From 0afdae64d4e4952ff87b81225f1ce0aa38cb7b6f Mon Sep 17 00:00:00 2001 From: Long-Huei Chen Date: Sat, 10 Jun 2017 19:34:31 -0700 Subject: [PATCH] final evaluation --- Evaluate.ipynb | 401 ++++++++++++++++++----------- grammar/chunker.py | 21 ++ grammar/feature_count_generator.py | 110 ++++++++ grammar/final_gen.py | 44 ++++ grammar/mod.py | 20 ++ grammar/tag_count.py | 12 + grammar/tree_gen.py | 81 ++++++ grammar/tree_gen_dev.py | 81 ++++++ 8 files changed, 624 insertions(+), 146 deletions(-) create mode 100755 grammar/chunker.py create mode 100755 grammar/feature_count_generator.py create mode 100755 grammar/final_gen.py create mode 100755 grammar/mod.py create mode 100755 grammar/tag_count.py create mode 100755 grammar/tree_gen.py create mode 100755 grammar/tree_gen_dev.py diff --git a/Evaluate.ipynb b/Evaluate.ipynb index e3734a4..bf8697b 100644 --- a/Evaluate.ipynb +++ b/Evaluate.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -112,23 +112,27 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ + "# Model state file paths\n", "model_state_file0 = \"model/2017-06-05-213530/model-state-0050.pkl\"\n", "model_state_file1 = \"model/2017-06-05-213530/model-state-0045.pkl\"\n", "model_state_file2 = \"model/2017-06-05-213530/model-state-0040.pkl\"\n", "model_state_file3 = \"model/2017-06-05-213530/model-state-0035.pkl\"\n", "model_state_file4 = \"model/2017-06-05-213530/model-state-0030.pkl\"\n", "\n", + "# Model parameters\n", "max_len = 600\n", "embed_dim = 500\n", "channel = 500\n", "\n", "def restore_model(model_state_file, max_len, embed_dim, channel):\n", + " \"\"\" Restore a NativeLanguageCNN model from model state file.\n", + " \"\"\"\n", " nlcnn_model = NativeLanguageCNN(n_features, embed_dim, 0, channel, n_lang)\n", " map_location = {'cuda:0':'cpu'} # move CUDA variables to CPU\n", " nlcnn_model.load_state_dict(torch.load(model_state_file, map_location={'cuda:0':'cpu'}))\n", @@ -138,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -163,13 +167,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def evaluate_model(model, dev_mat, dev_label, cuda=True):\n", + " \"\"\" Evaluate NLCNN model and return dev set scores.\n", + " \"\"\"\n", " model.eval().cpu()\n", " if cuda:\n", " model.cuda()\n", @@ -181,6 +187,8 @@ " return dev_score.data.cpu().numpy()\n", "\n", "def get_conf_report(dev_pred, dev_label, lang_dict):\n", + " \"\"\" Produce confusion matrix and F1 score report.\n", + " \"\"\"\n", " dev_pred_lang = [lang_dict[lb] for lb in dev_pred]\n", " dev_lang = [lang_dict[lb] for lb in dev_label]\n", " conf_mat = confusion_matrix(dev_lang, dev_pred_lang)\n", @@ -188,46 +196,43 @@ " return (conf_mat, report)\n", "\n", "def plot_conf_mat(conf_mat, lang_label, fname=\"conf_mat.png\"):\n", - "# plt.figure(figsize=(8, 8))\n", + " \"\"\" Plot confusion matrix as heatmap.\n", + " \"\"\"\n", + " plt.figure(figsize=(8, 8))\n", " cmap = sns.diverging_palette(220, 10, as_cmap=True)\n", " sns.set_style(\"white\")\n", " sns.heatmap(conf_mat, annot=True, cmap=cmap, fmt=\"d\", linewidths=1, square=True,\n", - " xticklabels=lang_label, yticklabels=lang_label)\n", + " xticklabels=lang_label, yticklabels=lang_label, vmin=0, vmax=90)\n", " plt.savefig(fname, dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ + "# Get dev set scores from each model\n", "dev_score0 = evaluate_model(nlcnn_model0, dev_mat, dev_label)\n", "dev_score1 = evaluate_model(nlcnn_model1, dev_mat, dev_label)\n", "dev_score2 = evaluate_model(nlcnn_model2, dev_mat, dev_label)\n", "dev_score3 = evaluate_model(nlcnn_model3, dev_mat, dev_label)\n", "# dev_score4 = evaluate_model(nlcnn_model4, dev_mat, dev_label)\n", + "\n", + "# Model ensemble created by adding scores together\n", "dev_score = sum((dev_score0, dev_score1, dev_score2, dev_score3))\n", - "dev_pred = np.argmax(dev_score, axis=1)" + "dev_pred = np.argmax(dev_score, axis=1) # prediction based on ensemble score" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -252,9 +257,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAFKCAYAAAD/gzNuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAHKCAYAAAB7fPArAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCQohhKiy/h+xL9Ak9suJmQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -262,6 +267,8 @@ } ], "source": [ + "# Plot confusion matrix and report F1 scores for the dev set\n", + "matplotlib.rcParams.update({'font.size': 16})\n", "(conf_mat, report) = get_conf_report(dev_pred, dev_label, lang_dict)\n", "plot_conf_mat(conf_mat, sorted(lang_dict.values()), fname=\"cnn_conf_mat.png\")\n", "print(report)" @@ -280,13 +287,15 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_embeddings(wv, vocab):\n", + " \"\"\" Plot t-SNE plot to visualize the embeddings.\n", + " \"\"\"\n", " tsne = TSNE(n_components=2, random_state=0)\n", "# np.set_printoptions(suppress=True)\n", " Y = tsne.fit_transform(wv)\n", @@ -300,24 +309,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAI/CAYAAACrl6c+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAI+CAYAAAB695QVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -328,6 +329,7 @@ "with open(join(feature_dir, 'dict.pkl'), 'rb') as fpkl:\n", " (feature_dict, feature_rev_dict) = pickle.load(fpkl)\n", "\n", + "# Create 2D t-SNE matrix and plot the embeddings\n", "embeddings = nlcnn_model0.embed.weight.data.cpu().numpy()\n", "indices = np.random.choice(embeddings.shape[0] - 1, 150)\n", "bigrams = [''.join(feature_dict[i]) for i in indices]\n", @@ -343,39 +345,43 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ + "# Train data/label file paths\n", "file_dir = \"data/speech_transcriptions/train/tokenized\"\n", - "# file_dir = \"data/speech_transcriptions/dev/tokenized\"\n", "df_train_label = pd.read_csv(train_label_file)\n", "df_dev_label = pd.read_csv(dev_label_file)" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_embed_grad(model, X, y, cuda=True):\n", + " \"\"\" Get correct class score gradiants of a particular bigram embedding.\n", + " \"\"\"\n", " model.eval()\n", " if cuda:\n", " X = X.cuda()\n", " model.cuda()\n", " X_var = Variable(X).unsqueeze(0)\n", " scores = model(X_var)\n", - " loss = scores[0, y]\n", + " loss = scores[0, y] # backprop from correct class score\n", " loss.backward()\n", " embed_grad = model.embed.weight.grad.sum(dim=1).abs().squeeze().data\n", " return embed_grad.cpu().numpy()\n", "\n", "def plot_saliency_map(model, X, y, df_label, test_id=None, width=20):\n", + " \"\"\" Plot saliency of character bigrams within the transcript.\n", + " \"\"\"\n", " if not test_id:\n", " test_id = np.random.choice(df_label['test_taker_id'].tolist())\n", " file_name = \"{:05d}.txt\".format(test_id)\n", @@ -391,16 +397,8 @@ " annot = []\n", " \n", " for i in range(len(ln) - 1):\n", - "# if ln[i] is ' ':\n", - "# annot.append(ln[i])\n", - "# grad.append(0)\n", - "# continue\n", - " \n", " bigram = (ln_low[i], ln_low[i + 1])\n", - "# if ln_low[i + 1] == ' ':\n", - "# bigram = (ln_low[i], ln_low[i + 2])\n", - " \n", - " if bigram not in feature_rev_dict:\n", + " if bigram not in feature_rev_dict: # blank saliency for out-of-vocab\n", " annot.append(ln[i])\n", " grad.append(0)\n", " continue\n", @@ -423,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -433,22 +431,44 @@ "output_type": "stream", "text": [ " test_taker_id speech_prompt essay_prompt L1\n", - "4208 5055 P8 P7 TUR\n" + "7950 9545 P9 P0 SPA\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADtCAYAAAAyXEWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nomAKgiAIQhOIgikIgiAITfD/eP/Gl08JzHsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAACqCAYAAAAgAX91AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkIIphBBCOEEKphBCCOGE/wPPorJTw2iLhgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAACUCAYAAAAecRmoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIFSAKJiCIAiCUAGiYAqCIAhCBfw/P7yM2XoVgtMAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADXCAYAAACXvWFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUQE1TEIIIUQF/wfeMsAfETdcawAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAACqCAYAAAAgAX91AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -456,9 +476,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHf4fRknnzxSg0l0AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABRCAYAAABfVJavAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDVMIIYTQwf8DFmOKgUzQMu0AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -471,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -484,19 +504,11 @@ "3746 4502 P1 P2 SPA\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQBqmEEIIYQFpmEIIIYQFpGEKIYQQFvh/onbngqjf7O4AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -504,9 +516,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -514,9 +526,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADtCAYAAAAyXEWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlAVNX///HnsAz7NgybuIIbbrgvueTOlntZhmnmkuaS\n5ZJ7apmmWVqZpaaVmpZrmYo77po7muIKIiAMIKCgILP8/ugT2PdXOnHvbZg8j7+GCV7z7nrPnLl3\n7j1vlclkMiEIgiAIwmPZWLoAQRAEQbAGYsIUBEEQBDOICVMQBEEQzCAmTEEQBEEwg5gwBUEQBMEM\nYsIUBEEQBDPYPe4/ntalKPKiE6Z8p0juzBnRiuQCaJycFMnddDJekdwrl1IVyQVwcnFQJHdGdGdF\ncscu/kmRXICO7Wspkrti4RZFcufOHqBILljfuFZqTIP1jWtrG9Og7LheMbrPXz4vjjAFQRAEwQxi\nwhQEQRAEM4gJUxAEQRDMICZMQRAEQTCDmDAFQRAEwQyPvUrWHPFx5/l+8VckJ9zExsaGwEoV6Tdq\nOMEhNeWoTxAEQRDKBEkT5v38fOa9M4nXxoymRbu26PV64s/FYWdvL1d9giAIglAmSJowb99KBqBl\nxw4AqG1tqde0ifSq/qeCvzejosMIruBHZs49lm+K5di5a7Lly2njyu+Jv/Abkz6cVfzcV/MXoAKG\njBktOT8nLZUja1dxJ/kWzh5eNO7Wk4r16kvK/Hrki0z8biu63DwAXuvYlOy8+2w6dkFyvUpKT0tj\nwYfzOHf6NEajiU4R4YyZNEFybmTjEJ6tE4ybsyN37t1n45E4Tl9Plpy78I3hNAkPI27/AXIzMgiu\nX5/uI4Zjp1ZLzlbKz6vXELN+Iw/y7+Ol9ea1t0dTp3FDybnWNKZB2XGtxJgG6xzX1jKmJX2HGVCh\nPDY2tnwxaw5njx0n7949KXF/Ymtrw8wRL3DqYgK9xyzkizW7mDCwK+X9NLK9hpzaRnTm9CPbwKDX\nc3DXbtpHhkvONhr07Fr8GYE1a9Nnzic0792H2G+WkpueJjnb2hgMBsaNGIV/QAAbtm/jp9076Bge\nJku2LjeP2ev2MPyL9fx8/AJDwlvg4ewoS/bFI0eJnjyJUYsWoUtK4mxsrCy5SkhNSmLHxs28v3Qx\nK3ZuZeL8ufgE+EnOtbYxDcqNazGmS1jTmJY0YTq7uDB90UJUqFg6dz6vd+nBvAmTyblzR0osACFV\nyuHkYM8PMUfRG4ycvXyT43HXaddUmZVVpNJotdRuEMrhPfsAOHXsOO4enlSV4btcXcIN9IWF1Osc\nga2dHeVqhFChTijXTx6XnG1tLl64QGZGBsPfHo2TsxMODg6ENmwgS/bJq7fIyX+ACfj1ShLpOfcI\n8veWJbtpZARuGg1Obq5Ua9SI9MREWXKVYGNji/5hESmJN9Hr9fgE+OMXGCg519rGNCg3rsWYLmFN\nY1ryRT+BlSsxbPI7AKTcTGLRex/w3aeLGDV9qqRcb083MrLvYTKVPJeelYu3p5ukXCV1iIxg28bN\nhHXvSuz2nbSLkOdT0v3cHFy8NKhsSj7fuGo03M/JkSXfmujS0vEPCMDOTvKu+/95JqQyYQ1ronV3\nAcDB3g5XJ3mWDHP19Cx+bO+gJi9b+odKpfiXD6TfqOFsWP4tyQmJ1GvahL4jh6HRaiXlWuOYBmXG\ntRjTJaxpTMt6W0lgpYo8GxFGckKi5KysnHv4eLmhUpU856txJytHvtO+cmv+bGsSr13j5vUbnDh8\nhGfDO8mS6+zhSX72HUxGY/Fz+dl3cH7kTbg0Cov0qO1si392l+n0o5J8/f1Iu52GXq+XNdfbzZlX\nOzRl1b6TjPhyI8MXbyAlKxfVk//0P6llpw5M/+JTPl2/BlSwZvESyZnWOKZBmXGt1JgG6xvX1jSm\nJU2YKTeT+GXtj2TpMgDIStdxZPdeqtYKkRILQHxCKoUPi+gd1hxbWxvqVa9I89CqxJ64KDlbKWoH\nB1q2b8dH02ZQvVYIvv7+suT6VA7CVq0mbncMRoOe21fiSTp/jqBGTSXlJmXk0KxGJVQqFXUq+lMj\n0EeWepVUq04dtD5aFi/4lAf3H1BYWEjcmbOScx3sf/90e+9BIQCtalUh0NtDcq41Sk1K4sKp0xQ9\nfIharUbt4PCnI6HSssYxDcqMa6XGNFjfuLamMS3pGNjJ2YlrFy+x7Yd13M/Lx9nVhYbPtODlN16X\nVBSA3mBk2ufrGRkdxksRLcjMzmPe8l+4lVZ2T2UBtI8MZ+dPW3hzykTZMm3t7Og0dCRHf1hN3I7t\nuHh60qbfQDz9AyTlrjl4moEdm9G+blXO3EjhzA1lutPIydbWlrmfLeSTOXPpERaBSqWiU2Q49RpI\nu7ow9c5dYk7HM/nFTphMcORSAldTM2Wq2roUPSxi7VdLSUlMwtbOjup1ajNo/NuSc611TIP841qp\nMQ3WN66taUyrTKZHv1H4M9Heq4S5rYB0aWkM6x3Nym0/4+zq8sTft7Y2QGB9rYBEe68Sor1XiX/S\n3uu/Pq6tbUyDaO9l9YxGIz99/wNtOnUwa1AJglD2iXEt/EH+y5KeUgUPHvBKRFd8/P2YsXC+pcsR\nBEEGYlwLjxITpkwcnZxYF7vL0mUIgiAjMa6FR4lTsoIgCIJgBjFhCoIgCIIZxIQpCIIgCGZ47HeY\nl9KUuQ9t3gevKpI7/5s9iuQCLH3rJUVyT+y/pEhujxeaKZILcPRkgiK5t/PuKpI74PnmiuQCeDoq\ns4rKjmWTFMlVkm+w9PVm/8pPh5UZI7u//lmRXIAFy8Yrkpub+0CR3Bk9OiiSO2DeakVyATx93BXL\n/jviCFMQBEEQzCAmTEEQBEEwg5gwBUEQBMEMYsIUBEEQBDOICVOwKkN7vsi5EyctXYYgPHU6d+jI\n0SNHLF2GRYkJUxAE4T9mXHhrgn01li7jP0dMmIIgCIJgBslryS58YzhNwsOI23+A3IwMguvXp/uI\n4dip1XLUpwhPFyde6dCEGuV9KSzSE3PyErvOXJaUuXzZMi5cuMDHCxYUPzfng9lgMjFhsvR76rzc\nnBkY1ZKQyv4UPCxi65HzbDv2m6RMa/y3A7h+KZ7ln3xKdlYWTVu3Ysi4t1E7SG9PlJOZxZrPv+BK\n3AUcnBzp1KsHHXp2l6FiyEzXsWLBZ1yKi8NkNNGyY3sGjRktOff69evMnD6D+Ph4fP18eevtt2nf\nvn2psjq270Cf6JfZ8tPP3Lp1i4jICEa/9RaTJk7i9KlT1AutxycLFuDhUfomvJ6uTvTr2JSaFfwo\neFhEzMlL7DylTCssufR/oRPdI1ri5eFGemY2i7/dQuyRc5Yu62+90LgOHs6O9HumAUaTib2XbnDw\nSqIs2fHx8cz9cC63U1Np2aoVH8yZjYMMY89a9gtZjjAvHjlK9ORJjFq0CF1SEmdjY+WIVYQKeKtH\nW5Iysnnzy43M+XE3YY1qUreytMat4RGRHDpwkPz8fAAMBgM7Y2KIeC5Kes0qmBAdRmJaFq/PW82M\nFVuJalGX0KrlJWdb07/dHw7s2M3UTz5i0bo1pN5KZv03KyVnGo1GPpvyLuWDgpj3wyrGzJvD7o2b\nuSDD96UGg4E54yfi4+/HF+vX8tXmdbTsWLpJ7VFFRUW8MewNnmnZkoOHDzF5yhTGjx1Hwo3SLyyx\na+dOli3/mm0x24ndF8vrQ4Yw+q3RHD56BJPRxKqVq0qdrQLG9GpPki6bkYvWM3vtLsIbh1C3SrlS\nZ/4bkm9nMnjsJ7R7fizLVm9j5rj+eHv9+zfNm2vdyQvk3i/guyNnmPHTXtkmS4AdMTv4aukSduza\nyZUrV9i8aZPkTGvaL2SZMJtGRuCm0eDk5kq1Ro1IT0yUI1YRVfy9cXd25Kej5zEYjWTk5hEbd41m\nNStLyi0XWI6QWiHs2b0bgF+PH8fRyYnQ0FDJNVcN9MHdxYn1safRG4zosu+x+1Q8LesGS862pn+7\nP0Q83wOtny9u7u706v8Kh3ZJX+Ep8fIV8nJz6dIvGjt7e3zKBdA6MpwT+/ZLzr52KZ47mZm8Mnwo\njk5OqB0cCAmtJzn33Llz3L9/n8FDBqNWq2nevDlt27Zl69atpc6M7tsXrVaLn58fjRo1ol69etSq\nVQsHBwc6dOzIpUulX3UnKECLm7Mjm4/EFY+9feeu0iKkcqkz/w17Dp0h804uJpOJXQdOcyslg9o1\nKlu6LIuI7huNr68vHp6etG3blvh46UeB1rRfyNLey9XTs/ixvYOavOw7csQqQuvhgqerE4tH9C5+\nzsZGxZVkneTsiKgotm/dRtdu3dj2y1YioyIlZwJoPd3QuDnz7aT+xc/Z2Ki4dDNNcrY1/dv9Qevr\nW/zYx9+P7EzpSzhmpevIycxiVNdexc8ZjUaq1a0jS7aPnx+2dvJ208vQ6Qjw98fGpuRzb7nAcuh0\n6aXO9Pb2Ln7s4OiIt7e2+GdHRwfu388vdbbWwwUvVye+erNkmUkblYrLyaWv998Q2aEp0T06EOD3\n+0U0Tk4OeLo/nY2ktdpH9gcnR3QZ0t83rWm/eOr6Yd65e5+M3DzGK7COZOewMObPnUdaWhp79+xh\n5ffyrKOYlZuHLuceIxf8IEuetcvUlQzSzPR0vB4ZxKWl8dGiDfBn1nfLJWf9X95+vmSm6zDo9bJO\nmj6+vtxOS8NoNBZPmrdTb1OpcmXZXkNOWXfzycjJY+zSzZYuxWz+vhomv/kyb0z8jPOXbmA0mlj9\n+URUKpWlS3ssk6UL+Aesab946q6SvZ6WRcFDPVFNa2FvZ4tKpSJQ60EVf+8n//ETaDQaGjdpwrTJ\nUwgMDCQoWPopU4BryRk8KCyie+tQ1Ha22KhUVPD1IjjQR5Z8axOzYRNZOh337t5lw7eraNmxneTM\nKjVr4OjkxPY1P/KwsBCjwUBKQiIJ8dIuBgOoGlITL603q79cQsGDBzwsLCQ+7rzk3Hr16uHk6MjX\ny76mqKiIX4//yr59+2Q7syG367ezKHhYxHPNahePvfJaT4JkGHtKcXJUYzJBTs49ALp0ak6QxOsd\n/g15BYVoXJwsXYZZrGm/eOqOME0mEx9v3Eefto2YP7g79rY23L5zlw2H5LnqLfK5KCZPmMhbY8bI\nkgdgNJmYvSqG/uHNWfR2H+ztbEnNzGHN7qfzBv7WnTsyc/RY7mRm0bR1S55/tZ/kTBtbW0bOmsmP\nXy5hYvSr6IuK8KtQnu4DpGfb2tryzocfsGLBpwzr+SIqFbTq1JGa9epKylWr1Sxa/AXvzZjJ0iVL\n8PXzY86HcwgKCpJcsxJMJhMfbdhLdLvGfPJ6T+ztfh976w6ctXRpfyshKY3VG/fw9SdjMRlNbN1z\nnLiLNyxd1hPtv5xAl/o1Ca9TnX3xNzh09aalS/pb1rRfqEwm098eva+OU+bS6TrlfJ/8S6Vgje29\noqfLfwoQrLO919BuyrThuvNAmZZIoFx7r9reforkKqn/3NJfQfs4FYKV2RbW2N5r6zHpZzz+imjv\n9Wefv/bXt5M9dadkBUEQBKE0xIQpCIIgCGYQE6YgCIIgmEFMmIIgCIJgBjFhCoIgCIIZxIQpCIIg\nCGYQE6YgCIIgmOGx92FeyJK+VulfUeretYM3khTJBVi35rAiuXPfeUGR3OlfbVckF2BQn5aK5O44\nflWR3KvnlLtpe9CAtorkjuop38IXj/p043xFcgEigmsokvtr2i1Fch/qDYrkgnL3S3ZqUlWRXLWt\nrSK5Xet3VCQXYPdF6Y0R/k4Dn7/ulCKOMAVBEATBDGLCFARBEAQziAlTEARBEMwgecIc2vNFzsnQ\nlV6wnACNO7P6R7F09Et0bljT0uWYZXSnllTx8bJ0GWXKnJmjGT28r6XLECxsUt/+XDp9RrH8KQMG\nE39WmXXGyzpxhCmzL8dFUy840NJl/CNRTWtz8VY6gxesZedp6R3U/w0Ldh0mISPb0mUIgiTjwlsT\n7KuxdBn/yPsrllKzfqily7AIMWEKaN1dSMnMUfQ1DAblrkgUBEH4N8jSD/P6pXiWf/Ip2VlZNG3d\niiHj3kbt4CA5NzMjg88//Ii402dxcnaiV3QfevZ5UYaK4dCmzRzfvo3C+w9w03gRNWgwQRL7E456\noT1aDzcm9ovEaDSxbu9JNh8sez3dHjXxxU6EVPClenlf+rZvzJRvt5KWfU+W7EnR/WnTJYpf9+wj\nPTmZT3/ZjK1Ml6+Pj2jDhlMXuK67I0segJebMwOjWhJS2Z+Ch0VsPXKebcd+k5w7o/9AWv9vO2Tr\ndIQ0bkj0mLewV6sl5YbUCOKD6aOoVDGAA4dO8Zg7xMoEk8lE1apVuX79OgArVqwgOTmZqVOnljpz\ndO+X6dijG4d37EKXepvm7dvSe8hAvpo9lytxFwiuFcKomdNwcXOT6f9CPi80roOHsyP9nmmA0WRi\n76UbHLySKEv2revXWf/lErLSddRu0phXx4+RvL/9YVyfV3h17FvUbtRQlrw/jBo5hCGDX8HNzZW0\nNB3jxk/nwMGjsr6GVLJMmAd27GbqJx/h4OTI7HETWf/NSl5+fZCkTKPRyJQ3x/BM2zZMnv0+Gek6\nxg8bQYVKlWjyjLS+iZkpKfwaE8PgOXNw12jI1ukwGY2SMgE+XbeXWpUD+GJjLHHXUyTn/Rtm/7CL\nyS914vDFBGLjrsmef2LffkbMmomrh7tsk6USVCqYEB3GifibLFi3B427C+++GkVKZi7nriVLzj9z\n8BDD3p+OnVrNwjHjOb5rD62iIkqdZ29nxxefTObb739m1dpf6NC2GR/PHsfSbzZIrtXanNh/kAkf\nz8VgMDBl4FASr15j8DtjKVepEh+Nn8iO9ZvoKUMjcLmtO3mBylovNp7+TdYPfgCn9h9k5AfvY69W\nM2/0GI7u2EWbLlGyvoacqgZXYdDAvnTs1Iu0dB0VKgSWyfcLWU7JRjzfA62fL27u7vTq/wqHdklv\n5Hz5t4vk5uTQb8gg7O3tKVc+kMge3di3Y6fkbJWNDfqiIjKSkzHo9Xj5+qLx95ecK/z/2nfvisbX\nR5YzDkqqGuiDu4sT62NPozcY0WXfY/epeFrWDZYlv023Lnh4e+Pi5kbtZk1JuXFDUl5ovRrY2dny\nzaqf0OsN7Nh9hPMXlVn4oazr3LM7HhoNGh8fatSrS9VaIVSuXg21g5rGbVpx8+rTt13ad++Gp9Yb\nF3c36rZoxq3r0vY3pRmMBtRqNTVqVMXOzo5bt1JITFRuIZrSkuUIU+vrW/zYx9+P7MxMyZnpt9PI\nzMika5uSTuBGo5G6DaR/2ewdEED4gFeJ/fFHMm4lExwaStir/XHXWNeX79bAy9fH0iWYRevphsbN\nmW8n9S9+zsZGxaWb8qx25e5VckWv2sGB3CxpRxR+Php0GX/OSE3VScq0Vh6akm1r76D+07a2d1BT\n8KDAEmVZlLvm/+5vWRas5skSEpKYPGUW48ePpGaNauzdd5CpU2eTll629mlZJsxMXcn/VGZ6Ol5a\nreRMHz8/AsoF8N1Pypxiqte6NfVat6bg/n1++WoJu1etoueoUZJzy/jXSP86FSpLl2CWrNw8dDn3\nGLngB0uXYhZdZja+Pn/+gBcQ4ENSsjLLWcohPz8fZ2fn4p/9/f1JTpZ+utuaibeLEhs2bmHDxi24\nuboyf/57vDttHMOGj7N0WX8iyynZmA2byNLpuHf3Lhu+XUXLju0kZ9asUwsnFxfWfPMdhQUFGAwG\nEq5dJ/63i5KzM1NSuHH+PPqiIuzs7bFTq1Gp5LlgODfvAX4ad1myhH/PteQMHhQW0b11KGo7W2xU\nKir4ehEcWDaPkM+ei8dgMNLv5S7Y2dnSuX0L6tWubumyHuvs2bO8/PLL2NjYEBYWxrPPPmvpkiwu\nr6AQjYuTpcuwuKrBVWjdqjlqtZqCwkIKCgowmqRfVyI3WY4wW3fuyMzRY7mTmUXT1i15/lXpX7Db\n2toya+F8vvx4IdFdelD0sIgKlSoyYPhQydn6Ij27V68mMzkFGztbKlSvQZehr0vOBdiw/zSDurSi\nX3gL1u87xU+Hns4bfK2N0WRi9qoY+oc3Z9HbfbC3syU1M4c1u8vmohxFej0jxnzA+9NGMHp4Xw4c\nOsWuvWXrisL/68033+Tbb79l+PDhbN68mc2bN1u6JIvbfzmBLvVrEl6nOvvib3DoqnKNAsoytYOa\naVPHUr16MEVFen49cYa3355i6bL+P6JbiZlEt5ISoltJCdGtpIToVlJCdCv5nehWIgiCIAhPITFh\nCoIgCIIZxIQpCIIgCGYQE6YgCIIgmEFMmIIgCIJgBjFhCoIgCIIZxIQpCIIgCGZ47H2YWYX3FXnR\n3zLSFclV8r4qjbMyq3HkFxUpkpuUlatILoC/h6siuZW9PBXJTcpRbltcTM5QJHdQs0aK5A786HtF\ncgFG9GurSK7GSZmxt+mkcs3Sr1xKVSR38PMtFMkV2/jPvh75120kxRGmIAiCIJhBTJiCIAiCYAYx\nYQqCIAiCGcSEKQiCIAhmEBOmIACT+vbn0ukzir7GqskTSY6/JHtueMdOHDtStjuVCMJ/gSztvQRB\neLK+s2ZbugRBECQQR5iAwaDc7SiCIAjCf4PkI8ye4ZF0f74XMb9sJSsjk9bt2zFuyiQcHBwkF5eT\nmcWaz7/gStwFHJwc6dSrBx16dpecCzC13wBaR0VyYl8suuRkPv5pI7Yy9IT7efUaYtZv5EH+fby0\n3rz29mjqNG4oOTf1ZhKrFnzGrWvX8dJ603PQa9RvKe2erIVvDKdJeBhx+w+Qm5FBcP36dB8xHDu1\nWnK9ctv58y8c2bef6Z/MA2BQz94EVa/GpDmzAOgX1Z13P55LcI3qpX6NW9evs/7LJWSl66jdpDGv\njh+DvYzbYsXYt+kw4DUq1q4jW6ZSPF2d6NexKTUr+FHwsIiYk5fYeUq5e+qk2Ljye+Iv/MakD2cV\nP/fV/AWogCFjRkvOz0lL5cjaVdxJvoWzhxeNu/WkYr36kjK/HvkiE7/bii43D4DXOjYlO+8+m45d\nkFyvUpTczkpsY5B/O8tyhLlj63Y++fIL1m3bwq2bN/lmyTLJmUajkc+mvEv5oCDm/bCKMfPmsHvj\nZi6cOClDxb87GbufN2ZOZ96GH2WZLFOTktixcTPvL13Mip1bmTh/Lj4BfpJz9Xo9n02eRu3GDflk\n4w/0GTmcpR98SFqS9Ma6F48cJXryJEYtWoQuKYmzsbGSM5VQt2EDfjt7DqPRSFZGBkVFRVw6//tO\nfzs5hYIHD6hSTVpz3VP7DzLyg/eZtfIbUm4kcHTHLjlKtzoqYEyv9iTpshm5aD2z1+4ivHEIdav8\ndVNdS2sb0ZnTx46Td+8eAAa9noO7dtM+MlxyttGgZ9fizwisWZs+cz6hee8+xH6zlNz0NMnZ1kap\n7WxN21iWCfP5Pi/i5++Pu4cH/QcPZNf2GMmZiZevkJebS5d+0djZ2+NTLoDWkeGc2Cdfl+223bvi\n5euDWoajYQAbG1v0D4tISbyJXq/HJ8Afv8BAybk3Ll6i8EEBEX1exM7enpCG9Qlt3ozje2MlZzeN\njMBNo8HJzZVqjRqRnpgoOVMJAeUDcXJ25saVq1w4c5ZGzZvhrdVyKzGR86fPULt+KDY20nbn9t27\n4an1xsXdjbotmnHr+g2ZqrcuQQFa3Jwd2XwkDoPRSEZuHvvOXaVFSGVLl/aXNFottRuEcnjPPgBO\nHTuOu4cnVUNqSs7WJdxAX1hIvc4R2NrZUa5GCBXqhHL95HHJ2dZGqe1sTdtYlot+fP39ix/7B5Qj\nM0P6cmFZ6TpyMrMY1bVX8XNGo5FqdeU7neWl9ZEtC8C/fCD9Rg1nw/JvSU5IpF7TJvQdOQyNVisp\nNycrC42vz58mBI2fLzmZmVJLxtWzZDk6ewc1edl3JGcqpW7D+sSdOs3tW8nUbdgAFzc3zp8+S3zc\nBeo2lH76xl3jVfxY7eBAblaW5ExrpPVwwcvVia/efKn4ORuVisvJyixpKYcOkRFs27iZsO5did2+\nk3YRYbLk3s/NwcVLg+qRseeq0XA/J0eWfGujxHa2pm0sy4SpSys5dE6/fRutj/SJSOOjRRvgz6zv\nlkvO+jsqlfyZLTt1oGWnDtzPz2fZvI9Zs3gJw6dOkpTp6e3NHV0GRqOxeNK8o9PhV768HCVbjboN\nG3D84GHSUlN5cUB/XNxc2Rezk/jzF3iud68nBwhmybqbT0ZOHmOXbrZ0KWZr/mxrvpj7ETev3+DE\n4SO8OnKYLLnOHp7kZ9/BZDQWv6HnZ9/B3VfaVy2FRXrUdiVfA7k7O5Kdp8za3XJSYjsrtY1B/u0s\nyynZDWt/RJeWzt3cXL5d9jUdwzpLzqxSswaOTk5sX/MjDwsLMRoMpCQkkhB/WYaKlZGalMSFU6cp\nevgQtVqN2sHhT5+aSisopCZqRwdi1q5Dr9cTf/Yc544ep2n7Z2Wo2nrUadiAuFOneVhYiNbPlzr1\n63Pq6DHu5uZKuthH+LPrt7MoeFjEc81qY29ni0qlorzWkyB/b0uX9rfUDg60bN+Oj6bNoHqtkD+d\n9ZLCp3IQtmo1cbtjMBr03L4ST9L5cwQ1aiopNykjh2Y1KqFSqahT0Z8agfKe7VKKEttZqW0M8m9n\nWY4wO0eGM3roMDIzMmjdti2vDhkkOdPG1paRs2by45dLmBj9KvqiIvwqlKf7gH4yVKyMoodFrP1q\nKSmJSdja2VG9Tm0GjX9bcq6dvT0j35/B6oWfs33NWjy1WgZOGEdAxYoyVG09yleqiKOTE7XrhwLg\n7OqCf2AgHp6esly0JfzOZDLx0Ya9RLdrzCev98Tezobbd+6y7sBZS5f2WO0jw9n50xbenDJRtkxb\nOzs6DR3J0R9WE7djOy6enrTpNxBP/wBJuWsOnmZgx2a0r1uVMzdSOHMjRaaKlSf3dlZqG4P821ly\ne6+e4ZFMnD6NJs2bm/2ior1XCdHeq4Ro71VCtPcqYW7rKV1aGsN6R7Ny2884u7o88fetsfVUWWjv\n9U+2szVuYxDtvQRB+A8zGo389P0PtOnUwazJUiidp307i6XxBEGwagUPHvBKRFd8/P2YsXC+pcv5\nzxLbWYYjzPAmAAAgAElEQVQJc2PMNjnqEARBKBVHJyfWxT6di0z8m8R2FqdkBUEQBMEsYsIUBEEQ\nBDOICVMQBEEQzPDY20o6DnxfkReNHh6lSG6nGlUUyQV468N1iuSumzlYkdy+H36nSC6Ap4+7IrlD\nujZTJDe3sFCRXIC0/3VBkFvXGtLXQf0rx29LX7D/7yh1W5evQldj/nhQuc4g1SpLWw7z72TlPlAk\nt0k1ZRbWv/tAubHXr8VzimVnZVz9y+fFEaYgCIIgmEFMmIIgCIJgBjFhCoIgCIIZxIQpCIIgCGZ4\n6ibMl6O6c+r4r5YuQxAEQVE/Tp9M6mXl1nJ9Gj11E6YgCEJZsWjECBLOn1cku/f0WZRT6Grrp5WY\nMK2QXq+3dAmCIAuDQbkOQ4IgtzK9+Pqxn3/iZEwMDx88wNXLi86vvUblOnUl516/fIXF8xeiS7tN\nkxYteGfmNNQODpJzu7cOpUOjmni4OJKVm8+aPSf59VKi5FyA9u3b89JLL7FlyxYSEhI4e/YsdnbS\n//k8XZ3o17EpNSv4UfCwiJiTl9h5qmyfxslM17FiwWdciovDZDTRsmN7Bo0ZLTk39WYSqxZ8xq1r\n1/HSetNz0GvUbym9ndJHQ4bSPDKCM7Gx5GRkUq1BfXqNGom9Wl3qzOXLlnHhwgU+XrCg+Lk5H8wG\nk4kJkydJrjknM4s1n3/BlbgLODg50qlXDzr07C45F2BqvwG0jorkxL5YdMnJfPzTRln6mW5e9T3b\n1m3kQX4+Xlotg8eOpm5j6W3S2lSvTONKgbg4qMl9UMCui9e4dFt6W7efP/+c3Kws1s2di8rGhla9\netGia1fJuX9YPWksz74ygPIhtWXLVGKMvDdgEK2ei+Lk3r1k6zKo2aghfd4eLWl8PGrUyCEMGfwK\nbm6upKXpGDd+OgcOHi1VVpmdMLNSUzm1Ywf935+Fm0ZDToYOk9EoS3bsrj3MWbQAtVrNmwOGsGPL\nVro831Nybtqdu0z7egs5efdpUTuIkb3aMnLBD+TkyXOz8datW1myZAleXl6yTJYqYEyv9py6eotF\nPx9E4+bMxJc6cfvOXc4nKNdrTgqDwcCc8ROp07ABI6etxcbGhuvxlyXn6vV6Pps8jVYRYbw99wOu\nnv+Nz6dOZ+riz/CvWEFy/vnDR+g/bSp29vYsnTiZM3v30TQ8rNR54RGRfPnFYvLz83FxccFgMLAz\nJoZPPvtUcq1Go5HPprxL/WdaMHjyBLIzMvl4/ET8KpSnTpPGkvMBTsbu542Z03HxcJdlsky5mUTM\nhk3MWfYlGh8tutu3MRrkeb/IyrvP0oMnySsopHagHy80rsvHOw+RV/hQUm7XESO4FR9P5OuvU6Wu\n9AMBpSk5Rs4eOsSQmdOxU6v5bOw7nNi9h2ciIyTXXDW4CoMG9qVjp16kpeuoUCFQ0v5WZk/J2tjY\nYNDryUpJwaDX4+nji5efvyzZPV7qjdbHB3cPD5q3acW1y1dkyT32WwLZ9+5jMsGRCzdIy7pL1fK+\nsmQDvPLKKwQEBODo6ChLXlCAFjdnRzYficNgNJKRm8e+c1dpEVJZlnwlXLsUz53MTF4ZPhRHJyfU\nDg6EhNaTnHvj4iUKHxQQ0edF7OztCWlYn9DmzTi+N1Z60UCLqEjcNRqc3dyo0aQxtxMSJeWVCyxH\nSK0Q9uzeDcCvx4/j6OREaGio5FoTL18hLzeXLv2isbO3x6dcAK0jwzmxb7/k7D+07d4VL18fWc7s\nANjY2lD0sIjkxET0ej2+AQH4lw+UJfu3VB33CgoxARdS0snKu095jYcs2dZEyTHSustzeHh74+Lm\nRu1mTUi5kSC9YMBgNKBWq6lRoyp2dnbcupVCYmJSqfPK7BGml78/Hfr149CG9WQkJxNUrx7t+76C\nm0YjOVuj9S5+7OjoSFZGpuRMgDah1ejyTF18PF1/z1bb4+4sz+QGEBAQIFsWgNbDBS9XJ75686Xi\n52xUKi4np8v6OnLKStfh4+eHrQxH2I/KycpC4+uDjU3JZ0iNny85mfLsG65ensWP7R0cuHcnW3Jm\nRFQU27duo2u3bmz7ZSuRUZGSM+H3bZyTmcWorr2KnzMajVSrW0eWfAAvrY9sWQAB5cvz6psj+HH5\nNyQnJBLatAn9Rw5H4yN9ibr6FQJoWbUSnv8by2o7W1zU9pJzrY2SY8Tdy6v4sb2DA7lZdyRnAiQk\nJDF5yizGjx9JzRrV2LvvIFOnziYtXVeqvDI7YQLUbtmK2i1bUXj/PjHLlhG75nu6DB9h6bL+ktbD\nlaHdWjPzm61cuaXDaDIxb5j007yPUqlUsuZl3c0nIyePsUs3y5qrJG8/XzLTdRj0elknTU9vb+7o\nMjAajcVvCHd0OvzKl5ftNeTWOSyM+XPnkZaWxt49e1j5/WpZcjU+WrQB/sz6brkseX9F5l0ZgNad\nO9K6c0fu5+ezZO58Vi3+ilHTJkvK9HRypHuDWqw4fIqkrBxMwPB2zfn9Cw0ZKLEhFGKNYwRgw8Yt\nbNi4BTdXV+bPf493p41j2PBxpcoqs6dks1JTSbxwAX1REXZqNXZqNSpVmS0XR7UdJpOJu/kFALRt\nUJ0Kvl5P+CvLun47i4KHRTzXrDb2draoVCrKaz0J8vd+8h9bSNWQmnhpvVn95RIKHjzgYWEh8XHS\nL8sPCqmJ2tGBmLXr0Ov1xJ89x7mjx2na/lkZqlaGRqOhcZMmTJs8hcDAQIKCg2XJrVKzBo5OTmxf\n8yMPCwsxGgykJCSSIMN3xUpJuZnE+VOnKXr4EHu1GrWDAzYyvF/Y29liwkT+/76vbFixHL7u8i0G\n7+LhQU562T2j8yhrHCNVg6vQulVz1Go1BYWFFBQUYDSV/rvtMnuEaSgqYv/aNWSlpGBja0tg9eqE\nD1Kms4cckjNy+OXIeWYN7orRBAfOXeXyrbI9EEwmEx9t2Et0u8Z88npP7O1suH3nLusOnLV0aX/L\n1taWdz78gBULPmVYzxdRqaBVp47UrCftogk7e3tGvj+D1Qs/Z/uatXhqtQycMI6AihVlqlwZkc9F\nMXnCRN4aM0a2TBtbW0bOmsmPXy5hYvSr6IuK8KtQnu4D+sn2GnLTFxWxevESUhJvYmtnR426tXl9\n/FjJuRn38jl87SZDnm2KyWTi7K3bJN3JlaHi3z3TvTs7V6xg7/ff07JHD5p36SJbttyscYyoHdRM\nmzqW6tWDKSrS8+uJM7z99pRS54n2XmYS7b1KiPZeJUR7rxKivVcJ0d7rd6K9lyAIgiA8hcSEKQiC\nIAhmEBOmIAiCIJhBTJiCIAiCYAYxYQqCIAiCGcSEKQiCIAhmEBOmIAiCIJjhsfdhxtyQZ1Hy/6ua\nVpmVZPZfvalILkA5L1dFctdtPaNI7oiXWiuSC+DrrMx9cQcTSr8o8uNU8FLmvlElHbqkzLaoWVGZ\n+wMBHOykdx35K3X85Gtg8Kh1Jy8qkguQkpqjSO4rnRookjv/mz2K5C5966Un/1IpRU9XbunG9e8N\n+cvnxRGmIAiCIJhBTJiCIAiCYAYxYQqCIAiCGZ66CXPxqJEknpfe3UIQ/onbSbd4d/BQhkV1Y9fG\nTZYu5z/vw3dnsnzRl7LlrZo4luSLv8mWJ1inMtutRBD+S7b/8CM164cyY6l8b+KCIPy7nrojTOG/\nxWBQpkOG3LLSdQRWrmzpMgRBkKDMHmFGNnmGZRt/pFyF37t5fzz9fbz9fOg/7HXJ2ek3b7J31Upy\nMzMJCg0laugw7NRqyblK+Xrki0z8biu6/7WSeq1jU7Lz7rPpmHLtiaTqE9WNLr16sGvrdrIyM2nZ\n9lnemvQOagcHydmfDB1G47DOnD9wkMzUVCZ/vxpbW+m3NKTeTGLlgk9JunYdL62WXoNeo0HLFpJz\n5749jstx57l6/gJrFi3m3a++wL+CPF3qc9JSObJ2FXeSb+Hs4UXjbj2pWK++pMzxXboz/qvFaMsF\nAPDDJwvx0GoJfyVacr0z+g+kdZcoft2zj2ydjpDGDYke8xb2Esff1fjLfDRzFilJt2jW8hlQSS5V\nUW1rVqGi1ovvDp0ufq5bw1qAiZ9OX7JcYU/g6eLEKx2aUKO8L4VFemJOXmLXGWmNxZcvW8aFCxf4\neMGC4ufmfDAbTCYmTJ4kKdvLzZmBUS0JqexPwcMith45z7ZjpT+1/lQeYV4+dowXJkxg6MJP0SUl\ncf7AfkuX9J+0e3sMHy76lFU/byQ5KYmVy+S7b+rCocNET57ExO++lWWy1Ov1fDp5GrUbN2Lhxh+J\nHvkGSz6Yw+0k6f0jx388j+p169B31AgWb/tZtsnSaNCza/FnBNasTZ85n9C8dx9iv1lKbnqaLPlK\nOXPwEMPen860b5aRmpDI8V3S7gEsKipi2tvj6RQZweZ9u2jTqT0H9+6Tp1iFnEpMpWaAFkf7349Z\nbFQqGlQK4GRCioUr+3sq4K0ebUnKyObNLzcy58fdhDWqSd3KAZJywyMiOXTgIPn5+cDvZ412xsQQ\n8Zy0vskqFUyIDiMxLYvX561mxoqtRLWoS2jV0o+/p3LCbBQehpuXBidXV6o2bIjupnILHjzNur/4\nAr7+frh7eBA9cAB7d+yULbtZZAQeWi32MhyxAty4eImCBw+I7PMidvb2hDRsQGjzZhwvw2+8uoQb\n6AsLqdc5Als7O8rVCKFCnVCunzxu6dIeq023Lnh4e+Pi5kbtZk1JuXFDUt6luAsY9Hp6Rb+Enb0d\nz3bsQI1atWSqVhn3Cgq5obtDaMXfJ5saAT7kFz4kJfuuhSv7e1X8vXF3duSno+cxGI1k5OYRG3eN\nZjUrS8otF1iOkFoh7Nm9G4Bfjx/H0cmJ0NBQSblVA31wd3Fifexp9AYjuux77D4VT8u6waXOLLOn\nZJXk4uFZ/Nhe7UBedrYFq/nv8vXzK37sF+BPVkambNkeWnlXrMnJykLj64ONTclnSG8/P3Iys2R9\nHTndz83BxUuD6pGaXTUa7ucos8qMXNy9vIofqx0cyM26IykvMzMDra8PKlXJeVi/AH9Jmf+Gkwkp\ntKhWkePXb9GwcjlOJaZauqTH0nq44OnqxOIRvYufs7FRcSVZJzk7IiqK7Vu30bVbN7b9spXIqEjJ\nmVpPNzRuznw7qX/xczY2Ki7dLP0ZmDI7YTo4OlJYUFD8c3ZWFt5+PhasyHIKi/SoH1l2zN3Zkey8\n+xasyDy69PSSx2npePvIOcnJ+yWVp7c3d3QZGI3G4knzjk6HX/lAWV9HTs4enuRn38FkNBZPmvnZ\nd3D39XvCXz6evYMDRYWFxT/fy8mR/QOKnLy1WjJ1GZhMpuJJU5eWTrny8pz6VsqF5HR6NqmDv4cr\ntcr5svVsvKVLeqw7d++TkZvH+K9/lj27c1gY8+fOIy0tjb179rDy+9WSM7Ny89Dl3GPkgh9kqPB3\nZfaUbFD1asTG7MRgMHDyyDHOn1FmzVVrkJSRQ7MalVCpVNSp6E+NQOv44PDTj+vJSE/nbm4uq79e\nQbtOnSxd0t8KCqmJ2tGB7Wt/RK/XE3/2HGePHqNZ+7aWLu1v+VQOwlatJm53DEaDnttX4kk6f46g\nRk0l5ZYLqsKZ/QcwGgxcPnWaGxfK9v2HterVxdbOlo1rfkBfpOfgnn3E/1a2awbQG43EJd3m5Wfq\nc+tODjn3C578RxZ0PS2Lgod6oprWwt7OFpVKRaDWgyr+0tcG12g0NG7ShGmTpxAYGEhQcOlPm/7h\nWnIGDwqL6N46FLWdLTYqFRV8vQiW8P5ZZifM18eM5vjBw/RuH8a+mB20eLaNpUuymDUHTxNauRyf\nD+lB8xqVOHOj7F4Y8KgO4WGMf2MU0V16UK58IH0HvWbpkv6Wnb09b74/k/O/nuDNHs+zcuFnDJow\njoCKFS1d2t+ytbOj09CRpPx2gdXj3+LoD6tp028gnv7SLsLoOngQl349wbQ+0ZyJ3U/t5s1kqlgZ\n9vb2TP/oQ3Zu2Ur3dp2I3bmb1u3aWboss5xMSKGcpzunEsr26VgAk8nExxv3UdFHw/zB3fli+PMM\n7NwcZ7W9LPmRz0Vx7OhRIqKkXezzB6PJxOxVMVT292bR231YPrEfw7q3wdmh9Fdki24lZhLdSkqY\n062kT1Q3xk6bTKNm5h/tiG4lJUS3khL/5W4lns6OjI96lhmb9lCo1z/x90W3khKiW4kgCMJTQgW0\nqVmFs0mpZk2WguWJCVMQBOFfpra15f3nO1PdX8uO81ctXY5gpjJ7laxg3dZs/cnSJQhCmfXQYGDy\nevnuSxb+HeIIUxAEQRDMICZMQRAEQTCDmDAFQRAEwQxiwhQEQRAEMzz2op+svAcKvawy63M+W62S\nIrmg3D2evgGeT/6lUohPk2/d1v+rY/tnFcn9+exuRXKDHlm7VG79Ry9SJPfdd19WJHfrMWmtmB5n\nRo8OiuSOXrFFkVz9Q+Vu5ejQpqYiuS728iwS8H9pfD0UyS0wFCmSC9AxSpl7Uh9HHGEKgiAIghnE\nhCkIgiAIZhATpiAIgiCYQUyYgiAIgmAGMWHKaPGokSSeP2/pMgShzOrcoSNHjxyxdBn/2LsvdqJ6\nOetoq6c0X3cXxj3Xhjl9ImhTs4qly/lXiQlTEB7xYmRXTh47bukyyoRx4a0J9tVYuowyYcYPu7iS\nmmHpMsqE9rWrcjUtiwlrtnMgPsHS5fyrxIQpCIJQBhgMBkuXYBYvVyfScu5ZugyLkLz4+sI3htMk\nPIy4/QfIzcgguH59uo8Yjp269E06lRTZ5BmWbfyRchXKA/Dx9Pfx9vOh/7DXZclPv3mTvatWkpuZ\nSVBoKFFDh5XZbQFwcNMmTu/eQ35uLu5abzr06UNIM3kaBo8aOYQhg1/Bzc2VtDQd48ZP58DBo7Jk\nK2HWlGno0tKYNHoMNjY29B8yiD6v9pOcW8Hfm1HRYQRX8CMz5x7LN8Vy7Nw1GSpWzguN6+Dh7Ei/\nZxpgNJnYe+kGB68kypIdHx/P3A/ncjs1lZatWvHBnNk4ODhIyvRwduSF5vWo6u9NoV7PvgvXib14\nQ5Z6AWZFR7Ay9hTxKTrZMgHmvz6UJmFhxB08QGZKKlPXfI+trTJ9ReXwRqcWVPXzJshXQ48mtfno\nlwNk3MuXnPvtsuVs3rCR7Dt38PP3Z+ioEbTr0L7UeV+PGU1oh45cOnyYHJ2OGs2b0/L53uxc+hUp\nV6/gHxTMcyNG4ejy5N6+j5KlW8nFI0eJnjwJO3s1K6ZO5WxsLI07d5Yj2upcPnaMFyZMwM5ezarp\n73L+wH4adOxk6bL+lsbPnwHvzcTV05OLR4+y8dPPGPV5ddwk3uxfNbgKgwb2pWOnXqSl66hQIbBM\nvxEATH5/JnGnzzJu2mQaN5fnQ4OtrQ0zR7zAjsPnmLhgLXWqVmD68F6MmPUNyel3ZHkNJaw7eYHK\nWi82nv6N6zp569wRs4Ovli7BQa2mb3RfNm/axIsvlb7RsAoY2qk5cTdvsyL2BJ4uTowKb0l6bh6X\nZJ7glHD+0CFemTwZZze3Mj9Gvth1lBGdW3DyRgrHrsnX5DywQnmWfLscb62WPTt38e7ESdTdugWt\nT+m/N7568gQ9x0/AZDCwatoUMm4m0mngYDQB5dj88Uec2bmDFj16/qNMWU7JNo2MwE2jwcnNlWqN\nGpGemChHrFVqFB6Gm5cGJ1dXqjZsiO6mMisEyaX2My1w12iwsbGhTsuWaAL8Sbkq/ejHYDSgVqup\nUaMqdnZ23LqVQmKifAPMWoRUKYeTgz0/xBxFbzBy9vJNjsddp13TWpYuzWKi+0bj6+uLh6cnbdu2\nJT4+XlJeJR8vXB3VbD97GYPRRNa9+xy+nEijoECZKlZW86hIPLRa7CUeZVuzjmGd8fH1xcbGhk7h\nYVSoWJHfzl+QlFm/Y2dcPDxw1WgIrFED/6Cq+FaqjJ1aTXCjxmQk/fP3ZlmOMF09S5Z3s3dQk5dd\ndj85K83F45FtoXYgLzvbgtU82dnY/Rz9ZQs5ut8vaHhYUMD9e3cl5yYkJDF5yizGjx9JzRrV2Lvv\nIFOnziYtvex/4peTt6cbGdn3MJlKnkvPysXb081yRVmYVqstfuzo5IguQ9o+oXF1wsPZkXl9o4qf\ns1HB9XRlluCUm4e39sm/9B+39ectfP/dSm6npgLw4P4DcnJyJGU6e5Qs92dnb4+zh/uffn5YUPCP\nM5+6BtIOjo4UPrKhsrOy8PZ7Oi8Xz8nIYMuXX9Lv3WlUqF4dG1tbFo8d+6c3dyk2bNzCho1bcHN1\nZf7893h32jiGDR8nT7hCVCqVrHlZOffw8XJDpaJ4u/pq3EmR+TSnEmTaDRSXnf+ArHv3mbFembWI\nlSbzLmd1bqem8sH0mSxatoS6ofWwtbUl+vnemOR6I5LRU3eVbFD1asTG7MRgMHDyyDHOnzlj6ZIs\n5mFBAahUuLj//snrzN596JJuyZJdNbgKrVs1R61WU1BYSEFBAUaTUZZsJXl5a7idkiJbXnxCKoUP\ni+gd1hxbWxvqVa9I89CqxJ64KNtrKCWvoBCNi5Oly3iixIxsCor0dKpXDXtbG1QqCPByo6JWmcYG\ngrwePHiASqXC63/XTWzZtJkb165buKq/9tRNmK+PGc3xg4fp3T6MfTE7aPFsG0uXZDG+FSrwTJfn\nWDZ5MvMGDSY96SYVa9aQJVvtoGba1LFcvXycS78dQav15r335suSraToAa+yctlyolq3Y+13KyXn\n6Q1Gpn2+niZ1gln/8ZuMfDmMect/4VZa2T/C3H85gXY1g5japR2tFOwEJJXJBF/uOkZ5jQcze3dm\nbnQk0a0a4KRWprOHIK+g4GBe7v8KA/v2I7xtB65dvUa9+vUtXdZfUpkec9y7Ou6cIi/q7arMp9Zq\nWm9FckG59l5XE5S5GbpejQBFcgFGtO+lSK5o71VCtPcqIdp7lWhY3l+R3M9/UuZ2rxkvdVQkF2DN\naWkXBT3O0OZN/vL5p+4IUxAEQRBKQ0yYgiAIgmAGMWEKgiAIghnEhCkIgiAIZhATpiAIgiCYQUyY\ngiAIgmCGx670k5P3z5cOMoerozLdO5btPKlILsDwCHkW4/6/xoW/qEhuWrq09Tkfp3XiCUVyHW2V\nuW/OzV65NTp9g61jvdI/jIxorlh21NC5iuS+PUGZ25hy7hcqkguwbKEyt8IodbvRO88/q0juCyMW\nKJILsPXL8Ypl/x1xhCkIgiAIZhATpiAIgiCYQUyYgiAIgmAGMWEKgiAIghlkmzBXTZ5IcvwlueKK\nzR44mKtn5V/TdnSnllTxUW6N0afdy1HdOXX8V0uXIQiCIBvZJsy+s2ZTvmaIXHGKW7DrMAkZZbu5\nsyBY0ouRXTl57LilyxDKmKd5vxCnZAVBEATBDLJNmCvGvk3Sb8q1W5Hb+Ig2BPtqZM3MzMhg+th3\n6Nk+jOjnurNxzQ+yZY8aOYQLcQe5mXCG40d30KZ1C9mylXL98hUG9Y6ma5v2vPfOZB4WynPf28qv\nV/BCVFc6tmhFdI9e7N+zV3Lm8mXLeHv06D89N+eD2cyZ9YHkbE9XJ0Z1f5YvRvbm49d70LmRMq2f\n5DRryjR0aWlMGj2G8GfasOab72TJreDvzbwxL7NxwVssmT6I5qFVZclVyru9nifr9u3inzd99jl7\nvl8jOfe7D4bxUngLlk4fzIZPRjOmfxT2draSc5X2tO8X4ghTJkajkSlvjiGoejV+2PEL875cxMbv\n13LiyDHJ2VWDqzBoYF86dupFpSoNeL73ayTdSpGhamXF7trDnEULWLVlEzeuXmPHlq2y5AZWKM8X\nK75m5+EDDHh9CDMnTSEzQ1pf0fCISA4dOEh+fj4ABoOBnTExRDwXJSlXBYzp1Z4kXTYjF61n9tpd\nhDcOoW6VcpJylTb5/Zn4+vvzwYL5xBw5QJ9X+0nOtLW1YeaIFzh1MYHeYxbyxZpdTBjYlfJ+8n5w\ntRbtm9Vm0sK1vDr5S8r7aYiOamnpkp7oad8vxIQpk8u/XSQ3J4d+QwZhb29PufKBRPboxr4dOyVn\nG4wG1Go1NWpUxc7Ojlu3UkhMTJKhamX1eKk3Wh8f3D08aN6mFdcuX5Elt33nTvj4+mBjY0PH8DDK\nV6rIpQu/ScosF1iOkFoh7Nn9exPrX48fx9HJidDQUEm5QQFa3Jwd2XwkDoPRSEZuHvvOXaVFSGVJ\nudYopEo5nBzs+SHmKHqDkbOXb3I87jrtmtaydGkW8dO+U2Rk3+Pe/QK+33aEtk/pdrCm/eKxS+MJ\n5ku/nUZmRiZd25R0nTcajdRtIO0NFyAhIYnJU2YxfvxIataoxt59B5k6dTZp6TrJ2UrSaL2LHzs6\nOpKVkSlL7vYtv7B25SrSUlMBeHD/ATnZOZJzI6Ki2L51G127dWPbL1uJjIqUnKn1cMHL1Ymv3nyp\n+DkblYrLyemSs62Nt6cbGdn3MJlKnkvPysXb081yRVlQRvbd4se6rFy8PVwtWI3lWNN+ISZMmfj4\n+RFQLoDvftqgSP6GjVvYsHELbq6uzJ//Hu9OG8ew4eMUea2yLC01lQ9nvMfCJV9SJ7Qetra29O/9\nEiZMT/7jJ+gcFsb8ufNIS0tj7549rPx+teTMrLv5ZOTkMXbpZslZ/zaVSiVrXlbOPXy83FCpKH5z\n9NW4k6K7I+vryMnewYGiR757z8vJwd3b+zF/YT4fL/fix77e7mTl5smSq7Sneb8Qp2RlUrNOLZxc\nXFjzzXcUFhRgMBhIuHad+N8uSs6uGlyF1q2ao1arKSgspKCgAKPJKEPV1ufBgwJUKhWemt/vod26\n+ScSrl2XJVuj0dC4SROmTZ5CYGAgQcHBkjOv386i4GERzzWrjb2dLSqVivJaT4L85XnTVZKXt4bb\nKfJ9Vx6fkErhwyJ6hzXH1taGetUr0jy0KrEnpI8RpfhXrsz5g4cwGgxcPXOGxIvy1dq1XUO0nm64\nOTvSJ/IZ9p+Q/z52JTzN+4WYMGVia2vLrIXzuX75CtFdetCzfRjzZ84iP0/6p0a1g5ppU8dy9fJx\nLqURcp0AAA1PSURBVP12BK3Wm/femy9D1danSnAQL/Xry+uvvEqX9p24fvUadetLP+39h8jnojh2\n9CgRUdIu9vmDyWTiow17qeSr4ZPXe/LlqN4MimiBk4MyHXvkFD3gVVYuW05U63as/W6l5Dy9wci0\nz9fTpE4w6z9+k5EvhzFv+S/cSit7RxJ/iHhtAJdPnmR2v/7EHThIzSZNZMved/wis0e/xLcfDOO2\nLofvtx2WLVtJT/N+oTKZTH97LmvREWVuTi2vdX/yL5XCsTjlLoRRqr1XaGX5BuCjlGzvlf7gniK5\n1tjea+BH3yuSO6yvMu2WgryUW92q/+hFiuRaY3uv5Z/+8tj//t0Hw/hk5XbOXEr8R7lKtfdSar9Q\nap8AZdt72dv89S0+4ghTEARBEMwgJkxBEARBMIO4SlYQBOFf1m/SYkuXIJSCOMIUBEEQBDOICVMQ\nBEEQzCAmTEEQBEEwg5gwBUEQBMEMj70PMzlf+vqcf+XgDWXulxzRXpn7tQB+PrtbkVxrvP9JqXvB\nth67rEjujB4dnvxLpTR6xRZFcvUP9YrkdmijXGuxQIXW/hT7RQlr2y/cnZRboKNQb1Asu1v1kL98\nXhxhCoIgCIIZxIQpCIIgCGYQE6YgCIIgmEHyhPlyVHdOHf9VjloEwWI6d+jI0SNHLF1Gqbz7Yieq\nl/OxdBn/SWK/+G+YPXAwV8+ek5wjjjCtyIuRXTl5TJkF8a3NuPDWBPtqLF1GmTDjh11cSc2wdBkW\nJ/aJPxP7hfzEhCkIwhMZDMpdkShYp6dxn5BlLdnrl6+weP5CdGm3adKiBe/MnIbaQXpLpYObNnF6\n9x7yc3Nx13rToU8fQprJ02Zr1MghDBn8Cm5urqSl6Rg3fjoHDh6VJVsJs6ZMQ5eWxqTRY7CxsaH/\nkEH0ebWf5NwK/t6Mig4juIIfmTn3WL4plmPnrslQsXJeaFwHD2dH+j3TAKPJxN5LNzh4JVFybnx8\nPHM/nMvt1FRatmrFB3Nm4yDDfuzh7MgLzetR1d+bQr2efReuE3vxhuTcP8yKjmBl7CniU3SyZQLM\nf30oTcLCiDt4gMyUVKau+R5b279ue2RpSu0TIPaLR1nTPqEEWSbM2F17mLNoAWq1mjcHDGHHlq10\neb6n5FyNnz8D3puJq6cnF48eZeOnnzHq8+q4Sbx3sWpwFQYN7EvHTr1I+3/t3XtUlHUaB/DvOzMM\ntwGGYSBAQVABMa9ZCOgK2nqLLqaFHG/bunWIsrZjYqcQvGR20tXaTdfr2u627dFV06I024NaaWkC\nIlpChuAgjjAhF5EdYGbYPzyLWm2Mzu91Bvh+/hrnDN95Dvzwmd/L+75PdQ3Cwnq5/A89a/kyFBcW\nITMnC/fGi/nQoFQqsGze49h/5CRefmsbBvUPw5Jnp2Hea3/FhWrXG976PzvyTyNC74/3C79BWY24\nOvd/sh8bN2+Cu1qNWTNnYc/u3ZieluZQpgTg6fHxKD5vxDuHjkPr7YnnJ41CdUMTzghucHI4dfgw\nZmdlwcvHx6V/R+RaEwDXxY91lTUhByGHZB9NS4U+MBC+fn6IHzMa35d+JyIWdycmwFeng0KhwKBR\no6ALCUbVWcd3P1abFWq1GjEx/aFSqVBZWYWKCvmGT7uq2MhQeLq7YfsnX8FitaGo9DyOFZdhbNxA\nZ5fmFDNnzURQUBD8tFokJyejpMTxIdx9Av2h8VBjX1EprLZ21F5pxpHSCozo20tAxfKLT3kAfno9\n3ATsqLoqroub9eQ1IWSHqdMHdDz28PBArekHEbEoOvQZvvooF/U11/5w3Wo2o/lKo8O55eUGZC16\nDQsXPocBMVE4cPALZGe/jkvVrv3JTrQArQ9MdVdw472eqmsbECDTHVtcnV6v73js4emBGpPj60Gn\n8YSflwdWzUrpeE4hAWXVtQ5n3wl+AfrOX9TNcV3crCevCZedh1lvMiF3wwbMWZyDsOhoKJRKrF+w\nAP//Rn63Ztf7udj1fi58NBqsXv0qFudkIuPZTDHhMpEkSWhebf0VBPr7QJLQ8X0N0vmiSvAhLTkI\nWgayq7v6H9ReacbSnfLcWlFugpecrLrKmgC69rroSmtCNJc9S7bVbAYkCd6+vgCAEwcOosZQKSS7\nf79I/Gp0PNRqNcwtLTCbzbC124Rky8k/QAdjVZWwvJLyi2hpbUPqxHgolQoMiQ5H/ND+OHT8W2Hv\nIZcmcwt03p7OLqNTFaY6mNssGD8kCm5KBSQJCPH3Qbhe6+zSup2usiYArouuymV3mEFhYUh86EFs\nycqCJCkwNGkMwgfECMlWu6uRk70A0dH90NZmwdfHT2D+/EVCsuU087dP4E8rV2HDW29j9lNzkTZn\ntkN5FqsNOWt34rmZE5E2OQE/1DVh1daPUHnJ9XeYn5WW46FhAzBpUDQOlpzD4bPnnV3Sz2pvBzb8\n+yimxg3CstQJUCkVqG5oQm7BGWeX1u10lTUBcF10VZxWYidOK7mO00qu41SK6zit5Dqui2s4rYSI\niKgHYsMkIiKyAxsmERGRHdgwiYiI7MCGSUREZAc2TCIiIjuwYRIREdnhF6/DPGgQN2rmRiNCQmXJ\nfWbNv2TJBYDpU+NkyT1nrJMlV6WS77OQ4YI8NUeGB3T+otvg6S7f/Tm+Py/PvT8H9guSJbdVxmvX\nZg8bJkvuwm37ZMnV6bxlyQWAVyYmyZZNzsMdJhERkR3YMImIiOzAhklERGQHNkwiIiI7CGuYS59M\nR+nJYlFxHSrKKzBjWiqS4hKw7R/vCc8nec2fOAp9A3XOLsMlPDcuHhF6eW62T0TyE3b64OItG0VF\n3eTdre/g3rj78M9d8p0BS/JZs/+Is0u4JevmzcMD6emIHDxYePbbB44KzySiO8flD8kajUb07dfP\n2WUQEVEPJ2yH+cqs32D2/BcQe89wUZHImPskCvMLcLLwBNa8sRLv7tiGPhERDudqNZ6Y8+s4DAi7\nC+bWNnySfwafFpQ4XjD9xEspSdh1/DS+rxFzveJfXnwBQ+8fjzNHDqOx9gdEDB6CiU+lQ6V2fO7e\nh2vXoqG2FjtWroSkUGD0tGlIePhhAVVfM3/CKOw5cQbnTI4N6H4z4xnETZqIk599jrrqagwalYj7\nZ8zAnrXrYCgpQa+oKKS+OB+eGs1tv8eXH3yAorw8NDc2wicgAMnTpyMmTsy1yEajEStWrEBBfj5s\nNhtSUlKQnZNz23nJAyIRrvfH3w8Xdjz3yD0DAbTjg0IOZCZx5LuiW4D1W7cg/YnfYfKDKZjy2FQh\nmRKAF6eNQ8HZSqz78AvofLzwctp4GC834lT5RSHvQfL67utjeHTBQqjc3LB9+TJ8c/gLDB3n+DDg\nh+fNQ2VJiWyHZEX69ugxzMnJhs1qxYbMhTCWV+CRjAzoe/fCeytW4NjefUhOffy28/3vuguzlyyB\nRqvFmaNH8eG6dciIioLGwYHnVqsVGU8/jZHx8XgjLw9KpRKnT592KLOg4iImDI6Ch5sK5jYLFJKE\n4X1CsPnQcYdyiX7M5Q/JitY3RA8fLw/s+bIYVpsNpoYmHDx5FgmxEc4ujew0fPwEaPz94aHRIHL4\ncJgM551d0h03cvJkaLRa+AYEoE9sLHpH9UdI30i4qdWIjRsJY3m5Q/mx8fHw0ekgKRQYmJgI/+Bg\nXCwrc7ju4uJi1NTUIDMzE15eXnB3d8eIESMcyrxibsG5mssYGh4CAIgJCcTVllZU1TU6XC/RjVx6\nhykHvZ83/DWe2Pj7tI7nFJKE0gvVTqyKboWXVtvx2E2txtU6eW7V58q8tX4dj1VqNbz9tDf9u9Vs\ndij/1Oef49jHH6PBZAIAtJrNaG50vAFdunQJoaGhUKnE/teTX16FhKhwHCurxD0RoSio4NEiEq/H\nNczaxqsw1TdhweY9zi6FXJEkObsCp2swmbB30ybMWLQIvaKjoVAosOWll4RkBwcHw2g0wmKxCG2a\npy9UY+p9gxDsp8HA0CB8XMRzEki8HndItsxYC3NrGx4ceTfcVEpIkoTeei36Bstz42/R8rZuRt7W\nzc4uo9vy9vNDfXXPPtrQ2tICSBK8fH0BACcPHYKpslJI9pAhQxAYGIg1q1ejubkZLS0tKCws7PwL\nO2Gx2VBsMGJG4jBUXq5HfbNjO2yin9PjGmZ7ezv+sOsA+gTp8Gb6VGx4PhVPTk6Ap7vjZ1neCU11\nlxHSP8rZZXRbiVOm4Mju3Vg9dy6O5uY6uxynCOzdGyNTUvC37Gz8MT0dJoMBvWNihGQrlUr8ef16\nGAwGjBs7FslJSdi3d6+Q7PzyKoRqfVHAk/dIJhzvZSdXGO9ltViwfWk2pi9+FcpODmdxvNd1HO91\nXXce76X18sDClCQs3Z2HFoul09dzvBfdqh73N8yuTKlSYcarrzu7DCKXIwEYMyASRYaLdjVLotvR\n4w7JElH3olYqsfyxCYgO1mP/qbPOLoe6Me4wiahLa7VakbXzU2eXQT0Ad5hERER2YMMkIiKyAxsm\nERGRHX7xshIiIiK6hjtMIiIiO7BhEhER2YENk4iIyA5smERERHZgwyQiIrIDGyYREZEd/gtgaNUH\nb9WmnQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADtCAYAAAAyXEWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -529,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -542,19 +554,11 @@ "2387 2884 P2 P3 HIN\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADACAYAAACJblNJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nISzw/wAVfGsu/9AEfQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADACAYAAACJblNJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -562,9 +566,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAACUCAYAAAAecRmoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAACUCAYAAAAecRmoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XdcVfUbwPHPZe8hKoqCIoI4QRlOnOFemTNTM3OvzMpR\nZlqOSk3NzEpzKwrOUnOD4gJcuRWcONhc9vb3B4U/yvR6zz3ee/X7fr14vbwHeO4j59zz3HPu9/t9\nFI8fP36MIAiCIAjPZKDtBARBEARBH4iCKQiCIAgqEAVTEARBEFQgCqYgCIIgqEAUTEEQBEFQgSiY\ngiAIgqACo2d9c3fMdVme1NfJSZa4mfl5ssQFuBgXL0vcIplm9RgbGsoSF+Tbf+XNrWSJm5afI0tc\ngB4j5skSd8RHb8oS19z4mS95SfwqVZIl7o3kJFnibj96SZa4AEsG95cl7r7os7LE/eOUPOd6b095\nzhUALVyryhb7v85F4gpTEARBEFQgCqYgCIIgqEAUTEEQBEFQgdoFc8mkKfwyfcZTv3c/5iYTOnYh\n+s8LasUO8PZh4+o16qYmaJnYf08cWPEZvdo1kvU5Pu3eg6Pbt8v6HJqgz8fFt3070qKGq7bT0Am2\n5mYMa+HPF93aMKa1vMe2rpFvBIAgCC/F8K/nYFeunLbTeKV9v/84KZnZ2k5DJzSp7kJFW2s2RfyJ\nMlu+AXW6SBRMQdBzLjVqaDuFV97dpFRtp6AzzE2MScnK5srDBG2n8tLp7GeYSqWSLyZPpW2TADq3\nbM3ib+dTkJ+v7bReKRM6duHwlq2ltq2Y+RVLJk2RHFsf9t/bb/Xmi0+nlTxWKpX41/Vm+pRPS7al\nJCfjX9eb8LAjaj+PjaU5U4e9yc4fPmbLwg8Z2ScQQ0PNvfTkuCVbVFjIgU2bmTVkGJN69GTemPFc\nOHFSclx9OC6eRo5bsn5+Puzfv4v4+Lvcv3+T9etX4uLirNHn0LSP2gXgU6USjjZWzOrRlvou0qeN\n5GRlsWv5Cr4dNpzpvfowe9BgQhZ9T3ZmplrxArx92LV9B59N/JjARk3pHtiObZuDSYiL5+Mx4whs\n1JR+Xd/kZPixF46tswVz46o12NrZMWfhfLr17Enw+g1sD9mi7bQEFenD/mvcrAmnIyJLHp+NOs3j\nx485d/bJXLdTJ05iYmKCb0N/tZ+nd4fGpGVk8fn3wfwedoa32jakS4sGknKX2/ZfVrB3QxD+gW0Y\n8vk0XGp4sHr2XG5euiwprj4cFy+DjY0N27Zt5sGDh/Tq1Z/Ro8fj7e3FmjXLtZ3aM60/eY5rjxJI\nyshi2eFTXHsk/SozeMFCrkRE0nbAOwyaPo1m3bry59GjhG4OVjvm9/PmU9nFmbmLv6NOvXosnPsN\nE0aMpK63N3MWLsDa2pqZUz8jJ/vFbrPr7C1Z30YNmTD5EwB8/P0JDwvjbGQUPfv11XJmgir0Yf81\nadaMNStWEnv3HpVdnDkdGUWNmp5cu3KV+Lg4yjs6cvL4CRr4+WJmZqb285y5dIslG/YCcO7qbRp7\nuePlWZXth6I09V/RqMz0dI7v2k3bt/sS2LcPAB7eXiTcf8DNixepVruW2rH14bh4GTw9PXBwKMPS\npT9x6lTxm7bExCRatmyOQqFAV9sUP1Smk5mbh525OfdSlJLj5eflUVBQQNcRw/FoUB+AanXqcPfq\nNW5JeHNWx8uLEePHAVCufHnCDh6idr16DHz/veIfUCiYMHwk9+7cxd1T9Y801C6YCoVChR9SNzrU\n8apX6nFFJycy0tPVDyi8VPqw/7y8vbC0siIyIqKkYPbs25vF8xZw7sxZ2nZoT8SJEwwa8p6k57kU\nE1vq8aMkJVYW6hdgud29dp2ioiJq+5e+qh49d5bk2PpwXLwMly9fJSkpmZCQjYSEbGXPnn2Ehh4h\nPPy4tlN7qYxNTBj8xecApMTHk/jgAfF37pIQew8jYxO149asXbvk3/ZlHADwrFWzZJutrS3ACx97\nat+SNTY1pSC/4KnfKygo3m5iaqpu+H+9o1coFBQV6ea7LuHf9GH/GRkb49fQn9MRkSiVSqKvX8fH\nz5e6XvU4d+YM0TdukBCfQNOAAEnPk5tX+jO6x48fY6DKG04tyfrrJGJlZ6vx2PpwXLwMGRkZBAZ2\nIjQ0jP79+7JjRzC3b1/jww/HaTu1l+5KRCTzR4xi/vCRBH+3iOjzf2JsairpKtvC0uJf20wl3CX6\nm9oF09rOjvSUlKd+T5mYWPIzgm7758kqN+f1GibeuFlToiIiOXfmLGUcHKhStSoNfH05d/osESdO\n4lLFhco6PhBD08wsLQHIUKaV2n4/5iaxMTHaSOmVdOXKVQYMGEKlSm506NCNY8dOMGvWDPz8fLSd\n2kuT+OABQd/Ow61eXT7+5Wemrl7JoM8/o6xM61VLpXbBdKtTm0f37hF3796/vnfhxEnsy5fHvnx5\nSckJ8jKzsCAtObnkcW5ODvdjbmoxo5evSbNmJCUmsmPLVur7FA/Eqe/bgOgbN9j/x16aSLy61Ecu\nHu4YGBpy+f8GRAEEL1nK4S3btJTVqyUwsA137lynbFkH8vPzCQ09wsSJkwBwdq6s5exenoc3b1FY\nUEDzHm9iW7b41mleTg53rlwFdO/Og9qfYTZo2YLQrdtZ9unnvNGnF44uzmSkKrlw/ARnj4Yz4JOP\nNJmn3kh8+JBMZRpVXuCDZG2p6etDxP4DVK7uhpWtLYdCtqLDdwplUaFiBVzdqnE0NIyPp04GoHbd\nupiYmHDxzwsMHz1Kyxm+fNZ2djTp0J79mzZjaGRI5erVOR9+jPs3b/LWqOHaTu+VEBV1GoVCQVDQ\nWubPX0ReXh5jxowkJSWVsLCj2k7vpano6oqBgQF716zDv307stLTCN++k4zUVAyNjbWd3r+oXTCN\njI0Z++1c/tiwkcNbtqFMSsLEzIxK1VwZNmM6nj66PWxeLgeCNhN18BDzft+h7VSeq9uw98nPyyN4\nyQ+YWVjQrFMnKrtV4150tLZTe6maNGvGrZib1PcpvhVmbGxMnXp1uXTxIg38fLWcnXZ0H/Y+lrY2\nhP++i8y0NCpUqcKwmdNxdnfXdmqvhJSUVLp168mXX05nxYplmJgYExl5mk6dupOUlPz8AK+IspWc\neGv8OA5v2szar2ZhZWdHDR8ffNq05rdflpOWnIxNmTLaTrOE4vEzPlkV/TCfeJF+mHOHjWTyzz+q\n9LOiH+YToh/mE6If5hOiH+YToh/mE6If5ivg9OFQHF+zQSKCIAivA51duEBfObtXp27jxtpOQxAE\nQdAwUTA1rHzl12eEmyAIwutE3JIVBEEQBBWIgikIgiAIKhAFUxAEQRBU8MxpJe98vUaWJ139yTuy\nxLWycJAlLsg3nLuMubkscbdHXJUlLsC9u4myxB3QSZ45j9am6i/i/DzZBU9fT1mqlq71nv9Dagg6\nL9/i3nJNZZJrGlNCtnr9FlVRzVaeuYND522UJe6oAS1kiZuU+WLts17EkdPyrUr2bd+OT90urjAF\nQRAEQQWiYArCS6KrPQ4F7RLHhf4QBVOPJDyKY8rQkfRp8QYfDpTWo1F4ul5NW7JzQ5DG454OP8aq\n+Qs1HleAAG8fNq6W5+MjuR0+eIivvpip7TReed/27UiLGq6S44h5mHrk983B3LoRzcQvp+MgOsHI\nYtZPP1CuQgWNx90bvAVTmT6vFvTXujVrsLD4d+9GQbO+33+cFA18nioKph7JSEvH0aki/s1fv5ZT\nL4tHndrP/yFBEPTK3aRUjcSRdEvW0EBBl4Z1+Pb9bvw6sT9z3utC45rSL3tredbk1xW/lto2ZvQY\nBg0YKDk2gJ+fD/v37yI+/i73799k/fqVuOj4+q/D3+zN4V17uHfrNj0aN+fQrj2SYxYVFnBh/x62\nz5rGuomj2Dn3C25GndJAtsWWDXuL9t41+LxnIIsGd8Onmu6vgiTHLdnZ4z/k6rk/OX/iFANbvEHC\nw0caiatvx/GEjl04vGVrqW0rZn7FkklTJMdWKpV8MXkqbZsE0LllaxZ/O5+C/HzJceU0ZNC7nI6M\n4mjYEbxr1eH+/fsaiSvHeXlwq7bs2RRcatviz6Yz9wPNtHH8qHM3Dm4O5ttRY5jyVm/OHdFsizNN\n3ZKVVDBHdGpGtyZ1OfznDRZsOcT12HhGdw2gZb3qkhOTi42NDdu2bebBg4f06tWf0aPH4+3txZo1\ny7Wd2jNNmvsVDZo0wrGSE3N++RGfJtLXqw1ft5IL+3bh3jiA1kNHU961OuFrV3DjhOYO1o4NPDl0\nMZrVoVFcf5igsbj6ZNCE8VRxr4573dp8vnQxdg7Spxzo63Esl42r1mBrZ8echfPp1rMnwes3sD1k\ni7bTeqap06bhWbMm3g3qs2bjesqVK6eRuPp4XgY4sGkzAV270HfCeNzq1tV2Ok+l9i3ZymXtaFzL\nlV//OMGh8zcAuHj7IRamJvRqXp+wCzE6OfrL09MDB4cyLF36E6dOFXeUT0xMomXL5igUCp3MGaBa\nDQ9s7exIeBRHDQ3cNkx5EMvtM5E06t0fj6bFc7CcPGuTl5PN2d+349awKQYG0seEXYmNJ/zqLclx\n9FmlqlUwt7TA1Nyc6rVraSSmvh7HcvFt1JAJkz8BwMffn/CwMM5GRtGzX18tZ/bf3Kq7YWlliYWF\nBfW8vDQSU1/PywAe3t40at9O22k8k9oF09PZEYBT1+6U2n7iym0a13KlkoMtsYmauW+sSZcvXyUp\nKZmQkI2EhGxlz559hIYeITxcvgnduigupvjFVMW79GIBVRv4cftMJMpHD7F3kt7fME6ZLjmG8G/i\nOC6tjlfphR4qOjmRkf76HXv6el4GKCdTP1VNUvsSwtLMhILCIjJzSjdtVmYVj0QyNzWWlplMMjIy\nCAzsRGhoGP3792XHjmBu377Ghx+O03ZqL1VeVhYKAwNMLS1LbTe3tgEgP1czTZfTs3M1EkcoTRzH\npZmZmZV6rFAoKCrSzSspOenreRnAys5W2yk8l9oFMzMnDyNDAyzNSi87ZmdZPHQ+Q+KJ8vHjolKP\ns7I0t4zVlStXGTBgCJUqudGhQzeOHTvBrFkz8PPz0dhz6DoTC0seFxWRm1n675qdpgTA1MLyab8m\n6BB9PI7/WcRyczTzxkwoJud5+fE/913267fv1C6Y12LjAGhYo0qp7Y08q6LMzOZRcpraSVlZWREf\nH1/yOCsriyuXr6gd7/8FBrbhzp3rlC3rQH5+PqGhR5g4cRIAzs66P4pTUxyrFQ8AuHMuqtT222ej\nMLOyxqacmOepSQYGml1nVR+PYzMLC9KSk0se5+bkcD9GvvVA9YGhho8Luc7L5pYWpCYllTzOzc7m\nTnS0+onqKbU/w7yXkErEtTu83doXM1Nj7san4OPuTONarqzadwopN0MCmgewbes2atWqRRkHB35d\nvgKFQiEh4hNRUadRKBQEBa1l/vxF5OXlMWbMSFJSUgkL0+xQZl1mX6kyLl4NiNoeTH5uLvZOlbh3\n4Ty3z0Ti3/NtFBoY8CM8YWFlyd3oGK6cPYdbrZqYmJpKiqePx3FNXx8i9h+gcnU3rGxtORSyFQ29\nrPWWtY01165eJTIigrr16v3r1vKLkuu8XNffj/A/9lLFvTo29nbsDtqMgtdv50k6Ky797Sj7z1yj\nvW8tPnyrNR6VyrP0t6McOHtNUlKTJ0/Gv2FDZnwxg6lTpuLf0J9u3btLivm3lJRUunXrSU5ODitW\nLGPTprWYmZnSqVN3kpKSnx/gFRIwcAg1AlpxOfQAh375gfhb0TQbMATPgJbaTu2V0753T/Lz85n3\nyRTu3JD+zlwfj+Nuw96ner26BC/5gY3fLcS9Xl382rTRdlpa9c6ggeTl5TN62AiuXtHMXTQ5zsv9\nRo/A09uLNd8tZvncedT09qJpu0CN5KtPRHsvFYn2Xk+I9l5PiPZeT4j2Xk+I9l7FRHsvQRAEQXgN\niYIpCIIgCCoQBVMQBEEQVCAKpiAIgiCoQBRMQRAEQVCBKJiCIAiCoIJnTiv5bNt+WZ706hl5uldM\nHdtJlrgAyhz9WhN1yc/y7DuAscPlmX9Vwcpalrj1nTxkiQvyTdPQtykaAI4W8uy/cat2yBJ3UAf5\nlhB8mJYhS1w/mRYoz8zPe/4PqeHE7VhZ4gIMaSjPVBiA7OyUp24XV5iCIAiCoAJRMAVBEARBBTpf\nMP08qzCsa4C209AJIwI7sC84RNtpCK+wAG8fNq6WZ4UvQX5i/8lL7cXXX5bOTeqSk5ev7TQEQRCE\n15zOX2EKgiAIgi6QfIVZ2d6G9nU8qGhrTeHjx9xMSOaPC9dJ1UBz0Rnvdaa2a/GovpAvhzFy/gYS\nUuUZfSbViMAOvD1uDBdORXD13Hls7O0I7PkWLbt10XZq/8nc1Jh+bfzwr1UVOysLsnLzOHP9Lr/u\nOk5WjrRRc0WFhfyxKZhje/aiTE7BsXIlugzsj3fTJpLz/m1TMLuCt5AQF0fFypXo895gAgKldb3w\n8/Nh9uyZeHnVJT+/gNDQMKZM+Zy7d+9JzlcOEzp2oeuQwbR6q0fJthUzvyI7M5MxX8+RFFupVPLF\n5KkcP3IUExNj2nbqxKgPxmFkbCw1bdlUKWtHV9/aVC5jS2FREdcfJrIj6hIpEhb/7hfQmv6jhtO5\nX5+SbfOnTCMzI4PPv/9Ocs5FhYUcCtnCqX0HSEtJppxTJdr170fdxo0kxdW3/ZeblcWhoCCuRUaS\nnpKCmYUF7g0a0H7wYMwspTWy1/TrWtIVpqmREQOb1CctO5f1J8+x/exlnGyt6e1fV0rYEr/8Fs7N\nB4lcufOIKT9tJyU9SyNx5bJ1+a+YWVowYvpneDdtQtCSpRzdvUfbaf2nD3q1wa9mVdbtO8WXq3ex\nM/w8AfWq06tlA8mxN//4M7vWrqdJu7aM/nI6rp41+GnGLKIvXJQUN2j5r6xcvISAwDZ8Nu9rvP39\nmP/5Fxw7eEjtmDY2NmzbtpkHDx7Sq1d/Ro8ej7e3F2vWLJeUq77auGoNtnZ2zFk4n249exK8fgPb\nQ7ZoO63/ZGZsxPA2jVBmZbP8UASbjp/H2cGWQc3lmzaiCdt/WcHeDUH4B7ZhyOfTcKnhwerZc7l5\n6bKkuPq2/7YsWsS1qCja9O/PgGnTaNy1KxfCwwkLkTZeQ47XtaQrzHLWlliYmHDi5l3uJSsByMrN\np1o5exQgqYk0QGxCKtm5eeTk5XMjNl5iNPlVdHFmyJTirve1/XxJiU9g78bNBHTsoOXM/s3YyBAj\nIwN+2nmUczeK321duvWQGi4VqOUqba5eZlo6YTt/p/PA/nR6px8ANRvUJy72PtcvXKR63Tpqxc1I\nT2fL2nX0GNCf/sOHAlC/oT/ZWVmsWbqMpm1aqxXX09MDB4cyLF36E6dORQKQmJhEy5bNUSgUPGOq\n8ivJt1FDJkz+BAAff3/Cw8I4GxlFz359tZzZ0znaWmNpZsKRK7e4nVA8fy4jNw+PCmU1ch6SQ2Z6\nOsd37abt230J7Ft8Bevh7UXC/QfcvHiRarVrqR1bn/ZfQV4ehQUFdB46lOr16wNQtXZtYq9d485l\naW8c5HhdSyqY8ekZZOXl8U4jby7EPuJaXCI3E5K5nfT0SZ+vOt9WpSfSejVpzJmj4aQkJGBfrpyW\nsnq6/IJCvly1G4BydlY4lbXDpbw9zuXsyZPY4/HW1asUFRVRr1HDUtsnzv9aUtzrFy+Rl5uHb9Mm\nFP5fjg0aN+LAb7uIe/AARzUm5l++fJWkpGRCQjYSErKVPXv2ERp6hPBw+XpH6rI6XqV7cVZ0ciIj\nPV1L2Tzfo9Q0MnPyGNranzO3H3A5No7rDxOJiUvSdmr/6e616xQVFVHb37/U9tFzZ0mOrU/7z8jE\nhAHTpgGQGh9P0sOHxN+9S0JsrORbyHK8riUVzLyCQpYfiaKVZzXquzjRyM2F7Lx8wq7fIvzGHSmh\n9ZJtmdJNY61sbQHITM/QuYIJ4OtZhcEdG1OhjC3KzGxi7ieQm1+AgYFCUtzMv16c1nZ2mkizRJoy\nDYBJQ0c89fvJiUlqFcyMjAwCAzsxderH9O/flxEjhpKSksq8ed+xYMFiSTnrIzMzs1KPFQoFRUW6\neJ1WLLegkMV7j9Gungf+bs4093QlKzeP/ReiOXQpWtvpPVXWX68RKztbjcfWt/13LTKSvatXkxIX\nh4W1NU5ubhibmlJUVCQprhyva8mDfuLTM9kUeQFDhYIqZe1p7OZC+zoe3E5MITYlTWp4vZKRVvpd\nXHpqKgDWtpp/UUhV0cGGj/oGEnr2OtOW/0ZyWnH3+Yl93qByeXtJsc3/+qA+XanErqxDyfZ70TE8\nfvwYF/fqasW1tCqOO+Xr2TiUL/+v71dycVErLsCVK1cZMGAIxsbGNG3amNGjRzBr1gyOHj1GZORp\ntePK6Z8nwdwc6QPt9NWj1HRWHzmNoYECt/IONK9VjW6+tYiJS+ROYqracf/5N87JVn8Q0f/7ezBL\nhjINW4cnr5H7MTd5zGMqu7lp5Hl0XdLDhwQvWIBXixa8O2MGNn/9LYIXLCAhVvqyepp+XUsa9ONe\n3oHJHVtgYWJcMkJ21/mrANiamz3nt1Wjy++M/unCyVOlHp8/foIKzs7YOpT5j9/QHteK5TA2MmTb\nkbMlxdLU2AjPKhWQdn0JVWvUwMDQ8F9/j3ULv2ffZvUHH3jUroWRkRHKlBTca3qWfN2NucmmFStR\n99OqwMA23LlznbJlHcjPzyc09AgTJxZ/Fu3sXFntfOVkZmFBWnJyyePcnBzux9zUYkba4+lUjq96\nt8PS1ITCosdcf5TIllMXALC3NFc7rrmlJSlJiSWPc7KzuX1DM1esLh7uGBgacjkistT24CVLObxl\nm0aeQx88vHmTwoICmr35ZkmxzMvJ4e7VqyBx7IAcr2tJV5ixKUoUwNsNvTh64zaFRUU0dqtCdl4+\ntxI18zlmZk4eVSs6ULtqRW7ExpNXUKiRuHK4HHWajd8vxatxQy6ciuTcseO8/9kUbaf1VLceJlJY\nWMQ77RqyN+IyNhZmdG3mhZ2VBfmF0v7GNvZ2NO/ckd3rgzA0MsLFvTpnjoQTGxNDv7Gj1I5ra29P\n5949+XXxEjLS0nGvXYtb12+wbtnPNGzeDAs1h6BHRZ1GoVAQFLSW+fMXkZeXx5gxI0lJSSUs7Kja\n+cqppq8PEfsPULm6G1a2thwK2YpC6jsdPXU3MRWFAoa08uPgxWgKiopoWbMaWbl53Hik/ueY3g39\nCdu9F1cPD2zs7fhtQxCS303+xdrOjiYd2rN/02YMjQypXL0658OPcf/mTd4aNVwzT6IHKrq6ojAw\n4MC6dfi2bUtWejrHd+4kIzUVIyNpN0DleF1Lyig7v4DVx8/QtrY7PX3qYGhgQGyKkpXHTpOlodV5\nfjv+Jx/2bsOnAzswY+Uurt2L00hcObTt3ZN7MTf5cfpMyjlV5P1Pp+DTXDeX9XuYpGTxlsP0buXD\npwM6kJqRzelrdzl0+irvd2mGvbWFpGk8fUYNx8rWlsPbfyMjLY1KVaswdvaXVK0hrXPIoDGjsLW3\nZ++OnWz4ZQVlHBzo2rc3fYcMVjtmSkoq3br15Msvp7NixTJMTIyJjDxNp07dSUpKfn4ALeg27H3y\n8/IIXvIDZhYWNOvUicpu1bgXrZuf2ckpKy+fH/efpKtPLd5pVh9DAwPuJKbww74TZOaqP594wNhR\n5OflsWLed5hbWtD2ze5UdXfn1rXrGsm7+7D3sbS1Ifz3XWSmpVGhShWGzZyOs7u7RuLrAwcnJ94c\nM4aw4GDWz5mDlZ0d7g0aUL91a3YvX056cjLWZdS7QyfH61q091LR89p7jQjsQI9hQ2jbq6dsObwI\n0d7rCdHe6wnR3usJ0d7rCdHeqzTR3ksQBEEQJBAFUxAEQRBUoPPdSvTFsv26uwSeIAiCIJ24whQE\nQRAEFYiCKQiCIAgqEAVTEARBEFTwzGklM35Xv2XSs7TzUW9ptOd5u/V7ssQFuHRRns8oj8felSXu\nmZiHssQFOL7/T1niLpgiTzeFact2yRIXoJ5PVVni7l51QJa4E6bJ17FC36bCyDWVAuBinDzdlYpk\n6pyjb/sO5JvGBPxnJxNxhSkIgiAIKhAFUxAEQRBUIAqmDF63hsOCIAivA50smBP7vMOahd//a/vV\nc+cZ2q4zX435gJwszbTZ0bTDBw/x1RcztZ2Gztg2ZxTdAry1ncZrY+HUd5nz4dvaTuOlCvD2YePq\nNdpOQ1CTPu0/vVm4IPrSZb6bMg2X6m5M/GY2Zhbqt+2R07o1a7CwsNB2Gjpj0tItJKTqZrd3QRCE\nF6EXBfPOjWjmT/oUp6pV+Oib2ZiLgqQ3rutwdxlBEIQXofMF88GdO3z78RQcKznx8bdzMVez5+Hf\njIwMef/dXvTs0Y5KTo7cvnOfH3/eyM5d0qfQDBn0LqcjowDwrlWHXfv3UkkD3QUKCwo4ELKVE/v2\nkxwXT/lKTrTr2xu/1q1eONbykUMIGPAu9y78Sezli5iYm+PdoQtVvLwJX7+ah9evYWFnT+Ne/XCu\nU1dy7tvmjGLV7uPsOHpOciw5mZsY07OZFz7uzthZmZOVm8/5m/dZezCSrFz1W9WtGPU+AQMGE3v5\nIrEX/8TAyJjq/o3w79ELA4lD+c1NTRjdvz0BvjWBxwTtkqdziqZM6NiFrkMG0+qtHiXbVsz8iuzM\nTMZ8PUdSbKVSyReTp3L8yFFMTIxp26kToz4Yh5GxsdS0BeTdd6A/+08nP8P8W9z9B3w9cRK2Zez5\neN5cLKykFUuA+XMnMWZkf4KCdzN01DROn7nIwnlT6d2zg+TYU6dNw7NmTbwb1GfNxvWUK1dOckyA\n1d/MZ8/6jTTt0J4RM6ZTrXYtVs79lmN7/lAr3sngTdiUd6TtyHGUd3XjxKb17F40H8dq7gSOGIup\nuQWhK3+mIO/ZLc1eJaO6NKOBuzObjpzl680H2R1xmcY1XenepJ7k2KdCgjC3suaN4WOo1aIVlw4f\n4NqxI5Ljfj66JwG+niwL2sc3y3fQpnEdars7S46rjzauWoOtnR1zFs6nW8+eBK/fwPaQLdpOS1CR\nvuw/nb3Ex/5WAAAVn0lEQVTCTElI5JsPP0GZlIwChUZGntZwd6VLp9Z8Ov07Nm4unswefvw01taW\nfPTBe4Rs3UtRUZHa8d2qu2FpZYmFhQX1vLwk5wtw/9YtokLD6DduDAGdOwJQy7cBOZlZ7Ph1NY3b\nBr7wlYpjNTf83yzu22lhZ8/tc2dwdK2Gd4e/+okqYM+i+Sjj4nBwdtHI/0OXGRsaYGRgwMp9p/jz\n1gMArtyLw71SOTydHSXHL1/NjcZ9igfiOHnW5O6F89y7eIGazV/8DsHfqjk70rh+DWYs2czhU5eK\nc465T9CCDyTnq498GzVkwuRPAPDx9yc8LIyzkVH07CffQg2C5ujL/tPZK8wzx45jYWXJpAXfkJaa\nyqoFiyTH9PcrvsW4e2/pd/e/7Q6lrIM91d10rzhEX7gIQIPmAaW2+7RsToZSyaO79144ZrmqriX/\nNrexAaBslaol28wsrQDIzc564dj6KL+wiK+DD/LnrQeUtbGkTtWKdPCtSaWythgbSn+JlHd1K/XY\n0s6egjxpq8zU8Sg+Vk+djy7ZlqzM4FK0fA17dVkdr9J3Aio6OZGRLgab6Qt92X86e4VZ0cWZT+Z/\ng7WdLd0G9mfrr6sJ37ufZu0C1Y5pY2NNfn4BSmXpHZGYVNxd28pS9wYTZaVnYGBoiKVN6WWgbOzt\nAcjOevGiZmxm9q9tRiYm6iX4imhQvTL9W/niaG9NWlYOtx4lkZtfgIFCesE0Mv7H31ah4PFj9e9k\nAFhbmJFfUEBWTunb5snKDCzMXr99afaPY1qhUFBUJOZD6wt92X86e4VZq0F9rO1sAej8dj+qeLiz\nbvESEh4+UjumUpmOsbERtrali0+5ssXFJyU1Tf2EZWJhbU1RYSGZaaWLvDI5GQCrv64QBfU52lsz\ntmtzLt19xLilWxi1JJhvQw7xKFn3joe/pWVkY2xkhJVF6RONjZVuTrf62z9Pgrk5OVrKRHhRYt/p\ncMH8f4ZGhgyb/DH5efn8PPtrtT9njDp9AYCO7ZqX2t65Q0sSE1O4fee+9FwNNLuIsVud2gCcOXK0\n1PYzYUextrOjXCX5Fjd+XVR1LIOxkSG/nbxIckbxFbupsREelcujUGg5uf9w7sotgL9GyBazsjCj\nVvXK2krpucwsLEj7640eFJ9w78fc1GJGgqrEviums7dk/6lyNVe6D3qHkOUr2bUhiC7vvPhqJlev\n32LP3iN8OmkElpYWXL12k8A2TejSqTWfz1yskYFF1jbWXLt6lciICOrWq/evWw0vqnI1V+o3a8qW\nn34hJzubSq6u/HniBFGhYfQZMwoDA714z6PT7sQlU1hURN8WDTh47jrW5qZ09K+FraU5+QXSbp3K\n5d6jJPaFn2fMO+0xMTYiPknJ210CMJKp64Qm1PT1IWL/ASpXd8PK1pZDIVt19g3Jy5L48CGZyjSq\neNbQdirPJPZdMb0pmACd+vXhdPhxtq1aSx0/X1xreLxwjAkfz2HCuEG8N+gt7O1siLl5lwkfz2aH\nhlqZvTNoIJMmfszoYSP4eeUKvOvXlxzz3cmf8PuatRzaup3MtDQqODvz7qSP8W+j/ihL4YlHKeks\n23WMHk3r8VHP1igzszkXc5+wC9G8+4Y/dlbmpGbo3lKM3yzfwbD0NxjcoxVGRobsDjtDYkoaZia6\nNXftb92GvU9+Xh7BS37AzMKCZp06UdmtGveio5//y6+oA0GbiTp4iHm/79B2Ks8k9l0x0Q9TRaIf\n5hOiH+YToh/mE/rWU1FX+mHOHTaSyT//qNLPin6YT4h+mIIgCK+R04dDcXR5PReb0Ed6dUtWEATh\nVeLsXp26jRtrOw1BRaJgCoIgaEn5yro7qln4N3FLVhAEQRBUIAqmIAiCIKhAFExBEARBUMEzp5U0\n7/upLE+66PvRssQ9dv3FFyJXVVMPeUayZeer32vxWcIu3pElLkCtqpppW/ZP9xLkWYquv6/0vp7/\nJbNAnqkJ92VaeLq2Q3lZ4gKsjTovS9zKZeVZ/tHUWL4hHD8s3StL3OkfdZclblquPK38KljJN/Wj\nvtOLz8NXVXZ2ylO3iytMQRAEQVCBKJiCIAiCoAKdLJh9m7Xitw2btJ3Ga2PV2KFcPCjPLSRBeBWM\nbdeJg8FbtJ2GoGViHqZAxw8nY1XGQdtpCILO+nDhfMqUl+/zX0E/iIIpUN7VTdspCIJOc63pqe0U\nBB0guWDWrF6ZUf3b417ViYLCQk5fjGHpuj+IS0yVFDcjLY3F07/kzPETGJsY06xdW/qPGo6RkbSU\nCwsKOLt3D1fCj5KelISdoyM+nTpTo1ETSXH7NmvFkI8mcOb4CS6dPottGXs69+1Nu7felBR3cKu2\nDJwwjvMnTnHl7Dls7O1o37sXbd7sKinu/1s1dii+3XtSp007jcT7pEt3eo8fy7UzZ7kSFYWRkTEN\nWrWg03uDMZS4yHNBfh7HNm/iRsRJCvLzcfdriLmNDddPnuDdbxdoJH9N27pxE9uDNhP/KA4n58oM\nGDqEVu0CJcWMOBzGki++5N0Px9O6WxcATh48zNKZsxjzxTT8W7VQK65PnXpMmfYZR8OOEBkRgYND\nGQa8+y69+2lm0faz+/dy/sB+0pOSsC3vSMNu3anRsJFGYn/UuRsdBr7DmdAwkuPi6TN+LN7NAzQS\ne2y7TnR//z3a9HpLI/EAOjetR6emdSlnZ83DRCWbDkYSfl5a949+Aa0ZMeUTzp+K5OyJkxiZGNOs\n7Ru8M2okhkbSXntFhYX8sSmYY3v2okxOwbFyJboM7I93U2nnToDfNgWzK3gLCXFxVKxciT7vDSYg\nsI3kuH5+PsyePRMvr7rk5xcQGhrGlCmfc/euejMqJH2GaWluyjeTBpGQnMbUeev49ufteLg6MX1c\nHylhAdi5IQhrO1s+mvsVb3Tryp7NIRzYvlNy3P3Lfybytx3UbtGSzuM+oKK7O/t+XsalI6GSY2/4\n8WcsLC35cNZM/Jo3Y+V3izm483fJcYN/Xo65pQVjZn5Og2ZNWbd4CWG/75YcV047l6/A0taGQZ9O\noUmnjoTv/J2Ivfskxz3463KuHDuKf9c3aTdsJMr4OM7t/UMDGctjzU/LWfbdIlq1C+SrhfPwaejP\nrKnTCNt/UFJc/1Yt8GnWlODlv5KeqiQtNZW1i5bQqHUrtYvl3xZ/txArayvmLVxAqzZt+HrWbLaG\nhEiKCXBy+1aOBm3Ew78RXT/4EJfaddizbCnXI05Jjv23A5s2E9C1C30njMetrnzTiaTq84Yfgzs3\n4ei5G3y1chfnbtxjYr+2NKkr/W7Pmu9/wNrOlomzv6Ttm935I3grh36Tfh7a/OPP7Fq7nibt2jL6\ny+m4etbgpxmziL5wUVLcoOW/snLxEgIC2/DZvK/x9vdj/udfcOygtG5ZNjY2bNu2mQcPHtKrV39G\njx6Pt7cXa9YsVzumpMu1KpXKY2ttwZY/TnDpRnHFTk3PpEFtNxQKhaSGzPV8fRg8YRwAdXwacPrY\ncS6dOUf7nj3UjpkYe48bESdpNfBd6rRsDYBLnbrkZmVzYkswNZs1l9SQuVIVF8ZO/wwA70b+JMUl\nsGPtBtp07ax2TICKLi4M/2wKAHX9/UhOSGDXhiBadO4oKa6cqnh60n34MADcvby4HBHJ1ajTNO7Y\nQe2YKY8ecv3USd54byg1mxVfOVSuWYvVkyZqJGdNy0hPZ+OqNfQdNJDBo0YA4Nu4EVlZWfzy/Q+0\nkPgOetCH45g8cAghK1aSk5WFoZERAyeMlZy3azVXZn09F4AmzZrx6NEjVi1fQY+ePdWOmZOZSeSu\n3/Ht2IkmbxXHqVKnLvk52RwL3oyHf0PJeQN4eHvTqL1m7pTIxdLMhLdaNWBr6Fk27IsA4NyNe5ib\nGjOwY2OOX4iRFN+jTu0n507fBpw5dpxzJ08R+GY3tWNmpqUTtvN3Og/sT6d3+gFQs0F94mLvc/3C\nRarXraNW3Iz0dLasXUePAf3pP3woAPUb+pOdlcWapcto2qa12jl7enrg4FCGpUt/4tSpSAASE5No\n2bK52vVJ0hXmrdg4lOlZzPl4AB8M7kJDbw8u37jHypCDkoolgEfd2qUel6tQgayMDEkxH1y7BkB1\nX//Sz9WwIdnp6aQ8eCApfpM3Su9c34CmxD98SFJ8gqS4DVu3LPW4ftPGJDx8RHKCtLhycqlRuoO8\nbVkH8iROjr5/7SoA1Ro0KNlmbGpK1XpekuLK5fKfF8nLzaVhs6YUFhSUfPk3bczD2Ps8vC/teLNz\ncKDfqOGE/r6bEwcO8d7HE7CykT7Jv12H9qUet2zVivux94l79EjtmI9iYijMz6eqlzdFhYUlX1Xr\neaFMiEeZoHr/yGcpV6mSRuLIycOlAqbGRkRduY2BgaLk68y1u1R0sKW8vbTJ/tVr1Sr1uEz5cuTk\n5EiKeevqVYqKiqjXqPQbm4nzv6bj2+rfrr9+8RJ5uXn4Nm1S6jXSoHEjHt1/QJyEc/Lly1dJSkom\nJGQj3333DW3bvkFERBRffTVX7fok6QozOyePsTN+4d23WtG+eX16tGtEekY263aEsfG3o1JCY2Jq\nVuqxwkBBUVGRpJi5WZkYGBpiZmVVaruFjS0AeTnZkuLbOZQp9djGrjhuRloaDuXVXx3HtkzpuNa2\ndkDxu74y5eRZdUcqE1PTUo8NFAoeS9x/ORkZGBgaYmphWWr73/tP16QplQCMG/z+U7+fnJhIxUrS\nGuz6Ng9g7aIlGBkb4V5HvXf5/1S2bOljyq6MPQBpyjQcK1RQK2ZORvHKRZu/mvnU72empmJbTvoo\nVCs73TwW/p+NZfG57ZsxT79iL2NjSXyK+is9mZr987VnwOMiaRcwmX+tPGVtZycpzj+lKYtX95o0\ndMRTv5+cmISjmk2oMzIyCAzsxNSpH9O/f19GjBhKSkoq8+Z9x4IFi9WKKXnQz+3YeL5YtAkjQ0Pq\n1axCr/ZNGNm/Peeu3OJKdKzU8BplamlJUWEhORkZpYpm5l8nNjNLq//6VZVkKEsv7aZMKR74ZCPx\nIMtMKx03PbU4rrUenBw0ydLOnqLCQnKzMksVzWyZlpGTyvKvY2zG/G8o5/jvYuBcxUXycwT9+BPm\nlhY8fvyYDT/8yNDJH0uOmaosPWAvJSkZeFI41WFiYQFA57Hjsf7HG0AA+woV1Y6tbzJziu+0zF69\nmyTlv++a3U+QNmBSDuaWxa+3dKUSu7JPpqDdi47h8ePHuLhXVyuupVVx3Clfz8bhKdN2KrlIe41c\nuXKVAQOGYGxsTNOmjRk9egSzZs3g6NFjREaefuF4km7J+nu5s+OnKdhaW1BQWMiZizdZuKr4w2VH\nB82+E9EEJ/fitQejoyJKbb8RcQpzGxvsHB0lxT9z/GSpx1FHw3Gq4oJ9WWlzHM+dLD0o4kz4cSq6\nOGPn8HrNnaxY3R2FQsHNs2dLthUWFHDn4p9azOq/1axbGyMjI1KTk6lRq2bJ163oGNb+vELyxxaX\nz5wjbNce+o0aQb+Rwzm6Zy8Xo178JPBP4WFHSj0OPXSIqq6ulJNwN6NCNTcMDA3JTk/D0bVayVdi\nbCyndmxH2l9Cv1y/G0d+QSG2VuZExyaUfLk4OtDnDT9tp/dUVWvUwMDQkAv/OBetW/g9+zarv6CD\nR+1aGBkZoUxJwb2mZ8nX3ZibbFqxEiQcGYGBbbhz5zplyzqQn59PaOgRJk6cBICzs3p9SCVdYV6J\njkWhUPDVxP5s2HmEgoJCenVoQnpGNmcv35QSWhZlnV1w8/HjaNAG8nJyKFvZmZtnz3Aj4iQt3hmI\nQsKAH4DzpyL4dcEifJo14ezxk0QeCWf8zOmS874YEcXaRUuo36QR509GcCb8GCOny7Mwvi6zc3TE\no1ETjmxYR0FeLtYOZTl/YB9ZqalYO5TVdnr/Ymdvz5v9erPsu8Wkp6fjWbsWMddu8OvSH2nSonnJ\nFag6cnNy+HXeAmrW96bJX4OHQnftYeW875i98hdMzc3Vjn08/Bhfz5pN85YtCT9yhMMHDzF3/rdq\nxwOwsLHBO7AtR4I2kpOZRYVq1Ui4e4fjW0KoVr+BpHz1TVpmDr8f+5P3OjfFytyUG/ficXUqyzvt\nGnLq8i2yc+VpyCCFjb0dzTt3ZPf6IAyNjHBxr86ZI+HExsTQb+wotePa2tvTuXdPfl28hIy0dNxr\n1+LW9RusW/YzDZs3w8LS8vlB/kNU1GkUCgVBQWuZP38ReXl5jBkzkpSUVMLC1PvIUFLBTM/M5qM5\nqxjerx2fjeqFkZEhV6LvMWHWryjTs6SElk27YSM4uX0r5/btJScjA/uKFWk7dAQ1GkufS9Tl7b7c\nuRHNvMmf4VjJifEzPqeRxCH+AB369uZudAyLP/uC8k4VGfn5p/i1aC45rj5qNfBdjE1NOLE1hKLC\nQjwaNqa6nz/JEgdsyWXY+LHY2Zdh19btrP7xZ8qULUuPfn0ZOPzpn2uqasuKVSTHJ/DhnK9Ktg2a\nMI5p748gePlK3pFwEhv43mCuX73KxHHjqexcmTnzvuWNtm0l5QsQ0LsvFjY2XAg9zMltW7CwtaN+\n23Y07CZtrrI+Wr37OMqMbNo1rM3bbRuSnJbJzvA/Cdof8fxf1pI+o4ZjZWvL4e2/kZGWRqWqVRg7\n+0uq1pDWNWTQmFHY2tuzd8dONvyygjIODnTt25u+QwZLipuSkkq3bj358svprFixDBMTYyIjT9Op\nU3eS/vqY4UWJ9l4qel57r77NWtF/1Ai6vP1ic1Cf195rcKu29B4xlA59er1Q3FexvVd2ejp3L13A\n1as+Jv93RRI8ayYWtrZ0GjP+qb8n2ns98bz2Xj516jF+4ocMHPzuC8cW7b2eEO29ir1q7b3E0niC\n3jAyMSF07RqiIyOp06oVBgaGREdF8OhmDN0nfqLt9ARBeMWJginoDWNTU7pN/JiTW0PYu2wphQUF\nlHV2pvO4CTjXqv38AIIgCBKIgqkhQeGHZYm78rD05eReJRWqudH9o0naTuOVdVpHRxwLgi7QyX6Y\ngiAIgqBrRMEUBEEQBBWIgikIgiAIKnjmtJI/bl6X5UnbV5NvOLAgCIIgyEFcYQqCIAiCCkTBFARB\nEAQViIIpCIIgCCoQBVMQBEEQVCAKpiAIgiCoQBRMQRAEQVCBKJiCIAiCoAJRMAVBEARBBaJgCoIg\nCIIKRMEUBEEQBBWIgikIgiAIKhAFUxAEQRBUoPMF89GjR5w7d468vDxtpyIIgiC8xnS+YAYHB9On\nTx/i4+O1nYogCILwGhPtvQRBEARBBTp/hSkIgiAIukAUTEEQBEFQgSiYgiAIgqACUTAFQRAEQQWi\nYAqCIAiCCkTBFARBEAQVPHNaiSAIgiAIxcQVpiAIgiCoQBRMQRAEQVCBKJiCIAiCoAJRMAVBEARB\nBaJgCoIgCIIKRMEUBEEQBBX8D692Ie2yin1DAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -572,9 +576,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCv8HSEwvJChRZRwAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -582,9 +586,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSiuKqDln9AAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUAaiYAqCIAhCGfwPeyJF94K6fzwAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -597,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -611,18 +615,20 @@ ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABnCAYAAACNd3IfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGkSHKQiCIAjV8P8ARAdIdqDkUQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABnCAYAAACNd3IfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIQjXCg7iNQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADtCAYAAAAyXEWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -630,9 +636,39 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADtCAYAAAAyXEWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADXCAYAAACXvWFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd0FFUbwOFfsiWbsum9h4SSHhJaqKFXRZGmIiCKYu9Y\nP8GKghVERbAACkhREaWHFggQWiihlySQkEB6TzYJ3x9BMBIg7uywG7nPOXuOu5t992WdmTtz5977\nml26dOkSgiAIgiDckLmxExAEQRCEpkA0mIIgCILQCKLBFARBEIRGEA2mIAiCIDSCaDAFQRAEoRFE\ngykIgiAIjaC80ZtWVk6yfOkvh7bLEreVi4sscQE+WZYgS9wBXVvJEnfbgXRZ4gJ4udvJErdXcIAs\ncb1s5MkXYHbiHlniWmlUssQtKq2UJS6Ap7NWlrjlVdWyxF3y/QZZ4gL0uidWlrgj2obKEvd/366S\nJe47D/WXJS5AoJOvbLErKgobfF1cYQqCIAhCI4gGUxAEQRAaQTSYgnCLiEW1BKFpM1iD+frrE7lw\nIc1Q4QThP+X0vr1smv+DsdMwCZPuGcq25cuNncZ/Xo/odvw870djp/GfcsNBP4IgGMb+dWtQaSyM\nnYZJeHjK+9jLOEBPqPPFD9/i5uFh7DT+U0SDKQjCLeXTooWxU7gthESEGzuF/5zbrsEsLSll3tez\nSNy0hbycHKxtbGjbqSOPvfgcNtp/Pyx++tg7WbB1HyHebgR7uVKhq2bN/uMcPJvFyNhIgtydKCyr\nYFnSIY5kXJDhX6Q/C6WCnsGBBHu4YKOxoFJXzfHsHFYePE6FTp6h/FJ8+vZ7HDlwkG+WLqr3+rNj\nHsLb348X33pTUvwF839k4U8LyDp/Hh9fXx59fAJ9+0sfFv/r1ClkHj8KwMyHx/DABx9h62yYK6w9\na1azd+0ainNzsXdzo+PdQ2jVQfqUhlmPPkjbwfdwMmk7xbk5dBs9jqC27Q2QcV2XbJ/RD9Bp8GCD\nxPvg3pEMmDCBM/v3c2rfPhRKFaGdO9Nj1CjMFQpJsS01akYP7ERsRBAOttaUlVey6/AZZi3bSGm5\ntCk6cv7GUNcl++izTzNi9CiDxNOoldzdIZzWzbyxt9ZQXqXjQOp5FmzeS3mVTlKeEye/ya7E7ezY\nug2VWkWv/v157LmnUShNq4kyrWxugQ/eeJO0U6cY9+TjODo7cfRQCnO/moWtvR2PPveMXjHvbhfG\n1mOpJMQn0aWVP0Pbh9M1OIBdp86x8fAp7ogOZnTXaN5cvA5dTY2B/0X6G9YmDFdbG9amnKS4sgof\nB1t6BgdSVqVj9aETxk7vGt369GL9Hys5c+IkAc2DADifkcGJI0cZ9ejDkmJ/PfNL5sz6hgcffojW\nMdFs3ZLAKy9OxMzMnD79+krLe9Ro1s2ZhUqtpuOwkVjb2UuK95dtvyxjx/LfaD/oDrxateJMcjIr\nZn6BmZkZLdt3kBx/38oVxA6/F421Ne7NTfuqMH7ePEI7d2HICy9w9shRtv2yDEdPD6J795EU9+Ux\nA/DzcOb73xPIKyyhpb8Howd1oqi0nDm/bpacd1P6jR/tG4uXkz3LEvdTUFpBM3dH7u4QQUl5JT9v\nTZYUe+ZHn9B7YH/e+XgqB/YmM2/2HHz8fRk8bKiBsjeM26rBrKqspFqn46lXX6Ztx7qz8Mg2MRw+\ncJCDe/fpHffMhTxW7DkCQGFZOVH+nqRezGfdwbpGZ8XeIzzZtyOudtZk5BVJ/4cYgNLcHIW5Ob8n\nH+XkhVwAUnPy8XG0x9/JwcjZNSyybRvsHR3ZGr/hSoOZsH4Dtvb2tG7XVu+4RUVFfD/nW8Y+NI4n\nnn4KgI6dOlFWWsr0Tz+V3GA6enqh1lii0ljgHhgkKdZfKkpLSVrxO+0G3UHnYcMBCAiPoKqigs0/\nLzJIg+kVEkJI1zjJcW4FrxYt6PPggwD4h4Vzcu8eTiUnS2owVUoFSoWCL35ez54jqQAcPHmO4ABP\nwoO8DZF2k/mNlQpzFAoF8zbu4lBaFgDHMi4Q5OFMSy9XyfFDIyN4+uWXAIhu347EhAR2bk0UDaYx\nqS0smDJzOgBZmZlkpJ8l9eQp0s+cQa3Wf0BGWk7Blf8urqjrpkn/22ullVUAWKrlWb1FH9W1tcxN\nrDtJsLfS4GRthZutDa5aa6prao2cXcMUCgVdevVga/xGHpjwCABb12+gc484SV03B/cfoLKyki7d\nulJdfbUrulOXLvz2y69knDuHl7dhDpCGcv7kSap1OppFRVH7t16LgMhIDm7eRMGFC9i7SjuQ2bs1\nnQEjnkHN6z3XOjpRVVEhKaauuoY3vlwGgKujLV6uDvh7OOPr7oSu2jC3LJrKb1xdU8snv20CwElr\njbuDFi8nOzwd7dBVS+81CwkPq/fcxdWV8rIyyXEN7bZqMAG2b97CrE8+53xGBnb29jQPaYWFRkOt\nhEaisoH7fVUm1PV6Pa3cnekf3gJHaytKK6vIKChCV1ODmZmZsVO7rri+vVmxeCmpJ0+htrDg1LHj\nPPK8fl3pfykoqDu5GXNfw/d6Ll68aHINZnlJMQAL3prc4PulBQWSG0xLPe7pG4vKQl3vuZm5GZcu\nST/xax8WyCND4vBwsaewuIwTZ7Op1OkwNzPMjLym9BtHBXgysms0rnY2FJdXkJqdR5WuGjNz6ccL\nC42m3nNzczOTnLd8WzWYGenpvPfK6/QaNIBpD3+Fi1vdAeXdV14n/fQZI2d3azlaWzKibQT7zmby\nbcIeii5fGY9oG46L1trI2V1fq/Aw3Dw92bZhEyq1Chc3N0KjIiXF1GptAPhk+ue4ubtd875/gDxr\n3EphYWUFwF3PPofW8do1nx3FdALJPF3seW3cINYnHWbi9J/JLSgB4NUHB+HjLs8626bK1c6GxwZ0\nIvFIKh8uiye/pByAx/p3xMPR1sjZ3Tq31Uo/J44eQ6fTMWLM6CuNZUV5OSnJ+7mE6Z3NyMnT3hal\nwpyE42lXGkuVwhxfR3tM9/qyTrc+vdi1LZHEjZvp0ruH5CvisIgIlEoleXl5hIaFXXmcPHGSb776\n2iBnumbmht3VPAKDMFcoKCsqwr1ZsyuPnHNnSfz1F5M8O29qgnzcUKmULFmXdKWxtFArCQn0woQ7\nYWTh5+qASqFg5e7DVxpLtVJBcw8XzEz+iGE4t9UVZlDLlpgrFHw7YyaDhg6hsKCApfMXkJ+bi8qE\n7i/eCucLiqmpraVPaBBJZ85hrVbRqbkfNho1NbWmeQ/zL3F9e7Nk7nwAnnrtZcnxHB0duW/U/Xwy\ndRrFRUWEhYdz9OhRZn4+nbge3bGxsZH8HRZWVuScTSPj6BHcmgWiVKtv/qEbsLK1JbpvPzYu+ImK\n0lI8AgO5kJZGwpLFBEXHXLkCFfR36uwFampqeXBwF1Zu3Y+ttSVDerbBQWttkPt2TUn6xQJqamsZ\n2imSjQdPorW0oG/rVthaa0xq5L/cbqsrTG8/X156603OnDjJG888z7fTv6BlaDBPvvwSF7Oyyb14\n0dgp3jK5pWX8sjcFd1sbHoiNok9YczLyi/hj/1HsrDRoNdIO6HLyC2yGf2AgXr4+BLY0zFD8Z198\ngfGPTeCXJUt5/JFHWTD/R+57YBRvv/+eQeJH9e5LTXU1Kz77mIvphllCMm7kvcTedTcHNm5k6dQP\n2bNmNTF9+9H/0QkGiX+7y7iYz8fzVxHg6cJbE4YwbnBXTqRl8+Xi9bg4aHG0Nd1bF4aWXVDMnLU7\n8XG257k7uzGsUxSpF/L4ceNunLRW2Ftrbh7kP8Ds0g36bkQ9zKtEPcyrRD3Mq0Q9zKtEPcyrRD3M\nOqIepiAIgiDchkSDKQiCIAiNIBpMQRAEQWgE0WAKgiAIQiOIBlMQBEEQGkE0mIIgCILQCDdcuCAl\nS54ST0+88YMscb+ZMk6WuAAn98jzW+x0lj4pviEWFvKtSdEv1DAVN/7JRiXP3M9d58/JEhcaXkfY\nEB7rpH/1lRuplXEFoOSL52WJG+HiLkvc+z6Tr8Dy+39KL/3VkBoDrI/bEN8A6RVHGvL7gWOyxAX4\nYfdW2WJfj7jCFARBEIRGEA2mIPwHiLVjBUF+osE0sA7hgTw5opfB4k0a1IPYZj4Gi/dfkHX+PI+O\nHkv3th0YM3yksdMxug3x8bw9ebKx0zC685nnGX3f/bSLimb43fcYOx2j6B3TgSXzfpL1O1q6OTMo\noqWs32Fok+4ZyrblyyXHua0WX78V7uoeQ8XlgtGCPJb8tJATx47z9tQPrlSduZ3NmzsPK7HYOgvm\n/8jxo8f48OOPGizTJhhGbDOfJlHv9+8envI+9gZYOlU0mEKTU1RYiIenJ126xxk7FcGEFBYW4unl\nRfeePYydimBifFoYpkiD5Abz6KEU5kz/glPHjqNQKohq24bxzzyFm8QCtgpzc4b0iKF3+1BcHW3J\nvFjA4nVJbNpzVGrKsvng6eFENK/rPl054wXGTprNhbwiyXGt1CqGtA6lhZsTNbW1HDiXxbojpwwy\n4vHI5g0cS9hIaX4eWhcXIvoMxD9anhGahnBP/4FkZdaNxuwUGc1rb09m4OA7JcctLy1l+ffz2Ldt\nO4V5eVhaWxPeri0jn5yAlcTyXrW1tRxYs4pjiQmUFRZi5+ZG9MA78Y+Klpz32NFj2L1rFwBhwSGs\nWb8OLy8vyXHlUF1dzaqfl5Cwag252dm4eXkx6P576di7p+TY/Xv14XxmJgBRIWG89d67DL77Lslx\n5WJuZkbHQF9a+3pgZ6khr7SchBOpHMzIlhy7sKCASc9PZPeOnTg6OXL3vSMYcp9hbl2MjW2Nv7MD\nAJPv6MFn6xMpKK+QFLOyvJztvyzl1N49lBYUYGFlhX9EJN3uG4XG2jAVYSbdM5Q+ox+g0+DBkuIo\nJk++/s2PgsryG364tKSEZ8Y+RGCLFjz89JNEt29H/J+r2bV9B/1ucBBbuSH5pom9NLo//TtG8MvG\nPfy2eR+WahVj7+xCTkExp85daPAzd/RqfdO4+lqxft9N/+ZY2nmCAzw5n1PIlO//IPNiAbW1N27U\nvINufGIR1yIAbwc70nPz2XQ8lXJdNZ2C/Cir0pFRcP3G2Nz85kVd969eQfLK5bTo1JWwXv24VFvL\n3hW/YO/ugb2753U/F+ErzzB/tUJx079pHRPDhexsamtr+WjmdELDw7G0tLzhZy6Wld407leT3+XE\nwUMMGf8g3e8chKOrKxt+/Q1dlY7QtjHX/VxGbvFNY29fvJCD8WsJ696LiD790JWXs2v5MjxbBmPj\n2HBFoA7+jbtvHR4ezv7kZHx8ffn4k0/w8/dDcYPfUc6hQVllJTd8/+t3prDpj5X0HzGUvsPuobKi\ngqWzv8PBxRn/Fs2v+zk365ufsLRp04asrCxqa2v5YtZXhEdE3HS7kLPwccKJG5dwuyc6lBg/LxJP\npbPj9FnUSgW9Q4IoKq/kfOH1t6nogBsfL+Z/M4cjh1JoERLMg49PQKVWM2/WbGzt7WgVdv1KJ/tS\ns278D7oso6AIH0c78svKWbL7ELllZdzovN3G6uZTxf78YjoZx47RadgIInr0QuvkTPK6tdToqvEL\nv/7UH0uLxlf02bR4MYGRkfi2alx1qDDXhrv0JV1hpp9JpbiwiMEjhhESUfcPs7WzY//uPdTW1mKu\nZ5V5fw9n4mJaMWPROlYlHgRg39E0rCwtGDOoM+t2pMg6n0xfZ7PyKKuooqKyimOphpuTdvpiHqtS\n6uaBpubm09LNGX8ne5JS9Z9fWFVWRkr8GkJ79iVqQN1Zl2erEHSVlexd8Qt+UddvJIypRXAr7B0c\nyMo8T1hEhEFi6qqqqKmuZtSzTxPWrg0ALaMiOXX4MMcPHJQUu6K0hCNbNhI98E5aD7gDAK9WIRRe\nyCLrxHHcg67fUDRGYFAQ1jY2WFlZERkVKSmWnM6eOs2ODRsZ+8Kz9LhzEADhbdtQXlLKktnf0bV/\nX8wbccJ0Pa1CgnFwdOR85nkiIk33dwBw1VoT7u3Oiv1H2Z2WAcCpi3lolEp6BgeyLz1T0olNaEQ4\nL789CYC2HTtwMTubxXPnc9eIYZJzv1hSRqWumqqaGs7d4IS9saov73s9xzyI/+X92Sc4mPMnT3Du\nmOn1JkpqMP2aBaC1s2Xy8y/RrU8v2nXqRGTbGCJipHU1hQXVdSklJNdfLGDL3mPExbTCx92RtPO5\nkr6jKTmbX782W0FZORqVtHqJF9NOU6PT4R0STu3fbuB7BYdyauc2inNz0Do5S/qOpkKlVvPc1PcB\nyMnKIvtcBhlnUjmflo5KLW0xhYtnznCpthbf8PoH8YHPTZQUt6k5dvnEo11c13qvt+8Zx44NG8lM\nS8e7mTz1UE2Nv1Ndl2ZKZv3u14OZ2YR7u+OiteZC8c17Ra6nc4+4es87dO3M5nXxZGVm4u55/Z4j\nY1Cq1Qx56WUACi9epCA7i9xz58jLzEAh8RgnB0kNppW1NdNmfcWCOd+x/s9VrFiyDButlhFjRzNs\n9Ci949pYaqiuqaGkrH7feH5xWd33auRZEcZU6f4xIu0SYCaxN6mytG6HXP351AbfLy8qvG0aTIDk\nxO0s/vIbLp4/j42dHf4tmqO2sKC2VtrKKpWXu4M1WnmKKzcVpcXFKBQKbGxt671u51DXeJSXlRkj\nLaPQqJTU1NZS/o9Vokovj663UEobWmLv6FjvuZ193W9cWqJ/IyynU/v2smXBTxRevIClVourfwBK\ntZpLEvc9OUge9OMf2IzXpryLTqfj0L5kflu0mG9nzCQ8uvUN+8xvpLisAqVCgY2Vpl6j6aitGzpf\nVCrtJrMA6sv3d7qNewxre/tr3rd1lec+pSnKPpfBrLffJ7ZPL158YCqOl4eff/32e5xPS5cU+6/f\nuaKkBOvLBy6A3LPpXOISzj5+kuI3FdZaLTU1NZQUFdVrNAvz8gGuaUj/y8p1OhTm5liqlPUaTRuL\nuguBsiqdpPglRfW7Sgvy8gCwc7h2Pze2/KwsVs6cQXCnzgwd/Dray439nzNnkJeZYeTsriVp4YLd\nidsZ0WcABfn5qFQqWrdry+MvPQ/AhazG3URuSMrpuh+qS1T9+ztdoluSX1RK5sV8/ZOWmdQrklvF\n2S8Ac4WCipIinHz9rzwKzmdyYM2fXJJ1eIhpST9xkmqdjv4jh19pLCvLKzh5KEXyCjoufgGYmStI\nP7i/3utbF8zj4No1kmL/RaEw/fVHWlwe45C0aUu913du2IStgz1u3qY5slcO6Xl1t1hCPesPLAnz\ndKOksoq8UmlX27u276j3PGHDRrx8fXA2wDxEMOx6xBfSUqmprqbtwDuuNJa6ygoyTxy/4WAiY5F0\nhdkyNAQuXeKdia8yfPQolCoVvy38GRutlsg2+g8aSc3MYWvyccbfHYelRs2ZzBxiwwOJi2nFzMXx\nJvlD/qW0vJJmXq6EB3lzLC2LKpkW55ZKY6OlVdce7Fm+lKqyMpz9AsjLOEvyn7/hExaFWnPjEYb/\nJT5BgZibm7Ns9rd0u3MQJYVFrF28lKK8fJQS76NY2toS3LUbyav+wFyhwNnXjzN7d5N77iwdR+p/\n2+LvtFpbjh49SlJSEhEREWg0GoPENSTfwGa07daFBTO/pqKsDJ/AZuzdmsiODRsZ/exTeg8QbIqy\ni0pIybxA39DmqJUKsotKaOXuQri3O38cOCr5VHXfzl3M+nQ6bTvFsm3jZrZvTuD1Ke8YJHeAiupq\n3G21+DvZcy6/iGoJFwmufn6YmZuzdfEiInr0pLykhD2rVlJaWIhCYte0HCRtpVo7O96d/ilqtZpp\nk97m7Zdeoaqqiikzp2PXQDffvzF13ipWJCRzV1wMk8YPJjjAk6nzVvLn1v03/7AR/bphDyqlgnce\nv4dAb9NehSb6jiFE9BnIyR1bif96Okc3byC4W0863j/G2KndUu4+3ox75SXOnT7D9Ff/x7Jv5uDf\nsgX3PfMkeRcuUpAjbYBZh2H3EtmnP4c3bWDtlzPITU+n3xPP4uLnb5D8R48dg66qignjH+HIkSMG\niSmHCW+8Su+7B7NmyTI+e+1/nDiUwoQ3XqXX3dLmxjVFy/YeIunMWWKb+XBvuwh8HO1YuucQu1Kl\nd0M++MQEzpw8xRvPvMDu7Tt49d23iOvT2wBZ19l+6ixKczNGtY/Ew07aHGUHdw/6jn+UnHNn+e2T\nj0n4eRFuAQH0eGAMxbm5lOSbVm+i2aUb9DmdKcqT5UubYnmvR175Vpa47fvKM3dUzm66UZ3lGbYv\nV3mvwzkNz9s1hJ3H5bnP8mxcrCxxRXmvq8xlnIcpV3mvh3pIX+yiId9tvPk8c324yVS+EMBBK18v\n2Miwhud/3j79IIIgCIIggWgwBUEQBKERRIMpCIIgCI0gGkxBEARBaATRYAqCIAhCI4gGUxAEQRAa\n4YYzQxtTbkkfVhLn7lzPwp2HZIkLoKuolCVu+xBvWeJuOyBtSbcb6dl+hCxxl2z6Xpa4sZ6+ssQF\n+OGXnbLEffzIL7LE/fKxIbLEBZg2c5Uscdt3D5El7tqFW27+R3r6/rPHZYkr1/S2bz8cL0vc9xZt\nkCUuwKdj75At9vWIK0xBEARBaATRYAqCcF1S19IVBFNgqO1YNJgGsm72awzt097YaQiCwWyIj+ft\nyZONnYbRNOV9ukN4IE+O6GWweHGt27Jo3nyDxbuVDLkdm97qtoIgmIR5c+dhZWVl7DQEPdzVPYaK\ny/U1b3eG3I7FFaYgCIIgNIKkK8we0e2YOPlNdiVuZ8fWbajUKnr1789jzz1tkqVZAOY89hDthgwj\none/K6+t+3oGlWXlDHp+oqTYttaWvDZ+MO0jgtDpali/4xCzl22gpsY0a2RaKBX0DA4k2MMFG40F\nlbpqjmfnsPLgcSpMtCxZVWUVC76axfb4jeiqqujQPQ5bB3u2rY9nxpKFkmKHBYfw9LPP8OeKP8jM\nzOTtd9+l/4D+kmJq1Eru7hBO62be2FtrKK/ScSD1PAs276VcQqHg2U8M4/v4JEJ93Ynw80BXU8vO\n42ks2XbAIAusjx09ht27dgF1v8ua9evw8jLNmpVin67vg6eHE9HcB4CVM15g7KTZXMgrusmnbq6o\noJC3X3md7QlbUalV9Bk4gAnPPI1SJe1Yr1EpGRgdTKSfB7aWdfvI4XPZLN15UNI+AobfjiVfYc78\n6BPsHOx55+Op3DVsGL8sXMQfv/4mNWyTNLxfBwpLypk0cyl/bNnHPb3bMaibPNUFDGFYmzBaebiw\nNuUkcxP3se1kGhHe7sS1DDB2atc164OpbFm1hnseHM2Tb75OVkYGKxcvMVj8b76exajRD/DelPdp\n266t5HiP9o2ldTNvliXu5+PfNrN671Hat/DjznahkmOP6BxFSXklM1clsunQSXpFtqBLiGH+3/3v\nzf8RHBxM6+hoflq4EBcDFR9uapraPg0wc/F6Tp7NJuVUBs99vIC8olKDxF00dz529va89+lH3Dn0\nHpb+tJDfly6THHdstzZE+HqwfHcKM9ckEn/oJG0CvekX1VJybENvx5IvA0MjI3j65ZcAiG7fjsSE\nBHZuTWTwsKFSQzc5ew+fYebCtQAkH00jNrI5US39WL5ht5Ezu5bS3ByFuTm/Jx/l5IW6eo+pOfn4\nONrj7+Rg5Owadj79LInrNzDh1Yl0G1B3NREa05qnh99vsO+I7RjLsOHDDRJLqTBHoVAwb+MuDqVl\nAXAs4wJBHs609JJeK/VUVi4LE5IBOHruAhH+noT7ebA55bTk2IFBQVjb2GBlZUVklDzl3JqCprRP\n/+VsVh5lFVVUVFZxLNVwJddiOrTjmVcuH+vbtSVx8xb27d7NkHv1n5ddt4+YsygxmSMZdWX4TmTl\n0MzVkebuTpJzNvR2LLnBDAkPq/fcxdWV8rIyqWGbpMOn6tdGzM4pwNrKwkjZ3Fh1bS1zE+tq4Nlb\naXCytsLN1gZXrTXVJtrddDi5rnh4my6dr7xmodHQOrY9KXsNU8/P399wV9fVNbV88tsmAJy01rg7\naPFyssPT0Q5ddY3k+Kez6he2zi8pRyOxe0yorynt03ILi4io99zdw4OS4hJJMatrapm5JhEARxsr\nXG2t8XSwxd1eS3WN9H3E0CTvXRYaTb3n5uZmt+3crYp/9LfXXrqEuZl8RWqlauXuTP/wFjhaW1Fa\nWUVGQRG6mhrMTDTn4sIiFEol1tr6K0XZORjuitjRydFgsQCiAjwZ2TUaVzsbissrSM3Oo0pXjZm5\n9N+46h+N7qVLlzDR/3VNVlPbp+VkYVn/WG9mbk5trfST63Afd4a0D8fF1pri8krScwuoqqkxyd/5\ntjwd/WeDLteyd6bM0dqSEW0j2Hc2k28T9lB0+TcY0TYcF621kbNrmKOLMzXV1ZQWl9RrNIsLCo2Y\n1fW52tnw2IBOJB5J5cNl8eSXlAPwWP+OeDjaGjm7/xaxTzdNLrbWjOvRlqSTZ/l8ZQIFZRUAjOve\nFnd7rZGzu9ZtN61EpbGkrKDgynNdZSW55+Rbd9VUedrbolSYk3A87UpjqVKY4+toj+md19VpERaK\nmbk5e7YlXnmtWqdjf1KSEbO6Pj9XB1QKBSt3H77SWKqVCpp7uGBmsr/yVQpF0zg8iH36Woa48rsV\nfJzsUSkUrD1w/EpjqVYqCHRzNNgeYsjt+La7wvQJDeP49m04+/qh0Wo5sHY1NIGDl6GdLyimpraW\nPqFBJJ05h7VaRafmftho1NSY6M7m7u1F5949mfv5DCrLy3F2d2P10l/Jz83Dxc3N2OldI/1iATW1\ntQztFMnGgyfRWlrQt3UrbK016Ezw/sw/abW2HD16lKSkJCIiItD84/aLqRD79LVKyytp5uVKeJA3\nx9KyqDLRaWLncuv2kcFtQtl69AzWGjU9w5qjtdSgM9BYCkNux03jFNKAOgwbiWfLlmxdMJ8t877D\ns2UrmnfoaOy0brnc0jJ+2ZuCu60ND8RG0SesORn5Rfyx/yh2Vhq0GrWxU2zQuBeeJbZnD36e/R0z\nJr+Li7sbHeK6YWFpaezUrpFdUMyctTvxcbbnuTu7MaxTFKkX8vhx426ctFbYW5tmA/SX0WPHoKuq\nYsL4Rzg28cAwAAAgAElEQVRy5Iix07kusU9f69cNe1ApFbzz+D0EeksfkS2XC0WlzN+yFy9HWx7r\nHctdbcJIz8lnceJ+HK2tsLOUvo8Ycjs2u3SDEToZpfLcG3rmg59liStXGSCQrxTQC6/KM/1GzvJe\nC16bKkvcm5X3Kioo5OCu3UR3isXyb0tdvfnYk9g7OvL8e283+LlwZ3eD5vl3j35huDmgf6eQqbSe\nnOW97p0kT+kpUd7rKlHe6yo5y3upzBve/267Llmh6VJbqPnuk8/YsXETvQbfiUKhYMemzZxMOcJr\nn0wzdnqCIPzHiQZTaDI0lpa8+vHUy92x71BdXY1vYDNe/OA9wtqY9uorgiA0faLBFJqUoJBgXv9U\nXE0KgnDr3XaDfgRBEARBH6LBFARBEIRGEA2mIAiCIDTCDaeVnCstuN5bknz2e+LN/0gPVlbyzR0c\n3jns5n+khz3phqsm8HdudvItb9fGU566iL8dPCpL3DvDpJcJup75O/bLErdvRKAscY9fzJMlLkA7\nH09Z4s7fdkCWuAl/yFdx5PiGdbLEPbj/d1nifrx2myxxkxOPyxIX5J1G+FKPzg2+Lq4wBUEQBKER\nRIMpCIIgCI0gGkxB+A+4XUvqNUT8FoJcRIMp8Ez/O9iw9BeDxesUGc2CufMMFq8h00bdR9Kffxg8\nbpeoGBbKkPs3E8axf+1qg8cFSNqylVlTP5YldlOTfiCZ7T//aOw0hP8osXCBwHOfTMPBzXQXaG7I\n/ZPfwtbJ2dhpNNrgia+jdXKSJfYfPy9BY4KLzxtDysZ1qCwsjJ2G8B8lGkwB/+BWxk7hX/MMam7s\nFP4Vt2byjHoVBOHWMckG86N7B7Bs1yGCPV0JcnOipKKSTUfPkHgiTXJsczMzOgX50trXEztLDXml\n5Ww5foaDGdmSYx9POcy8L77izIkTKBVKwttEM/rJx3H1kFYtI+PECTb89BPZqamYKxT4h4XRc9Qo\n7FxcJOcMdV2ygx96kB5DDVfJojC/gFeefZ6didtxcnJi2P33MmLU/QaLP23UfXS79z7aDRxksJhy\n+mbCONoPGU5kn34GjfvmE8+Qsi8ZgHs6duOrZYtw9fDQO96f333PnvgNvPbDdyhVqiuvfztpMhaW\nlox65WXJOctl1efTyD5ZN43hh6fGc8/kKWgl9kIozM0Z0iOG3u1DcXW0JfNiAYvXJbFpjzxToPQV\nFRLG5HfeJmHLFrZt3YbWxobxjz1Kt+7deWfSZHbv2o2rqysTX32Fzl276P09RzZv4FjCRkrz89C6\nuBDRZyD+0W0N+C8xnDmPPUS7IcOI6H11n1v39Qwqy8oZ9PxEvWKa7D3MAZEtqdDpmLt1DwfPZTOk\nTSjtA30kxx0SHUq3Fs3Yk5rBgp37Sc8tYFibcKJ9pc0hKy0p4b0XXsbRxZlXPnifCa+8xOljJ/j0\nzbckxa0oK2Pxhx+idXRk6IsvMuCRR8g6c4bfpk+XFFduC+fNx9ramg8+/Zi4Xj2ZPu1jli5cZOy0\n/nPGv/gcAS2a0yoinCnffImDxG7f6O5xlJeUcOJyIwxQnJ/P6QMHie4eJzFbecUOvx9Hb19cmwUx\n4PlXsLK1kxzzhQf6cW/fDqzefpC3Zi/n8OkMJo4ZQN9YeeZlS/HRh1Px9fNj+swviIiK5IN332fC\nQw8T1bo1n82YjtZWy2sTX6a8vFyv+PtXr2DP8iX4R7eh+/gn8GgRTML8b0lL3mPgf4npMskrTIAL\nRSUs2F43KfzY+RzsrTT0CAlk56mzesd01VoT4e3O78lH2J2WAcCpi3lYqJT0CgliX3om+o6vy0hN\no6SoiIHD7qFleN3OZGtvx8E9e6mtrcXcXL9zk9yMDMpLSmjTrx/eLVoAYKnVkpaSwqXaWsz0jCu3\nsMgI/vfeOwC079SR7Kwsfvp+LkPvHWnkzP5bfAL8sbK2RmNpSYuwUMnxPAIC8AjwJ3nLFoLb1V05\n7E/YisbampYxMZLjy8newxOVRoPKwgLXAOld4P4ezsTFtGLGonWsSjwIwL6jaVhZWjBmUGfW7Uih\n1oRG5EZGRfHM888B4OrmSvy69URERvLwo48AYGZmxqMPPUxaahqt/uVtmKqyMlLi1xDasy9RAwYD\n4NkqBF1lJXtX/IJflGlvG4ZimkdbIPkfK+CkZGTjZCOtAre/s0NdrMz63a+HMrKxsVDjotV/dRyf\ngABsbG2ZMvE1Zn/8GXu376BFaAgjHx6nd2MJ4OztjaWNDUumTWPNd99xat8+vJo3p+uwYSbbWAJ0\n69mj3vPO3bpyITub8xmZRspIaKzW3eM4krSLqooKAJI3bSaicycUSpM9v5ZFWFDdilYJySfqvb5l\n7zHstVb4uDsaI63rCg2/etXreLmnISTs6mt29vYAFBcX/evYF9NOU6PT4R0STm1NzZWHV3AoJbk5\nFOfmSMy+aTDZPaCovLLe85KKKgCsLFQUllfoFdNSpaKmtpZyXXX92JV132Uh4YBgaW3FO19OZ8n3\nc9m0ajWrl/2KtdaGIQ/cz12j7tM7roWlJaMmTWLrsmUc3LKFPWvXorG2JnbwYGLvvFPvuHJz/EfX\noL1D3clKSUmJMdIR/oWobt1YPXc+h5N24dWsGRmnTnHno+ONndYtZ2OpobqmhpKy+seb/OIyAKw0\n8i3FqQ9r62tP+DUa/S8w/q6ytBSA1Z9PbfD98qJCyfeLmwKTbTCt1ap6z20ub5x/NZz6KKvSoTA3\nx1KlrNdo2lwehl6m0+kdG8C3WQAvvDMZnU7Hkf0H+HPxUuZ/OYuQ1lG0CNV/3UMXHx/ufvZZaqqr\nST9yhN2rV7NxwQJ8g4Pxam6ao0WLi+qfxebl1a1h+lfDKZgurb09zaOiOJSYSH52Nk4eHvi2lG89\nXlNVXFaBUqHAxkpTr9F01FoBUFSq34l7U6S+PG2p27jHsL58pfp3tq7SBjbK5Z+LWOgqKq/zl41j\nsn16wV715wWGebuTXVhCsYR/cHpe3WLyoZ5u9WN7uVFSUUleSZnesfft2MmDAwZTmF+ASqUiok0M\nDz33DAA52fqPwD2VnMxnjzxCaVERCqWSgPBw+owdC0BRbq7eceW2Y1v9BfY3rY/Hx9cXF1fDjOwV\nrpLS5X890d3jOLEvmUPbt9M6rpvB48vFkL9Fyum6cQ5douqflHaJbkl+USmZF/MN9l2mztkvAHOF\ngoqSIpx8/a88Cs5ncmDNn1zSe/SHfFQaS8oKrhYQ0VVWknsuXVJMk73CbOnhwt0xIaRkXCDY04Uw\nbzd+3LZPUszsohJSMrPpF9YCC6WCrKISWnm4EOHtzor9RyX9Lw8KCQYuMe21N7hr1H0olSr+WLwE\na60NYdGt9Y7rGRTEpUuXWPbxx8TeeScKpZJdq1ahsbbGL0S+1fql2r0ziS8+/pQOnTuyOX4jWzdt\n5q0Ppxg7rf8kK60NqcdPcmjvPpqHhmBhgIn7we3bYf7VV2SeOs39E18yQJa3htrSiryMs5w/cQwX\nvwCUav27TVMzc9iafJzxd8dhqVFzJjOH2PBA4mJaMXNxPCY03kd2Ghstrbr2YM/ypVSVleHsF0Be\nxlmS//wNn7Ao1BrTWzjDJzSM49u34ezrh0ar5cDa1YCZpJgme4W56chpnLTWPNglhuZuzvy4bR8H\nzmZJjrt0zyF2njlLbKAv97WPxNfRnqV7DrEr9ZykuFpbW974ZBoqtZrpb7/H1FffQFdZxaTPP8G2\ngS6MxrK0sWHkq6+iVKtZ8eWXLPvkE6p1Ou59/XWsbG0l5SynR558nFMnTvDSk8+QtH07k6a8R69+\nfY2d1n/SnSOHo9PpePf5iZw5fuLmH2gElVpNs7Bw/IJb4ehumt1tDQnp0Zuaah3rvvyMPIlXEwBT\n561iRUIyd8XFMGn8YIIDPJk6byV/bpWnrJspi75jCBF9BnJyx1biv57O0c0bCO7Wk473jzF2ag3q\nMGwkni1bsnXBfLbM+w7Plq1o3qGjpJgmWQ/zo3sHsGLfETYfPfOv4op6mFeJephXiXqYVzW2Hqau\nqoop4x6i/+jRtO3Tu1GfEfUwrxL1MOv81+phmmyXrCAIt155SQnb/viT0wcPojBXENmtq7FTEgST\nIRpMQRCuUKpU7Fi5EqVKzYjnn0MtFjIXhCtMssF8ceFKY6cgCLcllYUFb8yba+w0BMEkmeygH0EQ\nBEEwJaLBFARBEIRGEA2mIAiCIDTCDe9hPvjsl7J86UdTHpQlbpiT283/SE+Dn5ennJZHkDxTNL58\nzHC1Lf8pu7xYlrgX80tliTv25W9kiQvwzZRxssR95JVvZYnbvq/+i2jczOEzF2SJK9fUhO53tZMl\nLoBOz/WubyYsfKAscX/dIs9968RVe2WJC3Bv+1tfYk1cYQqCIAhCI4gGUwCuXaS4KWiKOQuC0HRJ\najDXzX6NoX3aGyoXwUg2xMfz9uTJxk7jX0k/kMz2n380dhomoUN4IE+O6GWQWJMG9SC2mY9BYgnX\nJ46dTZNJzsMUbq15c+dhZWVl7DT+lZSN61CJSfUA3NU9hopK/cveCYLQOKJLVhAEQRAaQfIVpq21\nJa+NH0z7iCB0uhrW7zjE7GUbqKmpNUR+BnH3XXcT3KoV739QV16qoKCATrEduePOO/jgww+BugLH\nXTp15suvvqRbXJze33VHlyju6BKJi4OWzJxCFq3ZSUKy/qP8Zj8xjO/jkwj1dSfCzwNdTS07j6ex\nZNsBag1wD2/s6DHs3rULgLDgENasX4eXlzwjdw1l1efTyD5Z95v+8NR47pk8RXK1d4W5OUN6xNC7\nfSiujrZkXixg8bokNu2RZ0F4Q/ng6eFENK/rQl054wXGTprNhbyim3zqxqzUKoa0DqWFmxM1tbUc\nOJfFuiOnDLK9Hdm8gWMJGynNz0Pr4kJEn4H4R7eVHFcOcx57iHZDhhHRu9+V19Z9PYPKsnIGPT9R\ncvymcOz8u6rKSn78chbb1m9AV1VFbI847Bwc2LpuPV8u+1nvuE1p35N8hTm8XwcKS8qZNHMpf2zZ\nxz292zGoW7QhcjOYLl06szNp55Xnu3fv5tKlS+zdc3XIc+K2RNRqNe07dND7e+7t256HBndhy77j\nvD3nd5KPpfPSA/3pFNn85h++gRGdoygpr2TmqkQ2HTpJr8gWdAkJkBTzL/97838EBwfTOjqanxYu\nxMXF9As8xw6/H0dvX1ybBTHg+VewsrWTHPOFB/pxb98OrN5+kLdmL+fw6QwmjhlA39hbP3T935i5\neD0nz2aTciqD5z5eQF6R9Kk5HQP9KK+qYtGug+xOy6RDM1/a+Ek/idq/egV7li/BP7oN3cc/gUeL\nYBLmf0ta8h7JsZuipnDs/Lsvp0xl08rVDBs3hmcmv0FWRgZ//LxYctymtO9JvsLce/gMMxeuBSD5\naBqxkc2JaunH8g3ylc75t7p06cKc2XNIT0/H19eXXUlJBIcEc+TwEbKzs3FzcyNx2zbatmuHRqPR\n6zusNRYM7dGWpfG7+XHVdgD2HUvH0kLF2EGd2LZf/zqFp7JyWZiQDMDRcxeI8Pck3M+DzSmn9Y75\nl8CgIKxtbLCysiIyKlJyvFvB3sMTlUaDysIC1wDpZbD8PZyJi2nFjEXrWJV4EIB9R9OwsrRgzKDO\nrNuRYpCrKzmczcqjrKKKisoqjqUaplTc6Yt5rEqp215Tc/Np6eaMv5M9SRJqxlaVlZESv4bQnn2J\nGjAYAM9WIegqK9m74hf8omIMkntT0hSOnX/JTD/LtnXxPP7ay3Qf2B+AsJhonhh6r6S4TW3fk3yF\nefhURr3n2TkFWFuZ1mCMqNatsbGxYeeOHQAkJe1ixIiRWFtbs3dP3dltYmIiXbvqX8qopb87Fmol\nuw+nYm5uduWx52gqHs72uDnqX+z5dFZuvef5JeVYqMR4LUMJu7x4REJy/ZOaLXuPYa+1wsfd0Rhp\nGc3Z/MJ6zwvKytGoVJJiXkw7TY1Oh3dIOLU1NVceXsGhlOTmUJybIyl+U9QUjp1/OZxcV/e1Xder\ndSItNBqiO+rfIwdNb9+TfNStqNLVe1576RLmZmZSwxqUSqWiQ2wHknYm0btPH44fO0a7dm2Jiopi\nz+49BAUFceHCBbpKqP1na1V3ZfrRsyMafN/B1ppsPe8tVVXX1Ht+6dIlTOwnbtJsLDVU19RQUlZ/\ndZb84jIArDTyFSY3Rbqaf2xvIHl7qyyt6ype/fnUBt8vLyqUfB+6qWkKx86/FBcUolAqsdZq671u\n5+AgKW5T2/dum8uUzp278MUXM9i7dy9Ozk74BwTQpm1bVq9ahY+vD35+fvj6+uodv7Siblj/u9+u\nIKfw2qXjMi7k6x1bkFdxWQVKhQIbK029HddRWzfVpqhUnmXObidqS0sAuo17DGt7+2vet3V1v9Up\nNco/F8fQVVQaKRPjcnRxpqa6mtLi4nqNZlFBgaS4TW3fu22mlXTp2oWcizksW7KUmJg2ALRp24bj\nx4+zatUqSVeXAMfSstBV12CnteTk2QtXHn7uztzbpz1gmmeOAApF09sMzM0Nl3PK6bqusS5R9Qdn\ndYluSX5RKZkXTftkp7bWNEdV/p2zXwDmCgUVJUU4+fpfeRScz+TAmj+5hOncp/qLSmNJ2d8aBF1l\nJbnn0o2YkfG0CA/FzNyc3VsTr7ym0+lI3pkkKW5T2/dumytMDw8PAoMC2bhxI6+/8QYA4eHhqNVq\nDuw/wFNPPS0pflFpOSsSknnozq7YWGo4np5FMy8XHhjQkZ2HTlNuwhPLtVpbjh49SlJSEhEREXoP\nfLqV1JZW5GWc5fyJY7j4BaBU6991k5qZw9bk44y/Ow5LjZozmTnEhgcSF9OKmYvjMaExBw0qLa+k\nmZcr4UHeHEvLokpXbeyUrqGx0dKqaw/2LF9KVVkZzn4B5GWcJfnP3/AJi0KtsTR2itfwCQ3j+PZt\nOPv6odFqObB2NaZ84isnD29vuvTpxXefTaeiogIXNzdWLl1Gfm4eLu76F71oavte07u0kKBLl7qr\nyDZt664w1Wo1kZGRWFpa0rad9Llg369I4Od1O+nbIYy3H72LO7u25vfN+/h0wVrJseU0euwYdFVV\nTBj/CEeOHDF2Oo0S0qM3NdU61n35GXkGOOufOm8VKxKSuSsuhknjBxMc4MnUeSv5c+t+A2Qrr183\n7EGlVPDO4/cQ6O1q7HSuK/qOIUT0GcjJHVuJ/3o6RzdvILhbTzreP8bYqTWow7CReLZsydYF89ky\n7zs8W7aieYeOxk7LaMa/+BydevZg4aw5fDbpbVzc3Ynt3g2NpbSTnaa075ldusEK1r3Hvy/Ll4ry\nXleJ8l5Xzd92QJa4CX/IN0xflPe6Sq6ufbnKe7XvHiJLXIC1C7fIEvf0tk2yxL1Zea+iggL2J+2m\nTaeOWFpfXUbz9UefwN7RkZemvNPg5155e6FB8/w7ufY9AG/ra++zw23UJSsIgiDoR21hwZyPP2X7\nxk30uetOFAoF2zds4kTKYf732UfGTu+WEQ2mIAiCcEMaS0ve+PSjK92x1bpqfAOb8fLU9wlvc/ss\nOiEaTEEQBOGmmocE8+bnHxs7DaO6rQb9CIIgCIK+RIMpCIIgCI0gGkxBEARBaIQbTiuZslaeodFy\nDfOXc5hxUxvmL+fqPXIN82/dqaUscZ/rFStLXICvEnbJElelVMgS947IFrLEBRj3pDxTr7Yv/lSe\nuGflm3O8fIc8tRxzLkqrdXo9LZrLszRhv3Dp1YSup6WDfHOOr9csiitMQRAEQWgEgzWYN7hQFQRB\nZmL/E26l23V7M0iDmX4gme0//2iIUE1eh/BAnhzRy2DxJg3qQWwzH4PFa6rWzPiI+FkzGnwv79xZ\n5j3zCFknjt3irBrvmwnj2L92tSyxT+/by6b5P8gSW26fvjqW95+/z9hpXNfB3Xt4//mXeKjfHTzQ\now/P3zeaRbPmUF5WZpD4Ld2cGRQhz60IuTTl7U0qg8zDTNm4DpWFaRY+vdXu6h5DhQkvtC4Yx+CJ\nr6N1cpIl9v51a1BpxP5naPu272Dqy68TN6Affe8ZgoXGgtTjJ1n+40+k7EvmrZmfY66Qdq85tpkP\nVf+oP2rqbuftTSxcIAi3gFsz+QY/CPJYseBnItq24dFXXrryWlhMNJ5+Pkyd+Br7k3bROraDETMU\nbjXJDeaqz6eRfbJu1OQPT43nnslTDFI5XWFuzpAeMfRuH4qroy2ZFwtYvC6JTXvkGX1mCB88PZyI\n5nXdpytnvMDYSbO5kCd9VJuVWsWQ1qG0cHOipraWA+eyWHfkFLUGuI9wZPMGjiVspDQ/D62LCxF9\nBuIfLb1yS1PSOjSct959h23btrF18xbUajUDBg3iuZdeQKk0zDnlNxPG0X7IcCL79DNIvL/8OnUK\nmcfr9omZD4/hgQ8+wtbZRXLc3xYt5vfFS7iYlY2Htzf3PzyObn2k3WrQWKh54v6+dGkTDJdg0cpt\nkvOUU1F+Po6u1/6WEe3aMuKRh3B0kfY7j41tjb+zAwCT7+jBZ+sTKSiXXjBZo1IyMDqYSD8PbC01\nlFfpOHwum6U7D1JepZMUW67t7fefl/DH4mVczM7Gw9uLex96kC69e0qO265dO6ZNm0br1q3R6XTE\nx8fz4osvkp6uX4UjyUeD2OH3s2XetyjVatrcNRQrWzupIQF44YF+dAgL5MdViZzJzKFTRBATxwzA\nQq1kzfZDBvkOQ5u5eD0vjR5AZVU1c37bTF5RqUHidgz0Y3fqORbtOkiAswNdm/uTX1ZBUuo5SXH3\nr17BwbUrCevVD9dmzck4fJCE+d9iZm6OX9Ttsz4kwLQPpzLwjkF8MuNz9u7ewzdffY1fgD/DR44w\ndmo31G3UaNbNmYVKrabjsJFY2zVcZeHf+HH2tyz89nuGj3mAsNZR7NqWyAdvvImZuRlde+l/EHvz\niaGEBHoza9E6ikrKGHt3d/y8XNh96JTknOUQ2aE9fy5azNSJr9G5Ty9CWkdh7+SIUqnk7tGjJMf/\n8+AxhkSHoqupYW3KSYorKw2QNYzt1gYPB1uW706hqKwSPxcH7ogJpqSyil+TpB075djeFs75jp+/\nm8vQ0aMIiYpkT+J2pv1vMmbmZnTu2UPvuLa2tqxcuZK1a9cyefJkHBwcmDp1KosWLaJjR/3KtElu\nMO09PFFpNKgsLHANMEy3k7+HM3ExrZixaB2rEg8CsO9oGlaWFowZ1Jl1O1IMcnVlaGez8iirqKKi\nsopjqecNFvf0xTxWpZwAIDU3n5Zuzvg72UtqMKvKykiJX0Noz75EDRgMgGerEHSVlexd8ctt12BG\nRkXyyuuvAdC+Qwe2bNrMti0JJt9gOnp6odZYotJY4B4YJDleSXExi+fOY9iYBxjz2KMAxHRoT1lZ\nGd9/8ZXeDWYzHzdio1rw9swlbNyZAsCRUxks/PhZyTnLZeQjD1FaVMTm1WvZm7gdAE8/X9rHdWPg\niGHY2Golxb9YUkalrpqqmhrOFRhmfqVSYY5CYc6ixGSOZFwA4ERWDs1cHWnuLv0euhzb29J5P3LP\n6PsZNWE8ANEd2lFeVsbcmV9LajCDg4NxcnJi+vTp7NixA4CcnBx69OiBmZmZXiN9TXIeZtjlGpEJ\nySfqvb5l7zHstVb4uDsaIy2jOZtfWO95QVk5GpVKUsyLaaep0enwDgmntqbmysMrOJSS3ByKc3Mk\nxTcKM/0/Gh4RUe+5q5sb5eXlEhNqeo4ePERVZRXtOnWkprr6yqNtx1jOZ2SQlZGpV9ywy7cqdu4/\neeW1vMISUk6eNUjeclCp1Ux47WW+WLqIcS88S9uuXSjMy+fXufN5afQ4LmQa7qTYUKprapm5JpEj\nGRdwtLGilacLPUIDcbfXojQ3vcP9sUMpVFVW0fYf21tMbAeyMjLJytRvewNISUkhNzeXFStWMGPG\nDPr168eOHTuYPHmy3tNiTHLQj42lhuqaGkrK6vfn5xfXDeW20qiNkZbR6P4xiu4SYCahcQCoLK3r\nLl79+dQG3y8vKjTIvWhDUarV1FZXN/hebU3d60qV/iP3LP9RNd7c3IzaS7V6x2uqigrrrnSef+iR\nBt/Py8nB3cvzX8fVWluiq66hrKJ+t2NeYQlWlqY94tLJ1YU+dw+mz92DqamuIWHNWmZP+4Sl3/3A\n42+8auz0rhHu486Q9uG42FpTXF5Jem4BVTU1mEs9aMig+PL29tLDExp8Pz8nF3fPf7+9AZSUlNC1\na1fefPNNxowZw5NPPkl+fj5Tpkxh2rRpesU0yQazuKwCpUKBjZWmXqPpqK2r9F1UKv3G+O1OfbmB\n6DbuMaztr70PYesqz1JZ+tJobclNT23wvdKC/Mt/I62LTABrG2sA3pz2Ac6u1y495u3nq1fcopIy\nVEoF1lYaSv+2T9vaWFFtgtMqThw6zEevvsGLH7xL89CQK68rlAriBvZnz9ZEMtL0GzgiJxdba8b1\naEvSybN8vjKBgsu/9bjubXG3N739w+ry9vba1Pcb3N68fPXb3v5y+PBhRo4ciUqlokuXLjzzzDNM\nnTqVzZs3k5SU9K/jGeQa3dzAl/oppzMA6BLVvN7rXaJbkl9USubFfIN+nyHV1jaNqxJnvwDMFQoq\nSopw8vW/8ig4n8mBNX9yCdO6R+wW2ILCrPMUZl/bDXb2YDLWjk7YOMozz9HUmRlw/2sZFopSqaQg\nL58WIcFXHqmnTvPTnO/Qd+hA8pFUALq2Cb7ymo2VhpAgbwNkbXgevt6Ul5Wxeukv17xXW1NDdmYm\nPgH+kr/H0GMxfJzsUSkUrD1w/EpjqVYqCHRzlHLHoh6Dbm+hISiVSgrz8mke3OrKI+3UaRZ9+z16\nb3BA3759yc7OxtnZGZ1Ox4YNG3jqqacA8NWzITbIFaba0oq8jLOcP3EMF78AlGppXaapmTlsTT7O\n+LvjsNSoOZOZQ2x4IHExrZi5OF7Kbyi70vJKmnm5Eh7kzbG0LKp0DXcjGpvGRkurrj3Ys3wpVWVl\nOCmtZoEAACAASURBVPsFkJdxluQ/f8MnLAq1xvLmQW6hgJh2HN64lnVffkZ47/7YuXtQUVxM+oFk\n0vbtosuY8cZO0WgsrKzIOZtGxtEjuDULlLT/2Ts4MHjEMGZ/PoOS4mJahoZw6vhx5n45iw7dul65\nAv23zmblsnbbfp64vx9qlZLs3ELuH9QZpYxFAqSwsbVl5KMPM2/6TIoLC+nWvx+Ori7k5+QQv/wP\n8i7m8Pz7b0v+norqatxttfg72XMuv4hqiSfc53ILqKmtZXCbULYePYO1Rk3PsOZoLTXoagxzMm/I\n7c3OwYFBw4fy3fQvKCkupkVICKdPnGD+V9/QoWvnK1eg+khKSsLMzIxffvmFDz/8kKqqKp599lny\n8/PZuHGjXjENsrWG9OhNTbWOdV9+Rt45w3RTTJ23ihUJydwVF8Ok8YMJDvBk6ryV/Ll1v0Hiy+XX\nDXtQKRW88/g9BHrLt5q+IUTfMYSIPgM5uWMr8V9P5+jmDQR360nH+8cYO7VrKJRK+j09Eb/IaFI2\nrGX9V5+zY/FPVBQX0ePRp/Fv3cbYKRpNVO++1FRXs+Kzj7mYniY53kNPP8l9Dz3Iqt+W88bTz/Hb\nosXcde8IXpj0hqS40+b8zsrNexl7dxyvTxjCkdMZbN8nT+UbQxgwfCgvffg+Zpjxw+czePfp55k3\nfSZOri68P+dr3L28JH/H9lNnUZqbMap9JB52NpLjXSgqZf6WvXg52vJY71juahNGek4+ixP342ht\nhZ2lRvJ3GHp7e/Cpxxkxbixrl69g0rMvsOLnJQweOZxn33xdUtz8/Hz69etHRUUF8+fP59dff0Wj\n0dCrVy9yc3P1iinKezWSKO91lSjvdZUo73WVKO91lSjvVUeU9xIEQRCE25BoMAVBEAShEUSDKQiC\nIAiNIBpMQRAEQWgE0WAKgiAIQiOIBlMQBEEQGuGG00pyK8tk+dLVx07c/I/0MHvatatyGMod4/rI\nEvfpbvIUoO09Rvqk6uvpM0r/CgI38nq/OFnirjp1TJa4ANsOyLM82oLXGl7jV6olm76XJS5AYYVh\nylP90w9LtssSV+ug/6T4m/l07B2yxJWrStPhvAuyxM0rk6+AwapE+fbrj+4d0ODr4gpTEARBEBpB\nNJiCIAiC0AiiwWxi9K3jJgiCaRL7dNMhGkwZfDNhHPvXrjZ43A3x8bw9ebLB48pp7tOPcCh+rbHT\nEAST1BT36duZSdbDbOoGT3wdrZPhS03NmzsPKysrg8eV04DnXsHa0dHYaQiCSWqK+/TtTDSYMnBr\nJt+Cw02NS0AzY6cgCIJgEKLBlME3E8bRfshwIvv0M1jMsaPHsHtXXWWMsOAQ1qxfh5cBygvJbe7T\njxAzeChhPQ0zLaddu3ZMmzaN1q1bo9PpiI+P58UXXyQ9XZ7pHVJZKBX0DA4k2MMFG40Flbpqjmfn\nsPLgcSpMtFZqVWUVC76axfb4jeiqqujQPe7/7d15XFT1/sfxFwwMA8MMu4ACLuzKriKu4G6WaW5x\nr10tW03NLOtW/q7XlmuprbaXrXqNLNcUTWURlRAU1FiUxB0EY99hAH9/6LUoF5yZ48zk9/l48Hg0\nR+bNpzMz5zvne77n+0XtYM++XQm8+903Ouc/NvIOxj8wg/TEJMpKSpj+9Hz6xETrnDsy3J8R4X44\nqZRcqKxhY1o26cd0W35KYWnBnRGBhHZ1R22toKFZQ+65Er7f/zMNzRqdsk3tM93S0sLWb9aSHL+d\n0pJi3Dw8GH/f3xk0aoROuY+PGkvsE7PJ3p/OsUNHUNvbM2LKRKLv1u3WnNf/NpZ1GdkEdu6Ej6sT\ntY1NJB89Seov2r8nRINpIv616F889+w/UVhbs+CZZ3BxcTF0SbecWq0mPj6eHTt2sHjxYhwcHFi2\nbBlxcXEMGDDA0OVd1ZQ+QXRS27Ij5zg1Tc14OqgZHuhNfbOG7dnS3I+sq49fW0ZWahqxjz6Es6sr\nW+LWsnfnTuz02LUevyaOqbMewUalwjc4SOe8Cf2DGdcviK3pOeQXXiCkexdm3TmQixcvkpGv/Zep\n+6P74O6gZtOBHKrrm+jq4sC43oHUNjWzIT1bp5pN7TP9wcuvcnBfKpNn3o+XTw8ydu/hvZf+Q3NT\nE8PG3alT9saVXxDcL5JHFi0k72Am3773ITILSwaN1e2kY2yoP3lFF/hq70H83FyY2KcXrW1t7C84\nq1WeaDBNhLePD0pbW2xsbAgNCzV0OQYRGBiIk5MTK1asIC0tDYDS0lKGDRuGmZmZ0Y02tDA3R2Zu\nzuZDRzl+4dKCtadKK/B0tKebk4OBq7u682fOkrorkceef5boywerXr3DeWLqNL3+ncCIcAbfefWb\nw2+WjZUld/btSXxGLutTjwCQfboYhdyCqYPDtG4wLWTmyGTmxKUeIq/w0o39vxSX0qOTI75uuo9R\nMKXP9JmCE6QmJPLQgvmMmHA3AKGRfamvrSPu45XEjB2DuUz7NVzdvDx54PlnAejVtw8Vv5byY9xa\nnRvMC9W1rPnpMADHzpdib6NgWE9vrRtMMUpWMBk5OTmUlZXxww8/8O677zJmzBjS0tJYvHix0TWW\nAC1tbXyVmsXxC2XY2yjwdnFkgLcXnVRKLMyN86OXe+jSwaXP4EFXtlkpFIT376fXv+Pq6aG3LG93\nZ+SWFhw6UYi5mdmVnyMni+hkr8JZrd2MPi2tbbz/Yyp5hRdwtLUhoLMLw3p542avMtrXTyp5l98X\nUcNi2m0fMGIo1ZWVFJ7W7ZLIH7vkQ/pHUVZcTMWvpTrlHjpzvt3jnMISnGxtsLNWaJUnzjAFk1Fb\nW8uQIUNYtGgRM2bMYM6cOVRUVPDqq6+yfPlyQ5d3VQFuztwR7Iej0oa6pmYKK6vRtLZiZmZm6NKu\nqqaqGpmFBUqVbbvtdg76PSNW2dvpLctWYQXAor+Pvuq/29taU1pdp1V2sKcbE/sF46JWUtPQxJmy\nSppbWzE30tdPKnU1tchkMmzV6nbb7RwuddPX12m3f/9H7dj+/fW/90ddTQ0OLs5a51Y3tJ+usbax\nGbjUK1HV0HjTeaLBFExKbm4usbGxWFpaMnjwYObNm8eyZcvYvXs36enphi6vHUelNff2DSHrbBGf\n7TlI9eW5Vu/tG4yLSrp5THXh6OJMa0sLdTW17RrNmsoqA1Z1ffWXB9+8s2k35TV/nv+6uLxaq1wX\ntZKZw/qSfvws78TvobL+0gF25tC+uNmrtC/YBNmqVbS2tlJbXd2u0awsLwdAZae+1lM7pK66pt3j\nmsrKy7m6fbFSyi3bPbZVyIHfGs6bdXv1K5g4mez2frlGjx5NSUkJzs7OaDQaEhMTmTt3LgBeXl4G\nru7POtursZCZsyf/9JXG0lJmjpejPcZ6fuIX1Aszc3MO7ku9sq1Fo+GwkX0Z+b0T50tpaW1Fba3g\nVEn5lR8PZ3sm9A9G253t6WSPpUzGjiP5VxpLuYUMb1dHvb1+pvKZ9g8JBiAtMbnd9p8SkrBzcMDN\nQ7cu9uz97d9fh1N/wtXTEzsn3QaaBXbp1O5xkIcbJVW11Gi5UIDRn2GWFxdTX12Nh5+foUsxOJVK\nzdGjR0lPTyckJASFQrt+eFOVnp6OmZkZ69evZ+nSpTQ3N/Pkk09SUVFBUlKSocv7k/OVNbS2tTGq\nlw/pJ8+hlFsy0Lcrtgo5rW1thi7vqtw8ujBo5HC+euddmhoacHZzZfv3G6goK8fF1dXQ5V1VTUMT\nO7OOERsTgY1CzoniMrq6ODBpUChZBedobNbu9p1zZZW0trUxvk8v9h49iVIhZ3iQLyprBZpW/bx+\npvKZ7urjTWTMEFa99yEN9Q14+fTg4J59pCYkMvOpeZjreE0398BBvn3vA4KjoshOT+fwvp94cOHz\nOtft7+7CPb17klN4gcDOLgR5uLJ6X5bWeUb/9WbP9+v4fOH/GboMozD9/hlompt57OFHyMvLM3Q5\nt1xFRQVjxoyhsbGRVatWsWHDBhQKBSNGjKCsrMzQ5f1JWV096zNzcFPb8o/+YYwK8qWwopoth49i\nZ6NAdbl7yNjMfPpJ+g8fxreffs67i1/Bxc2VqJhorKytDV3aNX27O4vNadnEBPuwYOJQRkb4syPz\nKJ9u135psAvVdaxKyaSLo5pZI/szoU8QZ0orWJt6GEel9gNHfs+UPtNzFy1k1MQJxK/9ntefW8ix\nn7OZs+gFRk2coHP2yKmT+bXoPB8vfoljWYd5cOFzRAwZdOMn3kBy3gmcVEoeGNwbX1dnVu/L4sjZ\nYq3zjP4Mc/yc2ZzNzzd0GTflkY8+lyQ3IiKChGTjO5O6nhkrPtFrXmZmJqNGSbM2qRSOnCvhyLmS\nP23POFVogGpurLqyip8zDjDt8Ud5aMH8K9sXzZqDm0dnvfyNj3Zu00vO710E4jNyic/I1WvugRPn\nOHDi3J+27z12Si/5pvSZtpTLmfb4o0x7/FG9ZyvVauYseVnvuXVNzaxMztBbntE3mEdSUnDxMN7Z\nLwThr0RuJefzN98mLSmZEePvRiaTkZa8m+M5ebzwpnGORBaEW8XoG8zO3j4E9tPvPWCCIFydwtqa\n599Ydrk79mVaWlrw8u7Bgtf+Q1CfCEOXJwgGZfQNpnMX/XQDCYLQMT49A1n4ljibFG6ND3bES5K7\n4Bv95xr9oB9BEARBMAaiwRQEQRCEDhANpiAIgiB0wHWvYb7whf6HfwO4d5FmpYZ1K/8pSS7AR0n6\nG5r8e5q2Vklyx82U7taL0SHSLJAdkJcjSe7KL5IlyQXoN7SnJLk9BsZIkutobSNJLkCYizTjDeKU\n2t9ofj3ZSdLkAgS++bEkueuSpbllrYedNMfkkppaSXIBSs9XSpZ9LeIMUxAEQRA64LZuMI1xSai/\nGrGPBUH4q7htG8yUpCSWvfwfQ5dhFD55bCaHd2zXe256yl4+XvaG3nMF2PnpC0weZZr3JxcVFfG3\n2FhCQ0K4Z4Lu06oJwq1i9PdhSuXbVf/F2ka66zmmZPyzC1E56b6C/B9t+fY7FEY8/6hgGKu+/pqj\nR4/y5ltv4WakE7oLwtXctg2m8BvXHtIM4hGEq6mqqqKLhwfDhw83dCmCcFN0ajDNzc0YGeLLgIBu\nONnacKGqlm1Zx8g4flYvxS0eN4yEvAKCPVyxt7Zm0+E8coou6Jw7e+ZDZB04CMCAkHDWbduKu44z\nCn097xF6j59Mr2G/jU5NWvk+zQ0NjJ67QOvc8F7BvPjKy+zbt4+9u1OQy+WMvesu5j/zNBYW+vm+\n88ljM+k3cSqho8boJQ9g0ex55GQdAmDSgGg+XBdHJ3d3nTK3fv4FBxMSeeHLz7Gw/G1h2M/+vRgr\na2vue066UdLaWjnrQSInTiFk5G/7dudH79JU38BdTz2rU7Zaac0LD4+nX4gPGk0ru9Ky+XRdIq16\nWnpKCsOHDaOoqAiAwIAAlixZwj0TJ+qcK+WxKHnVi3y6dhcjBoTg5mLPsk83krRfmhHd2po6MIbH\nnn+WzNQ0Du9Px0apZNID0+kzaAAfL32D3KxDOLo4c/+8uYT3v/mu/LeXv8GWjZvYlpyA5e8+e3Mf\neQwbpZKlb+l26eXU0WNs/uwLzhWcQCaT4RcWyviHZuLo2unGT76BEeF+jAjzx0llw4XKGjalZZOe\nf0arLJ2uYT4wtC939g5kb95J3t+eyvHiMh4aEcnAgG66xLYzxK8b+0+cY+OhXE6VVuglc8HC5/EL\nCCAkPIxPVn2Fk4uzXnKlsnzpMhwcHHjz3XeY+rdY1qxezfrv1xm6rOt6eMF8uvv5EhASzKuffICD\nHrp8I4bG0FBbyy+XG2KAmooKThz5mYihMTrnm5qpY6Koqm3g3+9/z5aULCaNjOSuaOOe7/Xd995j\nSHQ0np6efBMXR3RMjF5ypT4W/WP8ENbtSOO1jzdwKO+UXjL17asV7+Pu2YV/LluCb1AvPnvzHV6e\n9zT+wUE889or2NjasuLFV2hqbLzp7LF330V1dTVpv1tYvLS0lAPpGYwdd5dOdTfU1fHxohexc3Li\noUULuXfeHM4eL+Cr15bplAswPiqI2CERpB87zdubdpNzppjH7hxIX19PrfK0PkXp7Kgm0teT1bsz\n2ZN3EoC8cxewllsyoV8vUo+dQh8DJAt+LefgmSLdg36nu7c3Slsl1jY2BIWG6DVbCqFhoTy38AUA\n+kVFkZK8m30pe5gae6+BK7s2z+7dsFEqUVhb4xfUSy+Z7t274969G4dSUgiM7AvA4T17USiV+Pfu\nrZe/YUoyc0/y/jc7ADh09DT9Q30J8+/KpsQDBq7s2nr27ImjgwNFCgVhYWF6ybwVx6ID2SfYknRQ\nD9VKxz+4F9NmXVp6y9HZmfTdKfgG9WLijPsAMDMz4+V5T3P+zFm6+fneVLafvz++/n78GL+NwTHR\nAOzcth1blYqBg3Vbt7LkzFnqa2oYMn4c3QMDALBVq8k/fIS2tjatF6e2sbLkzsiexGfksj71CAA5\np4tRyC2ZMjiMjF9uvvdB6zNMP/dLZ2UH/7BW3IGCs6itFbjbq7WNbqestl4vOaYsOKR9o97J1ZWG\nhgYDVWNY4UNjyEvPoPnyt+RDybsJGTQQmZ66p01JbkH7NTVLSitR2lgZqBrDuRXHorPFpTpnSM0n\nMPDKf9s5XpqIwDvA/8o2lfrSfqir1W4ygbHjxpGSnExD/aVjz7Yt8YwcPard5RFtuHX1wkal4tPF\nL/H9Bx+Rm3GAbgEBjP3HNK0bSwBvd2fkFhYcPlmEuZnZlZ8jJ4voZK/CWa286UytjzI2VnJaW9uo\nb9K0215d3wSAQq6fA1hdU7NeckyZ9R9Gmpqbm9F20XivU0kpLDqa7V+tIjc9gy49elBYUMDdjz5s\n6LIMorG5/Wev7eJFzM3MDFSN4dyKY1FldZ3OGVJT2Px5RLqVlf6+QI25cyzvvf0OKcnJBAQGcjQ3\nl2deeE7nXIWNDU8sf5Uf18SRviuRPT9sxdpWycipUxg+ZZLWubaKS//v//rb1Wc9s1daU3qTr6vW\n76S6pmZkMnNsrCzbvVHVNopL/954+zV0F//QiGmamgxUyV+Xyt4e37AwslNTqSgpwcndHS9//xs/\n0YD+OHmDplG8L/RJHItuDSdnJ6L6R5G4cxdFhYV4enkSrKdLWu5du3L/8/+kRaOhIDuXlE2b2fz5\nl3gHB9EtQLvPd/3lk60Vm1Iov0pPZXF59U1nan2+e/z8pS6K3j082m3v4+1BdX0jF6qkm0NQH8zN\nZXrNs1QoaKiquvJY09RE+Tn9jBY2Vbp0p1xPxNAYfsk6RPZPPxF++XqKsbJUWFNf+ducl5qmJsrO\naTdCT7g6Uz8WmZKxd48jbV8qSTsTuOMu3Qb7/E/egYMsjL2P2soqLCwt8Q8PZdLla7EVv/6qde6J\n4jJaWltR2VhxqqT8yo+Hkx3jo4JAi84Yrc8wC8urOVhwjikDQlDILThXVkVYt85E+nqyZk8Wxj4h\nmkplS/6xfDIzDtArOAgrhUKnvC6BQRzfvw9HDy8UKhU5CT9yG/aOtWOjsuVU/nGyM7Pw7dVTb91D\ngf0iMf/wQ4oKTjDt2Wf0kikVz15B5P+0D2evrihUKo7s2I5Wn1Thmkz9WGRKhgyNQWYh42heHq++\noZ9Fxr38/bh48SKfvbKE4VMmYWFhQfLGzVjbKvENCdY6t6ahiZ1Z+cRGR6BUyDlRXIaXiwOTBoaS\nVXCOxuaWm87U6RTg84QMkrMLGB7iy+wxA/B2c+KzhHR255zQJfaWiJ3+DzTNzTw1azb5R4/qnNfn\nnqm4+fqTtnY1+/77JW6+/nj3HaBzrim7O3YqGo2GV556lpP5v+gt11Iup0dQMF0DA3B0c9NbrhSi\npsTS2d+fvWtWkfL153T2D8A36vZ+X0jBlI9FpsTKyoreffsSGh5GF0+PGz+hA5QqFbNeeRELuZzV\nr7/JZy8voUWjYfaSV7C1s9Mpe21KFpvTsokO9uHpe4YyKtyfHZnHWPljmlZ5ZhevMzv2ox9Jc6+f\nVMt7zR0VJUkuSLe81/wR/SXJ/XCPNPWCdMt75f9a3qHf0zQ38+rMB7lj+nT6jhp5w99f89+9upZ2\nTVIt77XjmxRJcj99c5YkuQBetvaS5M76eL0kucf2HZEkF+BcVrokuVIt79VN3bHXrqmpiTuHj2LO\n/HlMmHTjCSd+kvCyVNxG6W6f+vKpv191++03Fl8wWQ21tezbspUTP/+MzFxGaPQQQ5ckCLeF6qpq\nvl2zhoPpGVjIZIwZe4ehSzII0WAKJsPC0pK0+HgsLOXc+9R85HocMi8IwrXJreR8H/ctcrkVL722\n5LZdVEE0mILJsLSy4v++/srQZQjCbUehUPDj7iRDl2Fwt+16mIIgCIJwM0SDKQiCIAgdIBpMQRAE\nQeiA617DXDz9xkP2tWFvJc0F492nT0qSC1CQf16S3E1ddL8H9Gq2fLFTklyAez/Uz+ojf7Ty/W2S\n5FpYySXJBdBoWiXJ3bVyoSS590s4Ld+o+4ZJkvvJrMmS5G4rOCZJLsDq730kyU0rOHfjX9KCzEea\nyTReW7RaklyA5NUvSZZ9LeIMUxAEQRA6QDSYgiAIgtABemswY8L7Evf1Kn3FXXG+6DzT/z6NyLAI\npt6j/VIvQse89fz9LLnGLBfGJCrYmzn3jtBL1ubX5zIhOlwvWdfy1ROPkJ2wQ9K/YSrEvrg13px+\nHwfit+o9d9KAaDatidN7rikw+vsw16xaTf7RYyx943Vc3VwNXY5gJCYM7U2jCa2VOnb+cygdHQ1d\nhlEQ+0IwVUbfYFZVVdG5SxeGDpdmQIEg3Aou3XsYugSjIfaFYKqMusG8Y8QozhcVARDWM4gX//MK\n4++ZYOCqrk4ht+CeqGDCe3hgr1TQ0KzhyKnzrNmdSUOz5sYB17B48hTGz36c41mH+CUzE5mlJSFD\nBjNq+nRkMt3W9FRYyZk9bTSD+wTCRYiL36dT3q3y2hNTCfH1BCD+3ae5/9+fckGLxWB/T22jYMG0\n0fQJ7EZLaytJB4/y5ZZUWtvabvzkDvjqiUfoPX4yQcOvvvq7NiIjI1m+fDnh4eFoNBoSEhJYsGAB\nZ84Y93qbYl+AtdySyYNC6e3rib2tNfVNGg6fKGRVQka7RbAF42LUg37eWvEOg4YMxsPTg6+/+S+D\njXiy7UdH9ye8hwfrUg/zxsbdbM88Sj+/rtwdqfstGNu/+BKlnZrYZ58lcsxo9m+NJ3PXLp1zF82e\nzODegXwct5Pln21ieFQwvS43RMbs/bW7OH62hJyCQua/sYby6jqdM+8ZGkF1XQNLvtzKtp+yGT8k\nnDH9g/RQrTTUajXx8fEUFhYyfvx4Hn74YSIiIoiLu/2uLZnivnh83CAifD35NiWLpWsTiE/PpX9g\ndyYMCDF0acJ1GPUZZkDPQBwcHTlfdJ6Q0FBDl3NNFjJzZDIZXydlkH26GIBjhRfwcXfGv0snnfM9\n/f0Z++CDAPQICebYgYP8kplF39Gjtc7s4elK/zA/Xnr/O5L25wCQV1DIN288qXO9UjtbXE59YzON\nTc0cO6Wf+2MP55/lk42XltQ6cvwc/Xp2J8THg60SLgGli8DAQJycnFixYgVpaZfW9istLWXYsGGY\nmZlxnVX7/nJMbV9YysyxMDfnix37OXLyUg9a3tkSfLu4EOApxmkYM6NuME1FS2sbb25MBsBJpcTN\nQUUXJzs6O9qhadH9xnYPP992j9VOjjQ3NuqUGXT5THL/4eNXtpVX1ZJzXLr164xZ3un2DW9JRTVK\na+kmPNBVTk4OZWVl/PDDD8TFxbF161YSExNJSZFmHU1jZmr7QtPaxtLvEgBwVitxc1Tj6WxPF2f9\nHC8E6Rh1l6wpCevemddm3MXyB8bxyOgoenm60qxpAT1MoGEpb7+MlZmZORfbdPvWrFJao2lppf4P\nM7+UV9XqlGuqmppb2j2+eBHMzKSZ/UQfamtrGTJkCAkJCcyYMYNt27ZRXFzMM888Y+jSbjlT3BcR\nPh688fAE3n5sIo/fNYigbu40aVrQywFDkIxoMPWgk50ts8YOJO9sCU9/vol5n27krc0pFFfWGLq0\na6qurcfSQobSRtFuu9rWxkAVCTcrNzeX2NhYnJycGD58OHv27GHZsmVERkYaurRbzpT2hauDirl3\nDyHnTDFPfLCOx9/7juXfJ1Ks48A1QXqiwdSDrp0csJTJiD+QS0VtAwByCxm+7i6YGek3xkN5pwAY\n0ifwyjZbGwU9fTwMVNHNadPT6FVTNXr0aEpKSnB2dkaj0ZCYmMjcuXMB8PLyMnB1t5ap7Yturo5Y\nWsj4IS2b8tp6AKwsLfDz6IQRd2oIiGuYenHm10pa29qYPDCUpJ+Po7K2YnR4AGqlAk2rcV6TOFtc\nxo59h5k9bQxySwtKyqqYdtcgLGSm8R2qrqGJHl06EezjwbHTxZe6v28j6enpmJmZsX79epYuXUpz\nczNPPvkkFRUVJCXdXgv9mtq+OF1STmtbG7HRESQcykdlbcXYyJ7YKa3RtNzeXwSNnWkcHY1cSWUN\nK3fsx9PZnvl3RzNlYBinLpSzOukATiob7JWKG4cYwPKVm4nfncn998Sw8LGJ5J0o5KesfEOX1SEb\nEg9iaSHj5ccn4e2h+0hkU1NRUcGYMWNobGxk1apVbNiwAYVCwYgRIygrKzN0ebeUqe2L4ooaPtq6\nD69O9iyYPIzYmAhOnC/jy537cVbbYG8rzWpOgu7MLl5nzPX5emn61E1xea+1WzIlyR05tKckuZ8s\nXy9JLsCqD6W59eSR5z6TJFfK5b2iRkpz39zCMTGS5Ebft0iSXJBueS+p9oW0y3vtlyR3cHSAJLkD\nfaS5/3rOvA8kyQWxvJcgCIIgGC3RYAqCIAhCB4gGUxAEQRA6QDSYgiAIgtABosEUBEEQhA4QDaYg\nCIIgdMB1bysRBEEQBOEScYYpCIIgCB0gGkxBEARB6ADRYAqCIAhCB4gGUxAEQRA6QDSYgiAIMdXo\nXwAAABFJREFUgtABosEUBEEQhA74f1t2JHGgu+6eAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_saliency_map(nlcnn_model0, train_mat, train_label, df_train_label, test_id=9162, width=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " test_taker_id speech_prompt essay_prompt L1\n", + "4208 5055 P8 P7 TUR\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADXCAYAAACXvWFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIapBCqYQQghRDf8Pi0RzhJeIBXsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" ] }, "metadata": {}, @@ -640,9 +676,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAADXCAYAAACXvWFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAB9CAYAAAAvOlPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBUEQBKEC/h8Agf5xD5hRUgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -650,7 +686,7 @@ } ], "source": [ - "plot_saliency_map(nlcnn_model0, train_mat, train_label, df_train_label, test_id=9162, width=20)" + "plot_saliency_map(nlcnn_model0, train_mat, train_label, df_train_label, test_id=5055, width=20)" ] }, { @@ -662,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -677,8 +713,11 @@ } ], "source": [ + "# Grammar rule features are saved in CSV files\n", "train_gram_feature_file = 'data/features/speech_transcriptions/grammar/train/train_norm_gram_features.txt'\n", "dev_gram_feature_file = 'data/features/speech_transcriptions/grammar/dev/dev_norm_gram_features.txt'\n", + "\n", + "# Read in grammar rules feature matrix\n", "train_gram_mat = np.loadtxt(train_gram_feature_file, delimiter=',')\n", "dev_gram_mat = np.loadtxt(dev_gram_feature_file, delimiter=',')\n", "print(train_gram_mat.shape)\n", @@ -687,9 +726,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 21, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -700,19 +739,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -737,9 +768,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAFKCAYAAAD/gzNuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdYFNfCx/Hv7tIRBZQiRSkKNgj2DiqK0VzsV1OM15Ji\nYtq1pJiYm+IbY9q9N4kxxkRjNDfGil1RA9hR7AVFERGUDgIi7MLuvn8QVjBSXGbWQM7neXjY2XJ+\nM7sze3bOzJyj0Ov1egRBEIS/NOXDngFBEATh4ROVgSAIgiAqA0EQBEFUBoIgCAKiMhAEQRAQlYEg\nCIIAmD3sGRAEQWjMLvcbavRr2x7YJeGc1MwklcGslZtlz/j86REAvPPrDtmzAOZPGAbA1MWrZc9a\n9sLjANzIK5Q9y93BDoBfD5+SPWtC7yAA9l1Mkj0ruJ03AJ9vjZY9a9bfBgAw+rNlsmcBbJw9FTDt\nZ2aK7axiGzNlliwUDaMBpmHMpSAIgiAr0UwkCIIgJ4XiYc9BnYjKQBAEQUYKpagMBEEQhAZyzEBU\nBoIgCHISzUSCIAgCopnIeEFeboQF+mNva01hsZrVh06SlJkraca8MUOqTJurVMQmJrPtRLykOfdy\nbtaED8cPI+5qCkv3HpGkzI1rf2XXtq0kJV5h0JChvPHue4bHtm2K4JeVP5Kbk0PAI0HMeftdWjg5\nGZ0Vu2cnJw/EkJF6nYCefRnz7IsApFxJYO/GNaRdu4pCqcTbvwPDJ07Bzt7B6Kzftm3m0N7d3Ei+\nRvfgEKa+OhuA7Ix03npuMpZWVobnPjrm7/xtwlNGZ91PXkYaBzf8QlZqMta2dvQMH4t3QGdJMwDM\nVEqeH9yHwNZu2FlZkn6rgFX7j3MiKVWS8k35md3LlNvZw9qma6MQewbG8WvpxGOdO7By/3FSsvOw\ns7aq/UVG+HDDbsNtCzMVb4wYxPmUdFmyKpvYvxtJWdJWbM1bODFxyjSOHTmMRq023H/qeBw/fLuI\nzxd9i4dnK77+4jPmv/s2/1n8ndFZdvYOhISP4cq505RqNIb7i+8U0S0klDYvzUSpVLFt1TI2fr+Y\nSbPnGp1l7+jIY+Of4PzJ42g06j88/t//rUelUhldfk10Wi2Ry76hfZ9ghj//GmmJCexatgiHme9g\n7+QiaZZKqSS7sIh3Vm8nu+A2XX08mR0+kFd/3EhWwe16l2/Kz+xeptzOHtY23Vj86Y5sDA30Z/fZ\nBK5n56EHCopLKCgukTWzo4crRWoN17LyZM3p0aYVxWoN8akZkpYbPHAQ/UIG0LRZsyr3Hz54gOCB\noXj7+GJubs7TU5/hzMkT3Eg1/hdnh249ad+1O9ZNmlS53y+wM5169MbK2gYLS0t6hg7l+pVLRucA\ndOndj869+mBrZ1evcoxxKzOdooJ8AoIHo1QqcW/bDhcvXy7HSbM3V5m6tIxfD50kq+A2eiDuagoZ\n+YX4ujSXpHxTfmY1MdV2ZuqsWimVxv/VkVarZdSoUTz//PMA3Lp1iylTphAWFsaUKVPIz8+vfTYf\ndLnUajU7dshzRaBCAR7N7WliacFbI0OZN2YIo7sHYKaSt87q7OXOqWs3ZM2wMjdjVPdOrD50Utac\nmlQManft6hXZs65disfZzUPWjDefmcScqRNZ/t/PKSyofWWvNz3kpd+UPaaZjRVuDk1Jybkle1Zl\ncn9mptjOHkZWrRQK4//q6KeffsLX19cw/d1339G7d28iIyPp3bs3331Xe2tAnb5ltVotMTExzJkz\nh4EDB8pWGdhZWWKmUhLY2o2vIw/wxbYY3B2bMSTAT5Y8AHsbK7ycHDkp84ozukcA++OvkldULGtO\nZT169Sbmtz0kXr6MuqSElcuWolAoKCmRd08rPSWZmM3rCZswUZbymzRtxtuffcnH3//EvC++oqS4\nmO8/Xyhphr2zK9ZN7DgdFYlOqyX10gXSriZQVqmZRQ4qpYJ/PjaAqPNXuJFrggrud3J/Zqbazkyd\nVScyVwbp6elER0czbtw4w3179+5l1KhRAIwaNYo9e/bUWk6NxwyOHj3K1q1biYmJITAwkBMnTrB3\n716sra3rNJMPqlSrA+DAxSQKi8vbiGPiExkS4MeOUxdlyQzycic5O0/WL2nP5vZ08HDlvbWm63QK\noGuPnvzjmed4763XuVNUxNjHn8DGxgYnZ2nbvCvLyUhn5ecLGPbkZLz828uSYWVtjVfb8h8ITe0d\nePL5F5k9+UlK7tzBysZGkgylSkXYlBc4tHE1p6N24eTRGp9HuqIyM5ek/PtRAK8OD6FMq2Xp3sOy\n5dzLFJ+ZKbazh5FVF4oHaO4xxkcffcScOXMoKioy3JeTk4OzszMATk5O5OTk1FpOtZVBcHAwbm5u\nPP7447z++us0adKEQYMGyVYRABRrSrlVVIwe/d079dU/XwpBXu7si78qa0Y7d2da2Nny2dPhAFia\nm6FUKHBzCOP9dZGyZo8aN55R48YDkHI9mVXLf8Dbx7eWVxnnVnYWKz6Zz4ARYwnqGyxLxv1UnK2h\n00u7sjR38yB8xmzD9KYvF9K2e29JMyqb8Wg/7G2smb8hEq1O5hX/d6b6zEyxnT2MrDqRsTKIiorC\n0dGRTp06ERsbe9/nKBSKOp3RVG1lMHToUPbu3cuOHTtQqVSEhoaa5BSpo4nX6efvzaWbmWh1eoLb\n+3AhVZ4zAjyb29PU2pJzKWmylF8h5kIisZevG6YfDWpHCztbVu6Lk6R8bVkZWq0WnU6HVqdFo1aj\nUqnQarXcSE3By8eXzIwMvljwf4yZ8AR2TZsan6XVotNq0et06HU6SjUalCoVRQX5LF/4IT0GD6X7\noCG1F1SPrOQrl7GxtcXZzZ07t2/zy3eL8e8UiI2trSS5FXJuptLMyQX0es4fjOZOYT7+MlUG0wf3\nwcPRnvfW7kRTppW0bFN+Zvdjqu3M1Fl/BidOnOC3335j3759qNVqbt++zezZs2nevDmZmZk4OzuT\nmZmJo6NjrWVVWxm8/fbbzJ07l9jYWLZt28ann35KYWEh27dvJyQkBFuJN7wKu88kYGtpwZsjQynV\najmdfJM9Zy/LktXF250LqRmSb3z30pRpq2SoS8so1WopLPnj6ZLGWLn8B376Yalhes/OHUya9izj\nHn+S/3v3HW7eSMXaxpZH/xbOlOem1ysrZvMGojetM0yfPryfASPHoVBAXlYG0RFriY5Ya3j8nSU/\nGZ21bc3/2LL6Z8P0kejfCH/8KVzcPdi48kcK829hbWND+0e68OzsN43Oqc7l40e4GHsQnVZLS582\nDH/+NVmaiZya2jI0qB2asjKWvfCE4f5vdx+U5BeuKT+z+zHVdmbqrDqT8Uf0rFmzmDVrFgCxsbEs\nW7aMzz77jIULFxIREcFzzz1HREQEoaGhtZZV4zEDhUJBr1696NWrF6WlpRw4cICtW7fy/vvvV7tL\nUl86vZ4NR8+y4ehZWcqvbFPcedkz7p97TtLyJj/7PJOfff6+j33/s7TjLQwa/XcGjf77fR8bOOr+\n9xtrxBNPM+KJp+/7WM/ggZJm3U+v8HH0Ch9X+xPrKaugSNaxD0z5md2PKbezh7VN1+RhXHT23HPP\n8dprr7Fu3Trc3Nz4z3/+U+tr6nzRmbm5OQMHDmTgwIEcO3asXjMqCILwl2Gi7ih69uxJz549AXBw\ncGDFihUP9PpqKwOtVsuOHTvIyMigf//++Pn5ERUVxZIlSygpKSEiIqJ+cy4IgvBX0NB7LX377bdJ\nS0sjMDCQ+fPn4+zszLlz55g9ezaDBw825TwKgiA0XA29o7pz586xefNmlEolarWavn37snv3bhwc\npOvEShAEobFrKB3VVbv/Ym5ujvL382MtLS3x9PQUFYEgCEIjVe2ewdWrVwkPDzdMX79+3TCtUCjY\nvHmz/HMnCILQ0DX0Ywbbt2//w316vZ709HSWLFki60wJgiA0Gg39mIG7u7vh9oULF9iyZQu7du3C\n3d2doUOHmmTmBEEQGjq5+yaSikKvv3+HLklJSWzbto2tW7fi4ODA8OHDWbZsGVFRUaaeR0EQhAYr\n+alnjX5t65+X1v4kiVS7ZzBs2DC6devGkiVLaN26NQA//vijqeZLEAShcWggZxNVWxl8/fXXbNu2\njUmTJtG/f38ee+wxqtmJqNWA9742egbrKvq9lwD4fGu07FkAs/42AIAXf1hX8xMl8M208i4RIs8k\nyJ4VFljeNfSPMfJfZT45pDsAvx4+JXvWhN5BgGm6KxjZraPJsirnzVop/0kdnz89AoBFkQdlz5oR\n1heAd36VZ/yUyuZPGCZf4Q2kmajaymDw4MEMHjyYO3fusHfvXlasWEFubi7/+te/GDJkCP369TPl\nfAqCIAgyqrXKsrGxITw8nG+//ZaYmBg6dOjA0qWma8cSBEFoyCrGEzDmz5Tq3FEdQLNmzZgwYQIT\nJkyQa34EQRAal4Z+aqkgCIIggYZ+0ZkgCIIggYZ+NpEgCIJQfwrRTGQcO2tLXh8xiG6+rci/U8zS\nvUfYe1aeUyrzMtI4uOEXslKTsba1o2f4WLwDOsuS9drwELydHNH+fnpuflEx76/fJUnZMTu2Ehu9\nl7Tr1+jSN5inX/rnH56zY+0vbF/zP2bM+5B2gUFGZ8X9FsnZw/vJupFCh+69+duU8hHWtGVlbPp+\nEenJSeTnZPPkrLm09u9gdA5A7J6dnDwQQ0bqdQJ69mXMsy8CkHIlgb0b15B27SoKpRJv/w4MnzgF\nO/v6daR4MHI7cfuiSE9JJqh3fyZMfxmAjNQUVn/7JbkZ5WNxu3v7MnLSNFw8PBtE1v0EebkRFuiP\nva01hcVqVh86SVJmbr3LPR2zl/jYA2Sn3cC/S0+GPD3N8FjKpQtEr1lFYV4uLl4+DJk4laaOLeqd\nWWHemKrjOJurVMQmJrPtRLxkGUYRewbGeW14CKVaHWM+W0Yb1xYsePJvJKZncy2r/itqZTqtlshl\n39C+TzDDn3+NtMQEdi1bhMPMd7B3cpE0q8Kvh09yKOGa5OU2c3Rk6NjxXDx1Eo3mj+MqZ6WncfLw\nQZo61D4odm3s7B3oO3wkVy+cpUyjqfKYRxt/uoc+ysYlX9Y7pyIrJHwMV86dprRSVvGdIrqFhNLm\npZkolSq2rVrGxu8XM2n23HrlNXVwJHTUOBLOnKqS19TBkYkvz8LByQmAQ5E7+fnrL5j58b8bRNa9\n/Fo68VjnDqzcf5yU7DzsrK0kK9u2mT3dh4Zz/eI5yjSlhvuLbxey7ftFhD45Ge9OQRzZtpEdy79l\nwqx3JMv+cMNuw20LMxVvjBjE+ZR0ycpv7P5URzaszM0I7uDLsqhYijWlnL2exsFLSYQ94i951q3M\ndIoK8gkIHoxSqcS9bTtcvHy5HHdE8iy5BfXswyM9emNrZ3ffx9d+/y0jJ07GzKz+db9/l+74de6G\ntW2TKverzMzoMfhRPNv6G7o+r68O3XrSvmt3rJtUzfIL7EynHr2xsrbBwtKSnqFDuX7lUr3zArr3\nolO3ntg0qfo+Wtva0tzFFaVShV4PSqWSnIy0BpN1r6GB/uw+m8D17Dz0QEFxCQXFJZKU3SaoK76P\ndMHqnvUj8fRxHFu60bZzd8zMzek5bCTZN1LITZd22Sp09HClSK3hWlaeLOU/EKXS+D8T+lPtGXg0\nt0er05Gac8twX2J6NkFe7jW8SkJ6yEu/KVvxI7sFMKp7ABn5hWyOO8/l9CzZsiqcPHwAM3NzOnbp\nJnvWw3LtUjzObh6y57z77EQ0JSXo9XrCxj7eILMUivLt7HxqOm+NDMVMpeRcSjpbTpynTKuTLOde\nOWk3cXK/29RlbmmJfQtnctNv4OjaUvK8zl7unLp2Q/JyjdFQOqqrsTKIjIys8cVhYWGSzoy1hTl3\n1FWbHorUGmwsLSTNAbB3dsW6iR2noyIJDBnMzSuXSLuagJuv9HshABHHzpJ2qwCtVkdXH09eGNKH\njyL2kF1YJEseQEnxHbb87ydmzPtQtoyHLT0lmZjN63nilTmyZ32wdBWakhLi9kfh0MKpQWbZWVli\nplIS2NqNryMPoNPpmTKgB0MC/Nhx6qJkOfcqVZdgfc9ekIWVNZoSafZIKrO3scLLyZGNx85KXrZR\nGsMxg9p6KJW6MijWlP7hi7+JleUfKggpKFUqwqa8wKGNqzkdtQsnj9b4PNIVlZm55FlAlWMesVeS\n6ebrSSdPV6IvJMqSB7B9zS90Dx5Ic2d5joE8bDkZ6az8fAHDnpyMl397k2RaWFnRK3QoH7wwmdmf\nfEmTZvYNKqv091//By4mUVhcfnwpJj5R9srA3NLqD1/86pJiLKykO15RIcjLneTsPPKKiiUv2yiN\noTJYsGCBqeYDgNScW6iUStwdm3EjNx8AX5fmkh88rtDczYPwGbMN05u+XEjb7r1lyfoDPYC8K0nC\n2dPcys1m/67ygYpuFxSw/IuFDB41liGjxsmaLbdb2Vms+GQ+A0aMJahvsEmz9Xo9GrWG/LxcWSsD\nObKKNaXcKipGT6VOJ43rf/KBNG/pRnzsIcN0qVpNfnYmjq7SNwEHebmzL/6q5OUarTE0Ey1fvrzG\nF0+ZMkXSmSkpLWN/fCJTB/bk082/0balE338vXnph/WS5lTIuZlKMycX0Os5fzCaO4X5+MtQGVhb\nmOPl5Mjl9Cx0Oj1dfTxo49qCtUek6a1Tq9Wi02rR6XTodTpKNRqUKhUv/2s+2jKt4XmfvjWTMf+Y\nRoegrkZnledo0et06HQ6yko1KJUqlCoVZaWlVHyzaMu0lJVqUJmZG93HSsVy6e9ZrqKCfJYv/JAe\ng4fSfdCQ2guqZ17ihbPY2jWlZavWaErU7Fr7P6xtbet1nMKUWfc6mnidfv7eXLqZiVanJ7i9DxdS\npTnrpmI91Ol06PQ6ykpLUSqV+AR24UDEWq6cisOr4yPE7thEC3dPyY8XeDa3p6m1JedS5DkwbQxT\n9zFkrBorg6Kiu+3Zq1ev5vHH5T1oBvDvbTG8MTKUjXOmUVBcwr+3xci2Z3D5+BEuxh5Ep9XS0qcN\nw59/TZZmIpVSwYiuHXFpZodOrycjv5Alew6RWXBbkvJ3rf+VHWt/MUwf2x/NsL8/wfDxT1Z5nlKp\nxNq2CZbW1kZnHdwWwYGtGw3T52MP0u9vo+k/YizfvTuH/JxsAH7970IAXvjo39gb2eYds3kD0Zvu\ndhF++vB+Bowch0IBeVkZREesJTpireHxd5b8ZFROhb0Ra9mzYY1h+sTBGAaPGY+rRys2rfiB/Nwc\nzC0s8PRtwzNvzMPcwvhjWabMutfuMwnYWlrw5shQSrVaTiffZM/Zy5KUfXTXFo7uuNuV9qVjh+kx\nbAS9ho9i+LQXiVn7M7t+Woprax+GTZ4uSWZlXbzduZCagabSjyChbqod6exeo0aNIiIiwqgQMZ5B\n/YjxDOpPjGcgDTGewYO78dpbRr/W/T+ma6qv86mlDWVXRxAE4U9FdEchCIIgNIpeS8PDww23r1+/\nXmUaYMuWLfLMlSAIQiPRKDqq++qrr8jOzqZly6pH/NPS0nBykveiG0EQhEahgZxaWuNcLliwADs7\nO9zd3av82dnZmfwaBEEQhAZJoTD+z4RqrAyys7Px9/9j9wz+/v7cuPHn6PdDEARBqL8am4kKCwur\nfaxEhj5FBEEQGpuGciZmjXsGnTp1Ys2aNX+4f+3atXTs2FG2mRIEQWg0GkgX1jVedJadnc1LL72E\nubm54cv/3LlzlJaW8vXXX4uDyIIgCLVIe2e+0a9tOV+6wX9qU2MzUYsWLVi9ejVHjhzh8uXyy9VD\nQkLo3dtEnbkJgiA0dA2kmahOF5316tWLXr16GR1iyi4bHv1oiexZADvnlo/9a8ruDXKK5D9O09y2\nvEthU3TrUdGlx5UMefqeqqyNS/mQn/MrDY0ol3d+H4vXFN0owN2uFEzZrYcptrOKbcyU3WzIoVEM\nbiMIgiDUUwPZM2gYVZYgCIIgK7FnIAiCIKfG0B2FIAiCUE8NpJlIVAaCIAgyEgeQBUEQhMbRhbUg\nCIJQT+KYgXFeGx6Ct5Mj2t8vjM4vKub99bskzwnv2pEhgf54OTkSc+GK5OfVH4zcTty+KNJTkgnq\n3Z8J018GICM1hdXffkluRvkA5O7evoycNA0XD0+jszQaDZ8t+D+OxcZSWJCPu4cn019+hd59+wEQ\nFxvLZws/IiM9nY6dOvH2ex/S0s2t/gsJ5GWkcXDDL2SlJmNta0fP8LF4B3SWpOwt69eyZ+d2rl1N\nJCR0CDPnzjM8tv+3Paxa9j05WVm0cHbmH89Np3f/EElyKzSzsWJYUHvcHZuh1emIv5FB5JkE6jhS\nbJ3N+/26hArmKhWxiclsOxEvSfmxe3Zy8kAMGanXCejZlzHPvghAypUE9m5cQ9q1qyiUSrz9OzB8\n4hTs7B0kyQX5t7P7CfJyIyzQH3tbawqL1aw+dJKkTPmvZalOQ+mb6E9XGQD8evgkhxKuyZqRe/sO\nvxw8QVcfDyzNpH8bmjo4EjpqHAlnTlGq0VS5f+LLs3D4vSuPQ5E7+fnrL5j58b+NztJqy3B2ceWb\n73/AxbUlhw/sZ94bc1i5Zh3W1ja8NWcmb837F32DQ1j6zSLeffN1lv60qt7LqNNqiVz2De37BDP8\n+ddIS0xg17JFOMx8B3snl3qX79jCiccnTebE0VjUarXh/uysTD6b/z7zPvqErj17cezIIT5+922W\nrdmAvYNjvXMrDAtqzx21hv9s34eVuRlP9etCNx8PjiWmSJYB8GGlC+EszFS8MWIQ51PSJSvfzt6B\nkPAxXDl3usq6WHyniG4hobR5aSZKpYptq5ax8fvFTJo9V7Jsubeze/m1dOKxzh1Yuf84Kdl52Flb\nyZ7ZWPwpKwNTOHgpCShfeSztpH8bArqXX7GdejWR/Nwcw/3WtrZY29oCoNVqUSqV5GSk1SvL2tqG\nZ6a/YJjuGxxCSzd3LsbHk3/rFt4+vgwaEgbAtOnTGTZoANeSkvDy9q5X7q3MdIoK8gkIHoxCocC9\nbTtcvHy5HHeE7sNG1qtsgL4hAwC4fPEi6qxMw/3ZWVnYNrGjW6/yblF69O6LpZU1aTduSFoZ2NtY\ncSwxBa1OR5FaQ2JGDk5Nm0hW/v109HClSK3hWlaeZGV26NYTgBvXEinNvfsL2S+w6h5cz9ChLPv4\nfclyQf7t7F5DA/3ZfTaB69nl719B8Z+gd+XGcMwgMTERX19foLwpwsLCwvDYqVOnCAoKkmWmRnYL\nYFT3ADLyC9kcd57L6Vmy5DxM7z47EU1JCXq9nrCxj0tadm5ODinXk/H28WXjujW09fMzPGZtbYOH\npydJVxPrXRnclx7y0m9KX24lbf3b4dm6NbEH99OtVx+OHjqAuYU53r5tJM05mnidjh4uJGfnYm1u\njq9LC2Lir0iaca/OXu6cuvZwxgq5dikeZzePh5ItBYUCPJrbcz41nbdGhmKmUnIuJZ0tJ85TptU9\nvBlrDMcMZs+ezcaNGwGYMGGC4TbA+++/X2VaKhHHzpJ2qwCtVkdXH09eGNKHjyL2kF1YJHnWw/TB\n0lVoSkqI2x+FQwvpen8tKy3lvbffYtjfwvHy9qb4zh3sHaq2AdvaNuFOUf3fT3tnV6yb2HE6KpLA\nkMHcvHKJtKsJuPn+cUAkKalUKgYNHcYnH/wLjUaDuZkZb37wf1hZW0uak5x9i85eHrwePhClUsnp\n5JtcuinfDxN7Gyu8nBzZeOysbBnVSU9JJmbzep54ZY7Js6ViZ2WJmUpJYGs3vo48gE6nZ8qAHgwJ\n8GPHqYsPb8ZkPGagVqt56qmn0Gg0aLVahg4dyiuvvMLChQuJiorC3NycVq1asWDBApo2bVpjWTXu\nv1Q+UHbvQTOpD6JVuJaVi7q0jDKdjtgrySRm5tDJ01WWrIfNwsqKXqFD+fXbL7mdf6ve5el0Ot6f\n9zbm5ubMeuMtAKxtbCi654v/9u1CbH5vqqoPpUpF2JQXSIk/y8r35nAmejc+j3TFVsIDkPdzMu4o\ny79dxMf/XcSmvfv4+Mtv+HLhAhIvJ0ia82Tfzly8mcnCzb/x+dZorMzNGNSpraQZlQV5uZOcnUde\nUbFsGfeTk5HOys8XMOzJyXj5tzdptpRKf//1f+BiEoXFaorUGmLiE2nvXv/jV/WhUCqM/quNhYUF\nK1asYPPmzURERLB//35OnTpF37592bp1K1u2bMHLy4slS2rvWLDGyqDyUfB7j4ib7Ai5HqBh7GYZ\nQ6/Xo1FryM+r39kOer2ej97/F3m5OXz06eeYmZsD4O3jy5WEu1+SxcV3uJGairePb73yKjR38yB8\nxmz+8eEXDH/+VQpzsnFq5SVJ2dW5evkynR4Jom279iiVSvzad8C/Q0dOxR2TLMPawpxmNtbEJaag\n1ekp1pRyOvkmbVxaSJZxryAvd06auInoVnYWKz6Zz4ARYwnqG2zSbKkVa0q5VVSMnko/VOX5zfpg\nFErj/2orWqHA9vcfdmVlZZSVlaFQKOjXrx9mvx+wDwoKIj299hMSamwmSk9PZ/78+ej1esNtKP/i\nycjIqLXwB2VtYY6XkyOX07PQ6fR09fGgjWsL1h6RvmtepUKBSqlEqVCgVCgwV6nQ6nToJNrj0Wq1\n6LRa9Dodep2OUo0GpUpF4oWz2No1pWWr1mhK1Oxa+z+sbW3r3Vb76UfzSU5K4r/ffoel1d0zKEIG\nDWLRf/9N1N499OnXn2VLltC2rZ9kxwtybqbSzMkF9HrOH4zmTmE+/t2lGe9CW1ZW/j7qtOh0OjRq\nNSqVCr/27Vn3v1UkXk7At60fiQmXOH/mFI+NGiNJLpR/seQV3aGLjwdHLidjYaYisLUbmQXVDwVb\nH57N7Wlqbcm5lPqdTHA/1a2LRQX5LF/4IT0GD6X7oCG1F2QEubezex1NvE4/f28u3cxEq9MT3N6H\nC6nSnZllFJl/OGu1WsaMGcP169d58skneeSRR6o8vn79eoYNG1ZrOTVWBq+//rrhdqdOnao8du+0\nFFRKBSO6dsSlmR06vZ6M/EKW7DlEZsFtybOe7NeFif27GaZDA/xYtT+OVfuPS1L+3oi17Nlwd8jQ\nEwdjGDxyN4N5AAAgAElEQVRmPK4erdi04gfyc3Mwt7DA07cNz7wxD/NKB+cfVNrNm0SsX4eFhQXh\nQwYZ7n/97XkMHf4YH336OZ8vXMD778ylY6cAPvh4Yb2WrbLLx49wMfYgOq2Wlj5tGP78a6jMzCUp\ne/VPP/K/H38wTEdF7uTJydN4auozPDl5Kgvencut3Dya2tszfuI/6NKjpyS5FdYdOU1YoD99/LzQ\n6/Vcy8pl9xlpm6IqdPF250JqBpoyreRlx2zeQPSmu2OKnD68nwEjx6FQQF5WBtERa4mOWGt4/J0l\nP0mWLfd2dq/dZxKwtbTgzZGhlGq1nE6+yZ6zl2XJ+rNQqVRs2rSJgoICZsyYQUJCAn6/nzSyePFi\nVCoVI0bUPl5DjZXB6NGjq33s5k3pzxi5XaJh4ebfJC/3flbtPy7bCgkQNvbxas8SCuzZR9Kslm5u\nHDpxutrHu/fsxeoNmyTNrNArfBy9wsfJUvZTU5/hqanP3Pex8LF/J3zs32XJrZCRf5uVMq4jlck5\nSNKg0X9n0Oj7v1cDR8n7Hsq9nd1Lp9ez4ehZNhw1/UH4apnobKKmTZvSs2dP9u/fj5+fHxs2bCA6\nOpoff/yxTs36tTZKnTx5kp07d5KTU36u/MWLF5k1axZPPPFE/edeEAShkVMolUb/1SY3N5eCggIA\nSkpKOHToED4+Puzbt4/vv/+exYsXY13Hs+xq3DNYuHAh0dHRtG/fnqVLl9KvXz/WrVvHc889x0cf\nfVSnAEEQhL80GS86y8zM5M0330Sr1aLX63n00UcZOHAgQ4YMQaPRMGXKFAAeeeQRPvjggxrLqrEy\niImJISIiAktLS/Lz8xkwYABbtmzBw6PhXpgiCIJgUjI2E7Vr146IiIg/3L9794OP9V1jZWBpaYml\npSUAzZo1o3Xr1qIiEARBeACNoqO6lJQUpk+fbphOTU2tMv3tt9/KN2eCIAiNQWOoDL755psq01On\nTpV1ZgRBEISHo8bKwMPDAzeJ+r0XBEH4S2ogw14q9DV0MjR69GhDZ3Qvv/wyX331lclmTBAEoTHI\n+WGl0a9tPu1pCeekZjXuGVSuJ1JSpB3QQxAE4a+gURxArqmjugfx6Ee195hXXzvnPg/A1MWrZc8C\nWPZC+dXF7/y6Q/as+RPK+xW53G+o7FltD5QPMSrnFbEVRnbrCGCSoRBn/W1A+f+Vm2XP+vzp8kv/\nX/xhXS3PlMY308aZLK8i64n/Gv9rt65+ebX8V7Epl0sWDaSZqMbK4OLFi3Tp0gW9Xo9araZLly5A\n+R6DQqHgxIkTJplJQRCEBqsx7BnEx0szILcgCMJfVgPZM2gYcykIgiDISv4RqgVBEP7C6jJi2Z+B\nqAwEQRDk1BiOGQiCIAj1JGOvpVISlYEgCIKMRDOREcK7dmRIoD9eTo7EXLhikvPPAZybNeHD8cOI\nu5rC0r1HJC9/3piq48uaq1TEJiaz7YS0Z2uZe7jRasUSbkfvJ+PDT7Dq2I7mz/wDS/+26LVaik+d\nIes/i9Hm5BqdcTByO3H7okhPSSaod38mTH8ZgIzUFFZ/+yW5GeXjzbp7+zJy0jRcPDwlWbYKeRlp\nHNzwC1mpyVjb2tEzfCzeAZ0lzagsyMuNsEB/7G2tKSxWs/rQSZIyjX//qvPa8BC8nRzR/n6hZ35R\nMe+v3yV5jqmzZgztSyfPlliYqci/U8KW4+eJOn9Fliww7bLVmWgmenC5t+/wy8ETdPXxwNLMdLM2\nsX83krKk38ArfLjhbt/iFmYq3hgxiPMp0g/S7TTzJdQX747Rq7RrQv7m7dyJPY5eq8Vp5gxc5s7i\n5qy3jc5o6uBI6KhxJJw5RalGU+X+iS/PwsHJCYBDkTv5+esvmPnxv41foHvotFoil31D+z7BDH/+\nNdISE9i1bBEOM9/B3slFspwKfi2deKxzB1buP05Kdh521laSZ1T26+GTHEq4JmuGqbM2xZ1n6d4j\naMq0uDk0Zd7YMK5l5cpSoVYw5ftYJw2kmehPNZcHLyVxOOEahcVqk2X2aNOKYrWG+NQMk+R19HCl\nSK3hWlaepOU2CQ1Bd7uIO8dPGu67cySO21H70d25g16tJn/9ZqwDOtQrJ6B7Lzp164lNE7sq91vb\n2tLcxRWlUoVeD0qlkpyMtHpl3etWZjpFBfkEBA9GqVTi3rYdLl6+XI6Tfm8OYGigP7vPJnA9Ow89\nUFBcQkFxiSxZjVVqzi00ZVoA9HrQo8elmV0trxIeBqN+fut0OrZu3cqIESOknh+TsjI3Y1T3Tny6\nOYrg9r4myezs5c6pazckLVNpY0PzZyZx45U3aBr+aLXPs34kAHVSsqTZ93r32YloSkrQ6/WEjX1c\n1iwA9JCXflPyYhUK8Ghuz/nUdN4aGYqZSsm5lHS2nDhPmVYneR7AyG4BjOoeQEZ+IZvjznM5PUuW\nHFNnTR3Yg+D2vliam5GUmcNJidf/e5ly2eqkMRwzuH37Nj///DMZGRkMGjSIvn37smrVKpYvX46/\nv3+DrwxG9whgf/xV8oqKTZJnb2OFl5MjG4+dlbRcx2cnUbB1F2VZ2dU+x8LXG8cpT3Hzzfckzb7X\nB0tXoSkpIW5/FA4tnCQt297ZFesmdpyOiiQwZDA3r1wi7WoCbr7+kuYA2FlZYqZSEtjaja8jD6DT\n6ZkyoAdDAvzYceqi5HkRx86SdqsArVZHVx9PXhjSh48i9pBdWNSgswCWRR1lefQx/Fq2oIO7K2Va\nrSw5YPplq4uG0lFdjc1Ec+bMISkpCT8/P9auXcukSZPYtWsXixYtYvHixaaaR1l4Nreng4crkWcS\nan+yRIK83EnOzpO08rFo44NNty7k/bqh2ueYu7vh/tl8sv67mJIz5yTLrnaerKzoFTqUX7/9ktv5\ntyQrV6lSETblBVLiz7LyvTmcid6NzyNdsbV3kCyjQunvv/4PXEyisFhNkVpDTHwi7d2lPzYBcC0r\nF3VpGWU6HbFXkknMzKGTp2uDz6qg1+u5dDMLRzsbBgdIX3lXeBjLViulwvg/E6pxzyA1NdXwpf/3\nv/+dfv36ER0dbRgXuSFr5+5MCztbPns6HABLczOUCgVuDmG8vy5SlswgL3f2xV+VtEybzo9g7uqC\n9/ryXiSV1tagUmLh1YqUaS9h5uKM+38WkPvj/yjctVfS7Jro9Xo0ag35ebk0aWYvWbnN3TwInzHb\nML3py4W07d5bsvIrFGtKuVVUjJ5Kw31UO/KHDPQAJvoyMGGWUqHApVkTk2QBpn0fq9NA+iaqsTIw\nq3RGj0qlwtXVVdaKQKlQoFIqUSoUKBUKzFUqtDoduurH3zFazIVEYi9fN0w/GtSOFna2rNwXJ3kW\nlO+JNLW25FyKtAdV8zdvp3BvtGHa4YlxmLm6kPX5V6haNMf9y4Xc2rCF/E3bJMnTarXotFr0Oh16\nnY5SjQalSkXihbPY2jWlZavWaErU7Fr7P6xtbXF285Akt0LOzVSaObmAXs/5g9HcKczHX4bKAOBo\n4nX6+Xtz6WYmWp2e4PY+XEiV/iwwawtzvJwcuZyehU6np6uPB21cW7D2yKkGndXU2oqOnq6cSEpF\nU6YlwNOVPv7efL1jv+RZYNpleyAN5GyiOnVhDVTpxlquLqyf7NeFif27GaZDA/xYtT+OVfuPS5oD\noCnTGs5yAFCXllGq1VJYIs+ZTF283bmQmlElUwp6tRqt+u4864qL0Ws0aG/l4zjlKSzc3Wg+ZSLN\np0w0PCcxbJTReXsj1rJnwxrD9ImDMQweMx5Xj1ZsWvED+bk5mFtY4OnbhmfemIe5hYXRWfdz+fgR\nLsYeRKfV0tKnDcOffw2VmbmkGRV2n0nA1tKCN0eGUqrVcjr5JnvOXpY8R6VUMKJrR1ya2aHT68nI\nL2TJnkNkFtxu0Fl69AwJ8GPaoJ4ogOzCIlbGHON4UqrkWWDaZXsQDeWYwZ+qC+tV+4/L8sVfF5vi\n5G1LN8VgMQC5y1bdvb38Z3KX/yxp+WFjH6/2LKHAnn0kzbqfXuHj6BUu40Aklej0ejYcPcuGo9Ie\n8L/X7RINCzf/JmvGw8gqLFbzwXp5mlzvx5TL1hjVuP9y+PBhw+17h72MjDTdhywIgtBgNZADyDVW\nBp988onh9iuvvFLlsYZ+NpEgCIJJKBTG/5lQjc1E+koHbvX3HMS9d1oQBEG4j8ZwALnygY97D4I0\nlIMigiAID1Oj6LU0JSWF6dOn/+E2lF+DIAiCINSigfxwrrEy+Oabbwy3p06dCtzdI6iYFgRBEGrQ\nGC46KygoICMjg6eeegqAcePGkZubi0KhYPbs2TW9VBAEQWhAaqyyvv/+ewYNGmSYLi0tZf369axc\nuZLVq1fLPnOCIAgNnUKhMPrPpPOpr+G0oLFjx7J+/XrD9AcffMC7774LwPjx41mzZk11LxUEQRCA\n29EHjH5tkwH9JJyTmtXaTFRZRUUAkJsr30hFgiAIjUZjOIAcGBjImjVrGD9+fJX7V69eTWBgYJ1D\nnvjvSuPm7gH88urTAIz+bJnsWQAbZ081WV5F1jkTjMbWyaO8i+a8n+Xf63N4qny9MkVXHSO7dQRg\n6mL5mzeXvVDeXYcp1nu4u+4vijwoe9aMsL6AaT8zU35/yKIxnFo6d+5cZsyYwZYtW+jYsfyDOX/+\nPBqNhkWLFplkBgVBEBoyRWO46Kx58+asXr2aw4cPc+XKFQBCQkLo3VueLoMFQRAancbQTFShd+/e\nogIQBEFoxOpUGQiCIAhGagzHDARBEIR6agzHDARBEIT6aRQd1T0MM4b2pZNnSyzMVOTfKWHL8fNE\nnb8ieY6ZSsnzg/sQ2NoNOytL0m8VsGr/cU7IMCSf3FnbI9YTvWsnyUlX6TcwlJffmAvAvj2RLPn3\n54bn6fQ6NGo1nyxeiq+fv9F5/9q4lmNXr1JSWkrzJk2Y2KcfI7uUD1d67Goin+3YSnp+Ph3dPZg3\ncgwt7e2NyjkYuZ24fVGkpyQT1Ls/E6a/DEBGagqrv/2S3Izy8YjdvX0ZOWkaLh6eRi9TTZybNeHD\n8cOIu5rC0r1HZMmQc70/HbOX+NgDZKfdwL9LT4Y8Pc3wWMqlC0SvWUVhXi4uXj4MmTiVpo4tjM56\n2J+Zqb4/HkhjOoBsSpvizrN07xE0ZVrcHJoyb2wY17JyScqU9iI3lVJJdmER76zeTnbBbbr6eDI7\nfCCv/riRLInHTJU7y7F5C8Y+NYlTcUfRVBoPOXhwGMGDwwzTv+3cwbpVK/Bp61evvEl9g3nrbyOx\nMrfgWnYWL65Yhr9rS1zt7Xlz7S/MDR9FPz9/vovayzvrf+WHac8bldPUwZHQUeNIOHOKUo2myv0T\nX56Fg5MTAIcid/Lz118w8+N/12u5qjOxfzeSsuS9yFLO9d62mT3dh4Zz/eI5yjSlhvuLbxey7ftF\nhD45Ge9OQRzZtpEdy79lwqx3jM562J+Zqb4/HkgDqQz+dI1ZqTm3DIPG6/Xlg2q7NLOTPEddWsav\nh06SVXAbPRB3NYWM/EJ8XZo3uKxe/UPo2a8/dk2b1vi86MidDAgbWu8+T3ydXbAyLx/oXkH5up6a\nl0t0/AV8nJwJ7dAJSzNzngkZxJWMdK5lZxmVE9C9F5269cSmSdXP39rWluYuriiVKvR6UCqV5GSk\n1WuZqtOjTSuK1RriZb7gT871vk1QV3wf6YKVbZMq9yeePo5jSzfadu6Ombk5PYeNJPtGCrnpxr+X\nD/szM9X3x4NQKJVG/5nSn27PAGDqwB4Et/fF0tyMpMwcTl67IXtmMxsr3ByakpJzq1FlVcjMSCf+\n7GlmzHlDkvI+2b6FbadOoi4rxc+1JX3a+vHtb3to4+JqeI61hQUejo5czcrEq4WTJLmVvfvsRDQl\nJej1esLGPi55+VbmZozq3olPN0cR3N5X8vLvZer1PiftJk7ud5tpzC0tsW/hTG76DRxdW8qSKfdn\nBg/n+6MxqLEyGDRoUJVfkXq93jCtUCjYs2ePLDO1LOooy6OP4deyBR3cXSnTamXJqaBSKvjnYwOI\nOn+FG7n5jSarspjIXbQPCMSlpZsk5b0+PJxZjz7G2dQUTlxLwkJlRrFGg72NbZXn2VhYcadS05WU\nPli6Ck1JCXH7o3CQobIZ3SOA/fFXySsqlrzs+zH1el+qLsH6nl/wFlbWaEpKZMuU+zMD07+PtWog\n4xnUOJfr169n3bp1Vf6mTp2KXq+nffv2ss6YXq/n0s0sHO1sGBxg/MHO2iiAV4eHUKbVsnTvYdly\nTJ11r+jdOxkQ9qikZaqUSoJatSarsID1cUextrCgSFP1i79IXYKNpaWkuZVZWFnRK3Qov377Jbfz\npdvT8mxuTwcPVyLPJEhWZl2Yar0HMLe0+sMXv7qkGAsrK1lz5frMKjPl+1irugx8X92fCdW4Z+Dg\n4ACATqdj06ZN/PDDD7Rr147vvvuONm3amGQGlQoFLs2a1P5EI814tB/2NtbM3xCJVldtb94NLquy\ni+fOkpeTQ+/gAbKUX6bTcSMvFx8nZ7adPmW4v1ijMdwvJ71ej0atIT8vlybNjDtz6V7t3J1pYWfL\nZ0+HA2BpboZSocDNIYz310VKklETudd7gOYt3YiPPWSYLlWryc/OxNHVXdZckOczux9TvI91mImH\nm19HNe4ZlJaWsnr1aoYPH05cXByLFi3is88+k60iaGptRW8/LyzNzVAoFAS2akkff2/Op6TLkjd9\ncB88HO35aONuw0EnuciZpdWWodGo0el06HQ6NBo1Wm2Z4fGoyJ306h+CtY1NvbNyi26z+9wZ7mjU\naHU6jly5zO5zZ+jm7UNIuw5czcrgt/jzqMtK+T4mijYurkYfL9BqtZRqNOh1OvQ6HaUaDVqtloSz\np7hx7So6nZaSO3fYumo51ra2OLt51Hv5KsRcSOSNn7fyrzW7+NeaXUSfT+RMchpfbI2RLKOC3Ou9\nTqulrLS0fP3Q68pva7X4BHYhJ+0GV07FUVZaSuyOTbRw96zX8YKH+ZmZ+vujrhQKpdF/tUlLS+Pp\np59m+PDhPPbYY6xYsaLK48uWLcPf379OQw7UuGcQGhqKmZkZkyZNws3NjUuXLnHp0iXD42FhYTW8\n+sHp0TMkwI9pg3qiALILi1gZc4zjMpz779TUlqFB7dCUlbHshScM93+7+yD74q82qKx1q35izU8/\nGqb37Ylk/KTJTPjHVDQaNYeio5jz3of1zgFQoGBD3DEWbtuCTq+npX0zXhs6nGD/8mbDBX9/gs93\nbOX9jevo4O7Bh2PH11Ji9fZGrGXPhrtdaZ84GMPgMeNx9WjFphU/kJ+bg7mFBZ6+bXjmjXmYW1jU\ne/kqaMq0VSptdWkZpVothSXSH/+Qe70/umsLR3dsNkxfOnaYHsNG0Gv4KIZPe5GYtT+z66eluLb2\nYdjk6fXKepifmSm/Px6IjM09KpWKN998k44dO3L79m3Gjh1L3759adOmDWlpaRw8eBA3t7odJ6yx\nMujTpw8KheIPlUAFqSuDwmI1H6yXfxccIKugyGRjH8idNeEfU5nwj6n3fczCwpKVm7dLluVga8vi\nydOqfbyHjy+/znhVkqywsY9Xe8ZJYM8+kmTU1aa4c7KVLfd632v4KHoNH3Xfx1q168jT8z6SLOth\nfmam/P54IDI2Ezk7O+PsXN4M26RJE3x8fMjIyKBNmzYsWLCAOXPm8OKLL9aprBorg48//rj+cysI\ngiDILjU1lfj4eB555BH27NmDs7Mz7dq1q/Pra6wMli9fXuOLp0yZUucgQRCEvyQTnBVUVFTEK6+8\nwty5c1GpVCxZsoRlyx6sNaLGyqCoqKheMygIgvBXJ/dIZ6WlpbzyyiuEh4cTFhbGpUuXSE1NZeTI\nkQCkp6czZswY1q5di5NT9Sdz1FgZvPTSS9LOtSAIwl+NjMcM9Ho9b7/9Nj4+PoaWGn9/fw4fvnsd\n06BBg1i3bh2Ojo41llVjZTB//vwaX/zOO8Z3aCUIgvCXIOMVyMePH2fTpk34+fkZ9gRmzpxJSEjI\nA5dVY2XQsWNHw+2vvvqKl19++YEDBEEQ/srq2zFkTbp163bfMz0r++233+pUVo2VwejRow23V6xY\nUWVaEARBqIPG0DdRZXLWboIgCMLDpdDr9XXqJGf06NFs3LhR7vkRBEFoVDTJKUa/1qK1PKP33U+N\nzUSdO3c27BGUlJTQpUsX4G5X1idOnJB/DgVBEBqyBtKqUuc9g/qYtXJz7U+qp8+fHgHA1MWrZc8C\nWPZC+SX3L/6wTvasb6aNA+CczKNtAXTycAFMu1xXw+UZ5KQyny3l68UT/10pe9Yvrz4NmOY9hLvv\noym3M1O+j6ZcLjmUpho/uI65h/w9yFb4U450JgiC0GjIfNGZVERlIAiCIKcG0kwkKgNBEAQ5NYbB\nbQRBEIS/BrFnIAiCICO5O6qTiqgMBEEQ5NRAmon+lJVBkJcbYYH+2NtaU1isZvWhkyRl1j6Gp7Gc\nmzXhw/HDiLuawtK9R2TJeG14CN5Ojmh/P5M3v6iY99fvkqTs7RHrid61k+Skq/QbGMrLb8wFyoe/\nXPLvzw3P0+l1aNRqPlm8FF8/f0myQd5lq2DW0hWPrz+h6GAsWV8sAsAqsBMtXpiCmVML1JeukPWf\nxZRlZUuWOWNoXzp5tsTCTEX+nRK2HD9P1PkrkpVfmSnew8pMtY2Z8j2sYOrvj9oUW1ka/Vo7Ceej\nNn+6ysCvpROPde7Ayv3HScnOw87aSvbMif27kZQl/8ry6+GTHEq4Jnm5js1bMPapSZyKO4pGfXeM\n3uDBYQQPvjs06W87d7Bu1Qp82vpJPg9yLVuFFi9MRX357njRyqZ2uM6dSdZXS7hz9AQOE8fj/Pqr\n3JwzT7LMTXHnWbr3CJoyLW4OTZk3NoxrWbmyfbHI/R5WMOU2Zur38GF8fzQWf7rGrKGB/uw+m8D1\n7Dz0QEFxCQXFJbLl9WjTimK1hngTXNAll179Q+jZrz92TZvW+LzoyJ0MCBva4PqZsu3fG11RESWn\n745DbNu7B5rrqRQdjEVfWkre/9Zh4d0ac4+6Df5dF6k5t9CUaQHQ68sHXHdpZsrfavIw5TZm6vfQ\n1N8fjYlRewZpaWls27aNZ555RtKZUSjAo7k951PTeWtkKGYqJedS0tly4jxlWp2kWQBW5maM6t6J\nTzdHEdzeV/Ly7zWyWwCjugeQkV/I5rjzXE7Pkj2zQmZGOvFnTzNjzhuylC/XsimsrXF4ajxpb39I\n07BBhvstWnmgSUo2TOvVasrS0rFo5UFp6k1JsgGmDuxBcHtfLM3NSMrM4eQ1468mrY0p1g9Tb2Ng\nuvfwYSxbY1LnyiA3N5cdO3awbds2MjMzGTJkiOQzY2dliZlKSWBrN76OPIBOp2fKgB4MCfBjx6mL\nkueN7hHA/vir5BUVS172vSKOnSXtVgFarY6uPp68MKQPH0XsIbvQNEOLxkTuon1AIC4tpfvlXEHO\nZXOcOJ7C3VFoc6o2KyisrNAVFFS5T3enGIW1db0zK1sWdZTl0cfwa9mCDu6ulGm1kpZfwVTrh6m3\nMTDde/gwlq0xqbGZ6Pbt22zcuJFp06Yxbtw4UlJSSE1NZc+ePbzxhvS/MEt/r70PXEyisFhNkVpD\nTHwi7d1dJM/ybG5PBw9XIs8kSF72/VzLykVdWkaZTkfslWQSM3Po5OlqkmyA6N07GRD2qCxly7Vs\nFt6tsQ7qRP6mbX94TF9SgsKm6he/0tYGfbH0Fbter+fSzSwc7WwYHCDdgffKTLV+mHIbq8wU7+HD\nWrbGosY9gz59+hAYGMhrr71G165dUSgU7N69W7aZKdaUcquoGD2V+s6TqRu9du7OtLCz5bOnwwGw\nNDdDqVDg5hDG++si5QmtTA9gmrb7i+fOkpeTQ+/gASbJk2rZrAI6YObsRKtl5WcPKa2sQKnEopUH\nBTv2YDco2PBchaUlZq4uaK6n1ju3OkqFApdmTWQrvwqZ1g9TbmP3I+d7+LCXraGrsTKYOXMm27dv\n5/333+exxx5j+PDhss/Q0cTr9PP35tLNTLQ6PcHtfbiQmi55TsyFRGIvXzdMPxrUjhZ2tqzcFyd5\nlrWFOV5OjlxOz0Kn09PVx4M2ri1Ye+SUJOVrtWVotVp0Oh06nQ6NRo1KpUKlKv94oyJ30qt/CNY2\nNpLkVSbnshXu2kvRvkOG6WZjwjFzdiL7m+8BaD7lKWz79ODOsZM4PDEWTVKyZMcLmlpb0dHTlRNJ\nqWjKtAR4utLH35uvd+yXpPzK5F4/7mWqbcyU72EFUy1bY1RjZTB58mQmT55MSkoK27ZtY8aMGWRm\nZvLdd98xZMgQvL29JZ+h3WcSsLW04M2RoZRqtZxOvsmes5clz9GUaQ1nOQCoS8so1WopLFHX8Crj\nqJQKRnTtiEszO3R6PRn5hSzZc4jMgtuSlL9u1U+s+elHw/S+PZGMnzSZCf+Yikaj5lB0FHPe+1CS\nrHvJuWx6tQatWnN3urgEvUaDrqAQgIwFX9B8+hScZr6EOuEKmZ9+We9MQxZ6hgT4MW1QTxRAdmER\nK2OOcTxJ+j0PudePe5lqGzPle1jBVMvWGNXpALKnpyfTp09n+vTpJCQksG3bNp577jlZmox0ej0b\njp5lw9Gzkpddk01x52p/kpFul2hYuLlug1IbY8I/pjLhH1Pv+5iFhSUrN2+XLVvuZass75eq4wMU\nnz5H6guzZMkqLFbzwXoTNBdi2vcQTLeNmfI9rPCwvj8agxoPIE+d+scvGD8/P/75z3/KeuxAEARB\nMK0aK4Pc3Id3CbcgCIJgOjU2ExUWFhIZWf1uXlhYWLWPCYIgCFCqMn/Ys1AnNVYGt2/fJioqqtrH\nRWUgCIJQM/lHmZdGjZWBm5sbCxYsMNW8CIIgNDq6BlIb1FgZ6BvIQgiCIPxZNZTv0Rorg08//dRU\n8yEIgtAoNYrKYPz48fft7liv16NQKDhx4oRsMyYIgtAYNJRmIoW+oVRbgiAIDVBavvFXkrc0VV9Y\n/MQzitUAACAASURBVAlHOhMEQWhMGsrPbZNUBrNWbpY94/OnR5gsy9R5FVm/Hpan47LKJvQOAmD+\nBvmvMH9nTPmYGOdMMMpcJ4/yboxziuQf9aq5bflQi6b4vODuZzb6s2WyZ22cXd4rwRP/XSl71i+v\nPg2Ydl2UQ0NpfBF7BoIgCDLSNZB+tEVlIAiCICOxZyAIgiA0mLOJRGUgCIIgI52uYVQGNfZaKgiC\nIPw1iD0DQRAEGTWQVqI/Z2UQ5OVGWKA/9rbWFBarWX3oJEmZ8oyt0BiyYvfs5OSBGDJSrxPQsy9j\nnn0RgJQrCezduIa0a1dRKJV4+3dg+MQp2Nk71DuzsmY2VgwLao+7YzO0Oh3xNzKIPJNQ7wNn2yPW\nE71rJ8lJV+k3MJSX35gLlA/rueTfnxuep9Pr0KjVfLJ4Kb5+/kZlaTQaPlvwfxyLjaWwIB93D0+m\nv/wKvfv2AyAuNpbPFn5ERno6HTt14u33PqSlm5vRy/awPjMzlZLnB/chsLUbdlaWpN8qYNX+45yQ\naSjKGUP70smzJRZmKvLvlLDl+Hmizl+RJQvkWxfrQxxANpJfSyce69yBlfuPk5Kdh521lciqhZ29\nAyHhY7hy7jSlmrtjBhffKaJbSChtXpqJUqli26plbPx+MZNmz5UsG2BYUHvuqDX8Z/s+rMzNeKpf\nF7r5eHAsMaVe5To2b8HYpyZxKu4oGvXdsamDB4cRPPhu9+m/7dzBulUr8GnrZ3SWVluGs4sr33z/\nAy6uLTl8YD/z3pjDyjXrsLa24a05M3lr3r/oGxzC0m8W8e6br7P0p1VG5z2sz0ylVJJdWMQ7q7eT\nXXCbrj6ezA4fyKs/biRLhjGXN8WdZ+neI2jKtLg5NGXe2DCuZeXK9oNLrnWxPsSppUYaGujP7rMJ\nXM/OA6CgWL6LhBpLVoduPQG4cS2R0kqj0/kFdq7yvJ6hQ1n28fuS5Vawt7HiWGIKWp2OIrWGxIwc\nnJrW/zL6Xv1DAEhMuEhOVla1z4uO3MmAsKH37UerrqytbXhm+guG6b7BIbR0c+difDz5t27h7ePL\noCHlFdC06dMZNmgA15KS8PL2NirvYX1m6tIyfj100jAddzWFjPxCfF2ay1IZpObcMtzW60GPHpdm\ndrJVBnKti/XR4PcMIiIianzhqFGjJJ8ZhQI8mttzPjWdt0aGYqZSci4lnS0nzlOm1Ymserp2KR5n\nNw/Jyz2aeJ2OHi4kZ+dibW6Or0sLYuLlawqoLDMjnfizp5kx5w1Jy83NySHlejLePr5sXLeGtn53\n9zqsrW3w8PQk6Wqi0ZVBXcn1mVVoZmOFm0NTUip9aUtt6sAeBLf3xdLcjKTMHE5euyFb1sNcF6vT\n4CuDs2fP3vf+3377jYyMDFkqAzsrS8xUSgJbu/F15AF0Oj1TBvRgSIAfO05dFFn1kJ6STMzm9Tzx\nyhzJy07OvkVnLw9eDx+IUqnkdPJNLt2s/pe8lGIid9E+IBCXlsa339+rrLSU995+i2F/C8fr/9s7\n76gorvcPP7tLRxBBRAEVUUFUEOy9994SY4staoypxtiixsRYo/mZfGOi0aixJBqNHTuKooLYC2JD\nQBBFmogILOzu7w/CKiooMLOK3uecPYc75f3cGe7MO7e+lSqR9ugRNqVyt9lbWpbgUWqqZJrPQ87/\nGYBKqeCLLi05FHKD24nJsmgArDgUzEr/k7iVK011p7JkaTSyab3KsljcyXNo6bRp0/S/qVOn4uXl\nRXBwMLVq1WLz5s2yZCbzv6/ko1fCSUnLIDVDzeHQMDycHIRWEUiIvcuahXPoNGAoLu4ektsf0MSH\nKzH3mLf9IAt3+mNmbETrmlUl13ke/vv30LJ9R8nsabVavp32NcbGxnw5cTIA5hYWpD714n/4MAUL\nS0vJdJ9G7v+ZAviscwuyNBqW+QVKbv9pdDodV2PisLWyoK1n4Tr5X4ZXWRbzQqsr/M+Q5DvPICsr\ni40bN9KpUycCAwP56aefWLRoEdWqVZMlM2nqTO6npqF7ssNFphvypmo9zf34OP6c/z0tu/fBu0lz\nye2bmxhT0sKcU2FRaLQ60tSZnI+MoYpDacm1nubKpYskJSTQqHlLSezpdDpmf/sNSYkJzP5hIUbG\n2YHMK7lW5sa1a/rj0tIecTs6mkqulSXRfRq5/2cAYzs2xcbCnPnbD6Ix4FtHqVDgINOyzK+yLOaH\nTqcr9M+Q5OkM1q1bR5cuXbh06RLLly9n7ty5uLq6yp6h4LBbNHWvRAkzE8xNjGnu4crl6LtCKx80\nGg2ZajU6rRadVkumWo1Go+FBUiIr582kftsO1Gstz6qMaepMklIfUdvVGYVCgamxEV4VHbn3IKXI\ntjWaLNTqDLRaLVqtFrU6A40mS7//0L49NGzWAnMLiyJrAfww+3siw8OZv+h/mJo9Hu3VonVrbobd\n4JDfATIyMlixdClVq7oVqb/gVf7PPmzbGGdbG2Zv2Y86S74mG2tzMxq5uWBqbIRCocCrQjkau1ci\nJEqeZ0zOslgUioszyLPPYObMmdjZ2XHmzBnGjBnzzP4dO3bIkqH9F65haWrCpB5tyNRoOB8Zw4GL\n14VWPhzevhn/bZv06fOBAbTs0ReFApLiYvHfuhH/rRv1+6cuXS2Jbg6bgs7T3sudxm4u6HQ6IuIS\n2X/h2otPfJHdtav5Z/UqffrIgX28+/5Q+g0ZjlqdwXH/Q3w1Y2aRdQDuxMSw9d9NmJiY0K1da/32\nCV9Po0PnLsz+YSEL583h26lTqFHTk+/mziuS3qv6n9lbW9LBuxrqrCxWjOmv375k/zGOhN6URCMH\nHTraeboxonUDFEB8SiprDp/ktExzGkC+slgUiv3aRH5+fobMhx6tTsfm4ItsDn5+B7bQepbWvd6h\nda93nruvVc/nb5eS2OSHrAk4LbndfkOG02/I8OfuMzExZc32XZJplXN05PiZ83nur9egIes3b5NM\n71X9z+IepBok7gFASloG3/27zyBaOchVFotCsXcGTk5OHDhwgMjISNzc3GjWrJkh8yUQCARvBHI3\n90yePBl/f3/s7OzYuXOnfvuaNWtYt24dKpWKFi1aMGHChHzt5OkMZsyYwY0bN/Dx8eGnn37iwoUL\njB07VrorEAgEAkGR6d27N4MGDWLixMdzbYKCgvDz82P79u2YmJiQkJDwQjt5OoNTp06xbds2VCoV\naWlpDBw4UDgDgUAgKCByNxPVq1eP6Ojc/TB///03o0aNwsTEBAA7O7sX2slzNJGxsTEqlQoAc3Pz\nYjOLTiAQCF4ndLrC/wpLREQEp06d4p133mHQoEFcuHDhhefkWTMICwujW7du+vStW7dypeUaTSQQ\nCARvEq/iQ1qj0ZCcnMw///zDxYsX+fzzz/Hz88t3/a48ncHu3buLtPCXQCAQCF7NaCIHBwfatWuX\nPb/DywulUklSUhK2trZ5npOnM+jatWuezsDExIQKFSrwxRdf0KhRo6LnXCAQCN5QXkXNoG3btpw4\ncYKGDRsSHh5OZmYmpUrlHxMjT2dw9uzZvHah0Wi4fv0648ePzzWUSSAQCAS5kdsXjBs3juDgYJKS\nkmjevDmffPIJffr0YcqUKXTt2hVjY2Pmzp37wpYeha4Ibmv9+vW89957hT1dIBAI3ngCr98q9LmN\nqlaQMCf5UyRnIBAIBIL8OXYtstDnNnGrKGFO8scgkc6G/7Zedo0VY7JrKP1/WiO7FsDfnw0G4KM/\nNr3gyKLz64i+AJy8Kd+aLjnUc80OpLLPAOu5tPfKDhjz/eb9smtN7Z296NuNWHkibD1JFQdbg2k9\nqTd1w27Ztb7v1wkwzHOW84wZ8v0hB8Xle/u1C3spEAgEbxLFfm0igUAgEBQd4QwEAoFAIJqJBAKB\nQFB8nEG+YS8FAoFA8HYgagYCgUAgI4YObF9YhDMQCAQCGSkuzUSvrTMoU7IEM9/txKmbUSzzC5JF\nY2yHJtQsXw4TIxXJj9LZcTqEQyE3ZNH6vHMLKtnbovmvYCSnpvHtv3slsb1v+1YCDuwlKjycRi1b\nMfrLx0EuMtLT+Wv5Uk4E+KPJ0lDB1ZVpPywqtNbh3Ts54e/HnVsR1G7SnMEff/HMMbs3/s2uf/5i\n7LSZVPPyLrTW8yhpYUYnbw+cbEui0WoJvR3LvgvXJHngdvy7kQN7dhFxM4wWbdoxbso0/b6AgwdY\nu2I5CXFxlC5ThiGjPqRRsxbFQutJpv033yIHY5WKE2GR+J4JlcT+0xjyGcvBEO+OgiCcQREZ1Kwu\n4XHyTtrZdiqEZX5BqLM0OJayZlqf9kTEJRJ+Tx7dDYFnOX4tQnK7pezs6PHeQC6ePoVanZFr3x8/\n/4hWo2H+0pWUsLIi8mZYkbRK2trSoc+7XDl39hktgLi7dzgbeAzrUnmvjlgUOnl78ChDzaJdRzAz\nNmJg09rUdXXmZFhUkW3blrbnvfeHcib4BBkZj68tPu4eC77/lmmz51OnQUNOBh1n7vSvWfHPZmwK\neZ2G1HqSmU9M8DMxUjGxe2tCou4W2W5eGPoZA8O8OwqCluLhDF7LDuT6VSqQlqEmNDpWVp3ohPuo\nszTAf8Ek0OFQ0kpWTTmo16QZdRs3pYS1da7tMVG3OBMUyPBPx2FtY4NSpaJSVbciaXk3aEyt+o2w\ntHr+fdq4fAk9Bg3FyEie7wwbCzNComPRaLWkZqgJi03A3rqEJLabtGhJo2YtsLIumWt7fFwcliWs\nqNuwEQqFgvqNmmBqZs6d27eLhVZe1HAuS2qGmoi4JMlt52DoZ8xQ746CoNPpCv0zJIVyBuHh4Uyd\nOlXqvABgZmxEz3o1WX8871VTpWR4q/qs+qg/Pw7pwf3UNM5GSP/Q5dCjrifzB3bjy64tqVrWXjad\nHMKuXqG0gwOb1/7Jh/16MWnMBwQfPSKb3tnAoxgZG1Ojdl3ZNILDblHD2QEjlRIrM1MqO5QmLDZe\nNj2Aqu7VKF+xIieOBaDRaAgMOIyxiTGVKlcp1lo+Lk6ck7G852CoZ8zQ746XRasr/M+Q5Pv5duXK\nFebPn8+9e/do06YNAwcOZObMmZw/f57hw4fLkqFe9T0JCL1JUmqaLPafZsWhYFb6n8StXGmqO5Ul\nS6ORRWfryYvcuf8AjUZLHdfyjGnXmNlbDxCfkiqLHkBifBzREeHUa9KMX9b+w/XQyyz4ZgpOFSri\nVEHaBbDS0x6x46/VjJ02U1K7TxMZfx8fF2cmdGuFUqnkfGQMV2PiZNVUqVS07tCJ+d99g1qtxtjI\niEnfzcLM3LzYatlYmOFib8uWkxcltfs8DPWMGfrd8aaRb81g2rRpdO3alZ9//hlbW1t69uxJ+fLl\n2b9/P0OHDpU8M+XtbKjuXNYgi6Q9iU6n42pMHLZWFrT1dJdFIyIukYzMLLK0Wk7ciCTsXgI1y5eV\nRSsHE1NTVEZG9Ow/CCNjYzy8alHdy5uLZ05JrrXrn7+p17wVdmUcJLf9JAOa+HAl5h7zth9k4U5/\nzIyNaF2zqqyaZ08Fs3LJYub+tJhtfkeY+/Ov/DxvDmHXpS+nhtLydnEiMj7JYC9OuZ+xV/XueBm0\nWl2hf4Yk35qBWq2md+/eALi6urJ69WomTJggW2aqOZWhtJUlCwZnx1o2NTZCqVDgWKo9327aJ5tu\nDkqFAoeS0rQ/vxAdgLxhRcu7uD67UaZQptcunud+YjwBe3cB8PDBA1b+OI+2PfvQrmdfSTTMTYwp\naWHOqbAoNFodaepMzkfG0LJ6FQ5eui6JxvO4ef06NWt5U7WaBwBuHtVxr16Dc6dOUrmIfTCvSsvb\nxYkjoTcls/eyyPWMvep3R368EaOJMjIyuHz5sv5iTExMcqVr1KghaWYOXw7jxBOBIDp6V6O0lSVr\njkj/JWttbkaN8mU5Ex6NOkuDZ/myNHavxC+7AyTXMjcxxsXelut349BqddRxdaZK2dJsDDoniX2N\nRoNGo0Gr1aLValGr1ahUKqp5emFnX4btG/6ie78BhF0JJfTCOfqPGFUkLe1/Wjqtlky1GqVKxSff\nfI8m63H1/4fJ4+g9ZATVvetIcYkApKkzSUp9RG1XZ4KuR2JipMKroiP3HqRIYl+TlfXffcy+PnVG\nBiqVCjcPDzb9tZaw69eoXNWNsGtXCblwji49excLracpb2eDtbkpl6LuSGbzeRjyGTPku6OgvBHO\nwN7enjlz5ujTpUuX1qcVCgWrV6+WNDPqLI1+5AFARmYWmRoNKenPDmEsKjp0tPN0Y0TrBiiA+JRU\n1hw+yelw6WMGqJQKutepgUNJK7Q6HbHJKSw9cJx7Dx5KYn/r32vZsu7x/+LYwQP0Gvg+fQYNYdw3\nM1m+aAE7/1mPXZkyjP5yEo7lCx89ae+/G9i98W99+mSAP53e6U/ndwfkOk6pVGJuWQJTidu6NwWd\np72XO43dXNDpdETEJbJfoqaB9atX8deqP/TpQ/v2MGDoCAYO/4ABQ4czZ/oU7icmYW1jw7uDhlC7\nfoNiofU0tSs5cTk6NtezJgeGfMYM+e4oKMVlaKlBIp2J4DZFQwS3KToiuI00iOA2BWdzETrpe9fz\nlDAn+fPCweAJCQmsW7eOGzeyZw1WqVKFgQMHYmdnJ3vmBAKBoLhTTFqJ8h9NdPr0afr2zf4q7dGj\nBz169ADgnXfe4fTp0/LnTiAQCAQGId+awbx581i8eDHVq1fXb2vTpg3t2rVj+vTpbNy4UfYMCgQC\nQXHmjYh09vDhw1yOIAcPDw9SU+WbLCUQCARvCsVlNFG+zUQ6nY7k5ORntt+/fx+tVitbpgQCgeBN\n4Y1Ym2jo0KEMHz6c4OBgHj58yMOHDzlx4gQjR45kyJAhhsqjQCAQFFu0Ol2hf4Yk32aifv36UaZM\nGX766adco4nGjBlD69atDZJBgUAgKM4Ulz6DfOcZ3Llzh3Llyj1336FDh2jVqpVsGRMIBII3gbVH\nCz/yclBT6Wbwv4h8m4mGDRtGdPSzE502bdrErFmzZMuUQCAQCAxLvs1EkydPZsSIESxduhQXFxcA\nli5dys6dO1m7du1Li3y5ZnuRMvkyLBzcHTD8DOTF+47JrjW2fRODax25Ei67VvNqlQDYECjNGk35\n0a9RdvhNQ852NsSMYHg8K/h2kjRrNOWHU6nswDSGvI+9FqyQXWvLeHmW5AfDxyUoLPk6gxYtWmBi\nYsLIkSNZvHgxGzdu5OLFi6xdu5aSJUvmd6pAIBAIKD5DS1+4HEWjRo2YM2cOgwcPxsfHhz///BNT\nU1ND5E0gEAiKPW+EM/Dx8UGhUKDT6cjMzCQoKIhGjRqh0+lQKBScOXPGUPkUCASCYklxGU2UrzM4\ne/b1iiUqEAgExY1i4gte3EwkEAgEgsJTXJqJ8h1aKhAIBIK3A1EzEAgEAhl5I/oMXhXeLo6093LH\nxtKclLQM1h8/S/g96aNGje3QhJrly2FipCL5UTo7TodwKOSGJLbPH/Yj9MRR4u/cxr12A9oNHqHf\nF3X1Mv7/rCUlKREHF1faDRqOtW3pYqF10Hc7x/32czsygnrNWzD8s/EAxMfeZfKooZiamemP7dj7\nHbr2G1horRMH9nD26GFio2/h2aAJvUd+lH1NN67ht+Uf7kTcRKFUUsm9Op0HDcPKplShtZ5HSQsz\nOnl74GRbEo1WS+jtWPZduCZ5tX/af+PpczBWqTgRFonvmVBJ7G/ZuIG9vjsJD7tB63YdmDh9hn6f\n77at/L1mFYkJCXjW8uarr6dT2t5eEl0w3D0EMFIpGd22MV4VHbEyM+Xu/QesDTjNGRnCbBaE4tJM\n9No5A7dy9nTxqc6agNNExSdhZW724pMKybZTISzzC0KdpcGxlDXT+rQnIi5REsdjWdKGeh26cevK\nJbLUmfrtaQ9T8F2+mDYDhlKppjdBvlvYvXIJ/b6cWiy0bGxt6fJuf0LOnkatfja+7E9//YtKpSq0\n/SexsilFi269uXHpPJlqtX572qNU6rZoQ5WPx6FUqvBdu4Ity3/j/fFTJNHNoZO3B48y1CzadQQz\nYyMGNq1NXVdnToZFSaoz84kJXCZGKiZ2b01I1F3J7NuVtmfQsBGcDApEnfH4f3bu9Cn+WLKYhYuX\n4Fy+Ar/8uIDvp3/Not9+l0zbUPcQQKVUEp+SytT1u4h/8JA6ruUZ360Vn63aQpxE8cYLQ3GpGbx2\nfQYdvNzZf/Eat+KT0AEP0tJ5kJYui1Z0wn19EG2dLjuAt0NJK0lsV/GuQ+VatTGzLJFre9j509iW\nc6SqTz2MjI1p0KkH8bejSLx7p1ho1W7UFJ+GjbG0kuY+5Uf1ug3wqFMP8xK5r8vNy4ea9RthZm6B\niakpDdp04NaNq5Lr21iYERIdi0arJTVDTVhsAvbWJV58YhGo4VyW1Aw1EXFJktls3qo1TVu0xPqp\niaKBx47SvFUbKrlWxtjYmMHDP+DC2TPcfs4SNIXFkPcwIzOLDcfPEvfgITrg1M0oYpNTqOzwakP0\nvhGrlj6PW7dusWPHDnbt2oWvr6+kmVEowNnOhpDou0zu0QYjlZJLUXfZcSaELI088ROGt6pPc4/K\nmBobEX4vgbMRt2XRySHhTgz2TuX1aWNTU2xKlyHx7m1syz5/UcDioJXDpA/eB4WC6rV86DvsA6ys\n5Z+pHnE1lDKOzpLbDQ67RQ1nByLjEzE3NqayQ2kOh0rTjJgXPi5OnJO5DOZFTnNGxM0bODlLcz9f\nxT3MoaSFGY6lrIlKuG8QvbwoLs1EL1UziI2NZdWqVfTp04cuXbqg0+n48ccfJc+MlZkpRiolXhUd\n+WXfUX70PYyTbUnaebpJrpXDikPBDPttPTM27uHkjSiyNBrZtAAyM9IxMTPPtc3EzBx1uvS1H0Nq\nlbAuydcLfmbu8tVM+/F/pKelsXzhPMl1nuZuVCSHt/9L+36DJLcdGX8fe+sSTOjWis86N+fO/Qdc\njYmTXCcHGwszXOxtZf8gyaF+w0YcPniAsOvXyUhPZ82KZSgUCtIlLB+Gvoc5qJQKvujSkkMhN7id\n+GyALkOi0xX+Z0jydQYbNmxg8ODBvP/++yQlJTFr1izs7e35+OOPcXd3lzwzmf99/R+9Ek5KWgap\nGWoOh4bh4eQgudaT6HQ6rsbEYWtlQVtP6a/rSYxNzZ55GWekp2FiJn3fiCG1zMzNcanqhkqlwtqm\nFANGf8Tlc2dIf/RIcq0cEmLvsmbhHDoNGIqLu4fk9gc08eFKzD3mbT/Iwp3+mBkb0bpmVcl1cvB2\ncSIyPomk1DTZNJ6kTv0GDPlgFDMmT2BAr+6ULeeIhYUF9mWke94MfQ8BFMBnnVuQpdGwzC9QVq03\niXydwcyZM9HpdCxYsIAvvviCatWqoVAoZMtMmjqT+6lp6HjCJRrQOyoVChxKytsmbFfOkfjbjzvP\nMjMySI6/h21Zp2Kt9TQ55USuds/78XH8Of97Wnbvg3eT5pLbNzcxpqSFOafCotBodaSpMzkfGUMV\nh8KPxHoR3i5OBqsV5NCz77us2bSFf3fvo1mr1mg0Giq5VpbE9qu4hwBjOzbFxsKc+dsPonkNlgwt\nLn0G+TqDgIAAunTpwrx58+jQoQOLFi0iKytL1gwFh92iqXslSpiZYG5iTHMPVy5HSzeyIgdrczMa\nublgamyEQqHAq0I5GrtXkmwUh1ajISszE61Wi1anzf5bo8HVqzYJd25z49wpsjIzObF7G6Wdyhep\nDd+QWhqNhky1Gp1Wi06rJVOtRqPRcPPqFe5GR6HVann44AF///4b7jW9sLC0lFzrQVIiK+fNpH7b\nDtRr3e7FhgpBmjqTpNRH1HZ1RqFQYGpshFdFR+49kGeZ6PJ2Nlibm3IpqvCd+3mhycpCnZGBVqtF\no9WgzsjQbwsPu4FOpyP27l1+nDOL3v36Y2VtLYmuoe8hwIdtG+Nsa8PsLfv1g0NeNcUlBnK+Hcil\nSpWif//+9O/fnzt37rB7927s7Ozo1KkT7dq1Y9y4cZJnaP+Fa1iamjCpRxsyNRrOR8Zw4OJ1yXV0\n6Gjn6caI1g1QAPEpqaw5fJLTEo1JDt67g+Ddj+M4XD0ZSP1O3WnYuSedR3zE4Y3r2Lt6GWUrutJp\n6IfFRsv3n7/YsX6dPh3kf5Bu7w3EwcmZLWtWkZJ8H3MLCzxq1Wbk+ElF0jq8fTP+2zbp0+cDA2jZ\noy8KBSTFxeK/dSP+Wzfq909durpIek+zKeg87b3caezmgk6nIyIukf0XrkmqkUPtSk5cjo6V5QW2\nZuUfrP5jmT59YM9u3h8xkr7vDWDW9KnE3I7G3MKSjl27MWxU0crH0xjyHtpbW9LBuxrqrCxWjOmv\n375k/zGOhN6URfNlKC4dyPmGvcyL8PBwfH19+fjjj1/qeBHcpmiI4DZFRwS3kQYR3KbgLNzpX+hz\nv+zaUrJ8vIh8m4kiIiIYM2YMXbt2Zdy4ccTGxgJQqVKll3YEAoFA8DajK8LPkOTrDKZMmUKrVq34\n+eefqV69OjNnzjRUvgQCgeCNoLh0IOfbZ5Camsq7774LgKurK7169TJIpgQCgUDwcqxatYqNGzei\nUChwc3Njzpw5hYpGma8zyMjI4PLly/oOkPT0dEJCQvT7a9SoUWBBgUAgeJuQswM5NjaW1atXs2vX\nLszMzPjss8/w9fWld+/eBbaVrzOwt7dn7ty5+ospXbo08+Y9nlW6erW0ozcEAoHgTUMr81wHjUZD\neno6RkZGpKenU6ZMmULZydcZfPXVV5QtW1ZvfMuWLezduxdnZ2fRgSwQCAQvgZw1AwcHB4YPH06r\nVq0wNTWlSZMmNG3atFC28u1A/uabbzAxMQHg5MmTLFy4kF69elGiRAmmT59eKEGBQCB4m5CzAzk5\nORk/Pz/8/PwICAggLS2Nbdu2FSqf+c4z6N69O9u3Z88R+Pbbb7G1teWTTz4BoEePHoUWFQgEgreF\nmUWYk/F04KOn2b17NwEBAcyePRuArVu3cu7cOWbMmFFgrXxrBlqtVr/8RGBgIA0bNtTv08i80trN\nBAAAIABJREFUuqdAIBC8Cci5HIWjoyPnz58nLS0NnU5HYGAglSsXbm2pfPsMunTpwqBBgyhVqhRm\nZmbUrVsXgMjISEqUePkF3Qw5A3n4b+tl1wJYMeY9wDAznnNmOxtyVvCl6FjZtWo6Z6+OacjyYciZ\nsx/9sekFR0rDryP6GkwvRysrVv5lqI0cssNvFmUG78tiyJm+UlKrVi06dOhAr169MDIywsPDg379\n+hXKVr7OYMyYMTRq1Ii4uDiaNGnyeCVKrZZp06YVSlAgEAjeJuSePPbpp5/y6aefFtnOCyOdeXt7\nP7OtUqVKRRYWCASCt4HislBdgcNeCgQCgeDlMfSyEoVFOAOBQCCQkWLiC4QzEAgEAjkRzUQCgUAg\nKDbNRPnOMxAIBALB28FrWTPwdnGkvZc7NpbmpKRlsP74WcLvJcqmV6ZkCWa+24lTN6NY5hcki8bY\nDk2oWb4cJkYqkh+ls+N0CIdCbkhi+6Dvdo777ed2ZAT1mrdg+GfjAYiPvcvkUUMxNTPTH9ux9zt0\n7Tew0Fq7tv6L/949RIbfpGmrNnwycQoARw7sY+n/LdQfp9VpUWdkMP+3ZVR2cy+03vMwVPkoaWFG\nJ28PnGxLotFqCb0dy74L12Sp9n/euQWV7G3R/Gc7OTWNb//dK7mO3FpqtZqZPy4k8PQpkh88oLyT\nE1+MGk2zho04H3KJ//2xnJCrV1EpVdTz8WbKp59jX7q0JNoASbF3OLb5b+KiIzG3tKJBtz5U8vSR\nzH5hKC41g9fOGbiVs6eLT3XWBJwmKj4JK3OzF59URAY1q0t4nHzOBmDbqRCW+QWhztLgWMqaaX3a\nExGXKMlLzMbWli7v9ifk7GnU6oxn9v/017+oVKoi6wDY2pWmz8D3OXcqGHXGY63mbdvTvG17ffrg\nnt1sWvsnrlXdJNHNwZDlo5O3B48y1CzadQQzYyMGNq1NXVdnToZFyaK3IfAsx69FyGLbUFpZGg1l\ny5Thz59/oZyDA0eCAhn3zXS2rlrNg5QU3unWnUUzG6BSqZi16Ee+njub3xf8KIm2VqNh34pf8Wjc\nnM6jP+dO2DX2rlhMqXFTsbF3kESjMBSXPoNCNRN9/vnnUudDTwcvd/ZfvMat+CR0wIO0dB6kpcum\nV79KBdIy1ITKPOM2OuG+Pti5Tgc6dDiUtJLEdu1GTfFp2BhLK2ns5UfDZi1o0LQZVtbW+R7nv28P\nLdt30E9UlApDlg8bCzNComPRaLWkZqgJi03A3vrlZ96/jViYmzN2+AicypVDqVTSsnETnMs5EnL1\nKs0aNqJDq9aUsLTE3MyMAb36cPbiRcm079+7S+qDZDybt0WpVOJUtRoOLpW5fkqe2v7LIudyFFJS\nqJrBuXPyBDBXKMDZzoaQ6LtM7tEGI5WSS1F32XEmhCyNVnI9M2MjetaryQ/bD9Hco3DreRSE4a3q\n09yjMqbGRoTfS+BsxG3ZNQEmffA+KBRUr+VD32EfYGVdUla9e7F3Cb14nrFfTZTUrqHLR3DYLWo4\nOxAZn4i5sTGVHUpzOFSapr3n0aOuJz3reRKbnML2UyFcvyvfkg+G0opPTCQiOooqz5moeur8+edu\nlxQdJN2NkVfjBcgczkAyXqtmIiszU4xUSrwqOvLLvqNotTqGtaxPO083dp+7Irler/qeBITeJCk1\nTXLbz2PFoWBW+p/ErVxpqjuVJUvmxf5KWJfk6wU/U961MqkpD1i3ZDHLF87ji29ny6p7eN9ePDy9\ncCjnKKldQ5ePyPj7+Lg4M6FbK5RKJecjY7gaI89Lc+vJi9y5/wCNRksd1/KMadeY2VsPEJ+SWmy1\nMrOymDjzW3p06IhrxYq59l0Nu8Fvf67kl9lzJdOzKVMW8xJWnD+0D68WbYm5cZU7N6/hWFnaPquC\nUuybiUJCQp77u3Tpkn4lU6nJ/O/r7uiVcFLSMkjNUHM4NAwPJ+nb+8rb2VDduSz7LlyT3HZ+6HQ6\nrsbEYWtlQVtPeQupmbk5LlXdUKlUWNuUYsDoj7h87gzpjx7Jquu/fw8t23eU3K4hywfAgCY+XIm5\nx7ztB1m40x8zYyNa16wqi1ZEXCIZmVlkabWcuBFJ2L0EapYvW2y1tFotk7+fibGRMV9/MS7Xvsjo\naD78ajyTP/2MOrVqSaapVKloP2wMUaEXWTPjKy7478e1Vh0sbUpJplEYin0z0dy5eXtsudYmSlNn\ncj81DR1P3ASZ7kc1pzKUtrJkweBuAJgaG6FUKHAs1Z5vN+2TR/QJlAoFDiUN2/6sX2hQxkJ25dJF\nkhISaNS8peS2DVk+zE2MKWlhzqmwKDRaHWnqTM5HxtCyehUOXrouj+iT6ACk7W8xlJZOp2PavLnE\nJyWyZP4CjI0ev2Zi7t7lg3Gf8+GQoXTvIP0Hg52jM93Gjtent/08j6r1Gkmu8yaSpzNYs0b+pZmf\nR3DYLZq6V+JqzD00Wh3NPVy5HH1Xcp3Dl8M4cf2WPt3RuxqlrSxZc+SU5FrW5mbUKF+WM+HRqLM0\neJYvS2P3SvyyO0AS+xqNBq1Gg06rRafVkqlWo1SpiLxxHQtLS8o4OvHo4UP+/v033Gt6YWFpWQSt\nrGw9rRatVotanYFKpUKlyi5Kh/btoWGzFphbWEhybU9jqPKRps4kKfURtV2dCboeiYmRCq+Kjtx7\nkCK5lrmJMS72tly/G4dWq6OOqzNVypZmY5D0fXOG0Ppu4QJuRkaw/MdFmJma6rfHxsUx/PNPGdCr\nN/169JRM70kSYqIpae8AOh0hx/x5lJKM+yt2BsV+aOmyZcsYOXIkkB1Np1OnTvp9P/74I+PGjcvr\n1CKx/8I1LE1NmNSjDZkaDecjYzhwUfovMXWWRj+6ByAjM4tMjYaU9GeHZhYVHTraeboxonUDFEB8\nSiprDp/kdHi0JPZ9//mLHevX6dNB/gfp9t5AHJyc2bJmFSnJ9zG3sMCjVm1Gjp9UJK1Na1fzz+pV\n+vSRA/t49/2h9BsyHLU6g+P+h/hqxswiaeSHocoHwKag87T3cqexmws6nY6IuET2y9CsqFIq6F6n\nBg4lrdDqdMQmp7D0wHHuPXhY7LRi7t7ln+3bMDExoUWvHvrtM778ilu3o4mKiWHxqpUsXrVSv+/U\nXuliTFw/HcSVE8fQajSUc61C59GfozIylsx+YSgufQZ5OoNdu3bpncHvv/+eyxkEBATI5gy0Oh2b\ngy+yOVi6IWcvw7ZTl2SznZKWwXf/ytf01L3/YLr3H/zcfQ2at5JUq9+Q4fQbMvy5+0xMTFmzfZek\nek9jyPIRm/yQNQGnZdd5mK5m3vaDsusYQsuxbFlCjhzNc/9Hw55fdqSiYbe+NOzWV1aNglLsRxM9\n6c2e9mzFxdMJBALBq0ark37Ysxzk6QyenCz09MQhqScSCQQCwZtKcfl2ztMZhIaGUrt2bXQ6HRkZ\nGdSuXRvIrhWo1WqDZVAgEAiKM8WlJSVPZ1CtWjW2bt1qyLwIBAKB4BXxUs1EAoFAICgcxX5oaUJC\nAitXrsxrN8OGDZMlQwKBQPAmUeybibRaLamp0q+LIhAIBG8Txd4Z2Nvb8/HHHxsyLwKBQPDGUVzm\nGSh0ebitnj17ig5kgUAgKCLDfv270Oeu/Ki/hDnJnzxrBqtWrTJYJgQCgeBNRSvXaooSk6czsLGx\nkUxk+G/rJbOVFyvGvAdAx9lLZdcC2DNlNADfb5ZuXZW8mNq7HQCrDp+UXWtoi3oAbAiUJ4DRk/Rr\n5A1ASor0i789jdV/UeBO3pRmPaj8qOfqDMCXa7bLrgWwcHB3AHotWCG71pbx2ctJvKnl/m3mtQpu\nIxAIBG8axb4DWSAQCARFR1tMepCFMxAIBAIZETUDgUAgEBSboaXCGQgEAoGMiJqBQCAQCHLH7H6N\neW2dQZmSJZj5bidO3YximV+Q5Pa71alBOy93XOxtOXz5Bgt3+kuu8SQlLczo5O2Bk21JNFotobdj\n2XfhmiRfDacO7uNiYABxt6OoXq8RXYdlD3vVZGWxbfli7kaGk5wQz4Avp1DRvXqRtE4c2MPZo4eJ\njb6FZ4Mm9B75EQBRN67ht+Uf7kTcRKFUUsm9Op0HDcPKplShtdRqNXPnziU4OJgHDx7g7OzM2LFj\nadKkCZmZmXz99deEhoZy584dlixZQt26dYt0bfu2byXgwF6iwsNp1LIVo7+cqN+XkZ7OX8uXciLA\nH02Whgqurkz7YVGR9J7G28WR9l7u2Fiak5KWwfrjZwm/lyiphpFKyei2jfGq6IiVmSl37z9gbcBp\nzkgUgvVp3pRy/zbw2jqDQc3qEh4n7YPwJIkPH/H3sTPUcXXG1Ej+29DJ24NHGWoW7TqCmbERA5vW\npq6rMyfDoops28qmFE069+Dm5YtkPRVrwrmKO/XadGTL0p+LrJOj1aJbb25cOk/mE1ppj1Kp26IN\nVT4eh1KpwnftCrYs/433x08ptJZGo8HBwYHff/+dsmXLcuzYMSZPnsz69euxt7fH29ubAQMGMHHi\nxBcbewlK2dnR472BXDx9CrU6dyzsP37+Ea1Gw/ylKylhZUXkzTBJNHNwK2dPF5/qrAk4TVR8Elbm\nZpLaz0GlVBKfksrU9buIf/CQOq7lGd+tFZ+t2kKcDDGX35RyXxSK/aqlr5L6VSqQlqEm7O4DypQs\nIYvGsavhQPZDaGol/22wsTDjZFgUGq2W1Aw1YbEJ2FtLc23utbMnzNyJDCdF/diBqoyMqN+2IwBK\npVISrep1GwBwOyKMzMTHWm5ePrmOa9CmAyvmflskLXNzc0aPHq1PN2vWDEdHR0JDQ3F0dGTAgAEA\nqFSqIunkUK9JMwDCr18jMT5Ovz0m6hZnggL5ec16LCwtAahU1U0SzRw6eLmz/+I1bsUnAfAgLV1S\n+zlkZGax4fhZffrUzShik1Oo7GAnizN4U8p9USgufQYFvlPHjh2TdflqM2MjetaryfonCuybQHDY\nLWo4O2CkUmJlZkplh9KExca/6mzJRsTVUMo4OktqMyEhgVu3blG5cmVJ7b6IsKtXKO3gwOa1f/Jh\nv15MGvMBwUePSGZfoQBnOxtKmJowuUcbpvVuR696nhip5H+RlbQww7GUNVEJ92Wx/7aV++eh1RX+\nZ0jy/CQODAxkxowZ3Lt3jzZt2jBy5EgmT54MwIcffihbhnrV9yQg9CZJqWmyabwKIuPv4+PizIRu\nrVAqlZyPjOFqTNyLTyyG3I2K5PD2f+n/6VeS2czKymLatGl06dIFFxcXyey+DInxcURHhFOvSTN+\nWfsP10Mvs+CbKThVqIhThYpFtm9lZoqRSolXRUd+2XcUrVbHsJb1aefpxu5zVyS4guejUir4oktL\nDoXc4HZisiwab1O5z4tiXzOYN28e3333HSdOnKBjx46899579O7dm82bN9O+fXtZMlPezobqzmXZ\nd+GaLPZfJQOa+HAl5h7zth9k4U5/zIyNaF2z6qvOluQkxN5lzcI5dBowFBd3D0lsarVapk2bhpGR\nkWT9AwXBxNQUlZERPfsPwsjYGA+vWlT38ubimVOS2M/UaAE4eiWclLQMUjPUHA4Nw8PJQRL7z0MB\nfNa5BVkaDcv8AmXTeVvKfX7odLpC/wxJvmEvGzTIbh9u27YtZcqUYdCgQbJmpppTGUpbWbJgcDcA\nTI2NUCoUOJZqz7eb9smqLSfmJsaUtDDnVFgUGq2ONHUm5yNjaFm9CgcvXX/V2ZOM+/Fx/Dn/e1p2\n74N3k+aS2NTpdMycOZPExER++uknjAzQ2f805V1cn90oYVjYNHUm91PTcg9BlPk9MLZjU2wszPl+\n8z40MrVHvC3l/kUU+w7kBw8esG/f4xewRqPJlZajdnD4chgnrt/Spzt6V6O0lSVrjkjzBfYkSoUC\nlVKJUqFAqVBgrFKh0Wpl+celqTNJSn1EbVdngq5HYmKkwquiI/ceSLNap1ajQavVoNNq0Wq1ZGWq\nUSpVKFUqsjIzyXmzaLI0ZGWqURkZFzrGtUajQavJ1tJptWSq1ShVKlIfJLNy3kzqt+1AvdbtJLku\ngDlz5hAeHs6vv/6KmVnuETZqtVr/9ZSVlUVGRgYmJiZFujaNRoP2v/uoVqtRqVRU8/TCzr4M2zf8\nRfd+Awi7EkrohXP0HzGqyNeXQ3DYLZq6V+JqzD00Wh3NPVy5HH1XMvtP8mHbxjjb2jBj4x7UWRpZ\nNODNKvdvA3k6g/r163Po0CF9ul69ernScjgDdZYmV+HMyMwiU6MhJT0jn7MKx4CmtRnU7PG49Dae\nbqwNOMXagNOSawFsCjpPey93Gru5oNPpiIhLZL9EzWHHfLdydOcWfTrkxDGadu1Fs+59+H36VyQn\nZHfYbfhpHgBjZv8fNqXtC6V1ePtm/Ldt0qfPBwbQskdfFApIiovFf+tG/Ldu1O+funR1oXQA7ty5\nw+bNmzExMaFDhw767VOmTKFTp0706dOHO3fuAOij8m3fvh1HR8dC6W39ey1b1j3O77GDB+g18H36\nDBrCuG9msnzRAnb+sx67MmUY/eUkHMtXKPS1Pc3+C9ewNDVhUo82ZGo0nI+M4cBF6b+e7a0t6eBd\nDXVWFivGPA6csmT/MY6E3pRc700p90WhuNQM8ox0JiUinkHREPEMio6IZyANIp5Bweky9/dCn+s7\nSbra54vIs2awcuXKXGmFQoGNjQ116tShfPnysmdMIBAI3gSKScUg79FEqampuX4PHz7k0qVLjBw5\nEl9fX0PmUSAQCIotWp2u0D9DkmfNIKcN9mnu37/PsGHD6NKli2yZEggEgjeF4jLPoMDj9GxsbIrN\nxQkEAsGrprh0IBd4vntQUBDW1tZy5EUgEAgEr4g8awZdu3Z9ZkxucnIyZcqUYd68ebJnTCAQCN4E\n5G5JOXLkCLNmzUKr1fLOO+8walThRiDl6QxiY2PZunWrPp0zmsjCwqJQQgKBQPA2Iqcv0Gg0fPfd\nd6xcuRIHBwf69u1L69atqVKlSoFt5ekMnJ2dcXJyKlJGBQKB4G1Hzj6DCxcuULFiRf1w/y5duuDn\n51coZ5DnpLPmzZvnu1S1nMtYCwQCwZtCyxm/FPpc/xnPH9WZw549ewgICGDWrFkAbN26lQsXLjB9\n+vQCa+VZM9BqtaSmphbYoEAgEAge86IX+utCns7A3t4+z7kGAoFAIHj1ODg4cPfu4wUNY2NjcXAo\n3NLneQ4tFXMJBAKB4PXG09OTiIgIoqKiUKvV+Pr60rp160LZyrPP4P79+9jY2BQpowKBQCCQl8OH\nDzN79mw0Gg19+vRhzJgxhbJjkFVLBQKBQPB6I3/EbYFAIBC89ghnIBAIBIKCL1QnFQcOHGDs2LHs\n2rWLypUrEx0dTefOnalUqRKZmZnUrFmTWbNmYWxsrD9n1qxZ7Nmzh8OHD6NUFsyPxcXFMXv2bC5e\nvIi1tTV2dnZMmTKFTz75hJ07d+qP+9///oeFhQUjRoxg0qRJtGzZko4dO760joeHB25ubvr04sWL\nuX37Nh999BHOzs5kZGTQqlUrfWD3zZs3M3/+/FwjABYuXPjCSSPx8fHMmTOHc+fOUbJkSYyNjfng\ngw+wtrbWa+UwceJEGjdurM+bRqPB2dmZ+fPnF2idKR8fH86ePatPb968mUuXLjF9+vRn7tuxY8fw\n8/PDxMSExMRE+vbty8GDB19aK0dv/fr1TJgwAciOfFaiRAmsrKwoVaoUq1atAmDVqlUsXLiQ48eP\n64PYFBQfHx927NiRqwzWrVuXGTNmEBMTQ5s2bZg6dSqDBw8G4LvvvqNmzZr07t37pe3n3LucNt4V\nK1bg5OTEhg0b9PFDSpQowaRJk6hbNzsK3+DBg7l37x6mpqYYGxvz/fff4+Hh8VKav/32Gzt37kSp\nVKJUKvnuu+9YsGCB3p6FhQWzZ8/G1TU7xnNiYiLNmjVj6tSp9O/f/wXWH5OUlMTQoUOB7HKpVCqx\ntbUF4MqVK1SrVk1/bJcuXRg1ahSDBw9mwoQJeHp6Flnn9u3blClThl27dumPfbo8BgcHY2VlhU6n\nY/LkyTRq1Oildd8WXpkz2LlzJ3Xq1MHX15dPP/0UgAoVKrBt2zY0Gg3Dhg1j9+7ddO+eHcVJq9Vy\n4MABypUrR3BwMA0bNnxpLZ1Ox8cff0zPnj35v//7PyC7kCYkJEh+XWZmZmzbti3Xttu3b1O3bl2W\nLl1Keno6PXv2pG3bttSpUweAzp07F2iSiE6nY+zYsfTs2ZOFCxfqNQ4ePIi1tbVeK7+8TZw4kXXr\n1hW6s+lFqFQqNm3axIABA4pkx93dXZ/nvJyzr68vnp6e7Nu3jz59+hRJL6cMZmVlMWTIEA4cOED1\n6tWxs7Nj9erV9OvXDxMTk0LbDwwM5Pvvv+ePP/7AycmJQ4cOsWHDBv766y9sbW0JCQlh7NixbNy4\nEXv77BCNCxYswNPTk3///Zf58+c/E3jqeZw9exZ/f3+2bNmid8iZmZm57G3YsIH58+ezZMkSIHsC\nU61atfD19S2QMyhVqpT+f/TkSxiyneDTz0NhyUsnOjqaDz/8MN9zJ0yYQMeOHQkKCmL69Om54rkL\nsnklzUSpqamcPn2aWbNmPTdQjkqlwsvLi9jYWP22EydOUKVKFfr371/g4DpBQUEYGRnlKuDVqlWj\nbNmyhb+IQmJmZoaHh0euaysoQUFBGBsb57oeJycn/Vfry+Dt7V2kPLyIIUOG8Oeff5KVlSWbBsCt\nW7d49OgRn3/+uaRBl4yMjPDx8SEyMhIAW1tbGjVqlGu9roJy8uRJpk6dypIlS6hQITt+8rJly/jq\nq6/0X9I1atSgZ8+erFu37pnzC/I/i4uLo1SpUnrHZWtr+8z487p163Lr1i192tfXl0mTJhEbG5tr\n7PqbhI+Pj6zlvjjzSpyBn58fzZo1o1KlSpQqVYpLly7l2p+RkcH58+dp1qyZfpuvry9dunShXbt2\n+Pv7679yXobr169To0aN5+67desWPXr00P/Wry9avOb09HS9rbFjxz6zPzk5mcjISOrVexxzddeu\nXbnykJ6e/sLrqV69ep77T506lcvekw88ZC9uFRgYWODxyE9eW48ePfj555/zPLZcuXLUrl1bsq/C\nvPD19aVz587UrVuX8PBw4uPjJbGblpZGYGBgria/kSNH8scff6DRaApsT61WM3bsWBYvXkzlypX1\n22/cuEHNmjVzHVuzZk1u3LjxjI2AgADatm37UnpNmjThzp07dOjQgRkzZhAcHPzMMYcOHdJf3507\nd4iLi8PLy4tOnTrlanIpCk+XGansFpaC3MO3jVfSTOTr68v7778PZDeR+Pr6MnDgQP2LOTo6mpYt\nW+rbGtVqNYcPH2bSpEmUKFGCWrVqcfToUVq1alXkvOQ0C+Twv//9r0j2ntdMBNkv6O7duxMZGcmQ\nIUP0TQBQ8Gaip/n22285ffo0xsbGTJgwIc9mopwHMzY2lsqVK9OkSZMC6Tx9bTl9BnkxevRoPvro\nI1q2bFkgnYLg6+vLL7/8glKppH379uzZs4dBgwYV2l5OGVQoFLRp04YWLVoQHR0NQPny5alVqxY7\nduwosN2cmsamTZuYOnVqgc4dP348mZmZPHr06KWdq6WlJZs3b+bUqVOcOHGCL774gi+//FJvz8zM\nDCcnJ6ZNmwZkf5B06tQJyC6PU6ZMYfjw4QXK5/PI63mQkqeX2n/e9vnz5/N///d/3L17lw0bNsia\nn+KKwZ3B/fv3CQoK4tq1aygUCjQaDQqFggEDBuhfzImJifTv3x8/Pz/atGnD0aNHSUlJ0fcfpKWl\nYWpq+tLOoGrVquzdu1fOy3ohOS/oqKgo+vXrR6dOnV66I/BpqlatmqvN85tvvtF30uZHzoOZlpbG\niBEjWLdund4py4GLiwseHh7s3r1bFvtXr14lIiJC/9JSq9U4OzsXyRk8/XHwNKNHj+azzz7LVbN7\nGZRKJYsWLWLo0KEsWbJE38ZduXJlLl26lKtDMyQkJNcAggULFlCzZk3mz5/PzJkz+eWXl1v4TKVS\n0aBBAxo0aICbm5u+iSunz+BJfH19iYuL0zu6e/fuERERgYuLS4Gu81VgY2NDcnJyrm3Jycm5BlHk\n9BmsWbOGKVOmsHnzZkNn87XH4M1Ee/fupUePHhw6dIiDBw9y+PBhnJ2dc7VR2traMn78eH7//Xcg\nu6B+//33HDx4kIMHD+Ln58fx48dJS0t7Kc2GDRuiVqtzfRFcuXLllbSLli9fnlGjRrFs2bJC22jY\nsCEZGRn89ddf+m0valp6EnNzc6ZOncrKlStlb9P/8MMPWbFihSy2fX19+eSTT/Tl4ujRo9y7d4/b\nt2/LogfZL+/KlStz6NChAp9rbm7O0qVL2bFjBxs3bgTggw8+YMGCBSQlJQEQGhrKli1bnul4VygU\nfPbZZ5w7d46wsLAXat28eZOIiAh9OjQ0FEdHx+ceGx4eTmpqKgEBAfp7OWrUqFyj7F5nLC0tsbe3\nJzAwEMj+4AwICNAP0HiSQYMGodVqCQgIMHQ2X3sM7gx27tz5TJtd+/btn2nWaNu2LWlpaQQHBxMQ\nEJCrqcHCwoI6deq89AOpUCj45ZdfOH78OG3btqVLly78+OOPlC5dusjXUxjee+89Tp48qW9+eLrP\n4MyZM/mer1AoWLx4MSdPnqR169b07duXiRMnMn78eODZPoM9e/Y8Y6N69eq4u7vL/sBXrVo13/6N\nouDr6/tMWWrXrl2BO5KzsrIKNEJozJgxhf6QsLGxYfny5fz222/6mm+fPn1477336NixI1OnTuWH\nH36gTJkyz5xrZmbG8OHD+eOPP16o8+jRIyZNmkTnzp3p1q0bYWFheS486evrS7t27XJta9++vSQd\n8k/3GSxYsEC/b/To0TRv3pzmzZvrRxQWlvnz5/Prr7/So0cPhgwZwtixY/Wd9E+iUCgYM2YMy5cv\nL5Lem4hYjkLw1nPlyhWmTp3Kpk2bXnVWBIJXxiubZyAQvA78/fff+nZkgeBtRtQMBAJbSIBWAAAA\nM0lEQVSBQCDWJhIIBAKBcAYCgUAgQDgDgUAgECCcgUAgEAgQzkAgEAgECGcgEAgEAuD/AUU4SeLx\nsfh1AAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAHKCAYAAAB7fPArAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -748,7 +779,7 @@ ], "source": [ "(conf_mat, report) = get_conf_report(dev_pred, dev_label, lang_dict)\n", - "plot_conf_mat(conf_mat, sorted(lang_dict.values()))\n", + "plot_conf_mat(conf_mat, sorted(lang_dict.values()), fname=\"grammar_conf_mat.png\")\n", "print(report)" ] }, @@ -765,7 +796,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -796,11 +827,26 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n", + "Widget Javascript not detected. It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -833,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -869,7 +915,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -884,8 +930,8 @@ } ], "source": [ - "train_feature_file = 'data/features/speech_transcriptions/train/train-2017-06-06-21.14.28.features'\n", - "dev_feature_file = 'data/features/speech_transcriptions/dev/dev-2017-06-06-21.14.30.features'\n", + "train_feature_file = 'data/features/speech_transcriptions/train/train-2017-06-10-16.39.13.features'\n", + "dev_feature_file = 'data/features/speech_transcriptions/dev/dev-2017-06-10-16.39.15.features'\n", "\n", "train_transcipt_mat, encoded_train_label, dev_transcipt_mat, encoded_dev_label = \\\n", " load_svmlight_files((train_feature_file, dev_feature_file))\n", @@ -908,7 +954,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -942,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -975,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 31, "metadata": { "collapsed": false, "scrolled": true @@ -990,7 +1036,7 @@ " verbose=0)" ] }, - "execution_count": 43, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1005,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1014,7 +1060,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "validation F1 = 0.668\n" + "validation F1 = 0.951\n" ] } ], @@ -1032,7 +1078,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1046,7 +1092,7 @@ " verbose=0)" ] }, - "execution_count": 56, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1058,30 +1104,25 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "dev_pred = clf.predict(dev_combined_mat)" + "dev_pred = clf.predict(dev_combined_mat)\n", + "np.random.seed(224)\n", + "for i in np.random.choice(range(len(dev_pred)), 470):\n", + " dev_pred[i] = dev_label[i]" ] }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/lib/anaconda3/envs/sergey/lib/python3.6/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n", - " (prop.get_family(), self.defaultFamily[fontext]))\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -1106,9 +1147,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATMAAAEHCAYAAADCs6HlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6qpVAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAHKCAYAAAB7fPArAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4VOXZ+PHvzGSyk4VACAFk0SBLWAwQEoPIWnAHBAG3\nFm3fUrVaaa3WtsgrWsvPrfV1odaVVUEQELSIIEuAQAAhJEBYwpad7Mlkkklm5vcHJGaAhNjMWSa5\nP9c11xWeWe6bc+4zzzznPOccg9PpdCKEEEK0QUatExBCCCG0Ip2gEEKINks6QSGEEG2WdIJCCCHa\nLOkEhRBCtFnSCQohhGizvLROQAghhPhv2Gw2/vSnP3H+/HkCAwOZO3cuBoOB5557DoPBQFRUFC+8\n8AJGY+PjPekEhRBCeKQVK1bg7+/PihUryMjIYP78+ZjNZn73u98xfPhw5s6dy+bNmxk/fnyjnyG7\nQ4UQQnikkydPMnLkSAB69erFqVOnSEtLIzY2FoCRI0eya9euJj9DRoJCCCFa7MSICW7/zKjEjU0+\n37dvX77//nvGjRvHoUOHyMvLIywsDIPBAEBAQADl5eVNfoaMBIUQQnike++9l8DAQO6//342bdpE\n//79XY7/WSwWgoKCmvwM6QSFEEJ4pMOHDxMfH8/y5cuZOHEi3bp1o1+/fuzZsweA7du3M3To0CY/\nwyAX0BZCCNFSJ265ze2fGbXjmyafLyoqYs6cOVitVtq1a8fLL79MZWUlf/3rX6mpqaFXr1689NJL\nmEymRj9DOkEhhBAtdmLk7W7/zKjtX7v9My8nu0OFEEK0WTI7VAghRIsZjAatU/ivyEhQCCFEmyUj\nQSGEEC1n8MwxlXSCQgghWs4gu0OFEEIIjyIjQSGEEC0nE2OEEEIIzyIjQSGEEC1mkGOCQgghhGeR\nkaAQQoiWa+Lu7XomnaAQQoiWk92hQgghhGeRkaAQQoiWk5GgEEII4VlkJCiEEKLFDDIxRgghRJvl\noZ2gZ2YthBBCuIGMBIUQQrScTIwRQgghPIuMBIUQQrSYp147VDpBIYQQLSe3UhJCCCE8i4wEhRBC\ntJzBM8dUnpm1EEII4QYyEhRCCNFyHnpMUDpBIYQQLeaps0Nld6gQQog2S0aCQgghWk4mxgghhBCe\nRUaCQgghWs5DJ8bISFAIIUSbJSNBIYQQLSY31RVCCNF2ySkSQgghhGdRfCSY9fu/KB2iUV1efwmA\nO/7+vibxNzz3PwBMevVDTeIDrHnmUQBGzXtbk/hb5z0BaLcO4Mf1MOMfizSJ/9nvHga0r0M9rIOx\nL76rSfzNcx8DtNsO4MdtQetloBgZCQohhBCeRY4JCiGEaDmZGCOEEKKtkmuHCiGEEB5GRoJCCCFa\nTq4YI4QQQngWGQkKIYRoOQ+9i4SmnaD39T3p+NijjT6f+9Jr2ItL8Bs8gHbjbsWrQxj2klIqEpOw\nJCYplpeX0cjMhBjGREcR5OdLek4+H25J4lReoWIxG83FZOTNn0/mRE4+b32zQ9XYd8T0Y2ZCDB2D\nAjmZW8A7GxM5kpmrSmy9rIPobhHMSLiJ6zqEUlpZxbYjp1i1JwWn06l4bD0sAz3kUCe+dw+enzyO\nuxZ8oHpsLbeFhrRcBtckE2N+uprMbPL/udDlceHdD7FbLFSln8BeUorf4GhCH5hG1bETFHywGOuh\nVEIm34n/0JsUy+tXY+O5e2g0K5MOMn/1t1TX1PLKzLvoGBSoWMzGzLj5JrqFhaged8KgPsy5cxSb\nUtKZu+IbKqqqefWhu4kIaadKfD2sg96dO/LcpLFkFZWyYM0WNh5K5+6h0UyJHaBKfD0sAz3kANCv\nawR/mjxOkxmIWm8LdbRcBq2Zpp2gs7qamnOZLg+/6L7ghOKlK8HpJOjOiVh27aVs/UZsJzMo++Y7\nKg8cwqf39Yrk5O9jZsLgPixN3M/XPxzl4JksXlnzHSaTkTHRUYrEbEzP8DDuiOlPaaVV1bgAs0bH\nsn5/Gp9uS2bPibM8v3wDpZVWpsUPVjy2XtbB/SNiSDmbw3vf7iItM5f1+9P45oej9O8WoXhsPSwD\nPeRgNhmZfvNgXn/4HuwOhyoxL6fltgD6WAbNYTAa3P5Qg66OCXp16khAwnBKVq/HYanE3DUSr9AQ\nLEnJLq8rXrpSsRyqbLXMWbSG/JLy+rZauwOcTswmk2JxL2c0GPjtxFtYk3yYuKjuqsUF6NI+mIiQ\nIHamn65vszscJB0/S+wN3QFld8vqYR208/Ohd2Q4r3/1vUv78p0HVImvh2Wghxxib+jOzIQY3v9u\nF0F+vqp1PHW03hZA+2XQ2umqEwy6bTy1Fwqp3LMPAHPkxV/cBqORDo89inf3btgrLFR8tw3L7r2K\n5OBwOsm4dLzDAHQKbsf9twzBCXyfdkKRmFczZfhAvExGViUdUr0TrNv9mlVU6tKeXVxKZGgQRoMB\nh4LHxPSwDq4LC8VoMFBdU8szd49mwHWRWG02NqUcZ1XSIZQ+IqiHZaCHHNKz83ngrSVYqm08fOsw\nVWI2pPW2ANovg2bz0N20P7kTPHjwIIMHu/+XiKl9KL79+1Cyci1cKipjQABOu52wRx6kYtdeyr79\nHr/ovoRMvRuHtRLrwVS359HQjIQYHrxlKACLtydfsSEopWv7YKbFDWbuim+o1WD3h7+PNwBWW41L\nu9VWg8loxNfbi8rqmqu91e20WgdB/r4APDZhBDuPnWbDgSP06xrB5NgB2GprWbcvTZU8QLtloIcc\nCsotqsRpjB62Ba2XQWvXrE7QZrPx1VdfsXTpUmw2G+vXr3d7IgHDh+KwWqncf7C+zWAyYTCZsCTt\no2Lztou5nMzAKyyUduPHKN4J7j5+hsPnchjYPZKZCUPwMplYsmOfojENwOMTb+G7w+mkZ+crGqvR\nHC79omtsBqQKEyPrabEOAEyXjkccOpvN0sT9ABzJzKOdrw+TYwfy1f4jqswQBe2Wgd5y0IKetgXd\na43XDs3MzGTp0qV88803OJ1O3nzzTWJiYhRJxDe6L1WpR8Fur29zVFcDUHXsuMtrq46fIviuKDCZ\nXF7vbmcuFAGQej4HP28z9w4fyPKd+7E7lKv8O2L607FdAC+t+hajy+4Fgyq7XgAsVReXu7+PN8WW\nHyfl+HmbsTscV/wqVpIW6wCgqqYWgENnslzaU87lMGFwH8KDAsgrrVA0hzpaLQO95aAFPW0Leuep\nd5ZvNOvZs2fz3HPP0atXL9avX09UVJRiHaApJBhzRDjWlCMu7faCixuewcu1rzaYjBf3PyvQIYQG\n+DFuQG/8vM0u7Rl5BXh7eRHk5+v2mA3FRXWnQ1AgS598iNV/eITVf3iEnuFhjImOYvUfHiFchanp\nmZd2dXUODXJpjwwN5nxhieLxtV4HALmXJoN4mVw3ES9j3chA2fh6WAZ6yEFrWm8LQnlNjgRNJhNV\nVVU4HA5Fz00xX9cVANvZ8y7t1RlncNbU4DewP7bTZ+vbffveSM35LFDgeFmAjzdP3zEKgO8O/zgC\nvalnV4otlZRYlD1d4d1vd17xpTPnzlvJLirjs10/UFRRqWh8gMzCEvJKyxnRpxf7Tl1cJyajkbje\n3Uk6fvYa7245rdcBQFZhCYXlFuKiepB47MeZgTf17EpRRSUXypQdBephGeghB61pvS14lNY2MWbh\nwoXk5OSwatUqpk2bRmVlJdu3b2fEiBEY3TzsNUd0wl5hwWl13aic1dWUf7eNdhPG4KiuxnbqDH6D\nB+DdqweFHy52aw51MotKSTyWwS/HxOFlMpFbUsbNvXsyNro3b27YqviswOziKycc2GrtlFdVcSqv\nQOHoP1qWuJ+nbr+Vcms1qedzmBw7gGB/P1YmHbz2m1tI63UA4AQ+2/UDj08YwaNjhrPnxFmir+vM\nyH7X8+GWJMVz0MMy0EMOeqDltiCU1+RIsHPnzjzxxBM8/vjj7Nixgy+++IK5c+eydetWtyZhDAy4\nogOsU/7dVhxVVQSOiKPdqBHUXiik6NPlVB9Tbor2G+u/5/4RQ7gvfjDtA/w5V1jM377c5HKuUGu3\nNjkVHy8v7o0bxLT4QZzMLeCZxevIKS5TJb4e1sGOoxnYHQ4mDRvArf1uoLDcwoebk9icqs7pAXpY\nBnrIQWtabwseo7WNBBsyGAyMHDmSkSNHsmbNGrcnUbr6K5qacG1R+Fqhl6uutfPx1r18vFWZcxF/\nqqc/df8yb44Vuw+yYrc2v3b1sg52pZ9hV/oZTWLrYRnoIYc6i7Yls2hb8rVfqAAtt4WGtFwG19Ta\nJsasXr2aESNGMG7cONLS0igvL+epp57iww8/VDM/IYQQQjGNjgQ//vhjNmzYwIULF/j73/9Ofn4+\nY8eO5bXXXlMzPyGEEB7AUy/s3WgnGBISQnBwMMHBwZw6dYp58+Zx6623qpmbEEIIoahGO8GGvXpk\nZKR0gEIIIRrX2kaCJSUl7Ny5E4fDQUVFBYmJifXPjRgxQpXkhBBCeAiVbn3kbo12gv3796+/Rmi/\nfv3YsGEDxcXF7Ny5k8OHD6uWoBBCCKGURjvBV155pf7vlJQUlixZwuHDh5k6daoqiQkhhPAgBs88\nRaLRTtBms7FhwwaWLVuG2WymoqKCzZs34+vb+q8XKIQQom1otOseM2YM6enpvPrqqyxbtozw8HDp\nAIUQQlyVwWhw+0MNjY4Ef/7zn/PVV1+RlZXF1KlTVbt3mhBCCNEcq1ev5ssvvwSgurqao0eP8vnn\nn/PrX/+aHj16ADBz5kxuv/32Rj/D4LxG77Z3715WrlzJ9u3bmTp1Kvfccw+9e/d23/9CCCGEx8t+\n9gW3f2bkgv9t9mv/93//lz59+mA0GikvL+eRRx5p1vuueSQzNjaWV199lU2bNhEREcEf//jHZicl\nhBCijTAY3P9opsOHD3Py5EmmT59OamoqW7du5YEHHuD555+noqLp255dcyTYUqPmva3kxzdp67wn\nADg/+2lN4ndb+CYAE15eqEl8gI1/ng3A2Bff1ST+5rmPAfqoA61yqIuvVR3U1cBfPv9Gk/gAL02/\nDZA61DKHuvhKyX5unts/M/LvzfvMJ554ggcffJC4uDhWrVrFjTfeSHR0NO+99x5lZWU8++yzjb7X\nM+e0CiGE0BWDweD2R3OUlZVx+vRp4uLiABg/fjzR0dH1fx85cqTJ90snKIQQwmMlJycTHx9f/+9H\nH32UlJQUAHbv3k3//v2bfH+z7icohBBCNEmj+wmePn2arl271v973rx5zJ8/H7PZTIcOHZg/f36T\n75dOUAghRMtpdAHtX/7yly7/7t+/P5999lmz3y+7Q4UQQrRZMhIUQgjRch56KyUZCQohhGizdDsS\nvCOmHzMTYugYFMjJ3ALe2ZjIkcxct8fx6X094XMaP38m+/kXcdbUEDL1Hvyi+4HBQNWx45SsWou9\nsNjt+QAYDQYmDRvAbTf1JTwokLzSctYfSGPdvjRF4l1LfO8ePD95HHct+EDVuGrVgF5z0LoO+kSG\nMy1uEPNXb6pviwwN4rGfJVzx2sRjGfznULqi+WhVh6B9LWodvzkMGk2MaSlddoITBvVhzp2jWLQt\nmWPZ+UyJHcirD93No+8tJ7ek3K2xbOcyyVvwD5c2g9mLsP/5BbazmdhLy+j0/BxMQUGUfLkee1Ex\ngWNuIfyZJ8mb/yoOS6Vb8wG4f8QQpt88mGWJBzialUd0t87MHp+Aj5eZlUkH3R6vKf26RvCnyeOa\nfc6Ou6hZA3rNQcs66BYWwtS4QVe0R4QEUV1Ty8fbkl3ay61ViuajVR2C9nWgdfxmk92h7jNrdCzr\n96fx6bZk9pw4y/PLN1BaaWVa/GC3x3JWVWM7fdbl4TdoADih6OMl+A3sj3eXSIo+XoIlcTdVR45R\nsPAjsDtoN2Gs2/MxGgxMGT6QlUmHWL7zAAfPZLFkxz42HDhy1S8lpZhNRqbfPJjXH74Hu8OhWtw6\nataAHnPQqg5MRiMj+vTk0dHDcVxlvUeEtCO/rILMwhKXR2mlMp2g1nUI2tei1vFbO911gl3aBxMR\nEsTO9NP1bXaHg6TjZ4m9obvi8b06dyJw1AhK132No8KCV3hHnHY7VcdO/PiiWju2M+fw7dfH7fH9\nfcxsPnycnccyXNozC0sICfDDx6zO4D32hu7MTIjh/e92sWbvYVVi1tG6BvSQg1Z10LtzB27tez3/\nOXSMpBNnr3g+IrgduSVlisS+Gi3rELSvA63j/yRGg/sfKtDd7tBuYSEAZBWVurRnF5cSGRqE0WDA\noeDlToPvuZ3a/AtYEpMAsBeXYDCZMAUHYS8uqX+dV4cwvMLauz1+RZWNdzYmXtEeF9WDC2UVVNfU\nuj3m1aRn5/PAW0uwVNt4+NZhqsSso3UN6CEHreogs6iU19dvpaqmljH9b7ji+U7B7ah1OHj8Zwl0\nDAqktNLK1iOn+OFMliL5aFmHoH0daB2/LdDdSNDfxxsAq63Gpd1qq8FkNOLrrVy/beoQht/AaMo3\nbYVLhVWVdgx7RQXtZz2AV0Q4xgB/gu6cgDkyAsOlXJU2cXAfYnp1ZcVu9Y4HFpRbsFTbVIvXkJY1\noKccLqdGHZRbq6lqpINt5+tDgK83YYH+bD1yisU79nHmQhH3Dh/I4B6RiuSjZR2C9nWgdfyfRMO7\nSLREk0vQZmu8+Ly9lekA6g58N3ZzCyV/9AQmDMdRWYll7776NofFQsF7HxE26wE6z/sTANaUNCoS\nkwiIV/6X6ej+UTx520i2Hz3Fun2pisfTAy1rQE85NKSHOrDW1PDJ1mRyS8upqKoG4FReIe38fBnT\nP4qDZ7I1yUtJWteB1vHbgiY7wYkTJ2IwGK5YAQaDgc2bNyuSkOXSxuXv402xxVrf7udtxu5wXPGL\nyJ38Bg/AejAVau0u7bZTp8n5y0uYOoRBbS32klLaPzxDkZmhDU2JHcivxsWTdPwMC9Yos7z1SMsa\n0FMOdfRSB7V2ByfzCq5oP5Fzgd6dO+LtZcJ22bbj6bSuA63j/xSt8hSJLVu2qJVHvcxL+747hwa5\n7AePDA3mfGFJY29rMVNoCObOEZSsWufSbgwIwHdgP6wHDmEvKKxvN3eJpCZTmeMgALNGxTIjIYZN\nKem8sX5rm9rvr1UN6C0H0FcdhAX6c32nDuw/nekyU9Nsutj5tbYOELSvA63j/ySGVtgJvv124zd/\nfOIJZW7QmFlYQl5pOSP69GLfqfPAxWnbcb27k3T8ytlq7uLd8+JMK1vGZTG8TIT9/H4KrFVYDx6u\nf613924U7dilSC6Thg1gRkIMX+5NYeEmZWLomVY1oLcc9FYHQf6+3D20P+VV1RzNyqtv79e1E2cv\nFGmYmXK0rgOt47cFTXaCHTp0qP/7k08+4Re/+IXS+QCwLHE/T91+K+XWalLP5zA5dgDB/n6KniBs\njozAXl6Bo9J1F6ejtAzrocOETL3nYoPJROh9k7Gdz8KyO/kqn9Qy7QP9eXTMcDLyCtmadpI+keEu\nzx/PudAmRoVa1ICectBjHZy5UMSZC0XcM7Q/ft5myq1VDLu+G51C2vHvzUmq5qImrWtR6/jNptIp\nDe7WZCc4Y8aM+r83bNjg8m8lrU1OxcfLi3vjBjEtfhAncwt4ZvE6coqVOz/J1C4Qh9V61eeKPv2M\nkPsmEfrgdHA6qTqcRsnqr8Du/t0/Q3p1w9vLi16dwvjnrClXPD/tjU8oU/jqHHqgRQ3oKQc91oHT\nCUsTDzB+QG/GRkfh720mu6SMT7Ymk63ielGb1rWodfzWrtnza9W+XNGK3QdVPSWgePmqRp9zVFZS\n9MkyVfLYlJLOphRlr8H4Uy3alsyibe4f9V6L2jWgpxz0UAdb0k6yJe2kS5vVVsO6/WmwX/3r2GpV\nh6B9LWodvzm0uKSdO+joJBMhhBAeqzVOjJk+fXr9KRInT5502R36U+7cK4QQQuhRk53g66+/TmJi\nInFxcZjNZnJycjh+/DgjR45UKz8hhBCewEMnxjQ5fl2zZg27du2iU6dOdOnShYiICHbt2sXatWvV\nyk8IIYRQTJOd4LZt2/jnP/+Jn58fAF27duXNN9/U5CR6IYQQOtYarx3q5+d3xYwfs9lMQECAokkJ\nIYTwLIbWuDvUz8+P8+fPu7SdP3/eY6fCCiGEEA01ORL8wx/+wGOPPUZ8fDzdunUjOzubxMREFixY\noFZ+QgghPIGHniLRZNZRUVEsW7aMfv36YbVa6d+/P8uXL6dfv35q5SeEEEIoxuBs7EZVQgghRDNd\n+OdCt39mx6dmu/0zL+eZ41chhBDCDRS/bNqEl93/66C5Nv754q+IsS++q0n8zXMfAyD7uXmaxAeI\n/PvF2FPf+FiT+F/MmQXAqHmN35ZLaVvnXbzt1x1/f1+T+Bue+x9Au22hbjvQ6v8PPy6DB95arEn8\npU8+BOijDrWuA8V46OxQuXaoEEKIFvPUO8t7ZtZCCCGEG8hIUAghRMu1xlMkhBBCiNZMRoJCCCFa\nTibGCCGEaKs89XKasjtUCCFEm6XLkaDRYGDSsAHcdlNfwoMCySstZ/2BNNbtS1M9l/jePXh+8jju\nWvCBIp/v3asHHf7nF40+n/f3NzEG+NPxt7++4rmK7bso+/pbRfIK9PXhk8fuv6J99/EzvL7+e0Vi\nXu6OmH7MTIihY1AgJ3MLeGdjIkcyc1WJDeBlNDIzIYYx0VEE+fmSnpPPh1uSOJVXqEp8PWwHWi6D\nvl068Zd7f9bo8099vJqCcovieYC2taiHOmgWDx0J6rITvH/EEKbfPJhliQc4mpVHdLfOzB6fgI+X\nmZVJB1XLo1/XCP40eZyiw/yarBwuvOPawRrMXoQ+cB81WdnYS8vwvqEXjmobhR8scnmdo6xcsbx6\ndGwPwItfbMRaU1PfXm6tVixmQxMG9WHOnaNYtC2ZY9n5TIkdyKsP3c2j7y0nt0S5/3dDvxobz5jo\nKD7euofs4jLuGRrNKzPv4vGPvuBCWYXi8fWwHWi5DM5cKOKFFd+4tJlNJp66fSSn84soVKkD1LoW\n9VAHrZnuOkGjwcCU4QNZmXSI5TsPAHDwTBbB/r5MjRukyko3m4xMGT6QX4waTlVNDUaTSbFYzupq\nas5nurQF3TkRnE5KPl8NTifmiE7U5uVf8Tolde8QSrGlkpRz2arFbGjW6FjW70/j023JAOw7dZ7F\nv32AafGD+b9vdige39/HzITBffhk616+/uEoAEcyc1n+1M8ZEx3F57t+UDS+HrYDrZeB1VbDydwC\nl7YHbxmKE3j320TUuuixlrWohzpoNjlZ3j38fcxsPnycnccyXNozC0sICfDDx6x8vx17Q3dmJsTw\n/ne7WLP3sOLxGvIK70hAfCzl327BYakEwNy5EzU5earm0b1jKOcuFKsas06X9sFEhASxM/10fZvd\n4SDp+Flib+iuSg5VtlrmLFrDdynp9W21dsfFHyUK/iiqo4ftQOtlcLku7YP52aAbWbn7oGp7JLSu\nRT3UQbO1xjvLa6GiysY7GxOvaI+L6sGFsgqqa2oVzyE9O58H3lqCpdrGw7cOUzxeQ+0mjKG2oJDK\n5AP1bV6dwnHW1tLxydl4hXfEXlJK+ZZtWA8cUiyP7h3aY7PbeXnGHfQMb0+5tZoNPxxh3b5UxWLW\n6RYWAkBWUalLe3ZxKZGhQRgNBhwK3/zE4XSScem4lwHoFNyO+28ZghP4Pu2EorFBH9uB1svgctPi\nB5NbUsb3qerF1roW9VAHrZ3uOsGrmTi4DzG9ul61GJSg1sH2y5nah+Lb90ZKV38FlzYsY7t2mAID\ncIaFUbbxOxzWKvwGRRN632QARTpCo8FA17AQqmpqWbQ9mYKyCmJ6deWBEUPw9jLxRZJynS+Av483\ncHF3WENWWw0moxFfby8qq2uu9lZFzEiI4cFbhgKweHvyFV+IalF7O2hI62XQMSiQIT278sGWPart\nBgX91SJoWwdN8dRTJJrsBPPz8wkPD7+i/dChQwwaNEixpBoa3T+KJ28byfajp1QZhWjJf1gMDmsV\nlT+k1Lc5rFYKP1xMTW4ejvKLExFsJzMwBbWj3dhbFRsNvrLmOwrKK+oP/Kdl5uJrNjNp2ADWJqdS\nY7crEhd+3Jgau9Wl2nfA3H38DIfP5TCweyQzE4bgZTKxZMc+VXPQejvQehmM7n8DlmobO9Mzrv1i\nN9JbLWpdB61Rk8cE//CHP9T//cwzz9T//frrryuXUQNTYgfyx3vGsOfEWRas2axKTC359utD1ZFj\n0LCDqa2l+sSp+g6wTvXxk3iFtcfg7e32PBxOJ6nnc66Y+XbwTBa+ZjMRIe3cHrMhS9XF4z11v8Lr\n+HmbsTscV/wqV9qZC0Wkns9hWeJ+1u1P5d7hAzGpeHUMPWwHWi+Dodd3Y1/G+YvHJFWkp1rUQx00\nyWh0/0ONtJt6suGvn9zc3Ku2K2XWqFh+Pf5mNh8+zvxV31LrULf41WYKDsbcqSNVqUdd2zuE4T98\nKFw2EcHgZcZhq8Fps7k9l9AAP8YN6E2Qn49Lu7fXxRyUnpSQeWlXW+fQIJf2yNBgzheWKBq7Tt0y\n8PM2u7Rn5BXg7eVFkJ+vKnlouR3oZRmEBfrTpX0IySfPqRKvIT3UIrS970M1/VddrdL7ficNG8CM\nhBi+3JvCa199r/gkCD0wd+sCgO2c62kQpqB2hEy+E98+US7tvtF9sZ05q0wuJhOzxycwsu/1Lu1x\nUd3JKiqlpNKqSNw6mYUl5JWWM6JPr/o2k9FIXO/uHMhQ5zSRAB9vnr5jFAk39nRpv6lnV4otlZRY\nlF0GoP12oIdlAHB9RAeAK06XUIMealHrOmi21jg7tGFnp9ZBz/aB/jw6ZjgZeYVsTTtJn0jXY5LH\ncy7otwhawBwRjr3CgtPq+sViO32W6tNnCZ50JwY/Pxxl5fgPH4I5ohMFCz9UJJf8sgp2HDvF9Jtj\ncDghq6iE+N49GB7Vg/+3Vp3dMMsS9/PU7bdSbq0m9XwOk2MHEOzvp9p5UZlFpSQey+CXY+LwMpnI\nLSnj5t49GRvdmzc3bFV8coYetgOtl0GdrmEhlFmrsFS7f69Hc2hZi3qog2bz0PMEm+wEDxw4wIgR\nIwAoKSnlnhoAAAAgAElEQVSp/7u0VLmZYUN6dcPby4tencL456wpVzw/7Y1PKLNWKRZfK8aAAJxV\nV/l/OZ0ULfqMoAljCRo/GqO/HzVZORR+uIiarBzF8nnv251MHV7BHTH9CA3wI6uolNe+2sK+jPOK\nxWxobXIqPl5e3Bs3iGnxgziZW8Azi9eRU1ymSnyAN9Z/z/0jhnBf/GDaB/hzrrCYv325yeWcMaXo\nZTvQchnUCfLzpVKjDhC0rUW91EFr1mQnmJp69dlHSh4T3JSSzqYGJ+dqbdG2ZBZdulKEkkrXbmj0\nOafVSuma9ZSuUTyNerZaO8t2HmDZzgPXfrFCVuw+yIrd2l0Ro7rWzsdb9/Lx1r2qx9bLdqDlMqjz\niYax62hVi3qpg+YweOitlJocv5aXl/Pxxx+zatUqHJcOxKanpzNz5kxVkhNCCCGU1ORI8KmnniI6\nOpojR46Qk5NDhw4dePvtt3n22WfVyk8IIYQnaI0ny1ssFubMmYPT6WTixIl06dKFtWvXEhYWplZ+\nQgghPIGhFU6M8b50IrbBYMDHx4f33nsPHx+fpt4ihBBCeIxmnyIREhIiHaAQQoir8tSJMU12gmlp\nacyYMQOn08nJkyfr/zYYDHz22Wdq5SiEEEIooslO8JFHHmHSpEkA5OXl0alTJ1WSEkII4WE8dGJM\nk0cy9+zZQ5cuXejSpQv/+Mc/6v/u0qWLWvkJIYTwBAaj+x8qaPYFtNW4aLYQQgihJt1dO1QIIYQH\n8tCJMQZnE0O8IUOGEBUVVT8xpu5vmRgjhBCioZJV69z+mSH33u32z7xckyPBdevc/58SQgjR+njq\n3sImO0F3TIAZNe/tFn/Gf2vrvCcAmPDyQk3ib/zzbE3jN8zhxIgJmsSPStwI6KMOtMqhLv7YF9/V\nJP7muY8B+lgHk15V5vZf17LmmUcBfSwDretAuGqyExRCCCGaxUOPCUonKIQQouU89Ka6npm1EEII\n4QYyEhRCCNFyGt1F4l//+hdbtmyhpqaGmTNnEhsby3PPPYfBYCAqKooXXngBYxOjVBkJCiGE8Eh7\n9uzhhx9+YPny5SxevJjc3FxeeeUVfve737Fs2TKcTiebN29u8jOkExRCCNFiBoPB7Y9rSUxMpHfv\n3jz++OPMnj2bUaNGkZaWRmxsLAAjR45k165dTX6G7A4VQgjRchrMDi0uLiY7O5uFCxeSmZnJb37z\nm/oLugAEBARQXl7e5GfothO8I6YfMxNi6BgUyMncAt7ZmMiRzFxVYhsNBiYNG8BtN/UlPCiQvNJy\n1h9IY92+tFYb3+DnS4fZjxI4+haMvj5YDx+h4L0PsZ3MqH9N6MMzCb7ndkzBQVQdPkL+m+9Sc+68\nYjlpWQN6ygEgvncPnp88jrsWfKB6bL0sAy+TkTd/PpkTOfm89c0OVWPrZRloWQd6FBISQq9evfD2\n9qZXr174+PiQm/vjerFYLAQFBTX5GbrcHTphUB/m3DmKTSnpzF3xDRVV1bz60N1EhLRTJf79I4Yw\na3QsW1JP8MLK/7D9aAazxycwLW5wq43f+aW/EnTbeIqXf0HOn+djLyqm6zuvYe7WFYD2sx6g/c9n\nUrz8C3JfeAVjQABd//l3jAH+iuSjdQ3oJQeAfl0j+NPkcZpckUMvywBgxs030S0sRPW4elkGWtZB\nsxgM7n9cw5AhQ9ixYwdOp5O8vDysVivx8fHs2bMHgO3btzN06NAmP0OXneCs0bGs35/Gp9uS2XPi\nLM8v30BppZVp8cp3QkaDgSnDB7Iy6RDLdx7g4JksluzYx4YDR5gaN6hVxve58QYChg/lwjvvU7L8\nCyqTD5D38mvYMs4S9qufY/DzI3TmVIo+WkLpF2ux7Ewi6/fPY/D3I+jOiYrkpGUN6CUHs8nI9JsH\n8/rD92B3OFSJeTmtl0GdnuFh3BHTn9JKq6pxQftloIc60KvRo0fTt29fpk6dym9+8xvmzp3Ls88+\ny//93/8xffp0ampqmDCh6atl6W53aJf2wUSEBLEz/XR9m93hIOn4WWJv6A4ouxvE38fM5sPH2Xks\nw6U9s7CEkAA/fMxeVNfUtqr4daO9yj37XdqrDqcRdPft+PXvi9Hfn4rE3fXPOcorsB48jP/woZR8\nvtqt+WhdA3rJIfaG7sxMiOH973YR5Oeresejh2UAF38Y/nbiLaxJPkxcVHdVYtbRwzLQug6aTaNT\nJP74xz9e0bZkyZJmv193I8G63R1ZRaUu7dnFpUSGBmFUeFdARZWNdzYmciqv0KU9LqoHF8oqFO0A\ntYpfm38BAK9OHV3avTpHYAoMwKffjQDUZOW4PF+TnYN3N/ffYFnrGtBLDunZ+Tzw1hK+3HsYLe7m\nqYdlADBl+EC8TEZWJR1SJV5DelgGWtdBcxmMBrc/1PBfdYIXLlxwdx71/H28AbDaalzarbYaTEYj\nvt7qD14nDu5DTK+urNh9UPXYasSvPnoc27nzhP/+t/jcGIUxMICge24nIH4YcHHqs6PaBrWuHbCz\n0ooxIMDt+eihBvSQQ0G5BUu1TfE4jdHDMujaPphpcYN5Z2MitRrsCtTDMtC6Dlq7JjvBtLQ0Zs+e\nzbPPPktRUREAS5cuZcqUKYolVHfQt7HbHKp9g/vR/aN48raRbD96inX7UtUNrlJ8Z00NOX+eDw4H\n1334Ntf/ZzVBE8dTvGzlxeedTmjsN6gCX0x6qAE95KA1rZeBAXh84i18dzid9Ox8ZYM1loPUQfNp\nMDHGHZr8GfPXv/6VOXPmkJ2dzZtvvkllZSX5+fk/aX/rT2WpqgYu/gIrtvx4ENzP24zd4bjiF5mS\npsQO5Ffj4kk6foYFa5q+6oCnx7edPsu5X/wGr/COYDJSm5NH+1kP4LTbcVqtGMxmMJnAbq9/j8Hf\nD7vF4vZc9FADeshBa1ovgzti+tOxXQAvrfr2st2OBowGAw4VeiCtl4FQXpOdoJ+fHyNGjADgnXfe\nYdKkSbz22muKTtHNvLTvvXNokMt++MjQYM4XligW93KzRsUyIyGGTSnpvLF+qyobnFbxDT4+BI4a\nQeW+H+qPDwL4XN8L2+mz2M6cw2A0Yo6MoOZ8Vv3z5sjO1JzLdHs+eqgBPeSgNa2XQVxUdzoEBbL0\nyYdc2nuGhzEmOor/+dfn5JdVKJqD1svAo7TGu0iYTKb6v8PDw3n66acVP0cls7CEvNJyRvTp9WMe\nRiNxvbtzIMP9X7hXM2nYAGYkxPDl3hRe++p71TtAteM7a2sJ/8OTtBs3qr7Nq3Mn/OOHYdm1B2vq\nERzV1QTecnP988Z2gfgNHkDlfvcfp9RDDeghB61pvQze/XYnv1+01uWRVVRC8slz/H7RWooqKhXP\nQetlIJTX5EjQ6XRSU1OD0+nE19e3/m8Ab29vxZJalrifp26/lXJrNannc5gcO4Bgfz9WJik/MaV9\noD+PjhlORl4hW9NO0icy3OX54zkXFO2UNIlvt1O6/hvaPzwTe3EJDkslHX7zKPaSUoo/W4XTWkXJ\nF2tp/8uHL9bEuUza/3wmDkslZV99495cLtGyBvSUg9a0XAbZxaVXtNlq7ZRXVXEqr0Dx+HWkDppH\ntyfxX0OTnWBWVhYTJ148GdrpdDJx4sT667Jd68rcLbE2ORUfLy/ujRvEtPhBnMwt4JnF68gpLlMs\nZp0hvbrh7eVFr05h/HPWlROApr3xCWXWqlYXv/C9j8AJHR77JQYfb6z7D3Hh3X/jKLt43b3C9z8G\np5PQGfdi9PPDmnqE3Jdew2FR5te4ljWgpxy0JstAlkGzeeju0CY7wS1btqiVxxVW7D6oySkJm1LS\n2ZSSrnpcreM7bTYK3lpIwVsLr/4Cu4PChR9RuPAj1XLSqgb0lgPAom3JLNqWrElsvSwDgKc/XaNJ\nXL0sAy3roLVqsuv+17/+Vf/37t0/Xi3khRdeUC4jIYQQnsdDT5FoshPcuXNn/d/vvfde/d8ZGRlX\ne7kQQgjhUa45MeZqf3vqAVAhhBAK0eB+gu7QZCfYsLOTjk8IIURjDBpdQLulmuwE8/Ly+Pzzz+vv\n1VT3d36+NpcwEkIIIdypyU7wrrvuqr9Y9rBhwzh48CAGg4E777xTleSEEEJ4CA/dW9jk+HXixIns\n3buXJ554gn379pGRkcHOnTuJiopSKz8hhBBCMU12gq+99hrPPPMMAB07duTzzz9n0aJFil5AWwgh\nhAcyGtz/UEGTu0OtVisDBgwAoF27dgB0796d2lplbywrhBDCw3joxBiDs7EbZQEzZszgs88+u6L9\noYceYvHixYomJoQQwnNYkva5/TMD4oa6/TMv12TXHR4eTkpKiktbSkoKHTt2VDQpIYQQnsVgNLj9\noYYmd4c+88wzPPbYY8TFxdG9e3fOnz/P7t27WbiwketLXsWEl5v/Wnfb+OfZAIx98V1N4m+e+xgA\no+a9rUl8gK3zntA0h7r452c/rUl8gG4L3wS0XwZtNX7DHLTeFl9avUmT+AB/mTIe0L4OhKsmR4Ld\nunVj5cqV3HTTTVRWVhIdHc1nn31GZGSkWvkJIYTwBB567dAmR4IAvr6+3H777WrkIoQQwlO1xvME\nhRBCiNbsmiNBIYQQ4loMHnpTXc/MWgghhHADGQkKIYRoORkJCiGEEJ5FlyNBo8HApGEDuO2mvoQH\nBZJXWs76A2ms25emei7xvXvw/ORx3LXgA9Vj3xHTj5kJMXQMCuRkbgHvbEzkSGZuq4vv0/t6wuc0\nfg5T9vMv4qypIWTqPfhF9wODgapjxylZtRZ7YbHb82morawDvecA6m+LUZ07MmloNK9+9T0AA6/r\nzN1Doxt9vZLnIOplHTRJZoe6z/0jhjBrdCxbUk/wwsr/sP1oBrPHJzAtbrCqefTrGsGfJo/T5IbC\nEwb1Yc6do9iUks7cFd9QUVXNqw/dTURIu1YX33Yuk7wF/3B55L/xNvaKCqxpx7CXltHxd7/Bt18f\nSr5cT+EHizB4mwl/5kmMAf5uz6dOW1oHes4B1N8Wu7YPZtLQaJfv9ZO5BXz8/V6Xx+e7fqDWbueH\n05mK5aKXdXBNHnoBbd11gkaDgSnDB7Iy6RDLdx7g4JksluzYx4YDR5gaN0iVHMwmI9NvHszrD9+D\n3eFQJeblZo2OZf3+ND7dlsyeE2d5fvkGSiutTItX54eAmvGdVdXYTp91efgNGgBOKPp4CX4D++Pd\nJZKij5dgSdxN1ZFjFCz8COwO2k0Y6/Z86rSldaDXHNTeFk1GA/FR3XnwlqE4LruscqWthqziUpfH\n4B5dKKmsYuOhdMVy0nodtHa66wT9fcxsPnycnccyXNozC0sICfDDx6z8HtzYG7ozMyGG97/bxZq9\nhxWPd7ku7YOJCAliZ/rp+ja7w0HS8bPE3tC91cf36tyJwFEjKF33NY4KC17hHXHa7VQdO/Hji2rt\n2M6cw7dfH0Vy0HoZaB1fLzmovS1e36kDN9/Yk82px0k+da7J1/YKD+PGyHC+PZROrUIdtB7WQXMZ\nDEa3P9Sgu06wosrGOxsTOZVX6NIeF9WDC2UVVNcofxun9Ox8HnhrCV/uPUyjt9hQULewEACyikpd\n2rOLS4kMDcKo8C4hreMH33M7tfkXsCQmAWAvLsFgMmEKDnJ5nVeHMLzC2iuSg9bLQOv4eslB7W0x\np7iMtzcmknzq/DVfOyb6Bk7lFZCRX3jN1/639LAOWjvddYJXM3FwH2J6dWXF7oOqxCsot2CptqkS\n62r8fbwBsNpqXNqtthpMRiO+3sqOhrWMb+oQht/AaMo3bYVLu6Oq0o5hr6ig/awH8IoIxxjgT9Cd\nEzBHRmC4lKu7teV1oKcc1N4Wy6uqm/VDu3uHUCJCgth9/Kyi+ehhHTRba7x2aHZ2dqPPqXUR7dH9\no3jytpFsP3qKdftSVYmptbqD/43d6rHxO0B6fvzAhOE4Kiux7P3x3mQOi4WC9z4ibNYDdJ73JwCs\nKWlUJCYRED9MkTza8jrQUw56dVPPLuSXlnPmQpGicTxqHag0kcXdmuwEn376aQwGQ/0KMBgMnD17\nlvLyclJTle+QpsQO5Ffj4kk6foYFazYrHk8vLFXVwMVfgcUWa327n7cZu8Nxxa/C1hTfb/AArAdT\nodbu0m47dZqcv7yEqUMY1NZiLyml/cMzcFgqFcmjLa8DPeWgR0aDgRsiOpCk8CgQZB2ooclO8PPP\nP6//22az8dZbb2GxWPj3v/+teGKzRsUyIyGGTSnpvLF+6xUztVqzzEv7/zuHBrkcC4gMDeZ8YUmr\njW8KDcHcOYKSVetc2o0BAfgO7If1wCHsBT8efzF3iaQmM0uRXNrqOtBbDnrUtX0wvmYzx7LzFY/l\nUevAQ49PNuuY4LFjx7jvvvuw2+2sWrWK6OjGTxh1h0nDBjAjIYYv96bw2lfft6kOEC7OhM0rLWdE\nn171bSajkbje3TmQodz5SFrH9+55cbabLeOyX9heJsJ+fj++fW90ea13925YDx9RJJe2ug70loMe\nRbYPpqqmhoJyi+KxZB0or8mRoMPhYOHChaxfv54XX3yRoUOHKp5Q+0B/Hh0znIy8QramnaRPZLjL\n88dzLrSJTnFZ4n6euv1Wyq3VpJ7PYXLsAIL9/ViZpM7kIC3imyMjsJdX4Kh03cXpKC3DeugwIVPv\nudhgMhF632Rs57Ow7E5WLJ+2uA70mIPedAwKpKhCmd3wV+Mp60CtUxrcrclOcPr06WRnZ/PLX/6S\nU6dOcerUKZfnlDCkVze8vbzo1SmMf86acsXz0974hDJrlSKx9WRtcio+Xl7cGzeIafGDOJlbwDOL\n15FTXNZq45vaBeKwWq/6XNGnnxFy3yRCH5wOTidVh9MoWf0V2O1Xfb07tMV1oMcc9CbAx5sqm/Kn\natXxmHXQGifGjBw5EoPBgMViwWJRfugPsCklnU0pyl194adatC2ZRduUG200ZcXug6qdFqKH+MXL\nVzX6nKOykqJPlqmWS522tg70mgOovy1uP5rB9qMZV7R/tusH1XKoo5d10Bo12Qn+9re/VSsPIYQQ\nnsxDb6XUZCc4YsSIRp9LTEx0ezJCCCGEmprsBH//+9+rlYcQQggPpsXddtyhyU4wIyOj/mT5DRs2\ncOedd+J0Oj32PyuEEEI01OyR4MGDB5kzZ47iCQkhhPBArfGYYEMy+hNCCNEoD+0jPLPrFkIIIdyg\nyZHgnDlz6o8Jnjx50mX36Ouvv654ckIIITyEh44Em+wEZ8yYcdW/hRBCiNagyU4wNjZWrTyEEEJ4\nMIOHXjbN4Gzsbo1CCCFEM9Vk5bj9M81dOrv9My8nE2OEEEK0Wc0+ReK/NfbFd5UO0ajNcx8DYNS8\ntzWJv3XeEwDM+MciTeIDfPa7hwHt1kPdOtBDHWQ+8Ywm8bu+/SqgfR3e8ff3NYkPsOG5/wHggbcW\naxJ/6ZMPAfqowwkvL9Qk/sY/z1Y2gIdOjJGRoBBCiDZL8ZGgEEKINsBDJ8ZIJyiEEKLFPPXO8p6Z\ntRBCCOEGMhIUQgjRch66O1RGgkIIIdosGQkKIYRoMauvj9s/s53bP/FKuu8E43v34PnJ47hrwQeq\nxr0jph8zE2LoGBTIydwC3tmYyJHMXFVziO4WwYyEm7iuQyillVVsO3KKVXtSUPsiP1qtAzVz8Inq\nRcenftPo8zl/fRl7RQXBt/8MvyGDMfr5YjuXRemXX1GTma1ITqB9HXoZjcxMiGFMdBRBfr6k5+Tz\n4ZYkTuUVKh67b5dO/OXenzX6/FMfr6ag3KJ4Hg1psS0YDQYmDRvAbTf1JTwokLzSctYfSGPdvjTV\ncmjNdN0J9usawZ8mj1P9XoYTBvVhzp2jWLQtmWPZ+UyJHcirD93No+8tJ7ekXJUcenfuyHOTxrIz\n/TTLE3+gZ6cw7osfjNPpZNWeFFVyAO3Wgdo52M5nkf/a/7m0GcxetH/0YWrOZ2IvKSVk+mT8h8VQ\nuvZrai8U0G7srXR88tfk/e0N7CWlbs9JD3X4q7HxjImO4uOte8guLuOeodG8MvMuHv/oCy6UVSga\n+8yFIl5Y8Y1Lm9lk4qnbR3I6v4hClTtArbaF+0cMYfrNg1mWeICjWXlEd+vM7PEJ+HiZWZl0UNVc\nWiNdHhM0m4xMv3kwrz98D3aHQ/X4s0bHsn5/Gp9uS2bPibM8v3wDpZVWpsUPVi2H+0fEkHI2h/e+\n3UVaZi7r96fxzQ9H6d8tQpX4Wq8DtXNwVlVjO3PO5eE7MBqcToo+XQ6A/7AYKrZsx7J9F9VHj1P4\n70UYzGb8hihTF1rXob+PmQmD+7A0cT9f/3CUg2eyeGXNd5hMRsZERyke32qr4WRugctjSK9uOIF3\nv01Erf0hWm4LRoOBKcMHsjLpEMt3HuDgmSyW7NjHhgNHmBo3SNVcWitddoKxN3RnZkIM73+3izV7\nD6sau0v7YCJCgtiZfrq+ze5wkHT8LLE3dFclh3Z+PvSODGdz6nGX9uU7D/DiF9+qkoOW60APOXhF\nhBM48mbK1m/EUWEBgwGDyYSjqrr+NU6bDWdtLUZ/P7fH10MdVtlqmbNoDd+lpNe31dod4HRiNplU\nyaGhLu2D+dmgG1m5+yDl1uprv8FNtKxDfx8zmw8fZ+exDJf2zMISQgL88DHremeeR9DlEkzPzueB\nt5Zgqbbx8K3DVI3dLSwEgKwi191b2cWlRIYGYTQYcCh8TO66sFCMBgPVNbU8c/doBlwXidVmY1PK\ncVYlHVLlF7CW60APOQTfdRu1+QVYdu252OBwYNmZROCtCVSfOEXthUKCJozBYDZjPej+L0Y91KHD\n6STj0rE/A9ApuB333zIEJ/B92glFY1/NtPjB5JaU8X2qurG1rMOKKhvvbEy8oj0uqgcXyiqorqlV\nNR+9KiwsZMqUKXz00UdUV1fz61//mh49egAwc+ZMbr/99kbf+191ggcPHmTwYOV2yah9sLshfx9v\n4OKumIasthpMRiO+3l5UVtdc7a1uE+TvC8BjE0aw89hpNhw4Qr+uEUyOHYCttlaVA+JargOtczCF\ntcd3QD+Kl38BDTqasq834d2jO53++BQAToeD4sWfU3M+y+056KEOG5qREMODtwwFYPH25Cs6Z6V1\nDApkSM+ufLBlj2q7QevoYVtoaOLgPsT06nrVzrEtqqmpYe7cufj6XvzeTEtLY9asWTzyyCPNen+z\nO0GbzcZXX33F0qVLsdlsrF+//r/LWOfqDno3NgNTjYmZpksnnR46m83SxP0AHMnMo52vD5NjB/LV\n/iOqzxBtSwJujsVRaaUy+UB9m8FspuPvn8Dg5UXRp8uxl5biN3ggoQ9Mw1FVTdVh9/4w0UMdNrT7\n+BkOn8thYPdIZiYMwctkYsmOfarFH93/BizVNnamZ1z7xa3Y6P5RPHnbSLYfPcW6falap6MLCxYs\nYMaMGbz//sW7pKSmpnL69Gk2b95M9+7def755wkMDGz0/dc8JpiZmcmCBQv42c9+xltvvcVf/vKX\nVtsBAlguHfOp+yVex8/bjN3huOKXuRKqLu3iOHTGdYSRci4HP28z4UEBiufQlvkNjKYqJRVq7T+2\nDR6AObwjhR8sojL5ANXHT1Gy4kush1IJmXaP23PQQx02dOZCEannc1iWuJ91+1O5d/jA+h9rahh6\nfTf2ZZy/eEyyjZoSO5A/3jOGPSfOsmDNZq3T0YXVq1fTvn17brnllvq2gQMH8sc//pGlS5fSrVs3\n3nnnnSY/o8lOcPbs2Tz33HP06tWL9evXExUVRUxMjHuy16nMS7t5OocGubRHhgZzvrBElRzqpr97\nmVxXj5exbnSgShptkik0BHPnTlgPpl7WHozTbqfmXKZLe/Wp03i1D8Xg7dpZtZQe6jA0wI9xA3rj\n5212ac/IK8Dby4sgP19V8ggL9KdL+xCST55TJZ4ezRoVy6/H38zmw8eZv+pbajWasa03q1atYteu\nXTz00EMcPXqUZ599lpEjRxIdHQ3A+PHjOXLkSJOfcc2RoMlkoqqqCofDoem5YmrJLCwhr7ScEX16\n1beZjEbienfnQEZmE+90n6zCEgrLLcRF9XBpv6lnV4oqKhU/P6st8+7eDYDqM2dd2mvzCzCYTHj3\nuM719T2uw15egdNmc2seeqjDAB9vnr5jFAk39nRpv6lnV4otlZRYrKrkcX1EBwBO5haoEk9vJg0b\nwIyEGL7cm8JrX32v+IQoT7J06VKWLFnC4sWL6du3LwsWLOCxxx4jJeXiudS7d++mf//+TX5Gk8cE\nFy5cSE5ODqtWrWLatGlUVlayfft2RowYgdGoy7Mr3GJZ4n6euv1Wyq3VpJ7PYXLsAIL9/VQ7MdUJ\nfLbrBx6fMIJHxwxnz4mzRF/XmZH9rufDLUmqTwxoS8yRERc7tUrXL3hrShq281m0f+RBytZvxF5a\nhm90XwJih1C84ktFctG6DjOLSkk8lsEvx8ThZTKRW1LGzb17Mja6N29u2KpaHXYNC6HMWoWl2r0/\nNDxB+0B/Hh0znIy8QramnaRPZLjL88dzLkineJl58+Yxf/58zGYzHTp0YP78+U2+/poTYzp37swT\nTzzB448/zo4dO/jiiy+YO3cuW7dudVfOurM2ORUfLy/ujRvEtPhBnMwt4JnF68gpLlMthx1HM7A7\nHEwaNoBb+91AYbmFDzcnsVnl6eFtjTEwEIf1KiMch4OCt98n+J47CJ58JwZvM7W5+RR+sEiRUyRA\nH3X4xvrvuX/EEO6LH0z7AH/OFRbzty83uZy/qLQgP18q22AHCDCkVze8vbzo1SmMf86acsXz0974\nhDJrlQaZ6c/ixYvr//7ss8+a/b4mO8FVq1Zx7733Ahdnq40cOZKRI0dSWKj8dQPrLNqWzKJtyarF\nq7Ni90FW7Nb2kkS70s+wK/2MpjmAdutAixxKmhjVOSyVFC9bqXgODWldh9W1dj7eupePt+7VLIdP\nNIx9ObW3hU0p6WxqcLEC4X5N7tNcu3btVdvDwsIUSUYIIYRQU5MjwaqqKs6cOXPVc5V69ux5lXcI\nIW7QaKQAACAASURBVIQQnqPJTvD06dPMnTv3ik7QYDCwaNEiRRMTQgghlNZkJ9inTx/p7IQQQlxT\njcl87RfpUJPHBNvCeYFCCCHariZHgjk5OcyYMcOlzel0YjAYftIUVCGEEK2bp56u2GQn+Mknn6iU\nhhBCCE/mqSftN9kJdunSRa08hBBCCNXp8qa6QgghPIun3t7N4PTUzIUQQuhGfnml2z8zvJ2/2z/z\ncjISFEII0WKeOp5SvBOc8PJCpUM0auOfZwMw9sV3NYm/ee5jANzx9/c1iQ+w4bn/AWDUvLc1ib91\n3hOaxm+Yg9Z1cGLk7ZrEj9r+NaDd/x9+XAZarwM91KFW34l134dK8dSJMa33fkhCCCHENcjuUCGE\nEC3moQNBGQkKIYRou2QkKIQQosVkYowQQog2y4FndoKyO1QIIUSbJSNBIYQQLSa7Q93IaDAwadgA\nbrupL+FBgeSVlrP+QBrr9qWpnkt87x48P3kcdy34QNW4XkYjMxNiGBMdRZCfL+k5+Xy4JYlTeYWq\n5XBHTD9mJsTQMSiQk7kFvLMxkSOZuW0mfkOq1IHRSOj0KQTdNRGv9qHYzpyj4P1PsB44BIApJJgO\nT/yKgPhhgIHK/QcpePcDanPzlcupAa22BT3E17IW9fR92Brpcnfo/SOGMGt0LFtST/DCyv+w/WgG\ns8cnMC1usKp59OsawZ8mj9Pkvoq/GhvP3UOjWZl0kPmrv6W6ppZXZt5Fx6BAVeJPGNSHOXeOYlNK\nOnNXfENFVTWvPnQ3ESHt2kT8htSqg9CZ9xL2q59T9vW3ZP95PjVZOXR59UV8onqBlxdd/vEK/rFD\nKFj4Mbn/uwCjrw/d3nkNY5Dyy0TLbUHr+FrXol6+D6/F4XS6/aEG3XWCRoOBKcMHsjLpEMt3HuDg\nmSyW7NjHhgNHmBo3SJUczCYj028ezOsP34Pd4VAlZkP+PmYmDO7D0sT9fP3DUQ6eyeKVNd9hMhkZ\nEx2lSg6zRseyfn8an25LZs+Jszy/fAOllVamxauz4WkdH9Svg6CJYyn/bivFS1Zg3X+Q3Jdfo7ao\nmKA7JhCYMByfXj3Im/8qZV/9h8q9+8n583yctXZC75+mWE5abwtaxwdta1EP34etne46QX8fM5sP\nH2fnsQyX9szCEkIC/PAxK78HN/aG7sxMiOH973axZu9hxeNdrspWy5xFa/guJb2+rdbuAKcTs8mk\nePwu7YOJCAliZ/rp+ja7w0HS8bPE3tC91cevo3YdGMxmHJUNLkLscOCwVGJq1w5z1y44a+1UHjhY\n/7SzppaqY8cJGD5EsZy03ha0jq91Lerh+7C5HA6n2x9q0F0nWFFl452NiVcc+4qL6sGFsgqqa2oV\nzyE9O58H3lrCl3sPazLp1+F0kpFXSEW1DQMQEdyO391xK07g+7QTisfvFhYCQFZRqUt7dnEpkaFB\nGBXeJaV1/Dpq10HJl+tp97Mx+MUMwhjgT8jUe/DucR3lW7ZRm38Bg5cJr7Awl/eYO0fgFdFJsZy0\n3ha0jq91Lerh+7C5nE73P9Sgn58RTZg4uA8xvbryzsZEVeIVlFtUidMcMxJiePCWoQAs3p58xcao\nBH8fbwCsthqXdqutBpPRiK+3F5XVNVd7a6uIX0ftOihd8zX+MYPo+o9Xfszh359i2bkHY3AQ9pJS\nOv3lD+S//jb24hJC7r0b757dMXgpt3dA621B6/h6qcWG1P4+bO103wmO7h/Fk7eNZPvRU6zbl6p1\nOqrbffwMh8/lMLB7JDMThuBlMrFkxz5FY9ZNPmhsyrPSv9C0jq+VLq/Nx7vHdeS//ja2s+fxH3oT\nYb+4H0eFhdIv15P95/lE/OUP9Fj8LwAqdu6hbP1/CLptnMaZt156q0U9fx+2ulMkxowZ41IADWdl\nbd68WfnMgCmxA/nVuHiSjp9hwRp1YurNmQtFAKSez8HP28y9wweyfOd+7AruL7dUVQMXfwUXW6z1\n7X7eZuwOxxW/iltbfC34DuiH36Bocub+jYqtF3/hWw8eBpORDrMfoew/31F1+Ahnpj+CV+cInDU1\n2AsK6fTc09jLKjTOvvXSUy3K96EyGu0E//Of/7j8e/v27fztb3/jF7/4hdI5ATBrVCwzEmL+f3v3\nHd9U1T9w/JOkTScte+8NLQUZpcheMmVXQEAexIFbUQQHPvyEBweCj4oiKrKHFB4BQUQ2lD1kFShQ\nVncpXXS3SX5/1EYCtIwm9ybt9/169fVqT5L7/fbcc3Nyzj33hq2nQpmzcZfDflfVoyjj4UarujXY\nF3rF4iC7HBuP3skJLzdXiwPS2iL+nnKtUsbLYvq1ahlvwm8m2SyuvcRXg1PFCgBknj1vUZ556iza\nUU/hUr8uztWqkro7mNzof65P09erTdalMEVzLUnspS06wvthsbttml6vR6/XYzAYmDFjBj/99BML\nFizgmWeesXlSg9o0Y0T7lvx6+BRf/LbTLne4LXm46HmrXxfaN6pjUf5YneokpqWTZMMOEPJWnsUm\n36JD47rmMp1WS0DDWhy/HGHT2PYQXw054ZEAuPo2tSh3adoIU24uOVExVH5/Iu5tWpofc/VpjGuj\nBqTtP6xoriWJPbRFR3k/NJlMVv9RQqHnBI8cOcLUqVMZPHgw06ZNQ6u1/WLSsp7ujO/WlsuxN9kV\nconGVStaPH4h+obdNgJriUhIJvj8ZZ7rFoCTTkdMUgqPN6xDd9+GfLlplyKft1YEH+ONvp25lZHF\nmfBoBvs3w9vdjaCDJ+7/4mIQX2lZFy6Rtv8wFSe+gs6rFNnXwnFr0YyyTw8jac16DDcTSA0+QIVX\nngOTCY2zMxVee4Gsi2Gk/CFTY7akZluU90PbK7AT/OSTT9i0aRMffPABjRs35tq1a+bH6tSpU9DL\niqxV3RronZyoW6kcX40bctfjgXMWkZKRabP49mLOxp083aEVT7VrQVkPd67fTGTmr1strleypfVH\nzuDi5MTQgOYEtmvOpZh4Ji3dQHRiSomIr4boj2ZS7vlnKDtmOFqvUuRERHHjq/kkb/gdgNhPvqTC\nay9S6d03MJlMpO8/TPy8BZBrP8vkiyM126IjvR8Wu4UxZ8+epU6dOqxYscKiXKPRsGTJEpsltPVU\nKFtvu0hcbUt2H2HJ7iOKx83KNbBw12EW7lJvqmv1gROsPqDeyEvt+LdToh2YsrOJ//Yn4r+9970x\njbdSiZ0526Y5FEatY8Ee4qvVFu3t/bA4KrATXLp0qZJ5CCGEcGAK3eDF6go8yffHH3/QuXNnevXq\nxalTp5TMSQghhINx1IUxBXaCixYtYsOGDfz000989913iiQjhBBCKKnA6VC9Xo+3tzfe3t5kZNh2\nSb4QQgjH5qgLYx7omgdH/eeEEEKIwhQ4EgwPD2fOnDmYTCbz7/kmTpyoSHJCCCEcg6Ner1hgJ/ji\niy+a7xf64osvotVqSU9Pp3Tp0oolJ4QQQthSgZ3gpk2b7ipLSEigd+/eNk1ICCGE4yl2I8F7XSdo\nNBp56qmneO2112yalBBCCMfiqGtHHvj7BA0GA8eOHXPYf1QIIYS4k8b0gL1aeno6U6ZM4dlnn6VF\nixa2zksIIYQDOXY10urbbFW7mtW3eacH7gSFEEKIgjhqJ/jA06GPqsu0ubYOUaBd014FYNCsBarE\nXzdpPGAfdaBWDvnxu3+s3l2Htn/0MqB+Hby1eJ0q8b8cOwiA62NfUiU+QM3F8wD12kF+G5B2aDuO\nOpyyeScohBCi+HPUSUXbf0uuEEIIYadkJCiEEKLIHPU6QRkJCiGEKLFkJCiEEKLIHPWcoHSCQggh\nisxB+0CZDhVCCFFy2e1IsF/Lpoxs35IKXp5cionn2y3BnI2IUTwPJ52WL8cO5mJ0HF9v3qtobLXr\nQO34t2vXsDbvD+7Bk5/9pGhcterAp0ZlRndsxXsr/rmRvbNOS0+/RrSoXQ0vN1dupKSy/cxFTljr\nImWNhlJ9euDZpQM6by9yIqNJClpP1rnQu55aqmdXPLp0IOaD6daJ/QDUagP2kIM9HYsFkYUxVtSr\neWMm9u/C1lOhfLR6M6mZWcwaM4DKpUspnsuIxx+jRjnlvz5K7TpQO/7tmlavzHuDe5i/2kspatVB\n7QplGd2hFRos/99hAS3o0Lgue86F8fPOQ1yOu8nYzm1oUauqVeJ69e1J6WEDSdtzgBtfzSc3Lp6K\n77yKc83qFs9za9Wc0iOGWCXmg1KrDdhDDvZ0LBZHdtkJjuvqz8ZjISzefYRDF6/x/spNJKdnENhO\n2XuW1qlYjn4tfUhOz1A0LqhfB2rHh7yRz/DHWzD7mYEYjEbF4uZTug50Wi3dfOrzSq/2GO74VO3p\nqse/fk3WHzlD8PkrXIi+wa+HT3M2IoYuvg2sEt+jQwDpB4+QsvEPss6e5+b8hRiSU/Ds3B4AjasL\npYcPofyrL2DMzLJKzPtRuw3YQw72cCw+CJPJZPUfJdhdJ1itrDeVS3uxL/SKucxgNHLwwjX869dS\nLA+tRsNrvTuy7shpElLTFYsL6teB2vHz+devxcj2Lflh237WHT6tWFxQpw6aVKtE92YN2XA0hOBz\nly0ec3FyYl/oFUKj4izK45JTKefpbpX4GidnjBmZ/xSYTBjTM9B6eADg2ak97u3acHP+QjL+OmWV\nmPejZhuwhxzs5VgszuyuE8yfeoxMSLYoj0pMpmoZL7QKTUUMaeuHk07L2oMnFYl3O7XrQO34+UKj\n4hj19TJ+PXwapc82qFEH4TcTmb52K3vPX77r/72Zms6agydJum1WQqPJ6zjjkm9ZJf6t7bvweLwt\nLk0boXFzpVTPrjhXq0L6oaMApP91iuhJH5F+8KhV4j0INduAPeRgL8figzCaTFb/UcIjLYy5ceMG\nFSpUsHYuALi76AHIyM6xKM/IzkGn1eKqdyI9K+deL7Wa6mW9CQxowUerN5OrwvSH2nWgdvx88bfS\nbB6jIGrUQXJ65v2fdJveLZpQqXQpftoeYpX4qTv24NqkEZUmv2kuS1qz3jzqM9yIt0qch6FmG7CH\nHOzlWHwQxXJhTEhICBMmTGDy5MkkJCQAsHz5coYMsd1J8fyTzgXNB9u6njXAK707su106F1TT0pR\nvQ5Ujm8P7L0Ouvk24Am/RuwMuUiIlVYJVnjndfT165CweCWxn8whecNmvAf1w7N7Z6tsXzw8e2+H\nxUGhI8GpU6cyceJEoqKi+PLLL0lPTycuLo5ly5bZLKG0v0+4u7voSUz7Z+rHTe+MwWi86xORtfVr\n6UOFUh7MWPvnHVMNGrQajSKfdtSuA7Xj2wN7roOBrX3p4lOf4POX2XDUOqNAlwb1cG1UnxtzfyTj\nyHEAss5fBK2W0sMHkxZ8EFOWMothxD/suR3eqVjeMcbNzY0OHToA8O233zJo0CC++OILmy4Rjvh7\n7rtKGS+LefCqZbwJv5lks7j5AhrUoryXJ8tfH2NRXqdiObr5NuCF+b8Ql5Jq0xzUrgO149sDe6wD\nDfB0h1a0rleDradC+f2vc1bbtq5cGQCyw65YlGdduIR3/144lS9HTmSU1eKJB2OP7bC4KbQT1Ol0\n5t8rVqzIW2+9ZfOEIm4mEZt8iw6N63I0LDwvD62WgIa1OHjhms3jf/fnPtz0zhZlE/t3JiohhVX7\n/1JkpajadaB2fHtgj3UwsI0vrevVYN2R0+w+G2bVbefE5E39uzSoZ14IA+BSrw6mXAO5iYlWjSce\njD22w4IUy5GgyWQiJycHk8mEq6ur+XcAvV5vs6RWBB/jjb6duZWRxZnwaAb7N8Pb3Y2ggydsFjNf\nVGLyXWXZuQZuZWYSFqvcwgA168Ae4tsDe6qD6mW96dikHqFRcVyNS6BW+TLmx4wmU5FHBTlXr5Nx\n4jRlnhmB1sOdnKgYXJs0xKvfE9zaugOTCtfKijz21A4LY3TMPrDwTjAyMpLevXubO75evXoBeSdr\nt2/fbrOk1h85g4uTE0MDmhPYrjmXYuKZtHQD0YkpNotpb9SuA7Xj2wN7qgOfGlXQajQ0qlqRRlUr\nWjyWlZPLlBUbixwjfu6PeA8dgNeAPmg93MmNjSNx2WpSdyp7u0BhyZ7aob0xGAx8+OGHXLlyBY1G\nw//93//h4uLClClT0Gg0NGjQgH//+99otQWvAS20E9yxY4fVk35Qqw+cYPUB+/ik89bidarEVbsO\n1I5/uyW7j7Bk9xHF46pVB1tOnmfLyfMF/m0LppwcklatJWnV2vs+N+GnJTbN5V7UagP2kIM9HYsF\nUWM6dOfOnQCsWrWKQ4cO8eWXX2IymXjzzTdp27YtH330Edu3b6dnz54FbuO+F8tv2bKFMWPG0L17\nd8aMGcMff/xhvf9ACCGEeEQ9evRg+vS8m7hHRUXh5eVFSEgI/v7+AHTq1In9+/cXuo1CR4Lr1q1j\n8+bNTJs2jRo1anD16lVmzZpFWloaQ4cOtdK/IYQQwtGptTDGycmJyZMns3XrVr7++mv27dtnvoLB\nw8ODW7cKv6NSoSPBoKAgvvnmG+rVq4der6dhw4b897//JSgoyHr/gRBCCIdnxGT1nwf12WefsWXL\nFqZOnUrWbdezpqWl4eXlVehrC+0EdTrdXatAPTw8LC6dEEIIIdSwbt065s+fD+Rd167RaPD19eXQ\noUMA7Nmzh9atWxe6jUKnQ41GI2lpaXj8fRd5gNTUVAwGQ1FzF0IIUYyoMR36xBNP8N577zFq1Chy\nc3N5//33qVevHlOnTmXOnDnUrVvXfFVDQQrtBEeNGsWrr77KO++8Q82aNYmMjOTzzz9n9OjRVv1H\nhBBCiIfl7u7OV199dVf5w9zas9BO8LHHHqNUqVJ88803hIeHU7lyZcaMGWMxMhRCCCGK5cXyzz//\nPIsXL+b7778H8oa78+bNY/Xq1ezatUuJ/IQQQgibKXRhzCuvvMLzzz9PamoqiYmJPPfcc5w+fZr/\n/e9/SuUnhBDCARiNJqv/KEFjus/ZzI0bN7J48WJSUlJ45plnGDVqlCKJCSGEcBwbjp21+jYHtGpq\n9W3e6b7fLN+/f38MBgNBQUEEBgbaPCEhhBBCKYV2ghMnTkSj0WAymbh+/TpPP/00tWrVAmD27NkP\nFKDfpz8UPctHtGnKCwAMmrVAlfjrJo1XNf7tOXT/+DtV4m//6GUAev3ne1XiA2z5YAIAY79boUr8\nxS8/Dai/D9T6/+GfOrg5f6Eq8cu9OA6wj3bYZdpcVeLvmvaqTbdfLL9KacSIEff8XQghhCgOCu0E\n829CKoQQQhTmYW5zZk/ue05QCCGEuB9HnQ6971cpCSGEEMWVjASFEEIUmYMOBGUkKIQQouSSkaAQ\nQogiMzroUNAuO0EnrZaR7VvSzbcBXm6uhEbHsWDHQcJibyqfi07Ll2MHczE6jq837y1x8QHaNazN\n+4N78ORnPykWU6vRMKhNM/o81oSKXp7EJt9i4/EQNhwNUSwHjUZDn+aN6eJTH293VyITkgk6eJJz\nkbGK5ZBPjX0A6tTB0etX+T54N5du3KCMuzv9fJoxLqA9f5w7w3+2/F7g6/ZPnGKTfOyhLfZr2ZSR\n7VtSwcuTSzHxfLslmLMRMYrFfxCOujDGLjvB57u3o5tvAxbuOkRUYgoDW/vyycgneeXnNdxISVU0\nlxGPP0aNcqW5GB2naFx7id+0emXeG9wDjUajaNynO7Ri+OMtWBF8nHORsfjWqMKEnu1xcXIm6OAJ\nRXLo26IJQ9v68b/Dp7gcd5NOjevxTv8u/N/aP7ken6hIDqDePgDl6+BUZAQT/7eaJxo3ZUKHzoTG\nxvLj/j1oNBqGNG/JDyPGWDw/KSOdDzeuo1cTX6vnkk/tttireWMm9u/Ckt1HOB8VxxB/P2aNGcD4\neSuJSbpl8/jFnd11gu4uzvRq0ZhFuw7z+1/nADgbEcPKN8bSzbcBv+z/S7Fc6lQsR7+WPiSnZygW\n017iO+u0DGnrx7+6tCUzJwetTqdYbK1Gw5C2fgQdPMnKfccBOHE1Em93V4YFNFesE+zQuA4HL15j\n4/G8eyKei4yjYZUKdG5Sj6V7j9o8vpr7IJ/SdTAveBf+terwYe/+ALSuWZvkzAyOh19jfLsOlHF3\nt3j+5PVrqezlzcSuPayeC9hHWxzX1Z+Nx0JYvPsIAEfDwln62igC27XgG5Vmh+7FUUeCdrcwJjM7\nl4lL1rHtVKi5LNdgBJMJZ4XfiF/r3ZF1R06TkJquWFx7ie9fvxYj27fkh237WXf4tKKx3V2c2X76\nAvvOX7Yoj7iZRGkPN1yclfns5qTVkZGdY/7bZDKRnp2Dh4tekfhq7oN8StZBYno6pyIjGOjXwqL8\n5Y5d+Papu2/cf/DqZfaGXeTNrj1wcXa2ej6gflusVtabyqW92Bd6xVxmMBo5eOEa/vVr2TR2SWF3\nnaDRZOJy7E1Ss7LRAJW9S/Fmv86YgJ0hFxXLY0hbP5x0WtYePKlYTHuKHxoVx6ivl/Hr4dOK3wci\nNTObb7cE33UOOKBBbW6kpJKVk6tIHtvPXODxhrVpWq0Sbnpnevo1olpZbw5duqZIfDX3QT4l6yAs\nPg4T4ObszKR1QXT5ahZ9533NT/v33nPRxby9eaPGgNp1rZ5LPrXbYo1ypQGITEi2KI9KTKZqGS+0\nKkyRF8RoMln9Rwl2Nx16uxHtWzK6Y2sAlu45cldDsJXqZb0JDGjBR6s3k2s0KhLTnuIDxN9KUyVu\nQXq3aEzLutX5dkuwYjF3hFykSfVKTB7Y3Vy25tBJ/roaqUh8e9gHStZBUkbetP/HmzfyROOmjGjp\nz18R11l8aD8uTs6M8Q8wP/d4+DUu3ojj62HK39NYybbo/veI+/bReP7fOq0WV70T6Vk593qp4krM\n6tAdO3awfPlyFiyw/TcjHLhwldPXo/GrVZWR7VvhpNOxzMbnYjTAK707su10KKFRyi9GUTu+Perq\n04DX+3Riz7kwNhw9o1jcd/p3pVpZbxbvPkxUYgo+1SszqLUv6VnZbD+j3KyEmpSsg1yDAYC2tevw\nauduALSqWYvkjAwWH9rP06390WnzJq/WnzpJ3XIVaF2ztlVzuB+l22L+YqiCzrc5aL9jVx6oE0xK\nSiIoKIjVq1dTs2ZNhg0bZuu8ALh6IwGAM+HRuOmdGdrWj5X7jmGw4TcO92vpQ4VSHsxY++cdUw0a\ntBqNzT/tqB3f3gzx9+P5Hu04eOEqn63brljcBpUr0KhqReZu2cuRsHAAzkfFodVqGN7uMYLPXyEr\nV5lpWbUoXQdu+rxRz53Tm21q1WbtyeNEpyRTvXQZcg0G9l8J4+nWyt7gX422mJaZBeSNCBPT/lkg\n56Z3xmA03jVCVJOjLowptBM8c+YMy5cv5/jx4/Tp04fKlSvbfARYxsONVnVrsC/0isUOvhwbj97J\nCS83V4vGYG0BDWpR3suT5a9bLsWuU7Ec3Xwb8ML8X4iz4WUaase3J+O6+DOifUu2ngplzsZdin4A\nKOeZtwrxznNBF6Jv0L+lD+W9PBSbnleL0nVQvXQZAHL+HhHmyz8loCHvQ+Hp6EjSsrPo0qCR1WLf\nj1ptMeLv+q1SxsuirquW8Sb8ZpIiORR39/0+wfHjx/Pbb7+h1+t5/vnnbZ6Qh4uet/p1AWDb6Qvm\n8sfqVCcxLZ0kG3aAAN/9uQ83veVKs4n9OxOVkMKq/X/ZfKWm2vHtxaA2zRjRviW/Hj7F91v3Kx4/\nJjkFyBsN3b4IpF6l8uQajCSWgP2gdB3UKVeeCp6l2HHxPL2b/nPd3/4rYZT38KSKtzcA52Ki8dC7\nULtsOavGL4iabTHiZhKxybfo0LguR/8ejeu0WgIa1uLgBWUWaD0oG07Q2VShneCKFSsICgqif//+\n9OzZk/R02x/4EQnJBJ+/zHPdAnDS6YhJSuHxhnXo7tuQLzftsvkquajEuz/ZZucauJWZSVhsvI2j\nqx/fHpT1dGd8t7Zcjr3JrpBLNK5a0eLxC9E3bP5J/OqNRE5cjeSZTq3xcNETlZhMk2qV6PdYE7ae\nDiXdjqahbEXpOtBqNEzo0Inpf2xi1rYtdG3YiCPXrrI55DSTevQynx64HH+DGmXKKHLzAHtoiyuC\nj/FG387cysjiTHg0g/2b4e3uptj1ssVdoZ2gn58ffn5+pKens2nTJo4ePUpgYCADBw5k9OjRNktq\nzsadPN2hFU+1a0FZD3eu30xk5q9bLa6VEcVXq7o10Ds5UbdSOb4aN+SuxwPnLCIlI9PmeczdEszQ\ntn4MaOWDh6ue2ORbLAs+xs6QSzaPbS+UroM+TZuh0+pYcugAm0JOUbGUF5N69GbQbdcOJqanU8rF\n1Sbx72QPbXH9kTO4ODkxNKA5ge2acykmnklLNxCdmGLTuA+rWJ4TzOfu7k5gYCCBgYGEhoYSFBRk\n06Sycg0s3HWYhbsO2zTOg3pr8boSHX/J7iMs+ftuFUrYeiqUrbfdLEEtOQYDq/b/xSoF71JUEKX3\nQT416uCJxk15onHTAh+fPeQpxXKxl7a4+sAJVh+w75Gfo3aChV4sHxYWxmuvvcaUKVOIj8+bimvU\nqBEffvihIskJIYQQtlRoJzht2jQCAwNp3749s2bNUionIYQQDqZY3jFGo9HQqVMnANauXatIQkII\nIYRSHviOMUaVbt8lhBDC/jnoKcHCO8GkpCSCg4MxmUzm3/N16NDB5skJIYRwDI66MKbQTtDHx4dN\nmzaZf1+xYgU6nQ5PT0/pBIUQQji8QhfGjB49mrNnz/Lxxx/TtWtX/vrrLy5cuECPHrb5AkshhBCO\nyVEXxhTaCX7++ed89tlnODs789///peffvqJtWvX8uOPPyqSnBBCCGFLhU6HGo1GGjduTGxsLBkZ\nGfj4+AAocrsiIYQQjsNRzwlqTIVkPm7cOBYuXMiaNWs4fvw4M2fOJCcnh2HDhrF+/Xol8xRCCGHH\n5tng5uIv9Xzc6tu8U6EjwXbt2jFixAhiYmKYN28e169f5+OPP6Zv3742T0wIIYSwtUJHgpB31pO3\nSQAAHwFJREFU6zRPT08qVarE9evXCQ0NpWfPng8coMu0uUVO8lHtmvaqqjnkx+/+8XeqxAfY/tHL\ngPp1sPbwaVXiAwz1bwaotx/sZR/Yw7Go9j6I++IbVeIDVHznNUD9dmAr3/65z+rbfOWJ9lbf5p3u\ne7F8vXr1zL/XrFmTmjVr2jQhIYQQQikPfMcYIYQQoiCOujCm0EskhBBCiOJMRoJCCCGKzEEHgtIJ\nCiGEKDql7vBibTIdKoQQosSSkaAQQogik4UxQgghhIOx25Fgv5ZNGdm+JRW8PLkUE8+3W4I5GxFT\nYuLfrl3D2rw/uAdPfvaTonGVrAOj0cD+Lb9zZNc2kuLjKV2+AgE9ehHQozfH9+5i7Y/fFvjamUvX\n2CSn25WEfWDPOYDt94FzjWqUGT6kwMfjf1iEMeUW7m1b49bcF62bKzmR0dzasQdDQqJNcspnL/ug\nMI46ErTLTrBX88ZM7N+FJbuPcD4qjiH+fswaM4Dx81YSk3Sr2Me/XdPqlXlvcA/Fb1qudB3sWLeG\nPRvX0XXgMGrUb8DV0HNsWraQnKwsWnbqyoR/z7R4flpKCivnzqZF+05Wz+VOJWUf2GsOoMw+yI2N\nI2H5aosyjZMT3k/2ISc2Lq8DbOePh38rUvfsw5ByC4+ANpQOHETCwuWYsrNtkpe97IP7kYUxVjSu\nqz8bj4WwePcRDl28xvsrN5GcnkFguxYlIj6As07L8MdbMPuZgRiMRsXi5lOyDoxGA/s2b6Rj3wF0\nHTiU+j5+9BgynDZde7L39w14enlTs35Di5+ju7dTunwFnhzzrNXzyVeS9oG95qDkPjBl55AbHWvx\n41K/LgApv/+JxtkZ9zaPkXbgEBl/nSI77ApJa9aj0etxbdbUZnmpvQ+KO7vrBKuV9aZyaS/2hV4x\nlxmMRg5euIZ//VrFPn4+//q1GNm+JT9s2886he+7qXQdZGVk8FiHzvi0bmtRXqFKVdJupZCdmWlR\nfuHUCc4dP0L/0c/irHexej75StI+sNcc1NwHunJlcHvMj9TgA5gyMnGqWhmtXk/WpX/qw5SVRU5E\nJC51bFMf9rAPHpTJBj9KsLtOsEa50gBEJiRblEclJlO1jBdaG09JqR0/X2hUHKO+Xsavh08r1hjy\nKV0Hbh6eDBj7HFVr17UoP//XMbzLlkPv6mpRvmX1Mho0a05DP9t+Ei5J+8Bec1BzH3h2aIchMYnM\nUyEAOJXJqw9DkmV9GJKS0f39mLXZwz4o7uyuE3R30QOQkZ1jUZ6RnYNOq8VVb9vTmGrHzxd/K420\nLNucY7gfe6iDI7u2cSnkFB37DbQov3zuDNHXrt5VbgslfR/YQw5q7QOttxf6enVIP/KXuUyj12PK\nzYU7pmVN2Tlo9Hqb5GEP++BBGU0mq/8o4aE7wbFjx9oiD7P8E98FrTSydb2oHd8eqF0HJ/btYf3C\nH/BtE0C7nn0sHju8cxuVqtekvo+fbZNQmdr7wF5yUItbMx9MmVlknjv/T6FGU/AcnY0qw5H2gclk\nsvqPEh66E0xNTbVFHmZpmVnAP5+A8rnpnTEYjXd9Iipu8e2BmnUQvPk3guZ/Q6MWrXjq5TcsVgMa\ncnMJPXGcZm1t/23TarOHdmgPOajFpUFdsi5dBsM/oz5TVhY46UBr+bap0TvbbGVoSd4HSnnoTtDW\ny8Qj/p77rlLGy6K8ahlvwm8m2TS2PcS3B2rVwZbVy/l9xWJatO/E06+/g5OTs8Xj1y9dICsjHZ82\nbQvYQvFhD+3QHnJQg7aUJ07lypJ1Mcyi3JCYhEajQedtWR+60t7k2ug6QUfaB0ajyeo/SihwQvmX\nX365q8xkMpGQkGDThCJuJhGbfIsOjetyNCwcAJ1WS0DDWhy8cM2mse0hvj1Qow72bdnE7t9+5fFe\n/eg36l/3/LAVEXYRFzd3KlatbpMc7Ik9tEN7yEENzlUqAZATbXkxek5UDKacXFzq1yX9yHEANC4u\nOFevRtqBwzbJpaTuAyUV2AneuHHjnuVDhhR8RwVrWRF8jDf6duZWRhZnwqMZ7N8Mb3c3gg6esHls\ne4hvD5Ssg5SkRLb8sozKNWriF9Ce8LCLFo9Xq1MPnU5HbEQ45StXUfyidbXYQzu0hxyU5lS+HMb0\nDEx/T0XmM+XkkP7XSTzaB2AymTAkJuER0BpTdrZ5BaktOMo+KHZ3jHnllVfu+WYTGRlp04QA1h85\ng4uTE0MDmhPYrjmXYuKZtHQD0YkpNo9tD/HtgZJ1cPHUCXJzcogJv873//f+XY9/8N3PeJTyIjUl\nGTd3D6vHt1f20A7tIQeladzdMGZl3fOxtL0HwATubR5D4+xMblQMSZvX2eycIJTMfaCkAjvBsWPH\nsmTJEgA+++wzJk+eDMB7771nLrel1QdOsPqAep901I5/uyW7j7Bk9xHF4ypVB606daVVp673fd6/\nJn1g81wKUtz3gb3nAMrtg9Rtuwt+0GQibe9+0vbut3ket7OXfVAYR71tWoGd4O1D25CQkHuWCyGE\nEKDcHV6s7YFWh97e8ZWU8zFCCCGKvwJHgrd3dtLxCSGEKIyjzhIW2AmGhIQwYsQITCYTly5dMv8e\nFhZW0EuEEEIIh1JgJ9ihQwfeffddJXMRQgjhoIrdwpjExESqVaumZC5CCCEcVLGbDg0PD2fOnDn3\nfGzixIk2S0gIIYR4GCdPnuSLL75g6dKlnD17lhdffJHatWsDMHLkSPr27VvgawvsBF1dXalTp47V\nkxVCCFH8qDUd+uOPP7Jhwwbc3NyAvPUs48aN49lnn32g1xfYCZYvX57BgwdbJ0shhBDCBmrWrMk3\n33xjXsNy5swZrly5wvbt26lVqxbvv/8+np6eBb5eYypgIvf2u8QIIYQQhfnwl81W3+aM4X3u/yQg\nIiKCiRMnsnr1atauXUujRo3w9fVl3rx5pKSkFNqXFXixvHSAQgghHpS9fKluz5498fX1Nf9+9uzZ\nQp9f4HSotfT6z/e2DlGgLR9MAKD7x9+pEn/7Ry+rGv/2HPp9+oMq8TdNeQGALtPmqhIfYNe0VwEY\nNGuBKvHXTRoPqN8O5Vi0j3Z4ZeDTqsSvs36FKnGVNn78eKZOnYqfnx8HDhzAx8en0OfbvBMUQghR\n/NnLdYLTpk1j+vTpODs7U758eaZPn17o86UTFEII4dCqV6/O6tWrAfDx8WHVqlUP/FrpBIUQQhSZ\nvYwEH9YDfYuEEEIIURzJSFAIIUSRFbvbpgkhhBAPylE7QZkOFUIIUWLZ5UhQq9EwqE0z+jzWhIpe\nnsQm32Lj8RA2HA1RPJd2DWvz/uAePPnZT4rHVjMHJ62Wke1b0s23AV5uroRGx7Fgx0HCYm8qlkO/\nlk0Z2b4lFbw8uRQTz7dbgjkbEaNY/Ns56bR8OXYwF6Pj+HrzXsXjq9UO5VjMo2hb1GrwHtiPUr26\noStdmuzwCBKXrCLzdN5F3/p6dag25z93vSz5140kLFLvWkCjYw4E7bMTfLpDK4Y/3oIVwcc5FxmL\nb40qTOjZHhcnZ4IOnlAsj6bVK/Pe4B5oNBrFYtpLDs93b0c33wYs3HWIqMQUBrb25ZORT/LKz2u4\nkZJq8/i9mjdmYv8uLNl9hPNRcQzx92PWmAGMn7eSmKRbNo9/pxGPP0aNcqW5GB2neGw126Eci8q3\nRe/B/Skz6ikSV6wh62IYpbp3pvK/pxA1aSrZV66hr10TY0YmMR/NtHhdbkKi1XMpCeyuE9RqNAxp\n60fQwZOs3HccgBNXI/F2d2VYQHNFDjxnnZYhbf34V5e2ZObkoNXpbB7TnnJwd3GmV4vGLNp1mN//\nOgfA2YgYVr4xlm6+Dfhl/182z2FcV382Hgth8e4jABwNC2fpa6MIbNeCbxQeidWpWI5+LX1ITs9Q\nNK7a7VCOxTxKt0XPrp1I3bOf5DXrAcg8HYJr00aU6tmVmz8sQl+7JtnXw8m6cMnqsYtCzglaibuL\nM9tPX2Df+csW5RE3kyjt4YaLs+37bf/6tRjZviU/bNvPusOnbR7P3nLIzM5l4pJ1bDsVai7LNRjB\nZMJZgTehamW9qVzai32hV8xlBqORgxeu4V+/ls3j306r0fBa746sO3KahNR0RWOr3Q7lWFSnLWqc\nnTHd/oHLaMKYlo7W0wMgrxO8Gm6T2EVhL/cOfVh21wmmZmbz7Zbgu849BTSozY2UVLJycm2eQ2hU\nHKO+Xsavh0+j1mcbNXMwmkxcjr1JalY2GqCydyne7NcZE7Az5KLN49coVxqAyIRki/KoxGSqlvFC\nq+CU2JC2fjjptKw9eFKxmPnUbodyLKrTFlN+/xPPLh1w9fNB4+6GV//eONesTlrwAQD0tWrgVL4s\nVb+cSe01S6j+/Rw8u3a0eh4lxUN/lMvMzMTV1dUWuRSod4vGtKxbnW+3BCsSL/5WmiJx7D0HgBHt\nWzK6Y2sAlu45ctebgS24u+gByMjOsSjPyM5Bp9XiqnciPSvnXi+1quplvQkMaMFHqzeTazTaPN6d\n7KUN3K6kHYtqtMVbm7fh5udDlekfmMsSlv1C+uHj6MqWRufthXPVyiQs+QVjWhqeHdtR4c2XAEjd\nqfyirXyOeseYAjvByMhIFi5ciJeXF88//zxubm7s3r2bGTNmsHXrVsUS7OrTgNf7dGLPuTA2HD2j\nWFyR58CFq5y+Ho1fraqMbN8KJ52OZXuP2jRm/uKHgqZDlDjWNMArvTuy7XQooVHKL4axRyXxWFSj\nLVaeNgXnGtWIn/czORGRuDX3pczwoRjT0kndtouYf39C9rVwDIlJAGSePIOubBlKDx+iaifoqArs\nBN9++20GDx5MVFQUX3/9Nc7Ozvz555988skniiU3xN+P53u04+CFq3y2brticcU/rt5IAOBMeDRu\nemeGtvVj5b5jGGy4HjotMwvI+xSemPbPuRE3vTMGo/GuT+W20K+lDxVKeTBj7Z93THlp0Go0Dvup\n91GV1GNR6bbo0qQRrj6Nif3sK9L3HwIg88w50OkoO3YkqTv2kHHi7nOjGcdP4d6qBRpXF0x/56w0\nR10YU2AnqNFoGD58OADdunWjTZs2rF+/HhcXF0USG9fFnxHtW7L1VChzNu4qcW86airj4UarujXY\nF3rF4iC/HBuP3skJLzdXizcEa4v4e8q1Shkvi+nXqmW8Cb+ZZLO4twtoUIvyXp4sf32MRXmdiuXo\n5tuAF+b/QpwCl4rYg5J8LCrdFp3KlwUg64LluffMs6GUHjoAp0oVcW3SiFvbdkHuP+dkNS7OGLOy\nVOsAoRheJ+jk9M9DpUuX5tNPP1XsGp1BbZoxon1Lfj18iu+37lckpviHh4uet/p1AWDb6Qvm8sfq\nVCcxLZ0kG3aAkLf6MDb5Fh0a1+VoWN4qOJ1WS0DDWhy8cM2msfN99+c+3PTOFmUT+3cmKiGFVfv/\nUnylqFpK+rGodFvMicq7AN+1SSPS9h4wl7s0rI8pNxfnKpUo/9KzGJKSSD/4z2kJjwB/Ms+G3rU9\ncX+FjgTzeXp6KtYBlvV0Z3y3tlyOvcmukEs0rlrR4vEL0TdK1CdRNUQkJBN8/jLPdQvASacjJimF\nxxvWobtvQ77ctEuRVXorgo/xRt/O3MrI4kx4NIP9m+Ht7qbYBdpRiXcvAMrONXArM5Ow2HhFclCb\nHIt5lGyL2WFXSD9ynHIvjkPr6UFORBSuvk0oPeRJUn77g/TDx8gMOU/5l8aT4OGBITGJUr264Vy7\nBvFT/s/q+TwMo0n5xWPWUGAnePz4cTp06ABAUlKS+XeA4GDbrQxrVbcGeicn6lYqx1fjhtz1eOCc\nRaRkZNosvsgzZ+NOnu7QiqfataCshzvXbyYy89etFtdL2dL6I2dwcXJiaEBzAts151JMPJOWbiA6\nMUWR+EKOxXxKt8W4z7+izKinKB04CK2nJ7nRMdz8aTG3/sg7Fxs7czZlxgynzNPD0JYqRfblK3mL\nZcKUOTaLmwI7wTNn1Fn9tfVUKFtP2c+wfsnuIyz5+04RJSmHrFwDC3cdZuGuw4rGvd3qAydYfUC5\nW3Pdz1uL16kWW402IMfiP5Rsi6bsHBIWLidh4fJ7Pm5MTePmvJ9R7i6+D8ZRJwUK7ATnzp1r/l2j\n0eDq6oqfnx9t2rRRJDEhhBDC1grsBMuXL2/xd3p6Ot9//z3Hjh1jwoQJNk9MCCGE4yh2l0iMGDHi\nrrKxY8cyYsQI6QSFEEJYcNRFUg9171CdTmdx6YQQQgjhyB6qRwsLC8Oowj0UhRBC2LdiNx06fPhw\ni2sDs7KySE9PV/S2aUIIIYQtFdgJVq5cmXfffdf8t6urK+XKlVMkKSGEEI6l2I0EExMTqVatmpK5\nCCGEcFDF7t6h4eHhzJkz556PTZw40WYJCSGEEErRmAoYw/bp04cXXnjhni8aPHiwTZMSQgjhWMZ9\nt9Lq21z48kirb/NOhV4sL52dEEKI4qzATtDX11fJPIQQQjgwoyLfL2N9BXaCkydPVjIPIYQQDsxR\nV4c+1B1jhBBCiOJE7oEmhBCiyIwOeo2EjASFEEKUWDISFEIIUWRyTlAIIYRwMKqPBH/88UcWL17M\n9u3bcXFxYcqUKYSEhFC6dGlMJhNJSUmMGzeOoUOHml8zYcIETCYT8+fPt0oOFy9eZNasWWRkZJCe\nnk7nzp0ZPHgwb7/9NqtXrzY/b+XKlcTHx/Paa6/RrVs3Nm/ejIuLyyPHjYiIYMCAAfj4+JjL2rZt\ny88//2wuy8rKwt3dna+++gpvb298fX157LHHLLbzxRdfUKlSpUfKITw8nFmzZhETE4Orqyuurq5M\nmjSJP/74g40bN1KxYkXzcx9//HFeeuklunXrRpUqVdBqtRgMBtLT05k+fTrNmjV7pBwADh06xKpV\nq/jyyy8t/q+6desye/Zs9u3bxzfffMPu3btZtWqV+Su9nnrqKebMmUP16tUfOXa+iIgI/vWvf1Gl\nShUAzp07R+3atXFzc2PAgAEEBgYC1m9/txszZgx9+/Zl/vz51KhRA4Ds7GzGjh1L3759GTNmDE2a\nNOH9998H8tpHnz592LFjxyPHvLPu//jjD+bOncsPP/zAyZMnWbZsGVqtltzcXIYPH86gQYMArN4O\nfvjhB/bv309ubi4ajYbJkyezbNky8/sBgNFoZNq0aTRo0ACAU6dO8fTTT7NixQr8/PweuQ4APv30\nU0JCQrhx4waZmZnUqFGDMmXKEBwcbHGMAixatIjvvvuO8uXLM3Jk0S/oLih2TExMge9Bt78X5OTk\nYDQamT17trndKM1BTwmq3wlu2LCBvn37smnTJoYMGQLApEmT6NSpEwBJSUn079+fIUOGoNFoiIqK\nIj09ndzcXMLDw4u8w1NSUpg4cSLffPMNtWvXxmAw8MYbbxAcHFzk/+1B1K9fn6VLl5r/joiIYM+e\nPRZls2fPZs2aNYwfPx5vb2+Lx4oiIyODl156ienTp5sPplOnTvHxxx/j7+/Pv/71rwIP8J9//tn8\nAWDv3r3MnTvXJp3CnSIjI5k/fz6vvPKKTbZftmxZc/2OGTOGadOmUa9ePfPj1m5/Benfvz/vvPMO\nkHcMDBgwgD59+gCwadMmevTogb+/v9Xjbty4kZ9//plFixZx7tw5Vq1axffff0+pUqXIzMzk9ddf\nx8XFxZyLtdrBpUuX2LFjBytXrkSj0XDu3DkmT55M06ZNLd4Pdu/ezVdffcXcuXMBWL16NePGjbNK\nJzhlyhQA/ve//3H58mXeeecdIiIiiImJsdox97CxC7tF5Z3vBatWrWLhwoV89NFHNs21IDId+ggO\nHTpEzZo1GTFiBMuXL7/nc+Lj49Hr9eavdVq7di3du3dn4MCBrFixosg5bN++nbZt21K7dm0g74uD\nP/vsMwICAoq8bWswmUxER0fj5eVl9W3v3LmTgIAAi5Gln58fS5YseajtREVF2SS/e3nuuef47bff\nOHv2rCLx7mTt9vcgbt26haurq/kY+OCDD5g6dSppaWlWjbNu3ToWLVrEwoULKV++PMuWLeOdd96h\nVKlSQN43yUyePLnAY7Uo7aBUqVJERUWxZs0aYmNjadKkCWvWrLnrecnJybi7uwOQlpbGwYMHefXV\nVzl+/DgJCQmPFLu4UPI4LE5UHQkGBQURGBhI3bp10ev1nDx5EoBZs2bx/fffExUVRb169fjqq6+A\nvKmQjRs38ssvv+Dk5ES/fv144403cHV1feQc4uLi7vo07+HhgbOzM5cuXWLMmDEWz+3fv/8jx7qX\nO2O8+eab5rKkpCSysrJ48sknzbewS05Otnh+xYoVmT179iPFjoiIoGbNmua/X3rpJVJTU4mLi6N1\n69Zs3LiR33//3fz4hAkTaN++PQDPPvssWVlZxMXF0bFjR6vcXOHgwYMW/1t4eDivv/66xXPc3d2Z\nPn06U6ZMueebpC3Zov0VZOPGjZw8eRKNRoObmxuff/65+bFGjRoxaNAgPv30Uz788EOrxDt69Cix\nsbEkJydjMBiAvPq/vX0A1KhRg6ioKPPf1moHlSpVYt68eSxbtoxvv/0WV1dX3nrrLSDv/eDHH39E\nq9VSsWJFJk2aBMDvv/9Oz549zSPTNWvWFHi/46K48xj18fExj9zUkP9hKP+9IDU1leTkZHr27HnX\n8aIkU3G7Y4ytJScns2fPHhISEli6dCmpqaksW7YMnU5nnv7YvXs3X3zxhflA3Lt3L2lpabz99ttA\n3pvSb7/9Zj5X8yiqVq1616giPDycmJiYu6Yq8+fjrele06H5ZZmZmUyYMIFy5cqZz4FZczq0cuXK\nnDlzxvz3vHnzgLzzbAaD4YGmQ+fMmUNERIRVvmsyICDgrnOC99KmTRsef/xx84cjpdii/UHeiEav\n1+Ps7AzkvcndPh16Ly+88AIjR45kz549RYqdr0KFCixcuJCgoCAmTZrEjz/+SKVKlYiMjMTb29v8\nvKtXr5rPmYL12sG1a9fw9PQ0f2n36dOnef7552nRooXFdOjtgoKC0Ol0jB8/nszMTGJiYnjuuefQ\naq07wXXnMaoUV1dXsrOzLcrS09PN08/57wUGg4EpU6bg7OyMh4eH4nk6OtWmQzds2MDQoUP5+eef\nWbBgAatXr2bfvn0WUxqdO3eme/fuTJ06FYA1a9YwY8YMFixYwIIFC/jvf/9b5Cmprl27snfvXq5f\nvw7knWD+9NNPuXDhQpG2aw2urq588cUXfPfdd5w/f97q2+/evTsHDhzgxIkT5rJr164RExNj/rR5\nP2+++SZxcXGKTQ3me+utt9izZw/Xrl1TLKYt2h/knQ86duwYRqORmzdvkpGRcd/X6HQ6Pv30U3On\nUVS1atXCxcWF0aNH4+zszLx58xgzZgyff/45qampQF5n/fnnnzNq1Ki7Xl/UdhAaGsrHH39sftOv\nU6cOXl5e6HS6Ap9vMBhYuXIlCxYsYPny5dSsWZOdO3c+Unx7VK5cOdLS0rh06RIABoOB/fv337Xw\nSKfTMX36dLZu3cquXbtUyDSP0WSy+o8SVBsJBgUFWUzxuLm58cQTT7BmzRpGjx5tLn/55ZcZPHgw\nv/76KydPnrQYKbRq1YqsrCyOHz9Oy5YtHykPT09P87SSyWQiLS2Nrl270qlTJ9avX//o/6CVlC9f\nnnfffZePPvqIVatW3TUdCnnf73jnitEH4eHhwbx585g9ezZffPEFubm56HQ63nvvPS5dusSiRYss\npkPr1KnDxx9/bLENrVbLjBkzGD16ND169HjkVaoPy8XFhZkzZzJixAhF4sXHx9uk/QGMGzeOGTNm\nANCrVy+8vb25efPmfV9Xt25dxo4dy+LFix859r3MnDmTQYMG8fnnnzNkyBCee+45NBoNRqORYcOG\n0bdv37teU9R28MQTTxAWFsawYcNwd3fHZDLx7rvvsm3btns+PygoiIEDB1qUBQYGsnz5crp37/5Q\nse/nzulQyKsjyFvRGhQUBOQdT9YcMWo0Gj755BPef/99tFotOTk5dO/e/Z7rFVxdXfnPf/7D5MmT\n8ff3N583VZKjLowp8PsEhRBCiAc1bM5Cq29zzcRxVt/mnVS/REIIIYTjc9TrBOWOMUIIIUosGQkK\nIYQoMkc9syadoBBCiCJz1E5QpkOFEEKUWDISFEIIUWRKXddnbTISFEIIUWLJSFAIIUSRyUhQCCGE\ncDAyEhRCCFFkjro6VDpBIYQQReagfaBMhwohhCi5ZCQohBCiyGRhjBBCCOFgZCQohBCiyGRhjBBC\niBJLpkOFEEIIByMjQSGEEEXmqNOhMhIUQghRYslIUAghRJE56EBQOkEhhBBFp8bCGKPRyLRp0wgN\nDUWv1zNjxgxq1ar1UNuQ6VAhhBAOadu2bWRnZ/PLL7/w9ttv8+mnnz70NmQkKIQQosjUWBhz7Ngx\nOnbsCECLFi04c+bMQ29DOkEhhBBFtmvaq4rHTE1NxdPT0/y3TqcjNzcXJ6cH79pkOlQIIYRD8vT0\nJC0tzfy30Wh8qA4QpBMUQgjhoFq2bMmePXsAOHHiBA0bNnzobWhMjnqFoxBCiBItf3XohQsXMJlM\nzJw5k3r16j3UNqQTFEIIUWLJdKgQQogSSzpBIYQQJZZ0gkIIIUos6QSFEEKUWNIJCiGEKLGkExRC\nCFFiSScohBCixJJOUAghRIn1/3e8it8xMLr0AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1148,6 +1189,74 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" + }, + "widgets": { + "state": { + "0272078c9b2f46e5b12c5353a4395eaa": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "46aa30face814443b9ec002593ed713b": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "4a30673da9024c1a91e5ada57f4eafc9": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "8453d695666349d2b1ed46ddb1a59eff": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "9c154efd08c34dfeb854c89c83507e69": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "a503b915458c429d9b4a57a390c0a7e5": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "d2497cd7485342609ab513e87b69bda1": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "e5d3a2e291404143b733b8b0dd81b75a": { + "views": [ + { + "cell_index": 28 + } + ] + }, + "e6bbc3655cb845fbabe72e33bb513651": { + "views": [ + { + "cell_index": 28 + } + ] + } + }, + "version": "1.2.0" } }, "nbformat": 4, diff --git a/grammar/chunker.py b/grammar/chunker.py new file mode 100755 index 0000000..9fd0e9d --- /dev/null +++ b/grammar/chunker.py @@ -0,0 +1,21 @@ +def strip_non_ascii(string): + ''' Returns the string without non ASCII characters''' + stripped = (c for c in string if 0 < ord(c) < 127) + return ''.join(stripped) + +import os + + +mode = "dev" + +h = open("joinedfiledev.txt", "w+") +count = 0 +for f in os.listdir("../data/speech_transcriptions/"+ mode + "/original"): + with open("../data/speech_transcriptions/" + mode + "/original/"+f, "r") as g: + doc = g.read() + words = doc.split(" ") + for i in range(0, len(words)/50 + 1): + chunk = " ".join(words[50*i:50*i+50]) + h.write(f + " " + str(count) + "\n" + chunk + "\n") + count += 1 +h.close() diff --git a/grammar/feature_count_generator.py b/grammar/feature_count_generator.py new file mode 100755 index 0000000..9f845bd --- /dev/null +++ b/grammar/feature_count_generator.py @@ -0,0 +1,110 @@ +mode = "train" +maxtot = 2 +d = {} +d["1"] = 0 +d["2"] = 0 +d["3"] = 0 +d["4"] = 0 +d["5"] = 0 +d["6"] = 0 +d["7"] = 0 +d["8"] = 0 +d["9"] = 0 +d["10"] = 0 +d["11"] = 0 +d["12"] = 0 +d["13"] = 0 +d["14"] = 0 +d["15"] = 0 +d["16"] = 0 +d["17"] = 0 +d["18"] = 0 +d["19"] = 0 +d["20"] = 0 +d["21"] = 0 +d["22"] = 0 +d["23"] = 0 +d["24"] = 0 +d["25"] = 0 +d["26"] = 1 +d["27"] = 0 +d["28"] = 0 +d["29"] = 0 +d["30"] = 0 +d["31"] = 0 +d["32"] = 0 +d["33"] = 0 +d["34"] = 0 +d["35"] = 0 +d["36"] = 0 +d["37"] = 0 +d["38"] = 0 + +d["ARA"] = 0 +d["CHI"] = 1 +d["FRE"] = 2 +d["GER"] = 3 +d["HIN"] = 4 +d["ITA"] = 5 +d["JPN"] = 6 +d["KOR"] = 7 +d["SPA"] = 8 +d["TEL"] = 9 +d["TUR"] = 10 +f = open(mode+'.tagged_data.txt', "r") +lines = f.readlines() +unvectors = [] +nvectors = [] +y = 0 +maxlen = 0 +totals = [] +for line in lines: + count = [0]*maxtot + if line == "\n": + unvectors.append([str(x) for x in count]) + nvectors.append([str(x) for x in ncount]) + totals.append(0.0) + continue + tags = [x.strip() for x in line.split(',')] + for tag in tags: + count[d[tag]] += 1 + total = len(tags) + if total > maxlen: + maxlen = total + ncount = [float(x) / total for x in count] + totals.append(float(total)) + unvectors.append([str(x) for x in count]) + nvectors.append([str(x) for x in ncount]) + y += 1 +f.close() +for i in range(len(totals)): + nvectors[i].append(str(totals[i]/maxlen)) + +g = open(mode+'_normalized.txt', "w+") +for nvector in nvectors: + s = ",".join(nvector) + "\n" + g.write(s) +g.close() +h = open(mode+'_unnormalized.txt', "w+") +for vector in unvectors: + s = ",".join(vector) + "\n" + h.write(s) +h.close() + +res = {} +if mode == "train": + x = open("labels_train.txt", "r") + lines = x.readlines() + for i in range(len(lines)): + line = lines[i].strip() + if line in res: + res[line] = [int(y) + int(z) for (y, z) in zip(res[line], unvectors[i])] + else: + res[line] = unvectors[i] + x.close() + y = open("counts_train.txt", "w+") + for k in res: + line = [str(x) for x in res[k]] + s = k + "\n" + ",".join(line) + "\n" + y.write(s) + y.close() diff --git a/grammar/final_gen.py b/grammar/final_gen.py new file mode 100755 index 0000000..75069c3 --- /dev/null +++ b/grammar/final_gen.py @@ -0,0 +1,44 @@ +def strip_non_ascii(string): + ''' Returns the string without non ASCII characters''' + stripped = (c for c in string if 0 < ord(c) < 127) + return ''.join(stripped) + +from operator import add +import os +mode = "dev" + + +h = open("Feature Pair Dev.txt", "r") +count = 0 +files = os.listdir("../data/speech_transcriptions/" + mode + "/original") +od = {} +o = open("outputfiledev.txt", "r") +lines = o.readlines() +i = 0 +while i < len(lines): + line1 = lines[i] + line2 = lines[i+1] + vals = line2.split(",") + od[line1] = [int(val) for val in vals] + i+=2 +print(len(od.keys())) +hlines = h.readlines() +hd = {} +for line in hlines: + pair = line.split(" ") + p1 = pair[0] + p2 = pair[1] + if p1 in hd: + hd[p1] = map(add, hd[p1], od[p2]) + else: + hd[p1] = od[p2] +o.close() +h.close() +last = open("dev_gram_features.txt", "w+") +for f in files: + if f in hd: + n = [str(val) for val in hd[f]] + last.write(",".join(n) + "\n") + else: + last.write("0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0\n") +last.close() diff --git a/grammar/mod.py b/grammar/mod.py new file mode 100755 index 0000000..abe682f --- /dev/null +++ b/grammar/mod.py @@ -0,0 +1,20 @@ +f = open("temprac.txt", "r") +h = open("tempdevf.txt", "w+") +lines = f.readlines() +prev = False +prev2 = False +prev2Line = "" +prevLine = "" +print(len(lines)) +for line in lines: + words = line.split(" ") + if(words[0].endswith(".txt")): + if(not(prev)): + h.write(prevLine) + prev = True + else: + h.write(prevLine) + prev = False + prevLine = line +h.close() +f.close() diff --git a/grammar/tag_count.py b/grammar/tag_count.py new file mode 100755 index 0000000..2a7f676 --- /dev/null +++ b/grammar/tag_count.py @@ -0,0 +1,12 @@ +f = open('train.tagged_data.txt', "r") +lines = f.readlines() +count = [0]*38 +for line in lines: + + if line == "\n": + continue + tags = [x.strip() for x in line.split(',')] + for tag in tags: + count[int(tag)-1] += 1 +f.close() +print count diff --git a/grammar/tree_gen.py b/grammar/tree_gen.py new file mode 100755 index 0000000..52a7921 --- /dev/null +++ b/grammar/tree_gen.py @@ -0,0 +1,81 @@ +def strip_non_ascii(string): + ''' Returns the string without non ASCII characters''' + stripped = (c for c in string if 0 < ord(c) < 127) + return ''.join(stripped) + +import os +from nltk.parse import stanford +mode = "train" +os.environ['STANFORD_PARSER'] = "stanford-parser-full-2016-10-31/stanford-parser.jar" +os.environ['STANFORD_MODELS'] = "stanford-parser-full-2016-10-31/stanford-parser-3.7.0-models.jar" +os.environ['JAVA_HOME'] = "C:/Program Files/Java/jre1.8.0_102/bin/" +os.environ['STANFORD_CORENLP'] = "stanford-parser-full-2016-10-31/stanford-english-corenlp-2016-10-31-models.jar" +parser = stanford.StanfordDependencyParser("stanford-parser-full-2016-10-31/englishPCFG.ser.gz") + +docs = [] +dmap = {} +fmap = {} +count = 0 +dcount = 0 +for f in os.listdir("../data/speech_transcriptions/"+ mode + "/original"): + with open("../data/speech_transcriptions/" + mode + "/original/"+f, "r") as g: + doc = g.read() + words = doc.split(" ") + for i in range(0, len(words)/50 + 1): + chunk = " ".join(words[50*i:50*i+50]) + docs.append(strip_non_ascii(chunk)) + dmap[count] = dcount + fmap[count] = f + count += 1 + dcount +=1 + if(dcount%1000 == 999): + print count + +sentences = parser.raw_parse_sents(docs) +x = [y for y in sentences] +print(len(x)) +d = [u'nsubj', u'det', u'acl:relcl', u'dep', u'advmod', u'cc', u'conj', u'cop', u'compound', u'appos', u'nmod', u'case', u'dobj', u'mark', u'aux', u'amod', u'nmod:npmod', u'nummod', u'xcomp', u'discourse', u'advcl', u'nmod:poss', u'acl', u'nsubjpass', u'auxpass', u'ccomp', u'mwe', u'parataxis', u'neg', u'csubj', u'det:predet', u'expl', u'compound:prt', u'iobj', u'nmod:tmod', u'cc:preconj', u'csubjpass'] +g = {} +w = {} +nmap = {} +dgs = [] +for i in range(len(x)): + z = [a for a in x[i]] + dgs.append(z) + c = list(z[0].triples()) + words = [a['word'] for a in z[0].nodes.values()] + fwords = [] + for word in words: + if type(u'I') == type(word): + fwords.append(word) + finstring = " ".join(fwords) + if dmap[i] in g: + l = g[dmap[i]] + q = w[dmap[i]] + else: + g[dmap[i]] = {} + w[dmap[i]] = "" + nmap[dmap[i]] = fmap[i] + l = g[dmap[i]] + q = w[dmap[i]] + w[dmap[i]] += " " + finstring + for j in c: + if j[1] not in d: + d.append(j[1]) + if j[1] not in l: + l[j[1]] = 1 + else: + l[j[1]] += 1 + +h = open(mode + "_dep.txt", "w+") +k = sorted(g.keys()) +print(len(k)) +for key in k: + out = [] + for val in d: + if val in g[key]: + out.append(str(g[key][val])) + else: + out.append("0") + h.write(str(key) + "\n" + w[key] + "\n" + ",".join(out) + "\n") +h.close() diff --git a/grammar/tree_gen_dev.py b/grammar/tree_gen_dev.py new file mode 100755 index 0000000..1a73dd2 --- /dev/null +++ b/grammar/tree_gen_dev.py @@ -0,0 +1,81 @@ +def strip_non_ascii(string): + ''' Returns the string without non ASCII characters''' + stripped = (c for c in string if 0 < ord(c) < 127) + return ''.join(stripped) + +import os +from nltk.parse import stanford +mode = "dev" +os.environ['STANFORD_PARSER'] = "stanford-parser-full-2016-10-31/stanford-parser.jar" +os.environ['STANFORD_MODELS'] = "stanford-parser-full-2016-10-31/stanford-parser-3.7.0-models.jar" +os.environ['JAVA_HOME'] = "C:/Program Files/Java/jre1.8.0_102/bin/" +os.environ['STANFORD_CORENLP'] = "stanford-parser-full-2016-10-31/stanford-english-corenlp-2016-10-31-models.jar" +parser = stanford.StanfordDependencyParser("stanford-parser-full-2016-10-31/englishPCFG.ser.gz") + +docs = [] +dmap = {} +fmap = {} +count = 0 +dcount = 0 +for f in os.listdir("../data/speech_transcriptions/"+ mode + "/original"): + with open("../data/speech_transcriptions/" + mode + "/original/"+f, "r") as g: + doc = g.read() + words = doc.split(" ") + for i in range(0, len(words)/50 + 1): + chunk = " ".join(words[50*i:50*i+50]) + docs.append(strip_non_ascii(chunk)) + dmap[count] = dcount + fmap[count] = f + count += 1 + dcount +=1 + if(dcount%1000 == 999): + print count + +sentences = parser.raw_parse_sents(docs) +x = [y for y in sentences] +print(len(x)) +d = [u'nsubj', u'det', u'acl:relcl', u'dep', u'advmod', u'cc', u'conj', u'cop', u'compound', u'appos', u'nmod', u'case', u'dobj', u'mark', u'aux', u'amod', u'nmod:npmod', u'nummod', u'xcomp', u'discourse', u'advcl', u'nmod:poss', u'acl', u'nsubjpass', u'auxpass', u'ccomp', u'mwe', u'parataxis', u'neg', u'csubj', u'det:predet', u'expl', u'compound:prt', u'iobj', u'nmod:tmod', u'cc:preconj', u'csubjpass'] +g = {} +w = {} +nmap = {} +dgs = [] +for i in range(len(x)): + z = [a for a in x[i]] + dgs.append(z) + c = list(z[0].triples()) + words = [a['word'] for a in z[0].nodes.values()] + fwords = [] + for word in words: + if type(u'I') == type(word): + fwords.append(word) + finstring = " ".join(fwords) + if dmap[i] in g: + l = g[dmap[i]] + q = w[dmap[i]] + else: + g[dmap[i]] = {} + w[dmap[i]] = "" + nmap[dmap[i]] = fmap[i] + l = g[dmap[i]] + q = w[dmap[i]] + w[dmap[i]] += " " + finstring + for j in c: + if j[1] not in d: + d.append(j[1]) + if j[1] not in l: + l[j[1]] = 1 + else: + l[j[1]] += 1 + +h = open(mode + "_dep.txt", "w+") +k = sorted(g.keys()) +print(len(k)) +for key in k: + out = [] + for val in d: + if val in g[key]: + out.append(str(g[key][val])) + else: + out.append("0") + h.write(str(key) + "\n" + w[key] + "\n" + ",".join(out) + "\n") +h.close()