHXXXccFZiS+QopI7e3tKC4u5oWeQqFAV1cXXn75ZXi9Xuh0OmzZsgUXLlzgPCMprL3xxhvcL6Tr7XQ68eqrryIvLw9msxnvvPMOK1TdeuutGB8fx8mTJ9Hb24vx8XGcP38efr+fC8Ta2tpY9P8/4ZpDsuT9Z7fb8fvf/x4WiwWrVq1CRUUFjEYjrly5wur7Ho+HQzKff/45+/lVVVVxrmx0dBTz8/MoLy/HzTffjP7+frzyyisArvI4n332WRiNRjYHpopGkoMDrubnyE/PbDYjLy8Pvb296OzsxMzMDE/Oi4uLuO222+DxeNDf34+mpqYkdxQi+xsMBiiVShZ/NhgMuHz5MrZv3w6j0YiMjAx8/PHHGBoaQmVlJe98ZTIZFhcXMTY2hhtuuAEjIyOor69nmyEy4iVoNBpWn2loaIDD4cDS0hLcbjeHHdeuXYtbb72Vi56++eYbjIyMQKfT4d5778X58+cRCASwfft2fPvttzhz5gwWFxdhtVphsVjw5ptvYnFxkas+3W43pqen2V2gp6eHVY/Onz/PAgVZWVlsM2W322EwGNicl/Rvt27dCpPJxIOVsIAqGAziyy+/hMPhQCAQgNVqxdDQEFv9zM7OMm2HVGFIJaaurg4/+clPWI2GdsxU7p6SkoIPP/wwaYKmHKpCoWAnh8bGRvT19cHn8+HTTz+FRqNBd3c3ampqUFhYyILRpKOp1+tRU1ODaDSKnJwcnD59GtnZ2fB6vTh69GiSFF92djaMRiN27tzJ1mbV1dW4dOkSGhoaMDk5yY4oaWlprOHa1tYGk8mE3bt3Y3Jykg2kTSYTsrOzsX79eqbi0OJKKpWiuLiYQ6FvvfUW9Ho9LBYLfvrTnyIzMxOjo6Ps7rFjxw6sXLmSuZKUk3rggQe4WOjSpUvIysrCgQMHcPnyZfT29nJYLxwOw+FwwOl0YmpqCjKZDKtWrUJ+fj4Ld2RkZLBSUSgUQjAYhMfjYQ3ZRCKB6elp5OTkwGAwsPGCXC6HzWZDW1sbt6XX68WpU6eYRF9WVob09HSOYJBMn91ux9atW9lmTCqVwu12o7GxEfPz84hGo6iqqoLZbMbg4CA++eQTFgYQaskCVxdfTz/9NOrq6jA8PIwDBw6gp6cHb731Fvbs2YOMjAysX7+eNVGvXLnC0p2kLLS0tISOjg6u08jNzYXdbmc3IxozaTHgcrmQn5/P2tZU+U2FfwDQ2NiIVatWQalU4oMPPoBWq8X+/fsxODiISCTChV5Um1FdXQ2v14vPP/8cAFh2bs2aNUhPT2et2Wg0igMHDiA9PR1yuRxPPvkk5widTic/i3feeScT/IuKihCNRpGeng6dTgelUokrV64kteWKFSugUChw9OhRTExMcPSJJh3KNZLZgUajwa5du5CamoqxsTGW51QoFIjFYrzbrq6uhslkQnFxMY4cOcLf5/F4MDs7i9bWVqhUKpb/IxpWVlYWysvLsXHjRrz22mvIz8/Hhg0bmJNts9k4D0uiLytXrsSpU6eg0+lwyy234IsvvvjviK+TL9/Q0BBOnTqFX/7yl5BKpVAqlaxxSZOTw+Hg3MHKlSvR0tICjUaDzMxMZGVlQafTITc3F62trVyEYbFYklZmwWAQx48fxy9+8QsUFxez4TPpKcbjcSwtLSEjIwNDQ0O8Y5JIJMjIyOBJwul0oqWlBXNzcxxmJaNYoQh0WloacycXFxfZCZ1Ms/V6PYsgf/XVVxyeJhqGRCLB9PQ0e4QODw+js7MTe/fuxcLCAhwOR1LCnCpaJRIJ2tra0NTUBL1ez+r75BmZl5cHn8+Hrq4uNDY2YnJykotV7HY7O5ScPn0aPp8PBoMBMpkMmZmZSeEMqpCbnJxEQUEBFhcXuagqHo/D6XQiPT2dveWoMKanp4f1Yvv6+livl8I7w8PDTJwnzM7Oorm5Gd999x2/SFStSC9dIBBgh/be3l4UFRXB5XLhxIkTqKqqQkFBAeuMUtiQeFbPP/98EqeV9CIp/JSWloYLFy6gt7cXgUAAra2tkMvl6O7uhs1mg0ql4qKixcVFuN1udsQgk1u73Q6bzQav14tPPvkkSStXLpdDqVTyJHzlyhVs3rwZ4+PjbDZdWFiI/v7+pEXB4OAgLBYLNm/ezDmdgoICyOVyJsyTqYBQj5REzjMzM1FfX8+Wb2vWrGFpOgovkYD9wsICgsEgEokEVCoVK1HNzs6yiIXNZkM4HE6qtCSBh++//56ttzQaDVQqFYe2SJyDaE8U3qNdHqVJyJOQrisnJ4fpG4TR0VG0t7ejpaUFSqUSBoOBaTiUZqEisjvuuAOFhYWcBqK6imAwiFgshr1790IikaCnpwefffYZsrKysGnTpqRI0sTEBGZmZmC1WlFfX494PA6z2YyzZ8/i9OnTKCsrYyNxognFYjEW+Jifn4dcLmcBFb1ej0QigZmZGXR0dOC7777jAZcmTL/fD7fbDavVyqFksifr7+9nChrRV3Q6HU6fPo3KykpYLBY4HA5IpVKkpqbC7/djbGwMY2NjKCsrSxpTwuEwLl68iKKiIq4L8Xg8SElJgclkwszMDILBIIe0I5EIt9/CwgLWrl0LlUrFNmILCwucVqBq6+XvOc0HNG4Fg0EoFArk5ubC4/FAqVRi8+bNTCshjjtVUI+Pj7PjFNENaYcsl8uTnpX+/n4WOqHcqs1mSzpGoVBApVIhFAohNzcXmZmZaG5uhkQigcFgQGdnJ6LRKDZt2sTG0k6nk92oroWHKfl3cVuJRML/SCXQpCcJgMme9B897MJzktqKsJSbBmqKr0ulUiQSiaRQG5GmKf5OfxOC8qSUlwPAnUO+jzT4pKSk8L/R5+g66Vg6P10XnTslJYXpBdFolEnldCzlvug4KnenQh9qF2Fb0gKBjIKF7UP3Rrk6yoUuLS3xyyNsP2pzug+pVJq06xOCzilsS/rs8r9T3kDYXjSYUZ8SKV0IelboeumzwvYWXi/1E+WNhPck7GuJRPJv74vOF41G+ZqonYWDsLC96Wdh39N1L5fFo2unZ5MGR/qZfhfeE90HheuEfSdsGzqejl1+XwCSnmvhApMstH6o3YV9TsfSO0ffRddN56bfqZ/pu+lZoO8T9s/y35fTcejcpNhCf6N2pt+Fx/+r95PukdqR+oCOpfMLxxm6H2o3eo/lcjm/g8J3Wvh/aitqA2FfUGiX3vHlfSfse+E90vtNn6GFAD371H4/1MbC/hXuiOic1Ab0WaKOLW9j4THC+6LrFpL5l/cvhVOpHYX/Jrxu4TVRvy2/luXPn/BdX96/NCbRs0PniMVi/Fkaj4V5Xnpu6Wfh+Cu8d0Fb/+Dsec0TpggRIkSIEPG/gH81YV5zlawIESJEiBDxv4x/u8MUIUKECBEiRFyFuMMUIUKECBEirgHihClChAgRIkRcA8QJU4QIESJEiLgGiBOmCBEiRIgQcQ0QJ0wRIkSIECHiGiBOmCJEiBAhQsQ14J9EqCMnhS2OZAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -148,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "id": "20a69f16", "metadata": {}, "outputs": [], @@ -162,13 +164,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "id": "24a0883c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -202,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "id": "62359b75", "metadata": {}, "outputs": [ @@ -221,10 +223,9 @@ ], "source": [ "# load dictionary already learned on natural images\n", - "dictionary_file = open('../dictionaries/VH-1.5x_overcomplete.p','rb')\n", - "numpy_dictionary = pkl.load(dictionary_file)\n", - "dictionary_file.close()\n", - "dictionary = torch.tensor(numpy_dictionary.astype(np.float32))\n", + "dictionary = load_van_hateren_dictionary()\n", + "patch_size = int(np.sqrt(dictionary.shape[0]))\n", + "n_basis = dictionary.shape[1]\n", "\n", "nrow = 16\n", "fig,ax = plot_dictionary(dictionary,nrow=nrow,size=8)" @@ -232,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "98916250", "metadata": {}, "outputs": [], @@ -243,23 +244,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "9305df3a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig,(ax1,ax2,ax3)= plt.subplots(figsize=(12,3),nrows=1, ncols=3)\n", "ax1.imshow(data[0,:].detach().reshape(patch_size_x,patch_size_x))\n", @@ -290,7 +278,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" } }, "nbformat": 4, From a112715728edf0f5b92d492c184bfcda2aaae315 Mon Sep 17 00:00:00 2001 From: belsten Date: Wed, 1 Jun 2022 15:07:53 -0700 Subject: [PATCH 4/8] update to use library natural image dictionary loading method, as opposed to local path based one --- examples/inference_natural_images.ipynb | 44 ++++++++++++++++--------- 1 file changed, 28 insertions(+), 16 deletions(-) diff --git a/examples/inference_natural_images.ipynb b/examples/inference_natural_images.ipynb index 9f42781..202c905 100644 --- a/examples/inference_natural_images.ipynb +++ b/examples/inference_natural_images.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "id": "218ed8be", "metadata": {}, "outputs": [], @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "id": "ad5b3937", "metadata": {}, "outputs": [ @@ -47,8 +47,7 @@ ], "source": [ "# your path here\n", - "# img_dir = os.path.join(os.environ['DATA_PATH'],'IMAGES.mat')\n", - "img_dir = '/home/belsten/Documents/data/IMAGES.mat'\n", + "img_dir = os.path.join(os.environ['DATA_PATH'],'IMAGES.mat')\n", "\n", "images = loadmat(img_dir)['IMAGES']\n", "images = torch.tensor(images)\n", @@ -57,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "id": "3cfad15e", "metadata": {}, "outputs": [], @@ -79,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "id": "9cd37132", "metadata": { "scrolled": false @@ -87,7 +86,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -120,13 +119,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "id": "b67121e3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -150,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "id": "20a69f16", "metadata": {}, "outputs": [], @@ -164,13 +163,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "id": "24a0883c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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DIkQkI/VxFRERGSwky1yqmHZgU3TF9gngWOA6d3+8iGWVHChDV/XSFVcREZHBQjJDpo1x9353P55Yko8TzewtKXditsjMVpjZis7OznzKK1mIZ+jq6OrGOZSha+nKjnIXTQKo4SoiIjJYSGbIkEx0XcBDwFmpdpKYqW7ixIl5FllCKUNXdVPDVUREZLCQLHN3Ax+OZhc4Gdjl7pvMbKKZtQGYWQvwTuClEpa94ixd2cGCJQ8yc/EvWbDkwbJf2VSGruqmPq4iIiIJ3L3PzOJZ5uqBm9z9eTP7dLT+emKJPM4B1gD7gI9FT58M3BL1c60jlqHunlIfQ6WI35aPX+GM35YHytandEpbCx0pGqnK0FUdKrLh2nNEf+YggDVhmWsAjvrD7qC4+q1dQXF96zYE7zvU9o+GzZgy4vSwvlDPbZwcFHf+7/4xKA6gd8xAUFz93rCL+a1rw/Y7aUvYfgHq92eO3b49eHPD1lGtu7j8rzJ/3171u3cHba/5peQ7rUP4xcygsP3HhZ0rRnSGfR53PJPF7drJYQPFd+4P+zL8f85/Mijuax1hrzfAvDetDYrb/U9Tg+LGzGsKitvxylFBcQA+P3NM75NhGfsKKVWWuajBGv/bgc+keN4zwLyiF7BKDHVbvlwNV2Xoqm4V2XAVERGR6leJt+WVoau6qeEqIiIiRVGpt+UXzmvntj+uA+COT72trGWR7OQ8OMvMppnZb83sxSit3SWFLJiIFJbqrIiU2qVnzqalcXC3Pt2WL41KGxRXKPlcce0DvuDuT5pZK/CEmd3v7i8UqGwiUliqsyJSUrotXx6VOCiuUHJuuLr7JmBT9PduM3uRWNYQfQmKVCDVWRGB0meN0m350qvEQXGFUpA+rmY2g9goysPS2pnZImARQNORYwqxOxHJU7o6m1hfx09pLn3BRKSoavlKnBxSiYPiCiXvBARmNhr4b+Bz7v568vrEzCANY0fmuzsRydNQdTaxvo4e11ieAopI0Shr1PCQbvBbuQfFFUJeDVczayT2Bfhjd7+rMEUSkWJRnRUZ3mr5SpwcUsuD4vKZVcCAHwAvuvs3C1ckESkG1VkRqeUrcXLIwnntXHXeXJrqY8289rYWrjpvbk10B8nniusC4EPAaWb2VPTvnAKVS0QKT3VWZJir5Stxw0nIVFcL57Uzb3obJ80czyOLT6uJRivkN6vA74Gs8vDVba2n6btHZIwb8Rdhxdo5JyzlIsDYV8K26a+tD4qrnxiWGnLbu48NigPoW7gzKK61oS8oruWx0WHbWx+YYhfYtCDsLe9rC9vmQGPY+2Ie/l4PNGcuo+fdu7v6ZFtnd77QyF1zp2SMa/pq2Hv46v+dELprxt0RluL3TdeGpT+mLuwNX31FWJ0BaHgprM/+rifDjvtXk9qC4hp3hJ+2G/aGvd2jLt0WFLenK2y/E38dPrBv+3EB9TU8u7dkoOmpqt9wH2CnzFkiIiLDSK7TU5V6Gi1JrZanugqhhquIiEgSMzsLuBaoB2509yVJ6y1afw6wD/holNxjGnArcBQwANzg7teWtPBFUKlX+YZjYzqXAXa19DoNwxumIiIi6ZlZPXAdcDYwB7jQzOYkhZ0NzIr+LQK+Fy2PZ6h7M3Ay8JkUz606lTiNVrwx3dHVjXOoMV0rqU3TyXaA3bbdB2rqdVLDVUREZLATgTXu/oq79wC3A+cmxZwL3OoxjwFtZjbZ3Te5+5MQy1AHxDPUVbVKnEarmI3pkMFP5ZLtALv1O7sr7kdHPtRwFRERGawdSBypu4HDG58ZY4bKKlltKnEarWI1piv9Sm62U1319Kce7Fqtc/eq4SoiIjJYqqkOkqc2GTImU1bJKGaRma0wsxWdnYEzZJRJJU6jVazGdCV2i0iWzVRX8QZuslxfp3JfjVbDVUREZLANwLSEx1OBjaExoRnqElMsTwycYrFcKnFC+2I1piuxW0Q+po1rKdjrVAlXo9VwFRERGWw5MMvMZppZE3ABcHdSzN3Ahy3mZGCXu2+q1gx11TihfbEa05XYLSIfE1qbC/Y6VcLVaE2HJSIiksDd+8zsYuBeYtNh3eTuz5vZp6P11wPLiE2FtYbYdFgfi54ez1D3rJk9FS37srsvK+EhZKVSp7oKkeuctEO59MzZg14PKGy3iHJMTVWo16kSrkaXtOFat6+H0ctfyxg38qF9Qduzo7K4tbKjK2ybM6YHxb36oalBcZNOCb98vmNvWCaeLSuOCoob2Ru2330Twy+8j14XlolndPJNtTRaV+8KC2wIL+OWt7ZmjBlozCrp27Bk9Q3UHTE+Y1xva1iWq7514VmpGveFZV7zjs1Bcauuf1NQ3ISxu4PiAPzEsPNU9+/CMmd5Q9jpuG/KgaA4gDkzws4/DXVhr/fe/U1Bcc1djUFxABPmbs8Ys7klLFtgIUUNzWVJy65P+NuBz6R4XtZZJcttuE9on6yY2cWq+UcCxK46d6RopJbyarS6CoiIiAxjlXAVrdIUq1tEJdxqz0clDNLLu+FqZvVmttLM7ilEgUSkeFRfRSRZrfXprGTV/iOhEgbpFeKK6yXEJlgWkcqn+ioig1TCVbThohZ+JJR7kF5eDVczmwq8G7ixMMURkWJRfRWRVCrhKtpwoR8J+ct3cNa3gMuAzKNhRKTcvoXqq4ikUIzR+XK4Yg78ylY5ZjcohJwbrmb2HmCruz9hZqcOEbcIWAQwoj58VLGIFE5O9bVO9VVEpNAq4UdCNc9ukE9XgQXA+8xsLXA7cJqZ/Sg5KDEzSFNd9fThEKkxqq8iIgJU9+wGOTdc3f1yd5/q7jOIZRV50N0/WLCSiUjBqL6KiEhcNc9uoHlcRURERIaRap7doCCZs9z9IeChTHF9R9fT+e0xGbe359FjgvY74fnwbCr72yYFxe2ZGpbwZNyCsIw9k0aGZ+JZuy4sE1hzWJIbdr0xLKORedj2AJo7w16fA2PD4uqnjwqKa9gbeNCAeRYHNAyF1tf97U28+E9HZ9xew6iwTE71DeHv4ZaPhsVN/3zmzF4A4/btCYq7/89vDdsxcOq/fSEobuTesM9jb+ZTIwCr3vkfYYHAW5d8Niju/Z98KCju6UdnBcWNfmpdUBzACxsnZ4zp66nPGCMi4Yqd1raYSpryVURERETKK5fZDRJnIWisr2PauPJcnVXDVURERGSYyWZ2g+RZCHr6B3h1+16WruyorgQEIiIitcjMzjKzVWa2xswWp1hvZvbtaP0zZnZCwrqbzGyrmT1XrPItXdnBgiUPMnPxL1mw5EGWruwo1q5EUs5CMOCUZRYCNVxFREQSmFk9cB1wNjAHuNDM5iSFnQ3Miv4tAr6XsO5m4KxilS9+9aujqxvn0BycarxKsVTSLARquIqIiAx2IrDG3V9x9x5icx+fmxRzLnCrxzwGtJnZZAB3fxjYUazCVfMcnFKdKmkWAjVcRUREBmsH1ic83hAtyzamKCrp6pcUTiV3/7j0zNm0NA6e3aPOKMssBGq4ioiIDJZqPr/kec1CYobeidkiM1thZis6OzuDn1dJV7+kMCq9+8fCee1cdd5cmupjzcam+jpmHjGqLOlh1XAVEREZbAMwLeHxVGBjDjFDSkyxPHFi2DzekPrqV7XMwSmpVUP3j4Xz2pk3vY2TZo5n3vQ2JrQ2l6Ucmg5LRERksOXALDObCXQQS5N8UVLM3cDFZnY7cBKwy903laJwuczBKaWTON/plMD3plK7fyQfy4iGurI1WONK2nAd17yP849+MmPca0dOCNrestl/Frxvs96guIF9YS/J/tVhv453bjkqKA6grSssrqc1LM6PCsssls29rb7WsIxY26eH7Xvn3rCMOJP+GH5zYNzLPRlj6vcru1ZGblhP5tf9lLlrgjb3x58eF7zr/sA7np1vzfxeAxz5tcaguP/32nPCdgzsmRH2GarfH7a9uaesDoo74Vth2bAA9k8NK+PNK94eFGcjw7LxNf44PKvhG/syZyHc2Rx2/i4Ud+8zs4uBe4F64CZ3f97MPh2tvx5YBpwDrAH2AR+LP9/MbgNOBSaY2QbgCnf/QSHLmM0cnFI6yfOdxm/5A0M2Xqe0tdCRopFazu4fqY6lLmoClLPxqiuuIiIiSdx9GbHGaeKy6xP+duAzaZ57YXFLJ5VqqFv+QzVcKzEFa7q5W9fv7K7ehquZtQE3Am8hduHu4+7+hwKUS0SKQHVWpPbkcmu6XKqprLnI9ZZ/JXb/SFfmnv6wOy/Fku8V12uBX7v7X5tZEzCyAGUSkeJRnRWpIdt2H8jp1nQ5VFNZc5XPLf9K6/6R7ljiMwuUS857N7MxwCnADwDcvcfduwpULhEpMNVZkdqzfmd3xY9Gj6umsuaqlmZ8SDd367Rx5Z12LZ8rrm8AOoEfmtmfA08Al7j73oKUTEQKTXVWpMaku21b7tHoqZSjrKXumlCJt/xzlepYKmFWgXyu9zYAJwDfc/d5wF5gcXJQ4gTLe3eEjQAWkaLIWGcT62v/nj3lKKOIZCHdbdtKTEZQ6rKWa1L/xPlOH1l8WlU2WuOSj6XcjVbIr+G6Adjg7o9Hj39K7EtxkMQJlkeNb8pjdyKSp4x1NrG+1o8eXfICikh2po1rqZpb06UuazVM6i/Zy7nh6u6bgfVmFv/EnQ68UJBSiUjBqc6K1J4Jrc2DUnG2t7Vw1XlzK/IqX6nLWqmT+kt+8p1V4LPAj6PRya+QMAGziFQk1VmRGlNpo9GHUsqyVuKk/pK/vBqu7v4UML8wRRGRYlOdFZHhohIn9Zf8lTRz1vb9o/jRmhMzxh3oCStW4/osOgkHzpc7clNYStOxa8NSEI7YFD7AZf9RYVNq7jomLH1l7/aw17F3Qnh6xr7RYS+kNYfFDQyEvd57J4V/VOsDPj9eH7bf4cz6oWFX5t5EDz80N2h747eGp9nd+vb+zEFA/9Pjg+Jee0/Y+73/X8OvxExuDivjzjeGfXafevzYoLimEUFhADS8Iez8c8w3wrb36rlh/Z6ffWJm2AaB+gOZ35uevRofIdmrpRH+cohSvoqIiEhNqqZuFBKmvOkPREREREQCqeEqIiKSxMzOMrNVZrbGzFLNUW5m9u1o/TNmdkLoc0tl6coOFix5kJmLf8mCJQ8Wff5SkVJQVwEREZEEZlYPXAecQWz+4+Vmdre7J04fdzYwK/p3EvA94KTA52Ylnv2po6ubejP63TNmMYpPvh8fmNTR1c0/3vEUn7vjqYPPBViw5MGDWaVSbS8581QxMieF7CMxZmxLI2bQta83qzJlu5/G+jqmjWsZct/xPrOptg2DX99s+tdmk/GrENnBSp1hLB9quIqIiAx2IrDG3V8BMLPbgXMZPO/xucCt7u7AY2bWZmaTgRkBzw2W3ADt99ggx46ubuqGGNeWavL9+PDI+BRRlrQseXupGr9D7TMXIftIjunqPjQ4OrRM23YfyHo/Pf0D/GnbXi796dP09nvKfV9+17OseG0H//1Ex6Btw+Gv7+V3PQuQsUGYqqzpnptNbCH2VwnUcBURERmsHVif8HgDsauqmWLaA58bLN4A/dQzP+cNuw6/1W9mvPb0TXx00+sAvPb7MQD8wyvbc9pffHsArOviyr7DZ88YFBMosXyDyhqyjzQxoWX66KbX2b2/D/fDZzbJdj8p9/1bY26Kbaf0cD2vTW877P0KKWv8udnEpn3d89xGXHL5QzW/+U0c9eUv5/RcNVxFREQGS3UNL/mbPV1MyHNjGzBbBCwCmD59esqCZMryFG9wzJl8qAHxwqbXMbPUjZEM4s95YdPrHEjTiEuMSTRn8piDy5L/Tixf4t8h+0gXE1qmOZPH8Fiahny2+xlqGyHi+0h+v0LKeqCvP6vY5P3E/y7ENuK27TnAnzr34u40N9RTZ9DYUDfkZ+GFTa+zuW9Tztlv1HAVEREZbAMwLeHxVGBjYExTwHMBcPcbgBsA5s+fn7L1E8/+9P3jzk1Z0Pa2Fj6w+LRByy77/h/YtvsAG3ftP6y7QCbx7V32/T+wcl0XPf2Hz8mdGJPojk+97eCy5L/TOeMrv8q4j3TlCC0TwEVLHkyZRSvb/eSrqb6Ol79+9qBlya9TurI21dcxL7riGhKbvJ9c9pduG3B41wqAOoOZR4zigS+emvazEP8714arZhUQEREZbDkwy8xmRumRLwDuToq5G/hwNLvAycAud98U+Nxgl545m5bG+pTrhsoCNaG1mavOm0t7lN40+TJwY53RmJSIJXl708a1HLbvQmeemjau5bC+piHlyLZMqV7HkP2kep0S1RkcObop6Hl1FttHJqnKmu652cQWYn+JUvWjHnBYv3PouwT5KukV14EBY9++zCP/mkeEZaXq7wnvJd7UFRY39tWwfTfuCcs21T8qLMsVwN7JYW/HQPr6O0jr2rC4fQfCy1h3ICyud2zYb6LeiWGv9/4J4bdixq3O/IvZcriFNtw07HWOejzz1ZqFX/9N0PZun/sXwfs+8o4JQXH7x4WdA7rfFpZByh4LHy190j8vD4q77z/DJj0/9oT1mYOA1c9MyxwUGfPb1qC4nW8Kqw/fvOCHQXHXfPKioDiA+oeezBiz1fcGb68Q3L3PzC4G7gXqgZvc/Xkz+3S0/npgGXAOsAbYR3QBKd1zcy1LfHBMqlkFUo38Xrqy4+CVww07u9OOeo832IYaST6htZnPnj6rqKPN46P69/cNBJcj3cj+oSS+jtkeb+Lz0s1ocOGJ0zO+vqGzH6Qqa7rnZhNbiP0lSteNpdhXrdVVQEREJIm7LyPWOE1cdn3C3w58JvS5+Vg4rz2osRi/dRtvOCSPDk+1jZAGX7FHlk9obc6Y1SqkHImN9qZoKqtst5Ht6/SB6LZ3yPM+kNSNIZtyDPXcbGILuY14N5ZkTfXFvZmf19bN7B/N7Hkze87MbjOzLLJoi0ipqc6K1K5Ut267e/u5+t5VZSpR6SQ32nv6B3h1+14lXSiiQnRTyEXODVczawf+AZjv7m8hdkvkgkIVTEQKS3VWpLalu3WbaWaCWpCuv+VwaLSXy8J57Qf7URuxgW4zjxhV8AQVyfLtKtAAtJhZLzCSNCMnRaRiqM6K1Kh0t26ntBX3ClglGM6N9nIqRDeFbOV8xdXdO4D/A6wDNhEbUXlfcpyZLTKzFWa2YmB3aTvYi8ghIXU2sb72HVB9FakmISPna1W6xvlwaLQPN/l0FRhHLI3dTGAKMMrMPpgc5+43uPt8d59f1zoq95KKSF5C6mxifW1oVn0VqSapbt1edd7cikzbCYcGUz3+6g4WLHkwr/6o6fpbDodG+3CTT1eBdwKvunsngJndBbwd+FEhCiYiBac6K1LjSjELQCFkmgEhW8lTOjVGswpUw2tRSokzLyxY8mDBpzcrhXwaruuAk81sJNANnA6sKEipRKQYVGdFpCIMNQNCrg2pxEZ7KfpaVptC/1gol3z6uD4O/BR4Eng22tYNBSqXiBSY6qyIVAoNpiq9WpkuLa9ZBdz9CuCK0HgzMMucoaWlKSybUs/roXuGETvDMsP0t4S15TuPD+vw3Z/FLJkDTWFlHLEtbHuNe8K2N3JT2PYAxr0cljprz5SmoLitJ4elAavrDc+S1vh65s+P9Q/PzFlZ1dmJffD3nRnDRgamU2u8eXxQHEDn/wobGDbmgbB+uA0PhsWtfV94Xve1f3xrUNyUjrAsMqufDsuINTAyvIz7J4adz0LPj5fe/PGw/X58f1AcwNg5b88Y03fnY8Hbk+ownGdAKJda+bFQ3PQGIiIiIkmG8wwIudq2+0Beg9lqZeYFNVxFRESkoDLNGFBtMyCU27bdB3h1+97D+qdm03ithB8LhZhJIt8EBCIiIjLMJI5Ob4pG8Mdt230gaBBQtcyAUEyho/zX7+xmIKlHT7aD2ZJnXpjS1lLQWQWSj2VEQ92gLFqhn4tM1HAVERGJmNl44A5gBrAW+Bt335ki7izgWmKpk2909yXR8vOBK4E3Aye6e83N3JE8Or2nf4BXt+89ePVs/c7ug+vi8p0xoBZlM8o/+fWMy7Z/arF+LKQ6lrqkoSmF+lyoq4CIiMghi4EH3H0W8ED0eBAzqweuA84G5gAXmtmcaPVzwHnAw6UpbumlGp0+4HDl3c8fvOKWSrUNAiq2bEb5N9Wnbq5VSv/UdJ+J9TsPveeF+lyo4SoiInLIucAt0d+3AAtTxJwIrHH3V9y9B7g9eh7u/qK7V9f8Qkky9UNM19Do6u5N2ziBymlkFUq+/TWzGeU/bVzLYVcwK2kwW7pjSfw8FKrxrYariIjIIZPcfRNA9P+RKWLagfUJjzdEy6peutvXiY2yXBqgpWxkFTKV7FD7yPQ6ZZLNKP8Jrc3MPGJUxQ5mG+ozcfxX7+OJ13bS0z9A8sSWuXwu1HAVEZFhxcx+Y2bPpfh3bugmUizLenJoM1tkZivMbEVnZ+Y5k0sh5PZ1qtHpQyllI6sQDcoQhZjMP9tR/hNam3lk8Wm8uuTdPLL4tIpptMLQn4mu7l76opFlzqHKk+vnQoOzRERkWHH3d6ZbZ2ZbzGyyu28ys8nA1hRhG4DEjBFTgY05lOMGoux18+fPr4isKCG3r5NHpzfW1zHgfrBxkqi9rYVHFp9WnMKmUIxUsqkUYjL/Yo/yL6XEY0mVWCKRk9/noqQN1xGNvcyZsjlj3JrtE4K2N3prWEYagICEXQD0jAq7CO2B16r7m8PPRf0jw46nblPYL936nrB9728Ov/D++vTmzEHAQOAna8TmsH03d4VtD2Df5MxlHHhONxsy6dvXyOYnj8oY941NZwVtr+2I8Ne88enRQXFHXrQ2KO6j7Y8ExV1z5YVBcQCb3xFWXxv2hcVNejzs9dm8IPx1vO2j1wTFnXf3JUFxbS+FnVNaxu0JigMYvS7zySL0XFYgdwMfAZZE//88RcxyYJaZzQQ6gAuAi0pWwiIKzWiVODr9A9//A9t2H2Djrv2DGo3l6INZquxQhcr8VehR/qHTaxVD/FhmLv5lxtsP+bwf+vYWERE5ZAlwhpmtBs6IHmNmU8xsGYC79wEXA/cCLwJ3uvvzUdz7zWwD8Dbgl2Z2bxmOIWe5TlI/obW54AkFcumrWqrsUJUwmX+yUnWTyCTktc7n/cj4U9fMbgLeA2x197dEy4LmuROR0lOdFcmdu28HTk+xfCNwTsLjZcCyFHE/A35WzDIWUz63rwt59TCbOU4TXXrmbC6/69msrvzmcpWyEm/zl6qbRCap3oNE+TbwQ27o3gx8B7g1YVl8nrslZrY4evylnEshIoV0M6qzIpKjSsholWsjLNsGZa4N5Pj6cr9OiUrVTSKT5PdgbEsjZtC1r7cgDfyMDVd3f9jMZiQtPhc4Nfr7FuAh9CUoUhFUZ0Wk2uXTCMumQVkpVykLoVD9bguhmI36XPu4hsxzJyKVQ3VWRKpGqfqqVspVykKoxH63xVD0wVmJ89T1VOEHQWQ4Sayv/Xv3lrs4IjJMlaoRVqoGciksnNde8AFylSjX6bBC5rkDBs9T1/amIytinjqRYSiozibW1xFTp6m+ikhZlGrwUy6DuSpZpfW7LYZcG64h89yJSOVQnRWRqlKKRlglzg5QbuWcCzZEyHRYtxEb1DEhmpvuCmJffnea2SeAdcD5xSykiIRTnRURCTccrlKGymeWhVIJmVUgXSqZw+a5E5HyU50VEZFcVMMsCyVN+dpc18cxozszxu3vDytWx+SxwfseaAyLq+sLixu/KvXEusmadwZuENj+Z2HpVEfsCEsh2bKtNyiuobvwXRl7A1PnDmwP296oLeHpfYOo92ZGTaN6OPrEDRnjXnk67GQ26bFdwfvevWR/UNyqjklBcY+OmRUUN3JLWJ0BmPRo2Eml46KwY3nXrJeC4u5/YF5QHMCHv/OPQXFHBtav3dMsKO7AS0cExQHsOjVzZexZGbZfEclPNcyyoJSvIiIiIlIVsyyo4SoiIiIiVTEXbEm7CoiIiIhIZaqGWRbUcBUREYmY2XjgDmAGsBb4G3ffmSLuLOBaoB640d2XRMuvBt4L9AB/Aj7m7l2lKLtIIVT6LAvqKiAiInLIYuABd58FPBA9HsTM6oHrgLOBOcCFZjYnWn0/8BZ3Pw54Gbi8JKUWGSbUcBURETnkXOCW6O9bgIUpYk4E1rj7K+7eA9wePQ93v8/d49PJPAZMLW5xRYYXNVxFREQOmeTumwCi/49MEdMOrE94vCFaluzjwK/S7cjMFpnZCjNb0dmZeapIEVEfVxERGWbM7DfAUSlWfSV0EymWDZqQ1sy+AvQBP063EXe/AbgBYP78+ZpdWiSAGq4iIjKsuPs7060zsy1mNtndN5nZZGBrirANwLSEx1OBjQnb+AjwHuB0d1eDVKSAStpw7fc6Xu/LPInt/r6wjDS9Y8LPB/1hSanoGxuWEatxT33mIGD0q2FZcwCau5qC4lq2hZUxVM+Y8B4j9T1hr3ldX1hcb+C+9/eElzEkE5irk0xGfQN17NiXub6OekNYRqyx120J3vdLL88Minvv3GeC4p774nFBcRtPCTxRAEc8H1YPW0eFnQMe+dEJQXF1Rxb+vNc5Pyyu7sh9QXFH/Cp8svJdx2aujFbgxHkZ3A18BFgS/f/zFDHLgVlmNhPoAC4ALoKDsw18CfhLdw97wUQkmL6+RUREDlkCnGFmq4EzoseY2RQzWwYQDb66GLgXeBG4092fj57/HaAVuN/MnjKz60t9ACK1LOMVVzO7idgtj63u/pZomeapE6lQqrMiuXP37cDpKZZvBM5JeLwMWJYi7tiiFlBkmAu54nozcFbSMs1TJ1K5bkZ1VkSkYixd2cHKdV08/uoOFix5kKUrO8pdpKqVseHq7g8DO5KWaZ46kQqlOisiUjmWruzg8ruepac/1lm7o6uby+96Vo3XHBWij2vwPHX7u8IHKolI0aSts4n1tW+XxpWIiOTr6ntX0d07eDBnd28/V9+7qkwlqm55NVxD56lz9/nuPn9E24h8diciecpUZxPra8PYkaUtnIhIDdrY1Z3Vchlazg3XhHnq/lbz1IlUPtVZEZHSm9KWenq4dMtlaDk1XBPmqXuf5qkTqXyqsyIi5XHpmbNpaRw893tLYz2Xnjm7TCWqbhkbrmZ2G/AHYLaZbTCzT6B56kQqluqsiEjlWDivnavOm0t7WwsGtLe1cNV5c1k4r73cRatKGedxdfcLUyz+QS476/M6tuxvzRi3+Q9TgrY37qXwdCq9o1Ollj7c7hlhGbF6xoRtr3vyqKA4yCK718iwC+W728MSo+2dGnYsAC1bwu4wj3u5Jyiurifs9d6TRRkbujPHDoQlZ6tKhaqzM1q284O3/GfGuL+543NB21t1/7jgfU/qCqvb//PMW4Pimo8O+9z2v3lPUBxAx1FhffYn3hV23L3n7cgcBDT9bnxQHEB/4LCCd7/jiaC4ex4Py+61b1J4fR14497MQSNKmzpLpNAWzmtXQ7VAlDlLREREpEJpDtjB1HAVERERqUCaA/ZwariKiIiIVCDNAXs4NVxFREREKpDmgD2cGq4iIiIRMxtvZveb2ero/5Sj68zsLDNbZWZrzGxxwvJ/MbNnotk77jOzsNHGIiloDtjDqeEqIiJyyGLgAXefBTwQPR7EzOqB64CzgTnAhWY2J1p9tbsf5+7HA/cA/1ySUktN0hywh1PDVURE5JBzgVuiv28BFqaIORFY4+6vuHsPcHv0PNz99YS4UYCy1EnONAfs4cIm+hQRERkeJrn7JgB332RmR6aIaQfWJzzeAJwUf2BmXwc+DOwC/irdjsxsEbAIYPr06fmXXGqS5oAdTFdcRURkWDGz35jZcyn+nRu6iRTLDl5ZdfevuPs04MfAxek24u43uPt8d58/ceLE7A5CZJgq6RXX/b2NvLQp1Y/XwVq6wrbX3xyencUDm+iNr4dtsz+wX3T/iPAyju7oC4rrPiLsbQvdd/POoDAAvCFsmwONYXFjXw075tAsYAD7Jme+M+dhCbuGtV39I1m2+7iMcZe8756g7X33xVOC973vxTFBcT0Te4Pips3YFhQ3sH1sUBzAqNfCPpPjVoVl4/JvhKW56gh/GTlwRFjGqd/eGZaBbPLasO11vj8gG1bE6kp/J93d35lunZltMbPJ0dXWycDWFGEbgGkJj6cCG1PE/QT4JXBFPuUVkUN0xVVEROSQu4GPRH9/BPh5ipjlwCwzm2lmTcAF0fMws1kJce8DXipiWUWGnYwNVzO7ycy2mtlzKdZ90czczCYUp3giki3VWZG8LAHOMLPVwBnRY8xsipktA3D3PmJdAO4FXgTudPfn48+Puh08A7wLuKTUByBSy0Ludd0MfAe4NXGhmU0jVqnXFb5YIpKHm1GdFcmJu28HTk+xfCNwTsLjZcCyFHH/q6gFFBnmMl5xdfeHgR0pVl0DXIam+hCpKKqzIiJSq3Lq42pm7wM63P3pApdHRIpAdVZERGpB1rMKmNlI4CvE+u6ExB+cp65hQviIXREpjGzqbGJ9HTt5+KYUFBGRypTLFddjgJnA02a2ltg0IE+a2VGpghPnqasfMyr3kopIroLrbGJ9HTWuqcTFFBERGVrWV1zd/Vng4GSs0RfhfHcPmyhRREpKdVZERGpFyHRYtwF/AGab2QYz+0TxiyUiuVKdFRGRWpXxiqu7X5hh/YyClUZE8qY6KyKlsnRlByvXddHTP8CCJQ9y6ZmzWTivvdzFkhpW0pSv3ldH3/bMAz52H9MftL19e8K76Hpj2AxAboFx48NSTe7a2xwUBzBpedg2989qDIqrPxB2LGPXhqVdBdgzOewj8/rRYWVs2RGWQrJpd/gMTt0pe1tLtrZ3tXLr0tMyxo3oDEvve2BG2HsNMOM3B4LiXjk/7HP28NyfBcXNXLooKA6gpy3sM/mnz4blF25+Lmww3IHx4XVhxNawc+T0n6bKVnq4F740MWzHr4f3j259OfN7aHuV5LESLV3ZweV3PUtPf6xud3R1c/ldzwKo8SpFo7OBiIiIZO3qe1fR3Tv4QlN3bz9X37uqTCWS4UANVxEREcnaxq7urJaLFIIariIiIpK1KW2pu7ekWy5SCGq4ioiISNYuPXM2LY2D+3C3NNZz6Zmzy1QiGQ7UcBUREYmY2Xgzu9/MVkf/j0sTd5aZrTKzNWa2OMX6L5qZm9mE4pe6PBbOa+eq8+bS3taCAe1tLVx13lwNzJKiKumsAiIiIhVuMfCAuy+JGqSLgS8lBphZPXAdcAawAVhuZne7+wvR+mnRunUlLXkZLJzXroaqlJSuuIqIiBxyLnBL9PctwMIUMScCa9z9FXfvAW6Pnhd3DXAZED53mYgEUcNVRETkkEnuvgkg+v/IFDHtwPqExxuiZZjZ+4AOd386047MbJGZrTCzFZ2dnfmXXGQYUFcBEREZVszsN0CqVCVfCd1EimVuZiOjbbwrZCPufgNwA8D8+fN1dVYkgLmXrq6YWSfwWtLiCcC2khWiuHQslSnVsRzt7oFpgIYn1deqUuvHUrL6amargFPdfZOZTQYecvfZSTFvA6509zOjx5dHq+4BHgD2RY+nAhuBE919c4b9pqpvyWrpfU6l1o8PdIzZSFnvS9pwTcXMVrj7/LIWokB0LJWplo6l3GrptdSxVKZyH4uZXQ1sTxicNd7dL0uKaQBeBk4HOoDlwEXu/nxS3FpgvrsXpKFS7tem2Gr9+EDHWAjq4yoiInLIEuAMM1tNbGaAJQBmNsXMlgG4ex9wMXAv8CJwZ3KjVUSKQ31cRUREIu6+ndiV1OTlG4FzEh4vA5Zl2NaMQpdPZLirhCuuN5S7AAWkY6lMtXQs5VZLr6WOpTLV0rEUWq2/NrV+fKBjzFvZ+7iKiIiIiISohCuuIiIiIiIZla3hminPc7Uxs7Vm9qyZPWVmK8pdnmyY2U1mttXMnktYFpSvu9KkOZYrzawjem+eMrNzhtqGpFZLdVb1tTKovoappboXZ2bTzOy3ZvaimT1vZpdEy6vys5yOmdWb2Uozuyd6XFPHB2BmbWb2UzN7KXo/31bM4yxLwzUhz/PZwBzgQjObU46yFNhfufvxVTjVxc3AWUnL4vm6ZxGbl7BaTpY3c/ixAFwTvTfHR4MqJAs1WmdVX8vvZlRfh1SjdQ+gD/iCu78ZOBn4THRc1fpZTucSYjNPxNXa8QFcC/za3d8E/Dmx4y3acZbrimumPM9SQu7+MLAjaXFIvu6Kk+ZYJH+qsxVC9XXYqcm65+6b3P3J6O/dxBo77VTpZzkVM5sKvBu4MWFxzRwfgJmNAU4BfgDg7j3u3kURj7NcDde0eZ6rmAP3mdkTZrao3IUpgJB83dXkYjN7Jro1WfW3Zsqg1uqs6mtlU309pNbq3mHMbAYwD3ic2vosfwu4DBhIWFZLxwfwBqAT+GHUJeJGMxtFEY+zXA3XlHmeS16Kwlrg7icQu53zGTM7pdwFkoO+BxwDHA9sAv69rKWpTrVWZ1VfK5fq62C1VvcGMbPRwH8Dn3P318tdnkIxs/cAW939iXKXpcgagBOA77n7PGAvRe7+UK6G6wZgWsLjeD7nqhVNTo27bwV+Ruz2TjXbYrE83UT/by1zeXLm7lvcvd/dB4D/oPrfm3KoqTqr+lq5VF8PU1N1L5GZNRJrtP7Y3e+KFtfKZ3kB8L4o7e/twGlm9iNq5/jiNgAb3P3x6PFPiTVki3ac5Wq4LgdmmdlMM2sCLgDuLlNZ8mZmo8ysNf438C7guaGfVfHuBj4S/f0R4OdlLEte4pUn8n6q/70ph5qps6qvlU319TA1U/cSmZkR6xf5ort/M2FVTXyW3f1yd58aZU+7AHjQ3T9IjRxfnLtvBtab2exo0enACxTxOMuS8tXd+8wsnue5HripyvM8TwJ+FquHNAA/cfdfl7dI4czsNuBUYIKZbQCuIJaf+04z+wSwDji/fCUMl+ZYTjWz44ndXlsLfKpc5atWNVZnVV8rhOprZjVW9xItAD4EPGtmT0XLvkyVfpazUIvH91ngx9EPq1eAjxG7MFqU41TmLBERERGpCsqcJSIiIiJVQQ1XEREREakKariKiIiISFVQw1VEREREqoIariIiIiJSFdRwFREREZGqoIariIiIiFQFNVxFREREpCr8/18g+9AyYiknAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -204,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "id": "62359b75", "metadata": {}, "outputs": [ @@ -233,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "98916250", "metadata": {}, "outputs": [], @@ -244,10 +243,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "9305df3a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig,(ax1,ax2,ax3)= plt.subplots(figsize=(12,3),nrows=1, ncols=3)\n", "ax1.imshow(data[0,:].detach().reshape(patch_size_x,patch_size_x))\n", From a19d4a40e7e456eeaf0e9ed09eb55139cffdd443 Mon Sep 17 00:00:00 2001 From: belsten Date: Wed, 1 Jun 2022 15:11:48 -0700 Subject: [PATCH 5/8] update to use library bars dictionary loading method, as opposed to local path based one --- examples/inference_bars_example.ipynb | 30 +++++++++++++-------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/examples/inference_bars_example.ipynb b/examples/inference_bars_example.ipynb index 8687831..aca710e 100644 --- a/examples/inference_bars_example.ipynb +++ b/examples/inference_bars_example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 42, + "execution_count": 1, "id": "116276f7", "metadata": {}, "outputs": [], @@ -19,6 +19,7 @@ "from sparsecoding.preprocess import patch_images, preprocess_images\n", "from sparsecoding import inference\n", "\n", + "from sparsecoding.data.utils import load_bars_dictionary\n", "from sparsecoding.visualization import plot_dictionary" ] }, @@ -34,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 2, "id": "a9532c7e", "metadata": {}, "outputs": [ @@ -56,10 +57,9 @@ "n_basis = 2*patch_size\n", "\n", "# load bars dictionary \n", - "dictionary_file = open('../dictionaries/bars-16_by_16.p','rb')\n", - "numpy_dictionary = pkl.load(dictionary_file)\n", - "dictionary_file.close()\n", - "dictionary = torch.tensor(numpy_dictionary.astype(np.float32))\n", + "dictionary = load_bars_dictionary()\n", + "patch_size = int(np.sqrt(dictionary.shape[0]))\n", + "n_basis = dictionary.shape[1]\n", "\n", "nrow = 8\n", "fig,ax = plot_dictionary(dictionary,nrow=nrow,size=8)" @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 3, "id": "93b5ed39", "metadata": {}, "outputs": [], @@ -93,13 +93,13 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 4, "id": "ad40de0a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 5, "id": "cb7fb67e", "metadata": {}, "outputs": [], @@ -138,13 +138,13 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 6, "id": "db67eacc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 7, "id": "31bc72eb", "metadata": {}, "outputs": [], @@ -183,13 +183,13 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 8, "id": "ffd73b73", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] From 9cf21e1a07c2aa9505832b93f6336781ad444ca5 Mon Sep 17 00:00:00 2001 From: alvinzz Date: Wed, 1 Jun 2022 15:24:29 -0700 Subject: [PATCH 6/8] fix import --- sparsecoding/data/datasets/field.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/sparsecoding/data/datasets/field.py b/sparsecoding/data/datasets/field.py index 414e0e5..fb573de 100644 --- a/sparsecoding/data/datasets/field.py +++ b/sparsecoding/data/datasets/field.py @@ -4,8 +4,7 @@ import torch from torch.utils.data import Dataset -from sparsecoding.data.datasets.common import RAW_DATA_DIR -from sparsecoding.data.transform.patch import patchify +from sparsecoding.data.transforms.patch import patchify class FieldDataset(Dataset): @@ -42,7 +41,7 @@ def __init__( os.system("wget https://rctn.org/bruno/sparsenet/IMAGES.mat") os.system(f"mv IMAGES.mat {root}/field.mat") - self.images = torch.tensor(loadmat(f"{RAW_DATA_DIR}/field.mat")["IMAGES"]) # [H, W, B] + self.images = torch.tensor(loadmat(f"{root}/field.mat")["IMAGES"]) # [H, W, B] assert self.images.shape == (self.H, self.W, self.B) self.images = torch.permute(self.images, (2, 0, 1)) # [B, H, W] From cbc1cb11749c163b03e3a63d5dd3b2653241679e Mon Sep 17 00:00:00 2001 From: alvinzz Date: Tue, 24 May 2022 11:47:14 -0700 Subject: [PATCH 7/8] add log_prob() for priors --- sparsecoding/priors/common.py | 36 +++++++++++++++++++++++++++- sparsecoding/priors/l0.py | 11 +++++++++ sparsecoding/priors/spike_slab.py | 35 +++++++++++++++++++++++++++ tests/priors/test_l0.py | 28 +++++++++++++++++++++- tests/priors/test_spike_slab.py | 39 ++++++++++++++++++++++++++++++- 5 files changed, 146 insertions(+), 3 deletions(-) diff --git a/sparsecoding/priors/common.py b/sparsecoding/priors/common.py index 4940661..83e442c 100644 --- a/sparsecoding/priors/common.py +++ b/sparsecoding/priors/common.py @@ -1,5 +1,7 @@ from abc import ABC, abstractmethod +import torch + class Prior(ABC): """A distribution over weights. @@ -29,6 +31,38 @@ def sample( Returns ------- - samples : Tensor, shape [num_samples, self.D] + samples : Tensor, shape [num_samples, self.D()] Sampled weights. """ + + @abstractmethod + def log_prob( + self, + sample: torch.Tensor, + ): + """Get the log-probability of the sample under this distribution. + + Parameters + ---------- + sample : Tensor, shape [num_samples, self.D()] + Sample to get the log-probability for. + + Returns + ------- + log_prob : Tensor, shape [num_samples] + Log-probability of `sample`. + """ + + def check_sample_input( + self, + sample: torch.Tensor, + ): + """Check the shape and dtype of the sample. + + Used in: + self.log_prob(). + """ + if sample.dtype != torch.float32: + raise ValueError(f"`sample` dtype should be float32, got {sample.dtype}.") + if sample.dim() != 2 or sample.shape[1] != self.D: + raise ValueError(f"`sample` should have shape [N, {self.D}], got {sample.shape}.") diff --git a/sparsecoding/priors/l0.py b/sparsecoding/priors/l0.py index 6fcb333..dde7503 100644 --- a/sparsecoding/priors/l0.py +++ b/sparsecoding/priors/l0.py @@ -63,3 +63,14 @@ def sample( weights[active_weight_idxs] += 1. return weights + + def log_prob( + self, + sample: torch.Tensor, + ): + super().check_sample_input(sample) + + l0_norm = torch.sum(sample != 0., dim=1).type(torch.long) # [num_samples] + log_prob = torch.log(self.prob_distr[l0_norm - 1]) + log_prob[l0_norm == 0] = -torch.inf + return log_prob diff --git a/sparsecoding/priors/spike_slab.py b/sparsecoding/priors/spike_slab.py index ad1b316..54c1598 100644 --- a/sparsecoding/priors/spike_slab.py +++ b/sparsecoding/priors/spike_slab.py @@ -70,3 +70,38 @@ def sample(self, num_samples: int): ) return weights + + def log_prob( + self, + sample: torch.Tensor, + ): + super().check_sample_input(sample) + + N = sample.shape[0] + + log_prob = torch.zeros((N, self.D), dtype=torch.float32) + + spike_mask = sample == 0. + slab_mask = sample != 0. + + # Add log-probability for spike. + log_prob[spike_mask] = torch.log(torch.tensor(self.p_spike)) + + # Add log-probability for slab. + if self.positive_only: + log_prob[slab_mask] = ( + torch.log(torch.tensor(1. - self.p_spike)) + - torch.log(torch.tensor(self.scale)) + - sample[slab_mask] / self.scale + ) + log_prob[sample < 0.] = -torch.inf + else: + log_prob[slab_mask] = ( + torch.log(torch.tensor(1. - self.p_spike)) + - torch.log(torch.tensor(2. * self.scale)) + - torch.abs(sample[slab_mask]) / self.scale + ) + + log_prob = torch.sum(log_prob, dim=1) # [N] + + return log_prob diff --git a/tests/priors/test_l0.py b/tests/priors/test_l0.py index 7518ad5..323d12e 100644 --- a/tests/priors/test_l0.py +++ b/tests/priors/test_l0.py @@ -1,3 +1,5 @@ +from itertools import product + import torch import unittest @@ -5,7 +7,7 @@ class TestL0Prior(unittest.TestCase): - def test_l0_prior(self): + def test_sample(self): N = 10000 prob_distr = torch.tensor([0.5, 0.25, 0, 0.25]) @@ -36,6 +38,30 @@ def test_l0_prior(self): atol=1e-2, ) + def test_log_prob(self): + prob_distr = torch.tensor([0.75, 0.25, 0.]) + + l0_prior = L0Prior(prob_distr) + + samples = list(product([0, 1], repeat=3)) # [2**D, D] + samples = torch.tensor(samples, dtype=torch.float32) # [2**D, D] + + log_probs = l0_prior.log_prob(samples) + + # The l0-norm at index `i` + # is the number of ones + # in the binary representation of `i`. + assert log_probs[0] == -torch.inf + assert torch.allclose( + log_probs[[1, 2, 4]], + torch.log(torch.tensor(0.75)), + ) + assert torch.allclose( + log_probs[[3, 5, 6]], + torch.log(torch.tensor(0.25)), + ) + assert log_probs[7] == -torch.inf + if __name__ == "__main__": unittest.main() diff --git a/tests/priors/test_spike_slab.py b/tests/priors/test_spike_slab.py index df4ec31..dceb53e 100644 --- a/tests/priors/test_spike_slab.py +++ b/tests/priors/test_spike_slab.py @@ -5,7 +5,7 @@ class TestSpikeSlabPrior(unittest.TestCase): - def test_spike_slab_prior(self): + def test_sample(self): N = 10000 D = 4 p_spike = 0.5 @@ -54,6 +54,43 @@ def test_spike_slab_prior(self): atol=1e-2, ) + def test_log_prob(self): + D = 3 + p_spike = 0.5 + scale = 1. + + for positive_only in [True, False]: + spike_slab_prior = SpikeSlabPrior( + D, + p_spike, + scale, + positive_only, + ) + + samples = torch.Tensor([[-1., 0., 1.]]) + + if positive_only: + assert spike_slab_prior.log_prob(samples)[0] == -torch.inf + + samples = torch.abs(samples) + assert torch.allclose( + spike_slab_prior.log_prob(samples)[0], + ( + -1. + torch.log(torch.tensor(1. - p_spike)) + + torch.log(torch.tensor(p_spike)) + - 1. + torch.log(torch.tensor(1. - p_spike)) + ) + ) + else: + assert torch.allclose( + spike_slab_prior.log_prob(samples)[0], + ( + -1. + torch.log(torch.tensor(1. - p_spike)) - torch.log(torch.tensor(2.)) + + torch.log(torch.tensor(p_spike)) + - 1. + torch.log(torch.tensor(1. - p_spike)) - torch.log(torch.tensor(2.)) + ) + ) + if __name__ == "__main__": unittest.main() From 0e6ff383a4424d0075fe338542ac16b954e59ce8 Mon Sep 17 00:00:00 2001 From: alvinzz Date: Wed, 1 Jun 2022 15:17:18 -0700 Subject: [PATCH 8/8] add TODO comments --- sparsecoding/priors/l0.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/sparsecoding/priors/l0.py b/sparsecoding/priors/l0.py index dde7503..18bf698 100644 --- a/sparsecoding/priors/l0.py +++ b/sparsecoding/priors/l0.py @@ -24,7 +24,7 @@ def __init__( raise ValueError(f"`prob_distr` shape must be (D,), got {prob_distr.shape}.") if prob_distr.dtype != torch.float32: raise ValueError(f"`prob_distr` dtype must be torch.float32, got {prob_distr.dtype}.") - if not torch.allclose(torch.sum(prob_distr), torch.ones_like(prob_distr)): + if not torch.allclose(torch.sum(prob_distr), torch.ones(1, dtype=torch.float32)): raise ValueError(f"`torch.sum(prob_distr)` must be 1., got {torch.sum(prob_distr)}.") self.prob_distr = prob_distr @@ -35,7 +35,7 @@ def D(self): def sample( self, - num_samples: int + num_samples: int, ): N = num_samples @@ -74,3 +74,7 @@ def log_prob( log_prob = torch.log(self.prob_distr[l0_norm - 1]) log_prob[l0_norm == 0] = -torch.inf return log_prob + +# TODO: Add L0ExpPrior, where the number of active units is distributed exponentially. + +# TODO: Add L0IidPrior, where the magnitude of an active unit is distributed according to an i.i.d. Prior.