diff --git a/notebooks/03 Neural Networks.ipynb b/notebooks/03 Neural Networks.ipynb index 3a1ecf8..0b891b4 100644 --- a/notebooks/03 Neural Networks.ipynb +++ b/notebooks/03 Neural Networks.ipynb @@ -242,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -265,7 +265,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -350,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -361,11 +361,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-09-23 09:05:27.473241: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n", + "2020-09-23 09:05:27.872815: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fc9381530b0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n", + "2020-09-23 09:05:27.872872: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -374,9 +383,9 @@ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense (Dense) (None, 512) 401920 \n", + "dense_1 (Dense) (None, 512) 401920 \n", "_________________________________________________________________\n", - "dense_1 (Dense) (None, 10) 5130 \n", + "dense_2 (Dense) (None, 10) 5130 \n", "=================================================================\n", "Total params: 407,050\n", "Trainable params: 407,050\n", @@ -395,14 +404,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Training continuous model for 20 epochs took 00:01:02.944\n" + "Training continuous model for 20 epochs took 00:00:35.539\n" ] } ], @@ -417,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -434,7 +443,7 @@ "1 1 1 \n", "4 4 1 \n", "9 9 1 \n", - "5 6 0 \n", + "5 5 1 \n", "9 9 1 \n", "0 0 1 \n", "..\n" @@ -465,28 +474,28 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Class| Hit Miss \n", - "-----| --------------------\n", - "0 | 0.9816327 0.01836735\n", - "1 | 0.9806167 0.01938326\n", - "2 | 0.9505814 0.0494186 \n", - "3 | 0.9455446 0.05445545\n", - "4 | 0.9572301 0.04276986\n", - "5 | 0.9181614 0.08183857\n", - "6 | 0.9665971 0.03340292\n", - "7 | 0.9416342 0.05836576\n", - "8 | 0.9219713 0.07802875\n", - "9 | 0.9296333 0.0703667 \n", - "TOTAL| 0.95 0.05 \n" + "Class| Hit Miss \n", + "-----| ---------------------\n", + "0 | 0.9908163 0.009183673\n", + "1 | 0.9920705 0.007929515\n", + "2 | 0.9835271 0.01647287 \n", + "3 | 0.980198 0.01980198 \n", + "4 | 0.9796334 0.0203666 \n", + "5 | 0.9809417 0.0190583 \n", + "6 | 0.9822547 0.0177453 \n", + "7 | 0.979572 0.02042802 \n", + "8 | 0.9804928 0.01950719 \n", + "9 | 0.975223 0.02477701 \n", + "TOTAL| 0.9826 0.0174 \n" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -506,12 +515,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -538,12 +547,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -592,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -601,16 +610,16 @@ "text": [ "Class| Pred_0 Pred_1 Pred_2 Pred_3 Pred_4 Pred_5 Pred_6 Pred_7 Pred_8 Pred_9\n", "-----| ---------------------------------------------------------------------\n", - "0 | 962 0 1 2 0 3 9 2 1 0 \n", - "1 | 0 1113 5 1 0 1 3 2 10 0 \n", - "2 | 5 1 981 7 6 1 7 6 16 2 \n", - "3 | 0 1 15 955 1 11 1 10 10 6 \n", - "4 | 1 2 7 0 940 0 8 2 3 19 \n", - "5 | 7 2 2 19 6 819 9 3 18 7 \n", - "6 | 6 3 3 1 7 8 926 0 4 0 \n", - "7 | 1 9 20 4 5 1 0 968 1 19 \n", - "8 | 3 5 6 17 9 12 10 8 898 6 \n", - "9 | 9 8 1 9 25 5 1 7 6 938 \n" + "0 | 971 0 1 0 1 0 3 1 3 0 \n", + "1 | 0 1126 4 0 0 1 1 1 2 0 \n", + "2 | 2 1 1015 2 1 0 2 4 5 0 \n", + "3 | 0 0 6 990 0 3 0 3 1 7 \n", + "4 | 0 0 4 0 962 0 3 3 1 9 \n", + "5 | 1 0 0 9 0 875 3 0 3 1 \n", + "6 | 3 3 2 1 2 4 941 0 2 0 \n", + "7 | 1 2 10 1 0 0 0 1007 3 4 \n", + "8 | 0 2 3 3 2 2 1 2 955 4 \n", + "9 | 0 2 0 3 7 4 1 4 4 984 \n" ] } ], @@ -627,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -641,7 +650,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -677,12 +686,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] diff --git a/notebooks/05 Feature Engineering.ipynb b/notebooks/05 Feature Engineering.ipynb index 2d9d6a8..ba47cac 100644 --- a/notebooks/05 Feature Engineering.ipynb +++ b/notebooks/05 Feature Engineering.ipynb @@ -273,7 +273,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -285,8 +285,8 @@ "source": [ "/ initialize the plot\n", "plot:.util.plt[`:subplots][];\n", - "fig :.util.plot[@;0];\n", - "ax :.util.plot[@;1];\n", + "fig :plot[@;0];\n", + "ax :plot[@;1];\n", "\n", "/ obtain results\n", "results[;normalizers;name;maxk]each til count normalizers;\n", @@ -507,7 +507,7 @@ "outputs": [], "source": [ "/ one-hot encode targets and convert to numpy arrays\n", - "data:@[data;`otrain`otest;:;{flip value .ml.i.onehot1 x`}each data`ytrain`ytest]\n", + "data:@[data;`otrain`otest;:;{flip value .ml.i.onehot1 x}each data`ytrain`ytest]\n", "data:@[data;`ytrain`ytest`otrain`otest;.util.npa]\n", "\n", "/ reshape images\n", @@ -553,9 +553,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "2020-05-12 09:24:57.059081: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n", - "2020-05-12 09:24:57.251551: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fde822b6310 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n", - "2020-05-12 09:24:57.251619: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version\n" + "2020-09-22 17:15:48.601488: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n", + "2020-09-22 17:15:48.634292: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7fe0026d80b0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n", + "2020-09-22 17:15:48.634336: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version\n" ] }, { @@ -696,7 +696,7 @@ "Epoch 18/20\n", "Epoch 19/20\n", "Epoch 20/20\n", - "Training continuous model for 20 epochs took 00:20:50.665\n" + "Training continuous model for 20 epochs took 01:32:14.104\n" ] } ], @@ -739,7 +739,7 @@ "Epoch 18/20\n", "Epoch 19/20\n", "Epoch 20/20\n", - "Training one-hot model for 20 epochs took 00:22:55.609\n" + "Training one-hot model for 20 epochs took 01:46:39.868\n" ] } ], @@ -777,7 +777,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] diff --git a/notebooks/06 Feature Extraction and Selection.ipynb b/notebooks/06 Feature Extraction and Selection.ipynb index 178dbad..0909890 100644 --- a/notebooks/06 Feature Extraction and Selection.ipynb +++ b/notebooks/06 Feature Extraction and Selection.ipynb @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -140,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -175,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -187,7 +187,7 @@ "1 | 412 56.36115\n" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "scrolled": false }, @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -329,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "scrolled": true }, @@ -381,14 +381,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The number of misclassifications in the filtered dataset is: 30\n" + "The number of misclassifications in the filtered dataset is: 30\n", + "The accuracy in the filtered dataset is: 0.7959184\n" ] }, { @@ -401,16 +402,9 @@ "avg/total| 0.7965517 0.7895623 0.7916667 147 \n" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The accuracy in the filtered dataset is: 0.7959184\n" - ] } ], "source": [ @@ -421,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "scrolled": false }, @@ -435,13 +429,13 @@ "tp| 69\n" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -516,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "scrolled": false }, @@ -553,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -582,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -615,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -655,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -678,25 +672,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "placer| open_absenergy open_abssumchange open_count open_countabovemean open_countbelowmean open_..\n", - "------| -----------------------------------------------------------------------------------------..\n", - "9 | 26.2488 0.89 10 5 5 0 ..\n", - "10 | 24.648 0.69 10 4 6 0 ..\n", - "11 | 23.8913 0.68 10 3 7 0 ..\n", - "12 | 23.0888 0.64 10 4 6 0 ..\n", - "13 | 22.4156 0.5 10 6 4 0.3 ..\n", - "\n", - "Shape of the forecast data is: 5160 x 630\n" - ] - } - ], + "outputs": [], "source": [ "show 5#tabraw:rollcreatefeatures[table;dict;10]\n", "-1\"\\nShape of the forecast data is: \",b:\" x \"sv string .ml.shape tabraw;" @@ -713,29 +691,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "placer| open_absenergy open_abssumchange open_max open_mean open_meanabschange open_med open_min ..\n", - "------| -----------------------------------------------------------------------------------------..\n", - "9 | 26.2488 0.89 1.97 1.612 0.09888889 1.58 1.41 ..\n", - "10 | 24.648 0.69 1.76 1.566 0.07666667 1.525 1.41 ..\n", - "11 | 23.8913 0.68 1.73 1.543 0.07555556 1.52 1.41 ..\n", - "12 | 23.0888 0.64 1.64 1.518 0.07111111 1.51 1.41 ..\n", - "13 | 22.4156 0.5 1.62 1.496 0.05555556 1.505 1.41 ..\n", - "\n", - "Shape of data\n", - "-------------------------------\n", - "Initial dataset: 5170 x 6\n", - "Unfiltered dataset: 5160 x 630\n", - "Filtered dataset: 5160 x 200\n" - ] - } - ], + "outputs": [], "source": [ "sigcols:.ml.fresh.significantfeatures[t:value tabraw;targets;.ml.fresh.ksigfeat 200]\n", "show 5#tabreduced:key[tabraw]!sigcols#t\n", @@ -758,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -781,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -801,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -833,23 +791,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean Squared Error (MSE)\n", - "--------------------------\n", - "Untreated data: 40.30366\n", - "Unflitered data: 29.26204\n", - "Filtered data: 35.31679\n", - "\n", - "MSE between current and previous day would be: 28.48191\n" - ] - } - ], + "outputs": [], "source": [ "-1\"Mean Squared Error (MSE)\";\n", "-1\"--------------------------\";\n", @@ -861,23 +805,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "R2-score\n", - "--------------------------\n", - "Untreated data: 0.9993252\n", - "Unflitered data: 0.9995663\n", - "Filtered data: 0.9994549\n", - "\n", - "R2-score between current and previous day would be: 0.9995275\n" - ] - } - ], + "outputs": [], "source": [ "-1\"R2-score\";\n", "-1\"--------------------------\";\n", @@ -896,20 +826,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ ".util.plotprxpred[dict2`ytest;pred2]" ] diff --git a/notebooks/07 Cross Validation.ipynb b/notebooks/07 Cross Validation.ipynb index 672a4ff..ff70876 100644 --- a/notebooks/07 Cross Validation.ipynb +++ b/notebooks/07 Cross Validation.ipynb @@ -90,24 +90,24 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "id radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean c..\r\n", - "-------------------------------------------------------------------------------------------------..\r\n", - "842302 17.99 10.38 122.8 1001 0.1184 0.2776 0..\r\n", - "842517 20.57 17.77 132.9 1326 0.08474 0.07864 0..\r\n", - "8.43009e+007 19.69 21.25 130 1203 0.1096 0.1599 0..\r\n", - "8.43483e+007 11.42 20.38 77.58 386.1 0.1425 0.2839 0..\r\n", - "8.43584e+007 20.29 14.34 135.1 1297 0.1003 0.1328 0..\r\n", + "id radius_mean texture_mean perimeter_mean area_mean smoothness_mean..\n", + "-----------------------------------------------------------------------------..\n", + "842302 17.99 10.38 122.8 1001 0.1184 ..\n", + "842517 20.57 17.77 132.9 1326 0.08474 ..\n", + "8.43009e+07 19.69 21.25 130 1203 0.1096 ..\n", + "8.43483e+07 11.42 20.38 77.58 386.1 0.1425 ..\n", + "8.43584e+07 20.29 14.34 135.1 1297 0.1003 ..\n", "\n", "Shape of data is: 569 x 31\n", - "\r\n", - "`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`B`B`B`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`B`M`M`M`M`M`M`M`M`B`M`..\r\n" + "\n", + "`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`B`B`B`M`M`M`M`M`M`M`M`M`M`M`M`M`M`M`B`..\n" ] } ], @@ -136,14 +136,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0..\r\n" + "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1..\n" ] } ], @@ -169,22 +169,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean..\r\n", - "-------------------------------------------------------------------------------------------------..\r\n", - "17.99 10.38 122.8 1001 0.1184 0.2776 0.3001 ..\r\n", - "20.57 17.77 132.9 1326 0.08474 0.07864 0.0869 ..\r\n", - "19.69 21.25 130 1203 0.1096 0.1599 0.1974 ..\r\n", - "11.42 20.38 77.58 386.1 0.1425 0.2839 0.2414 ..\r\n", - "20.29 14.34 135.1 1297 0.1003 0.1328 0.198 ..\r\n" + "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness..\n", + "-----------------------------------------------------------------------------..\n", + "17.99 10.38 122.8 1001 0.1184 0.2776 ..\n", + "20.57 17.77 132.9 1326 0.08474 0.07864 ..\n", + "19.69 21.25 130 1203 0.1096 0.1599 ..\n", + "11.42 20.38 77.58 386.1 0.1425 0.2839 ..\n", + "20.29 14.34 135.1 1297 0.1003 0.1328 ..\n" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -196,22 +196,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean..\r\n", - "-------------------------------------------------------------------------------------------------..\r\n", - "17.99 10.38 122.8 1001 0.1184 0.2776 0.3001 ..\r\n", - "20.57 17.77 132.9 1326 0.08474 0.07864 0.0869 ..\r\n", - "19.69 21.25 130 1203 0.1096 0.1599 0.1974 ..\r\n", - "11.42 20.38 77.58 386.1 0.1425 0.2839 0.2414 ..\r\n", - "20.29 14.34 135.1 1297 0.1003 0.1328 0.198 ..\r\n" + "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness..\n", + "-----------------------------------------------------------------------------..\n", + "17.99 10.38 122.8 1001 0.1184 0.2776 ..\n", + "20.57 17.77 132.9 1326 0.08474 0.07864 ..\n", + "19.69 21.25 130 1203 0.1096 0.1599 ..\n", + "11.42 20.38 77.58 386.1 0.1425 0.2839 ..\n", + "20.29 14.34 135.1 1297 0.1003 0.1328 ..\n" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -223,22 +223,22 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean..\r\n", - "-------------------------------------------------------------------------------------------------..\r\n", - "0.5210374 0.0226581 0.5459885 0.3637328 0.5937528 0.7920373 0.7031396 ..\r\n", - "0.6431445 0.2725736 0.6157833 0.5015907 0.2898799 0.181768 0.2036082 ..\r\n", - "0.6014956 0.3902604 0.5957432 0.4494168 0.5143089 0.4310165 0.4625117 ..\r\n", - "0.2100904 0.3608387 0.2335015 0.1029056 0.8113208 0.8113613 0.5656045 ..\r\n", - "0.6298926 0.1565776 0.6309861 0.4892895 0.4303512 0.3478928 0.4639175 ..\r\n" + "radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness..\n", + "-----------------------------------------------------------------------------..\n", + "0.5210374 0.0226581 0.5459885 0.3637328 0.5937528 0.7920373 ..\n", + "0.6431445 0.2725736 0.6157833 0.5015907 0.2898799 0.181768 ..\n", + "0.6014956 0.3902604 0.5957432 0.4494168 0.5143089 0.4310165 ..\n", + "0.2100904 0.3608387 0.2335015 0.1029056 0.8113208 0.8113613 ..\n", + "0.6298926 0.1565776 0.6309861 0.4892895 0.4303512 0.3478928 ..\n" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -250,17 +250,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "xtrain| +`radius_mean`texture_mean`perimeter_mean`area_mean`smoothness_mean`compactness_mean`conc..\r\n", - "ytrain| 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 0 0 0 1 1 0 0 0 0 0 1 1 1 0 1 0 1 1 0 1 0 0 0 1 0 1 0 1 0..\r\n", - "xtest | +`radius_mean`texture_mean`perimeter_mean`area_mean`smoothness_mean`compactness_mean`conc..\r\n", - "ytest | 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 0 0 0 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 1 1 0 0 1 0 0 1 0 1 1 0..\r\n" + "xtrain| +`radius_mean`texture_mean`perimeter_mean`area_mean`smoothness_mean`c..\n", + "ytrain| 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 0 0 0 0 1 1 0 0 0 0 0 1 1 1 0 1 0 1 1 0..\n", + "xtest | +`radius_mean`texture_mean`perimeter_mean`area_mean`smoothness_mean`c..\n", + "ytest | 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 0 0 0 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 1 1..\n" ] } ], @@ -287,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -306,18 +306,18 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average Model Scores:\r\n", - "----------------------------------------------------------------------------\r\n", - "Sequential split indices with basic k-fold cross validation: 0.9714286\r\n", - "Random split indices with basic k-fold cross validation: 0.9736264\r\n", - "Stratified split indices with basic k-fold cross validation: 0.9758475\r\n" + "Average Model Scores:\n", + "----------------------------------------------------------------------------\n", + "Sequential split indices with basic k-fold cross validation: 0.9736264\n", + "Random split indices with basic k-fold cross validation: 0.9714286\n", + "Stratified split indices with basic k-fold cross validation: 0.9736736\n" ] } ], @@ -343,18 +343,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average Model Scores:\r\n", - "----------------------------------------------------------------------------\r\n", - "Monte-Carlo cross validation with 5 repetitions and training size of 80%: 0.967033\r\n", - "Repeated stratified cross validation, 5 fold, 5 repetitions: 0.9736264\r\n", - "Repeated sequential cross validation, 5 fold, 5 repetitions: 0.9723077\r\n" + "Average Model Scores:\n", + "----------------------------------------------------------------------------\n", + "Monte-Carlo cross validation with 5 repetitions and training size of 80%: 0.9714286\n", + "Repeated stratified cross validation, 5 fold, 5 repetitions: 0.9736264\n", + "Repeated sequential cross validation, 5 fold, 5 repetitions: 0.9727473\n" ] } ], @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -422,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -433,20 +433,30 @@ "text": [ "Grid search: hyperparameters and resulting score from each fold:\n", "\n", - "n_estimators criterion max_depth| ..\n", - "--------------------------------| ---------------------------------------------------------------..\n", - "10 gini 2 | 0.9340659 0.967033 0.967033 0.967033 0.967033 0.9450549 0.94..\n", - "10 gini 5 | 0.9120879 0.967033 0.967033 0.989011 0.9450549 0.956044 0.96..\n", - "10 gini 10 | 0.967033 0.967033 0.967033 0.978022 0.967033 0.9450549 0.96..\n", - "10 gini 20 | 0.956044 0.967033 0.978022 0.978022 0.978022 0.967033 0.95..\n", - "10 gini 30 | 0.956044 0.978022 0.978022 0.956044 0.956044 0.9340659 0.94..\n", - "10 entropy 2 | 0.956044 0.967033 0.967033 0.956044 0.978022 0.956044 0.96..\n", - "10 entropy 5 | 0.9450549 0.967033 0.9450549 0.967033 0.956044 0.967033 0.97..\n", - "10 entropy 10 | 0.967033 0.978022 0.9450549 0.967033 0.9450549 0.9450549 0.97..\n", - "10 entropy 20 | 0.978022 0.967033 0.9340659 0.989011 0.978022 0.9340659 0.96..\n", - "10 entropy 30 | 0.967033 0.9450549 0.978022 0.989011 0.9450549 0.967033 0.96..\n", - "50 gini 2 | 0.9450549 0.956044 0.978022 0.956044 0.956044 0.9340659 0.94..\n", - "50 gini 5 | 0.967033 0.978022 0.956044 0.978022 0.989011 0.9450549 0.97..\n", + "n_estimators criterion max_depth| ..\n", + "--------------------------------| -------------------------------------------..\n", + "10 gini 2 | 0.956044 0.967033 0.956044 0.956044 0.9..\n", + "10 gini 5 | 0.9230769 0.967033 0.956044 0.978022 0.9..\n", + "10 gini 10 | 0.956044 0.967033 0.9230769 1 0.9..\n", + "10 gini 20 | 0.967033 0.9450549 0.978022 0.956044 0.9..\n", + "10 gini 30 | 0.9450549 0.956044 0.9450549 0.978022 0.9..\n", + "10 entropy 2 | 0.9450549 0.9340659 0.9450549 0.9450549 0.9..\n", + "10 entropy 5 | 0.956044 0.978022 0.967033 0.9230769 0.9..\n", + "10 entropy 10 | 0.9450549 0.956044 0.956044 0.978022 0.9..\n", + "10 entropy 20 | 0.9450549 0.9450549 0.978022 0.9450549 0.9..\n", + "10 entropy 30 | 0.956044 0.967033 0.967033 0.978022 0.9..\n", + "50 gini 2 | 0.9340659 0.956044 0.956044 0.967033 0.9..\n", + "50 gini 5 | 0.956044 0.978022 0.956044 0.989011 0.9..\n", + "50 gini 10 | 0.956044 0.978022 0.978022 0.967033 0.9..\n", + "50 gini 20 | 0.956044 0.978022 0.967033 1 0.9..\n", + "50 gini 30 | 0.9450549 0.967033 0.967033 0.978022 0.9..\n", + "50 entropy 2 | 0.978022 0.967033 0.956044 0.9340659 0.9..\n", + "50 entropy 5 | 0.9450549 0.967033 0.967033 0.989011 0.9..\n", + "50 entropy 10 | 0.956044 0.978022 0.989011 0.967033 0.9..\n", + "50 entropy 20 | 0.956044 0.978022 1 0.978022 0.9..\n", + "50 entropy 30 | 0.956044 0.978022 0.978022 0.967033 0.9..\n", + "100 gini 2 | 0.9450549 0.967033 0.967033 0.9450549 0.9..\n", + "100 gini 5 | 0.956044 0.967033 0.989011 1 0.9..\n", "..\n" ] } @@ -465,14 +475,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Score for the 'best model' on the testing set was: 0.9736842\r\n" + "Score for the 'best model' on the testing set was: 0.9736842\n" ] } ], @@ -492,17 +502,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "`n_estimators`criterion`max_depth!(500;`entropy;5)\r\n", - "0.9824561\r\n" + "`n_estimators`criterion`max_depth!(500;`entropy;5)\n", + "0.9824561\n" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -520,17 +530,17 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "`n_estimators`criterion`max_depth!(100;`gini;10)\r\n", - "0.9561404\r\n" + "`n_estimators`criterion`max_depth!(500;`gini;10)\n", + "0.9561404\n" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -579,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -596,17 +606,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "`n_estimators`criterion`max_depth!(488;`entropy;28)\r\n", - "0.9824561\r\n" + "`n_estimators`criterion`max_depth!(410;`entropy;4)\n", + "0.9912281\n" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -624,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -637,17 +647,17 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "`n_estimators`criterion`max_depth!(378;`entropy;9)\r\n", - "0.9824561\r\n" + "`n_estimators`criterion`max_depth!(378;`entropy;9)\n", + "0.9824561\n" ] }, - "execution_count": 22, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } diff --git a/notebooks/10 Automated Machine Learning.ipynb b/notebooks/10 Automated Machine Learning.ipynb index 45f57d6..b6301cc 100644 --- a/notebooks/10 Automated Machine Learning.ipynb +++ b/notebooks/10 Automated Machine Learning.ipynb @@ -110,7 +110,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Telco Customer Churn" + "## Contents\n", + "\n", + "Below, the notebook has been split into 3 distinct sections:\n", + "1. [Default Configurations](#Default-Configurations)\n", + "2. [Default NLP Configurations](#Default-NLP-Configurations)\n", + "3. [Custom Configurations (Advanced)](#Custom-Configurations-(Advanced))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Default Configurations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Telco Customer Churn" ] }, { @@ -172,34 +198,15 @@ "\\S 42\n", "\n", "// load data and separate into features and target\n", - "data:5000?(\"SSBSSISSSSSSSSSSSSFFS\";(),\",\")0:`:../data/telco.csv\n", - "targ:(`No`Yes!0 1)data`Churn\n", - "feat:delete Churn from data\n", + "telcoData:5000?(\"SSBSSISSSSSSSSSSSSFFS\";(),\",\")0:`:../data/telco.csv\n", + "telcoTarg:(`No`Yes!0 1)telcoData`Churn\n", + "telcoFeat:delete Churn from telcoData\n", "\n", "// inspect data\n", - "-1\"Shape of feature data is: \",(\" x \"sv string .ml.shape feat),\"\\n\";\n", - "show 5#feat\n", + "-1\"Shape of feature data is: \",(\" x \"sv string .ml.shape telcoFeat),\"\\n\";\n", + "show 5#telcoFeat\n", "-1\"\\nDistribution of target values:\\n\";\n", - "show update pcnt:round[;.01]100*num%sum num from select num:count i by target from([]target:targ);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### User Interface" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At the highest level the automated machine learning library contains two primary callable functions:\n", - "\n", - "- `.automl.run` = Run the automated machine learning pipeline on user defined data and target\n", - "- `.automl.new` = Using a previously fit model and set of instructions to produce an appropriate pipeline derived from a defined run, predict the target value for new tabular data\n", - "\n", - "Both of these functions are modifiable by a user to suit specific use cases and have been designed to cover a wide range of functional options and to be extensible to a users needs." + "show update pcnt:.util.round[;.01]100*num%sum num from select num:count i by target from([]target:telcoTarg);" ] }, { @@ -234,39 +241,26 @@ ], "source": [ "\\S 42\n", - "show inputs:.ml.traintestsplit[feat;targ;.1]" + "show telcoInputs:.ml.traintestsplit[telcoFeat;telcoTarg;.1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "---" + "### User Interface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Contents\n", + "At the highest level the automated machine learning library contains two primary callable functions:\n", "\n", - "Below, the notebook has been split into 2 distinct sections:\n", - "1. [Default Configurations](#Default-Configurations)\n", - "2. [Custom Configurations (Advanced)](#Custom-Configurations-(Advanced))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Default Configurations" + "- `.automl.run` = Run the automated machine learning pipeline on user defined data and target\n", + "- `.automl.new` = Using a previously fit model and set of instructions to produce an appropriate pipeline derived from a defined run, predict the target value for new tabular data\n", + "\n", + "Both of these functions are modifiable by a user to suit specific use cases and have been designed to cover a wide range of functional options and to be extensible to a users needs." ] }, { @@ -302,8 +296,8 @@ "metadata": {}, "outputs": [], "source": [ - "tab:inputs`xtrain / features\n", - "tgt:inputs`ytrain / targets\n", + "tab:telcoInputs`xtrain / features\n", + "tgt:telcoInputs`ytrain / targets\n", "ftype:`normal / normal feature extraction\n", "ptype:`class / classification problem\n", "dict:enlist[`seed]!enlist 42 / default configuration" @@ -346,86 +340,52 @@ "\n", "The following is a breakdown of information for each of the relevant columns in the dataset\n", "\n", - " | count unique mean std min max type \n", - "------ | --------------------------------------------------------\n", - "tenure | 4500 73 32.326 24.55931 0i 72i numeric \n", - "MonthlyCharges | 4500 1251 64.88498 30.49795 18.55 118.75 numeric \n", - "TotalCharges | 4500 3178 2284.252 2275.078 18.85 8672.45 numeric \n", - "customerID | 4500 3310 :: :: :: :: categorical\n", - "gender | 4500 2 :: :: :: :: categorical\n", - "Partner | 4500 2 :: :: :: :: categorical\n", - "Dependents | 4500 2 :: :: :: :: categorical\n", - "PhoneService | 4500 2 :: :: :: :: categorical\n", - "MultipleLines | 4500 3 :: :: :: :: categorical\n", - "InternetService | 4500 3 :: :: :: :: categorical\n", - "OnlineSecurity | 4500 3 :: :: :: :: categorical\n", - "OnlineBackup | 4500 3 :: :: :: :: categorical\n", - "DeviceProtection| 4500 3 :: :: :: :: categorical\n", - "TechSupport | 4500 3 :: :: :: :: categorical\n", - "StreamingTV | 4500 3 :: :: :: :: categorical\n", - "StreamingMovies | 4500 3 :: :: :: :: categorical\n", - "Contract | 4500 3 :: :: :: :: categorical\n", - "PaperlessBilling| 4500 2 :: :: :: :: categorical\n", - "PaymentMethod | 4500 4 :: :: :: :: categorical\n", - "SeniorCitizen | 4500 2 :: :: :: :: boolean \n", + " | count unique mean std min max type\n", + "-------| ----------------------------------\n", + "comment| 1350 1350 :: :: :: :: text\n", "\n", "Data preprocessing complete, starting feature creation\n", "\n", "Feature creation and significance testing complete\n", "Starting initial model selection - allow ample time for large datasets\n", "\n", - "Total features being passed to the models = 8\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2020-08-14 16:58:20.120207: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n", - "2020-08-14 16:58:20.146319: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7f9649c5dc40 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n", - "2020-08-14 16:58:20.146349: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Total features being passed to the models = 88\n", "\n", "Scores for all models, using .ml.accuracy\n", - "RandomForestClassifier | 0.8038194\n", - "MLPClassifier | 0.7996528\n", - "GradientBoostingClassifier| 0.7972222\n", - "AdaBoostClassifier | 0.7958333\n", - "LogisticRegression | 0.7923611\n", - "KNeighborsClassifier | 0.784375\n", - "binarykeras | 0.7815972\n", - "LinearSVC | 0.7805556\n", - "SVC | 0.7572917\n", - "GaussianNB | 0.7413194\n", + "RandomForestClassifier | 0.7546512\n", + "GradientBoostingClassifier| 0.7512166\n", + "AdaBoostClassifier | 0.748891\n", + "SVC | 0.7476879\n", + "LinearSVC | 0.746552\n", + "MLPClassifier | 0.7454093\n", + "LogisticRegression | 0.7430972\n", + "binarykeras | 0.7338083\n", + "KNeighborsClassifier | 0.7291504\n", + "GaussianNB | 0.620453\n", "\n", "Best scoring model = RandomForestClassifier\n", - "Score for validation predictions using best model = 0.7916667\n", + "Score for validation predictions using best model = 0.6944444\n", "\n", "\n", "Feature impact calculated for features associated with RandomForestClassifier model\n", - "Plots saved in /outputs/2020.08.14/run_16.58.11.099/images/\n", + "Plots saved in /outputs/2020.09.22/run_13.34.41.579/images/\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "\n", - "Best model fitting now complete - final score on testing set = 0.8033333\n", + "Best model fitting now complete - final score on testing set = 0.7407407\n", "\n", "Confusion matrix for testing set:\n", "\n", " | pred_0 pred_1\n", "------| -------------\n", - "true_0| 572 88 \n", - "true_1| 89 151 \n", + "true_0| 86 35 \n", + "true_1| 35 114 \n", "\n", - "Saving down procedure report to /outputs/2020.08.14/run_16.58.11.099/report/\n", - "Saving down RandomForestClassifier model to /outputs/2020.08.14/run_16.58.11.099/models/\n", - "Saving down model parameters to /outputs/2020.08.14/run_16.58.11.099/config/\n", + "Saving down procedure report to /outputs/2020.09.22/run_13.34.41.579/report/\n", + "Saving down RandomForestClassifier model to /outputs/2020.09.22/run_13.34.41.579/models/\n", + "Saving down model parameters to /outputs/2020.09.22/run_13.34.41.579/config/\n", "\n", - ".automl.run took 00:00:30.633\n" + ".automl.run took 00:02:30.535\n" ] } ], @@ -495,7 +455,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 16:58:11.099.\n", + "Run applied to dataset:\n", + "\n", + "Run date: 2020.09.22. Run time: 13:10:17.224.\n", "\n", "Predictions: \n", "0 1 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 1 1 0 0 0 1 0 0 0 0 1 0..\n", @@ -506,12 +468,12 @@ } ], "source": [ - "// What run is being applied to the dataset?\n", - "print_runid . r1;\n", + "-1\"Run applied to dataset:\\n\";\n", + ".util.print_runid . r1;\n", "-1\"\\nPredictions: \";\n", - "show pred:.automl.new[inputs`xtest]. r1\n", + "show pred:.automl.new[telcoInputs`xtest]. r1\n", "-1\"\\nTargets:\";\n", - "show inputs`ytest" + "show telcoInputs`ytest" ] }, { @@ -535,7 +497,7 @@ } ], "source": [ - "-1\"Accuracy on model run using hold-out data: \",string acc1:.ml.accuracy[inputs`ytest;pred];" + "-1\"Accuracy on model run using hold-out data: \",string acc1:.ml.accuracy[telcoInputs`ytest;pred];" ] }, { @@ -564,36 +526,55 @@ } ], "source": [ - "displayCM[value .ml.confmat[inputs`ytest;pred];`0`1;\"Test Set Confusion Matrix\";()];" + "displayCM[value .ml.confmat[telcoInputs`ytest;pred];`0`1;\"Test Set Confusion Matrix\";()];" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## NLP Configuration\n", + "## Default NLP Configurations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The function `.automl.run` can also be applied to textual data using its default configuration.\n", "\n", - "Similar to the above example, `automl.run` can be used to predict a target value from a table containing textual data using NLP methods contained within the [NLP Library](https://github.com/KxSystems/nlp).\n", + "As with the example above, data must be presented with a 1-to-1 mapping between features and targets.\n", "\n", - "The given dataset can contain a variety of datatypes, but must contain at least one character column to qualify as an NLP type problem. \n", + "NLP (Natural Language Processing) specific feature extraction is then applied to any character columns within the data using NLP methods contained within the Kx [NLP Library](https://github.com/KxSystems/nlp), while normal feature extraction is applied to any remaining features." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### IMBD Dataset\n", "\n", - "In this case, 1-to-1 mapping between feature and target is required with `nlp` specific feature extraction applied to any character column within the input dataset, and `normal` feature extraction applied to any of the remaining columns." + "The [IMBD](https://www.kaggle.com/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews) dataset contains reviews of over 50,000 movies for NLP or text analytics. The dataset consists of 2 columns, containing textual reviews and their associated positive or negative sentiment classification." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Load in the NLP dataset" + "### Load NLP data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The [IMBD](https://www.kaggle.com/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews) dataset contains reviews of over 50,000 movies. The goal of this task is to classify each review as being either negative or positive. \n", - "\n", - "Below, we load in 1500 rows of the dataset. Any columns within the dataset that require NLP feature extraction are transformed into a character column before being passed to `automl.run`. " + "Below we load in 1500 rows of the IMDB dataset." ] }, { @@ -625,26 +606,28 @@ } ], "source": [ - "// Load in the training dataset\n", - "nlp_data:1500#(\"SI\";enlist \",\")0:`:../data/IMBD.csv\n", - "// Ensure that the input text data is a character type\n", - "nlp_data[`comment]:string each nlp_data`comment\n", - "nlp_targ:nlp_data`tgt\n", - "nlp_feat:delete tgt from nlp_data\n", + "// load data\n", + "imdbData:1500#(\"SI\";enlist \",\")0:`:../data/IMBD.csv\n", "\n", + "// convert text data to string\n", + "imdbData:update string each comment from imdbData\n", + "\n", + "// separate into feature and target data\n", + "imdbFeat:select comment from imdbData\n", + "imdbTarg:imdbData`tgt\n", "\n", "// inspect data\n", - "-1\"Shape of feature data is: \",(\" x \"sv string .ml.shape nlp_feat),\"\\n\";\n", - "show 5#nlp_feat\n", + "-1\"Shape of feature data is: \",(\" x \"sv string .ml.shape imdbFeat),\"\\n\";\n", + "show 5#imdbFeat\n", "-1\"\\nDistribution of target values:\\n\";\n", - "show update pcnt:round[;.01]100*num%sum num from select num:count i by target from([]target:nlp_targ);" + "show update pcnt:.util.round[;.01]100*num%sum num from select num:count i by target from([]target:imdbTarg);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Similar to the above example, the data is split into training and testing sets to be used on `.automl.run` and `.automl.new`" + "We now split the data into training and testing sets to be used with `.automl.run` and `.automl.new`." ] }, { @@ -664,7 +647,7 @@ } ], "source": [ - "show nlp_inputs:.ml.traintestsplit[nlp_feat;nlp_targ;.1]" + "show imdbInputs:.ml.traintestsplit[imdbFeat;imdbTarg;.1]" ] }, { @@ -678,7 +661,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The below example demonstrates a binary classification problem, with ``` `class``` being used as the problem type and ``` `nlp``` being passed as the feature extraction type. The default parameters will be used, with a random seed being included for reproducability" + "The below example demonstrates a binary classification problem. Notice that this time `nlp` is being passed as the feature extraction type.\n", + "\n", + "The default configuration for AutoML will again be used, with a random seed included so that results can be replicated." ] }, { @@ -687,11 +672,11 @@ "metadata": {}, "outputs": [], "source": [ - "nlp_tab:nlp_inputs`xtrain / features\n", - "nlp_tgt:nlp_inputs`ytrain / targets\n", - "nlp_ftype:`nlp / npl feature extraction\n", - "nlp_ptype:`class / classification problem\n", - "nlp_dict:enlist[`seed]!enlist 168 / default configuration" + "tab:imdbInputs`xtrain / features\n", + "tgt:imdbInputs`ytrain / targets\n", + "ftype:`nlp / NLP feature extraction\n", + "ptype:`class / classification problem\n", + "dict:enlist[`seed]!enlist 168 / default configuration" ] }, { @@ -705,13 +690,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can now run `automl.run` utilizing the NLP functionality" + "We can now run `automl.run` utilizing the NLP functionality." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Warning: Please allow ample time for the NLP configuration to run as feature extraction and hyperparameter search can take upwards of 5 minutes to complete.\n", + "
" ] }, { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", @@ -732,46 +728,46 @@ "Total features being passed to the models = 88\n", "\n", "Scores for all models, using .ml.accuracy\n", - "RandomForestClassifier | 0.7558341\n", - "LinearSVC | 0.7500336\n", - "SVC | 0.7488439\n", - "GradientBoostingClassifier| 0.7477416\n", - "AdaBoostClassifier | 0.7442869\n", - "MLPClassifier | 0.7442465\n", + "RandomForestClassifier | 0.7546512\n", + "GradientBoostingClassifier| 0.7512166\n", + "AdaBoostClassifier | 0.748891\n", + "SVC | 0.7476879\n", + "LinearSVC | 0.746552\n", + "MLPClassifier | 0.7454093\n", "LogisticRegression | 0.7430972\n", - "KNeighborsClassifier | 0.741921\n", "binarykeras | 0.7338083\n", - "GaussianNB | 0.6239212\n", + "KNeighborsClassifier | 0.7291504\n", + "GaussianNB | 0.620453\n", "\n", "Best scoring model = RandomForestClassifier\n", - "Score for validation predictions using best model = 0.7361111\n", + "Score for validation predictions using best model = 0.6944444\n", "\n", "\n", "Feature impact calculated for features associated with RandomForestClassifier model\n", - "Plots saved in /outputs/2020.08.14/run_16.58.42.172/images/\n", + "Plots saved in /outputs/2020.09.22/run_13.10.48.282/images/\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "\n", - "Best model fitting now complete - final score on testing set = 0.7666667\n", + "Best model fitting now complete - final score on testing set = 0.7407407\n", "\n", "Confusion matrix for testing set:\n", "\n", " | pred_0 pred_1\n", "------| -------------\n", - "true_0| 89 32 \n", - "true_1| 31 118 \n", + "true_0| 86 35 \n", + "true_1| 35 114 \n", "\n", - "Saving down procedure report to /outputs/2020.08.14/run_16.58.42.172/report/\n", - "Saving down RandomForestClassifier model to /outputs/2020.08.14/run_16.58.42.172/models/\n", - "Saving down model parameters to /outputs/2020.08.14/run_16.58.42.172/config/\n", + "Saving down procedure report to /outputs/2020.09.22/run_13.10.48.282/report/\n", + "Saving down RandomForestClassifier model to /outputs/2020.09.22/run_13.10.48.282/models/\n", + "Saving down model parameters to /outputs/2020.09.22/run_13.10.48.282/config/\n", "\n", - ".automl.run took 00:02:08.780\n" + ".automl.run took 00:02:15.215\n" ] } ], "source": [ "start:.z.t\n", - "r2:.automl.run[nlp_tab;nlp_tgt;nlp_ftype;nlp_ptype;nlp_dict]\n", + "r2:.automl.run[tab;tgt;ftype;ptype;dict]\n", "-1\"\\n.automl.run took \",string .z.t-start;" ] }, @@ -819,10 +815,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 16:58:42.172.\n", + "Run applied to dataset:\n", + "\n", + "Run date: 2020.09.22. Run time: 13:10:48.282.\n", "\n", "Predictions: \n", - "1 1 0 0 0 0 0 1 0 1 1 0 1 1 1 0 0 0 0 1 0 1 0 1 1 1 1 1 1 1 1 1 1 0 1 0 0 1 0..\n", + "1 0 0 0 0 0 0 1 0 0 1 0 1 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 0..\n", "\n", "Targets:\n", "1 0 1 0 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 1 0 0 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 1 1..\n" @@ -830,12 +828,12 @@ } ], "source": [ - "// What run is being applied to the dataset?\n", - "print_runid . r2;\n", + "-1\"Run applied to dataset:\\n\";\n", + ".util.print_runid . r2;\n", "-1\"\\nPredictions: \";\n", - "show nlp_pred:.automl.new[nlp_inputs`xtest]. r2\n", + "show imdbPred:.automl.new[imdbInputs`xtest]. r2\n", "-1\"\\nTargets:\";\n", - "show nlp_inputs`ytest" + "show imdbInputs`ytest" ] }, { @@ -847,12 +845,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on model run using hold-out data: 0.7\n" + "Accuracy on model run using hold-out data: 0.6933333\n" ] } ], "source": [ - "-1\"Accuracy on model run using hold-out data: \",string acc2:.ml.accuracy[nlp_inputs`ytest;nlp_pred];" + "-1\"Accuracy on model run using hold-out data: \",string acc2:.ml.accuracy[imdbInputs`ytest;imdbPred];" ] }, { @@ -871,7 +869,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -881,7 +879,7 @@ } ], "source": [ - "displayCM[value .ml.confmat[nlp_inputs`ytest;nlp_pred];`0`1;\"Test Set Confusion Matrix\";()];" + "displayCM[value .ml.confmat[imdbInputs`ytest;imdbPred];`0`1;\"Test Set Confusion Matrix\";()];" ] }, { @@ -953,7 +951,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this case, we have altered the parameter dictionary `p` in the following ways:\n", + "In this case we use the Telco dataset and alter the parameter dictionary `p` in the following ways:\n", "1. Added a **random seed**: Here we have altered the ``` `seed``` parameter to be `75`.\n", "2. Added **feature extraction**: As mentioned above, in the default setting no functions are applied to the table during feature extraction. Below we apply `.automl.prep.i.truncsvd` to the data, this is a truncated singular value decomposition outlined [here](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html) and applied to all combinations of columns of type float.\n", "3. Changed the size of the **testing** and **holdout** sets to be 10% of the data at each stage.\n", @@ -1042,7 +1040,7 @@ "\n", "\n", "Feature impact calculated for features associated with RandomForestClassifier model\n", - "Plots saved in /outputs/2020.08.14/run_17.01.00.904/images/\n", + "Plots saved in /outputs/2020.09.22/run_13.13.15.766/images/\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "Number of distinct hp sets less than n, returning 222 sets.\n", @@ -1056,17 +1054,17 @@ "true_0| 302 32 \n", "true_1| 50 66 \n", "\n", - "Saving down procedure report to /outputs/2020.08.14/run_17.01.00.904/report/\n", - "Saving down RandomForestClassifier model to /outputs/2020.08.14/run_17.01.00.904/models/\n", - "Saving down model parameters to /outputs/2020.08.14/run_17.01.00.904/config/\n", + "Saving down procedure report to /outputs/2020.09.22/run_13.13.15.766/report/\n", + "Saving down RandomForestClassifier model to /outputs/2020.09.22/run_13.13.15.766/models/\n", + "Saving down model parameters to /outputs/2020.09.22/run_13.13.15.766/config/\n", "\n", - ".automl.run took 00:11:16.543\n" + ".automl.run took 00:12:50.186\n" ] } ], "source": [ "start:.z.t\n", - "r3:.automl.run[inputs`xtrain;inputs`ytrain;`normal;`class;p]\n", + "r3:.automl.run[telcoInputs`xtrain;telcoInputs`ytrain;`normal;`class;p]\n", "-1\"\\n.automl.run took \",string .z.t-start;" ] }, @@ -1097,7 +1095,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 17:01:00.904.\n", + "Run applied to dataset:\n", + "\n", + "Run date: 2020.09.22. Run time: 13:13:15.766.\n", "\n", "Predictions: \n", "0 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0..\n", @@ -1108,11 +1108,12 @@ } ], "source": [ - "print_runid . r3;\n", + "-1\"Run applied to dataset:\\n\";\n", + ".util.print_runid . r3;\n", "-1\"\\nPredictions: \";\n", - "show pred:.automl.new[inputs`xtest]. r3\n", + "show pred:.automl.new[telcoInputs`xtest]. r3\n", "-1\"\\nTargets:\";\n", - "show inputs`ytest" + "show telcoInputs`ytest" ] }, { @@ -1124,19 +1125,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 16:58:11.099.\n", + "Run date: 2020.09.22. Run time: 13:10:17.224.\n", "Accuracy on default model run using held-out data: 0.816\n", "\n", - "Run date: 2020.08.14. Run time: 17:01:00.904.\n", + "Run date: 2020.09.22. Run time: 13:13:15.766.\n", "Accuracy on custom model run using held-out data : 0.82\n" ] } ], "source": [ - "print_runid . r1;\n", + ".util.print_runid . r1;\n", "-1\"Accuracy on default model run using held-out data: \",string[acc1],\"\\n\";\n", - "print_runid . r3;\n", - "-1\"Accuracy on custom model run using held-out data : \",string .ml.accuracy[inputs`ytest;pred];" + ".util.print_runid . r3;\n", + "-1\"Accuracy on custom model run using held-out data : \",string .ml.accuracy[telcoInputs`ytest;pred];" ] }, { @@ -1172,7 +1173,7 @@ } ], "source": [ - "displayCM[value .ml.confmat[inputs`ytest;pred];`0`1;\"Test Set Confusion Matrix\";()];" + "displayCM[value .ml.confmat[telcoInputs`ytest;pred];`0`1;\"Test Set Confusion Matrix\";()];" ] }, { @@ -1186,7 +1187,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this example we highlight how to change the save options, contained under ``` `saveopt``` within the parameter dictionary.\n", + "In this example we again use the Telco dataset and highlight how to change the save options, contained under `saveopt` within the parameter dictionary.\n", "\n", "In the default case, not modified in the examples above, the system will save all outputs to disk (reports, images, config file and models). This can be altered by the user to reduce the number of outputs saved to disk, where:\n", "\n", @@ -1204,8 +1205,8 @@ "outputs": [], "source": [ "\\S 42\n", - "feat:1000?feat\n", - "targ:1000?targ" + "feat:1000?telcoFeat\n", + "targ:1000?telcoTarg" ] }, { @@ -1251,30 +1252,30 @@ "Total features being passed to the models = 12\n", "\n", "Scores for all models, using .ml.accuracy\n", - "AdaBoostClassifier | 0.7515625\n", - "LogisticRegression | 0.7515625\n", - "SVC | 0.7515625\n", - "LinearSVC | 0.7515625\n", - "binarykeras | 0.75\n", - "MLPClassifier | 0.7375\n", - "GradientBoostingClassifier| 0.73125\n", - "RandomForestClassifier | 0.7203125\n", - "GaussianNB | 0.715625\n", - "KNeighborsClassifier | 0.6921875\n", + "AdaBoostClassifier | 0.775\n", + "LogisticRegression | 0.775\n", + "LinearSVC | 0.775\n", + "SVC | 0.771875\n", + "MLPClassifier | 0.765625\n", + "GradientBoostingClassifier| 0.759375\n", + "KNeighborsClassifier | 0.7546875\n", + "RandomForestClassifier | 0.74375\n", + "GaussianNB | 0.7328125\n", + "binarykeras | 0.684375\n", "\n", "Best scoring model = AdaBoostClassifier\n", - "Score for validation predictions using best model = 0.75625\n", + "Score for validation predictions using best model = 0.71875\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "\n", - "Best model fitting now complete - final score on testing set = 0.755\n", + "Best model fitting now complete - final score on testing set = 0.71\n", "\n", "Confusion matrix for testing set:\n", "\n", " | pred_0 pred_1\n", "------| -------------\n", - "true_0| 151 0 \n", - "true_1| 49 0 \n" + "true_0| 142 0 \n", + "true_1| 58 0 \n" ] } ], @@ -1300,11 +1301,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this example, the `nlp` dataset is utilized. The following changes were made to the input dictionary `p`:\n", + "In this example, the IMDB dataset is used with the following changes made to the input dictionary `p`:\n", "\n", - "1. The word2vec transformation was changed from the default `Continuous bag of Words` method to instead apply `Skip-gram`\n", - "2. Changed the significant feature function that is applied to the dataset to use the Benjamini-Hochberg-Yekutieli procedure\n", - "1. Added a **random seed**: Here we have altered the ``` `seed``` parameter to be `100`." + "1. **Word2vec transformation** changed from default `continuous bag of words` method to `skip-gram`.\n", + "2. **Significant feature function** changed to use the Benjamini-Hochberg-Yekutieli procedure.\n", + "3. **Random seed** set as `100`." ] }, { @@ -1323,14 +1324,21 @@ } ], "source": [ - ".automl.newsigfeat:{.ml.fresh.significantfeatures[x;y;.ml.fresh.benjhoch 0.05]}\n", + "// new significant feature function \n", + ".automl.newsigfeat:{[x;y]\n", + " .ml.fresh.significantfeatures[x;y;.ml.fresh.benjhoch 0.05]\n", + " }\n", + "\n", + "// new parameter dictionary\n", "show p:`sigfeats`w2v`seed!(`.automl.newsigfeat;1;150)" ] }, { "cell_type": "code", "execution_count": 26, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", @@ -1348,46 +1356,47 @@ "Feature creation and significance testing complete\n", "Starting initial model selection - allow ample time for large datasets\n", "\n", - "Total features being passed to the models = 226\n", + "Total features being passed to the models = 230\n", "\n", "Scores for all models, using .ml.accuracy\n", "MLPClassifier | 0.8090335\n", "LinearSVC | 0.7940046\n", - "RandomForestClassifier | 0.7847022\n", - "GradientBoostingClassifier| 0.7719855\n", - "AdaBoostClassifier | 0.7627705\n", - "LogisticRegression | 0.7454026\n", - "KNeighborsClassifier | 0.7419277\n", - "SVC | 0.7338554\n", - "binarykeras | 0.7130259\n", - "GaussianNB | 0.6701774\n", + "RandomForestClassifier | 0.7881839\n", + "GradientBoostingClassifier| 0.7824304\n", + "AdaBoostClassifier | 0.773202\n", + "LogisticRegression | 0.743077\n", + "SVC | 0.7350181\n", + "KNeighborsClassifier | 0.7245665\n", + "binarykeras | 0.7130125\n", + "GaussianNB | 0.6747883\n", "\n", "Best scoring model = MLPClassifier\n", - "Score for validation predictions using best model = 0.8472222\n", + "Score for validation predictions using best model = 0.8518519\n", "\n", "\n", "Feature impact calculated for features associated with MLPClassifier model\n", - "Plots saved in /outputs/2020.08.14/run_17.12.48.157/images/\n", + "Plots saved in /outputs/2020.09.22/run_13.26.49.103/images/\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "\n", - "Best model fitting now complete - final score on testing set = 0.7925926\n", + "Best model fitting now complete - final score on testing set = 0.7814815\n", "\n", "Confusion matrix for testing set:\n", "\n", " | pred_0 pred_1\n", "------| -------------\n", - "true_0| 100 27 \n", - "true_1| 29 114 \n", + "true_0| 95 32 \n", + "true_1| 27 116 \n", "\n", - "Saving down procedure report to /outputs/2020.08.14/run_17.12.48.157/report/\n", - "Saving down MLPClassifier model to /outputs/2020.08.14/run_17.12.48.157/models/\n", - "Saving down model parameters to /outputs/2020.08.14/run_17.12.48.157/config/\n" + "Saving down procedure report to /outputs/2020.09.22/run_13.26.49.103/report/\n", + "Saving down MLPClassifier model to /outputs/2020.09.22/run_13.26.49.103/models/\n", + "Saving down model parameters to /outputs/2020.09.22/run_13.26.49.103/config/\n" ] } ], "source": [ - "r4:.automl.run[nlp_inputs`xtrain;nlp_inputs`ytrain;`nlp;`class;p]" + "// run automl with new parameters\n", + "r4:.automl.run[imdbInputs`xtrain;imdbInputs`ytrain;`nlp;`class;p]" ] }, { @@ -1408,22 +1417,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 17:12:48.157.\n", + "Run date: 2020.09.22. Run time: 13:26:49.103.\n", "\n", "Predictions: \n", - "0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 1 1 1 0 0 0 0 0 1 0 1 1 0 1 0..\n", + "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 0 0..\n", "\n", "Targets:\n", - "0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0..\n" + "1 0 1 0 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 1 0 0 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 1 1..\n" ] } ], "source": [ - "print_runid . r4;\n", + ".util.print_runid . r4;\n", "-1\"\\nPredictions: \";\n", - "show pred:.automl.new[nlp_inputs`xtest]. r4\n", + "show pred:.automl.new[imdbInputs`xtest]. r4\n", "-1\"\\nTargets:\";\n", - "show inputs`ytest" + "show imdbInputs`ytest" ] }, { @@ -1435,19 +1444,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Run date: 2020.08.14. Run time: 16:58:42.172.\n", - "Accuracy on default model run using held-out data: 0.7\n", + "Run date: 2020.09.22. Run time: 13:10:48.282.\n", + "Accuracy on default model run using held-out data: 0.6933333\n", "\n", - "Run date: 2020.08.14. Run time: 16:58:42.172.\n", + "Run date: 2020.09.22. Run time: 13:10:48.282.\n", "Accuracy on custom model run using held-out data : 0.6933333\n" ] } ], "source": [ - "print_runid . r2;\n", + ".util.print_runid . r2;\n", "-1\"Accuracy on default model run using held-out data: \",string[acc2],\"\\n\";\n", - "print_runid . r2;\n", - "-1\"Accuracy on custom model run using held-out data : \",string .ml.accuracy[nlp_inputs`ytest;pred];" + ".util.print_runid . r2;\n", + "-1\"Accuracy on custom model run using held-out data : \",string .ml.accuracy[imdbInputs`ytest;imdbPred];" ] }, { @@ -1498,72 +1507,72 @@ "\n", " | count unique mean std min max type \n", "------ | --------------------------------------------------------\n", - "tenure | 1000 73 33.551 25.0546 0i 72i numeric \n", - "MonthlyCharges | 1000 582 64.02735 30.38511 18.8 118.75 numeric \n", - "TotalCharges | 1000 834 2358.61 2345.948 18.85 8672.45 numeric \n", - "customerID | 1000 842 :: :: :: :: categorical\n", - "gender | 1000 2 :: :: :: :: categorical\n", - "Partner | 1000 2 :: :: :: :: categorical\n", - "Dependents | 1000 2 :: :: :: :: categorical\n", - "PhoneService | 1000 2 :: :: :: :: categorical\n", - "MultipleLines | 1000 3 :: :: :: :: categorical\n", - "InternetService | 1000 3 :: :: :: :: categorical\n", - "OnlineSecurity | 1000 3 :: :: :: :: categorical\n", - "OnlineBackup | 1000 3 :: :: :: :: categorical\n", - "DeviceProtection| 1000 3 :: :: :: :: categorical\n", - "TechSupport | 1000 3 :: :: :: :: categorical\n", - "StreamingTV | 1000 3 :: :: :: :: categorical\n", - "StreamingMovies | 1000 3 :: :: :: :: categorical\n", - "Contract | 1000 3 :: :: :: :: categorical\n", - "PaperlessBilling| 1000 2 :: :: :: :: categorical\n", - "PaymentMethod | 1000 4 :: :: :: :: categorical\n", - "SeniorCitizen | 1000 2 :: :: :: :: boolean \n", + "tenure | 5000 73 32.2504 24.55779 0i 72i numeric \n", + "MonthlyCharges | 5000 1285 64.82904 30.46505 18.55 118.75 numeric \n", + "TotalCharges | 5000 3413 2281.232 2279.37 18.85 8672.45 numeric \n", + "customerID | 5000 3566 :: :: :: :: categorical\n", + "gender | 5000 2 :: :: :: :: categorical\n", + "Partner | 5000 2 :: :: :: :: categorical\n", + "Dependents | 5000 2 :: :: :: :: categorical\n", + "PhoneService | 5000 2 :: :: :: :: categorical\n", + "MultipleLines | 5000 3 :: :: :: :: categorical\n", + "InternetService | 5000 3 :: :: :: :: categorical\n", + "OnlineSecurity | 5000 3 :: :: :: :: categorical\n", + "OnlineBackup | 5000 3 :: :: :: :: categorical\n", + "DeviceProtection| 5000 3 :: :: :: :: categorical\n", + "TechSupport | 5000 3 :: :: :: :: categorical\n", + "StreamingTV | 5000 3 :: :: :: :: categorical\n", + "StreamingMovies | 5000 3 :: :: :: :: categorical\n", + "Contract | 5000 3 :: :: :: :: categorical\n", + "PaperlessBilling| 5000 2 :: :: :: :: categorical\n", + "PaymentMethod | 5000 4 :: :: :: :: categorical\n", + "SeniorCitizen | 5000 2 :: :: :: :: boolean \n", "\n", "Data preprocessing complete, starting feature creation\n", "\n", "Feature creation and significance testing complete\n", "Starting initial model selection - allow ample time for large datasets\n", "\n", - "Total features being passed to the models = 12\n", + "Total features being passed to the models = 7\n", "\n", "Scores for all models, using .ml.accuracy\n", - "AdaBoostClassifier | 0.759375\n", - "LogisticRegression | 0.759375\n", - "SVC | 0.759375\n", - "LinearSVC | 0.759375\n", - "MLPClassifier | 0.753125\n", - "binarykeras | 0.753125\n", - "GradientBoostingClassifier| 0.734375\n", - "KNeighborsClassifier | 0.73125\n", - "GaussianNB | 0.715625\n", - "RandomForestClassifier | 0.703125\n", + "AdaBoostClassifier | 0.8009375\n", + "MLPClassifier | 0.8003125\n", + "LogisticRegression | 0.796875\n", + "GradientBoostingClassifier| 0.795625\n", + "RandomForestClassifier | 0.790625\n", + "KNeighborsClassifier | 0.7903125\n", + "binarykeras | 0.78125\n", + "SVC | 0.75875\n", + "GaussianNB | 0.7475\n", + "LinearSVC | 0.7353125\n", "\n", "Best scoring model = AdaBoostClassifier\n", - "Score for validation predictions using best model = 0.7125\n", + "Score for validation predictions using best model = 0.8025\n", "\n", "\n", "Feature impact calculated for features associated with AdaBoostClassifier model\n", - "Plots saved in /outputs/2020.08.14/run_17.19.12.635/images/\n", + "Plots saved in /outputs/2020.09.22/run_13.33.53.803/images/\n", "\n", "Continuing to hyperparameter search and final model fitting on testing set\n", "\n", - "Best model fitting now complete - final score on testing set = 0.765\n", + "Best model fitting now complete - final score on testing set = 0.733\n", "\n", "Confusion matrix for testing set:\n", "\n", " | pred_0 pred_1\n", "------| -------------\n", - "true_0| 153 0 \n", - "true_1| 47 0 \n", + "true_0| 733 0 \n", + "true_1| 267 0 \n", "\n", - "Saving down procedure report to /outputs/2020.08.14/run_17.19.12.635/report/\n", - "Saving down AdaBoostClassifier model to /outputs/2020.08.14/run_17.19.12.635/models/\n", - "Saving down model parameters to /outputs/2020.08.14/run_17.19.12.635/config/\n" + "Saving down procedure report to /outputs/2020.09.22/run_13.33.53.803/report/\n", + "Saving down AdaBoostClassifier model to /outputs/2020.09.22/run_13.33.53.803/models/\n", + "Saving down model parameters to /outputs/2020.09.22/run_13.33.53.803/config/\n" ] } ], "source": [ - ".automl.run[feat;targ;`normal;`class;\"new_normal_defaults.txt\"];" + ".automl.run[telcoFeat;telcoTarg;`normal;`class;\"new_normal_defaults.txt\"];" ] }, { diff --git a/notebooks/11 Clustering.ipynb b/notebooks/11 Clustering.ipynb index bba485b..031b216 100644 --- a/notebooks/11 Clustering.ipynb +++ b/notebooks/11 Clustering.ipynb @@ -22,50 +22,52 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Clustering" + "## Machine Learning Toolkit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Clustering is a technique used in both data mining and machine learning to group similar data points together in order to identify patterns in their distributions.\n", - "\n", - "The task of clustering data can be carried out using a number of algorithms. The algorithms defined in the toolkit work based on distinct clustering methodologies namely; connectivity-based, centroid-based or density-based models. Each type of algorithm defines clusters based on:\n", - "\n", - "- **Centroid-based** - distances from single points which represent the cluster.\n", - "- **Density-based** - clusters being within a certain distance of each other and in defined concentrations.\n", - "- **Connectivity-based** - distances between individual data points.\n", - "\n", - "Each algorithm works by iteratively joining, separating or reassigning points until the desired number of clusters have been achieved.\n", + "The ML-Toolkit contains general use utilities, an implementation of the FRESH (Feature Extraction based on Scalable Hypothesis tests) algorithm, cross validation functions and clustering algorithms. The primary purpose of these libraries are to provide kdb+/q users with access to commonly-used ML functions for preprocessing data, extracting features and scoring results.\n", "\n", - "The process of finding the correct cluster for each data point is a case of trial and error, where parameters must be altered in order to find the optimum solution." + "The clustering library contained within the toolkit is used throughout this notebook and can be loaded using the below syntax along with graphics functions used within this notebook." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 1, "metadata": {}, + "outputs": [], "source": [ - "## Machine Learning Toolkit" + "\\l ml/ml.q\n", + ".ml.loadfile`:clust/init.q\n", + "\n", + "\\l ../utils/graphics.q" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The ML-Toolkit contains general use utilities, an implementation of the FRESH (Feature Extraction based on Scalable Hypothesis tests) algorithm, cross validation functions and clustering algorithms. The primary purpose of these libraries are to provide kdb+/q users with access to commonly-used ML functions for preprocessing data, extracting features and scoring results.\n", - "\n", - "The clustering library contained within the toolkit is used throughout this notebook and can be loaded using the below syntax." + "# Clustering" ] }, { - "cell_type": "code", - "execution_count": 1, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "\\l ml/ml.q\n", - ".ml.loadfile`:clust/init.q" + "Clustering is a technique used in both data mining and machine learning to group similar data points together in order to identify patterns in their distributions. Some real-world examples include segmenting customers based on spending habits, detecting fraudulent activity given patterns in past behaviour and optimizing delivery routes based on customer locations.\n", + "\n", + "The task of clustering data can be carried out using a number of algorithms. The algorithms defined in the toolkit work based on distinct clustering methodologies namely; connectivity-based, centroid-based or density-based models. Each type of algorithm defines clusters based on:\n", + "\n", + "- **Centroid-based** - distances from single points which represent the cluster.\n", + "- **Density-based** - clusters being within a certain distance of each other and in defined concentrations.\n", + "- **Connectivity-based** - distances between individual data points.\n", + "\n", + "Each algorithm works by iteratively joining, separating or reassigning points until the desired number of clusters have been achieved.\n", + "\n", + "The process of finding the correct cluster for each data point is a case of trial and error, where parameters must be altered in order to find the optimum solution." ] }, { @@ -108,7 +110,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Throughout this notebook, we cluster data from the `sklearn` sample library along with clusters created using q and then visualize the results using `matplotlib`. A scipy funtion has also been imported to plot hierarchical dendrograms.\n", + "Throughout this notebook, we cluster data created in q and selected from the `sklearn` datasets library. Results are then visualized using `matplotlib` and `scipy`'s dendrogram functionality.\n", "\n", "Each of the libraries are imported using embedPy, as shown below." ] @@ -119,13 +121,13 @@ "metadata": {}, "outputs": [], "source": [ - "// import matplotlib from Python\n", + "/ import matplotlib from Python\n", "plt:.p.import`matplotlib.pyplot\n", "\n", - "// dendrogram plot\n", + "/ dendrogram plot\n", "dgramplt:.p.import[`scipy.cluster][`:hierarchy]`:dendrogram\n", "\n", - "// sklearn samples\n", + "/ sklearn samples\n", "skldata:.p.import`sklearn.datasets\n", "blobs:skldata[`:make_blobs;<]\n", "moons:skldata[`:make_moons;<]" @@ -142,7 +144,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", + "\n", "# Algorithms" ] }, @@ -152,9 +154,9 @@ "source": [ "In this section we showcase how to use the algorithms contained within the ML-Toolkit. We start with descriptions of centroid and density-based clustering algorithms, followed by connectivity-based algorithms.\n", "\n", - "Fit and predict methods have been provided for each algorithm, with additional update methods provided for K-Means and DBSCAN.\n", + "Fit and predict methods have been provided for each algorithm, with additional update methods provided for K-Means and DBSCAN. Full documentation of all the methods used can be found at [code.kx.com](https://code.kx.com/q/ml/toolkit/clustering/).\n", "\n", - "Before continuing through the notebook, it is worth noting that for simplicity the algorithms below have been applied to 2D datasets with 1000 points in each. All algorithms can be applied in higher dimensional examples." + "Before continuing through the notebook, it is worth noting that for simplicity the algorithms below have been applied to 2D datasets. All algorithms can be applied in higher dimensional examples." ] }, { @@ -189,20 +191,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Fit K-Means to data\n", - "\n", - "To apply k-means to q data, the function `.ml.clust.kmeans.fit[data;df;k;iter;kpp]` must be called where:\n", - "- `data` represents the points being analyzed in matrix format, where each column is an individual data point\n", - "- `df` is the distance function: ``` `e2dist`edist```\n", - "- `k` is the number of clusters\n", - "- `iter` is the number of iterations to be completed\n", - "- `kpp` is a boolean flag indicating the initializaton type: k random points (`0b`) or using the [k-means++](https://en.wikipedia.org/wiki/K-means%2B%2B) algorithm (`1b`)\n", + "### Fit K-Means\n", "\n", - "The function returns a dictionary with data, input variables, representative points required for predict/update methods and the cluster each data point belongs to.\n", - "\n", - "**Example**\n", - "\n", - "In this example, we show how k-means can be used to identify clusters in datasets with no apparent structure.\n", + "In this example, we show how k-means can be used to identify clusters in datasets with 1000 random data points and no apparent structure.\n", "\n", "The algorithm is able to cluster the data into evenly spaced clusters in comparison to other denisty or distance based algorithms." ] @@ -214,7 +205,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -224,17 +215,23 @@ } ], "source": [ + "/ set seed so dataset can be reproduced\n", "\\S 20\n", - "d1:2 1000#4000?100.\n", - "plt[`:scatter]. d1;\n", - "plt[`:show][];" + "\n", + "/ generate dataset\n", + "d1:2 1000#2000?100.\n", + "\n", + "/ plot data points\n", + ".util.plotDataset[d1;\"Dataset 1\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In this case, we want to identify `3` clusters across `10` iterations of the algorithm using Euclidean squared distances. Note that in this case, k-means will be initialized using kmeans++." + "In this case, we want to identify `3` clusters across `10` iterations of the algorithm using Euclidean squared distances. Note that in this case, k-means will be initialized using kmeans++.\n", + "\n", + "Note that cluster centres will be plotted in pink." ] }, { @@ -242,56 +239,39 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reppts| (36.29085 21.44984;79.04542 54.92946;29.05512 74.74381)\r\n", - "clt | 0 1 1 1 1 1 2 0 2 0 2 1 1 2 0 1 1 1 2 0 1 0 2 1 0 2 0 1 1 0 0 1 1 0 2..\r\n", - "data | (17.81929 66.90388 72.43899 99.98528 76.75971 72.38224 18.36728 50.61..\r\n", - "inputs| `df`k`iter`kpp!(`e2dist;3;10;1b)\r\n" - ] - }, { "data": { - "image/png": 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0LiVp24DN7ydN4PD+A8j3tydXpOPgHXbko4su6/Q9ZcOjM2dw34ypeA2DpGUxvHdfHhp1Yla5k1N2G8Sgih688t0cqqLNHDVgIMcN3Bmfp+PvuDP46RqN+EeZj22EL72roZQHSl9A6n7uTC4uflFlQPwTlFGIqIAT42iLGBJ9y9Vo2M2vQMPtoLyArWmnpU+6xFEcWCsQa13WHBCRKJjLwVORrn/k2d7d3dZybt2voMfUFEmWbJCmp0hfxSchMR2xazLqL0lyPlJzEUgNKYOJT0aaX0a1oyorFUAV3YYU/kkbcFXY6huWojuh/vfoSdyRLQkc5bDnAN8ekPgiwx0EwJced8l6z8kF6TsJ0EbTXITKuwwqpuicHWkE/4GtLju7+eV0gwFAAiL3IBGPcx8+IAYqCEZvKHsZZRQh1mqIjUPsKCp4BMqnV6eLa2t4f+HCFHps0raobo7y1rwfGD2kc/e4MRARltXXuR5r+bw0FOal087ihonjWF5fjwjs2bMn9x43Cm8W2Y53fpxHswstOG6aHPfCM1y8195csOdeNCUTGEptlt1VzEySsCzy/QGe+HomD345jcZEqtv0y9Uruf79cTx98mlZ+9qlrJw/j9y80jk/XaOhghknMAr/kPaRSAxpehFi74Dyo0LnQuiUnPzuGz1E7w6o8vew6/8M0VdJH7ACPC7GonXUpLOSQJJztMEgtqFLiSI1F5NOS23bV+agsR15FCIPOfkiCZ0zUfA7lG+oE5zeB4xeDokgQ//Jb7LSX1Mv6D5JgAfsRnAxGnbkYT1G191OFKIvQ4b8FqX8CAYSeQBpfkGv+P3DoPghMH8AaUQFDtd5HI5RUQU3ItVfk6oi0NJhGBU+O6dbbT3Ftxuiwi4uKD94dd6IMvIg5OJuimTbfbVodUHr+yLNYC1HGu9BfCMcarcAJtL0OBI6A1X4Z+asX4fXUMTbrWmiZpLpK1dsEaOhlKIinEdlc1Pasba03T169GTi+ZdQ2dyEVxmUuFBr28ObIXgswOpII3d9Ppl/Tv0c07ZRCgb36Mm9x45i+6LsjMmVDfUkbZt+RcUZA9QN8Rg3TZrIh4v1jjTs8xN1DEh7JG2bqSuXU9XcTHk4dzfv5sC2r5y1sQifDbTfyhngPwSjXUBVJIlUj4bIfWDOheRspOFWpP63W2SoOscjkH5ALAgeDoGD3Q2HCqOCJ2xonpiNXfdrpOZK0idO0QyfwH6kPxcF3p1akxjThhF9z5mMo477JKmTz2rORapPQawqlDJQpS+AyuTHFTr1ugUOxXVNo4KIyqO90KaYS7MYjJZGGfJFWg7X3wxNjzsxgQQkpkP9dajgKIyC36D8w1MmAOUbgip7EfwHoJ+pR/8dHOWIKHZSJSB4HKhCp58W+LQx9h+UedyS0Ky7TiOpmXotuUCtcbMYRN+A5Ex65bkTJHyGhx06mDi7Er/cd39C3tT3IeT1ct2++6e1rQjn5WQwAE4fNDit37awRYhZJqbYJG2b2evWcubrL7lO7ACLaqo59oVnOOaFZzjhP89x6DNPMGuNe37zJW+/yYeLF5G0dd/18VjGfkEH3utiGWJoWxA/WaOh8q6AwEFA0EkGC4N3IKr47vTG8UlgLSJ1xRiF2AfaZbC5x+obBPlXow2HX4+ZABTdiTJKdB5I4a3OcS96RxCCwLGIbz/ErsVuelP7tGNjQapx3WaJCf5DwDdYPw+8zrMpgaK/I/FPkegYxEqdgKTpEdwDvhaY87XrCVCeclTRbaQbJfR9+fbK/Znk/9yZQFt2RgZ619UIlSORykOxox9sOKFFZiUjAtDGwLaHWOuc7PV2uwaJI01PZx6nbwhG6bMYvb7F6DVX/138L5SnT/YbdOtLBVBlr0PgaFrfg+AoVNlLmXNNkvOQmkvJvK3uCEncHQ4xJPoe+/Tdjoq8vLR8BK9hcO7gzb/LaMHoIUO58YCDKQoE8BkGRYEAvznwEM4ZvOcm9bv/dtszeshQAh4vnhzyRmwRmhJJ16zyuGlyzhuvsLCmmphpEjVNVjU2cOGY16luTt09zq2qZF5VpRNDyQ1eZbBj0eaTK8p5HFt7AJsLSvlQJQ/rSd+cC56+Ka6FtpD4VHdfMugA7haQlDDyf44ET4D4xzp3IHC0TmZrOR4+DfGP0JpE0oQKHokkvoPK/XWswcVNlY44+IehgsdB8ksk/oXOUfANgpoLkRa5d7GQ8Dmogpv183L1lbfAguQ3iFWpxxs4BkIfQXS8PoZPM1hLHsxJzbYFytMTKsYhTc9qwUirEuxKWrPL7XVQfyPieRrlH45+lTOtgXzg3RGVd2nmC5pLHJZW+92IqZMJtxCUpweq5P6c2oq5Eqk519n9bQx82pCb32WwOQaGUvzntLO4bvxYvl2/FkMpSkMh/nnM8TnRUrsKSikuHTaci/fam0giTr4/4JpYt7Sulu8cCfa9evXOKYHw5kMO45zBe3Lf9C94d/6PHbZPWBarGhrSPp+0ZDEx00p7lJYIb/84l0uHDW/9bEV9Xack0kNeL38ZeXiXB7U3Bj9Zo9EC5du540nf0xO9sms3YSgPGGWba2hpUN4dwHtR1uOq4FoA7ObXIfJPMlI+XeFHmUvB3xOJfQDNL2l/eXMTabNG8ys6Uc1ajd45qPQ2rfA4E1cFSilU0f8h4YuR+EdgLgNPL22IRDqVBayMUvDtpbPkXd0vMSTykGZTBY/NnNNS8DtU+NzsQXjvjhncVx7YBCry5oQ0PemSmNiCFlaTgXY9+dBxjYD+vwqD0QOK7oQqt8TAIMqJnfTKL+DVM8+hqrmZmJmkb0Fhp77HroShlCuDyLLtVuqszzCwEbYrKOSF087KKQYwoKSU2484hrHzf+yQW+nzGK4S6pXNEUw73b0UM01WNzamfLZ7eQ+SWVxRLVDA8D59+c0BB7Nv3+06bL8l8JM3GrlAhU5Dmh5tNycqIACBkZ3uT/uYa8AoQ6nNREnMliOQCcqnlXpj70Dzq6TQWdMQg+bn0S6fbAYDMMKaPYWTXJaYgcTehug7zrkJpPk58A2HkkdyfiYS/xypux7XQHMLLK0RpTy9kMJboOFWNgT0BQpuwsg7r8NrKU9vJDAS4p+SGhfxZ9+hbE2Y3+GeGxOCwr+hggcjzS/rDHnvbhA6HZX8Rie8enfVisnKi110N9T/Bv3cLMCA8AVprLytHYDNhmdnz+KDxZrl1RK0X1xXy40Tx/HsKWdkP9lBns/H0QN3YsKihRnbBDweBlX0YB+XrO5hvfq47n7yfD72bac1tX1REccO3JmJixemUYlbYCjFI6NO5qgBWyDZuBP4yRkNkSgk54FRlHt1M6MUAidCzKnYhwFGX1TpIzlRREUE4p8g0TFgLtClSFGgvEjeL1B5l3b9yszeiBokTr6GNNxKbganZc3VYjCMdsc8gB9VeAdKeTShoPYqSHxNmlqwNENiJtL8JiovN1aRRP5FVoOBkUJrNcJnOBP/JD3mwBGdkpFXxf9EGv/uGNS4liEp/GtOmehbBd7dIPkd6XRtGxXYB2WU6thQyjnpq1UjdCziHw7xiSAxnb+xJVQRcsSaxkaenT2LeVWV7NmzJ+fvuRc92gXon3cSD9vCtG2mrVxBQzyWUznXmyZNZPKyVCFQBfTOzydpCz7D4PRBe3DNiH1df8979uzFgdvvwBcrlreOJeDx0L+4hCP6pz/Pe475GU98PZPHvv6Sulj6ex7weFjfFEn7fGvjJ2U0tA7QHbTQVMU7AFXySFYphw0V+2ayYZI0tH/bs2OH1xQRpP53zg+u3UQscYjcjxiFrVm7XQbvQEcOvD0cZdeWGI0K6M/wo0oe1wl+0uhyXg5QYSj8qxZqTHwBnu2dWt/a/SfNb+i6JBkNUlQb5hyNhq7Cl3EwoIKo/GtbPxFzEdJwJyRmgJGvabt5V6CU16lR/qJObjMKUXkXolryLVp6VH5U4Z+Qgj8Cdk6Jb1sLYlVptx8GqUYjqCf9NpLzkpzjPJNSCBzjKqioPOUQ7nhHtqUxt3I9Z73+CgnLImlbTFu1gmdnf8NbZ5/HgJINtOuoi4QI6NV6zDQpdCEntsWC6mremT8vbdUf9Hr5f0ccw2H9cls4PDzqZF6cM5uXv/uWuGUS9HiZX13F4Ifv56gBA7nl0COoyNPP32sYjOjTl5e++9bVaLQE0rc1/GTYU5KYqXMTJKqppcTA/HFDBm0mJL91Jrq2X1oSrCVI9K2OL5ycrSvHuRUAAiAKTQ/ldhM5QJLzsatHgznf5WgQ8m9CFf8b1WMaqmKSXikX/RPVY8oGmZDAkWSX3c40WQrK6IGRfyVG6TMYRX9LrTsRe5OOdzCd2HF5+mU+5j8EVbqhVrZYa5DqMx3NJl0GlsjDSP0ftXRK9enapWd+C4kpSN312C4Z32LXA7EsbKUF2I3/xm58ADEzuzE6CxFLGz1rbYdt7eYxSOXhEHkMR47ZORKC8Fmo4n+09mnX/hKpOR9p/CdSfytSeQiyBQP7m4o/ffwhTckESSdWkLAsIok4t36amrx71ICBrkl8PfPzc5Jgn7pyuWttpqhp8tnypTmP12sYXDR0GO+eewEAi2prSNg2Ccti4sIFnPbqf1pptdNXruDCMa+3yo+0R57Px969Os/C29z4yew0pOlZ0jn6FpjLkeR8lG8X9xOTs3GnaprQ8BdsTz+MQJZ6DPHJZHehoJk/XQCx1jrS4223rE4CoHcXVMENqJQYTBGETknrR+VficTGOQl0MX0+Xp0bocJ6h9X0GGn3pYI6ia9lPHYTOqhakrUi2gaEUKGzcr5fVfBrpPaaduMIQf51GPmpsg3S9DStkuytiEHsPQSl62W09f9LFCKPIeHRWoMqMVvXILeWAUrLjhTdkZJrYUcegsgjtDDVpOlRJP/nGPnX5HxPbpD4ZKT+986Cx0J8g1DF9+k4jQgkpiGJ6SijDPHv68i/t3/XA1D2Doavze44+rYuC9BqyJOaHFd7LVR8ulkTV7sClm3zzdp0qRYBPlu+jDHzfuCU3QYB8Kv9D2LSksXUx2PETBOfYeA1PPz9qNwk2EtCIYwMzcIuNTE6widLF1PZ1JRCqTVFqItFmbhoASfsspurNEoLAh4P/YpLct7hbEn8ZIyG9vG7TFrKq4PSmeDprdu4slBsqL0IKX0J5XfPMVBGPoKPjIWGQAcduwDS/LzLOAXwaEFA7w459aOMUigfizS/ConPdQW9Nm4mANsIQ+O/dPAcAQKokid17MKu1xNsfDKgwNMLCRyfwV3WgqCWE3cxYhnHGTgIiu9DGu/SwVujHPKuQYVdsrqTs3EPClsQG4N7RT8fJGYjvl2R2otSadfxT5GaS6DsTZRSugBT5GFSJ2sLIg8hwZ+hvP1yvq+2EHOxrsDXdoeW/BapuQgpexfqrm51+QkBNhAT0u9Txd8H31VaGTj6LtL0GK47P2nU35Vv0EaNeUvBUAq/x5NRevzmSROZunI5X65ahccwOH/IUIJeL1+uXkX/khLOH7JXzrTgo/oPzHidti6ixnicx7+eydgFP+L3eDh/yFDOGbxnGn12gZOr0R5NySQLqjWFPVt52cuGDefn++zfKVrulsJPx2gEDofk96StwCSpk9kynjcSTUPMxHW3kIZbUeUZXFXB46Hx3iwDC6JcZEs2CsnvcM3HUD6tX5Wj0QBQRgEq/zLAXWjNyLsUCZ2qfeEqH/z76diAtRqpvhjslbRO0tZyaH7E7SqAT7N2QidrtdlOEgJU8HBUMActHe8uTj5FelA4M2xEFepM8jQWWVJLopjfaRn62CSXvp3+4x+Cd+PK/Urzi6QvOCydhxK5r12MKFtdBNHKvo7B0YKGmXbATpGqbRxKKfbu3YepK1e4Ho9ZFm/88H3rnTw4czr79t2Op086rdPvWdK2MzpOWyrfxU2TM157iWX1da0uplsnf8y/Z0zjlN0GccGeG4zUwJJSgl4vTe1iLXk+HwNLdSymR16eq2sq3+/n1wccnLXA09bEtmfGNhIqfB54ykmV4whBwfUd14ow3OUzWmH+gG1VI5L+Q1OeXlD0D01lVfnonAYDyAf//qjSZ1FtXDqbBO8gXGMRkoRcmWKdgDJKUMFj9YofhV3/B6TyaLCXkt05Q1wAACAASURBVFkGvS28UPIsRtGtKL9OrBSxN0t5UpV3qc45yRkGEIS6K7Vkhuv9eKAlO14ZuK/wHfcgOqvcrv8j9vqDsNcfhV17PXbNJdh1v88cR7BW4W6MDG2McqZV+yBwFFJ7vZMzk8VlqoLg3T3Hfrce5qxfx9cZJDha0PYXGTNNvlyliy51Fh6lMhqaltX++IXzUyoDgmZorW9u4qlZMzn2xWdaJUOO6D+QsnA4Jc7iUYqCQIBjB+od/XX7HuAqjXLl3iO2WYMBPyWjYRSgyt6G/KvAOxj8I1ElD2HkZZcsluaXnEJNWVtB5SFI5UHYzWPSjhqho1EVU1FF/0CV3I/qORuj19cYpc91uqRpNqi8C90nRmUgiW+67DpukObnnSzvTlQMVAGUM+mJXYdd9ytk3RBk3R7YNRd2aZ1z5e2PKnla7zgw0IuHLOwno5eeXKUR90kbxxi3kAeOwf3noiB4DGLXIdWnaol1uxLs5RAfr91/sbeR6vOxm19LP93vSN2kXTvuLELc0N5BoCB0EsoIdZC9ryV1VPH92wwzLGlZvDH3ey4c8zpXvjeGj5YsbtUVe/abrzslswE6DuJmaCzb5ulZX3HEs09ywJOPcssnk1KkPfL8fvbp0zdtsg54PJwxSCv+Tl253LXQE+h4RXMyye8n6Ro+XsPg9TPP4+gBO+E1DLyGwRH9B/DWWaMJOIbi9EF78NsDD6HAHyDg8RD2+bh87xH8fJ90Pa1tCaq98NvWwIgRI2TmzJlb5dp25algfd+JM4I6SJmLy2QzQJLzkLrfgdU+fhCCghsx8i7cLNe1K490gsmdQQDV4zPEqoS6q8BaxwajY2gZ8opJKKOgS8cqEge8SN2vNRU6xSgo8A0DApCc6t4BoGMwh2G0kfSwm16Exrs29INAwR8x8s5xVIAfILsLKYTqMTWlGJXYTUjVMS55Nwq8w7TCbtquwSXZUhVDyfNQc6ZLe0A5ORuhEzLKym9pWLbNRWPeYNbaNa31LEJeL+cO3pM/HXo4o998NaNrKhPyfD7+76jjOH7nVOLL9e+P5cPFG2qC+AyDinAe759/cWvNjLWRRs587WXqYjFM28JjGAyq6MFzp5xO0Ovj39On8uDM6R2KCn55+TUUBTcsBFrm2Ew7GdO2qY1GKQoG8W8DMiEASqmvRMS1BOZPJ6axschYQjMTYkjk31vNaCjfboinxGVxHIXIfUj4vE5pPOUMO5u+UQvt08sG/7wfVBGy/kD0YNsvTnQhKYmOQeVpeqIkZiOx8aA8qOAoLeS4EVDKcVEW/hGpngXS4AS5w2CEUEX3IDVZckVUOeRdiMpLjVMYeaOR4JFOpT8geNSGHKDEDLIbDLQsjfldqjy88jusr/YQMGcBLUqyJlrqxnK/jjRpMoBRAXb7iTYI+dfoneo2hI+XLuabdRsMBmiK64tzZnPR0L05vN8AZq1ZQ8xKdx2O2nkXPl66JGXlr9B5FUf2T3XVLq6tYeKi9jVBbGpjUd6a+z0XOGVoe+UX8PFFlzF52VJWNtQzqKIHw3v3aZ3sz9xjMI989SUZd6bOGNpP/B3FV7yG0Zq78d+A/2mjIdYqPaG4Ig+9KnZhRbVTgd3iSGZgKUlSM8UySJxvEgKHQuxd0n8wBgROgvwrIPa+9sNLXAfHxa3GdtvxRlvzTeyGO6H5ZfQqWSFNzyP5V2O0y2gWax3YteAd0GG2vvL0gIqJurhQ8keUdycIjkISU3Ueh+tJIVSPj1pra4tdq+nc8Y/BKEXlXYLKOz/9PG8/LayYNdZjpbucEjPILNEiQB2onhA+R0udNL8E5myXtkm905G2TEHHTecfoWN+2xjaT/otMJTiixXLOHuPITz/7Tesa4q0ru5DXh9X7j2C6/c/kG/XreUX499lTWMjtgj5/gC3jDyi1f3Tgu8y1gQxmbZqZavRAFrdSG7olV/A0yefxg0TxlHZ3ITZznXmMwwO7zeA0BaqZri18D9tNEh8g/Z9u/zQfXuC+b27NtPWpip6t4dkrcsBBZ2t4ZAjVMGvkfinzopdu39QPp1l3rJy9u2M5F+FrNuH3ALlYfDuoeuLN7/EBreK6H9HHkaCJ6C8O+iYQd31mk2kfIBCCv6IET49+7hVEEKnoZzyCnbjP3XNjEwTdfDENgajHqk62aFs6/dAEl8jLnkiKnwB0vx6lvs2wOiZHoDuoMaHblOt4yKevo5ETaZ260kNDXucHcZVW01gMBtKgkG8hpE2+dqiCxIVBAK8e+75PP3N10xctJDiYJBL9tqbowbsBGiRQZ/hwWsYxJ2kv999OIHGRIJz20im9ykodP22fYaH/sWd+73s23c7plxyBYtqa7jzs0/5YuVyvIYHEWFgaSl3HXVMp5/Dfxv+t42GUZ5Bi89RNg0eA5G/t8v2DqIKfr3lxugClf9Lh9vfLuktfH7O5VQ7fU1PL6gYrwXwEjPB21/ndnjbSa1Ya+jQTQPoSTQPFTpRq7W65rloTS+8F+qEtOQ36AQ1p23DbYh3h5zZaZKcA03PkNm9EEjpS5qfTzEYGlGI3IuEz05h5SlvPyh5FKm/yYlPOMZDhfR9GGWokifSJ2//PmSuzNgCU5M1rKVk5660DxonIf4RKv/qDvrfOjhz0BCe+ubrNKMRt0zunzGVw/r1pzAQ5Pr9DuT6/Q5MO//FObNZ09jQml8haAbV/5v8MSfvuntr/fLhvfvQO7+ApXW1WG1iuBtbE0QpxU6lZTx58mksratlblUl2xUWMbiix2YzzrYIExct5K1536NQnDFoD47sP3CrLAb+t42Gfx8dQJQoqT84Hyp8DsrbHzFKkMgDYK8F7yBUwW9RviFba8QAqMBIXb+68U49qakAhC9G5f8i5z7EbkSan9USKEprMRE4OutL6CqA1x5GCR3nAHghcCSq8I8oIw9RfvRk2P48A5QPMVc6ORjtXRlRpOnJ3I1GdCxZkzARLSPS9JSOO8Q/dW+vfDpA3a50rQrsDxUfgb1eZ9ZjQWKWfiYtZXHbd2XkI4V/g4Y/djC2Frg925aYksuxrGyqrYsdi4u556jj+OX776Wt21Y01PP41zP59QGZKxZ+sGgBMZegtADfrlvL/ttp5WXl1AT51YSxzFy9GkNBj7x87jnmuE2uCdKvuIR+xenVKpfU1bKoppoBJaUpGlkbAxHhhgnjmLR4UWs98ykrlnH8Trvw96OP26S+Nwb/k0ZDxITENP2DKvo7NP4NzKU6UIkPVfR/rcqmKnQ8KuRWb6BNf1a17s/IB/8Bm2213xZGaBQSPF4HQFVIZ2qbS5DkLO0G8e+fWT/JbkKqT9PCg86uQOrmQPhCVOGNmzQuZRQiqsChsrrBGZP5HRKfigqfigoej0QeJN21I7qKnbVST9RuWftWZ4gM2VZlzk8h8i8tbY8XjAJct6JiZqyzopRy6rM4yIEwYYRPRvxDtBRK9E1yozX7nGdigv9AJwmw/TP3gv/QHPpKxWfLlnLn55NZXFtDz7x8frXfAZy6+x6d7icX7NGjJwGPJ23yT1gW782fl9VolIbcpdpjpsl9079g375ntVJoK/LyePG0s6iLRYmZJj3z8jfLKj1umlw7/l0+X74cn0e73vbp05dHRp280bGOb9au4cPFi1IIA83JJO8t+JGLhg5jjx65Kzl3BX4yeRq5QswlSOVIpO6XSMMtUHsp+EZA2buo0pdQPb7oFDPKjjyBVB6GNPwJqbsBWX+QdoNsASilHBeJ0glkVSchDbchdb9AKo9ATHe6okTfdOivbSfhKDQ/rdVTNxWFt5E5R8JCu1tWQcNfsZte1PInBX8EAo47J6z/XXSXVl/17pzBhePT9dNzhAqNYkP52LZwkjFJ0FoDnaijzdV+XeXRZYO7WDpceQdoAciKD7T2l3KegSv8kPcLVNnrqB6TMUofg8Jb2FAsC7RRKei0a+rzFcu4auzbzKuqJGFZrGio508ff8iL326ePCC/x5ORBtA+oN0eFw4dRjADRXXO+nV81KYkqy3C5GVL+c+cb5m5elVW2uym4B9Tp/D58uXELZNIIkHMNJmxaiV3Tvl0o/ucsmIZcTN9IWHaNlNWdF2uU674nzIarTLodpWT2OUEdaNvoKwfUL7dOkVXlcQsiNyv+5AmLSQo9UjN5VrSYQtBom9o5hJxfU/SBPY6pC6Duyr+Ke5cfr+j4bRpMEKjoPD/4T5Bt0VUS8eLjZF3DqriI1TBn1CFf9GTYWiUHpaRB/nXA6E253q1xHn4kpzHpXyDIe8SNtRaD+g/eb8E5eYaSugkQJXnsJ4C4BuMKnks52t2FsrTB1U+UScqFt3hGI/2MPQOzbtTa86FET4JVfoMBI4C7x6QdzGqfGyn6okA/P3zz9I0k6KmyT+nfYG9GXK6ehcUsFNpWVpSXUu+RjYcvMOOHDPQvSpnczLJuAWamRdJJDj55Re4dtw7/Gva59w0aSKHPvMEK+rd1WU3Ba98PyeF2gsQtyxen/s9G5sTV+APuJZ59RkGBf4ONN83A/633FPWIscl0/7LiyJNL6KCP+tUdxJ9Gfegb1JTKQOZt9ZdiuYXSZebsMFcjFirUJ52VcY8vXGPIdiaHNAFMMKna+lxO7sMBNLouNgKdI3xDHVHjPzLEO8ApOkJbfQDh6LyrtQ7kc6Mq+AGJHQixD523gKPDrBnMvJGCapsHJg/girOWRSysxCx9TtjrQLfHij/MBTDEM92eqFDgpZdhCr6h2uNGOXfG+Xfe5PGsbjWXdyzMREnkkhQGOj6SerB40/k7NdfIZKIY4sgwGH9BjB6SHqQem7leh6eOYP51VUM6dmTffr0ZdKSRWkaT4ZShH160XLf9C9YUFPdurtoSiaJmia//eB9Xj4jx9ouOaJ9IagWxE0TIbuDNBNG7bIrf//iM9djP9spg3r3ZsT/ltGQZh23cDP40uzyYQewI2Skbm5MfxsL1+QwtF6SyzEVPg+Jvk3qbsPQGly+7Ku7TsHI6zgmrsJ6JZ8DchYv7Kgf705IqBiqT3dcUJn0nUIQOlUnC3bRcxFzqY7fJL/S9y62kzjZ6IgMAggS2B9V/ICWoenxud4Bign+YZs1ZrZdYZGr+mrI6yNvM+Uf7FBUzGeXXMGU5ctYF2lkr9592LUsfTEwbeUKLnvnTeKWhS3Cotoaxi2Y7xqb8Hs8jOjTh99/+D5j5s1NkyOxRfh67WoiiURrRnhXYN++2zF1xfK0WWF4777MXruGe6d/wYLqanYpK+f6/Q5gWO+O62VUhPN46PiT+OX492i5VQU8ePxJlIRCWc/dHPjfMhre3XH3yAUhOKrT3angz5D4FNImHUnovIL6P4DRCxU6A+VSZrMrIBLVQVlrscsA88HjosdvLddV36xl6NiDR1NoSx7p2uBg6ALN8Mo2Keddk7Wug9gRp4zuD+DdDRU6FWUU6JV5bIyWd5ckhE5Bhc/OeUKVxrs1yymNfusEvlUYvEO6rOKiJOcisYnQ9AQ5UZLj0zQzLP8a7TL1D++ScXSEGw84iOveH5viogp5vVwxbDhrIo1UhPM6jDVsDLyG0WHtiL988mHKSt4SIWqa7F5WwYpG7WoSEUzb5riBO/PHjz5oNTCZ0NUySn8deQSnv/of4qZFwrbwGR78Hg+n7rY7o996rfW5rm2KMGP1Sp448VQO3L7j3eth/foz84prmLF6JQrFPn36bpbvIRf8JLWnRCxdS6DpWe3+8A3V9E7fHkjsI6TuV2imjqkDr55+qLKXUapzVlvERGovc1aBzWiD5NNlNe16dJ1sH+BFlTyAChzSZffYep/VZzpZ1e198kFtBAKp/HY78gBEHmfDRO51NKDGo4x06qCIQPJrMJeBb1eULzuLRhLfIE1PacPk2xPsRp0lrryOC8hGZ0YX68Sz8EUZDZWYK5HqM/RYJeoEyYOostd0/fDYR23uI6jjDaXP5yTGZ68dgvvkbWj6cuAg8B+U0aCJuUw/d0+/1OqF7duJhdTdoPNNiJM5+9ttKH0wenySoV+B5JdgLgff7q7fi0gCrNVglHes9NwG786fx51TPmVdJEJhIMDu5RV8s24tCoVScPXwfbh2n/23aI5AQyzGXo896HrM7/HwzVXXMnnZUpqTJvtt15efvfgcDfHMxtlQir169eb1M8/N6fp1sSh3TpnsxEmEn+20CzcdPNJ1pb8uEuG5b2fx3fp1DKrowYV7DuOSt99gfk06/XnXsnLGj74IgFUNDSyuraF/SQnbFRaltd2S+J/TnpKGv+qqZS3ul+RMpGY0lL2FCh4B5e8i0VfAWqcn8uDxG7XlV8oLJU9C/EMkNgFUkQ4mt8phgGbiJJG6G6HH1C5RFxURsKt0iVtzMe78flP7/32DUYbmootdD5FHSZ0sTZAI0vQ8quC61OvY9UjNhc6OBBBBfENQpY+7Gli7+W2nqpxz7+YPgIK861C+gTqo7BsKWDkRDqThNpA6Wn1cEgXiuiZ7sr2QX0xfLz65Q5qrLtOaaUJRqIJfZ3wfRBJtjICFrslRBCWPYbgoGkvz65mJBx3CfYxi1yDVo7VumgAI4t8LVfJYq+6W3fQsRO4FBMQk6juJ55acyFvzfsRjGJw1aDCjhwx1DbCeuMtunLjLbiQsi0dmTufRr75M2Xk8+OV0Plm6hHx/gCP6D+CMQYNbE+m6GknL4rbJH/P6D99lbFMUCBL0+lqD4nOrKrE6UMfN9/u5++jjsGybsQt+ZMy8ufg8Hs7eYwiH9+ufYhBN2+bM115meX1dq5vr7R/nMnPNKiaMvrj1GSYsiwmLFvD58mX0yi/gjiOPoW+B/u0tcDEYLZ8nLIsbJozloyWL8Xs8JCyLQ3fsx/3HnbDVdhPZsO2NaBMhdo2Wp24/kUoMaXoMVXQnyrsjquB3XXI9pbwQPA4V1Ek2dtUpuE8QSada2qbx3SU+DWm4Gaz16N1Sph+HCYnpSN2vUKVPOUOY5wjktZ+MEpCYAmijoY3SGqT+b2AuJCVvIDkbabwXVXhT6rgkAY23kX7vAk0PQOlLjsEgd4ZaYorL/dmQnIXrqyvNSGJah3EPaX6DDFIA2gWWZQEhkQe1DlVK6dh6qDkPKRuD8rWr0hh9mdxrYqQMxJFjdxlD/c2OIW8zhsTXSORBLfcSGw+N/2y9rmUrzn/fYl7d58QsPRne/cVnTF62lCdPOjXjjsFnGDw56+u04G7csvjaKcP65eqVPPftLMacfX6XxgZacOunH/Hm3B8yVtULeb1cNizVdVfoD2Da2Xd0hlL0yS/gyvfGMH3VylYNrCnLl3HmoD3462FHtrb9ZOli1kYaU+IiSdumsqmJj5Yu5tiBOxNNJjnr9ZdZUldLczKJzzB4/OsvefSEUzh4hx0pDoaojaW/B8XBIP+a9jkfL11C3LJa73PysmXc/cVn/OnQrSOMmg0/Pcqtudy95gS2U9kvd4i5ELvhTuy63yLRcbnRaJVLbQTQAU+1acwTMZcgtVfpZDcSdBxlTkLiS8RyhAM95RlYQgo8OiAniZk6x6PyGEhMIj3RLO4koLWDuTSLHIaF1F6LrNsDWTcIu/YqxMqlUE4m4+LJ8B0HtMprR5BG3N1ECkInZz+3+WUylZWVxvtcrrUx1OsQGD1QBdendydxp8xu+zHEIfq6bhN5iLaGavLa7ZlfX9xqMECzfKavWulag7sFpm0TSWSPv0RNk9UNDZsljyOaTPLG3B9cVW4NpQh4PJw5aDCX753qRelbWMju5eV4srjPTNvmyVlfpRgMgKiZ5JXvv0thkf1YXUU06V66dV6VlrR/bvYsFtZUt/aVtG2ipskNE8Zi2TZX7D0iQ8GlfXhpzrdpNOe4ZfLy91sm36uz+K83GiKiJ1NzqV4he7bDXQTO6FStbjv6HlJ1GjQ/p8XiGm5Cai5wsoXbXj+OHZ2AHX0XsSqd+tXtXTdOlrBn0xLCpOk5cpOaaHvpDTXSlXegU6So/WQcQIUvQaw1OkZjr+rgOi7HjEKyihRKix6TpetvV5/p1L3IgtAJpOd6+HSJXTeDogxdVrYDqOBRGfIffK07xoyQLBLxbjkuoRNxLbKUOiIgD/xHQ/BUKLgZVT7Ove6FmGRm7Dnfi5Vam2NmVS+azXQja9oWX2WpjOfzeNg+B996zLJ4f9GCDtu1YMKiBZz08gvs98TDXP3e2601s9ujJhbFyDDvF/gDTL3sKv562JGuVe4eHnUyA0tKMxsOga/WrMpQVEn4fMUGYcj+xSWEfOnvW57PR//iEkSEp2Z95bobipkm86uruHL4Plw8dG9CXi9hn4+Q18sle+3NFXuPoCnp/luLJpNdHqjvCvxXu6ck+R1Sdx1Y1YCApyeq+D4I/gxiE0h1lQRQeVfm1q9EHS2gNudLFMy5OlbiMGrsyBMQuYeWFb+gIHi2ZmLF3kVrJxla5qPkYVc3gNh1mrrr6ZOVRQSAtYSMpUERMk4mbUrBqtLHkNrr9ASnvIAHCm9B+YdiN97bhvaZCQr8I9M/9fRCfHtqKmmHsPVqPzYBQidlvlLBzUhynmaGiWNwQOfaFNwIkUecmIcCFUAV3atzPTqC/1Dw7wfx6WiygkLXnLjCNf8hBUYPpz66Czzp9EmVd6GOd1mLXWjYCp35/jdU8HiU6jguoIw8xLu7rsuRAq3npe9vqBNz0e9Dz1ATQU+SmJXav9/joUcHdRz+MvIIfjH+3bSVcHu0LTqUDc/NnsX/fT651eX1weKFTFmxjDFnj2an0lRplp55+fg8njT3mAJG9OlLcTAzcaVnfj7jR1/EIzNncP+MqWkTetK22LWsnCnLl6XRcb2GkZKPctSAnSgMfEo0mWzd2ysg7PNR4A+w7xMPUx11d0HaIgS8Xgyl+O1Bh/CLffdnXVOEnnn5rbIiw3v3Zcbq9HdqWK/eWckGScti8vKl1Eaj7Nt3O3rk5fGPqZ/z2g/fETdNDtp+R/4y8nB2KOpa5ev/WvaU2I1I5Uidhd0WqhDKP4SmRyH6kp7svbugCm9B+V3JAOl9x6ciddem9w3gOwCj7FkkPgWpvRw3kT1VdAf49tZqsEYZBA5OmxC01PeNWrMKDxj5qMLbs/rj7ciDeqJMC5AGoPgBqP+NsxJu+ZEFoeBmjLxz0u/RWqcZXt7+rWOz626A2NgsTwZAQdk4DF/6rknsGqTq1NwLW+Vdg1FwQ9YmIoLExkH9H9CuspbnHYSCv6L8ewAWeHftFMlAxNIEhug4XZgpdCYqA61VJKoD76oQqf052BmkGwr+5Fo5UcSE+CQkPk1/YC3SbDTvrqiCX3ZaAFOS8zSxQ5LohU1IZ8eXvYnyVCDJ+UjNWU6Ojk1tPMBhY0fTZKa+g8XBIF9ceiVBb3ZjNX3lCu6d/gWLa2tpSiSImsmU5UnI6+OB40/g8H7Z69QnLIsRjz9EJJG6sjaU4tiBO/Pg8SemnfOfObO5/bNPWg2HQtfs9hsGKMXRA3bi5kNGUhF2N36mbXPBW68xZ906ms1ka6Gm6/c7kFE778rRLzydZhDzfH6mX351SnB/eX0dJ7/8IvXxWOuYfYaBOPeVCQNKSvjg/EuyTv5zqyo567WXSFgWSdvGZxj4PB5eOf3sjLpS86urGP3mq8RNTSm2xKY0FKImGm01kIZSFAYCTLrg0k7nc/w02VOxsbiuusVExT9CFf4eKfgdYHeesdQiZ+0GQ7+c2m/sFlOwkcgTGBXjdGGeDJDaK50Yi2ZXYcd0vYiy19KDqS3DCp+HND2fuuomCKETMIIjEd97SONdEPsA7UJKQvJLxD4hjXKpPD1ThfUAfPu3o7G6IYhKzgIXo6GMUlSPT7ErjwdrYZY+ABVGeTNTVVubKYXEPyHVYICut3EH9Ji2UZUKlfJA8FhU8Nis7ezmN5wAv8fZhWVacXu128v1Wt6crpUrlG83qPhAM7PMxZpSHjpJy60AyrcLlL2ONN4PyW8oyd+O507Yi+smraAm2owAfQoKePD4kzo0GAD7bbc9L22nM6dX1NdzwZjXqG5uRilF0rK4cu8RHRoMQBdLcglQ2yLMWuvuJjtvyFAqwnn8e8ZU1kQixC2TWDJJszPRvzd/HjNXr+LDCy5xZRp5DYPnTjmDcQvnM37BfAoCfs4ZvCfDe2uVhH8dczw3fjBeu7gEvB6Dx088JY0N9tGSxSnyILZIxuB8Wzx2wikdUpN3L6/g/dEX89Q3X7XSdC/dazjbF7m7BkWEy995K213syaSusi1RYiZJi9/9y3X7LNfh2PNFZtkNJRSNwCXo2fYOcAlaLW5V4B+wFLgLBFxqxi0abArSa1z0YK4k7TlKI5mFM7LAt+eOjGuvf9ahVBhZ9WeLZBrZ9e0EXOhU32vvT81gTQ/gyq60/U8ZZRA+Rgkcq+mcap8CF+ACrdUkrMdZk/LSs6C2ATEWo0qeynrmABd26L5MefeMgVwo7q/bB2FL4LGP2dp4NV5GsEcC9YkZuBqoCWp8xA2l7RHYjY03EpOdFnPIJSLe2pzQcvUZ3a3Ku9OqDb1zYeVweSLhSV1tXgNg+0LizYqz2L7oiI+vvAyZq9bS3W0mWG9emdUm22P0lAIS9zJG33yM0uUHz1wJ44euJMWU3zvbcw23hFLhNpYlPEL53PKbu7F0XweDyfvujsn77p72rFjd9qZkf368eXqVfgND8P79MVrpLuJ35j7fYcuuvbYvbwiZ1n0voWF/DlHptTcqkpqXJhYboiZJt+uX5dT21yx0YFwpVRfNEdzhIgMRs/O5wB/ACaJyM7AJOf/XQ/f3u7BTBUA/3DEjmA3vYhdfwvS/Cpi5y7roZSBKnkcVIkjVhcG/BC6ABVwpKZb/nZD4MjMx0DLebv6r23N/so2Nk8vjKK7MHpMxaj4ACPvwtZYiDS/4MLWSUDyex0b6ADKCKPK3oDw+aDKcFXKUeEUd4qIrUuitrmuCp+lc1YywbsblL6aJRcihh15ALvy0uu1GgAAIABJREFUaOzKY8mcEGdttkqFgC7ClFNBKcBagB2dsNnG0hVQSjGgpJQdiopdDcaHixdy/IvPsucj/+aMV//DjFXusRvlJMYd2X9gzgYDoCAQ4MRddiPowiL6xb77d3j+j1VVaQWbQIsTfre+g9LCWRD0+jhkh37st932rgYDtEusMwh4PPzhoM7L0ueCmGli5KhiFfB42L08hzhfJ7Cp7CkvEFLaPxAGVgMnA886x58FTtnEa7jDf4BW80xhpgTBNxRRPZDKI6Hx7xB9CWm4A6k6Jkeap4by7YbqMQVV/C8ouBnyrgJzHnb9n3W96fyrM2gmeSHcgQiad5BLrgToes6ZfzxirUeankUiDyNu9OHkAlx3CMq7IUGvfZ92E3bT89i1v8BuvAdJfqfjQuEL9OSeIs8dAE8/CByKSAK7/q/IuqHI+gOQdcOxG+5GxNKS7RUf6O/IDeYiaHKhp9KS5T5aJyFay3Tw364m/VUN6EJOxqYV0ckKu5LcM7ijUP9b/fz+C/H2j3O57v2xzKuuIpJI8PXaNVz89htMW+kur7+x+NvhR3HSLrsR8HgIer0UB4L8deQRHUqIAPQvKcHnMnmHfT52Lt20Qkcd4exBg9Mos5lQFgrx2ImncMiO/TbLWAb36Ole0AtS2GIKvcvqSC24s9ikQLhS6nrgdrQTfKKIjFZK1YlIcZs2tSKSrk/RBhsrIyKSQJpegNibaI796drvX3sFJKaTVi85cDRGmy17TtewG5DqUx0aYww9efmh6G6Uf6jODk5hDHn1arzszayKqHbDHdD8CilyHkaRlrN2oVra0Q+g/gZ0LMPxpaoSKH4II6ADuNkC5ar8XV2StG2f1nqoOtNhIEXZoHxr4LyCujqduQQQCJ2MyrsKsJGqE1wUbP0QPh+jcMPm0o48CpEHSXfx+FEVE1NcOhKfrBPXbLdVo0+PS3l1TCdwmC6WZeS+0u0s7KZnnCS5XLO5DQgej1H8z5RPxY4gjfdA7J0NYy+8uWOm1haCiHDAU4+yvimdTrxnj16MOWd0l1+zOZmkLhalR15+xtV9e1i2zVHPP82qxobWHYehFMXBIJ9edDl5myG5sAWmbXPtuHeYsnwZpm07wef0uTPg8TD7ql/g38yZ3B8uXsh17+sckKRtE/b66Fesd5A/VK5HgO0Li3jo+BM3qkhTtkD4prinStC7iv5AHyBPKXV+9rNSzr9SKTVTKTWzsrKy4xNc+/Bj5F+KUf4eRvm7GHkXAx4XgwE6P+CTTl9Dmp52Cha1TBy2/nfDnxBVAlb7lZgjyxG5N/vYC25CFd6ic0eMXhA6A1U2xtVgiN2kmVEkSAn+Sy3UXoQkf9R9hs91gvhtv9aAlhFvYzAk+QN29RlQeTDIGjYYLrvN35a+XmIa6v+z995xVlT3///zzMyt2xeW3quogA0LgmCw94JixxoTE5MYYzT6McaYmBiTfGNiNLGLJTZsSAfFLiBIl9779nbrzJzfH2f2snfvzN27sJiY/F6Phw/ZvXfOnFv2vM95v9+v16v0BbRO89AKbkNoYWTjkx4dUgmIvJTOv0gsxNu7Y9W+OSW+Qlb/0CNgOHPK+z6i9BVEpw/RSv52UAMGgAhdooQd005bOt5/NrZDvNwHKSWy6lpFvJMNQAzis5GVF7cpZXowETVNKiPuc1lZvoeaHPPnbUHY56NbQWHOAQNUiui1Sy5jbJ++GJqGLgTHde/Bm5decVADBqiC+j/PuYCXL57AHSNHU+AhEa9rGjsbvFwr2w+n9BvA9CsmcuNRxzB+yGE8OO5UAobBhuqq1Nm4ItLIHz//pN25HgcSDk8BNkkpywGEEG8CI4E9QoiuUspdQoiugOsqIKV8AngC1EnjAObRAgJ3rwhA6Ei7DqzNoHVH6O6WnWmIzcJL24nkQo+itw2Jz7PPUggIX4QIX9T6HBKf4b1QJZCNjyOK/4LQSpHFf4O6+5RgoAhD6CpEwT5fb2ntdto1s5DU0mAiIy8hCu/c96vYVLzTNlK9J3on9aPeG/U1a1FElEmk1jmVmZX1j5J1Ry+CCKOHZ2fZwYDQ8qDDm8jIy+p7oJUo3oW0oUaduNLhV9arzZH80ukka/4dssBuREbfQ+RdelDmvmDHdv6+cD5ba2s4sktXbj3uBPq6eFmDakEN+3zUJzK/55aUnP/KS0y/cuJB05faVlvLW6tXUR2LcnKffozq1duVsAdKJvyJcy7AtG2klK7aWQcTwzt3YXjnLkxfv5avXNj0pm23qc5zIOhdXMwdI5UI6rzNm1hTWZFWrI+aJgt37mDx7p2pbrH2wIHUNLYCxwshwkIl2MYBXwPvAhOd50wE3jmwKbYNQmiOZk/LL7gPtB4q/155FbJ8NHb1rRkM7wx45cylpYheXlIeon0KtFLGkMm1ZPWNdk4aduQdqL5RBQwsdY29hebvhSqWt5FVnljQ4hfZFg+/Uvl1IPKuwn1vkoCa21QQSyyG5GdZxhTqnsFTc55ye0Fo+Wj530Xr+AZa6ZOIwGi04BjI+65zqmuC8hQXLXka5jolIZOBiAtBr30wfd0arn1nMh9v3cyW2hqmrF3Nef96wZN5rQnBd48eQcBjAa6IRHh79SrXx9pjrqe/9Bx/X/gFzy/9ilumvctNU97KEBzcWF3FqyuWMXvDehKWheFwGf5duGXEcRk1joBucGb/gQfFqKo1eLHbE5bF4iys//3BfgcNKeV84A1gMardVkOdHH4PnCqEWAec6vz8jUIU3ef4LOcBQbXj1jo6jOomQpQJ8ZnIqhuyj5V3TYvFAZp8ojXfIGcha3k0DkFe9nFzgR2dgdx7PESewlvWQ4BvMNKuh7r/Q9UzHKkJGVUtuM3Tcq6tvq3OJP3H8GW4+1cLKLg9jTchHJ+OzG4qCfZWZOUVyOrrcWe6O9A6q3smlv3HyCqI/NsQhb9VzRhadwhd6p5e1PsqVYCMAUKOpEv7wpaSX334ftqO05KSSDLJw5+7u78BfP+Y4zy5FlEzyfwd+9Kw22pr+cOnH/HjGVNT7OP9QTSZ5I45M4mZZoqVHUkmmb99O9PXK6tWKSX3vD+Ls19+gV9/9AG3z5rOCU//M6X51F5YV1nJgx/P4845M5mzcX2rKrnj+vbnF6PGkO/3E/b58Os6p/cfwO9OybGNvJ1RFs7L6EoDVWMpC+cui58LDqhaI6W8D7ivxa/jqFPHvw2Kz/CeYltbm8AYhKz6Ka4Lb3I+dmI5mn8o0qpQkunJr9UpIjweETgDQsuVBpXwoyxRuyBKHlf3Kvwt0m5QdRThUy2v4asQoYsP6DVIcwvU/pzWi7ABRN73VQpLGJldWTKCjL23j2nuG+qw0HM9begQSJcNEeErkYn5jnBeEpqMLH3Huvo6iMBIpNYVLJdUnr0dby6NoRZXWQ+NzyAjk0DvB6WT2uQPcTAghIDQOYjQOdmf6D8O9O5OM0HT4qoBgZx0stqKymjE1UdCAot27vC8ThOCicOP5KOtmzN2rD5Np1ehOjl/vGUz35v6DqZTgJ27cQNPLFrIm5de4Znn98LCnTtc01ARM8nbq7/mnEGH8OySxby6ckW6kVISvjvlbT689sZ28fR4feVy7vvwfZKWhSUlU9et4Ziu3Xn6vAvTWm2llOxuaCBg6JSGwlw17AguPWwo2+tq6RgOUxjITUrlYOC8wYfwx88+yfi9T1PBrD3x7WWEtwKVphqJKrOAJAu/MPIqUviRVZc7hEFn1xt9EWkMRZQ+BXnXQXKZOrH4hqW+rELLQ5Q+hbR2Kv6FMQChHbiBioxOxp19rKPSNSbogxBF9yN8g5GW14IgaK4IK8JXKv6BbFrsAfxgDFQaVbFZ7Ou+0kEUZaRchDAQJY8hk6scqfB5aj7JBciqicjweLTCluS+bMVUj1OGKAVZRep9kAkw1yLr/4wo+mWW8XKHlEllGtXkgRL4jjpFtNF73AtCaFD6IrL2fojPAmzwj0AU/gahFbTLPZqjwO/3rDZ19JDaqI/H2VZXy8AOHSgL57G9rjatM8jQNC4bOgzLtvnprOlpWlARM8n2ulqeWbKIHx830m14T7i1zzbBr+vsqq/nd5986Oq8VxWLsrqinCFlndp0z5aoi8e5b977aUq6kWSSL3ftYMb6dZw9SNXQFu3awe2zprOnoQGJqm08csbZdMkvyJnAdzBRHAzxwkWX8MNpU1Ks/675Bfz9rHNTGlfthf/aoJEBvQ9Yaz0ebETW3eOuNWUuR1bfitbhRdC9D1BC7+YqWJcrpF2t5D9kVBEH7Wo8g4bwAX6wtiDrHoSSR50A6TaxICK0r9gu9I7Q4XVk3W/ViUOEIDwBkf8jwAeBKWoRtWsgMAaRf4u72iooYl3qtNGEKEReR4bORzT31Q6eDo1PtOEdCYKsJDOgJFTransFjZrbnNfgnOiibyJjH0LZjIzTjJQSzOXq1GAMRPjcGcgtIbQSRMlfVAEd2S5GXF4IGj4uGDyEd9asTpO9CBkG3z/m2LTn2lLy0CcfMWnZV/h0naRlcWq/AZSFwyzbuwdNCDqGwvzxtDPpXlDI2soKomZmajNuWUxduyYjaFi2zeyNG5i5fi0FgQCXHT6MQ5st8sd4sK9Dho8Jhw3lmSWLXNtam9/3QLFgxzY1hxZDRZJJ3lu3mrMHDWZ3Qz0T356cdgJbvGsnl09+jbnXXO9ZtP+mMbxzFz669kY21VSjCUFvDxLngeJ/J2gU3gPVE10eCEDgZCcV5IHkYqS1u1376lVuPgn4ID5P6U4JoQrs9X+EwFgUX7JlK2QivZBtrkRWXYPoOAuK/up09TQtFgICZyH8I9JGEEZfdXpKm09cqfj6j0XLojybhvgHuLLGSSBjs9KChsi7Cdn4PN4Maz/7UmZBCJzojO8GCymjyIanIPaOmkPoIkTe9SnnulwgzQ3pAcMZG7lXaYOVTkrVZ6TdgKy+zmk6UNpfUiuDkmdUbSsHtKpifIAwbZt/LlrAvM2bsKStkmCGD5DcMuK4DBmNZ5cs4sXlS9LMf+Zs2sDVw47gsbPPJ26adCsoSC08YZ8Py8PcqGVnlWnbXP/OmyzevZNIMokuBG98vZK7R43hqmFHAIp49uS5F3DdO28iHd6DlHDZ4UM5qXcf/rbwi6yv97ADPGUAns54SsVWndBfWbE8g4luSUlFpJH527dxQg4e398Umlj/BxP/M0FDC5yAHb4eIs+zb1sRUG5ygVPxbNMF9Xy7yunZ94a0IxCfodJUvmGeHtN2dIpiq9vlQD4qdZNM72KNf6jy99Ym0giAWKQ/0VbjJBdBfDbp7a0S4tOR5s0ZxL60+URehXqnX0GaSP+RiOK/IlqV6PA5ga7l7x0CZDMIrQhZ/Beo+RHpJxPF7MboA7H31HXhyxRJs+pa1bKa9rkoCXBZdbWzgDtBqOFxZPwjKH3ZXYJeSuWcaNeAb6g6RSRXgtDdu4eTi5H1D6ccCmX9A47AZLPTn70XKi9Adni1zUq1BwO3z5rG7I0bUkVwTQgMTWPaFVfT3cUX48nFX2bIjsdMk5eWL+WuE0/KeB97FBbRv6SE1ZUVaSmjkGGkAkETZm1Yx+JdO4k4JxNLSizT5Lcfz+PcQYekpNSP7tqdL274HnM2rqc+keDEnr3oU1yCZdtURrzbwqUjcvjy8mXM3LAOiSpO3zfmZDrl5V7vOr67u3RI0DCYcJj6TLfUVrsq2Upg1zfAyWhCzEyyuaaGjuE8Ooa/mbZeN3zrTZjaAq3wLkTpJAier3LXRb9FlD6LpoWUx4InJBjZi0nSXI8sH4Os/TWy4a/ImluRVZcqWe3mz4vNgdp7wN6DWgzrcO9mioP/MEUA9I9UC6t+GO4rnEAmNzo2ty0K5zKOzJIWkvEvoO5BxduQjeq+iUWKaNcagqeAa/rAcC0Qa8FxUPgbpx05CARUMbn4IbSCn6CVzUErm+boaRmIot86XVdO95oIK2e+wBjHhrb5qSWmTkqJ+Zmv0dqBrDgLWXUZsuYHyL0jsRsnKcMuzwqADZF/YVs12JG3IPou7ulCE1n7K8+3KGMuMoFMLHV8ytsP2+tqmbVhfVrXlC0lCcvk9VXujpW1Mfcmi5hpesp9P372+XTJzyfP5yPs8xHQdc4ddAgXDUlvgJi6bk0qYDSHT9f5vIU0Sdjn47zBQ7hy6HD6OFySV1cuZ3eDS7rYQdQ0ueLN13l37WrilqX8udev5aJXX25TN5dP13n6vAvJ9/kJG8ocKaDr3Hz0CI7t3gOAY7v1cOWo2FIytNM3w+p/5qtFHPPk41zy+iuMevYJvj/1HQ8DqYOP/7qThpQyax5P+EdkpGsAKPodlJ+A62lDH5TVNxqc3LisI7UIyQgk1yAbnkIU3LrveQ1/ITdZCgnYCIcAKBNfIauu83iqCXox7v7fFmTRQ5KNT5NZpE4qL3BrB0L3JgUJrRRZ9AeovQNVoJfqfgU/Rxju7Zta+EJk6Dy1SxdFWVndwugNZXMh9h7SXK86s4JnQuOTyAxDI9RrTy6FwD79LsXIvtE5sTX7bOv/gCx5xuls8nKdS0LFWOcjzZI/N1cgpd1q+smOvAv19wEqDSn1HoiSfyKMHlmvywWrK8rx63pGnj9uWZ6y48M6d2GhS0dVn6LitLRNeaSR55Ys5ovt2+hVVMw/zj6f2niM8sZGjuzSjd7FmSfSfH/A3YVdZqay3PDi8qWt1ixaFshtoDYeU86ALoq2boiZSV5btYKEbSliXjDEL8eczBkDBvHxls3UxmOM6tWbDqEwSWufT3jIMBjTuy8DO+RAED5AzNqwjj99/knaqfCDzZv4+ewZPOriQXKw8V8RNKRMIOv/4pguRZC+Ycp0yXd4zmNoegm2bzQkP8x8UO+mjHSSi1XXkf9oRDMvcGmV79NnSkNc7f6bBY2WMhPeCCGCarcu7UZlw5pR3wDlp3EBwneUh32qlp0PYHuIOAofWBVqUc0CLXQGMnA8xN/fp6ukZ881C6GD3jXrc1LP1fJVuqrZ76TWGdd6jwhkphDN1c573nIzkID6PyJKJiErzgDpwex3C04Zkwy2GjBkcpXDo2m2YbA2IKuvhY6zD7hg2auoOMOBDlSH0sBS94XtntFjuXzyq8QtZeQjUDn+X43d1/Cxq76ec/71Ao3JBAnLYume3czcsI6Hxp3Gxupq/rloIYWBANcecRRn9B+Yeh2XHTaU99auzkh/GZrGCT16tvp69pf70ZhMsq7KncTohp/MmMaHWzalTlYV0Qh3zJ7BvR/MxbJtJJKkbXP9EUcSt2xmrF9H0DC4YugwJg4/qtXxpZTsrK8n7PO12QipCY9/uSDjfUxYFnM2baA2FsvZNbG98N8RNGp/7pgHOX+QyaXIqqugw7tZRQMzYH7l/vvEJ8g9I0EkUSUyG1n4e7RQK37SbtD75cgENpFaD7VYxufgXm8REDgZUXi/MisKnu4YMDVbmETAERn0gO9YMNeSEfCkqdpwc4DQiiGUgxxKK5B2o1K21Tpnl3gJnqVqQmlTFoA/06PDrsWTzGiuQNbcQkoMMe099jtjtiaN7odQK6rGgIy8RCY3xga7Qp2O/Ee4XZYTdjfU8+bXq/BpGgnSX4VP1z0Xt2Gdu/D2hKt48JMPWbJ7JyXBED889nhG9eqdes5f5n9GXTyW6mJqMva5bdZ0dCFSgWrF3r2sGL6HO05UshZHdu3G6F59mLUxPQ13xoCBOTG5zx44iCcWf5nVFc8Nfk3LsI31wva6WuZu2pDRodW8MaAJzy9dyhPnnp+z5wUoTsudc2ZSE49hS8mIbt2ZOPxIZqxfR9wyOWfQIZzab0Cr3VflLkKSAIbQqI5Fv/Gg8a2vaUhrN8Tm4p7Lf1rls81NuTGJPeU1TKDGyfs3qN1n7c+RpsrNCr3M8eFu+eEHIHRh2m9Ewc9Il3PH5Trnng1OcdquVYt45oQdb3GHM1L0O0iJFgplJ1ryFMKXZfG3duCa1w9856ALAjZBSond8KiSeKm6Clk+Brv6R0jpnsYTWj6i9EXQ+6OY6QHVAtvhZURL9r7vcLwbHExIfgWyosVzfBA4HXfPkyb41X+Bsc5n2gqsphpWS2iO9Pv+YUNVJae9+BzPLV1MfSKR+iQ1BIM6dOCFC8Z7OsABzNq4jvk7tlGfSLC1toZ7P5jD7z/5KPX4x1s2u7a92lKmnWyiZpJnliyiwhE+3FxTzdxNGzKue2Xlcj7d6i7TXxmJsLG6CtO2uemoEfQsLEqlspr/hehZFtmw388Z/Vvf7Egp+fGMqVlbepsjaiZ5adnSnJ4LSvbk5qnvsLuxIVUj+nzbVm5+7x3eXL2KqevWcvvM6dwy9d1W16bjevR0DSyGrtHDpcHhYOPbf9IwN3vn8qNvIaNvAprSkCr+s3s9owmB0RCfi5vvd+bvTGT0TUTBjwEQxX9GVl7hBJ6oIxMxEJF/Y9pVIjASSh5H1j+kUlp6JxelXFCdT5+qf/pPwDW+izAiMGrfj8KPKPwFsuAuwGrVBlUx2T2kJcw1Wa/dH0i7RrkC6j3SOBAy+jY0PAnE9sWv+AfIul8hitxVaITvEETZ9JRHilc7tNDykaLII/3khSTEp7g/JEKQ/zOE0R+MPrm79QXGOhpeLTc3SfDt/ynj1x/No7FZsGj6f1lemPp4guvefZOTevXhzhNPonthuo7a1toaHl0wP43PETVNJi37ivMHH8KQsk4UBYPsbvQuSDeHT9dZumcX4/r25+3VqzwX5PvmzaVvSSkLd26nJBji6mFH8NGWzXzhcCb8ms79Y8fx3uVXM3XdGj7dthWfptExHCZqmuT5fDy5+MuM04Chabx16ZWebbTNsWzPbr5uoxRJQzJ3zbbnliwm2WJ+LVeQiJnkk21b+GTbFkb36uM51o+PO4E5G9cTSSZT72nIMPi/0WPbpBLcXvjWnzQw+mQ5IcRQ6YUo2HuQ1TciLW/rQ1F4d7POHpz/B3GPraZq32y61hiAKJuHKLoPkf9jRPGjiNJXM3e+gAiciNbxXbQuyxEdZ5OpXdX0RDUP4RsIoXNIdyoMge+YTFVVVK92Tr7ZshHPr4Cscf99jpB2HXb9I9jlZ2NXXIZdeTVy7yhk1RXIvSc4hk3OotL4JJnF+DhEp2Dn4GTYKn+m4A483+M2IQz+4xHhKxCBkW2ydxWhi5w6TnMeSQjybsxNbdkDC3Zsc+3/2tPYyK6GeuricaatW8u5r7yQIX8+d9NGpMvVCctitpNWuuHIozOE+TyF4aWkzGGdV0W9FQA21lTz/qYN1MXjbKmt4cGP5/HJti0kLEv5bMRj3DV3JqvK93JYp84s2LGd99atYdKyJbyxaiXDOnfh72edR4E/QMgw9p1CJNw5Zya7c2iDXbx7l6tfuRdChsHZA3NXWN5SW5PTKSaSTDJnY+aJrDl6FRUz9YprGH/o4fQpLubEnr144twLGH9o7jXb9sS3/qQh9C7I4KkQm0OrXUnSQkYnI/JvcX1Y6N2hbJaS8EguV14X/hOgysWERoT36Tk1/UoLZ6SjWp2/0JChsyE6lfScdyDNAVAU/hYCY5CRN4AkInQBBM85sAKq1gm0IhcPC801GOUKaTc6xlV7yMjjNwX4yItIvQsi7+os6ZkkVJyJ7TsMUfwIIsfieUuI0CVIuxIa/9msEyqJd9oqYwTQ+zrtz8fv13sutDB0mKxqG7GZoBUiwtcggt9p81jNEfb5Wu8yQhJNJnlp+VJ+dNw+N0VD01zTHroQGJqqO1w85DDWVVUyaelX+HWdpG0zoKSUdVWVaffVhaBrfgFDHcOfcwcP4cXl3umcFkyjjNbtmGnyz0UL+XLXjowA9KMZU5lx5UTeu/wqTnvxudRYprRZtGtHTkztznl5+HSNhO393mlCYEtJ2PAxuGNHLsixIwtgZI9eLNyxI02exA2GplHgb52Q2qOwiN+N+/eIIbbEtz5oAIiih5DaI073VLZdRgKs7DLBQitE5KW3ttrhyyD6mqNLBWqXfzT4R2UOsB8QBfeq+kiKbJaEwEhE/r6uKyEEBE9HBE9vl3umxix8AFlzK/sWdx0II/J/st/jyuhkx+kw23E+Co1PQd7V4D/GKfa7suwguVw1NnScvV+saiEEIv/7yLwbVHpM64isuw9iM8jNA1zNSwQ87GtznYeWj8i/GfK9GxOkVY5s+LNq7BBBJfGSdxPCo75y5dDhPLV4UauLU9yyWLQrvb329P4DePDjeRnP1YTgrIGq404IwS9GjeHmo0ewpqKCLgUF9C0uYdq6Ndw9dzaWtLGkZEBpB/559vmpgDqiW3cOLevEqvL98+6WqDbihJm5qFu2zWsrl+PXjYxvTK5M7VE9e+PXDRo9uA49Cgs5uU8/qqIRTu03gDMHDGqTFPvlQ4fx7NLFmFHb1de8CYamcdGQ3ORo/lPw3xE0hA9R+DMo/Bl25WWqNdYVAUQWD27P8QvuhsAoZOQ1kAlE6FwIntVushBCy0d0eBmZXK26h4yBnjyH9oBMLFQSHPYuEC1F8wT4j2q11TYrMqQ5PGArEUlR8FNk4jOQMdz5EA4jP/kl0ne0SquJ/Da//0L4oambrug3asGJTXcezRbgxEGRMW8JaTeoE5rtaG5JoOEfyOTylKpyS9x67AlsqqlmzsYNKZ6GaVkZZyifptG/JD0N1ikvn9+fcjp3zZmJLjQkEltK7hk9NkWya0JpKJy2CJ81cDCn9hvAuqpKCvwB12L7OxOu5O65s3l7zSqStk23ggK65BXw1e6drTqv+zSNviUlVEQzW56Ttk15JELSIfW1hARP97xttbXcNXcmC3ZsR0qJX9NItFjUg4bB7SeM4sudO1i4YwfL9+5hb2MjFx5yKC8sW8IHmzfSMRzmhiOPYaRHYCoMBJly+dX8bf7nzN20kXy/nzG9+/DKimVKRQEwLZvfnHzKf4TgYVtwQB7h7YX99Qh3g131XUjMc39Q7606ko72AAAgAElEQVQ8uFsh6v03w468BXW/IqvqrAirdFALSfSc71F7r7I3zUaIA/CNQOvwEgDS3Ips/IdaxN1cBUVYseLjH6oTnwhD/g9ViqeVdJGMzULW/z/VKWb0RhTcjgiMVY/Z9WBXIeMLIfJ4s26y5n8XIUSHf+UsULi/sBsnQf2fyPxsgoiObyKyqBLsqKtjXVUlfYqL+fnsGSzds4dks9RLyPAx7YprUkQ8KSXL9u5hU3UVnfLy2VZXiy0l4/r2a5MMRy6QUmLatiqU797F5W++lsZcb+qGaqoBGJpGYSDAU+deyKWvv4LpYmL1qzHfwa/rPPDRBxkchqBh8PaEKxnUIV2pOGYmOem5p6iMRNI+XRVQS9nV0ED/khJuGXEc934wl4pIY6pDLGgYIEEiU2m5kGFwx8jRXHtE63yNJsRNk8+3byNhmZzQo1eb5eS/KWTzCP+vOGk0h8i7Cpmc3yyV1PRAEZS+9T8dMKRMQv1vyC5TjiJIxmbsd9AQ4auR0XfwDhqOn0Th3fuuMXohih7ENoZD/YOZc5SJdNl2WQv1f0aKIKJZ7Ud1aO1Empug4e/K2re5Xpe5Bln9Iyh+BBE8WcmTawWKfZ43HilNhyj6kmqtNgY4RNFvIIWQXJz5ukGlLJOrskrZdC8sTHVHPXXeRdzz/ixmbdgASHoVFfO7caelAkZ9PM7EdyazpqJCSYdJybDOXXnmvAvbXUYbVIqrKbUzvEtXHj3zXO79YA4VkQiagPMHD2Fkz148u2QxVdEoo3v14YfHHkdxMOhaqAdYumc3vzn5FB7/cgG7G+rTFveTevfJCBgA09etoz6eyBgxadsUBAJMu1IJmk5a+hU1sWhaS3HMhWwYNU0e/uxjLjn08Jw9ygOGwdg+fXN67n8q/vuCRuAkZN6N0PCE02cvlVxF6XMIPXMHJaWFak/9Hwgm1hZa3f0DoIG0sStvVMQzLQDB8Yj87+bE3RC+QciiP0LdPYDpyJx0U91D1g4lGJh/i+vOWYTPQ0aeVLWHVMoo5My7Zf0hqgJDeILyxaj7JUSn0DopL4as/0NGIwM4XiGFP0MW3A7YrjLmUiaUUZcIq6DSXvLTej/S1X5Td3R0snJDYSDA3848l7hpErfMDHOgX3/4PqvK96aldpbs3snDn33ML8ccWGE+F3ynbz9O7nMTNbGY0q9yurNaSn+sqawgoBuuGlaLd+0k5PPx9oQreXTBF0zfsJaAbnDl0OGeO//NNdVp7cUtx6uLxygMBFmwc3vG6cULuqaxqmIvI7oduBTMtwX/dUEDQMu/FRm6Qim/aiXgOzoj/y3tBmTd/U5O20QahyKKfvPN7Cj3Ayq4ydxaab0gSjxIgi2hQ+ytfT/aQORxZPx96PhmTnPQQqchgycrXSdRgDDcpSOkXaMEFWMz1SIcugpKX1cWt7EZihcRugLqf+V+I1v12su6P0D0HdxFBV1guRPMmqACQWbAsKOzoO4XqFyFBXoXFWCiU8DcAP6hiLzvZ1UV9rxneAIy8kyLFnJD1Zd8R7Z5vIBhZHAWpJRMWbcmoxYQtyze+HrlNxI0QL2/rclqlIXDaSm25ujpnKpKQiHuHXMy945pnak9pKyTux4WKiVWGY1SGAjSt6gEv67nxEY3bZsOoX+f4uy/A/+VQQNQve+6d4uarP6u2kU3SUyYK5BVV0LH6e3qm3GgkFaF2kHH5wES6T8eUfjAfoncCb0D0n88JD4nU1ojiEobmS6PAUiwNiiPi+Cpud1P+CBLEJZ2BFl5EVh7Se2u6x8E8yu0ot87/AoFO/K0OwlS763MjaIvkHsLLaB3zv25TfM1N0Dtz0jXj9oMNc0UgaObkLGZUPoKwndIm8YXemcofQFZc5eTVpPgH4Uo/v0BnWZM26Y6quQmDE3z7OaJ5qia2pBIMHXdGnbW1TGsSxfG9u6bZovaXpi3eZOrnlbQMJg4/Ej+vuAL5m7aQFleHtcdcTTHt6JpNa5vP8I+n2vHlC40uheoQNTU+ZRo0VJsy/RkmS4EA0o7fOsK2QeK/7pCeC6QydXIykvJ7PDxQ951aAW379+45naQ1WAMapMZkOd40kRWnK78OZr7S2sliI5zPVNF0tzk5OMHIYTPkVqZqhjgvmOUg15ysUrfSRPybkb4BiDj81VrcbZOovANaIV3HvBrA7AbX4b6h8jM4wdUw0Iz3TA7Ohtqbyf9Mwsiih9BaqVQdUkb7hyCwl+jhdvm0W3XPQiRF8gpxecfiVb6XOpHmViKjL4FmIjgWeA/IWsgkHYNyq8kzPqqKhqTCYZ0LMuJ7dwczy5ZzF+++IyEZaEJGNyhjGV7d7taqGrAvGtvzCpNsbaygglvvErCsoiaSYKGQVEgyN2jxuSsK5ULEpbFYY894kqQO6S0I/XJBBWRxrSi9J0nnsQ1w7OfyJbs3sWlr/8Ls9m4AU3jokMPI2nZ5Pn9jB9yGDHL5I5ZM9jZUI+UkhHdezCyR0/+vnA+hqaRtG0GlnbgyXMvoFNePlXRCH9b8AWzNqxP+YtcPeyIgxJMvwn8TxXCc4K1BYThck5NOMY+bYO0q5DVtzg8Cx9gIwt+gRaeoBzmGl9TBkNaKSJvopISyQXxj1SraVrKxQY7CrFpEB6fPg9zK7L6+2pHLnRAR4Yug8gkdR1JIKhE/YpmIOwKx9M8D5lcC9E7yN56ygFZ2mYg8QXuRXlD+bE3Cxpa6FSk9jdk/Z/B2gp6H6cLahREXmq1hVNBqBRdwW1tDhiAQ4LMUUAvuU/80q7/q+KkOHKCMjZFiS4WPugZOIRWzNbaGm589zl21NepxUfCg+NO5ZxBuZ1gJq9ayR8/+zgtP79kzy7P5xu6zgebN3H1MG9Zk5/MnEZdPJZ6v2OmScxs4PZZ0/ndpx/y+iWXp3bsBwIvzSuAtdWV+DQtjVwYNU0e+vQjLh5yWNai9BFdujL9yon8vy8+48tdO+icl48mBO+sWU0kmURD8OrK5dwxcjRzr7me8kgjQcNI1YWuPeJovq7YS0kwlDphRJJJzn/lJfY2NqRORg9/9jGLd+3kr2dm+sq0BVJKvq4oZ09jA4d36pxi3P878b8ZNIxBikCXgQD4h7d5OFn9PcezwtyngVX3W2y9B9TerfgQTc9NfIjM+yFaQQ4mR9ZmD4mUCNLckC4XLm1k1TWO1Lm9LyBGWhowRSE+GxE8K1UIlomlyNo7aZ1bIRRHpb1g9IB4c6fBpttI1/SRCIxx7+jSylDpNY/5i1LIv1XZ+sZmQXItMvoeBE9rUwOECJyEjM/LUS7daW01tzoyKc0K8zIK0WkQuhT87jtjW0queut1dtbXp50Kfj5nJgNKO3BIx7JWp/DXBZ/nXNAFldfP5nVRHmlkY3WVa4A2pU15YyO3z5zOK+NbV/1tDdk2AVJKVxa8rmmsLN+bMk/yQv/SDikfirmbNvDjGVNThkY2SsX3oU8/4txBh2S0H4d9Po7ums5heuvrlVRFIy0EHE1mb9zAxuqqVHCZu3ED/1i0gL2NjZzQoye3HndC1gBbHmlk4tuT2VpTg64JEpbF1cOO4BejxhwU7+9c8e08Ox0ghNEXAqNI1wHSlC9C+PI2jSXNLZBcTWYBNga196UFDAUbGh9FOsS2rDAGuSutijDC10LSILHQ0cLKIa8vI8jYO2o2jZOUdaq1sfXr8u/OwQI2d4jQZShZ8ubQlbyJz/Vk7I7AWEeXq+UfUhA6foDo9DnCfyRUngMNf4boC8ja/0NWnKd4GrkieA7oPUlXKTbILJiHIO8G9c/4R7gjhozP8bzVol07qI5GM9JIScvixWVLcpruXg9JbS9IKTm1X3/PxzWEu1GjA8uxYK2L58Kyz47RvXp7yoB4FZ4t26a0jZ4VM9avdXXA82kan27L3izRhPk73LutDE2wbI/Sunvmq0X8aMZ7LNq1k211tUz+eiXnvDyJnfV1nuP+YNoU1ldWEDGT1CcSxC2Ll5Yv5d21q3N8dQcH/5NBA0AUPwJ516ldKCElBd5hMkJrY1HLrlCpLtfHMl3RnAeQsbmtj+0f6SxSzXfDhtrFBlt4edgVtJpaSoOGtGuh/mFaP2EYkPcTtPyJbRi/dQijl2I6a51RbbV+8A1DlE5q005KCD+iw8uOVHpQjaV1UVa+RnflNVLzMyVrn3qtEbC2IRsea9t9Sl+F/B+DMRT8x0PRwxA4U81d5KM0wy5DhK92LmpqMGgJnZSNrQsqI1GEi2S+JSV7cgwGg124Cm7waRohw+DvZ52X0Z7bHB3CYQZ36OAq5N8ctgsZr60IGIar1lKhP8CD407LEFHUhaBvcUnOXhpNyPP5XYOTECLjHl7oXVSMT3Ov5XQrKCBmJvnT55+mBRZLShoTCR5buMD1uj0NDSzfszut9gLqBPPsEi/Fi28G/5vpKZwFoOCnUPDTAxvIOMSjjbXJxMcrB956blwIDUpfRtb/AWJTARsCpyIK7sxIq0itlJzbTUVIqa4mFjrFcK+dYQAC4xBFv2rXE0baVAIjoewjpw4TbNX1z3Mcox+ibJrjcZJUAoPOYiCtClUHyUBSva9tKOwLLYzIvwHyb9j3y9DZSKsS7J1KdUBrlnIIngJ1v3YZSc+a6ju6azdXMb2QYXByjuSwX4w6ievefdOVmAbq2xk0DO4fO44zBwzKiaD2lzPOZsIbr1Abj2d0YQlUoCoO7p9DXUtccujhjOzRkz9/8Rl7Ghs4uU9fJg47EkPX+fmJo/nDpx+nusH6Fpfw9HltNwIbf+jhvLZqhet7dFLvPjmNcfnQYTyzZHFae7AuBJ3y8hnRrTurK8pdA5MpJfN3qI7A1RXlfLV7F53CeZzUuw/1ibiqY7mk4by83b8p/M8GjfaC0PKQBbdB/V/YV9T1g1YMvqGOP4cLAmfmOH4BougBKHog+/OsjUh03IORjvIcMdW/gxeD/0SnEO2Rb9A6IQrvVyewg5w/FUKkFb3bCmntQjY+BYlFyuMi76b0OYsm/3I3eP8JyPiHih1ubQWjHyL/dkTAXbtMtXhn7nKFVgzFjyBrf0LqxCFNKPyVYqF7oCwvjxuOOJrnl36VIrcFdZ3uBYU5C9wd16MnL1w4noc//YS1lRV0LSggoOusKN/rsMC78NApp7dpd96vpJSPr7uJd9Z8zcOffUKjkzYJGQY+XeePp+X2vc4V3QuL+JPLmBOHH8X4IYezsnwvpaFQm08YTTi8U2duP2EUf/xMBSCBAAFPnXshQSM3dny3gkKeu+Aibp81nfLGRmwpOaprNx4542yEEHQM53nyTbrk5fGDaVP4YLNKDxtC1ZVevuhSRWxskTrzaRqn9sskxdbF42yqrqJrQUG7y8C0xP9ky+3BgIx/hGx8VqWJAmMQedeDjCPLTyc9/SMgeD7CfyxoBeq5wjslkPP9o+8h6+510W3yQd4NyvtBNoL/pJSTn5Qmsny0izR5UKWIDsCC9JuCNLcoroeMok5aGuCHol8j7Cqk3agK2PW/VR1ZaTWfIOR/D81FKt+OzoTaO8ho8S15HBE4sdn9tykPcmMgQvdOB6UMr6QFgVE5ndyklMzZuIFJy76iLh7nrAGDuGrYETlLVnghbprYUh6wZEjCspi9YT1L9uyid1Ex5w0eQuF/qJZSayiPNPLp1q2EfAZjevfJOWA0h5SSXQ31BA2D0hZ1lxvefZNPt21N436EDIMJhw3l1ZXL01JXmhAMKu3AbcefyE9mTiVhWVhSEtANSkJB3rv86tT4Ukr+9PknPP3VInwOIfHkPn3582lnHdDnm63l9v8PGgcZ0tyGrP8TJD5T3hV6P0h86tRBBKAhSp4+4AVa2hFk+Sgnb98cQUTZTE8vCplchay6HtXdI1S3VsHtaC3k4aVMqLkeCCM9B0hpQ/x9ZPRdELpKo/lHeZ527OofQXwW7g0AfsAEEQDfaDCXKel8mQR08B+BKHnStYPK3nuye03KGIzWcYryDKm51UnxOc6RoYuVTlU7qR9/G7Fsz25mrF+HT9c4d9Ah+30CAFhfVcmTi79kTUU5Qzt1YVy/fvQrKaVX0cFJlR5MNCQS/HTWND7ashlD09CF4J7RY3luyWJWV1ZkPD+gG8y5+jrqE3GeW7KY7fV1jO7Zm8uHDkurO722cjn3f/h+WtAJ6DpnDxx8QKe+/8mgIe161Ssv8sF3hDI7MjchG/6m0hh6ZyX34KI/lDZOYimy/gHVUivyIHwVIv/W/Vo8ZfwzxaNoyU0QxYhOn3p6JuQ8fmIpsuZ7jsR4k2/4n1p/jdJUVqSyAfzHpu2CZXI1svYeMFeiUlunIgp/nZ63bydIKZG1t0P8/X1trSIEofFohfe6XmPvOU4RKluDCEPhH9WCbu0A3zBVdHcJRlKayD2H4Z7S8qF1WYld8zPHj6N580EICn6Klte+DQOmbTNv80bWVlbSr6SUcX37tRuJrj3xm48+4F8rlhE3zZRI4c9OGMX1Rx7d5rG+3LmDiW+/kdplN8Gv6wwoKeUf55z/b/HHPlBURSNUR6P0LCrGr+sc8c9HXbvNQobBlMuvbpVtPm7SM2yqyfz++3WdJTf/YL9OTPA/SO6zG1+C+t83EywsQBY+ALU/cdIYNti7kDU/QRb8HC3PxZkPkOZGZPXEfQuYrIfGZ5H2Hk/v6myQ0ddwJ7MlIfElHKjJj384lH2i5FFkEvxH5sRDEMIAF8KhtMqRVVc0O73YEJutmO8dXm//WkdyEcTmkvYeyShEXkeGL3eXBteKwMohaMgIxKciiv+f91OsnWDXIfV+IApx9RXXypAy7hIwUPOOPA9tDBrzt2/jsS/ns7W2lqO7duOHxx6f8rOojkYZ//q/2NvYQNQ0CRkGJaEQky+5grK8fz/RqwlL9+zmXyuW7dvxSonlqMCeOWAQXQta+rZkx70fzHFtY01YFqsrK7jyzdf5YOINWd35Iskkr69awfubNtAxnMfZAwdxTLfuWTvEDjZKQ+FUaml7XS2NCfeOx4Bh0LeFp0lLxE0za8tuQyK530EjG771QUPG56m2SWsn+I6AwBmONEV8X1eQbHT0gRKk7x6j0PAnZPgS18VVNj7h0lkUg+h7yPw72u7t7NmltE+VVdoNyuwp8QXoPRB5V2UYMkmZdIQA89OkNgClyurPXd8/63Qjr7iQC517m8vVbr0dIT3Nm2yIf+IuDR6+wV1K3RXuaSM7Nhtq73GChE+ls/wnQ3x2i3FDkP9D5yTncUK3vf+I3TBl7WrumjMztUBuq6tl5ob1vD3hCvqXduA3H89je11tijjWmEwSN03u/WAO/zhnP1jtBwkz1q8l7rLICyF4f/NGrhyaO2k2YVmsq/KyAFbEx6pohC937vAk8jUmElz46kvsqK9LvbdvrV6FLgQn9urNn087M6PucCAwbZspa1bz9ppV+DSdyw4fyri+/bNurObv2I5f04m6KO8O79S51U3Zze+9Q9Jyb28uDYXo0EbOSq74VgcNOzIZ6u4ntdDEZzvdSm5vZMuAkRpFBRw3VdLk17h2I4mAkiJpY9AQwbORic8zGcXSAt8IJUdScaHjaBcDdGT0DSh5FBE4Sc02OttRWbVAWkijjyrOHojTnhfMtbhyP4QG5pZ2DxrKRdDnck/d4UC4XBK+FGlthsiL+2oLWGR8biKEcPFvtxtfcDxGmr4bCRUo47MgdDHE3lE/iyDk/wgtPB4pJehdXAQUNeUpnyNsKfn1h+kmQraURJIJHvjoA35+4klMX782Q7TPlJL3N2/EljLrTvubhE/T1SLXIt0tUEzztsDQNHya7ilj3jTy3saW9bt9eHn5UrbX12W00lpS8unWLUx8ezLvXnbVfp2Wt9fVsmzPHrrm53NEl65I4MZ33+LLnTtSnW5fbN/GxYceyv1jT/EcpzgYRNe1jK+qIQSHlGVvPV9bWcGCnduxXdY0XQgeGHvKQet6/NZW7KS0VAoqbWcqSTPcSYPHGyhN8CL0+Q7BTR4bGUPq2RU1XRE8Q3mLi6YdjgEEofDXqnW34R8OSa/pNVlADFl7l5IJSa5Ton2yzumSioG5Flk1kYNSm/IdQTr72YG0wBjc7rcToXNw/UoKkIHvICNvYFdehl15GTLyBlKq3LlWeCei08eIkicQZbMRJf8kRfLDp/4dvEi1GTd/GXaD8x1ye+/iIBsQnRaosTvNR8u7Rk1HCEThb5zxm+brUye/gp/l/HrLGxtpcElPSOCjrVuY8MarnhyL/4RaZHOcO+gQ1zqLlGRlmbtBE4IJhx1OQPfe05q2xZFdvXXQZm5Y5/neWVKysbqalW30L7el5M45Mzn1hWe5a+5Mrn77DU5/6TneW7uaL3ftSPP9iJhJXlu5ko3VVZ7jje7VB7/Le2boOhMOG5p1LmsrKzA8Gi6O6dadcW18z9uCb+9Jwy7Pku5xg47qpmkeZAJKf8ijqCvyvouMzSDDBRAbKi9AFv8FfMPVSUXriNCy90cLYUDJk5D4CBl7H7RCROhiJWsCzinJRRPLblTs5cjLLo/bKtAkF4M/94KjndygApC5Ro2BrvL44UsR+T9AiAAiPB7Z+KSTomra7QbAfyzYVdjVt6h23cA4RPiKVl9/axB6V8e86Q41HynVffP/D+p+gYzvEziUya/VybL4H2oR14r3vX69K3T6UHl0yEbwj0b4XDy+k8tQfwJeUvA71WcmMnPLInACdHgDGXkazI3gOwqRd21Osvo76+toSCTokl/g6UwH0Jh0z3frQjC2T7//mFMGwMAOHfjp8Sfyp88/UYEcgSVt/nDqGfuVBvrFqDHsbWzk/c0bSVpWuvmuYXDJoYdn1W1qjWCoC8Gu+noO76Q0znbW17Fgx3YKA0FG9ertupi/umIZ761dTdyyUtpXm6qr+d3HH7pKkQjg021bPYvZfl3nxQsv4YZ336IuHnNOavCHU0/P8Ghvib7FJVguzHu/rnNc9/3Y0LYB396goRXhTdgKoj6yqPN/lVpAy4f6P6BSO6YKGEW/9byFMPpDySRl1mSuaPaIBXY5smoiaocpQJrI0HmIwl9lLT4LoUFgbMqjOv1Br8KmpR6zd+GaLpOWc0LJDXZ8CVRPIP39M0FWQeMzyMQSRIdJCK0IOk5G1j0EiY+AIIQvAVGo/EiaAnBylUqjdXgzFThkcp0q/NvViOApEDgld/OmwChk/cPKZ1z4oP5+1MLeoh4V/wC5dwQyPMHpaNt3KhJaCYQva+Vm2bpvNHBSgl4QvoFtaojY09DA96e9y9fle9E1Db+uc3TXbizetdNVgK85dCGwpCTP5yPfH+CBk8flfN/9gZSSHfV1+DSdzvm5bQZuPOoYzho4iPc3bcSnaZzSbwAdwvtXNwgYBo+dfR676utZU1HO5zu2MW/zJvL9fq4ZfiTntaL0O3H4kXy+faunYGPCMjm0UyeklDz82cc8u2Qxuqahobq+XrxwPENapIieX/pVxniWlJRHI/gcufTm0DWN4mD2ovshHcv45LqbWFG+l5iZZFinLjnJ3x/WqTNDyjqxfM/utPsamtam+tH+4FvdcmvX3uu4tTU/PYSg6EGEjCCj04CEKk7aVcoBLe9aMA5F6B2UP3QOkLFZSgU2gzjXEkEIXYxWdF+bXwuAHXkD6h9ocbLRwXckWoeXHf+JB3GtM+TfhQidqYq0em9ProCUElk+xlHD9YAIIUpfQLjULKTdgNx7Apl2qkHI/zFa/g3Ykbeh7peohd5S6TjjUETp8zm1FcvEYmTVtbSuidUEHxiDlXZYG3bfUkrHr2Rz5oNaKaLjrHZrLZZScvpLz7GpujqthTSo6xzXoyefb9+GhiDmkcfvW1zCOYMG07+klNP7D3RdWOKmScKyKDhAgt3iXTu5beY0yiOK3Ty4Q0cePfNcehb9e1tcGxIJ1lZW0DEczomr8djC+fx1wecZJxVQp5XXxl9GeSTCD6ZNIdrCUjbf52fxzT9Iq8eMfvZJdrh0KwWcU0nLwF/g9/PFDd87KL7roOREzvnXJHbU7xPd9Os6948Zx4TDs6e3WkO2lttvbU0DQBTeq5RH8aFST/lQ8HO00NmqiKmFIPklWGtAloO5RLF8o6+2GjCkXYfd8Bh25SXIhkdduojcEIPoG6olc39eT+hiCF5ASvxOhJV8RfEjzuMXeF/c8DCy/FRkxQXI8jFOKscFdmXKItUTUjpNAC5ILlMF5wzEID4XaTc6ASNG6lQkI8prJDYl+32bbt/4PNk9vjMmpZwXy8coA6ocIYRAlDwNWm/U90cDBPhOQHSc3q5clGV797Czvj7DIyJp23QrKOSz67/LpAvHpxag5gjoOucPHsJtx5/IeYOHZASMunicW6dPYdg/HuXoJx/j9BefY/Gunfs1z/LGRq55+w221dUSc4LQyvK9TJj8iqfj3zeBJxYt5NinHue6dyZz+ovPc+kbr1Adzd4xd8uI4/j8+pu5Z/TYjFRe1DS56q3XeWHZVxkBA6AhmeBH099L+91p/QfgcynqlwRD/PWMc5xToJ88n4/SUIjnLxh/0AIGwJe7dlDdQocqYVn86sO5B1Wf6tubngKw9qjefgzV0SNNUgXv+GxHlrrlHiMJkUnYvkOcxzW1GPtH7hO4s+uQleeDVUHbFi/U/ewG0Nu+2xNCIIruR+Z/H5LLlaeEMTQ1L6GFkZ5xvlnHkB1FVt8MZdOVfEjaTXKQoBA66B6eBFox7sKIQvlaJBfjbnAVRUanKoZ3a7DL8U49Zrtuj0oZls3LmZUtjJ5QNgvMVUpa3jf8gGszbqhobHStQVhSsr1WLdC9i4v54bHH89jCBamFzKfpFAdDXDPcWzHghnffZNmePSl9o3VVlVz91hvMuHJim08Hb3y9AqtFcLClpD6e4OOtmzm5Tz+PK9sflZEIqyvL2VpbwyPzP1OGT85jS3fv4ofTp/DSRZdmHaMkFFLif0LDluknAdOW7KzzbpGeu2kD5ZHGlPHRDycwmkAAACAASURBVEYcx8wN66iORomaptPlpfGHU89gVK/efHnTLSzatROfrnFUl24H3bVv6to1HrUUwYvLlvD9EccdlLrXtzZoSCmR1dc7bY/NTIfqf4/0HaJkKDylwi3Vl+88LuOzIHgxouiX6ufIpBwChodFvVYImipiyeRKVSQ1+iOyeGVnjKx3US2dbtC75eZ9gYmMvIYo+En62Foh0nccJD/zuE5Xi79X66gxBLRuYG2ipY6TyLvG+Z0XhyFHFd7AdxxTK7fdkg/3wjXqvrJeSXsEjsvtXjiCib7Dcn7+/mBo585pukNN8DsCguMmPYMEhnQs496TxvDOmtVURaOM69uPG486xrOwu7qinFXlezME8UzbYtKyr7hn9Ng2zXN7XZ1rfcWSNrsbvFtc3WDZNuuqKgkaRquF3eaQUvKAwy736zoNiUTm1s+2WbxrJ7sb6umSnz1rUBmJugoGWtJmSFkn1lZVunP/NY11FRUsjO/gXyuWEjNNrh2uOFALdmynV1ERVw87kt7FKlUWMAxG9tx/4c22ImAYrqtQzDJ5dOEXvLR8Kc+cf1FOhl1twQEFDSFEMfAUcDhq7tcDa4BXgT7AZuBSKXPReWgjzBXOjrTlkTmOjLxA9pdmkxZQZFSllcKXqS6b2DzcA0ZA1UWEAb4TIPaa08HVNIcgFNwNMopddZNj/6p616UxGPJ/qCS8jezOYtkgCm5D1rQU0nNDUslluI1R/DCy8gqwt5NeWNfAfyKi6PeeO3UhBJQ+hay6ydFm0lUhvuBOhP9o1QpNEHCp/5ifY1dMQBQ/hHDjxTTdI3wZMvovsPay73NwiHW+w6D6FiCLe56s8X5sPyDtKmTkdTA3qJNI6Pw2n0Y65eVz9dAjeHnFsmanCI2kZVFt7UuzLN+7hz2NDXx07U058Ru21da67miTts36LAQ5L4zo1oN31nydsYMVwBGdW+8Ma8LHWzZz26xpxBxxxJ6FRfzj7PPoGM4jYBgZ3UnL9uxm+vq1GEJDE8pytXmXkhsMTac6Gm01aJzUuzdvrl6Z8ZqkhJuPOZaPt26m0iXVFTFN7v5gNuUNjSkC3sryvRzasYxXxl/WZv5Jc9TEory1ehVba2s5qms3Tu8/0LVjKxsuOfRw3l3ztWuxP25Z7G5s4Oq3Xuez629uV9mZAz1pPALMkFKOF6plKAzcDcyVUv5eCHEXcBeQu2FBrrBrcS/JSLAqEPk3IuMfkHsx1VIqpL5BoHmR9gSi5O+qqwqQ4UuRDX9VeX69JyL/FkRgpCrQJ5ehiGLOpeYSqPk+Eg3pH4Eo/htCa7sMhAiejiyMQMMfVX1ChJ3CuQuZzeO0IPQylZJJfqkkQXyHK0FDoSNE6yxSoXeHjlMV+U/WgnFY6rUIoSPzroeGh90vNpcgKydA2VzPhVdo+dDhbWTkJYjNaeatrngWssNrKv3mJigok+BrH0a8Gm4NsupyNS5xiM1ENj4OHSYjXCxps+Hu0WMY1qULzy1ZTF08Tqe8vIzOqaZU0EdbNvOdvq2ngg7pWEbSZWEN6DpHZeExeOHMAQN5bOEXbK2rTZ2MgobBqF69M7qJvLC9rpbvTX0nbTFbX1XJaS8+p9pxheDcgYO5/+RTCPt8/O6TD3lh2RISjmaVLbM1Iu+DELSqzQRwcp9+HN6pM8v37E7NKWz4OP+QIQzu0JHnLxjPha+8RNKlhXVrbbqUTMw0WV1ZweyN6zlzgEsbdw74unwvEya/imnbxEyT11et4K/zP2fypVe0SSX4qK7d+N4xx/LYwvmYtu3qqR4zLT7dtpWxOXqw5IL9DpVCiELgJOBpACllQkpZA5wPPO887XkgS/X2AOAbjrvPd1AZ3/hPgtB4Mu1Ew7jHSiNFuhN515LpqqaD0Q/QkfFPkVYFwjcQreRvaJ0+ROvwojIUAqejyy015iw8iQXIuv/L8YVmQgtfiCj7BNF5CaLTIqcZoPl8/aB1gdDZnmMIIRD+EWjhC9F8AxFafk4BI+1632CE/9iM4KdOKV4FQKk6vGLveTzujKEVoOV/D63jG2ilT6TJkQvfIETZDNAHkUY+FCFHBr79juOy9m5He6vpxBMFu1K1BLcRQgjOHXQIky+9gtlXX0ff4lL3VJBts6shNxvankVFnNZ/AMFmxXENQdjn44rD2956GTAMJl96BTceeTQ9C4voX1LKHSNH8fezzst5jFdWLMsomktU/ca0bRKWxXvr1vCDaVNYuXcPLyxbok4kznNyCRghw+De0WNzak/VNY1JF4zn/0aP5dhu3Rndqzd/PO1MfnOyYmsfWtaJW449vlVHwiZEkkk+3Jx7w0VL3DZzGg2JRIp8GEkm2VZbw6MLPJpXsuDWY09g7jXXM7ST1ylQUtPORfEDOWn0A8qBZ4UQw4FFwI+BzlLKXQBSyl1CCNftiRDiu8B3AXr1anseUGgFjvnRI+zTBwqC3g0RusQpKv8SmXclsnESRCejCH4C90KuhODpauzACciCn0L9n5yirgl6LxABZMV5NLndydB4ROEv01I5qoW5tU6rhBL+k9E2LdRpr184/BOAooeQvmMg+pJakINnIfJuRIh/j7eBNA7BmzQHEEWaG3L+I3WDEAHo+Doy8irEpoMoRORd6c5/2U9IGVUF8gxYiiMi7QOSQR/RvTtvr1mVmQoSMLwNqaA/nXYWTyxayIvLltCYTDKmdx/uPPGk/eZIFAQC/GzkaH42cvR+Xb+roSGDs9ASccvii+3beH3VChJm6y6WAHk+H32KS+iaX8CNRx3jqTvlBr+uc/nQ4VzuwWE4rKyMPL/flaHfEj5NSxXH24rySCObazPTpwnbZsra1dw9ekybx+xWUMh1Rx7FL+bOyvguJW2bY7u3r8TQgQQNAzgKuFVKOV8I8QgqFZUTpJRPAE+A4mnszwS0vOuRxqGqhmFXKSvU8ASE1uyPRSuD2Nu4L+Rh1XWFjSj+S5o/uJY3ERkarxYNrQRZ/wjEP1DjSCdyR99CGgMRzVRyhRBI/3HZXfGaYEdAP3BRMSE0RN4EyJtwwGNJqxxi09Tu2j/KUz7c9Vq7Ru3M4/PIaj0rwoh2KDwLEVKnwrxrD3gsdzRtMlwg65F7hiCNwcpDow1s/CacOWAQf1+QmQo6vkfPFFM5Fxiaxi0jjuOWEZnF/6Rl8c9FC3nZKeSO69uPO0aOPqjubqN79WbmhnWunT3N4dc1GpNJNE1g2+4aSpaU6I7M+qNnnsuYdkyzNMeJPXtj58hZ0zWNS1uR+fCCITRPCRifvv8bkDP6D1TeHBXlqRRcyPAxcfgRdMvCnN8fHEhP2HZgu5RyvvPzG6ggskcI0RXA+X/bBF7aCBH4/9h77/CoqvX9+7P23tPSQ+i9F6nSUbBQRBARxV7AitjLOXqKeuzdc6zYewEBFUUpUqVKM/TeOySkZzJ17/X+sSdDhtkzmST4Pb+j731duSBT1i6ZWc9az3M/990XJXMCStYklJSbo+sE3rkgrb74dnAORaS/gqj7a4wObRegIYP7TI8HSynsT6PflvZESHwvzkpfyYqtefVfgvQuROYOQpa8gix9E1kwBln0cEI6R1JKk+7qW0R8r3Jh7tKKHzd7YPyrT9v5n24IYQdHvJWfhOA2ZP7Npi5YFWFXVb658lpu7tadhimp1E1K5rxmLfhrv/7VP+lTcPesn3h7zUqOlZZS6PXyw7atjJz0paWHw+nCsNZtaZKWbtlzUhE+Xefqjp1RLXZrdlXl+i7dOLN+A0a168B3V177uwUMAJfNxpvDRuDUNJyahk1RcGoaI9q0o0FKCkk2Gyk2O6l2B29eOKLajY6ZLhed69WPosI6Q9Io1YUiBENbtcGpaWiKQoOUFJ49fzAPnx1f1aA6qPZOQ0p5TAhxUAjRTkq5HRgEbAn9jAVeCP37w2k50+pClmA9iflNIybnwOi3SIn0Tofip0PsKJWYqRYLKWyhtYA6c0IS52vAvxKzUF1uR+pApD/9u3tvVwVSepFFDxBBHJCeUL/LAnDGl62Q/rUQ3If1fbJxcsUe6ieRHgisR+bfArU+Qth7nY7LOC2Q0ghRih3gvDi0YIgXOH1I9/uIjMTrHBtzjvPF+rXkut0k2+3kuEsxgHl7d/PL/r0Ma92Wl4dcWCOe/a78PJYc2Bch3BeUkhK/j2+3buKmblXfHSUCh6bxzRXX8On6bH7asR1VUdhTkI8vGAzfRaemMapdB3o0bMTf+w/ghaWLUYRAhDSrXhw8lJHtOtT4XEr9fn7asY1DxcV0qVePgS1axWQ9nd+8JUtuvI3Zu3fi9vs5t3kL2mXVRkrJltwcfLpOp7r1qsxyOhWvD72Iy6dOotTvJ2joKELhzPoNGNc99nfAFwwycdN6vt2yOSTo2JmrOnUJX8vf5/3MzF07wruMHLebZ5cu4rwWLSrV4aoqaiQjIoTohkm5tQN7gJswZ8UpQFPgAHCFlDK21CO/r92rDOxE5o0mikUlXCGb1chOeSk9poRFYB2VN5gp4LwIJePf8c9BP4Z0f2oGEK05IvkWhK3mX4jTCelbjCy8n2i7WMAxFCXzTev3BbaZ3uSBDcS/Xyoxezhs3VGyvq7GWZ9+SN8K0z1QloI0TB93I49KPwtae5Ta06Me9gYDfLt1Cwv27qZOUjLXd+nG9rwTPLZwHn5dj5kScWkaz5w/hEs7JN7fcyp+2L6VRxfMxW2RJhrWui0Thl9c7bGrir2FBbywdBErDh0k1eHgxq7dufnMHuGgeKy0hAV796AqCoNbtKp2PaYidublceU3XxPQdcqCAZJtNpqkpTPlimtIqaHPek0R0HUW7d/L4ZJiutStT7f6DWJbGkvJtd9NYcPxY+EFgCuUxvzw4ks5UlLC4C8+jiJVODWNe3v3Y3zP3lU+v9/NuU9KuQ6wGvj3VVOrAoStDdJ1GXimcbJgnmSyq2zRKy1Z+laosSzWJFHeTmM3A0/KA5Wfg1ofkZZwuee/hHgrWuvnpH78FGe/eIhT7AxWPbXze0DqR5GFt0dqfxmJyMeols2BZYEAl07+ikPFRXiCQRQh+GH7ViRYNvpVhCcY5KtN62sUNJqkpVt+iu2qSqsEqKqnEy0yMnlvRGwiZf2UVK49zUJ79/88g2KfN3wP3IEAewoLeGvVr/y9f9ULzqcTNlVlcEsLUzELLDuwn005xyN2jJ5gkBWHDrHu2FFyy9xoihIVNLzBICsPH6xW0IiH/9mO8KpApD0OzvOQZd8BuklRVWqB7xekvUekxpBnGrFZP4BSz5TYsPdAJI2pMr1TBrYgSyeYkuRaO1OGvArd4r8b7DE+WCLJ0rwIQJZNSlCTqxL8HgZSFpDSbzbpeaaZPSmuK8E1ynQ7BGTZN2ajYuS7Qv/GUAAAEA5E8riohyduXB/WcAJzxViZmm1FVBZY4r1vT0E+DVNSaZqWzu6C/Cgl1Gs7R4pRFng8vLNmJT/u2I5DVRnT9Uxu6tb9tKRQi30+nl3yCz/t2EbQMDinWQueOG9gXGnzmiLfU8Yui05vv67zw/Zt//WgURWsOnLIklQQMHRWHzlM/6bNYnqH1E+ums1uIvhzBA0hwnLkMrDdlB+RZUgEyAAy9e8nfcJlvCKuE5LvMLvGRQootat0HtK/Gpl/K2aqTJoeGb6lUOvDKuf0ZfAg0v2umfJSGyNSbkfEmvgTgBAOyHgdWXBX6JEgoIHzIohFYw1up3J6cWVwIlLuq+EYlUNKw6yfBNZTnqqUgW3gW4TIfMN8kXEE6+txmCw84zggQdQyx5BlJrss7dGTnigVMHvXjphf5sqgCsGoauT0v9u6mScXLcAI9UR0rluPvo2bsOLQQSTmiv+lIRdGdFEX+7xc+NWn5Jad7LJ/ZskvTNm8kZnXja1RXUVKyXXfTWFHXl5YymPh3j2sO3aUhWNv+d3SRCLOzln9f6iWmAjqJCXj1LSoz5JDVamTlEy95JSYaU57DRhZsfCnCBrlkFJHFtwU7T1R8iLS3tmUAncODfV0nPplF+ZkUfpiSDRQB6UBZL4f5dMd8/jFzxDpOS0BD7L4GUTtxPkCMrgfmXeZOWmhg74Xmb8amf4siqv6eWrhGBAyL5ptii46zo6/C7J1Nr27oyRXHKawoaXMSwUodSDlYUSoyC6NEtOX3P+r2WGffAPCyhe8OvAvM33NI2pbHvAtQgY2IWydEPZ+SO8soux4AVHr/dAiQZpeHQkgzWHtpVA+ZcWrkrTJyqqyL8KaI4d5dOG8iMll/fFjdK3fgLW3301A10m38Hf4asN6TpRFX/OO/Dy+2rCOG7qeWaXzqIjVRw6zt7AgQvvJQFIWCPDD9q0JX+OS/fv4YO0actxuzm3anNt69KJ2nLpHpsvFGXXqsjHneMSE6lBVLqtByu+/gZHt2vPy8iVRj6uKwtDWbcg+eiRmj8mWE5UoWlcD/9PS6FWGfzXRLnwAfjPVAojUB03nt7Alq2r+OK8EmW9OKLLUHEffhyy4MXHrzeC2qj0eA7L0dUxvj4rpCy8UPxPSfqo+hJKJSLoGkXJbzIAhgweQvmXgGAzCSeTHyAH2PoisKaDF8hC3Q9JtiDpLUZIuMcc08pEnLoLSN8C/FDxTkCcuQ/p+qdH1hM/Zt8IyGEAQ/KvM/zovDKn7VqRKu8BxPtI7H1lwJ7L4aaR/fULHHNv1TFxaZGe8ABqlplE7TnPYLWf2YPrVNyTU7VwRH2SviVqNBgyDTTnHOVHmtgwYAHP27IoZwD7fsA5PIMCUzRt5ZMEcPlr7G4Xe+JLkFbEzPy9KNRfAEwywJUG71c/WZzN+xg8sPbCfHXkn+HR9NsMnfmYZ6CritaEXUcvlItlmQ1MUkmw2s/vbop/l/wJbc3O46Ydv6f7+BIZP/IyZO3ck9L4Mp4vPR11O/RD116VpNElLZ+JlV5Jks9EwNdVStl4RgmYJ+I5UFX+qnYZJv7XamhqmLDYhx7fas8A7G+nfYLKdXJcgS54nOnVhmE2FgbVgT0DvSKSZWk1Rj1eR8+1fheUKXnpMc6XfqUYgpQdZcLd5fGE36xmO88x//cvNAOK6ApF6P0LYEbWnYHjmmLay5ZRjkQRKA0TKHRH5ctMfPY+T9SSTmiuL/gl1ltao8xpMvS2Jg6hdkbCF04xC2KHWZGTZJ+CZEbqeUeD+JNTY6YOAQHrnIdOeDge8WDi3eQtu79GTd9aswqaqSCnJdLn4YtQVPLVoAQv3R0tRuFSNyzp0rJYY3lELgyAwO5hz3O6YxkXxVuxBw2DIF59Q6PNSFgjgVDXeXPUrUy6/mrZZladnW2XWsizSujSNMxJQX/UEAry0bGmEjlXAMCjyevkwew1/7x+7D6FZRgZLbryNeXt2c6ikiC5169O3cZP/U6q7X9eZt2c3q48cYtLG9fhDk3uh18tDc2eRW1bK2K6Vzx1nNmjIspvGsTM/D1UIWmbWCl9Hy8xadKpbj/XHjkbUrhyqyi1nnn5a9Z8raNh7xtCrciFCEiIQmjxcIxEuU29HGqWxJ2oUMBIU8U2+CUrfIzJF5TIfrwqU2mBYrdKMKgcgKSUEVoN/Pah1TQvcU6RNDMNt7gA8P5q7LQzC/uy+RZByD0qt96xP1XUB0j7HLEDrhxGOvqbMyakSJ5X4o6M1q9J1RcF5MZS+apETUpH2QeCZgSz72Fw82M9F1PocodbBKHktlM4sXzBIwAslTyBdw+Ja+wLc2+csruvcjbXHjpDhdNG9QUMUISj2WzfXqapCSTUb7wY0a86O/LyoAnrAMOLKY9/Tux/z90bL7QsgzW5na96J8ErWqwfx6UEenvcz3191XdR7TkWfRo1pmp7Brvy88ISmCIHLZkuoD2NH3glUJXqSDxgGi/fvjRs0wOwZuahtu0qP83vgWGkJl0+ZRJHPa0l79gSD/OfXZVzbqWtCKrRCiJiB+oMRo3hwzkyWHTiAoghS7Q6eGzQkYZHJquBPFTSEkolMvR9K3iBcjBYu0NqBc7jle6T0mn0e+iHrQWUA7InlfEXyeKSRD2WTQ/pVAUi6ApF8e9WuI3kcsugfRAYfBzgHV0myW0q/WRwObjSDgHBA8bOQNTFcSzACOyFvJLEps14o+xxSbot9vmoDROq9lVxUrPMO+aPXEELNgswPkYX3mjIw0gjtJEZDydNmLaP8fnq+RvpmQ+2fQsHMqjguTJVfW+VdvFlJSVH0yqGt2rA5NycqnaQbks5VkBCpiJu69WDK5k0U+7zhCdqladzdq2/cgnOXevW5q1cfJqxeGX5MEYK2tbLYX1RoKT64JScHt99PcoVxt+Tm8EH2avYVFtKzYSNuPbMn9VJSmHjZlTy1eCEzdm5HNwzObtqMp88bnJAtbVZSEgHdui6mqSrDvvqMfYWFNE5L469n9WdoqzaVjgkmo+uV5Uv4ccd2QDK8TTsePmtAzBRedfDIgrkcd5daqs+WI2gY5LjdNEqrGZMs3enko5GXUeT1Uur30yA19XcxYIIaNvedLvyezX1WkP7fzBqGUYRwDgPXiJgrRln2LbLkqRi1ECekjENJubtqxzdKTa8LtVG1XeKM0vehdIKpnSV9oLWG9JdRbImvqswx3iKyOCxAbY1SZ4b5mpzzQqyiOBDJKPXWVvkaKkJ6vkMWPUlkINRCjX9f1mjsiONIHelbBEX/BHwhynAMirVS39zVBTdZPOlE1P4pYRLEqbDq4bCrKk+dN4jLayAnket28+6aVSzav5daSUmM694z4X6AA0WFfJi9hiKfl6Gt2jCkZWvO+vh98jzRtQNNUdgw/m6coZrNL/v2cufM6eGGRZuikmTTmH71DWHJjfK5JmEtMyn5YftW/rlgblRwtYfSfRXTMU5N48VBQ7m4Xfu44+qGwYhJX7C3sCC8K7MpCk3S05l93Y018skoR9Aw6DDhtbgBA8z7uO72u0n6HW1hq4PfrbnvfxXC3iNhgTnpXx4jYCiQdF2VAwaE/CKUmm2ZlZRxGForKLwfsJkSHnmXYyTfhJL6YGKDeL4j2m9Egn4AqR819bEqCxgIsJ+GwqLzUtO0qmxyqF6im+6F6Y/XfOwKEEI1/TBkIXGZXWDWh4x8iKqFqKC1qXbAAEiy2fj+quv4butm5u3dTd3kFK7v0q3au4xy1ElO5rFzz+cxzq/ye5umZ/BUSC68HJef0ZFP12VH1CQ0IejfpFk4YEgp+eeCORETe8DQKfEZvPLrUl6/0JTor2ot4b3fVvPmql8tacuGYRA8ZUL2BoO8uGxxpUFj8YF9HKogEmmer8GBoiKeXfILfzt7AD/v3sXLy5dwtMR0BvzrWf25tP3pZ11JKVm4d89/LYVWHfwpg0Y8yOB+ZOlrZg1DqW1am1pZjAqXSVH9L8EwyqDwQaIKu+7PkI5zouRRYoxSyXOVfcltIJyI1Jp7bAkhEGmPIZPHIUs/Bs8U0I/BiUsx7P0QGf+ObMKsJqSeB4GtVBowwgiavh36XjOliA5qM0TmO5UfS0oOFhfh1DRLVVmXzcZ1XbpxXZfY/t//bdzXpx9rjx5hY85xJGaPQ53kZF4ccrIGeKKsjAIL5zsDyZL9+9idnxdRuE0E3mCAN1etsHSlA6ICRjmOlJZgSIkiBAFd52hpCZlOV0QqbEturuW4QcNg4sb1/Lh9G2XBQDhYHS0t4dEFcxHAqAQDh6YonNWkGcsP7o+729Cl5Plli/7/oPH/EqT0I92fmZOQDILrIkTyeMu0kAweCvU/uDGZUbmYklqn/tEVEBlg7/t/cAXRkIGdUHATkamccniQZV8nFjRco6D0HaL7LATStwrhuhiUJmActHizajKnnMNOG1tLBvcii/4FgZWRT/h/RRbei6j16Wk4SpDKg2FFGEAAUXepKS+j1EYkkAJceeggD86ZSYHXiyElZ9Spy1vDRpw2meqyQID5e3dT4vNxdpNmYZ/q042tubkU+3x4gkE0RaF/sxa8fuFFuCqkU5JsNmLNi0U+LyO//ooMp5M3h42gS736zNuzm5WHD1I/JYXL2nekTnJ0zepgUXG1cvK1XUkoQvD1pg08v3QxumEQlAbD27TluYFDcGo2mqdn4NI0y+J0wDDIt6AUe4JBXlm+NOGgAfD8oCFcNmUibr/f8ljlOFJSwuL9+6iTnEz7rNr/TwmZWuEPX9Mw8m8NMZ/K0zB2UJsian8fVccwih4NNfadWvS1g5IW6tHQQWtt2rXWwOu7KpDBPcjSN8G/1uwhCWzD0oM7DCei7hKEcpJJJf3rTfkSfTdoZyBS7gKtOTL/BlP7KaqHwWXSiFMfg7yLidxpCcxdRvn9UxGZ71bLU+LkNe5H5l0aR8fKgagz27SarSGM3AtBj2YLWUOA40KUzNcTHv9wSTEXfPFp2AsczBV6o9Q0Foy9pcYFyjVHDnPTD98BEkOaPzd06cY/+p97WiecPQX5XDzpi4hVuUPVOLdZM24+syeeQIAz6tRh9ZEjfJi9mi0ncuNKnyRpGk0zMjlQVEhZIIBDVVEVhY9HXhZlqFTk9dL3o3djyq7YhAKCiJqGS9P4R/9zaZSWxt0zf4w4b6eqMrR1W14dOhxfMMh5n31Ebpk7YQ+Ncuy+58Eq3WNfMMisXTvZV1jAlxvXkW+xIwNItdsJGpKm6el8cslllfqe/97409Y0ZGCjSSeNyNv7QT9i+mycaofqX4MlS0jYIeN9hOIy01Kq6b0spd/s5/AtMmXWXVcitObW52KUmRLbRiE4+ibc6SyDu5B5l5uMH4wEagzmNcqyL83AAEjfUmTBnYTvg34I6Vts0kprTUZ6voHifxGZsvFAYC3COIismw3ut00lW6V+yKq1vIgcOs+C26Dusmo7EcrSt2M034UgbKDnnpZdjcj4DzL/+pBkjJe4ulLISmXhT8XXG6PtTnUpyfOUsfLQQfo2bkKxz4dT0xJq4Mtxl/JB9hqWHzxAw5RUVh4+hDsQyej6auMGBjRrzoCmzat0A1oL5AAAIABJREFUrvHwQfaaqCDg04PM2bObpQcPIKXEEwxiV1Q0xUwHaYqCpiiWdQifrrMrPy98b3y6DrrOfbNnsOzmcRHB1KlptMjMZNuJE1HjADhtNh7oexYTVq+kwOsh3eHk3j59ua5zV6785uuo9JNX15m1awdPnjeINIeDb668hofmzGbFYatdtDXqJCVVOSg7NI1R7U1qcZP0dP61cJ5laqwk1M29Kz+PW3/8np+uuaFKx/m/xB86aOBfb1Iro1CG9K9BnBo01MbWK1AZMJVq1ZMcaSk9yLxrQh4SZYCGdH8JGa+GZTHCr/WvN+VLkOZEVQLSNQqR9lSlH0JZ8mqoEF+VFZFhuueVB43ip4gMnCH5kpLnULImY2af7UQVxWUZ0vsLiuNcSDXVfI2S/2BNv5XgXQgua+pypQisIW6dQQZNhthpgLCdAXXmIz3TTSp12WSiCQEVUPo60nlxwhPGweKiCNmMckhg1u6d3DlzOsU+H5qiMLJte546f3BEuqcijpaUMGLS55T6/QQMg60xZCE8QbNr+3QGje0ncmPm4ysK6PkNHX/oT6cIwQWtWjNr544oy1ddSqzyWCV+H3sK8mldKyv82K0/TmNPfrSjgiZMltNbw0bQoU5dxnY9E58exKFqSGBzbg77C6PtVMGsM+R7ykhzOGiUmsbE0VdyzbeTWX34UEIVLodas+lydIeO+EK9GeV9OlaLiz0F+ewpyKdlJUrEbr+fgKGfdr+MyvDHDhpqg5DH96k5ezsYxcjA9oj8tEi5HZlfMZUF4ADHOREBA0C6J0FwT4XXBoEgsuhhcKxAiHJmiY4sHB+ddvFOB8c54BwS/xoCa6lawAhBqW96XZR9Dfq+GGNvNv8VqSBUi8PY4FSdJaMYS1MracRJLSUAtbHZxGcJJ6TcWW16shWEkolIHguAEdwL/iXEvM96rhlctCYJjd2vcRPm7dlNWTAyj+0LBvlyw7rw7wHD4LttWyj0efngYmsl4TdX/UqJzxez8Bs5fs0kZE5F53r12ZSbYylREQu6YWAT5m6jMp/wcpRTdMux4fgxso8eCXdPl8OhqNzXtx+39+gdDuBCCJyajY05xxn34/eU+H0xPcd9wSD3zPqJ85u34KZuPch0uXh16HCu/mYyeZ4ydCkRmCwsq7t9pLSEgK4n1IgXC9d27so1nbrgDgS45puv2WyxCNAUhSJv7EVMXlkZD8+bzdID+wFonpHJS4OH0rV+g2qfV1Xwx9aecpwTagw79TL94J+PzLsCI/9WM80EptJs+nMgMgEnpiXsEES6hSObdwaWq1PpQZZNPqlHFVhP2FM86nVfYBQ8iHH8TIxjZ2DknIvh/jpSy0qpmvS6CQeojZF5V4InjrlReUBwDsS6OKxGyaIL5/kVdLkqwgD7WdU419C4yeMx7/mpT2QgMl5GSRkf9/1SP47Uq+csLFIfCln7xhzdXHwkiJHtOlAnORl7Bb6/CpardonZ4/DumlV8v20Lv+zby56CkyvspQf3JxQwkmw2LonTYb0zL49P1mUzZfNGin1xdlUVcFv3nlVeXRtSkuJw0L9pM1wJpN7KtbgqFvJjaVL5DJ39hUVRO76yQIDrv5vKcXcpZYEAQcvsgnn/N+fm8H72GoZP/JwCj4f6KanMH3Mzb1w4gsvP6MS4Hr1iCk3aFAX1NPRwCCFIsdsZ0qqNpSWuISUd6pz83h8oKuTTddl8tXE9uW4310+bypID+wkYBgHDYGd+HtdNm8qx0pIan1si+EPvNISwQa1JpiNdcDvmCjn0gSrPn/tXIkvfMoUKAcU1AukcZspgi7TYq1vLiRPzGCUvmXWOzHfM32OJCJ4qTWIchZJnkPpBRNpD5mFS7kAW/o2o7m/tDPMa9MNA+QpfBWyQ+hcoeYVoVlRFuCD5FvMYwgWZnyALbg+9J5TjT3sRcerq2j7A9N7wr6pQg3BB0pgaEQOEox8y7WkoefZk/cY5LGSLG7tLVwZ2mH9f/SAgkUptsHU1+yiSRiPU+KsvwzD46cN9LPumB7f+M5uWHdxEylwJfP76/PTqajLqptP/st64UuKnA1yhHox31qxi1q4dSCk5WlpimZoBczJ75delGKGVrl1V6Va/Ae+PGEWWK4lDxdaaUpoQBKUkSbPRt1ETLmwd3Q0tpeTJRQuYsmUThpRoQuHJRQv54OJRnNUkdp/J1C2beH3lcrzBAC5NI2AYpNjtlPh8cSmkLpuNoa3a0LNhI77etIF3Qv7kVu/QFIV0h4N3LxoZ8XjjtHRLsoBDNescp2Lunl0YFoFCEYIkTaMsGIwoePt1nQKvh4/X/sZfzurP1hO5/GXuLIK6gYHEFwyiChFxneXquKezy/rGbmfyzdZNnHCX4dWDCMwayL/OOT/cAzNh9QreWrUifP5PLVqAECJq92fShTfwYL+zT9v5xcIfnj1VDiN4FE4MwjK1omSh1P21SuNJ72xk4X3ETh25EOlPII0glDxi8bxC3Bx+yqOmNLgQGO5PofR1wjUR5/DQZGpyz6WUyOABhCwEW3vwLTHTZJbpIgVTZXYMIvUvkaKBUodAdkgapUe0PlTF1/nmID0/mn0arisQjn6xr6UKkFKvPGCXv9YoReaeB9JqUrUBGiLzbYQj9hfpjbs+YO5ni/CW+VA1yZOf7aVzHzeOJBWEnbJinYcub8O+bTZsDhuqqvDSvH/RtkerhK9pzLSpLD14IOHXgxk4LmjZmmFt2vLXObMiiqd2RaV7w4b0atiIYp+Pgc1bcnbTZpYT2pL9+xj30w/49MjPfbLNxprb7owqxOuGwROLFjBl88aobuv3RlxC9pEjvJ+9Omb/RKbTxetDh9O/WfPw8e+cOT2KcqoJwYi27Xlh8NAoz21DSgZ9/jGHiosiJu4Uu51fxt5CLVfkgu2Tddm8uGyxJXPrknYdmL93t6VseIbDyfODLuDRhXPJO4XVpACKooQDZu+GjXnnopExa0/VRYnPx8SN61mwbw91k1O4uVt3zmxgEm225OYwesrEhI27hrdpy1vDTo+Fbzz21J8maEjpQR7vjjU7KgWlXnaVxjOCB+DEUOvxyqH1AWN3tH9HQnBAyn0oKbcCIaaWfsjsE6ikyU36liEL74kdNDLeRnEOrMY51RyGZ4YpHKgfNZvk0h5GxDJ5qgSybAqy+Fms+1VCUGoh6iwLu/NVRP6xAq5vcRcBX8UJTdKpj5+rH2yO5mzEk9evxVMS+Teu0ySLr/a9k3BhfNhXn7E9r+qfAZuisn78XXy09jcmrF6JTVHw6zo9GzZiwvCRpFWi3SRDk+++IuvC8MVt2/PS4KF8vn4t323bgiEluW43hTHSV53q1mP61dez/OABJm5aj9vvp25SCt9t2xwxuTs1jf9cMIwLW7dFNwwGfv4xR0qKI16TbLOzcOwtMRV2c9ylPDT3Z1YcMoNtm6wsXh58oaUA39bcHEZPnRTF2Eqy2Xji3IH865f5Mc2wnKqG37D2aleE4C99z+bCNm1pkWHucHLL3Ly0bDFz9+zGpiiM7tCJ+/v2C+8MTideWLqI97MTmxddmsZDZw3gxm4JqG0ngD8t5bYihHAhtQ4WOkIKOKpu/SjCjKM4E5YgLLledfjAPQGZPMaUGRd20Fom9lZ7b2L/aQ1z13JK0JC+ZciSl8zivlofku9FSar+qkVKHen+ANyfmjsBWxew9wP3R5yk/u5i97KH2LPvFhq2PZeOZ7evEqVR6keJe//BTHUFd4AtOt+/Z8MBNJt6StAQbFrp4NMXnexe9xvSsGD75Jeyb9MBWnROTHn3/OYtInSOEofEEwhyV6++jO3anZ15J6ibnJKwuN3Kw4c4WGwhxR/Cz7t3sjU3h0MlxQk5DO4N1VrOatI0nNq6fOqkqHSVNxjkmcW/MLRVG1RFYfLlV3Hz9O/YfuIEErM2cFevPnEl2esmp/DZqNG4/X50acSsMwB0qFOXC1q2Zu6e3eHeGJem0bVefS7r0JFJmzawMee4ZUHfq8e+bkNK3l6zMjwRewIBRn39Fbll7vBYn63PZt2xI0wafdVpb8o7dfdTERVJ4poQpDkcjO4Q7VP/e+BPEzQARPozyPzrzPQLfsAJSnL1ZDDUZqbPuHE4xgtc4LoSgputV/xKnRATKU7dQXpMWqhrdGQayb/K7HI38k0jJHtfhH+ZyYByDEVojZGZ70D+NdbjBneZ40g/BHcjg3ug6B+cnMz3Q8mjGJShJF1V6a2wPPXip0J+66ExA9nmTwh+n+DJm5qzcWUKQpmHEMuo36IuL89/nPTaiU2Kwt4VWZYUv79DGqZ6rwVqN6qFp9R6Vb0rO9rrInxcIdBjKK9a4dbuPZm2bQsFXm84cAjMNJPf0GMmOBumppERUl1NsdvDaYtE8f22LXHrD35dZ09hQcINblmuJL7csI42tbLo3agxQoiYRevj7lI8wSBJNhu7C/LZV1gYvs6AYfDmql+pnZRUqThjcoJ2sP8ZOpzp27cxefMGAobBxW3bMaRlK/YXFTKgaXOOu0vJdbsTZnSVQyD4Zf9ehrVuy/Qd2yjyeSOCj0/X2ZiTw7pjRxP6+yw/eIDXVixnb2E+bbNq82C/s+nRwLr3qG+jxny7dbPlc7VcLhyahjcQZFDLVvy1X/+EVINPB/5cQcN2BtSeg/RMNidOW1eEa3S1NI2EEJDxGrLgRgulVKfJunJdhDQOQem7RK6InZD6iOnY5/6ImCqrGFD8FNK/EtJfOlnfKHn15HiBdZh9FiqgQMlryNRHEElXIUkDLPL9Sh2MsmlQ8jRmnaSMqNqM9EDJf5CuK6psgCSNwpAYYuyAOOm1umxYkYLfWz62l4PbDvOf297lyWkPR44nJTM/nMfkF7+nMKeY9n3aMO6lG2jVbQCorcydROhYug4/T6rFrK+y0IOCQVfCyL82wmHxSc89eAJFVTCqEAAAXClOWnZJ3N+jliuJmdeO5ZN1vzF79072FBSAlPgsejnAzKc7NI3nB11Qo9WrJH7bIpBwwBCYgeC5pYtQhKBFRiZfXXYldZOTOVAUvZtxahrOUL3kxWVLonYynmCQl5YvYXSHjqdlha4Iwaj2HRjWug1PLlrAC0sX88ziX9ClRBUiXO8pJw8kivLCOMCG40cj+lPKIZFsyztRadCYv2c398z+KXwvfj10kBumfcPHIy+jb+NoOvcl7c/g0YXzomoamhDcfGYP7uj533Eg/GNTbkMw5bBXIr3zQdgRSTeZtNrSt5A5/TEK7kXqx6o8rrB3hbSnQivZ0KSttobMD1EyXkEIxfTKSLk9RP21mcdNexTFNRwl9UFE3RWQ8hgQa0XlBd8cCGwwJdVL/k1kANIxp4Ug5u7JZzKQjBxIGRdNJRUucI6A4sfNHZB0E3NakSWh56sI/UBI3C82Zk3KqhAwTAQDOqtmZuP3RhYt37jrA96480OO7snBU+pl7fyNPHDOY+zfcgSR9SUkjwO1CZDMs+Oa8+7jjdixPondm1189kIaDw9+Ct0iNVR0ogS7s+q56MemPIhSReplpsvFg/36Uy85xZT+OOV5kwHVmO71G3BVpy5Mv/p6y4kEzCC6pyCfXfl5ca2GL21/RqW59kSma1UIBOaq2hsMUhYIsDM/j+eXLuKuXn2jqLUuTeOmbj3CE/Wu/DzLcQs8XstJuCb454K5fL99Kz5dD++y9JCEesBCGdc8XxtXndEJzSJ46YZB/1DDZKvMLEsasSoETdIqNz97evHCqODpDQZ5dskvlq/XFIUJw0diV9Xw38mpabSslcWYLtX3ba8p/vA7DRnYhiy4OdRVLczUlFI7JEYYmpx8c5B5a6D2XISSuOGPDGyFokeI6NfQD5g1A8dXAGbgSLkTmXy7OQGLlIiVu1BSESk3YKj1ofgf1kwg6TNlP6Q7ZN5UmbObAN98RPJtSHzg/thkXQk7pNwJvnXEp+OWD+OKQy2OA7VxhMRIxHmhADp+r/V0JSXoFZqztq/ZzU/vzo16ndft44unpvLY5AcRqfdA6j3szN7DmkWP4vOcnIh8ngB7Nx5g9ax19B0RqY3VeUCHKqWZAPpe3INO/St3nIuFtceOWj5eFgxw+RmdGNmuQ1w/h60ncrlzxnRy3KUIIUh3mEKA3S1WuX0aNeaKMzoyZcummDWLeGvuJJuNdIeDXHcZpybR/LrO9O3beG7gEAo8Ht5ctQJDGkjg+s7duK/PSTZdw9RUc3d1CpJtttPKRir2eZmxc3vc2lG5zIkqFPQQTXdE23Y8O3AIxX4fi/btoywYQEFg11T+2q9/uPZyWYczeCMk1V5+NwRm0OlWSWNdQNdj1pd2xCFJDGzRktnXjeXrTRs4WlrCOc1aMKJNuyr7x59O/KGDhpS6GTBOZS9F1SEMMNxIz3REcow6gNX47k+IdnXzQ2AdRt6VYBSBvQ8iZbypVyVip8EU1xAM4wSUPE9006At5MGRQeKS3sKUG0+5B5k83izIK5kIoWF4r6DyLnMXJI+zZB1VemSlFtI5ArwziequTxoDnqn0HVLMLz9kogcjg0eLzk0j+iA+fmRizOPsWLMr4veNS7ZilfHxlHpZMGlpVNCo16wOF98+hJ/em4vfW/mKV9EU/vrxnZW+Lh4yna6Yq+t//TKfb7du5rNRl1sGDk8gwHXfTolgN5UFAoz9/hsW33gbma7IXaUQgifOG8RVHTtz3+wZ7CqIluVwhdJI5UGlTlIyI9q2xx3w07luPYa3bkund9+0PN+gYWBIyS1n9uDGbt3JLXOT5XJF7W4e7Nufh+ZG0oZdmsYdPXtXu+9BNwwW7ttD9lHTRvdYaQk/79oZ0+WvHAK4p1dfWmTWIt9TRp9GjWlVKwvdMGiXVZvF+/cBkOFy8rezBnBFx87h92Y4XUy9/BoemDODLblmJ7cETnjK6Prum4zv0Zu/ntXfMt2mKQqpDgfFFla+tZPiL1SbZ2Ty9/5VJ+v8XvhDBw38q7E2ULKCJ4ZDWxzo+7GexAOhWgPgOYj0zoTaP1Sq0CpcFyJLXrB6BpwXmcVzpX5IFiTel0OC4yQ7SggbqBU6y+0DQp4SVrsBxbReTR6PCDX/VQci/Wmz0c7zlVkz0doi0v6FsPdCpv6FW1/LYe3yx3AXleEr82F32tDsGn/56I6IcQ5siWGzC9RulBXxe636GWj2U9lQJhZ/8yvXPXIZjdo0YOWMbHIOnKBtz1bc/u+xdBrQgZfGvoXXHfmFFgKEIpBA3Sa1eW7mI6RnVa3+ZRgGm5dtp6SglE5nt+fGbmfywtLFlgXqskCA9ceP8fOunZb+CnP27LLUtNINg+k7tjK2qzXdskOduvRr0pS9hQVRx1WE4J3hI8lKSkJRFJqnZ0RNemc3acayg/sj6h8CSHc4aD/hNQD6N20elh4/FcPbtOV4aQlvrV5BkddHit3OHT17M65HL8vzrQyeQICrvp3MnoJ8ygKBSus2FREwDOqmpEQ1Qj65aAHfbt0cDmz5Hg+PL1pAp7r1Imi+bbKyaJyaztbc3IhjSuD97NU0Skvj2s5do44rhGBc915MWL0iKnje1eu/U5uoLv7YQUOWkrh3ghO0tokPLSXIRMYOgnQjS99BpD8T95VCyYTMCWaPRfi8DUT6vxFq6INb6yNk/q0htVstVMQWkT9pjyJUawe43EN5HNzak4a1v6Fug3zCgUO4IGk8IuVmwI4QAiklK2dmM+fThRiGweDrz6XfyJ4J5fOFsCHS/opM/Yt5DRV2LEIIajeqx8dbX2Pu54vYunInzTo0Ytgtg8isF+kL0aBVPU4cjl4hA1z36OiI3/uN7Il6p/XOyNANPn50EttX7aKsxEPQr6NqCu37tOHZGf/k811v8cINb7Jh8RaEENRpksVDH99JVqNaqJqC3xPAmVw1dsqBbYf5+wVPU1rkNrt4/UGMZ/vH/daVBQLM2rXDMmjkut34LVbSXl1n1eHDMYMGmCmjqVs2oVeYsBQhyHS56NmocdwV/zPnD+bSKV/hCQTwBIO4NA2frpPv9YQDyZID+7hsykR+GXtLROrkaEkJ98z+iU05x0MGTkm8MmQYZzdNnEhwKj7IXsPOvBPhAnFVO83+tXAeZzdpGpYfL/Z5mbplU1TB2a/rTFi9kreGn6Se64bB/L27LY+pS8m7a1ZZBg2A8T17UxYI8Mm6bCQSVZjU42s6daniFfx38Ydu7pNGITJnAFYmQ+W59fDvIg1RZ37CTCrpmY4sepS46qgVoTZBqTM/sbGlD/wrAGmmt04pZkspTeaVUQS2zmbR2zcfUME5NCzdXhHBQJCXbpzAsmkrsTls+H1++g5N5eE3D2J3ZSGSb4pS533tjveY/+WS8Arcmeyg38ie/OPL+xJmvOzZsJ8Fk5YS9Ac55/K+nNGvag5l2fM28K9RL+Irq7ArEtB9cBde/PmxqNcvmLSUF65/w7JAbHfZCfoCGBV6LxwuO9c+chnX/tMMQKWFbvxeP5n1zBX3b3PX8+LYt/CUeNCDBq3PbM5jU/5CncZZUeNXhJSSG1reRc6B3LB6SKC2g4N/64q0xQ66ihBccUYnnh90QcTja44c5tklv7Dh+DHLCcuuKEy/5gbaZp0irCkla48dZf3xYxwvKWHSpg0YgC4Nmqal8/7Fo6jlSiLHXUqj1LSYufISn4/p27ey7cQJdGkwfce2qDRbss3GswOHMDKkgWVIyeAvPuZgUWRnt0vTmH3djWHv8Kpi4GcfxWxYTAR2VeXe3n25s5dporYlN4erv51s2TXeMiOTeWNuDv8eNAzavfVqzEDl1DS23Hlf3OP7gkHyPR6ykpKiuuGrCyklvx09Qm6Zm6716tfY7OtP29wnlAxzpVvyH8zAIQGXKbGtNkJ657F2iYvFM1qjJfflghuP0753gkHD/SEJBwwAJbqTNeZ5C0fchkMhRESzmkEzVv9yJku+W4krZTZDbzyf1me2iHjP509MYfn3q/B7A+H8/co5bj599WrG/3ts1DH2bNjPvM8X4/Oc/CJ53T5+nb6GrSt2JDT5T375B754YgoBfxBpSH56by4X3nw+d7+ReNrLXezBmeQIBw1FVRh26yDuev0my9f3GNIllKKKLPwKAQFfIKpZz+fxM+ujBeGgkZKRDJg55sO7jvL4pS/jKzu56Ni+ejcPDXqST7a9Hjdwblu1i+K8kgi5KX9dFwQNiBM0HKrK1RXy6AAL9u7h7lk/xm3ACxoGn6zLjgg2vmCQW6ZPY+2xo+jSwKYoJNlsPH3+YFrXyqJJWjpPLV7IN1s2hYX47uzZhzt69o66tlSHI2xLO2H1SstzcQcC7C0sYGtuDhuOH6PY7yentDQqJRY0DCZtWs/DZ58T83rioaaigX5d57j7JCuwcVoaAYviuSIE7WtHCoZqikLfRk34NYYPRyIe7w5No0FqtMnS9rwTPL1oIb8dPUyy3c6YLt24s1ffuMQIgCMlxVw/bSo5bjcKAr+hc3XHzjx+7sDfxQXwDx00AJTkG5G2bkjPJDCKEM6hZn0AGy/f9BZLv12J1+1DKL8y5/M1XPW3Udzw2BWVD2xYp0zMHYxKZO+FC5E8rsbXYnkahsGTo18he/5GvKVeFEUw68P53Pz8tVx270m/kB/fmRMRAAD8Hj8zP5hnGTR+m7PekqbqK/Oz+ud1lQaNnAO5fP745IgCs6/Mx+yPFzLkhnNp16tyb4w1c9bz4g1vRJy3zWEjq0EmNrs16ya9dhqDrz+HBZOWRuxObE47hm4Q9Ft4QwesJ+Mf350T9ZyhG+QfK2Dzsm10PLs9fq8fu9MerbxaXBaVxrMf94BqPQHYFAVFCB7oe3aExLWUkr/P/7nSjm0D2F8YyVD6cO0aso8dCb/Xr+t4gkHeXr2S76++nmcWL+TbrZvDZkgAb6xcjl/Xua9Pv5gTTrusLEu71CRNY/7e3bz322pTDEFKSyZTwDDYb9HbkSiuPKMTr65cnlAXuxUcqkqSpjHy6y/JcZfSs2EjLmjVmnl7dkdqfKkqd/WOtnR+fvAFXDzpi7BxUjmcmsY/q1mwPlxczOVTJoXNtXweD+/+tpr9RUX8+4Jhcd97x4zpHCgsjKhyfrFhHUk2Ow+fPaBa5xMPf4o+DWHvhpL+IkrmuwjXpQhhZ9PSbeGAASANia/Mz9fPT+P4fmujm3LkHDzBW4+0Zdx57XjshhZsXFmB/SAywH42YDd7M0QSpD5oSoqfZhzZfYzP/jWZNXPW4Q11NhuGxOfx8+HfvmLz8u28MOZNbul4P+4i665pr9tnmcpJTk9Cs0hVaHaNlPTKackrZ2Sby/tT4Pf6WTptpcU7ovHpY19HBTpfmY+pr0yPOdED3PfOOEY/cDHJGabTWuvuLXhh9qNodguOvaZw/tX9Lcc5vi8XPRA96QkES75ZwbXNxjMybQyX1rqRic99i1GhU7hD37ZR52jL85G8qxjtlDqbU9P41zkDWXbzOG7tHpkRyD56hBNlcTreQ3CoKn0bR6rWTrWg2hrSbEQ7XlrKxE0bop73h7q1z//sowiJ9oo4r3lL6qWkRKyANUXBrmrsys/HGwziCQbx6dbd7i7NFldhtzKM7dadng0akWSzYVMUnJp5Rx2qil1VaZ6eQbykT4bTyecb1rEp5zg5bjezd+1kwd49XNWxMxkOJwLoWKcun4+6nA61o60JmqZnsPzm2xnXvScNU1LJcDoZ2Lwl315xTbU9LT5a+xt+PbqHY+bO7Rwvje1Tc7i4mB15J6JoMRJ477dVZB9NxOmzavjD7zRiYfn01RFph3IIIVg1ay0Xj7/A4l1wdO9x7uzxNzxuD3rAyf4dDtYvT+H+Vw4y8FIvpD2J4hqK1HPByAOteVxp7+ogGAjy3HWvs/Kn39B1w3JiUxTBQ4OeRA/qcTue2/ZqZbmi7D+6D+88+KnluOddXbn8smrTUJTocRVFweZIjJt/ZLd1w6Ue1CnJL40qmoePranc9PQSWvNTAAAgAElEQVTV3PT01UgpEUKwaMpyDAtzHkM3uOw+a7fBMwd2Zs3sdXhP+Zz4vX5+ev8kTdddVMbE56YR8OuMfeJKAJJSXdzx2o2888Cn+L1mWsyZ7KDfbz4aX9WVqdu34AkE6NWwMU+cNzCqFlGOT9b9Zn1zKkATghS7gxtC6aNyxDJPEphuebGel5jug2OmfcPim26LKpJrisKT5w3kmcWL2FuQj6ooXNi6LauPHKKwOH7K1qao1E5K4tL2Z1R6XbFgV1U+GzWa7GNHWHv0KPVTUhjcohXH3KW4NBv1UlLYmXeCkV9/FaHuK4DWtbI4XFIcsaMwpMQbDFLo9ZJ9+10JnUOy3c7f+5972qiw648ftZQ4sasquwvyqZdirfhcGvDHJDFI4NUVy/ji0gQyJ1XAnzZoOJPsKKoa0UgGIFSBMyk2S+bzJ6ZQVuKpMBELfB7B2482p+Ogu1g3I4gjyewJSEqtjoFS5Zj4/DRWzciO21tw6gr9VKiais2hcc9bt1o+n1YrlXGvjOGd+z9FKAJNU5FS8o+v7iOrQbSnwak4e1QvJtz3cfRxbSrnJxB0AJp2aMTmZdujHrc5bKRlReeErVAeEBd+vdTyfjlTnOxauy+KvgswZOy5TP33dE4czg+ntRxJDhwuO8V5kYY3vjIf3/znR7ylXpZ9vwpHkoNL7rqQl+c/zsz351GQU0T/S/sw8Nr+2J12Hjs/Md/x3RZNceXIcDhwajbOb9GSe3v3i+rTGNm2PR+vy45KETVJS6dVZi2yXEkcd1uvYiVQ5POx5shhejc66ZMS0HUunvQFOyp0eduAMV268esha/l3TSg0y8jAr+sMa92G8T17k1TDpj4hBD0aNIrQbWqecfJz2SarNlOvuJq/zfs5bJGrCsGR4uJwU19F6FLy66EDTFi1AgkMbdWGNlnxyQ41RY67lA3Hj1E3OYX2WbXZcPxYVP3Hr+sRBlWnonVmLWyKisfK8gHTfOt04w8TNAzDIBjQsSewivWUeug+pCtTXv4xKmhIw6RuxsK6hZstV+6eUoVburyLalNNbr8heXLaw3QffPrpdD+983OlQSEe2vdpTdserRj9wAgatqof9bxhGLw45k2Wfb/KXKlL0HWDF35+lE5nt0/oGOm10/jbZ3fz4ti3UFQFpMTQDca9dD1N2sXvVynHLc9dxz8ufCbiWp1JDm54/ApUrWqsE7vLeiEghIgpJeJKdvL2mheZ/NL3LPl2Ja4UJ6PuGc57f/nM8vXeUi/fvTEDI2h+Pt79y2cMuLwvf/v07iqda0V0q9+AnRbpB1UIFoy5hQxXbEOoO3r2YcG+vRwqLqIsEMCpaWiKwqtDhyOE4PFzz+fBObNi1gaEgEJvZJ/Tw/NmRwQMMGsU1303lSvP6MRXmzZE9ZI0TU9nzvU3/i5F2XjoULsO+RWUYoNSEgzGXmjluN28vupXpJRMWL2Su3r15u7ep8cnpiKklDy9+BcmblqPXVUxpKRuUjI2VY2gRDtUlXOaNadRHCaUqii8MHgod86cbvl8Rd/104X/+aAR8Af44OEvmfnBPPy+AE3aNeTeCbfR9bxomWCP28ur495j6XcrEEKg2TUMXcXmtAECaRg8NuUvIQaNNTLrpXPiUHT0DoZSRIEKhdbHL32ZKcc+wJV8etNTHncCEiAx4Ex28PqyZ+P2WiyctIzlP6yOpLkCz1z1KhMPvJOw7tI5l/ej28BOrPjxN4IBnT4XdU9ol1KOzgM6cO0jl/HFk1PN+yugTc+WjLi9El91Cwy7ZSC/Tl8d1cCnqgpdzo2dKknNTOHW56/n1uevDz/28ycL2LR0m+XrywMGmLuPxVOWc/2jo2nUunq57vE9evNTiN5avgZ1qirXdO4aN2CAyXj68errmbtnN2uPHaFxahqXtO9AhtN834Wt25LhdPHowrnsLSiIqj8EdD1KgXXmzh2WxyoLBji/RUsW7t9LrttNWTAQrtw0SUtnf1EhLs1Git2esHJtTbH80AFLGq3AZEaduqqXnEzp6XqQN1atoG+jpvRslNgiJ1H8sH0rkzdvwK/r4V3gweIiWtfKQhWCrSdycagaV3TsyD/7n1fpeBe2bsO1nbowZfPGCG0tp6Zxf9/qWzDHwv98IfyVm99mxgfz8Hn8SENyYOthHhnxPHs27I967XPXvMayaSsJ+IL4vQHKij0IVaHjWe3od3EPXlnwOL2HxRcCu+rhUThOafJSYjBiFEWwZva66l9cDPQY3AVhUS+oDA6XnYvGDUFRFAzDsCyA5x0t4ONHJ0ZNrmAygnav21elY6bVSuWCsecx/NZBVQoYANtW7WTic9+FAzIStq/exb9vfbdK44BZn7j03uHYnTYcSQ5cqU6S0lw8/eM/0GxVWzvd8ty1OJISm/hUTWX7ql2VvzAGmmVk8M2V1zKgaXOSbDYapqby8Nnn8MiA8xJ6v01VGd6mLY8MOI+x3bqHA0Y5+jZuwoxrxtC+dp2wKi2c7FTOOsXzIlYdBAABs64bw6CWrVCF2UkvgUUH9jHo848597MP6fHB29w/e8ZpFyq0Ql6ZB6vWPwk0SEnFrqqmjIqqWdJag4bBtdOmsOxg9FxSE3yyLjvK+VCXkr2FBXw08jK23XU/m++8lyfPG5ywxtTT5w/mr2cNoJbTFard1OK9EZfQs+HpDXjwP77TKDheyJJvV0bJRvg9Pj7650T+8eW94V3DicN5ZM/bEJXXDngD/DZ3A4qisGzaKi69dzi3PH9dzGOee0U/juw+xlfPfIuqKQT9QdLrpJF7MHr3IZGWkhY1xe2vjGHD4i34ynz4vQEUTYlY4ZbDleok4AsghBkkBozuy1mX9GJ894fYs34/zmQHF4+/gJuevQbNprF3437uH/AYnhLrYqYQIiqd93ti0vPT8EfRhAMs/W4lhblFZNSpWnPYzc9ey/DbBpM9byPJ6Un0uah73PpVLHTq34Fnf/onD1/wlOV9j4CArEa1qnyMimiXVZtPR42u9HUyVNB1aFqVNJ0cmsY3V1zD5M0bmblrBxlOJzd06caAkLprRTRPz2BvjMa6FLsdgWD+3t2Wq/jyVfXPu3eyI880ZHL7/Qxp2Zq7eveJsnGtKXo2bGgZ5JI0G/f3PYsLWrWhyOtl9u4dvLJ8qWVVIGgY3DXzR1bfege209SIV+K3zhRoikKp3xez6B0PQgjG9ejFuB69wuSP3wv/00Hj6N4c7E5b1MQsJayevZYrG9zG4OsHcO/bt5F7KB/NrlkWQ6Uh0Q0dPagz7c1ZnH1pb9r3bhP1unJc8/dLGXXPMA5uO0ytBpns3bCfp674d9TqPBjQ6XGBtaRATdCgZT0+2vIaP77zM1tX7KRZx8Yc3HaE9Qs3IaVEtamomkqzDo3ZtW4veqjWs3JmNou++ZVA6B54Sr38MGE2+ccK+dvn9/Da+PcpK46t1aXZNdp0T9A98DTg4PYjWGyGsDk0ThzKp7TAjbvYQ8suTWP2bZyK+s3rMvzWxIrQVij/QnY9ryNJqS5KC2JLxyuqQmbddDoPiK+Ku3XlTqa+Mp3j+3M5c1AnRt8/IiYzLBZ+3rWTp5cs5HhpKc6QNPl9ffqFG+Fyy9wEdJ0GKamWE4rLZuPKjp1plpGBJhT6NLKWZb+3Tz8emDMr6nEBTNq4gVu690RUIt3j03W2VVB2/XLjOn7evZNZ141NyEgoaBh8ui6biRvX49N1Lmzdhnt6943aRTVOS+eqjp2ZumVz2NHPoWo0zcjgojbtMKSkXkoKF7ZuyyvLl8Y8nhHqqq9ICKgJhrRozafr10bVfpyaFlHMry5+79pRjYOGMEWF1gCHpZQjhBC1gMlAc2AfcKWUMjYFpAZo3KZBTAaRNMxV/oKJS3GlOBnz5FWWjV2nwu/xs/DrZRFBI+APMO31mcz8cD6GrjPw2gFc9fAltO3RCoCsBpn0vbgnK35cg9ftQ9UUNJvG7f8ek7ALXVWRWTedMY9fGfHYrnV72bRkG5n10jm6L4cvn5waLiIHLWi5YLKsFk39lVtfuI6tK3bGPJ4zycEjXz9Q5QJ0VeAp9bB5+Q6cyQ469G1Dhz5tOLzzaBTxIOAL8vz1r3N8fy6qqiJUwYPvj+ecy09/0RLAXeTmnQc+ZeHXy8yFwOAu3DPhVgaM7svcz36JurdCMetlrbs159HJ8b03fpm8jFdueRu/x4+UsHfjfmZ/tIB3171C7YaJ7VCWHzzAA3Nmhgva7kCAj9auwRcMckPXbtwz6ye2nshFAPVTUnlt6PCIfoKgYTB71w7+Nm8OqiJAmhPPeyMuifL0SHe6SLbZohr7JHC4pJjariRLUcV4CBgG+V4P32zdxE3delT6+ntm/cii/fvC1/vlhnXM37ubWdeOjZJaf/zcgfRq2JgvNqzDHfAzok07OtSpy4hJX7CvsABNUbi0/Rn8/exzeHrxLxhWnSWnWWlpfM/ezNi5nXyvB28wiCoENlXlxcFDa9zt/n+BGmtPCSEeBHoCaaGg8RKQL6V8QQjxdyBTShnXT7Um2lNv3vMhsz9aEJd+6kiy80Ph53z+5BS+e22GZb6+wvVw6X3DueM/NwKhjtyhz7B52bbwBGx32mjcriFvr34xPIlKKVm7YBNLp63ElexkyJhzad7RerVWXZQfY+38jWTWTef8a86OuSK9+Yz7ObgtlhVtJBwuO/dM+P/YO+/wqKrv63/u9EkFQgKh99577whI7ygIghQRkCYKAiqgFFFBiiBFEemCIL2G3kIvoZOEEAhJSEhImXrnvn9MMjDMnRSKX/X9refxwdy5bWbunH3O3nutNZAfhy5xkd8A+/v9PXQhufK++izIHfasOMj8YctQqu2tvR7eekYuGsyMPj9iTDY6VhxaDy0qtRJDksFFQ2pB8Mw38pkPqzWe8CsRjiYHhULAK5cXC07P4LOW00iIScSQbETnqUWj0zBx3SgKlyuYaQ1HtIp0zzuQpHjntlelSkmbgc0Y+VPWVAR6blzHmYeu37VOpSKHVkdMaoqTQq2nWs3BfgMRbTY+D9rL4fAwWc1kD7WakwOGOM3+41JTafDrEhdxP51SxcjadRlSoxZDd/zFofAwl30yQ7MixVjWoTM2SXKbXrsV95hO61e7dHx5qNRMbtyUni9IsLyIO/FxdFy3yqmmoFUqaVi4CI0KFWHakYMufIkcWh3Bg4ZmKueRHSSZTKwPucKxiHsU8PGhX+Vqb7zFNzvISHvqlT4FQRAKAG2BZc9t7gik9yT+BnR6lWtkhgr1ymSaZ7daRIypJt6f2ouPFw6icPmC+OT2kiWfafQaJx7BuX2X7fWD53LrZqOFqLvRnNz2LNAJgkC15hX5eMFABs3q89oHL6vFyudtvuHLzt+ybuZmln++mr7Fh3Mh6Irs/nJENncwGczMH74MDx8P1C+wpjU6NR2GtX6jASPsyj3mD1uGyWAm9akBQ5KRuIdP+LbfAobOfR/PNAa6Uq2karPydsLiCxpSFrOVbYv2vPZ7Czl+g/s3Hzp1xdnS1ANObT/HspA5NOhSG72XDptoo2jFQuQp5J+lon9UaLTTedMhWkXO7rmU5XsMT5CvMdgkiUST0cXS1SyKbLh6mS4b1nDkXniGIvv7Qp2L+H4eHvSvUs3Fwc5iE0m2mDFaLXz/1ttUC8xet5hKEHhiNFDl5wWUmP8DzVf+wuFwV5/2S9GPZANKqtVC8AP3MvrpWHLujAtvxSSKHL0XTpMiRWlTohR6lQqVIKBXqfBQq1nUtsNrDRhg72wbWK0GKzp15etmLf9RASMzvOonMRf4FGdzhzySJEUBpP2bdaW+bMJsNDPnw58RMylG+gXmxMNbjyAItOzbmGVXfmBTzK+M+204Gp0ajU6NUqVEo9fQeUQbR2oq5v5jpnb7TjatZUg2EnLClXiWVYiiiCHZkKFd5/PYt/IwV4/fcMiFmI0WjKkmvu45RzZoNuvdUJ5/4CbdaUo1k5KYgmcOT7QeWjx89Gj0Gio1Lkf/ab2y/L5eBtuX7JcdPJMTUvhh4GKSE+x1A9Eicm7fZdn3axNtss0IWcGlQyGMbfolvQoMYWK7Gdw+H+p4LeL6AySZYqop1UToxXAmtPmafSsPY0g2YjZauHQohPdLf8zuX4Myva5XTk9ZNj+Ar3/W05pyUhfpEGXu3WKzsfPObZ6ajLK+HulItViYfHA/i88GOz2n4+o1ZFbzVnipNY7HSZQklp0/xzubNiBJEldiYmTPWcjHlwAPT9eBRxC4FhvjMCkKS3jC0J1bOfvCCiqft7fsI6xRKinsm3kd6HZ8nOx71ihVRD59ytzWbVnbtSej69ZnUqOmHO8/mNpubHf/f8VL1zQEQWgHxEiSdE4QhCYvcfxgYDBAoUIvp0Nz61xopkUfrYeG4fM/kN2vRe9GVG5cnqMbT2E2WajbvjqFyz17QBaP/c1FQuL58+YpnH3Gt2gV+WXiGrb+tAeLyYJfYC6Gzn2fBp0zNmLZ+9sh2bSa1Wzl1rlQytZ2Ltx3/6QDJ7ee5cHtKAzJRrR6DUqVkuELPmDHkv2EHHflGVjNIskJKcw7+Q0Pbz+iSIWCTp/Hm0Ji7FP3Uicv/L7l0mdgT1vVzKRdWg4n/jrD9N5zHZyU+Kh4Lh26yrf7vqBc3dIUKldA9tnReWjReGi5fOia7Hm//2ARQWuO8eH3/ShWSd47Ioe/L1WalOfCwatOExOdp5buYztk+T2Mrluf4IeRTikbvUpFj/IV+f2yfMv3nSdxGbfPpsFgtTI/+CQGq5XRaT3/giAQ4GX3On/+6zGJVm7Hx/HT2dOyDQxKQaBViZIMrFqDEbu2c+HRQ6Q0v3SrzebSvWS0Wvnx9AknGYy6BQrhp/fAYH3qtIJSKRSZpqbATpa8FhvjkoIyiVaK57LXkCrlyUulPK6k1/+DHa+y0qgPdBAEIRxYBzQTBGEVEC0IQiBA2r+yUw5JkpZIklRDkqQa/v4vJ7eh89S6HWy0eg01WlVm5p7J1G3vnuHtX8CPLqPa0uuzTi4D5NndF12ktNOhVClp9q680F1G+Gn0r/y1cDfGFBOi1UbM/cfMfG8elw6HZHicuwK0JEmyPBG9p44Fp2fw6W/D6TqmHQNmvMvvoQtp+V5j5h6dhlYvzzMQrSLFKhamcY96f0vAAKjfqVa2DY5ehF++nLTsmz0dIEmSWDjqFycSoyTZV11Lxv0OQPl6pSlUNr+L2KFCpZQleT6PCweuMLLeRKeVy4uYsGYk5eqUQqPX4OnrgUanpse4jjTq5qqu6g6V8+Tl987dqJY3EJ1KRQEfX75o3IwvGjV1+wM3iyLaLLaQGqxWlp+3F9bTcfFRlJOuUzpSLRZuPn4su4IWJYlkswl/T0/WdetJq+IlUSoULumz53En3lk0USEIrOvWk2qB+dAolWiVSgr5+rKyU7cstaoOrFYDrcpZMlKvUtGlTDn8M7Fd/afCIoocv3+Pw+FhGP4G/stLrzQkSZoATABIW2l8IklSH0EQZgP9gJlp//71Gu5TFsUrFyFnnhw8Cot2mtnoPLV8vmZUhsEiK1Br1RiS5TkLs/Z9gU+urOkfpcOQbJAt2ptSzayaupHKB1xZ7Olo80Fzbp6547La0HvpKFmtqOwxSpWSBp1ru6xiRKuIp69eVoqkbO2Sb7RDSg4Nu9Zmy4JdXDt586U6VRQqBQ271sk258JkMPM4Ul7J9c5Fez5dEAQmrB7J4EqfOL1uNVt5/CDzdJgx1cSy8auZtdfVMArsjPPvD00hKjSauIfxFK1YyFHDyQ6qB+ZnY493XbZ7qDU8dcML8NZqsdpsjlm3UoYlnQ4bEk+MBofbXYCnF1qVyoWkp1epqJEvnywhzkOt5q1i9hXxw6Sn7Au9k2mxvLSMkGNeL282dOtFvCEVsyiSx9Mry22m+b19+LPHu3xz9BBnHj7AW6Olf5VqfFA1866tfyLOPIxk8LYtju/NZpOY3bIVbUpmz+wsO3gTPI2ZwAZBED4AIoDXK7H4HARB4JsdExjXfAqpSUZAQrSIdBrehjrtXv0haD2gKZvn7XRKiSjV9oG4TBb8IF5E/KOEtAHZdTbw4HZUhsc2fac+p3ee48RfZxGtIiqNXUV2ypZPsyzrkY5dy4NITnDlYwgKgZGL3ozvx4uIvB3F1oW7eXAnispNyvPVn5/wdc85XD5yLduBw2a1ceeCa9E0M2h0arR6jezE4PmutO2L97rUNcxGM+FX7zt0xjLCzbOujHCrxcqRjac4veMcOfPk4O1BLajQIGM+R3YgSRJTDh90GzAUwPuVqxKekMCO2zeRgDYlShL25AnnH7k+i0pB4US+a1W8BFOPBGF4Tt4E7GmidytWQZQkfkoza5KwB4x6BQrRsHARAK7HxqJWKjMMGjqVypESk0N2yYBRSUncjHtMIV9ffu2YOVkS7H7kRyPCMYki9QsWeu0ExFdBitnMgL/+dGl/HrtvNxXz5KWAz8s5I2aG1xI0JEk6BBxK+/844OXZU9lEwdL5WX1vEZcOXePp46dUaFBGVrE0u7DZbESFx7r04AcWzcPIRYMyPDYmIpZVX2/iYtBV/PLnpNdnnan9djX8C/jJLtsFARenvRehUCj4fPUobp8P5dKhEHxz+9CgSy30XhnrD8lh57L9mI2uqwy1VuVWvO914uLBq0xqPxOr2YpoFbl0MIRNc3Ywc/dEJrT5huQnKZgMZlRqJYIgoPXUYkw2olKrsKQd8zxUGpXbukFGUCgUdPq4DX/O3eGUotJ5aHlnQmfH3+f2XZbluag0Kmq2qcrxzcEZXufFTiqz0czYJl8SHnLfwevZvngv434dRuMer0crKCgslD+uXXX7ulalonb+gnxYozYzW7RybD/zMJJ+Wza51Ec+qlHLyZpUr1azvmsvhu/aRkRiIoIAeb28mN+6HT5aLcNq1qFugUJsCLmCwWqlbclStChWwtH5lM/HR7ZID/ZejXL+AUxq2OSl/Smeh2iz8dn+PWy/fROtUonFZqNa3nz83K5jhjpYJ+9HMHj7FgQEJCSsNhsTGzahvH8Am65fwyxaaVeqDA0LFf7bxRgB9oXeld0u2mxsvnGNEW9AbBH+5YzwdCiVSqo1z7wIlh0cWnecMzvPu8wikxOS8fBxP1DHRMQypOo4Up+mYhMlokKjmXr2ewbN6kOn4W14Z0Jn1k7f7FRg1+i19J3yjKgnSRJhVyKwWqwUr1IE5XM/1pLVir0yK9tdi7JCoXBLAgR4GpfEjiX7uHbqFkXKF6T90FYEFJT3gXAHSZKY3X+hk5eJyWDGahXZumgPy0PmsHPZAS4fuUb+EoF0HNaavEUDSE0yoPPUpnFmbjqpAKg1KjoNb52t+0hHvyk9Maea2fbzPnsLtiDwzvhOtPng2bwndwE/wq+62ntazVY+mtuf3hO7snLqH1wMuowx2TkYaz219J7oPKvd/ctBwq5GOAKVaLUhWs18P2gRdTvUQKPLvqBfXGoqgvBs9r0u5IqDBf0iNAolVfPmo4rMgFwzXwGWte/MN0cPcTs+Dj+9B8Nq1qZ3RVdlg5J+fuzp8z4Pkp4iSRL5vX2cBs9qgfmoFujqVw/2jq/Suf0JiYl2KkrrVSq2v9uXoq+BGZ2OpefPsuvOLSeBwLMPHzDp4H7mtJL3Ukm1WBi8fYvLLH7K4SBUCgUWmw2bJLHzzi1aFivBD2+1+dsDR7LZhCizyrXYbCQas2FFnU28MrnvdeBVyH1vCuNaTOFikOtMTe+t49t9X8jKjIiiyIRW38hyJ7QeWv58/AtqrZrdvwaxdvqfPIlOpFT14gye/Z7D/vTupXC+7PwtibFPERQCGp2Gz9eMeq1B8Y/vt/LbF+tdahq58+di9T15Fdvoe7EMq/kZhhQTZoMZlUaFWqNi9oEvs2Tdmo7YyDjeL/2xi6YU2IvZ6yKXZHi8IcXIwo9/IWjNUawWkZLVijFq8eBXDqSGFCMJ0Yn45cvpMmhfCLrC5A6znAKdSqOiQv0yzD7wpWOb1WLlp1G/sufXQyiUAgqFgve+7E63Me2dzje60WRZlVwPHz3Tto6nUqOsGxTdiY9j1J4d3I6LByTK5vZnTuu2fHnwAMdk6goC0LVsBaY1bZ5lMbw3hUSjkXH7d3M4PAxBEMjj6cWsFq1cWOivinrLf+aRjG+IRqHk8tARTiuodOy4dZNP9+92ERaUg4dKzfIOnf/21tywhCe0XbPSleioVrO4bUcaFMr+6jsdGZH7/hMrjTcBd11ZgiDIviZaRT5/e7pbsp3FZCbyVhSFyubHO6cXrfo3o2DpfNTtUMOhm2Q2mhnXfIoTQ9iQZOSLjrNYcWtelmUlMkPHYa05uuk0YVcjMCYb0eg1KJQKJq4b7bY+svSzVSTFJztIdVazFavZyg+DF/Pzhe+yfG2dpxbJzWdrTDERceMBhcq4V+bUe+r4ZPlHjFn6ITbRlm2F2ozOqy8mL2FftVlFhs7px8+frAQErBYrFRuUZdL60U77qdQqPl44iEGz+pAQ+5QcAb5s/WkPvQoMxpBspEytEoxZOhQPb/mVarq7X1aRbDbT4491JJqMjrrC1dgYevyxlrF1G3Au6oHLoOehVv8jAgaAr07HknadSDabMVgt5NZ7vJHZerJF3nvGhoTJanUJGqLNxtILZ7MUMAAMVgt7Q+/87UGjaI6cvFOhEuuuPltVeqjU1C1QkPqvYKebGf73T84/FC37NuHW2buu/gsqpezM+tjmYHv3jxvYRAlDsoEPyo/mSXQCxmQTOk8t3n5ezDsxHb/AnJzcdk7W+9om2tj/+2F6fdZZ5szZh0anYc7RqZzZdZHLR0Lwy5eL5r0bZqgae2b3RRcWNsC9kEgMyYYs11a8c3pRuUl5Lh686pIKS3maykc1PmPGromZivwpFIpsNwC8CtoOaknLvk24f+MBvv4+TgE8JiIWs8lK/hJ5EQQBvZcevZeeyZ1mcntvl8sAACAASURBVHr7sxTn+f1XeK/4MAbO6sPlI9dcni3vXF7ZWjHtuH0TS7yBnAci0N95isVfR0LTfBiLqtCpVFQPzM/5Rw9JtVhQKxQoFQq+a9nmHxEwnoeXRoPXG/TYqF+wEPtC77q09hbJkUNWIHF9yBVuPX7sst0dlAoFnq/oRPiymNSwCY0LF2V9yBUsokjH0mVpXaLk/6nc/i+QKzCHS2usWqdm8oYxsi2pRzaezFjTSiHwx/fbiL4X62AB21nEdgmPrzaNIyEmUZYhbDFZiIuSl4p4WSiVSuq0q57lLjO9p5bUp6ku29PF+bKDT1eOoF/J4a71E8nOtP62/wKqNK3Ahf1XyJHHl56fdqJhl4zJj+mw2WyEh9xn4/fbCA+5T5laJej+SQcCi+bJ1j3KQaNVU7xyEcffD+8+Ykq374i8+RBBocAnlxcTVo+kYsOyhF2N4MzOCy41MckmseHbv2g/9C22zN+NSq0EQUCr1/DNjs+z9WO/c/M+/t+cRTDZUIgS2vspeF5+Qmz/UkTVTGJFp64cvhfGofAwcur0dCtX/o111PyTMb5+Y05F3sdgtWIWRVRpAoHTm70lu//aq5cxynBQwN519uI6WaVQ0OkVPM9fBYIg0KhwERqldaX9Hfi/oCGDxMdPmdbte5c0lCAIToPG8/Dw0WfYfumd05PgneddgoJotXFq2zkkSaJSo7Ly7GMv3Wsv9GcXbT9syfqZW5zqICqNivqdamZZljwdoZfC3Xp2ADwKjWFvxCFsVhvR92L5tu98Htx+mOFKK3jXBWb3X0hCTKLztS7fY/+qo8w78c1r1QMTrSJjGn9B/KMEx3cem2ri87bTWXFzHjfP3MUmyj8LSfHJvD2oJZ1GvM2VI9fx8fOiWotK2ebHxPx+AYVBREi7jCCBYLGRe30oFT/Pg0IQaFqkGE2L/H1y9v9EFM6Rg719+rPi0nkuRD2kRC4/+let7rbYnhFBbkLDxsw5dSJN/t3eUfVlo2YUy/l6Usf/BvzzdXizCJPB9FoMgsKu3GP552sQZfLuggCHN5yQPe7tgS0ybFc1JBtl9ZXssP/qi1YsTP3OtZ3y2loPDcUrF6HW29mXyMgOLh226y/1CBzIpy2nuOhqvTO+MzXbVEWj1+Dho0fnqaVk1aKMWjwk29fav+pIpvs8b25kTDWxatomDMnyXh9n9lxkYrvpLgED7HpVhiQDi8esyPZ9ZoSzey5iSDK6TBJEi8ieXw+Sp3ButzpfgiCAJBFQMDfNezekZuuqL0WojDoV5ggYz0OZaqWMMnvE0/86/D09GVevIWu69mRq0xYZdmdl5GlxIiKCOvkL0qxoUSY0aMzJD4bQs8L/dkL3d+Nfv9K4cvQ6Pw5dwv2bD1GplbR4rxEfze2PVp89dnDK01QmtZvB7fNh2ERRVuPIYrKSnOCaogE7k7rflJ6smLwOq1V0cXSzmKwoVXbJBOm5GahSpaB22+qOFcZnK4cTtOYYO5bsw2Ky0uK9Rrw9qIVT2+3rRvCuC0zt9p1jFfEkOpFrJ6cybet4qjaz/yBUahVfbvyEyNtRhF2+R2CxPJlyS9zhZSRDlCoFEdcfyNaT5gxanCkh8OrxlxeXlEPcwyeyDREWk4VH4TH0Gt8JrxyeLrLnAJLNhn+h7LUqy8E7lxdPol0DpUpQ4OGTMQntfmIiqVYLJXLm+ld4OPydKO8fQFC4vPTLkYhwRElCq1Ry+F44dQoUdDF/+q/jX/20RNx4wIQ233DvWiQ20YbZaGH/70f4utfcbJ9r3kfLuHnmDqZUk1tRPJVGhUav4eaZO7Ikve5jOzB910S3A5hotaHV2/2pEeztu7kCczJi4UDHPgqFghZ9GjHnyDQWnJ5Bp+Ft0GjfbJHtp9G/urTfmlLNad1CzihQMpCGXeu8dMAA+6pMTpYecOu9bTVbySUjNy5JErGZaEABeOV4vUzesnVLyT4DOi8dVZpWQKFQ0G+qvDqwWqvOlBCYFXQd3R7tC9Ipaq2auu1ruO3QinyaSLs1K2m1egXdNqyh9rLFHEwbICMSEwh9Ep9l5eX/KhoXKYpOKT+fTpfrMIkiSSYTXx468Hfe2j8C/+qVxh/fb3X1BzdaOL/vEtH3YrOsQmuXdDiZobOfUq3EarLw+1frEW0SufPnYtaeSQQUcr7GpUMhbn90gkKg3ZCWlKtTivCQ+xQqk596L1ETeJ2w2Ww8uCUvYSJHaHsdKFmtGO9O6sqqaRudAmzpmsUZNKsPE9vNcGJoq7UqKjUuh38BV6a/IAjoPLUZNiFoPbR0/liexPWyKFqhELXbVuf0zvMO/oZGpyZvEX8adrUX7VMTU2XrXCaDmcibD522mU0W7pwPRe+lo0iFQlkqiLf5oBn3bz5g68LdqLVqLGYr5euVZuzyoYhpZMnti/ZiNllo3L0uPT7rRO+//uBB0jOF2BSLhUHbthDo5UWcwYCAvRX2x9ZtqZnv9dib/ttQNW8gzYoW41B4GKluCJJgf3RPRWb9NxL5NJHvThzj+P0IfHVaBlatQc/yFV+q08ksisSmpuCn16NT/b3jx786aNwLuS+bIlBr1USFRmcjaIhueRkKpYKS1YoSejkCi0UkJc1D++GdR0zuOMuFo6BQ2EldoozlpUIhULJaMXSeWrqObud2Nvh3QqFQ4J3LSzaN4uvvg9VileVCPH4Yz8YfthFy/CYFSgXSfWyHbEl59PuqJ28PbM62xXsxPDXQakAzSlSxr15G/TyEhR//gtUiYjVbyFs0D/lLBnJ+/2WqNnf9kXX/pAO/T/1DdoWn1qpp0ach3ca2d33xFfH52pHsXLKf7T/vw2y00PSd+nQb094xCShQOhCNTu0UAIG0wPCsKH/4j5P8MHARCPb2ar98ufh6+wQKlMxYQkMQBIbM7ss74zsTdiWCgEK5CSxm7xKb2v17gnedd1z7zx93sP+P48SPLO1iaWqTJB4kJTn+NiQn0/+vPznY74NXUn4NfRLP5eho8nl7UzNf/v+J1MbLQBAE5rVpx47bN9mYJsVyKvK+i5w6kOX25ejkZNqvXUWSyYQNiThDKtOOHOROfByTGjXN8r1JksSy82eZF3wKm2T/Jt+tUJkJDRr9bWnGfzUj/KdRv7Jt0V4XboNaq2ZVWPbsSYdU/YTQS84MWoVCoH7nWiQnpHLhgBzLW8P8k9MJuxLBgzuPKFapMIHF8zCizueyjGcPXz2STUIQBESLyLD5A2gz4G+T6XKLdbO2sHraRidpE4VSgc1mQ0CgTK0SjF0+1CGVHhUazUc1P8OYYsJqtqJQCKh1ar7cNI6araq8lnsSrSK7lh1g0djfkGw2LCYrOi8dlRuXY8qWT51qPKIoMn/YMnYtD3IE/3wlAxn8bR/K1S1NzoBnbaZWi5XjW85wds8FcgXmpPWAZq+lHfdFBK09ytwhSzCmmJxWnkq1koACfvxy40dUahX3rt1nWM3xTulBQRDwy5+TpVd+IOT4TTQ6NZUalctysTw85D7Dao13eQbVHhpiuxYhrnrmnT5apZJRtesxpEatLF3z+uNYvj5ykHNRD/FWa/D39CQs4QlKhQIBuyrumi49siRf/k/E5KD9bLx+1UlgUatU0qN8RaY0yfw3PP3oYX67dN4l8GiVSo4PGJxlIcRN10L44tB+J+KhXqWif5XqfFIv+1YN7pARI/xfHTRiImIZVGkshiTDcx7SGpq904AxS4dm61w3z95lXLOvsKQxnTU6NVpPLQuDZzK123fcuRDucozOy+4JbTFaMKQY0XvpyJ0vF03facC6mZvt9yRJ9uK3TXJZzWj1Gn488Y3bNt6/Czabjd++WM+fP+4ACYwGk8usXa1VsfreInIG5ODrXnM4uvGkC9kvR4AvG6KWvpYZpdlopnuegaQmOXdM6Ty1jP55CM3ebehyTGqSgdjIOAIK+smSDdOFAu9di8SQbESlUaJUKpm8YQy1274+aew7F8MY1WCSywpDEASavduAD3/o5yBSLvz4F7Yu2uPybGh0aiTJ/rmDvRHh6+0TXMy25LD714Ms/Hi5bMoupbY/j94pnqX38V6lKlkaEO8lJNB27UoXmfTnoRQEqgfmZ123nlm69j8NqRYLH2zdzKXoKFSCAqtko0reQJa374w+C8S+LutXczH6kct2b42Gn9t1yrJ0StPflnMv0ZWz5aFWc2nI8Ne22nhjHuH/awQU8mfeyenUaFUVnacWv8Cc9JncnZGLsy/vXbpGcZZd/YEuI9tSq01V3pnQmV+uzSWwaB7qd64t205rNlhIfpJil9aW7JIfUWExxD2MZ1nIHAbO6E2Lvo0RBHlZEovZys6l+1/qvWcVZpOF375cT8/8g+js9z7fvr+AuKgnTvsoFAp6T+rKhz/0o4Qbbw6Lycr3HywC4GLQFVl2eEJMIiunbHgt9x1y4qZsy6oxxcS+3+Vbdj289RQuW8AtO33Hkn2EXY1wSKFbzSImg5mZfefLMvFfFlt/2oPF6DqA6jy1dBjWGt/cPlw6FMKWBbu4czFM9tkwGy1YTBZSnxpIfWrgaVwSE1p/jcngvnaTDv8CuRBkBg+1Vk3psoVlPbZfhIdaneWBbOn5M04GTXIQJYmL0VHEG+S7D//p8FCrWdu1B5u6v8P05i3Z1ONd1nTpkaWAAfY2XrnP3SzayOed9fbo2JQU2e1mUcyy7Mmr4l9d0wAoXLYA03d+/lrOFVDIn0Gz+rhs7zyiDft+O0xcVDymVDMKhYBKq8JisroUOa1mK4fWn2DU4iF0HNGanoGDsZrl+SM20Ubi4yTZ114Xvur8LZcOX3OkKoLWHOP8/sv8cv1HR00lNcnAiDqfExMRm2FB+UKagKNXTi+3971+1ha6jGyLd85XS0Oo1Cq3XWgqzbM0jdlk4dS2s8Q9fEKZ2iUpU6uE25VO0JpjLrN/eObHISdC+TJ4HBknG1QFhcCj8BjmD1/Gg1tRiFYRCXu6MisrfptNInjnBRp2zdjVr0qzCvjk8sKUanIKSEq1ktnTBrIk9Cq/XDjnUttIh1appGiOnLQsljUhysvRjzL0Gk+HgPC3DWxvCmX9AyjrH5Dt4wZVq8Huu7edxAU1SiU18uWjUBa8zdNRzj+As1EPXLZrlUrWXrlEp7Jv3oHwX73S+Lvg6evJ4gvfMuCbd6neshIt+zbmu6Cv3A5O6duj7kZnODPUeWqp17HmG7lnsCvmXj5yzSm3LVpFUhJS2bfykGPbpjnbeRQWnWHAABDTZuNdR7d12zKr1qq5cfr2K997ubqlZOVJdJ5ah2x55K2H9C48lO8+WMTSz1bxafMpTGw73e2q4cX21HTYbLaXkiN3h9ptq8m2DlvNVoJ3XiD86v00CRkLFqPVxbJXqZL/WUo2m6MRIyMolUp+ODyF0jWLo9bajabyFPFnxq6J5M7vx4QGjehTqTLaNLtUVVrdQadUkt/bm+E167ChWy9UWUx1lPbLjTILqxd/Tw/yef3/STos6x/AT293IK+XF1qlEo1SSYuixVnUtqNjn8epqSw+G8yn+3azPuSKCzM99Ek8b5csKWvTm2Kx8MOp4zRZsYwT9yPe6Hv51680XhWiKBK05hj7Vh5GoVTQZkAzGnar4yKGp/fS02VkW7qMbOvYVrVZBS4EXXWazak0KoeRjqevh1uWuqAQKFapcLa8oLOLuxfDZUX9jKkmrp26TcdhbQA4/McJF50tORRP42a0G/IWf87dSeSthy77SDYJ71yvXuxUqpRM/eszJrT5hnRHRkEQaN6nkcPGd1qPH0iMfeqYpVuAy4evsWX+Lhc5coD2H77lYpkrCPZaTNGKr08V9K33m7Jl/m67kGHa56rz1NJldDs2z90h29otSRJlapXA09eD0jVLsOnHHZheCOI20Ua15hWydA8BhfyZd2I6T6ITMBstBBTK7ZjMCILAV02a075UGfpt3IDyTgKa8CRMBTyJL2dvuc1q2gVgcPVa7Lxzy2kVIWD38xYlCY1SiQKBTqXLMmLXdnLo9LxToSLlA15/A8I/GU2KFOV4/8HEpqbgqdY4GUCFxETzzqYNWGwiJlFk5+1bLAg+xZaevVErFQzctoWrMdGo0zzV83t7k2A0kvqcc2J6kX7Erm2cHjg0y0E/u/j/OmhIksRXXb7jYtAVx0By9dh1dv0axNsfNKd0zRIZtu2OWTaUj+tNJDUxFWOqCZ2HloBCuRk4szdgtwwtX68MV45edwoeCqVA6wHNGT5/gKOdNTYyjkPrT2BMNVL77WqUqp61YmVGSG+/fBEanZrCZZ/Jj+s85SXBnY7Raxj24wDAPuiM+/UjxrWYgtnwLNgICoEceXyz5a+REcrXK836Bz9z4q+zJMUnU7VFRQqXtXMHYiPjiLz10CWtYzKY2bnsgGzQaNS9LhcOXmHfb/YJgkKhQKNTM23r+Jcu3ptNFnYu3c+BVUdQaVS0HdySZu82YEHwDLb9tIcjm07hndOLTiPaULd9DTZ+v032PIIgMGPPJFRqu3virbN3uXr8huO51HnauSYv8oIyw/O2tS9i475TBHx+GsEqIZhtSBoF5nwezBQlupUrn+X+/5J+fvzWqRuTD+7ndnwcGqWSLmXKUTKXH+eiHlLA24dj9+/xy4XzpFotKAWBP2+E8GWjZv9oCY6QmGgWnDnFrbg4yvn7M6xmHcrklv/8Y1NTUCDg55FxF5QgCAR4uk6qxu7b7SThnmq1YE4RmXPqBNEpyVx6FIXFZiNdsS3eYCDAw5N7FldFALNo42pMtKzJ1uvAv7p7KiOEh9znxunb5C7gR9XmFWRlOC4dCmFS+xmyaRmdpxZRtNGyb2NG/jTIrQy32WThxJZgR8ttrberOl0rITaRiW1nEHEtEqVaicVkodOINgyc2ccxUB3ecIJv+y9EstkQLSJqnZrmfRoxatHgV+pEkiSJwZXHcv/mQyehRA9vPStuzXMMKPtWHmbesKXOn4MAOr0W71xelKpRnPe+7O7S5bX9570sHrsSpUqJTRTxy5eTvl/1JO5BPP4F/ajXseZrTfs8j6iwaAZVGOPCZAfIXyIvK27NB+yfwdm9lziw+iiCAC36NCJPYX+uHruBr78PNVtXeWlPDlEUGdvkK+5cCHXUSnSeWup3rs34lSNkj5na43uObw52Ln4LoFIp7aq/AhStWIgpmz/lxuk7BK09is5Tx9sDmzskXV4XWhboj/Qw2anfwKYSSGlTiGVLx1HhJVYCZlFEpVA4FX3/uHaVrw4FuTgJ6lQqggcOfaOy6C+LU5H3+WDrnw6Pc4UgoFUqWdW5O1WfcyO8/jiW0bt3EJ6YgCRBOX9/5rZqS+EcWa9TPDEYqLN8sSwPJJdeT7LZ7HAcfB46lcrFgAnSi/Y9qfgKK7n/bMutHESryPTeP3Jq+zkUCgFBocA7pyc/HJ7qsmr4dfI61nyzKcPz6Ty0DF/wAa3ezzoBRw5hVyN4/CCektWKOvlWpDxNpWfgIJfBT+epZcqWzzJUt7XZbFw+fI2Hdx5RrHJhStd0LQInPn7KdwN+4uyeS0iSRJEKBfnkl48cRDqwD6xzBv/MgdVHUKqUiFa79pZGr0aySZSuWYLJf4x14jukw5Bs4EbwHXSeOpZ+9ju3z4dhMVnQpOXS5xydRoFS8pafWYXNZnMJ2pIk0a/UCKLuRjtt1+jU9Brfmfe+6A7AD4MXc3DtMacZ+1v9mjBiwUBeFSe3nWV67x8xJjsr9mr1Guafmk7Riq5kx8cP4xleazwpiQaMKUY0Oo2sX7vOU8sXf4ylSrMKb0QxIDYyjneLfwQWma6+3DrW3v2JwGx09WSE9//axJF74S7bPVRq+lSqQrdy5SmRy5Xt7w6br4cw/8xpYlOSKe+fh/ENGr32WXXr1Su4FecqT1MlT17+7GnPJDw1GWn46zKSzM/xmwQBP70HR/sPknUElEOSyUSNpT/JBo0AT08SjSZMMlLtPhotVpvNhbWex9OT4wOGZKlLzh3+sy23cti2eC+nd5zHbDBjTDFhSDLwODKOaT1/cNnX1887Q2VasOf/t8zf9cr3VbRCIWq2quJidHRu7yUUMoVPY4qJoDVH3Z4v8fFTBlcayxcdZ7Fo9ArGNZ/C2KZfuhTefXP7MG3reLYkrGDT419YfH62U8AA+5J5zNIPWXZ1Dt3HdUSSJCRJwpRqxmy0cO3ULSa1myF7H3ovPVWbVeRC0BVunbmLMdloV5ZNNpL4OImv35mT1Y/IBZcOhzC48lhaqXrSMUdfVnyxzpHmEwSBiWtG4eGtR6vXpN2LjoJl8jvY3zfP3iVozVGnFZQxxcTuXw8SetnVCjW7OH/gikvAAHtAu3zkuuwxufPlYsWt+Qz7sT8dh7XCL5/8jNSYYuKrLrPpnmcglw6FvPK9ysFdzlunVr22gAHgrZFvQEi1Wlh56Twd1q3iw+1/YZGZTb+IZefPMungfsITnpBisRD8MJJ3/9zAlZjoTI/NKmySJBswwO6MmI6tN29gfUH5wSZJpFos7A+9m+XreWu11MpfwKWZQKdS8W6FSuTUuaaPlYJA8VzPxCYVgIdKhbdGw+J2nV4pYGSG/1zQ2L54r5OXM9hbFUMv3XPhJzR9p75sP/uLSM1Cx8rLQlAo0rT5X9gu2P9zhx8GLSbydhSGZCPGVBPGFBM3gu+w4ov1svtr9Vo8M1A+FUUR0SoSejHMpUVYtIjcu3afe9fc6+zs+fWgy2pJkiQirj3g8cN4YiJieRKddSOpOxfCmNjWzrYH+3ew8YdtLBix3LFP6Zol+D10IQNmvEvXMe0Yt2I4C4Nnok+r0ZzdfVFWfFK0ipzZfTHL9+IOfoE5UMuISSrVSnLIrMrSofPQ0npAM4bPH8jTOFf5lnSYjRZSElOZ3GEmKTIGWK8C/wJ+5C+e15ULo1HSfXArwJ42+fLQAeouX0zjFcv4+Wxwlgb2F9G7YmX0buQ2jKKI0WrlSEQ4S89nnG0wiyLzTp90ads1Wq18f/KY4++D4aF027CWest/ZtjObdyJz1zQ8nkI4DZl5qt9NoBHPk2UbSE2i1aikrPXSv/9W20o4OOLp1qDXmV3XqyVvwA9y1ekZv4CCDz7qjRKJUqFguuxMY5VjiAI6NUagvp+QOU8ebN17eziP1cId9cFpFAILmmAnHlyMGXzOL7uOQdRFB0kveeh1qhokEXXuJdB9ZaVZL07tB5aWrzXWPYYi9nCaRlDJ4vRwt7fDjFkdt9s3cPRTaeYO3QJZoMZU6pZljOgUquIi0pwSIm8CHfaXTbJxsj6E0mITkSSoHiVIkxaN9qRKjQbzVjMVpeAturrjU5FdrAr7+5aHsTtC2F4+XrQdshbNOhciy4ft0UOei8dKrUS8wv3plIp0XtlXvx/EQmxiWyas50zuy6SK19O3urX2KlV1nF+tYq67bPGMPfLl5OUxIwDgoTEsT9Pv3KK9EVMWj+GMY2/wGK2Yko1odFrKFGlCO991gWDxULH9auITk52pE1+DD7J2agHLG2fPdvhOgUK8lHN2iwIPoVKoSBFhjlutFpZc/USH9V0/1uLTU1BlOSfs+tpK4ANIVeYcjjIMZjvuXubw/fC2NKzd5ZTYIIg0K9yVZZfOOdUM9CrVHxQ1f69SpJE5TyBeKrVLu9HrVRmu54Q4OnFgb4DOBkZQeTTp1TwDyDAy4t2a37n6XMe8AqgZr78nHkQifG5dJYoSaRazOwPu0vP8m+2ueA/FzQa96jLpjk7XNRvfQN8yVvElZRTvWVl/ohexvVTt7l59i4rJq/FahERLSJaDy05A3zp+VlHl+NeFzy89Xy+ZiTT35kLgl0+XaFU0HZwCyo1kreQlGySW4fAjJR65XD7fCiz+s2XJb09D4vJQomqRdy+3rx3Q/74bqtL0LZZbMTce+a3fOvsXUY3mszCMzP58cOlnN5p99AuVK4AY5cNpXQNe9dYeMh92eAlWkVuBt8B7Kzxc3sbUv2tKqjUSqq1qOjko9K4Zz1+mbhG9n4bZrPVOSE2kSFVxpEUn4TFZLVzYA6H0PqD5hxcewyLyYJkk/DJ7cPULZ9muQFg0Ld9+KLDLDIqLYoWW6aBJauwmC2c2HKG2+dDyVc8L8uuzuHsnovERsZRtnZJhyDk+pArxKWmOuXZjVYrx+9HcONxrNsuIncYVrMOPcpX5HB4GBMO7JUlAxozYeX76fVubVMK+ubAarMx49hhp9m/TZIwWCx8f/KYEyciM4ysXY8nBgMbr4egUSqxiCK9KlSiV4VKjNu7i223byLabGhVKtQKheNz0iqVVAjIQ818+TO5gisUgkD9gs/qYNMOHyTBaHD6DmzglodhsFo5cT/i/4JGdtHrs04c2xzM48g4jCkm1Fo1SpWCCb+PcNuJpFKrqNiwLBUblqVOu+psW7SHR2ExVGtRkbf6NXErS/G6UK9DTVaF/8TRjacwppio9XZVtzN6AI1OQ+maJbhx+pbTYKNUKajTXrZ25Rab5mzPlKOh89TSbWwHfHK5z3N3+vhtNv+40+lcgkJAqVQ4eYHbRBspCamMrDeJ2PuPHa+FXb7HuGZf8cv1ueTO70fxykV4eOeR2+AI9rz/jiX7ObDmmINs+NWf4xxdRn6BORm/6mNm9JmHUqVAEARsoo2Ja0c7FfWvHr/BupmbiQqNpmLDcvQa38llgrFpznZHwEiHKdXMnl+CWPdwCQ9uRaHWqLIsa56OOm1rMOT7fiwbv9ptwBcUAtXfqpzlc7pD0pNkPq77OXEPn2BINqLz1LL889X8ePwbl2aF4AeRsqkXAYHL0Y+yHTQA/D086VauAkvOneHOk3in15SCQPNixbFJEmuvXmb5hbM8NZloULAwn9RrQAEfX3QqNe9WqMTaq5ed7k2nUjGydl2iU5Jlu4wk4HyUvPy/O6gUCr5u1pJx9RryMOkp+X188dZo6LBuFbfi4rCk1TKMVisahRI/Tw/USiXdoC2QYwAAIABJREFUypVncLWar0V/7dC9MNniuLtfhFqhpKCPzytfNzP854KGp68nP1+YzeENJ7l46CqBxfLQun9TcufP2tK0QMlAhv7w/pu9SRnk8Pel/dBWWd5/7LIPGdVgMhaTBZPBjM5Ti6evB4O/fS9b130UHiM7MKs0KnIE+BJQKDfdRrfLVLri9682uDCxBUFwChjpsFqsxEbGubxmtYhsX7Kf96f0pM+krpzecd6lPiWH54vRX3ScxfqHS/Hw1vP4YTzbF+9FtIpYzVYCiwUwYc0oSj/HgTm84QSzByx0rLQe3H7EofXHWXhmJvlLPOvICd55QbY+olAqiLj2IEtCgu7QdVQ7OnzUikdhMfw87ncuHbzq0u2Vzk95FayYvI5H4bGO4GRMMWFKNfPt+wuZd+Ibp32L5ciJVql0UnUFUAiQ/xUHptktW9N78x9YbTbMoohepcJHq+WTug2YejiIP65ddQSF7bducvheOHv7vI9eraZj6bLYJIkN165iFkX89HomNmxKw0JFSDGbHT4hLyI2NYXGK5Yxpm59OpYum+V79dXp8E0rRAc/iCQs4YkjYIB9JSMIMKRGLfpVfr2WzLn0esISnmS+YxpUCoF3Krz65CLT67zxK/wPoNFpaNm3MS37ytcE3gSexCRy/8YDAovlkTULkiSJiwevcuKvM3h462nxXiMKls7+EjYdhcsV5Lfb89n72yHuhdyndK2SNO/dINuromotKnH7XKjLakOhEPj5wmx8/DLvopEkiT2/HnRNTbmrc9gklCqly8zaYrIQcS0SsPulf7v/CxaNXsHtc6GoNCrMRnOGK4/0e1k85jcada/Lj0OXEBPx2HEfD+88YnzLafweuhCvHJ7YbDbmj1julJoTrXZP8RWT1zFx7WjH9lz5csp2XFktIjkCfLDZbOxceoDN83ZiSDJQp3113vuie4bkuueh1qgpWDo/U7d8yvHNwexfdQSVWkmr/s2o2fr1yM0f2nDC5TOXJIlb5+6SmmRw8nfpUb4ii88FOwUNpSCQ28OTugVejT1fOW8g+9/rz5orlwlNiKdGYH66li2PSRRZH3LF6Zo2JFLNZj7auZWrMTGolQrMokirYiX4onFTcuk9HLN6T42GDqXLsu3WDVn+wv2niXx+YC+izUaXsuWzfd+hT+Jlg5LBanXUVF4FqRYLQWF3SbFYaFCoMB9UrcG12J2Z6nUpEAjw9OT7t9q8ckDPCv6TQePvhCiKzPtoGftWHkajU2MxWajVphoTVn/syGtLksT0d+dyavs5jCkmlColG+dsZ/i8AQ4dpZeBj5+3LPM5O+g0vI19Ni4mOwrrOk8tnUa0yVLAADuPIqMUlzpN3BHs0vVl65Ti2slbLvup1EpK13rGJi9XpxTzT04H4MGdKIZU/kSWzPc8TKlm9v1+mANrjjh0ndIhSfac/v5VR+g0vA2PH8TLtszabBKXDl9z2tZ9THuuHLnutPJRqpWUrFaUwKJ5mDPkZ4JWH3V4kuxcdoDjW86wPGQOXjmyLiCnUCho2LVOpiu7l4E7girYU2DPw9/Tk1WduzN27y4ik+xSLdUD8zOn1duv3M4Z/CCSb48f4VZ8HPm9fehQqgzeWi2X799DI7O6sUg2LkQ9xAaY0l7aF3YXb62Wr5u1dNp3apPm2CSJ7bduYBZFl1SOwWpl9oljdClbnvuJiey4fQOjVaR5seKZFq+L58ol+971KjXlX0LE8HkEP4jkg61/AgISEqLNxofVa/FhjVr8dOY0SkHh1kWwWdGi/NyuEw+Tk7gWG0OJXH5Z5oi8DP5zLbd/N/74bisHVh/FYrK3R5qNFoJ3X2DRmN8c+wTvuuAIGGCfzZoNZhaMWM7T+DercpsZfPy8WXxhNm0HtyRv0QBK1SjG6CUfMuCbd7N8DqXSebBPhyBA5abl6fxxW/IU9qdA6Xz0n9aLmbsnUb1lJZfOI6tF5ORfZxBl8tL5SwQyYfVIPHz0ePjoUevUstLpYG8GMBsssoV0U6rZoZllX23Ir1xeJDJWa1GJQbN6o/PU4uGjR6NTU7pmCb76cxwx9x+z//fDTiZWokUkJSGFHUv2uZz7RvBtFny8nLkf/syFoCt/myd3i/caubQIK5QKKjYo62hTfh6V8wayv+8AjvYfRPDAoazp+uomSsEPInn/r02cfxRFstnMzbjHjNqzkz+vh5Df28clYKTjxTWr0WplfcgVmqxYRqXF8+m7ZSPXYmPQqlTMbtma4IFD3Qa3mJRk1l+9wlurVjDn1AkWBJ+k18Z1fHXoQIbfRY3A/BTPmctpQFYIAnq1ik5l5JtWsgKT1cqgbZtJsVhIsZhJtVgwiSJLzp+hToGCHHl/oNu2ZZ1KRe9KVei+cR0tVv5Kz43rqbH0JzbfuCZzpdeD/xwj/OS2s6ydsZm4h/FUalyOvl/2cGgwPX4Qx46l+3lwK4qKDcvS4r1Gr1zk7pl/MPFRrnlHjV7D1qcrUSqVfPv+AvatPOyyj95Lx9hlQx0Ch/90mI1mTu84T0JMIhUblaNI+WfF+tvnQxnb5EssJqvdIlZj11Cad+Ib2aL+zbN3GFlvIqLVeTjQe+mYuG40td+uJnsPFrOFW2dD0ejVrJu5heCd5zNV533x/CMWDqRlWjvz9N4/cmzzaSf/C52HltFLP6TZO65OaMZUE2FXIsgR4ONw/Dvx1xlm9Zsvy+ep2boK03dOdPy9csoGNsz+C7PR3m2l89TSpGd9xiz9ULZ4GnLiJhtm/8Wj8BiqNK1A9086kDtf5s57cjCkGBnX7Csirj/AYrag1mrw9NXz4/FvCCiY27Hfk5hEVn+9kVPbz+Hl60mXUW1p2bfxaynuujMjyu3hwZTGzRixe4fbukRm8FCr2dyjNyX97OnhJr8tIyLRVZvJL02a48UApVepWNGpa4be6EkmE98cPcS2Wzew2Gw0LFSYKU2aU8DHPS8nMxwMD2Xk7h0km18w7QI6lS7LzbjHhCY8cUq5qQQBvVrNlCbN+fXiea7HxmB97nPTqVSsfkHyJDvIiBH+n0pPbVmwk2Xj1zhSCEGrj3Jy61kWnf+WJ9GJjH9rGlaLiMVk4eS2s6ybtYWFZ2a6sLSzA3etkNY0B0ClXolGp5b1TDAkGzm799K/ImiEXbnHJ82mYDVbHazsht3qMO7XYSgUCkpWK8bSKz+wed4O7l68R6kaxen8cRu3DQjXT95OkyxxDhqGZCMXgq64DRpqjZry9UoDMHHtKIJ3XiBo7TGObwmWtdh9Hiq1El9/Hxp3r+vYNuS7vtw+F0rkrYcICgGFUqDHpx1p2qu+7Dl0HlqXord/QT/Z+o1SpSRfiWdEq6iwaNbP2uKUyjOmmDi07jitBzRzvK90BK07xg8DF2E2mJEkiLgeyb6Vh1l8/ttsCxcC6D11zD81gwtBVwm9FE7eogHUaVfdSXsr6UkyQ6uNIzH2KVaLSDSxzB++jDsXwvhobv9sX/NF3HJDtEswGvl0/x7ZgBHo5cWj5GS3XUPpMFqtzA8+ybw27QAYV7ch4/bvduFaNC1SjF13brkEDaPVyrabNzMMGt5aLTNbtGJmi6w3rWQGsyjKtkRJ2D+vFwMGgFWSmFC/MeX983AnPs4pYIB99fLLxfPMf8mgkRH+M+kps8nCL5+vdco522wSqUkGVk7ZwLf9FmBINjr4G8YUE/FRT1j51as5zVVsUEaWuV2wdD4HZ+Ct95ui0cv37R9cd5xjm0+/0j28aUiSxBcdv+VpXBKpSQZMBjMmg5kjG08StOYZEzdPYX8+/P59Zh/4kkGz+mTYsebr74NS7Zp31ejUWS4eKxQK6rSrzuerR9J6QDNZ/w3vXF7kzOOLj583b73flAWnZzhqTRazhc/emkZ0RKz9fdokVCoVdy+FZ2tWXaJqUfKXDHTx8FZrVHQa3sbx95ldF2Vp/kaDiZNbzzhtE60iC9OK9OnjgdUskvo0ld+n/pHle3sRgiBQrXlFuo1pT4POtV3EGrct3kvSkxSnzjZjiom/Fu7m5tk7L33ddAS68dNQZ1BvyaHTo1erM/XssEkSl59bxbQtVZrpzVo6runv4cnkRk2pX8hVEwzsn43SjU/M8zBaLRy/f4/gB5FYZVpis4u6BQrKttZ6qNRYbTbZoj7A1KMHiUpOkpWDkSDbrPSs4j8TNKLuPpLNcUs2if2/H+FRmGt3g9Uicnxz8Ctdd8j3/dB56R0DoEKpQOep5eOfBjn2KVenFF1Gvi17vCnVxNoZf77SPbxphF+NICFWRoLZYGHx2N+wvcQPp26HGrLKwzabRMOu2Wfg9/2yO7nz5ULnaQ/UGp0avbeOGbsmsiFqGZtif2H0z0Pwzf2su+ToxlNE34t1Sk2ZDGbO7rmYLW0qQRCYuWcSVZqWR61VodVr8C/gx5QtnzrxHzR6jax5lVKlROvprM/0KDxGtrlAtNo4v/9Klu8tu7gYdFV2xWYTbYxqMJkdS+01GlEUObP7An98v43TO87J1qHkMKp2PZfcvF6lokvZ8m5XEn4eHmzt1YeOpctSLGcuGhUq7DbIFMmR0+nvTmXKcXzAYO6MGMPpgR/Sq0IlmhYpKksu1CqVsrWJpyYTxyLuERITza7bN6mxdBFDd2xl4NbN1Fm+mIuPsscBeRE+Wh1TmzRDp1KhSguMHio19QsVougL7+d5CNj5JHLcFK1SSeNCRV7pvtzhP5OeyhHg69ZWFQm3Zkju3NyyiiLlC7Lk0nf88f1Wbpy+Q5HyBekxroNLHr/t4JZsmrtD9gf5+EHWe7H/F7CYrW6Lzk/jkji49jjNezfM1jl1HlpmH/iSyR1nEv8oAVtamsom2hhUcSwzdk10y4iXg29uH5Ze/YGDa49x5eh1PH09ePwgnu8G/ETRioV4Z0JnF9XZy0euyXZPAVw/dYtilZz3F0WRK0eukxCTSPn6ZZxaq3P4+zJzz2SexidhTDbiXzC3y2qlfqeaLBi+zOVaSpXSpX7incvL7TObI+DNtVUGFsvDpUMhsuk2q9nKTyN/pVy90nzTcw4xEY+xmCyodWpy5c3J3GPT3KZ6LaLokPSolb8AFx9FkWqxoFGqGFStOsNq1uHwvTAMz5kKgb0zqU/FyhTLmYvv3nq2avts/x6X1lqdSsWwWvITjueL4j5aHZ/VbcjUowcd1xKAXhUqueg2LT13hh9OnUCjtLO+TWlS6c/eGHTdsAZPtZpmRYszvkEj8r6EO2H38hWpFpiPTdevkWQy8VbxEtQvVJjTkffZG3pHNm0nSRJ5vbwYXqsOP50JdkjPa5RKcuj09H3NvJF0/GeChm9uH+q0r86pbWdlSVhy0HpoaDekZeY7vgCbzcaN4DukJKZSrm4p8hYJYMT8jKW2c+fPhVavcQkagkKgQoMy2b6HvxPFKxdx264p2SR2Lt2XraBhs9kQBIESVYvy4Xf9mPX+AqegYTaY+aTpVyy/PpeCaTP1dOXdjNpGdR52K9iiFQsxrtkUzEYzNpvEveuRnNx6lhl7JlGh/rPPOk9hf9RatYvkjEKpJHd+52Lzw7uP+KTZFJITUhCwB9IOH73FkO/6OQUHn1zebpnz3jm9mLR+DF/3mpPWOWZ3JBw+b4ATkTD9PDVaVeHsHmfRRZ2nlh7jOrn/cF8RnUa04cDqI25lZUSryPBa4+2roPS0mUXkkSGG+cOXM3n9GJdjjFYLPTeu5+6TeFItFtRpfhuzW7bm7ZKlHemV5e270HvzBgwWq6PttFeFirJe5dOatsBDrWZ9yBWsNhv+Hp581bhZhvWIdCSZTPwYfNJpmyAI7L17hwkNGjvu51jEPeaePoFJtDpafeUgAckWCztu3+Rk5H32v9cfb60WSZI4FXmfLTev24vaZcpRO38Bx/NikyTiDKn4aLRoVSqK5/Lj0/rOv6O6BQvRsVRZNt907oYSsK+qiuXMxbCadSjtl5vlF84RbzDQvGgxBlar4SAlvm78p7qnDClGpnb7jrN7Lsm+rlQpHVLoomijVpuqTFo32iUXnRHu33zAhNbf8DQuCUEhIFpEBs9+jw4ftc702D0rDjJ/+HJH3UWhVKD10LAweOYrEf0ygsVsYe+KQwStPYbOQ0vbIS2p275GtjthRtafKMutAChbp5QLo1gOoZfvMe+jpVw7dQuNVk3Lfk2IvPWQi0FXZfcvVrkw3wV9xfzhyzm66RQ20UaVphUYuWgQ+Yq7V/L8uN7nXD/l6lNevEoRFp+f7fg7/tET+pX8GGPKs9WGoBDwC8zJqrCfHM/F/yPvrAOjOKOu/5v1JBAIJLi7u7uV4q4tUCgOpUDxYqVAcStQrECRAgWKW9HgGhySYCFESIgRXd/5/thkyWZnk2B9377f+QeyOzuyO/Pc57n33HNEUWRg+bEE+9s7BWrc1Ez847v37qlIitdy8/gdTEYzNVtVcdoPkxibyOweS3lw0ReFSoHJaOarKZ35elq39zre++L6UR/m9Fr2Xqw0sBINjul2Otxbm+/6sOjKJYfcvLtazc1Bw1GmSlOaLBYuvwokRqelZr4CGTarGc1mtCYjWVXqTN/TOx7cY+5Fb4emOTelkuWt2tK8qFUxoP+Bv7nw6mWm9pkCF4WCCfUa0r9KNWZ6n2bv48doTUarB7tCQc/ylZjRuCkH/X2ZfeEcicmMqW7lKjC9UVPJ/gpRFPnlkjdb7t1FmeznnitLFrZ16v7Zmvn+vzJhMhqMdPX81qpYmwoymUC1lpUoXLYAZpOFVt82pXjlok72Ig2LxUKfIiOIDImy03xSJ6daMiMlcevkPXb88jdvAiMpX780fWd0d9D9CX76mkeX/ciR14NqLSpK5v4zA7PJzLimP/HsToAtUGncrLPx92HCWCwW2rp+7VQb6fvVgzKUQIkMiWJgubEkxb+jpao0SlQaFQlvEyU/I5PLKFQ2P8FPXtuOLcgEsubIwtanK3HLJt0010rV04GVlYJ/TH/ZrVYeXfFn3tcreBsRi8UiUqRcQabv/sHOKjfQN5iRNSdLSppUblKexWd/cnrdFouFO2ce8PjqE3Lm9aBxj7pOz9sZ3ryKIDI0hsLlCqQrb/8p4Xv9CWMbznCaIpOCTC7juH6nw2qw819/ck+CZptFqWJb525U/ky2pM4w54I3m+76OLyuksmZ1KARrUuUZNzJ41wNdm4FkB46lCrDkOo16bZnp0Og1CgUTGvYhDkXvR3eU8vl9K5QmTF16uGudkybRyYlcTcslJwurlTJk/eTUKCd4f8byi2AQWvAq5CnTY4iBYJM4L73Yx6c90WukHNu12WWeM96L02fx1f8SYhNdFAk1SfpObTmn0wFjRotK1PDificxWJhyaA1eP91Jdl1UMDN3ZUl3rPSnVk7w5WDN3l+N8BusLOK/J2i8+g2tj6DjGA2mZ0OHoJMoNXAZhnu4+DqEw5pIIPO6FRqJAVhAW/sgpVoETEkGTi17YIdMyk13LK5ERflyBxxdXdxGNDK1yvNtherCQt4g1KtIGe+HGgTdNZek2RmkS5Bh1xCAh2wC4JpYdAbmdxyNk/vBKBL0KF2VbN+wjYWnZ1JyWrF0r3u1MhVyOuDKLZSiIuKZ/eig1w+eBO3bK50Gd2Wpr3q2w1A0WEx/NxtidM6lhRkchk1W1WRTB+6KKWNziyIqJ34bHwuiKLIk6hIyfcUchmlc+Sk596/CI2P+6D9q+VySubIybmXAZLeIyaLhbW3bkgyovRmM38+uMvloECOftXPgRXl6epKC4lU3b+N/zPsqRTM7bWc18/sZzWCYLV9Neis4n5J8VriIuP4qcui9+rGTXib5FT7KCbs44vZp7ae58Keq6lcB3VEvY7hpy6LMv6wBG4cvyOZYpDJZdzzznzHqFKlpHiVIpLv1fiycqbsSJ/ffWktqKeBSqNCoXJcSQkygQKl8kp+37okfbrsps6j26J2tac4q11VToOMIAjkLZabV74h9C81ii45+9MxWz9WDF+PQWegWOXCDjIbYBV1bNC5ltPzOLDyOE9uPbcV2/VJehLjkpjdY+m/1gWeGvFvExhUYSx7lx4h2D8U/xvPWDZkLesnbrPbbuOUHcSExzr4tTiD2lVFdi93O8ZgavSpWBkXhf09IgA5XVwpndNT8jOfC9eCg/B5HSL5XrHsHhgtFqK1SZLsKrCuFLqVLU/DQoXJolQ50ICVcjk9KlTERaGQpMIqZDJi9dLkCwCjxUJofBxnAjLv/Pdv44ODhiAIBQVBOCcIgq8gCI8EQRid/HoOQRBOCYLwNPlf55yxT4zI0Gjunn/kMDiJoigh1AYRQZGEPHNcNjtDuXql7KQiUsP1E6QNDv32j8MgL1pEQp+F8frF+9tZZs+VDYVEL4TJaGb/iqOs/O53m6RGRhizZggaN7Vtf0q1ArdsrukqAqceGEtVL4ZS7Tir1OsMkr0LSpWCAbN7IUjM8DVuaruZevCTUGZ0XECHbP3oXXAoggwHafOS1YrR76ceTs/12Z0AZnRaQOjzcMwmq5bWyS3eLOy/CoVSwbCl/VG5KO2kT8wmMzvn7+fC3quS+zy5xVtSKys6LIbQ55m/7z4FQp+H0bfYSGswMKXpwVh1guhUk56rh25mKi0lk8vwzJ+D71cPZsuzVXZd5anRukQpupQth1oux1WhxE2pIoeLK7+37/xZUyxSOODvKykAqJTJ+LZqdULi45wGjELu2djWuRsLv2jFlk7dON9/EC2KFUchkyFLfr9WvgKsu3WTsp5e0tcmQvW8+dLV70o0Gnn0Ce1rPzU+Zm1oAsaJonhbEISsgI8gCKeA/sAZURTnC4IwGZgMTPr4U80Yb8NjUaoUdrz79CAIwnuZFmnjdcjlcskH6uXDD8t/pkZaf28bBIGj60+hdlVT48sqlKlVIsOHzWKxkLdoLkltJZPBxIv7gbx89IoTm88xa98EanyZvpJq6ZolWH9/CftXHCPgwSvK1C5Bx+9aS0paXD5wg/UTt/H6eTgeebLTZ3pX2g3/kgOrTmAymGzpvZROeamB1Wy2UKVZBQqVzU/A/UAbg0gmE3DJorGxtSJDoviu9hSS4rSIoog2Xmtt2Exz2U9vB3DzxF3qtJN21Nu1YL9DX4RBZ+TSgRv0K/EdkSHRNgZXCkSLiC5Bz8L+qyhWqbBDbSq9n+jfHCxFUWRau3kkvpVWL1CqlfjffE7dZC8WpSbjlaNKo6R0rZL89Pf4DIUtBUFgdtMWDKpag5uhweRwcaVhocJ2BfB/Cym2qWmfCpVcbmMwSf0yrgol39WqQ/W87wgrHi4urGnbkUSDgW8P7eNRxBtevYxFLgjseHiP7mXLs8f3EXLBWrw2iRaWtmxNMY8c3Ni9gyQJB8OUY32MLMnnxgevNERRfC2K4u3k/8cDvkB+oCOQota3Bfh8/MA0KFgmn+QgKcgEZArHS3V1d6FQ2cyzliwWi+TMHSBd67VMoknP+jZ2V2rok/TsW3GUbT/vYWKLWSzsvyrd9IYoiszpuYw1P/xhVzNIm2KxmEUMWgNT2sxlyaA1zoNWMvIWzc2I5QNYdGYmA3/5WjJg3Dh+h3l9VlgNlESR6NcxrB+/jQt7rvDr1V+o2qISCqV1ldJhZCtc3KW1v6z2vEYWnZ6ZbISlQalWUrdjTVbdmG+T8d634hh6rb1FrcVkcaiV6JP0bJ+91+m1vfINkUyFmQ1mW13FbDRLbqPXGiSFCb/s3xS1hBKAZ/6cdoX2T4lXfiHM6/Mr/ct8z/QO8/G9/pTAx8FEBDv3ybZYLOTM9y4h0Hpgc6cKBgDFKhVmk+8KlnrPyrQSMkDh7NnpVq4CzYoW+9cDhtFsRms00qlMOTQKx2fMLIo0LFSEirlyUz1vfjSpai1KmYycrq60K1Xa4XMAJ58/4+GbcFsQMIsiOpOJvb6PONdvIAtatGR+iy+5MWg4rUqUolROT/Z0703jwkUcApQAqBUK2paUPtb/BnySKpQgCEWAqsB1ILcoiq/BGlgEQfg4zeD3gNpFzbdze7Nxyjv9KblCjou7hlwFPHn9Ihxtgg6Vxppm+HHHmHR5/2mRp0guPAvkIOSpfWpB5aL6JN4dXce05fzuK4QFvEGXqLfSLJNXQikzbV2inkv7rtO4ez2ns2afU/e5ecKxnuHUi0KEMzsukvA2kZl7x3/UNWz6cYcDx1+XpGfbz3vpNKoNC/6ZbveeNl7LiU3nHFZvuQp64pE7O4IgMGbtUMasHSp5vMdX/TO9WkwvFVm2Tile+QY7ZV2lCxGuHvZh6OJv7F7u+F0rrh+9jd+Npxh0RlQuKhQKOdN3//BZVhrP7gYwtuEMDFo9FotI6NPX3Dn7gP6ze0l6macgT2Evu3TfV1O74nf9Kfe8HzkYZaldVIxYMcDm8f4hiAl/izZBh85DxYu30RTzyEExjw8TYcwI8Xo908+d5vizJ1hEkRI5ctKsaDHOBDzHZLHYVgFLW7Ymi8oaKDe078Q6n5vsfvwAg9lMq+IlGVunvmSwATj8xE8y5SWXyfCNjKCNRAAo6+nF5o5dCY6LZdzJ49xJ7iqv4JWLxS1b46bKnF3w/wQ+mnIrCEIW4DwwVxTFfYIgvBVFMXuq92NEUXSoawiCMAQYAlCoUKHqgYGZl22QgkFn4MrBm0QERWG2WLhx9DbRYTFUa1GJ3lO6kCNPdq4cusXdcw/wKpCTL/o1IWfe9y+3PLsTwPhmP2E2mtEl6XHJoqFIhYIsOjPTzp/aoDPw+5Q/ObHpLAatgQoNyzJq5cB0bVzByri5sOcqPqfvYzIYrZLqCY4rgMbd6zJNopEKYMWIDRxZe9LxDal1eSqoNEq2Pl/9Qd9LCjq493WgO4OVw7/3zUYHumlM+FuG15hEQkwi+iRroFQoFcw7MdWuEc8Zlg1dx4lNZzNkYYFVq6puh+pM3z3OoTfn9YtwhlYdjy5BZ1s0CjIhQ9OnjK5PFEXuX3jM4ytPyJnPg4Zda3/gOGabAAAgAElEQVQ2++BJLX+WlBjJXcSLuMh4yd8lV2FPfr3yi+Rv/vT2C/YtP8qN47dJeJtIoTIFGLrkG6fsv4wQHRbDnF7LeXzrKaF9i5NYwh2NWokoE6iZLz9r23Z0yrT6UHTfs5MHb8LtpDZclUp+a9OBRxHhuCqVtClRGi+396NBp8Z3xw9z7KljD5ObUsXGDp2pld+RoXkvPIw/7voQGh9Po0JF6FSmHFnVakmq7f8EPlufhiAISuAI8I8oikuTX/MHmiSvMvIC3qIoprvW+tg+jeCnrxnbcDp6rR6DzohSpaBk9WLMPzHNJk73qSCKIgdXHWfXwoPoEnRUalSOMeuHkiONyN6PbX/h3rmHtjy5IIBLVhc2Pl6eaWnrG8fvMLf3MknJ7SY969k5y6XGhonb2LvsiMNAqlApMBtNTjNpbtlcmXdi2kdZlw6rNoHnd186vJ41Rxb2vtkoubJLjEvin83nuH/hMQVK5aX9sC8zPZMN8g9hePVJdrRimUIGFlEyVal2VTFofh9JJtXLR0Gsn7CNh5d8yZozK0UrFOSOEy2mtHDJomHl9XkUKpOfV77B6LUGilcu8l6Nox+L9u59JWVR5AoZP2wYzq8jN2DUm7CYLahclHgV9GTNrQWfLYilhiiKDKk8jiC/UMJb5yeuYW7EVKw5tVxO93IV+Llpi092TN/ICLrt3uGwClDK5AyoUo3JDRp9kuNcCXrF4MMHbDIeKcjp4sq1gUORp7nnD/n7MvnMSZskiVoux8PFhaO9++Hh8vl/i8zgs/RpCNb19UbANyVgJOMQ8A0wP/nfgx96jMxibu9lxEbE2fLaZqMZ/5vP2bPkEF9P/fDu2SD/EHb8so8nt55TqEwBev/YmeMbz1oNd5JTPzdP3GFkzUn8/mCpbZYZ5B/CPe9HdoVVUbSmmA6tPpEpg6O4qHhCnoZKitZp3NR80a+Jw+tms5nrR28TExEnWYSVK2SYTYLT+otRb6RAqY9rtBr4y1fM6rrYrritcVXTZ0Y3p6lAN3drv0CX0W3f+3gFS+dn3vGpLBu6jtBnr5HJ5TTtXZ8SVYuyZswfDrUffZKBo+tOSQaNIuUL8suxH21/x0XHM7DcWMxGky1tJZMJksHIYhEx6IwMKDOayJBoZHIBhVLB5G3fU6v159EASotsnlklg4ZCpaD51w0pWb0YR9aeJDI0mjptq9PsqwZ2q+NPgSD/ELbM3M2jK/545c9B7x+7ULd9DZ7cek7YywjMJjPx9XLZBQyw9ijs9X3ErCbNP1nqLvDtW4cBG8BoMXM64BnnXr5AwNqN3a9y1XTd7l7FvmXF9avcCAkil1sWhteoZeuZqFewEIOqVWe9z00UMhkCAgqZjM0duzgc32A2M/3cabs+Db3ZTLRWy4bbN5lY/9MEss+Jj6lp1Af6Ag8EQbib/NqPWIPFbkEQBgKvgO4fd4rpIyb8LYGPghwGB4PWwD+bvT84aDy7G8DYRjMwaA1YzBaC/EK5cfw2FrPFLs9rMpqJj0rg2O9n6D6uAwBBfqEolHIMaRYIRr2Rp7dfZHjsu+ceMr3DfERRtHHlZXIZCKBUKmjep6GDb7Req2d8s1kEPgpCm6Czqe6qXFQolHJEEcZtGMbC/qukrVkF6DCyFVk9Ps6ZrWarqvy4cwwbJm4j5FkYOfJkp8+M7rQd/OlmkCkIe/mGnfP2c//CY/IU8WL40m+o2rwiCqWC0OdhbJzyp6SGklS/iBTcc2Tlt1sL+GP6Lq4fvY1LVg0NutTm8JqTdisbjauaLmPbMrXNL7x989YuJv/cfQm/P1zqQAH+HOgxoSPrJ2yzOze1i4rWA5sjV8jJUzQXnUa1xjN/js+yugh+EsrIWlPQJeoQLSKRwVHM7b2coYv7kiOPh03h16KUnjykzLw/VbWnjKenZIOdALyKjbXJmi+9dhnvlwFs69xNMmAFx8XSfuc2Eo1GLKJISHw8o08ctcmFAIytU5/eFSpxLTiIrCo1DQsXkQxCz6OjkMp4GsxmTgc8/78dNERRvITz3/fDja/fE9ZZn/RpZCbP7Qzrxm+1m7WJonUmKdXkpdcauHbYxxY0CpTOJ90YJUDoszAeXPSlYsOyksc1GU383H2JQxFbJpfRqGsdek7q5KC+CnBw1QkC7gfaZvgpx1drlIzbOIIaX1ZGpVGxedpOyYJw1WYVGbKwr5Nv4/1Qr0NN6nWo+Un25QyvX4QzvPpEdIk6zCYLwf6hPLjoy5h1Q2nxdSPyFstNdq9shAdG2H1OpVHS7CtHRz5n8CqQkwmbR9q91qRnfdZP2MqTW8/J5uVOr0md8MyfgwMrjzss4swmE8c3nmHA7N4ffK1pkRSvJSkuiRx5PexWb+2HtSQyOIp9y48iV8oxGUw07lGPQQv68PuUPznw6zFkchlmk4X2w1vSf3ZPIoOj8cid7b2lTaSw9afd6JMDRgr0SXo2TtnBGp+FNjKHy/N4tCXdIc2zVC2D/oX3RZHsHjQtUgzvwADbzD6lrJfaB0NnMnE3/DU3QoKpXcCx5rjyxjWSkgNGCrQmE4uvXqJ3hUq2rvY8WbJmaPvqrtE49eDw0PzvSE1lhP98R3jOvB7kK+5IX1Sqle8t150avtekxfmcFUYfXfW3dSkXKpOfio3KOtJnRQh9Hs6U1nM4udVbcj9+159KBhyTwURsVDy5CnmSGOfItz+9/YJkv4PRYKJAqbyoXayCbpO3f49LFo3t3DRZNOQvmZcZe8b9641WH4M/Zv6FNl5rx3bSJxn4bfRmzCYzgiAw5c/RktfafVx7h/1ZLBbueT/i/J6rRIY4p6cClK5RnCXnZnE4fjvbX/xGu6EteRsR70RO3ExUSPRHXq0VSfFaZvdcSjevb/mm1Pf0LjiMq4ff1QIFQeDbuV+xO+x3ll2Yzc7gdUzYPJJDq09wYOVx9FoD2gQdBp2Bg6uO08mjPyNqTKJ7nsEsHvgbRkPm+puc4eFlP8nUndlswWKx8GX/Jmhc1XjuC0CmN4PR+n0pZTLclCp+bvLp55orWrVlaLWaeLm64aZUUTyHtDGY3mTC57V0o+vloEDJhj8BCIx9+17nkz+rO+W9vBw6yV0UCgZWlWZD/m/D/wntqak7x/BD45mYjCZ0iVZGU74Seeg1OeMWkZS0VtoB0z1HViKSHAcPKdtWsM7s14zdzKIzPwHw074JbJi0nSNrTzrQOFMGt2a9Gzg4p4W+CEeb6MTj4eoTuuceCEC5eqWZtOU7myaRs4KrKIrIUx2jTK2SbHm6kn82nyP0RTgVG5alcfe670UYiI2M4+ElP9yyuVKxUdkPFlT8GNz3fiQ5QBl0Rt4ERZK3aG7K1yttvdYt3oS/jKBy43I06OLoVhf6PIwJzWcRH5Nga/js+F1rBi/ok+lAWrFhGcmgocmioXrL9BsnM4s5PZZy1/uhLb0WrTUwt/dylnjPonSN4rbtXLO62K1Gdy8+5CC2mJJi1Sb/673rMkqVgtFrhnzw+XkVyElEkOMzYzaabTIjpWuWYP+vx8izLQRZj9IIZXJSOX8++lWqSt6s7+9DkRGUcjmj69RjdB2rpfKuh/eZfeGcQ3FcrVCQJ4t9ajYkLo6hRw4QlpAguW+jxUJOl/dXgljTtiPfHtrHi5hom4nSkGo1aVn8wwko/yb+z6jcJsYmcm7XFcJfRVC2dklqt6mWLnMlOiyGlSM3cu2I9bh1O9Tgu5UDyZHHSj3c/+tRNqaxj1W7qGj6VQNObDwruU+lWskx7Q671/qV+E5SAiSFbZNaMFGbqKN3waFOO3dTQyaXkSOvB9ueW2UuDq89ybrxWx0Gh/wl87LZb8UnW0X8teggW2f+hUKlQBSt1zHvxFTunL7P38uOEv82kQr1yzB0cT+KlH+31E+MTeTUtgu8uB9IyWrFaP51Q1uD3odgRM1JPPVxrA8p1Qr2hP2e6XSLKIoMqjCWIP9Qu1WkSqNk8vbvadgl87Lny4au5eyOS7bUotpFRaGy+fn16i8Ogep9ER4YwbdlRzvUowRBoFH3OkzbJU2/hvRVf1NDpVGyP/qPD2YcXj92m9k9ltrdgyqNkkbd6jJp66hM7yckPo7Nd3x4+Cacsl65GFi1eqY6pH1eh7D13h0ik5L4olgJepSviGsaCm+cXk/DzeuJN9ivyrOp1Vz+dqhte4so0nTLRkLi4yQNkNRyOU2KFGVN246Zvq608I+KJCIxkQq5cpH9f1lq6v8LlVu3bG6ZNlQyGoyMqvsjUSExtqayKwdv8cTnBX/4/4pCqaDTqDa8CYri0OoTKFQKjAYTjbrXZdSqgZzbeVlSJtstm+MP75Enu2TQMBnNDt20F/dec/pwp13hWMwWEmOTuHHsDvU61qTNoOb4nLzLrZP3sZgtKFQKlCoFP+2b8MkCxv0Lj9k2aw8GndE2eGnjtXxfbyqI2L4Tn5N3+b6eH+vuLCZvsdyEPg9jVN0f0ScZ0CfpOed2iW2zdrPqxnynekUZodekTiwasNqu9qNUK6nXscZ75edf+YUQHhjpkHY06IwsGrCaas0rZnp/Y9YOpXKTChxZexJdkp6mverTfviXGQYMURR5cT8Qo95IiapFJbePCIpEqVY6BA1RFB2aTdOiaKXCPLsdkOH5i0BibNIHB43abaoxfNk3bJi4PVkZ2UKjbnUZu166MVMKfpERdN+zC4PZhNFi4U7Ya/Y8fshfXXtSPpfzLvrt9+8y56K3rR/jRkgwW+/d4chX/ewCh7tazZ9devDd8cO8SbRK8ufNkpVVbdrbbXczJJhobZJkwJABzYsWZ+EXGXvopIfSOT3/dcHGT4H/M0HjfXDl4C3ioxLsupDNJjNxUfFcPXSLhl3rIAgCQxf1o8+0roQ+DydXIU+bv3SbQc05uuG0HX9f7aqi0yhHH/Ae4zswv++v9oObSkGVZhXwyGU/e4oKjcHgRBBRakVo0hsJe2n1Ppcr5Py0byJPfJ7z8JIfOfN6ULdDjU/ap3J47UkMElIj+rSd56LVP/yvhQcZs3YIK4ZvID46wTYw6xL16BL1TGg+i6Xnf/6gZsJG3eryOuAN22btQa6QYTSYqNWqKuM2jniv/WjjtcglJGYAtAk61o7fyrgNwzO1L0EQaNa7gYN1a3oIePiK6R3mExthleIWZDImbB7hsMIpXL6gg7Q8gEIlp1Lj9IuvI5YNYErrORi0hnTVbtzcXcnm9XGmPm0Hf8GX/ZsSERRFZGg0cZHxRIe9tWOPvQ4Ix/uvK+i1euq2r2mXWpt1/iyJxnfPldFiwWixMNP7DHt7SFPVEwwGZl84hzFVgdksiryMfcuG2zcZXbue3fYVcuXmXL+BvIqNRRCgoHs2h4lVRJK0xwtAs6LFWdXGsS6WWYiiyO2wUIJiYynj6UUZz08je/9v4f9E0Ah9Hsajy/5kz+VOtRaVMmyoeuUbLFk30CXqeeVrL5vsls3Nwftg0II+RIfFcOXgLVQa6+yvWe8GkjWU+p1q0WdGd7b9tNvGaClfvww//jnaYdsytUugclU7cO2VaiWCTHBoMpOrFJSoam8kVap6cUpVL44oiuxbfpRdCw8QFxlPkfIFGb6sP1WaVkj3u0kPCTGOXiLOYDaZ8bvxFIvFwt1zDyUJBKHPwhhc8Qd+u7XggyipPSd0pOPIVgQ/CSVnXg880jRYZgbOJN8Bq7zK9ouMXTf0veRmMguD3sj4Zj8RF2nv/fFztyX0md6Vb2b1sr2W1SMLnUe35eCq47YJiEwmoHHTSBb2U6Niw7IsPf8zW2ftIeB+ILkKefLE5wVGvdH2u6hdVQxf9s0nuc6keC1zei3jlW8wMrkMk8FEox71GL9xOKe2nmfldxuxmMyYzRb2LjlMy/5NGbVyIIIgOC1G3wl7jSiKkqvm269D7QJGaux4cN8haIA1wBfO7vx+qZonnyTLyUWhoFnRzHuhgFX3asfD++x59ACDxUKcTke8QY9MEDCLInXyF2RN2w7/urfIh+K/cZZOIIoiK0as59SW88gVcgRBQJNFw5JzPzkojqZG4XIFcMmiQRtvPzhr3NQUKpe+KdPlAzfYOX8/0a9jqN2uGo2716Vy4/J45M6OKIpEhkThktXFzmGt54SOdBjeksDHweTI6+E0JVOlaQVKVivGk5vPbEwolYuK4pUKEx+TQPjLCFsRVKVRUqxSYafU3S0//cXfS47YpNxf3A9kWrt5LDwzk3J1SqV7jc7QqFsdHlz0lUzNpYUgQOFyBREEAZlc5pT+nBibxObpu5iy7fsPOieNq5oSVd7PgTE1lColP2wYxpyeyyTfN+qtDXtLvGfZOvlFUeThJT/O77mKUiWn+deNHIJ3ZnDz+B1MTvzsd847QMWG5ajWopLttYG/fEXBUvnYs/QQcZHxVG1ekf6ze+GZX5oRlBqlqhdnzqHJtr8DHwexddYe/K4/JW+x3Hw1tSvVmle0+0xcdDyX9t1AG6+lRqsqmTYsWzTgN17ce2nXz3Rx7zXyl8jDjrl/23me65MMnNriTdOe9anYsCwuCiXxBsf7y0WpdJpmldo+BQmGjLv5pZDf3Z1u5Sqwz/eRrWiulsvJkyUrHUtLP3NpYTSbkQsCQ48e5HpwkKQ+FcDV4CB+u3WdsXXqf9C5/tv4TxfCz+68xLIha+1SP4JgNe/Z+Hi505vMZDQxoMxoq05VcopKrpCTq2BONvmtcJqD3rv0MH/M+MvO49slq4Z1dxbzyjeYpUPWERdp7Uyv1boaEzaPeG/+u0FvZP+Ko/yz+RyiCF/2b0KXMW3Raw1snbmb83uuIJPLaPlNE76e1lWyo1ev1dMt10BJA6bC5QuQu7AXWXNkpd3QLzKl75T63MY1nsGLB4EYtOnTMxUqBatvzKdYpcLM67OCC3uuOojfpSB7rmzsCfs90+fxOTC24XQeXvGT1OaSyWVUaFCGJedmAVZtr9PbzqNP0iMIAkq1kq+ndaX3lC7vdcxjG06zeswmp99lrTZVmXvkR8n3PjdunbzHT10WIQjWVaMgk9F2cAuGL+vPszsBhD4Pp1ilQg7e9knxWrp5fSvZQOnumdUuTZka7Ye35PvVg1lw+QJb7t2x65hWyxX0rmD11pbCm8QE6mxcJ/leqZyeHOndlxPPnnDqxXM8NBp6lq9IWa+MV7aiKHLQ348t926TaDTQtmRpvq1SnawZ6EPdCg1hxrnT+EdFopTLsVhETGL6RAQvVzeuDxqG1mjkSVQknq5un83/OzP4P+sRPrbRdB5e8nN4Xe2q5rdbCyhUxrnsecybWH4bvYnLB24C0KBzLYYvH+BQZ0iBs4FYrpBRt0NNbp64Y9d9rFQpKFunFEu8Z733dX0sXr8IZ0jlcZJBI6W7SRCsq5gBc3rTdUy7TO874NErRtaYLJlftx1CEGjQtTZBviG8DnhD3mK50MbrHBrtUlCobH42Plqe6XP4HHgdEM6o2j8SFxUvWT9SqhTsCl1P8JPXTGzxs8NqS6VRssl3xXupvwY/CWVI5XF2M+/UKFmtGL/dWvB+F/IJoNfq6Z5nkMNKXO2qIldBTyKCo5DJZJhMZqp/UYnpu3+wuTfGvInl68LDndZfTAbpiUOnUa0ZueJbDGYzY/85ytmAF6jkcgxmMw0LF2Flq3ZO0ze+kRF02LnNoZdCDvzauh1/3LvDo4g3JBmNyBBQKeTMbNSMnhUqSu7PGaKSkvjn+VP0ZjNNihSlaHbHWtyz6Cg67trudFXhDO5qNd/XqsuSq5eQy2QYzRYq587DmrYd/kf0qP7Psqd0TvoZZHIhwxSKR65sTgX/pBDyNEyyG9xssuBz6r7Dg280mPC/+YzgJ6HppsoyQlK8lquHbpEUl0T1lpUz5RWeI29257WH5NdF0Zoa2PTjDlp+0yTT8iF7Fh3K0NVNoVJw/aiPbQb98mEQKo2SIhUK8sovBEsqhpjaVU3Xse9y8nHR8exbcYwrB2+QzdOdrmPaOZWA/5TIWzQ3W56t5KvCw0iKlfD9Tvb3uHLghrSAoSBw/ehtOoz4MtPHLFAqH017N+DkH94O7ynUCuq0/zzXfWrrebbN3kN0aAxFKxVmyMK+dmnOu2cfSq7S9UkGgp6E2q3GfE7dZ8fcfXwzqycA2b3c8cyfw4ExKFfIkMvlmJC+d2q1sepzqeRyVrfpQGB0NNfuP6WEpyfVKxSX/AwkCyEePiDZfCcKAuNOncBktthm+hasXhezzp+lbanSNjn0jHDi2RN+OHncug9RZOHliwyuVoMf6tqnlDbcvmWnqJsZyAWBcl65WHL1kl2wuRMWyshjh9nR1bnj5P8E/tMd4U161pc0i1EoFZJSGx8DjzzZJXWMwNqtLZWzNxpMTGo5m8UDf8u0rWpq3Dv/iF75h7Bi+HrWjt/K4Io/sGHy9gw/p3ZR0/n71qhdMxajU6gUPLjom+lz8r/5zGl9Qu2qRu2iQqlWOKRcDDojFrOFyo3Lo3JR4ZbNFaVaSbthX9B6YDMAEt4mMrzaRHYvPEDA/VfcPfuQub2X8efcvzN9fs6g1+o5ucWbNT/8wYlNZyWJEG7urrTs2wSFynEulatATnLm9UClUUl6U8hkgqSBVkZo9W0z8hS1T5Uo1Qpy5M5O5+8d2Xgfi83TdrB82DpePw9HrzXgd/0pU1rN4fFVf9s25vTkd9KMzYY0BlSCIDB+0wg0rmo7/bOsObKSJbt0qlYml1Gq+rvAcO2ID2NLjePPjquYWXsGQ6uOt7EE08I/KpIYnUSQxzq460wmydSQUi7jZmiw8+tMhTi9nh9OHkdnMqEzmTCYzejNJjbeucW9ZB8M2/lERji1i5WCi0JBDhdXq0lUmtWJlXIcyuv4eCef/p/Bf3ql0fG71pzdeYnQZ2FW0yKlArlSzqStoyQZVPExCRxdf5o7Zx+Qt2guOo1qY9eAlh48cmWzKpxKTCJE0YJSrXBYbVjMFt68iuT0tvOc332F3lM6U7BMAWq2qoImgwHdoDcys9NCBw+EAyuPU7xykQxpnQPm9MYtmxt7Fh8kLioBt2yuJMUlOaxARFF0+jBLoWDpfAT5hTjsR6aQISCCXCYp5Q4Q+iycjY+W8/pFOG9eRVKkQkEbjRng8Jp/ePsm1u571CXq+XPu33QY8eUHiylGhkYzqvYUEmKT0CXo0Lip2TR1J6uu/2LrqE9B35nduXbEh7cRsegS9SjVShRKORO3jkIQBMrXLy2ZvhItItW+qMTVw7cQBIEqzSpk+BsfXH2cDZO221YuMpmAQqWg27gOdPuhXaavV5uo48z2i9w//4h8JfLQZnALB7LFm6BIZnRcIClbr9ca2DR1J4vP/gRA1WYV3suMKu1kqlKjcqy7t5iDq08Q7B9KxUblaDO4OfuWHWHPksN2vSaCTKBktWK2+yDIP4Q5vZba7fPlg1dMaD6LLU9XOrC7TBbLBwkciqLV7yIz8H75wkH2A6zqtPv9HlM5zztl6Eq58/A44g0miXtEo1AgIOCuVtOkSFESDQaq5c1H17Ll6bpnh8P2YO1oj9YmfZZu+Q/FfzpoaFzVrLo+j30rjnH79H2KVihEx5GtJK00Y97EMrzaBOJjEjFoDcjkMk5vv8D03eOo3aZahscSRdFpWsZssqB2VTvNTZtNFswmPVtm/oXGVYMIzD44icpNyjs93r1zDyUHJ4PWwIJ+K9kx92/6zOhOhQZlJP05ZDIZvSZ1otekToiiiO/1p0xsMcvhAXfN6kL5+pm3luw9pQu3Tt6z24/KRYXZZEbnZCWWAq+C1vPMWyy3w2/0xOc5fy8/IqnAq1Ireerzwo5J9D74bfQmosPe2lZIukSr78qKERscCs3uObOy4eFSzu64xP0Lj8hfIi+tBzXHM18O3ryKYHaPpQ4rLblCTqfv29C/1ChMyZawMrnAkEX9nNaLkuK1bJi43U4vzGIREWQC2XO52wJGym8XGxFH2Tolye5lX3OLi45nZM3JvH2THORUCv5edoR5x6dSoUFZ2z4mffFzus6FAQ9e2f7vksWFiX+MZME3qxDNlgxVgWu0cpRJyVc8D8OX9rd7rdeULvicfkDgoyD0WgNqFxVqVxVT/nzHnDu89qRD3cNiEW3SNZUa2feklPX0Qq1QkOjEb9sZNEoF1fNmLm0s1eAHyWNCmqL+4Go12e/3GFOq89EoFLQrWZphNWphEUWKe+RwSP81LlyUwLdvHajDYvL2Pq9D+OfZU9RyBR3LlKWEEw2tfwP/6aARHRbDtHbzeOUXgkIh5+FFP3Lk9aDH+A4O2+6Y8zexEXE2Bo/FbEGfZGDJoDXsCl6XIT9dEASKVS4iOVMrUbUo2Tyzcuufe+nuw2IWSYq3zsKnd1zA7tcbnM5GnTGNUs498HEwc3svQ6lSUOPLKlZxPjeNbRu/G0/ZNX8/Qf6vKVunJL2ndGbQ/D5smLgtWQJExNXdlfknpr2XdlTpmiWYuXc8v474nYjgKOQKGZUal+PRZT+bjpEU1K5q+s6Uzs1e2n+d+X1/dZr+M5vMeOTOWEbCGa4due0w0FvMFm79c0+S+69xVdNmUHPaDLIX0Ptr0SEbhTk1BJnAniWH7Go1FrPI2h+2UKhMfmq2cvTT8Lv+FIVK4SAyqU8ycGnfdTqPakPYyzdM/OJn3obHIsismlg9J3WiX6rv8c85fxMZEv3OFthgwmgwsaDfSrY+X40gCPjffEZUaEy6LoRu2VztvotG3epSpnZJzu26zJtXERz//axkcVsQhEyrI2tc1ay4PIc7Zx7w5NYLchf2pH7nWnYMwNSMRrvjIBAT5igOKJfJWNGqrbWuYbFgcNKvIWB17BMQUMrl/NGxq6TXhhQaFy4q2bOhUShpX9qefVgwWzb2dO/NnAve+LwOIatKzTdVqjKseq10jzekWk0O+PkSp9fZAoeLQsGUBo2ZffEcB/z80JmMyASBjXd8mNygEf0q/zs+LWnxnw4aMzot5MX9QMwmCzkadlAAACAASURBVCmP8rZZuylaoaDDg3r1yC3JgVgbryUs4E2mCswjV3yb3FlrtD5gMgGVRsXIFd9ydsdFZPIHmZZj1yfq2T57L4PmfS35fuUm5TMsOJNs7ORz8h6/Dt9g0/e5ftSH2T2X2jqAg5+EcmHvVX698gt/hW7g0WU/XN1dKV+/9Ac1c9VsVZWtz1eRFK9F7aLi3M7Lkiw2AATIljMrA+b25ou+jj7qZrOZFcM3OA0YMrmMfMXzULTih9eonPljp+ebnRYRwVGc2X5BUoFYJhMwGaR/99WjN/OHv+PDncXDTfJeEQRrMVkURaa1m0d4wBs7YcY9iw9RumYJ2+r40r7rkh7p0eGxRARFkquQFzHJQSc9RIZEs3r0Jlp924wz2y+g1xlp1LUOPcZ3wGKx4L3rikPQEASBep1qvhdjTCaTUf2LylT/QtoytkbLyg5MRLDWxMrWle4vql+wMGf7DWS/32OuBb/iWnAwhlR5ZBeFgl9btUNrMpJVpaZewUIo32Oi5OHiwuymLZh+7jQWUcRssaBWKOhWrhw18zkyNMt4erG+fSeOPvXnZUwMhbNlxyyKpHdELzc3jn3dj423b3HhVSB53LIwuFoN5DIZcy+et7kCmkURs9nEvEvnaV2yFF6uHy9p/774zwaN0OdhvHzwyiH3qkvUs2/5UYeg4ZZNWo3SbLLgkknhvIoNy7L80hx2/LKPgPuBFKtchK+ndqVYpcK4urvwzx/nnA5+aWGxWNi3/AhqFxV9Zzj6VLlmdeGHDcNYNOA3yUEhNQw6I+f3XGX02iGoXVT8OvJ3u/OwmC3oEnRsmLSNuUd+pHbbzLNyTEYT8TGJuOfIYlcnEgTB1sBYtXkFLBIBTuOmYfym4VRpWoH9K48zsuYkPAvkpMuYtlRubE3NvQmMdMqCQ4CS1Ysxa//ETJ+vFJr0qMuZHZfsvkeFUk79TrUypcuVGJvIyJqTSIyVFpJMb1X45lWk5OslqxXDI092tM/D7IrLglxGu2EteeUbTPjLCAclX12ingO/HrMFDbUEEQRAtFhsJJEytUpkmGIy6o0cXnOS47+fwWQwIYoip7Z407h7XcZtHMGIFQNYNmSt7b6SyWVo3NQMmt8n3f2+L5p93ZBVozdJXVG6QT53liwMq1GLYTVq4f0ygOXXrxAUG0tZTy/G12tAlVR1hw9Bt3IVqJ2/IEef+qE1mWhetDiVcktPNF/FvqVrss1sktGIm1LJkquX2dfjq3Tps16ubkxu0JjJqV6bdf4sOpPjCk8uyPB+GUD3ch+u8PCh+M+yp+Ki4m3sjLSICY91eK3L6LZo3OxTQXKlnPL1SjvtzZBCiSpFmbF7HJv9fmX6Xz/YWFpFKxRi/MYRVv8Gl3csmvRmeEa9iV3z9xMfYy+9HOQfwvx+K9k2a49Ta1YHCJAUl0TC20SiXzsu40URHl32l/igNERRZNvPe+iScwB9igyna65v2bfiiOS2nvlz0mtKZ9SuapvNrMZNTcWGZajUuBxDq05gz6KDPPF5wZWDN5na9heOJDNu3LK5Ol1RFS5bgFXX5n2QNlVqDFvanwKl8uKSRYNSrcAlq4Y8xXIzatXATH3+xKaztrRiWihUCsrVcS5p7Zlf2g9eEASGL+vvUMSVCQKnt10gMTbJ6nUugbhU90v7EV86sORkchmla5aw1T88cmen6xjH+z8tLGaLleVmERFFa4A6v+cqDy760vyrhsw98iPVv6hE/pJ5aNmvMWtvL6JAyY8bjNPixb1AFBIkFkEm49DqE1zaf52Lf1+T9JRJQZMiRTnQ82t8hoxge5fu7xUwRFHkVmgIfz64x+WgQLt6RsFs2RhWozZj69R3GjAAJp/+hxidjqTkukai0UhofBwLLl/I9HmkQJlsH5sWgmD1Ov+fwH92pVGsUmFJPwWlE357y2+a8OxOAEfXn0apVmAxW8hfMi8/7hzzyc6pYqNyuGV3Iy7qHUUuvTyy9Xzti7zP771kTMPpNpvZzCJbzqx45M6OyWhCJhdAoi6YzTPzDIxdCw7w18KDtn4Xg87I5qm7cMvmxpf9HTtz+07vTpUmFTi+8Qy6BB2Ne9anQZdabJnxF2/fxNqldfRJBtaN38oXfRvhnjMr1VpUwufUfbuVgFKtoHbbahj0RlTq96eypkaW7G6su7uYO2ceEPgomIJl8lG9ZeVMp+Z8rz11uoIsVaMYsw9PZmC5sUSnybnLFTIG/uLcD/7M9gvWpz/VwGQymjn312X6/9xTkgihclHRqOs7McMOI77k8RV/rhy6hTzZEtgjd3amprmvv537lc3L4uWjIKed2WmhT9Jzaf91KjUqR+Um5e3IG6IocnKLN/tWHCXxbRJ12lfn62ldHYr174OwgDeSqz+j3iqAmVIDNJvMTNg8ksY9HHWlPhSJBgN99+/lSXQkFlFEJgjky5KVXd16kiOTvhl6k4kbIcGkfXKNFgvHnz1hfovM9/EAdCpTju0P7tl1yIM1TfW+GlifCv/ZlYZKo2LEsv52s1uVRkn2XNnoMqatw/aCIDByxbdse7GaKdtHs+zibNbeXuR0lREXFU/g4yAMusxr16z+fiMxYTHSzV9OYNQZ8cjzTjht/YRt6BJ0mQ4YgiCgdlXx/W+DrZIWKiVNv2rgsApTu6rpPiFz2v+iKLI7VcBIgS7JWodxhooNyzLxj++YsXc8jbvXRS6Xc27XZck6gNlk5uXDIAAmb/uesnVKoXJRveu7EeHIulP0yDOIu+ceZuq800NKLr3LmLbUbFX1vWo5hcsXlOzB0LipGbr4G+b3XUlCrL0qqiATGLrkm3QHtZcPgyQHbpVaSXTYW77/bTBqFxWpx1CD1sDt0/dtzXNyuZypO8ey9vZCvv9tMLMPTmaz3woHPSpBEGjQuTZLzs1i+cXZmQ7EMrnMaQrstzGbWfnd7zy/+5Kwl284svYkw6pNJOGtc4XYjFC8ShGn977FbLFa3cZr0WsNLBywmohgaZfFIP8Q9q04yrHfzxAXnbk+h0VXLvI40to5rktOLQXGvmX6udOZ+rzJYmHcyeMOASMFH2JlW84rF6Nr1UUtl+OiUOCqVKJRKFjxZVvcM5Az+Vz4z640AFoPbE7BMvnZt/wokSFR1G5bjQ4jWqXLb8+Z14Oc6XQY65L0LOq/iquHfVCo5IgiDJjTiy7fOwaitLh62Oe9+O1gZbvEhL2laIVCgHOb2dRQu6goW7cUcZHxVofCSZ0oXbMEYKWuXvr7ut3sVZAJdBrViraDW2T6nJwt/6NCYzK1jxTERko/sEadkSwe1iJeluxuLPWexV3vh/zYeq7tHFLy8NM7zGdXyHpbDUWv1XNp3w1Cn4VRtFIh6ravkaGysTPotXr2/3qcU1u9kclltBrQlA4jW9lkMQDaDG7B3jT9BQqlHK+CnqwdtwXfq46/mdpFZTP0coYS1YpaO+TTDJJGvZG8xXNTumYJCpctwORWc4iPSrCtPO6cfch3taew5elKW49NwdL5HXSgnKFg6fxM+XM0P3VZlOG2cqWC5l83cng96nUMxzactvtOTEYzCdEJHNtwmh6ZnKCkRZHyBanavCK3zzywTb4EmSAZXEWLBe+/rjio/K6bsJVDv/2DaBGRK2T8NmYzM/aMo1br9NlG+/18Hbq5jRYLp148x2SxoMhgorHxjg9nXzoagwGoZDI6ZFLoMC2G1qhF+9Jl8H4ZgEou54tiJcim0WT8wc+E/+xKA6ypnD2LD+F/8xkaNw2VGpX/4AawFCwZtIZrR3ww6o1o43XoEnRsnrqTywduZPjZDzE7EkWRNT/8YfvbPZ0UkktWDUq1kjaDW7Dw1AzW3V3MzL3jbQHDYrEws9NCEmOT7IKXSqMkXwn7vG58TAK+158SE+5Y/1CqFHgVkOaBFy7vXOlUFEWuH7vN9I7zmdBiFseSi6qSSGYJpcajy36Ss0yDzsjepYcBq4Ndv+LfsWL4erbO2s3Cb1YxqMLYTM8mU8NisTCxxc9s+3kPr3xDePkwiM3TdjG9wwK71FDOvB4s8Z5FiWpFkStkKJRyqjavSGRIlGTAAGs94MHFx+kev/eULg4rGLWrmi+/bYZ7jqy2a7ey4N6dj2gR0WsNnNziLbnfkGevuX/hcboz/vqdajlVdE4pcqs0SgYv+FqyAfapzwvJznm91oDP6ftOjwtwcd91RtScRM/8Q5jTa5mDWsKMvePoPbkTnvlzkDVHFkpWLSpZvzQZzQ4kinvejziy9iQGrQGj3oguUY8+Sc/sHksk6dKpYXZC17WIomSqMC2237/rkEZKQVGPHIyvm3mflbTIl9WdrypWplu5Cv+jAQP+wysNvxtPGd9sFgatHlG0slQeX/Vn6s6x1G0vqbOVIRJjE7m8/7pDk54uUc+u+fup36kWYHWw2zxtJ4G+weQvkZcBs3tRrUUlGnatna6aqzMEPn4nZ9BjQkfWT9jmYDNbr2NNWvRtTImqRZzOYF/cD5Rk+OiTDCwbvJatM/9i0Pw+PPF5ztF1p1CqlRj1Rup3rs34TSNsKQtBEBi6uB8L+6+yy+WrXVTpcvI3TNrO4TX/2IQS/a4/tRokSTyrrlld7VhrLx8FcXD1P5IrNYvZwq55B6jVuhqbp+3kbUScLbhoE3SEvYxg45QdjF2XeYc4gFv/3CPgwSu7dKJea+DRZT8eXfG3UwAuUbUoa24tRJugRa5UsH7CVu6ceeB03yoXVYYeIYXK5GfxuVmsGfsH/jeekcXDjS5j2tjN0oP8QiQ/q0/S8+yOvRtfXHQ8Mzou5Nlt64Bu1BvpNbmzJDsP4PvVg5ja9hcMOmNyQ6IMpVrJVz92IWc+D2q1rirpUWKxWBARJX8rmVxG3jSyKKIocv/CY7x3XebFw1c883lhW6Fc2HuVG8fvsMZnAfmTJzZKlZI+07vTZ7r1vAN9gxlRY5JDmlOlUVErTWPuqWT1Yanzun3qPvU61pT8LgCaFi3GiWdP7GRABKBmvvyZouimNo9KDYUgY3vn7hmq4/5X8J8NGlJ+2PokA6u/30SddtU/aNYfF5WAXCGX7OxOScvcPn2fGZ0W2AZTv6inzOi0gB//HMOI5QPwv/mc6NcxdvIfGjcNGjeVdfke4zj7S104bD+sJRFBkexbfixZFdREw+51+WH9ULuUiRTMJgukc91RoTEsHrgamUyGUW+yPbiXD9zAPWcWvvv1HZuoUbe6uGTR8Mf0XYS+CKdwuQIM/OVrp/4d4YERHFx13C5doUvUo9IoUagUdisOjauavjO62eoKcVHxjGk4LV1vdJPRxIbJ23h0yd9hNWIymDi/+8p7B41Hl/0cZFrAmhp7nBw0RFHE/+YzwgLeUKJqUZv4pO+1p+lODuQKOS36OqZ10qJ0jeIsvzjb6fsFnSg1q13VDh4ec3stx//mU0wGs61p8K9FBylcrgCNutV12EflxuX59cov7Jy3j5cPgyhZvRhdRrchOiwWhVJuSx+mxtXDt1g2ZC2JcUnW3zpZNTkFSrXCQTNr1aiNnNziLam6LFpE9Ik6ts/ey6Qt0j7ihcsWoP2wLzi6/jT6JOskUeOmptlXDexc/8BaK5NcFIgZaGoB0xo24VZoMHF6A1qTEReFArVcwS/NW6b7uRQ0KVyUw0/8HLSnCmfPTk7XzBXS/wv4zwaNp048jyOCo9BrDRnq/qRG4OMgHl32J5uXu2RuXCaXUTHZUnPtuC0OTBp9koG147aw9dkqNj5exo1jd3jlG2w1IJLJ8CrkSd0ONTi4+jhbZuy2X0W4qun9Y2fb34IgMPCXr+k9pQuvX4TjVSCng5e4M5SoWgSVWoE2nUyN2WjBnKZUZ9AaOLHxLMOX9bd1h0eHxaBUK5m+Z1ymXPXun3+c/N05ChVWblKe8MAIwgLe4JE7G19N7UrHke/8ldeO25JuwEjBi7uBTicDUky6d+9ZOLjqOH8vO0p8TCKVG5dj8MI+eObPgdpV5fB7qtRKcubLQWxkHJO+mE3Is9dWKXCjidrtqjN1xxgKly/AszsBkum0XIU8mb77h49iEaWgXN1SFC5XkBf3X9omM4JMQO2iouU3TWzbxYS/5cHFxw4SHPpEPXuXHpYMGmBlIaaoPV/Ye5WxjWbY+iFkMhmzDky0SXc8uxvA3N7L7L8vIZmM4aLCJauGcb8Pp3C5d+ks/1vP+ecP73RVpy0WMUM6+LAl/SlbuyRrx20lMiQag9ZIbGQ8MW9i7cgszXo34NK+6w4BymwyU63FOyn0A36PWX3zOhGJiVTMnZtJ9RtRIVduzvQbyCF/Xx68Cadkjpx0KVsOd3Xm0kET6jXk4qtAEg0GdGYTSpkMpVzO/BaZCzr/Ffxng0b2XO6Ev3T0Z1BplJlWG7VYLCzot4pL+68jCNbgIAgCSo0SY/KMOSW/22+mdan8ykm64PWLcMxmM3K5nLrta0imyLqNbY82XseeJYcRk3WGek3sSKfvWtu28b3+lD1LDhH+MoKqzSrQdWzmvS7kcjlTd41lWrt5khpO6cFoMFkHJTWsGL6B09suoNJY01dVm1dk4pbvOLP9Aqe3X0SpVtB2yBc0/7qhbbWQxcNNckCXK+SUrlmcxWd/wmKxOLCWHl97wpk/L2bqHL0KWpVmb5954FAYNWj1PLjoK7kS+m3MZk5sOmcbuK4d8eHe+UcsuzhbcpKgUCmo37kWc3otI/BxkN2K4sbR2+xZcpieEzpycc81uzy5Uq2gYsOyzP9n+getdKUgCAILTk1n3fitnP3zIiajiWotKjNq1UA7ocn4mETkSkfRTMDmP54ewl6+YeE3qxxkTaa1m8eukPW4ZnXh7+VHbc+FDSIoXRTM3Deeai0qOfy+14/cyhQDMaOucl2Snt/G/MHb5GuxWCxcO+xDwP2pbPJbYZvs1PiyCg271uHi39fQJxmQK+XI5DJ+2DjcRqRY73OTFdev2FRlLwe9oufeXezt8RVlPb3oVaESvaRPww4RSYns931sNYEqUJCmRYpxqm9/dj18wK3QEIrnyEHfSlUo4J7+5CHJaCTBoMfT1e2DGFb/Nv6zQaPX5M6sG7fFbkahdlXTcWSrTNMpT245z5WD9v4IgiDgWSAn+UvkJvxVJBUblKXP9G4IMoFjG07jmtWF+OgEh32558ySoYaTIAj0m9mDXpM78/ZNLH43nvLHtF1sn72XXIW9qNO2Gkc3nLbJf7y4H8iJTWdZe2dRpiw9Aao2q0juwl4E+b+fFHu+4rnRuKrZveggZ3dcwqg32mQjbp++z8ByY9Am6GyzzOd3X+Jz6j6Tk6VLanxZWbIwqlDJafWtVfo8MiSanb/s487Zh3jmz0HPSZ04svZkpujFalcV/Wb2oHStEnxT4jtMaeSGzSYLK0dtZP3dxXavx0bGcfz3M3ZBVBRFDFoDxzecYeHpmczpudRKCBDBq5AnM/aMQ7RY8Dl5zyEFpdcaOLz2H3pN6sSco1NYMXwDoc9e29JRI5YP+GQBIwVu7q78sH4YP6wf5nSb/CXyoJAoFsuVcmq1zliQ88yfF5ymb64cvEmLPo14/TxcujdKpUQml0s+dyoXNXKFPF1VA7Writ4/pu96eGHPVZLitXb3itlkJuZNLDeP37V5rgiCwITNI2k39AuOrDtFVGgMlRqVpUZLq2yJ3mRi5Y2rDjLkOpOJ5dcus65dp3TPIwU3QoL59tA+zBYLerOZXY8eUDqnJzu69GBYjVqZ2ofWaGTaudMcfeqPALirNcxq0oxWJaxyKWEJ8dwKDSGbRkPdAoUyZG/9W/jPBo22g1sQE/6W3QsPIggCZpOZLwc0YcCc3pnex5G1Jx2WsaIoEhcVx8LTM4iLimffiqP80HgG0WFvUagUkgOcxk1Nz0mZu9ngnWrrwn7vZnahz8LYt+KY3XYmg4mEt0lsn/03Y9YOydS+46LieR0g7T0A1tmwIJPZPECEZB+IUasHA7D/12MOqQSj3sTbN/azVV2inkt/XyNgYkeKViiEUqVk4ekZTG07j6T4JATBSpMc9/vw/9femQfYWL1x/HPue5e5M2MZzNj3fV9DIlvWJEKoSJJKyVqWSEIlkYQo0ialrD8iRSFqrGmyjRmMMRhjDGa9c5fz++PO3Oa67x13zAzh/fzDfe/73nvec+c9zznPeZ7vQ9nqpbkYfYkXGrxKSmIqdpudmBPnObYnwqu8C+ByfegNCh0GtKbFo/eh6BWvSfKn/o7yWM2cORqDwWTwWHnZrHaO/BnOS/MG82XEfM5FXkCn6ChRIQQhBFcveZ+dW5Kdv1n91rX57MhcUpPTMJoMNx326w0pJWeOxZCWlEal+uWz3dNS9ArDFwxhzpCPXdpoBpOegEIB9JvQ0+t1mSRdSVEd2K3pNlcUVoN2dQjfF+mhQWW1WKlcX10brE3fFnw1daXqe5k5IMPmPeNRn/x6zhw9q7onYk2zEn38nFuhLofDwcpZ69n/8yFnYMPuY3z73jqm/288heuXVqvoiwTCLsaqvOOJQ0qGb9rgyvgG52rh6KU4vg47xLMNfZPpGb3lR347fcoV5huXkszoLZsICQhk68lIPvtrP/qMrG9/g4Hlj/W5req2mdyxRkMIwYDJfXh8bHfiouMpUjIIfx81pDLxtmzW6XTs+GE338xY7XoAAY+kPaOfc6DoM7Y7fca4K+tKKTkVdobkqylUbVzJY49lyYTlHq4ANew2O/u2/OXx2elp6RhMBo/Znd6o9yo9ojcoTN8wkeLli/Htu2s5vieC8rXL0HdcD6o0cG6qetNX8kbYjqOuHJPK9SvwzZmPOb43EkuKhZrNq7oUTL+ZsdplMDKxpFiwWW0oesVDSkTonLW3pUNitVjZunwn4ftPMvu3qQQGBai6XPwLmD36o3iFYFV1Vp1OuDaZhRCuyJ1MChUrSMlKxT2ilxS9wv3XKQ5kVRfOK85FXmBy93eJjbqEougQimDMkmG0eqyZ12va9WtJyYrFWTXnf1w4HUfjDvXoOaKrT3srTbs0ZMOinz1CWG3pNtYt2MRDTz1Ij5c7s3HRFhITHK7fyy/AxCMvdnSri5KVEhVCGLFoKB++8IlzxWF1ukF1isBhdyCl5Jcvd/DQkw+iN3gfjirWLY850M8jcMFgMlAhSxh43Nl4lk1aQeiPB1xGMHN1/Fbv2Sw7s8BraG25gp6RYmqEx19SjZRKs9lYc/SwT0YjLjmZ306fwnJdXojFZmPajl8Jj4/HYre73k+xpjN43Wq2DxqS5yvZnPLfWO/kApPZRJlqpXJsMADaPdFKtfKfyd/IdzPXYUlJ9xqfbS7gx+hPX2R1/DIGvNHH7Yc8fzKWwbVGMuKB15n0yDv0Kf4sm5dtc7v+fKRvsxrA7YH8fU0oT1UcRveCA+kZNIgv3lyJPcsfnn8BM/Xb1Ea5TrfIaDby5OTeNGpfl9JVSjJmyYt88vdsXl8xymUwAOq1qe3zH6VOr3hIlut0Omo2q0qDtnXcJK//+jVMVWNKb9Rj9DN4BH3pdDpXrD04Q2ujDkezbv4mHhvxsIfekslspPtLnhINIWWL0bhDfY99LoOfkb6vekroZ2XsZ8PwC/Rzud1MZiOFihVgUA5WszeDw+FgbLupRB87hyXFQkpiKslXUpg5cB5RR7OvNlezWVUmfTea+aHv8Mz0/j5vxjdoW4fGHeqq6l1dOBXHwpHLKBxciI8PzqLz4HYEly1K5foVeGXhczw3M3tp9I4D27Di7GJe/OCZf+/R7nyu0pItHN8bwa8rdmX7Ga16NaPAdaKZeqOekPLBNM5wPa1bsIlB1Ybzy9c7VFdNtnQbZ/86Q+9adfC7rt64Wa9neLPmHteoYdDpvI4LvqrnXkhOUj1XAicux7tUbbMev5yWyuE4716EW8UdbzRyQ4/hXShXozR+gc6ZosGkx+RvctY7vkEujxACvwCTx+xISsm4jtOIOXGetGQLKddSSUu2MH/4Uo7vi3SdF1LOt2WmX4DJVR/kwNYw3n1qHhfPXHJJKnz//no+m+he9eu1L16mZKXimAP98AswYfI30qBtHfq+duMs3ednDcBcwM/lHxc6Z2CAQSW4wGDU08zH+t1FVQpFAThsDt5c86rHfoiagbGkprN1+U76jnuUjoPaYPQz4F/QjNHPQNv+LRn0lvr25cQVI2nbvyUGkwHFoFCqcnHeWjfuhnLrtZpXY+nhD+gz5hEe6NGUQdP68dnRubkWULwRYTuOknQlyWNgsqXb3Eqr5iVCCCZ/P0ZVHM+WbmP7938AUKxUEUYuGso3UYtYdHAWHQa09mmSUbBIAYLLFsWgIl+Slmxh27e/Z3u90c/IR3++TatezTCZjfgFmGj/ZCs+2PEWOp2OmIjzfPLa166ck2xulDcebEv/OvXw0+sx6BSC/QOY+VBnHijrm/x+paAihAR4JhGb9Qb61fGtUFjFwkGqNToUIQgwqLshdUK4ucQykVJyKSVFVQ03P7hj3VN5gZ+/iY/+fJtda/ZwcFsYxcoUpdOgtjjsDj4e9Xm219qsdhq085QlPhp6gisXr3pG96RZWbdgE68texmAQW/1Y04WqWlwrgaCyxQl7mw8BqMzX6T3mO482McZLvnV1JUqRXssrJu/mYFvPu6a2RcpEcTSI3P5e/sRYqPiqNKwIpXrV3C7zm63s/GTX/jfwp9IS7HQqlcz+o3vSdnqpfk0bA5zhnzMwW3/uPYmatxXhTPHY7BanA9l4ZBCvLX2NZ81jPqN6+FyW2ViMOlp3KEe0cdiUBQFK9nLd4PTUCmKwivzhzDorb6cP3mRkhVDVMOSj++NYPn0VUQdPUuVBhWYu2sapSuXwL+gv8+rqZCyxRg8w7voYH5w5aKnSjM4N/svRTu1lhwOBwe3hrnyRzJVAXJDdoEc6RkGu/2TrW76801mo9fJmC8uviIlglzhwdez4/s/VeX5s2Iw6al+X2UURWHyg20Z98CDpFjTKWTyy5HLPyTlBwAAGFtJREFURwjBom6P0n/Vd1jtdmfJWSFoW6EivWt6r8aZlUCjkeca3ceSA3tdm/I6ITAbDDxRpz6LD+z1yC6XUlL/OnXdracimfzrL1xOTUVKSdlChbA7JMX8/RnSqAmdKntXYL5Z7mmjAaA36Gn9eAsPYbkqjSpxfE+Ex4xXp9OhN+kZuWioK4QvK4nxiehU5NClQ7pJlrd7ohVWq41lr6/g8vkECocUYuCbj9Pt+Y6cPxlL/LnLVKhTzi2sMubEeY/PBUAIrsZdc6t3rdPpaNDWadSO74tkYtcZRB6KolSVEgyc0oefPv+N31eHugbxNfM28fvqPXzy92zOHj/HP7vck+iO74ukSaf6DHijD3qjngq1y+boQbuvc0OGzhrAkvHLAWeyXuOH6jH+61dYPObLG0o8gHPV9fDQDq7XBYsUcMltXE9mEmZmJNr5k7GE/niQWVunULPZzT9IcWfjWTJhOXs2HsDkb6LbCx3oN65Htv74nFKrRXWPfAtw3n/Tro2IP5/A6NZvkBB7BYfNGcxQo1lVZmyYgNHPt7rX3mjSqT57N/+lGvDxwfOLSbySRI+XuqhceWNqtXCKUl4vM+/8XX3TRfOGzWbzmqujNyjoTQamrHrVzTAaFQWjknO3NkD1osX4Y/Dz/HIykkupyTQpWZraIZ5lprNjZLP7KV+oEIv27+VyagpNS5VhbIuWlC5QkK2nT3Ly8mVSbFYU4aw2OKNdB0xZ3GqHYi8wfNMGN+NyMsGZhBx19QpHfvqRF5s05eWm6jk6N4vwRVMlv2nSpInct2/f7W6GGwmxV3i92zucOXoWRa+QnmalSsMKNHqoHh0GtvFaR+BafCL9yz7vEa1j8jcy9L2BdB/m6Xe3WW1eB53MxLR1C34iNipO1VdrLmBmVdxS1eiaI38c57UO09xm+EY/A3a7w0OWwS/AxAuzn2b793+oSmQYTAaWR32co/oj15NusRITfo7CIYVcEhVr529i6fjlqobD5G90lSFt1rUxE1eM8Kk87eBaI4g+5hl2XLtFdeb+Pv3G7UxL54sp37Fp6TYsqek0al+Xp6f2ZUKXGVyLT3QNqiazkcad6jN1de4KRV3PorFfsHHxz66IIaPZSKlKxVmw912m9HiPg9vCPPTF+ozt7tVF5ysXz8TxUtMJXL10TdXNE1g4gB8uLvUaKXbtciKLRn/Bjh/+RDoc3N/9PobNHeSSvgnfH8n4jtOw2xxI6cBmddBr1MM8+7Z6BUtfORUWxfDmEz2DSwQ8NakPj43smmtdultJut3OxvDjbDsdSTH/APrXqUe1osXcznlx4zq2REZk60k3KQqhQ17MsSKuEGK/lFJVj+meX2l4I6h4YRbunUnUkWgSYq9SpWFFt1m/NwoWLcCTk3qx4p01rgfeZDZSvHwwHQe1Ub0mu1nqnOcW8dt3u71m1Jr8TTw5qZfXcEw1uZX0NKuq2khasoW/fv2Hi9Hq1eb0RoUrsVdcRuNafCKr5/3I3k0HCS5ThF6jHvEqM5KJ0WTw2EvoMOBBvn7rB9LT0l2zRYNRT7maZXhyUi8SYq9S+4HqHi42b9isNs56yVMJ3x+pejwrUkpe7/YOh3cfdyWzhf54gANbw0DiNgu3pKaz76dDRB+P8Vll1heenzWQ2vdXZ92CzaQkptK6z/10GNia6PDzHgYDnL/p5s+25dpohJQL5suIj3i85HOqIa7paelci09U1aSy2+2MajWZc5GxrsnN76tDOfpnOLN/m8rmpVs5tjeSjoPaUq5WGfR6hQbt6hBStpjHZ+WUinXL07RrQ3auCnU7rigKF6Pj7iiDAc5VUM+atehZs5bXc05fuXKjrVeMisKxS3E0Le1daDSnaEbjBpSvVdZNFsEXnpjYi2pNqrBu/iauXU6iZc+mdHu+Q46kTcA569u24nePLFwhBDpFR3DZojwx8TFX8pwakX+dVj2utsDUG/WUrFQc/4L+XDgZ6zEwSQmlqjh9qlfirvJCw1e5Fp+I1WIjfF8k+7Yc4qV5g+kyuH2O7jOgUAAfhb7N/OFL2b/lEIpBT9u+LXjxg0EEFMp5DWRFr+AX4BmeCdxQkuWf34/y9pPziLvOcGaG/qrNvvV6hZOHoihTrRQOuyNP8jWEELTq1ZxWvZpjt9n5ePTnDKj0EjpF51V+/0YlXX3FHGimXI3ShO/3lPnWKTpVTSpwCkDGnY13Ww3bbXauXrrGkDqjcNgdWC02Dv12GIPJwJztU/PEYGQSG+WpEGG32fn12128PG8w5kAzZ47FsGT814TtPErBogXoM7Y7Dz/30C0PY7U7HITHX8Kk11OxcNBNfX/jkqWIvByPLRtvkdXhICQgb+uIa0Yjn7Cl2zgXGcu5yAskxF6haKkitOv/rzSyw+Eg+lgMRrORkhXVfaERf53GYNR7GA0pJQ3a1eHdzZNIt1hZO38Tv3y1HZ2i8PBzD9Hh6dYuF05QicJcUEn2E0KAcK8sqDcorj2D7d/vJjXx32JQJn8Tz0zvhxCCc5EXWLdwM9cuJboNVJaUdBaOWEa7/i0xmU3En08gbMcRChQJpEHbOtkOpiUrFmfGhok36lY3Th+OZvvK3UiHpFXv5q6ViBCCR4d3Yc2HG90CDfz8TR61F7ISGxXHhC4zVGfYgEv65XrD4XA4nLIkLywm5WoKJSoWZ9jcZ9wSznLDskkr2PzZtmylYfQGhZY9vedw5JSBU/sy7fHZ7irH/iZ6DO/idVUbdTia9FTPNl6v7WVLt2FLtzFv2KfM2/12nrX5Uox6rRedTse1+CSuXkpkePMJpCamIaUkKSGZRaO/4MKpiwx5J3fusZyw88xpRv30IxabDYeUlCxQgE+69aBSkHqE4Y8nwpm/5w8uJCdRr3gJXmvRilrBIbzQpCnrw4+RYrW6laXNxKDTUTs4hAqF8zba764zGlJKwvefJP7cZao1qUwxL6Ge+Unoxv1M7zvH5V89HxnLnOc+xppupdPTbTm4zRk6m5KYhnQ4y85OWTWWUpXdIyOKlw9WnVUqeoWy1UvhcDgY32k64fsiXA/m6X/OEPrjAab8MBaAJyY+xoIRyzxEErsMaU/4vghO7D+FTicoWKwA474cTnDZohzcGkb7J1oRvj+S+HMJBJcpSt/XenD68Bl6hTwLUjr3H1QmOGnJFp6tPYr7OjXgp89/Q29UEAhMASZm/fJGjldt3vjuvbV8NfV7p9GSkh/m/I9eYx7hmQz3zKCpfUm6nMSWL37LUNm188iwTvQc4b2Y1obFW7BZvc/WM8OCs86k9UY95gJmfvr8N1fy5/mTsUzvO4fpGya4ghFyQvLVZH79djexpy9S7b7KrJ2/Sb3cbIbCrF+gHwWLBvLM9Ny5prLSrGsjRn/6AovHfsXVuGsYzQZ6jezGgCnqMuvgVOQ1mg2kJvpWGuBYaIRLry0vqN2iGr+v2eNh1A0mPcVKF+Gjl5dmqOT++74lxcKaDzfSb1wPn9zPuSUm8RovbFjnJmNyKiGBfqu+Y9czQz1yN748dJCZu3a4zt8RdZq9MWddOllr+z7JrN07CY05i17oSLKmowiBzeGgccnSfNTFd+06X7mrNsIvX0hgXMdpXDh1EZ3ilP9+eOhD+aIHlB1D6o4i6rBnElaRkkHM2z2DIXVGuc1mhU5QtGQQX59a6DEbf6bmCA//vMnfyKKD73Mu4gLT+87xcMOY/E3M2T6Vao0rI6Xku/fWsnzGapAS6ZA88mJHhsx8CkVRuHwhAUtqOiUqhGCz2pjY5W2O7Y0gLSkNo9mITtHxzqbXiT4Ww8IRy3yKcvJGcNliLD+9MNe/xfmTsQypM8oz2MBs5KPQd1wZ6gBJV5KJi75E8QohN0wAndr7fX5fHer1ff8CZl7/dhRLxn/NmaMxCJ2gaecG7Pv5b9USv3Va1uCDHd5lz9U4FRbF6NZTsKXbSEux4Bdg8rry0RsUOg5qS83m1WjTt0WO3Z++IKUkNSkNk7/xhoO73WZncM0RxEZdckUd6hQd0qFexMjoZ2BD8vI8ezbPHIvh5WbjSUtKc7lfjWYDL3/0LF0Gt2dovTGc+ueMx3X+Bc3M3DKZGk3zPjz1eub+uZuP9+3Bep12WoDByIedH3ar+22122ny6UIS093/tgTQrmJlPn3EU7rIardz6koChf38VHNJfOW2bIQLIToDHwIKsERK+W5+fVcmb/WZTfSxGLfZ+aal20hNTOVy7FUKFStA92GdcxVy6QvnIi6oHk+IvcLGT372EMGTDknKtVQO/PI393X+tyTlqbAoVT9tlUaVKFO1JJuW/KLqt3fY7ITtOEq1xpURQtBvXE8eG9nNFdqbdXDJWtDpxyVbORp6wrUqyRwIp/WZjdFszJXBAEhKSCJ8X2Sucwr+WL9PdU/GZrWxa+0eN6MRWDjA5xlkvQdrsnfzQdVZfeUGFXjt85epVK88Tbs0JPlqMnqjnquXEhlcc4Tq550N9xIinQ1vPznPreKeN4MBUKNZ1RzXEMkpQgif1RYUvcLcXTP46OUl7F63F6SkSeeGBJctypZlv7oZeaOfgQ4DfUsM9JVyNUoz+pMXeG/QAmzpVoROh06nc3kbylQvxenD0apJk8F5uLeSHeeTEj0MBoBDOohLca+1czE5WTUBUAJ/x6r/bRkUxSPKKq/JF6MhhFCABUAH4CywVwixXkqZff3LXHDp3GXC9530cOdYUixs+XK70x8tBDtXhTJ01gC6v+gZ+ppXhJQLVs2pKFgkkPhzCaphsw6Hg/jz7qVXV8xc6ylFDRwPPUHcWafeltHPU4xPb9R7yHsYTYYb1sXY4qXuQWpSGkk51KRSQ+iEqpHLKTq9DqGSCyOEQJ+LTeiOg9qy8v312KxXXeHIRrOB5t2aMPm70W7nZm7QBxXXeVVVrlg3Z664hNgrxJzwok6cpdiREE712OffH5ijz78VBIUU4o2VY1wDsxCCdIuVy+cS2LflEHqDgt1qp3bLGjw/++k8/e7UpFQ+eH6xS3pG2h2kJVuY2ns2n4fPo++4HuzZdMA9odbPQNOujfI9yz+TluXKszH8OCnXZW87pLNCYFaKmM14S24vXSD3tVpulvySEWkKREgpT0op04FvgZurNO8jqYmpHnpLmWT6OKWUWFIsfDL2S5Kv5X4Q9MYz0/ph8ndPsjL5mxgwpQ8N29fFL8DTjeCwO6jdoprbMW+FaWxWOzEnzjnrWai4DBS9QosevskzZyWz+M71SCkpV1M9nLRg0QK+1y+xO6iRB6u8lj2bqoZ/6RQdrXr7ph+kRkBBfxbunUnXIe0pUjKIUlVKMHh6fyZ+o76SAKcseP8JPT1cQyazMcfhr0InvGZMBxUvTIN2dQguU5TmjzRh7u/Tbok75WYRQrhWEUaTgalrXuOTQ+8z7svhLNz/HjN/mpznQo+71u5VjW5z2B1sXb6T6k0qM3nlGELKFUNv1GMwOeVnxn+lXjEwP+hcuSoVg4LctK/Mej2PVKvusRFuNhjoU6u2qk7WK83yNmEvJ+SXe6o0EJ3l9Vkg70I7VChVpQR+/t79v1lRDApH/zzh0tjPa1o/3gJrupUl45dz+XwCBYsWZMCU3nQf1hlruo3v3lvLuYgLrhWCX4CJlo8184jzV9NfyiQ12ULh4ELM2DiBGf0+IDXJGRFSKLggb65+9ab8212ebc+psDMeq42CRQvwyoLneLX9vzXZwbm3MnLxUFbOWs/Jv6Nc7iyj2YDBoMeeMdPTKToMRj0jFg3NE797sdJFeWXhc8wb9qlroJVSMnTWAA+12pwSVLwwryx4jlcypOJ9od/4ngQGBbDi7TUkxF6lQt2yvPD+09S6v3qOvrtwcCEq1ivPiQMn3QY/o9lI9xc7umpm36mUrlIy179PdiReTlItwWu1WF2qyM26NuLrUwu5Fp+IOdAv1xn0OcWgKKzs3Y8v//6L9ceP4qfX81TdBjxaQz2/afKDbVF0Or47HIaUkgCDkQktH6RNhYqq598K8mUjXAjRB+gkpRyS8XoA0FRKOTzLOUOBoQDlypVrHBUVlevvDd24n2l952C1OGtF6BSdqhyCOdCPmT+/ke97G6Ce7Z2alMrqDzfy64pdmMxGHhnWmY5Pt/Zwc4xu8wZhO456fKbeoDBnxzRX+x0OB6fCzqDoFcrXKnPTfmK7zc5bfWZz4Je/sabbMJoM6BQds7ZOoWqjSkQcPMUXb64k4sBJylQrxVOTe1O/TW0sqRbWfPgjP3+1HZ2io8uz7ekypD271uzhj//to3BIIboNfeiGAoE55fKFBNfs8v7uTQguc/trDeSWc5EXGNlyEmkpFqxpVvQmA1UbVuTdnybd8gHuTsNbVrhfgB9vrh5L4w75M0m8FVhsNq6lWyjiZ0a5BcWYstsIzy+jcT/wppSyU8brCQBSynfUzs9LGZGoI9Gsm7+Z86cuUrJSiFsopLMtzj2Hr04uuO269Ddi56o/eXfgRx6ROUHFC/NtzGKfKxTmBCklx/ZE8M/OoxQuXoiWjzXLl3oRGt5Jt1j5Y/0+Lp65RPX7KlO3Vc3//N/qf4X3By9g+/d/uDwOfgEm6raqyfQNE/LleblbuR1GQw+EA+2BGGAv8ISU8rDa+fmpPfX97PUsm/wtBqMeKSWBhQOZuWVSnko+5BdSSj4Yupht3+xESumsd6zTMXPL5DxRNdXQuNuQUrJz1Z9sWroNW7qNDgNb0/7JVnleVfFu55YbjYwv7QrMxRly+5mUcoa3c/NbsPDa5USO7A4nMCiAWvdXu+NmHFFHovnr18MUKBJIi0fvy5d4fA0NDY1MbovRyAn/RZVbDQ0NjXuV7IzGnTXl1tDQ0NC4rWhGQ0NDQ0PDZzSjoaGhoaHhM5rR0NDQ0NDwGc1oaGhoaGj4jGY0NDQ0NDR8RjMaGhoaGho+85/I0xBCxAG5EZ8qBly64Vl3N1ofaH0AWh+A1geQ+z4oL6UMVnvjP2E0cosQYp+3RJR7Ba0PtD4ArQ9A6wPI3z7Q3FMaGhoaGj6jGQ0NDQ0NDZ+5W4zGJ7e7Af8BtD7Q+gC0PgCtDyAf++Cu2NPQ0NDQ0Lg13C0rDQ0NDQ2NW8AdbzSEEJ2FEMeFEBFCiPG3uz23AiFEWSHEr0KIo0KIw0KIERnHiwghfhZCnMj4N+h2tzU/EUIoQoiDQogNGa/vqfsHEEIUFkL8IIQ4lvH3cP+91g9CiFEZz8E/QogVQgi/u70PhBCfCSEuCiH+yXLM6z0LISZkjJHHhRCdcvPdd7TREEIowAKgC1AL6C+EqHV7W3VLsAFjpJQ1gebASxn3PR7YKqWsCmzNeH03MwLIWkT9Xrt/gA+BzVLKGkB9nP1xz/SDEKI08ArQREpZB2fRt37c/X3wOdD5umOq95wxNvQDamdcszBj7Lwp7mijATQFIqSUJ6WU6cC3wKO3uU35jpTyvJTyQMb/E3EOFKVx3vsXGad9AfS4PS3Mf4QQZYCHgSVZDt8z9w8ghCgIPAgsBZBSpkspr3CP9QOgB8wZZab9gXPc5X0gpdwBXL7usLd7fhT4VkppkVKeAiJwjp03xZ1uNEoD0Vlen804ds8ghKgANARCgeJSyvPgNCxAyO1rWb4zF3gNcGQ5di/dP0AlIA5YluGmWyKECOAe6gcpZQzwPnAGOA9clVJu4R7qgyx4u+c8HSfvdKMhVI7dM+FgQohAYBUwUkp57Xa351YhhOgGXJRS7r/dbbnN6IFGwMdSyoZAMnefGyZbMvz2jwIVgVJAgBDiqdvbqv8ceTpO3ulG4yxQNsvrMjiXpnc9QggDToOxXEq5OuNwrBCiZMb7JYGLt6t9+cwDQHchxGmcLsl2QoivuXfuP5OzwFkpZWjG6x9wGpF7qR8eAk5JKeOklFZgNdCCe6sPMvF2z3k6Tt7pRmMvUFUIUVEIYcS52bP+Nrcp3xFCCJx+7KNSyjlZ3loPPJ3x/6eBdbe6bbcCKeUEKWUZKWUFnL/5NinlU9wj95+JlPICEC2EqJ5xqD1whHurH84AzYUQ/hnPRXuce3z3Uh9k4u2e1wP9hBAmIURFoCqw52a/5I5P7hNCdMXp31aAz6SUM25zk/IdIURLYCcQxr8+/Yk49zVWAuVwPkx9pJTXb5bdVQgh2gBjpZTdhBBFuffuvwHOYAAjcBJ4Budk8J7pByHEVKAvzqjCg8AQIJC7uA+EECuANjjVbGOBKcBavNyzEOJ1YDDOPhoppdx00999pxsNDQ0NDY1bx53untLQ0NDQuIVoRkNDQ0NDw2c0o6GhoaGh4TOa0dDQ0NDQ8BnNaGhoaGho+IxmNDQ0NDQ0fEYzGhoaGhoaPqMZDQ0NDQ0Nn/k/9KByn3adPN0AAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for K-Means: 00:00:00.006\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show r1:.ml.clust.kmeans.fit[d1;`e2dist;3;10;1b]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r1`clt]. d1;\n", - "plt[`:show][];\n", - "-1\"Time taken for K-Means: \",end;" + "df:`e2dist / distance function\n", + "k:3 / number of clusters\n", + "iter:10 / number of iterations\n", + "kpp:1b / kmeans++ or random initialization (1/0b)\n", + "\n", + "/ fit kmeans to data\n", + "r1:.ml.clust.kmeans.fit[d1;df;k;iter;kpp]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotKMeans[d1;r1;::;\"Data points fit with k-means\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Predict clusters using fitted K-Means model\n", - "\n", - "The function `.ml.clust.kmeans.predict[data;cfg]` provided within the toolkit allows us to predict the clusters of new data based on a previously fit k-means model. The inputs are as follows:\n", - "- `data` represents the points being analyzed in matrix format, where each column is an individual data point\n", - "- `cfg` represents a dictionary with data, input variables, representative points required for predict/update methods and the cluster each data point belongs to produced by `.ml.clust.kmeans.fit`\n", + "### Predict on new data\n", "\n", - "The function returns predicted clusters of new data.\n", + "We can predict the clusters of new data points based on previously fitted k-means models using the function `.ml.clust.kmeans.predict` provided within the toolkit.\n", "\n", - "In the example below, we generate 10 random data points. We will treat `d1` as our testing set and plot our new points in red with respect to the previous results." + "This is demonstrated in the example below, where we start by generating 100 random data points. We will treat the clusters generated from `d1` as our training set and plot our new testing points in red with respect to the previous results." ] }, { @@ -299,17 +279,9 @@ "execution_count": 5, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "62.33786 35.78808 80.40121 30.94639 0.9705018 94.35635 39.15378 82.99198 17.3..\r\n", - "82.45671 33.0495 35.41093 74.14622 5.253268 5.794548 92.5589 90.63745 19.1..\r\n" - ] - }, { "data": { - "image/png": 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", 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/QLuORLtPQxf/ADv2FTfDzpy5Gslk4Rc7mbSYOXPUveAfeuih+v/+9781U6ZMmTxp0qTJc+bMqfvggw9CkydPTn744Yfhgw46aI277rqrvrm52WXlWUg4HLb33nvvHoBp06bFFyxYEAR44403ag488MBOgEMOOcRV4nvqqafqdt55587a2lptaWnJTZ8+feBheemll6LTpk1b5zvf+c7k2bNnN7/11lsRtzaqPa4cy1uguA840Pn7QGB23vafikhIRNYC1gaGeDOuJISmUzpZAeKDyM6D/9afDqEtgJCjlQhCZBek5uBhd6mqaPIh7KX7YS/ZDTt2DWoP2nfV7oDukzErvLjzck5B7+/R7IJh97c80Oz72J1HYy/eHHvJ7mjyUdzNHUDkR8NqWxovBd8aIDXmhxCEpyPRfZDoT4Cgy0kRCH6v/Hj7roSesyD3gfFXSD2OLt1jwPFR7RiauA+N37Z8nSF9a2I0YhXIvo52HYtqGc3NykBoa1w1A75VjRA/iqjdi917EfbirbHbd8Duux7VbMEx0nAxSL3bQJHaI4fZX7cjMLvd/7TRwOHyHtcMBL47rL6GHIvm0M6DwV5ifEQ0ZsYQuxz9CmroBli0yOVLXWH7MqCq7LPPPkvmz58/b/78+fMWLFgw98ILL1w4fvz43FtvvfXWlltuGbv88svH7bfffmsO1Zbf7x+QJH0+n+ZyuWGZHETcDz/00EPXmjVr1sfvvvvuvBNPPHFhKpVyPbDa48oxZgKFiNyGcapcR0Q+E5FDgPOB6SLyHjDd+R9VfQu4A5gHPAwcpapDSnNjiaqiqRfQvr8ZT+syL1+xokjz38BaFSRqfqwWpOnaAucxkTBW09VI2yNI09VI29NYDecwkmAW7f092n0aZF6C7DyIXYF27G3MBGBsz64PVg5NPDDs/sYazb6PLt0TUo+D3Q7ZuSaqw3VijCIBV/NhWcQ3Hml9BGn6M1I/E2m9H6vxIkR8xpmu/mwgYswoUgPWeKTphrJOn2r3QewaCk0lCppE+65BUy+i7VugPWeiPeehS3bC7rm4tB21UbsL206VRAWNFInuVUZjVkTqGUg9Nip9jgVSexxYjRiTFUAAJIo0/L7sS3MkqKbRpXtB3w1gfw65D01UTNcxhePxtUDbHAjvyoCm0fdt80wFXEPyy2N3UPHVqynwf4NBoULM33XHI5abULMMZF4tow1KmjDrryrjx7t/ocptXwZ23HHH3tmzZzcvXLjQDyYa5L333gt+8cUXftu2Ofjggztnzpz5xZtvvhkFqKmpsXt6eob14p86dWrfTTfd1Ahw/fXXu5pttt56694HHnigKR6PS0dHh/X444839u9LJBLW6quvnk2lUnLHHXcMnF9bW5vr6emxhjquWsYyymOfMrv+t8zx5wLnjtV4hoPavWjH/saRUrPmBW2Nh5ZbEaup5HgJrAdtT0P2HSAH/kllBQXxTQDfhJGPLbcQ4rdRuHp3/A0S90N0T9A0uApANqW22RWP9lzm8lLLYF6kFoMrOT/42iD0g2H3ISIQ3MR1nxX9MRreHjKvG4EiMGUgOseV3MdO5EHxvcxB+mU0+VDp9cT/hoa2QEJG62HH74Xe851oDEUB9a2PNJ6DBCYP+/oGrtM3HpquQ7tPhtznlPUfIY4mZiPh7Ufc11givnHQ+jAav8MIzr61kOh+iH+NoU8eDsmHwF5E4fcpCal/o5m3kcC6A1stKwCNF6J6AWCPaDEAgG81XLWaAAgEpyL1p6Pxu43jsNWE1OyHVDK7jBTto6wLm90z+v0tL84883OOP37NArNHOGxz5pmfj3ZXm266aeK00077Yuutt/6ObdsEAgG96qqrPvb5fBx66KETVRUR4dxzz/0M4IADDlhyxBFHTAyHw/brr79elQPOlVde+cn+++//zYsvvnjV6dOnd9fV1ZUsuLfeeuv4Tjvt1Dl58uT1Vl999dT3vve93v59p5566uebbLLJuhMmTEhPmjQp0a952H///TuOOuqoNS+//PLxs2fPfr/ccdUiK70ttQIbb7yxvvzy6EdJ2F2nQXI2hc6Wfghvj9V46aj3Nxw08U+05zcuIWyAfx2kaRaobfIulAgPAWj8E1bYVaYbum+1IT3HOIZZ4yG8/agk9rEXTXEZK0AIgt91HF8FQtORht9WFTaodgyy74I1rmp/i2rR3FK0/Ye4mmT8UyD3kaM6zkcgvBtW4x/Q5JNo13GUOh0CUoO0PmQEg2GN6Uu05xxIPeX0tQNE9oau40FLUu4bQttjNV1uzleF7HsmvDawLiKjrhleYWjq32jsMsh+DP5vIrUnDAp23b+BxB0uZ4WR+tMdk1iFttNvmKRrUgvhHw34TQ2FCQs9h1KH7jDSej/iH1I7Piqo3Ysu3oyS759EkLrfItHdh9WeiLyiqhuP3ggHeeONNxZssMEG1XuXz5rVzMyZq7FoUZDx49OceebnHHHEV9LjtKenx6qtrbUty+Kqq65qnj17dtMjjzzywYoazxtvvNG6wQYbTCze7tXyKELtTpMMqMQpKgvJR+mXNlcYlezH2ffQ9h2g/jdQ+0uIzcK8KPqvxYau47BrDxt2jgXVJNrxc8jOd3I6RKD3PGi+BQl8Z2TXAmjmXcr6SpBFGq90/B7K2weLsWNXmWsXP2gGDW6ENF5RlbpYNWeEptxiCG6A+L9Vcoz4WtDQNs7knf8iDkN4O+i7xq3lgWM19idchQkw+SLityN1xw051sExJ43a3m5nYIJKPgiZudD6MLRvTmkkSwSJ7mHOz36Edh4O9pf0r5y1/jysyLJpL1RtNP4PSNxiHCnDOyA1hyLW2EU2FWMnHoPuExm435nX0M5DoelqJLQ5+FbHmDCKJ1QfVBDqVNWYHVMPO5qqAPReAo2XIlUI7FbNftjWeOg9G+zFgIJ/CtIwc5mFCdUEZD8ywrSvspO+WHVo3a/Nd5k0RqMVAf86EJmxTONY4RxxRMdXVYAo5plnnqk56aST1rBtm4aGhtyNN9740YoekxueQFGE9l5BmYhVzMtaKRt9sDwIbmKcwzRO6Tgdk0bPOUjbE2jwf6BjP6DfwcwkhiL2FzS4GRKc5tqFahIy/zUTuX8yImKSTGXmMTgRxp1ItuOQtgdHfj3ZuRinSDcNRQ4yb5gXf5Vo8mHHvyE5eHvSr6BdJwyZQEyznxlTl3ZjLi6HhrdDGi4oUW9L4wVoz1mQeAAQExFSdyYS2gyNXenSehQJOy/oXCWta8YxnQ2D5MOgPRSudjNgL0Kyr0LTNWjX4aCCeRYsE3UU/KFxyuvYzzjl5dN9IrbdjoS+bxw9U09C7lMz0QQ3r2wSctDu04zKvl+Y6bsOTT4CrbMRGbXkfJWJOfkcCkiivechoQeQyB5o36yir5JlvmPBLcq3m3raESb6BTVHWOw+EUJzEBnaOd6K/C9ERqYtLIcd+yvE/gRiGWE6tCXScFFFTaJVsw8aXB+N/x3sTiS8HYR3/D+lpfqqM2PGjN4ZM2bMW9HjGApPoCgmVaGESGCTql6kY4mID5pvQjuPgNwCBoWFfCxIPYlY41AJu6jfk2jibleBwo7Pht4zMStV22hEmq6FxL24rqpzn6K5hYhv1bJjVk0bHw+rtVRLYK1mVoNlZDjtOgbGzan65aZ9f6F0NZ6B9Auo3VHWXKLZD03Int1OwWCSj6GBO5CaQpcgkTDScD5a/1uwY8YRtz8rav3voOc3mAk+axx1g1tAaBtzcmASpF8scwVBCEyt6loHxp55x92xTk0CMKk5GNqeNZEF2gvBLZCACXW043eUChMApKH3PLTXwtwPv9kmIRMx03wrYtWanBbJR8wqPbT1QLuaXWD8EwoExbTRgiT+CY52ZCxRtU3tFjecEF/xtUHTDUYQyDmagsC6SMOlFX0kNDmbwuyrAzvQ9l3QmoONg6wmAGtMan4YR94cEELjN0LsSkewZPARTj2Ldp+GOKatckhgCtIwZdTH6PH1whMoiqk0cdX9qmSTatpR694L4jc21/AuYyp4iP8bSNuD2N1nQuLvlNeoZMrsMxEJJVsz86HnDAoEh1wC7TiQQW/74WH33Qixy5w+M2hgGtSfihVYzxwQ3ASsVYzfgSsK6dcgVD6Es4BcGQ2n+MHudvJOFI/xOqOudjW9JCFxK9S4+xiLRFAriPb9GY3fZISL4MbQdJUZt/YioW0g+P0Bk43UnoR2/Ax3H4rokHb7klMCa6NEgSKhQoLgmGzEqjcOu8XErq3Qcn7+HOfeaBayH6C9l6DB70J3/3ciZ6KNovtj1Z/iOLi6CIoaR9PPD5hbxhIRC5UmCtOQO1iDpgAJbgitj5usqgSNkDF062W222B/bGp99P4BI1AJGtzYaLqG8I0xScdssFYta+JTu8ekV08+Zo6VRmfR4KblS0PqKdTu/r9QHM62bVu8AmErFtu2hTLe3itLpsyVh8hPKJ08BQLTsIKF3vdGXXyQSZObfQMyr6A9vzUe9ssBie5LabIsABtC/wvB/zETQOmJSHingX818zZ296+Mbdk1Q58zSbr15Vu9rHZCk49A7BLjQKpxIAOZF2DpnthL9jAaA7GQ5pvNS3E0CG2Bu5wcQKWpJKGTZj81RbTK+nHgKnwV7O45A2JXOdqNBKT/DV3HItE9sOpPR0L/UzA5SHADpPlGCEzDhMZa5ndoW6TlzuHXqgjvCFYNhV9nP1jjKqrtVVMmVHLYZEyRu+5fYZ6XFEZTloT4LWj6NdO366QbcPwWlhO1h1Ga0yECNYW5I0QE8a1WpTABEvmxS7v52BgBz9FSpf+DLv1pSX6LfjT7IfaSnU0Rt/bt0SU7oJlSDbeqoh2HOMJExrSvS6kcveUzwvRXn7nt7e0NzoTmsQKwbVva29sbgLlu+z0NRRFSczCaeRVScwAxtkir2SRHKib1DGTfomClqQmjJs/MH/WCQSVjDUxCaw9zfAZsM14E6s8ceDFq/VnQczbmhZ8FIhD8ARr8IdgxNPks9JzKoEOWC5qF0OZGi5DvlCkBaLwETc0BeykENy5YgWlslrtamBxk30Y7j0FabjZjbZiJdp1C6ardMpEe1d6T2iONIKMxCkJPtQ/aN0OtVcz9CW9tTkg9QXkND0AQwuUTaWmuHRL3USiQKGgK7bsOqT/DfZzBjZCW0clcKhKBljvRnrOdInWWSdxVf2ZZtb1m30d7zqXytVcig3voYxJN3I/U/8ZZOScofK78SHTvEfY5fCR6sBGc+q41z7EEofbIYWuBSghuCZFdHVNghe/OALbxzUk9C/3PnoNqCl26L/0hxADkPjJarLanCs2E2XmQe5dC7dEQSHCZQtVXFrLZ7C8WLVr0l0WLFq2PtxheUdjA3Gw2+wu3nZ5AUYRIAGm6xqj/M2+aL2Lwf1xNGJp+wd12jW1CHcdYoACwao9Gwzs5E6MJbc3XGFjRPdDgd9HEPWD3IeFtzaq8fXNUe3D3wSgmBYGNkOYfQXqOc90ZCGwAnYej6oQ7awaN7ofUnWZW5HaZcEUw/WZeR3OLTahdaDsIP+5kEMwAQSPPNV6BVJOoyUF846H1ATR+PaSeB7vL8RFwJnz7c7TrWGi+AQl+F/NeKrfgCYBvNaTm0AqX8aHxKyhJTJWB9H+rHveyIr5VkaZZAxqYShExmvvcRIWUTW89FH7j55FxXaQ4/VvQcjPa+f9MOCoWWHVIw4WIb9SzH1cYhxghs+ZQk1fBanBNWKbZz8xk7Vu9qjwgIoI0zESj+5qondTjQw9Gs+71afqLoBULd5qF5AMQ3XdwW/ZjyuewcCMCdadXVZl3ZWfatGmLgV1W9Dg8yvPVf8rGCAlMGlogsFoxEQpFk4n4Rz09cCXEvxb4XQXGgf1SdwIAduIBJ/59OPUQAkhuAfgmoOkXTVZBCUL8ekpegvHbUCzUXowxHUnpMYMDc5zIxhnTR+NFaOZNNPmUefH6VgMJDDtUV3xtENzctGO7lYRJorGrTNRHeDr0XuhyjAW1xyE1ByDiZlZy8K/hIkwA+CDw7arHPFpUc580dp0zZrfPJeBstzDPtR8jdIYxz0wUfK3QcA4s2dnl/DDihBuKbzWk9W7jF6AJ8K25wpyaRQLgK/1OmjLpp5lIGQkAOT5Q/vIAACAASURBVNT3LaT5OsQa2gwngUnQcB66eChNF8anxE1Ysb+kNEkaQMI4POdvCqxjhPmhRwaBDZDaEwdybnh4jDWeQLEMSGRXtO8Kl/dIAEaQPEo1ayZYqR+7FUXsjwxPmMAIDxIyYXLxGzElpcvZbJOOoGFjJqUhzAm+iYCxDZN5DU3eB/G7MIJIBo1fZ2pqNF5V9T3R1Ito5y+peJ25BebSfKuidadDb1GS1rqTsGoOLD2vCPFNQENbQOrfFNixJYjUHFLVeJc7mTdwV5mHof5sJLQFGr/FhA4H1oXwHkjmdTS3APFPgvC2iASxG34P3b/GfMY5IADRfRzNzyDDTdK1PDFl0h+h4JnOvuNERsyqrhGph+BWkH6qwkEh8K/rXosjMNV8x4r9KySKBDYq3OT/Fhra3Gjfyj7fFjRehRXeprrxe3iMEp5A4aCaNpkVpR7xf6O6k6xmCO9hogBQwAfSgjRfU1WcvaqacsyJ2abv7IdADiSM1h6FRA8a/SRaIyldLREIbIR27FvGJ6IYu+h3vmDRv/oNQv1MRPymdHLXMZB6jpKQT01A6kU0fhdSU53dW2OXUFlossA/WH/BqvkpGt7KMbeomTCHoZaXxkvRnt9D4h4gA75vIQ1nI/7lr6GoisDaju9PcZZGRULfR3xtpYm1At8sMQxZkZ3R4CZOHowkhLZZpiRno43mvkTjt5m8HoEpSPSnpQ6v8ZsofVYyJtzSjiFW7dD99JwO6ReKtgpIGybUNgiRHyO1R7l/nwMbg3+qiYwZGEsIfGtB6Iclh0vjn9DY1Ua4LwkJBwgjY1CV1MNjKDyBArDj90HvWeYfzaL+b5kCXkOFeHUdZ5ysBiZOAaseqpxItOcsSN5bOklrBmJ/RKVm2Z3HivF/E7Ll0sfXYF5oivFh8AE+pOkaRHyoPcKXlESh/gzILTQred9qSM1Bg7bqxGx3YWKABCT/AVUKFGSHykgbQmqPGvhPswvQ3gvMpCC1xhxQc7BzzXE0cYdTU6EBif6sJNGWyUkx0+SkILP8kjaNALU7nYqkFoUCRQhCPyjwv9HMPEi/7AjO/+uarEl846Hm52M97GGjmfloxz6OeSBtanP0XQ8tdxUuGOxKZdJTQGWBQjPvOMnNioWSENJ4IRL6nyHHKiLQ/Be07wZI3GnGLHWQ/RBdPA0NbY/UnzZQR0gkCKEtjTYv5yZQxCHnZurz8BhbvvYChWbmOkmI8l4I2flox8HQ+s/yseCZt02UR8GLJGO8s+N3IjX7up43eP48Z0VbLgVzwoQijpJAodmPTK2H7Hsue8NQcwQSXM+s3DVuJlerHkJbDfoQhLaB+N8o72Huo3TVC6CI1WZC7VxKPWviTsoLE/0HDSMawbcmZN903xf4nnk59ydgyn2JLt3DRIFgmxVf7Ao09xHUn4l27AXZT+n/nDQ1B609Aqv2l4XDs+MmD0kZYUKzHzkaEIHwdoh/YvXXUwGTvOkzUwPExUcgHztxv2Oi8DHojKpAyKyg63890KZ2nwjJJzB5DgKmVHvz35apcNnyRHvOoLDeTQo0jfacizTnpUYPb2UE2uLn1reqa86SEtIv4B7hkURT/65KoAAjJEjtYWjNQaYOT+59IGs+nuT9aOY1aH3QaPRSL6Cdh1H23eEUuPPwWN54AkXfTZTmIMiZ+Pzs2+5OVODYod3IQu9MbP/aWCH36paAE943hHOV3V55f5Vort2UB9cYg6YHJ8TU902k7jiTbneAFuNsWITUHoom/wl2J8ZfwMmfEPy+MYv41nL8J4pfdH7jB9E/HjX26oFwuDKl4QcJQ6T6REhSdxzaeVTROCJQezhWkUCj8RudPBP5Y0hAYjaqPsguoPBzMoKeRn+KWE1oZi7a/euBSAYNbYs0/K4g1M+OXWvSIfdPWrHL0drjsGqXzcdCU88Zh0K7G7DRwAZI42WIr83xSXkZ0i+B1YwGNnGEiWLflxC0/hMrf9WenA3JJxm4f47TqXYeacIYV2QtmypQzZgIrdI9kH4KO/HIQJ0SqT0eTf3LJCTDqcmBv/oy6VY9ZSMYJTr8waeedKKS8v0psuZdkHoawtuivedR3qQXMn5JwS2H37eHxzLytRcoyC3EfYXhK5OS2MFapULKaBs6D0Cbb0WCG7kd4Lxs/Liv6B383yy/bxho/BZHfZs/WGPWkKarql4ti9UMrfej8VuNicI3Aak50JRvd7CtOpMZUwIYocWHNP0FkQBqx0yl1ORjgKK+b0B4RgUTDJi8GRuZNMZVIqEt0YaLIXaes3pvgtrDkOjBpQenX8NdsMtB8g5cP2AJQPo1NDDZqf0RHzwn9Tja8TnSeidgzClGmMifyLMQuwwNbzviQlCaXVDqeJp5Fe08EG2eDd1HmdBlTTphreWeMxtJPQr+X6B2LyT/aezzbhoj7XL8EcY+HHrZ8DGQKtyN7pOw088bYUv8ED3EmBkyr4J/LSS6f/V+VKHpQGkGXaDAX0ntmDG5JB8CiSDR/SCyW2nUS/Y993BeTRg/K7Yto2V0iP4cqf3lCi8R4PH1xBMoQj8scoZy0ExltWFoS0wonUsZcQByaM9vkdb73HeHd4TeiysMLIzUnVZh/zDIvInry1UC5uU0DPW7WA1I7S9NNVMXrNpfoJEfm4qdVi0EN0MkiOYWGzNS7iMGJvDch9D3J7deAD9EdkHCu0Lwe8NeFVuR6RCZjmquYk0G/N92Pv/iCbeS1kRRqTMVTUtC+DKQew/NvGUErdTjZdqyzT7/yLQUGr+F0hwiOWM777scUi8yIBRUdKS1UTsFmbmmlgm5CscLFQXglQQRCw1sAJmXyhyRclLWO59L7GMIbYHVXCkNeTn6k6e54ER9mMRVe5viav1FxHrOMJqqyO5I9CeDZc99E81iQ4veKxIB/1rmb6vFqQxbhDRg1Z84gmvw8BgdvvZirER/YuLqya/hEYGaQwecoNxR8A+RQjj7LnauoyTdM2BeIA0Xm76khsGcDWEIbIg0XYuEKlQ7HA6BSRhVbhGaHXxJjSLia0EiM5DQVoAfu/tMtH3rYWT480PTdVgN55moAxGTcng4fhT9Y6kkTABScxCFn/2QLYIGoOtISNyO+/X48opSlROEBrdrbgl299nYi3+IvXgH7M6TsTsOx+7+jWv6ZcCZnMoUhsuv8DkkAQhtY6JsNFZZ+JAQ+Fd27QRo5k0T8lqRIhNX6tny97oiFuVfo8725D+dfCj5WqqMMav2zUKXbI9m3jKbw9sZh8yCNn0mNDXkhKLXHIF7OvHyuWg8PJYHnkBh1SIt90DN4U5p5u8jjZdg1R1T+cTEPZB5d4jWbZORsn1zU8WzCCsyHRn3PNLwB6TxImTcq1jj/4vVcseoJqOR6M9wL3omkJk/av24ofHbHae34aQKDiH9TpB2L3b3qeiXU9AvJ2N3HIJmy1SQHAHi/6ZJcOX7JkZhF6Ti18IaByQwJc7LpSrPmGcJHJW4W3sCoe1Moaelu5kVs70Q7A8hNdusbhN3okt/ih2/p/T04PdxrSWh6Qq2ez+FAo4F4RmIFYHc0jLnAISMmr7hsiEFtOWFahZN3IfdcRh257Fo6rnBfX03MqznzZwF6Vdc+slh992E3b4j9uKtsXv+gObVxRCrwdFkFn/GIYjsbtpIPe9uxgAzTu1Du0837UkQabkDgj/AmG58Jvqm5Y6BirsS3Rdqj3A+57DRXtQcWDmjq4fHckBGsupbWdh444315ZdfXiF920t+AtnXhnFG2DjMraBkM5qZh3af4thh84lA3YlYNQeMSb92+3YDSaSqJ4SM+xea64Guw510xf0ThAXSgLQ9jlh1ozpWtWMgQbTrRMdUka/eF/BPMU546X9XHDuhLbGarhrYYvfdCL0XUeAQW3cyVs0B2LE/Q+wKKubNkCgy7oWCCBK1Y2j7dExhqIKDTdGxzFyXNl2ylkoTNN8IS/d2H4M0Qs1hSGTXqgtnjTWqObTzEMf/pV+jYiZVq+4E7KX7GofU4SA1SMP5SHj7gs121/GOg2p/P0HwjUda7x8Io9XsZ2jHT42ZQtPGlOhfB2m+EZEwdu8l0PdXKgs5PmTcywVlztXxeylbj0XTpoaO1Vw5m+tyREReUdWNV/Q4PFYMX3sNxYjJLRzmCUk09scxGUo1SGAyWKtSqoJPGAfBqtL5joD+Oh/lR0ahySEIVgO6eEtYukOhzwVgtAJJU5ukv4vMPOzeS7B7L0OH1BpVGIlVa1aI9ac7qdOdlb5EQBqRxktcBLL8BprM5Nt4WcFmq+ZApPUhpO5EpO4kpPWhQQEu/SJDZy61SlX4EsLd5KGQecXsl4g5VyKYe+yyeNCYET5cU8WHofZIrNpfrDTCBACppyD9OoVmnQT0XY/mFjr+TWUm2NB0SjU7Yo4PFRXtyn4IyceL+klDrt3JPeGc7V8daXvSCCR1JxpzZfPtAwKgRPZi6Pob4jgy520RX0WNkEjQ1HBZSYQJDw/PKXMEaG4xaLkIkDCDlT2LcCsMtDzJvoX7pJIzES1lypAvE8EtIXk/pc58AsEdjOo29YiTo8EpnlSxqBiOx/s7AM7q7waM06mgfdehtUdj1R5WeEpuKWinU0+icrExU2DsURPxkJkL/u+YNOuZV8uH8koEGff04KrV7nHSOj8FVgtS83PHX6MI35rA8y73Jx/bJNzKJ/2fCueoMcnIqlDzY8Q3Hk3cVSbUOQO9VxQ9z+JkR93QqNdXMjT1FKY0eBHig/QcJLqfyZBpdzDojByBmoOx6o5F06+gnceCdmDuYS00nD1gUhgg898ykVwJNP1CQeSRSBCKtBsD+/xrQNPVaPdJpkBZiabC+LGU9O/h8RXDEyhGQuZ1kDCuaW8Dk02mRu0u3edfwWmJfauXCYW1oYpCSCNB6pw4f+3DvNwtIGTCVfszTgbXRWuPRr/chOqqn0bAv67JUth3A4Ur/Jzxng/vgPi/YSb2rhNN1In4AT9adwZWdNfK47aiEN0LwUwaduxyk2isXG2S0I8KhYmlu0JuCQNe/ekX0brjsYqySkrN/k5ir3LCgZgidP51CzeXraWSf0w7JB8x4bnZjysct4hCfxCfSXRWc/jKmXPCamCwaFkemkOJYln10Hov2nedSc5lNRmBrj/Xin8dsGog1+200QddJ2PXJ7Ciu+X1Mx53p9og+KoMK3WQ0ObQ9hyanQ+950H6DScTrYJvItLwu2G15+GxMuKZPEaC1YL7xOIzL6vaEzCainzCSN1JYz+2Ckjt0biNi+hPXNMqj0qfvlWRtoeg5jAIbAqRPZHWu0rSV5tUwdVEJhgVvkR2Q5OP426XVpMgCNCu/wfp54G0cYzTHug5A02XCyl0aS0zD2LXUn7SDxY40Wr85gJhwpCA3kuMn0Ye4v8m0nS1yWtCmIEMllJjfqzxTh6PooktuCklxaRKyELuA+PgqT0Vjit2Ls1C6l8rpzABSGQP3NdCKYhdidpxxGrGqjsJq+0hrJZbCxK3afwW53nr/3yMGY3es03StX6CmzrZMovMDuJHonsPf9xiYQUmYzXfhLTchdT/Dmm6EWm5p6rKpiNB1UaTj2F3HoPddTya+veIoqU8PKrB01CMhMBG5kWTS1D4Mg4g0X2RwDpOgqfLTby4f22k7hQkOG1FjRgACf0ArT8HYuc72RX9pjrkMAQdtfvMCzn5CFh1JoIktE3FyUesZmSoqBmricq5HwAsCP0QqTvDFG0SP+q6gjR5LDT3BaRfpVToSKKxvyDNFTKZ5qGJByibJKn/GLsP+v4GwU1MRsOSjJQYDUn2bXNM/ubQ5tD2jAktlKjJHJp51WiNAtNckxSJVWtqh/T8dsixGdzurZMt1W3fKGVpHQvE/y20/nfQc3LpztwCNH4D4pLifYDkY7h+PppD028hIVMRVMSC5lvQrmMh8xZgGQfIxgsLap6M6BoCa5sibcVDyH5i/IZ8a1WfXKsMqop2nWB8ThxhXVNPQmQvpP43y9S2h4cbnkAxDFRt4z2ea4eGC8zLPPuJo7q0oP4cJGDCBa3IDIjMqNye3WVs4RJ1kjdVtu2PBlZ0FzQyw6xYpcZksMx+ZmoFWK3OONwVV6pJdOlehQl60q9B9ABkGRPqiFVnkkWVdeJ0sh9mP0TTryL+1U1ysNgVuJpJwtNNpkIJuJsH7OEUT6q0onO+QrGLHMdWy1HJuzWTcwSnUkQE8iuc+qYPOSorugcamIr2XQvJB6jOXBRgoFR2cGOjeqfYdOeH4PBzoGjqebT3QmPy801Aao9BIj8adjvVIMGpKGFKHVpTkLjPtWbMAHlp0QtJQt+VaHBQIyS+8UjL39HcEpN11LfamGhuVFNGcEk95zyzGTS0pYkMG6lvReZlJ7lWnuZPExD/u0kdv7JWw/X4yuIJFFWi2U9NJsH+ssCahche0PBHhD7wTxrWF9/uuxl6/5Dn2e2H5r8iy6Goj4gF0oiqYnefaXJqiPMoSKMpAuVSy0Pj90Luc0pU+fHr0ZoDlj0SoP4s6D4Z99V0zvzkPoaeM7A1hlWzL1p3GvSeT8Fqu34m4lsFldoyZoEABKsr2gQgkR2dzJTFk5eFqUbZRX+9CwBs2/RRoBnxgX/NUX+JS2BtpPECNPv/Bp/P/gqbJQSh5pcmdNlqQXzjsON3Qc9MBiedAEgtUnvEsMahqTlo5xEM3KPch2j3r1BNYEWrr8NSPQHKCnpDfA+l5gA0/TKu0TWZVyD9LIR+ADiLiPQcyM43fhO+VXBNEreMaO9FTsXd1KAAnHoW7b0UqT91ZG2mnjFCUOke05cnUHiMMp4PRZVo15Em8ZD2OQ6GKUjchWTfRgJThyVMaGYu9F5g2tCY89OFdhxsYsuXF8n7nKRTqcHrsheiXUe5H59+Glc/BwlCZjg5OdyxIjtD/dkMnbmyP9TVxqrZD2l7DKn/lflpewor+mMzLKsGao+mMEzQbybMYWQVlMBUiP4M4+Pgw0woIag5CsTNOTLt1HqJONEZYZOXoGkkqZ2rHKN/DaTtCaTpGqifWSa5lYVEd0cC6w6keraieyDN10JwK+P/E93P5FjwjR9W/9p7IaUTdMLR3Iy+zV78qzuOkcXagghEKlfoldBWJuW+GxpHkw+bP+0YunQPtOsotPditPsUtH1bNK9Gx6iR+AelZpj+FOEjROpwF378pVFDHh6jgKehqALNfuJ4yRevnBNo/GZkCNNGSXvxf+C+gsya1VC5l90oo/GbKRUQbMguQLOflNpwrVUwMmjxfdDqSj1XgRX9CXbfnx2zSgW0z5hHpMFMftF93NurPQz1r4X2/cVEuAS3MMWT+msnVDuu+pPRyC6QetL4bUjI1Egp5xhpNSEt/4TMPPP3KBV6K2agqmjucwisjwQ3RYKbov41THXQAUdSRRoucrX9S3BTpHnTZRtI7gP37Xa3+azGYAKTpivQjv2MGr+/+FloS5NOvwjNvIP2/Rmy70NgA5NpNP2sSwZLi37HZY390SnE5XxXNQuaQLt/hTRfP2rXoaqUTXlesQ5LZSSyMxq7wmWHGpOgh8co4wkU1aB9ZeLRcQ8dHbK9Hso6INrlio2NAXaZdMBiub7IJLqvk1AqfyVqGb+AwHdHb1zVlH2WUNWTlISnI6PwApXAOqivDZbuaXIclE2nHIbIriZyZpQccTX7Cdp3tUkPLVHANiW3tT+vgRinwtAPjN09uAmMe95JJ52D4MZjmwDJmuAuVEikus9zBIh/LWh7GlL/MrlLAhuZBG5FaOpFtPMwjAbAdoSEIO7fwSAEv4vdfQYk7qLUL8WG9IuopkbtfooIGtjIOOIWE/gumn4DjV1ufFMC6yK1R7teZ0m7vlXRhguh5xTyI1Wk8QqkrB+Jh8fI8QSKavCvjbvqMGQcA4eJhLczyXmKJyTNoCTR7t+C1YpE90B8E0Y05KFQTRknzNz7lEpKYXf7au4Lk8si9wHm0fEZJ7Wma0a3XHJkPxOrXy6MVEwhpEpZBNXuM9EZ2bedxFS7mMgItSH5oKkxQgbCu5n7XKXJSnsvcrKkuiTqQoGoeelHf1pVe0P2l3kPTT1mKptSXILehdSzaN91SO3hxsk39P1RGcdQSN1xaNfJFAqbEVMa3F6MWi1j4nRsEkpVFha157cUPktO4jn/ek4mVuez0yyEtoPuX2O0EuWijrTCvpEh9b9FO/Zx/F8yDDjPhndGO37GwH1NfYGm/g3N11cVNWZFtkdDW5qMrOIztYq8BFoeY4RXyyMPVRuN3wB91xlVbWAqUv9rJLAemnzKeGEPZMGMgG9VpOVOE8I4rH6yphZB5nVHE+Ck/rWaHae6OEaA8SFNlyOjbAJRtdGOfZ1QuGK7bQhpuqKkTzt2rRNR0f9i9oPUQ+uDWL5Sc4eqQvZNyC4wYbOBdUuOKTg+Mxftu95U6fRPNTUKUk8YZ1HNYCZwNbkZag5Hag4t622vuYXo0j0cbU8CU9E1grTcaVZ6qYfzNDARCExx6i4MXfjKXjQV91TZApH9kNCWpphTufoL2c8GSsZLhUqvqjm0+2Qn9XOlyc0Fa3WscU+WaVfNSjj3KfjXHYhKKjwmA7kvTYikVb12wY7fDbGLwO7E3Nf1nJThaiazmqORmoOXa34L2+6GxZviLoiFkXFzjIZDk2jwe7B0lwqRRgAWBDbCarmtqv7V7kJ7L4bkQ06XM5C6E1w1BJr7Au27ATJvQ2A9pOZAtOMgyH1Y2rB/ClbrXc55C53v2VrD9n0ZbbxaHl9vPIEiD7vnPIjfTsFqRiImCY3/22j2I5PSN7fQTByRXQoKNg0H1SwkH0WTD4FVCzRA4lZKJiupR8bNGZXVnbHVdplQz+4TyqjsfRDcDGm8dOClp3YMXbxZ6dgIQs2hWHXHFvZj95oXYfY9x3ySg+CGSNOfXe+XnXgIuk8tal8geiwSMJ716p+GSAYIDjkh2Z1HOomt8idhCwIbGp+GknscRRouRcKFtRyK0ewH6JJyGikfssrrZdXgqhm06yRIPeaMywZphqY/YwWnll5D/A7oOZfqy5DnYbVgjZtTOga7w0SC9KeAVxuCm5qspc6q1e77G8QuA3Jmf3gX8E900qf7IPITJLonIu7KzX5/AO27Hvr+XDT+kBEWfXUQ3AaJjvz7MxSqGbT3fIjfgWvOCQBrFaxxzw6ek3kL7djfcbp2Q4A6pPUuo6lLPowmHwAJIZG9SpK1qWbQJTOKitsFjDDZct+A0KmagdTjaOpFU3gssjviG2eEyi/LCeIBZJXXnGfqKScUOAXh7U1NkeUQgu6GJ1B8vfFMHg5q90L8VkpePppCY9eYZDb+tZD6X49KfyJ+iPxoIE7fLlftkZyZBIMbLFN/mn4F7f6183LLUX7FmzM24q7jkObrzKbs246moPjYNKSeAUegUFWw29Hec02YHenBc9Kvob2XlNw/1Sz0nEnptSvEL4fm25Dgho4vf5U269QzLtdnO5EoLi9ajaPpOUMLFIm7wa1iJxizSgWbusaucoSJPJu8dkDHT9CW+0yio3yKBduq8TsFsFzG0H06ZD8sHEP6P2hsFlJ3jIluiF1c6D+TvBPjqOiYeHrPQ9PPIHnVVPMREZQIxK9zGX8Ksi+Z7lNz0MTfoPmOYWlBqkV7fgeJeykrTBCB6IFFg68ddO50bxWsAGpNgM4jIPPSgFCuqafQyH5Y9acMHp560qlLkx8+nDEOtKlnILw1aseNtjC3wGkriPbNgqZrIbCxidRw05hYjUbz0Z9ErT/UNPkY6lsdqTu+wnV4eIwNXthoP7lPKK72Z7CNN/8w0Own2L0XY3f/Ck0+bCbNISk3GemQcfVDj+dTtPPgvMqdQ6nP05B+aTA8zmotE80g4KhYNf06umQ7tH0bR71bHMWSgsTdpU3kFrgcO7AT7Twae9H62IsmY3ceVWXIXjnThYW7DB001zgUdg/uqnOBcOXaIEZYdbuHObT3stLN1dTqKCFifG9qjy3Zo5o0qv2SMSQhcYc5JnalizOuUugvkoD0c2hx9dMC0hVW+XntZD9xfFlGF7X7TG4VVwHd1JIh8mOk5uCCPeJfE/xrUfG1qEmIX18gTJjtCYjfhGYHo5M08477fdDkQHE7jd9gIk8G2jIp4rXrBEAdoac4Lb7xITIhpcXXmIT4LeXH7+ExhnxtBQpVNRkis5+albVvgmOrL0Ycp8wq200+btScfX+FxF1o92lox34l+SVUM9jJp7ETD6G5pY4Tn0s9DWkE/6ThXVzxmOI3lREIKiAB48eA400fWIfSyTiM1ByM5hajnT83SacqpYF2mySlvvLYdLHTZtaEbC7dq7DeghuRH1GqiQhAaPvBBF4F+JDIEAIBIKFtykQsBJHIDpVPrjTBZl4v3RaZwdAaGQEiJodE+EdQd4opk+5zKUVe8R73J6P6coj+8tpKv1LhgKBTWGsoksafpUo0+QT20j2xF29p6lJkP3I/0F5K2VebNCDj/oXVcJZ7SvOmq538FuWEUjHZbV3NhZZTN8Y50r+m+/MiEfCvad47sb/h+p3RXsh9iNQeBdG9gJDxHyJscqJEDnSNxDLnlos+8vAYW76WAoVm3kWX7Oj87IQu2c547kdmUFo8K1R11kDVNNp9CmbV4LzANQ6Zt9H4nQPH2X23oF9Oha7DoPtYtH0zYz8N74SZRMLm5SGNSNMsV58BtXvR3CITtTAU2X7NRDH92SXdyIH/W4NHNl1j4vf7X2xSC/VnIsFpaOKOKgQWgVBpOmfxjYNAqQ9B2TFpLyQrT0JS92sTpSJRTHigI0TYnVB3spnsJJp3j69CfKsM3X3oh44aOl/wi0DNIUNH41gVsoi65YaIHuislsuZA0JQfy6yyktYzX/GarzMJPmyalyPFqu2TGZEH4S2MX8GplL+echvLFjxekQE6k6n9LvkdnB14Yt23y1m1Z75r6mPk3wIXbo7ml1QerBvvHECLe0MkKhAewAAIABJREFUgtOQCjlTxDcBaX0Eag7HNcGaZpzvhYtgKlZhKHN4e+cZzL+nAkRRahy/pA73gaiN8RfyYdX/xvhRtdyJjHsBq/4kLMsC//ru5wY2LHt9AJlcjqcXfMS9899mYW8vyWyG3z/7NN/985Wsf/WfOOrB+/mit1IxOQ8Pd752Tplqx9H2H1JSXlzqoPUx6LsGEreb1bRvTaT+t0hos+raTr9s4t1dy5pvjNVyK5r+j3GMKzE7WFD/OxMKln7J5HYIbVUS4qV2L9p9qqO+9oFVb6oWVrD/27GrndLbpREdNF4C3b9yVjX9QkEE6k7AqimyMWM80bG7wP/tQUe+rlMgeW+FOwMg0Hw/VrC0hLvaHeiSXc1EUQ01h2PVVa4doqpo4p/QUxwCGIH6s0x0g2aMN30ZB0P3dnOmJHjyAeOwG9kLKROaqZqCzHyw6kxa6twC90brTne/15oxjrvpFwA1eQhynxp/jdpjkWH61WhmnpMIqj81dwSsWqTlbpOqPDMPXboPRiCu8F6QBmTcs0M6VGrqOSc51CfO81XsDBtBGi4b2ndF0+ji77t8rywIz8BqvKjkHLvvRui9hEE/DsFoHcIgYpwX604qK1yops29yr5LQSRW7bFIeFt0yc4u11OLjHuuoHKvnfkQOvbK84OwGEwbXkGb51sbq+2f5fcDmnnTcSJNY8xSfpAg0nxr2TwV85e087N7/kEqm0NRsrZNSyTK0kScVM6YtiwRmsIRnjjgYOpDw8u14Tllfr35+jllph51N21oFkmZFM5adyqQHX68toQp65/gvGQ0dnWZY2yIXYuM2wsqZFXUzl86zoVOvLqdNOGsLX8vG5op0X3QvhsdLUK/PTwM4W2xwtPRwBS053xI9YcopiEzF7VjJSGx4ptgzEP524KboMlHqOxEGEayr4GLQCFWM7Q9gy7ZycmLUQGJVlUPQ0TQzHOU+owkoPf3MG7OsASJwXZ9Bc605bDj90Lv2ZiEU/n3vRg/Et62TF8BiOyERHYa9jhd2wtMhtZHjUYp+wEENjQRBc5nLIHJ0PJ3NHaZ8RvyrWZW2X03mAlRFXxtSOOVVUVnSGjzgcgHzX6MdvwcUwtHzCQYPXhIYQJw6seU+c6k3RcUVs2BqNWG9l0FucXOdz4FxMxcnrgXTf8HWh90/Z6LBKH5Fkg8gCYfBKsBie6DBM1cqQ3nQvdvHE2IAn4nH0uR2TL1dNH7xqa8o2he/02XD31MYAq03If2XQfZeeBfH6k5qGyVUluVQ+67m6WJwu/pF7HekuPimTR3v/0WP99wFBPWefyfZ4UIFCJyPPALzDfxTeAgjG7378BEYAGwt6p2jnrnuS9x/0In0NyXxgggFkPXk3DBPxmkodSGKZHBREe5ClUu+wuPldud/diJ6y8WiNImmVHjha7nidUIrfegvZeaF5xEIbo/UvNz5wgL0v9icMWUMyrl3CdISxW1BCIzoO9q5966mVbA3N/PyyrURQSN/hx6K5VV9hkVeXgIf4V+UnNwn8gzJtrFP7G6doaJZt4sE7nigm9dJL/K6BgjvjZjly+3PzDp/7N33mFSVFkb/93q6jg5IYgSxIBZVMwBFCNrXHPWVdc1rmGN665rWNe4rmvOCROKWQHFnBBRERMZJMMMkztW1/n+uDWhu6t6egjqfsz7PDzAdNWtW909dc895z3vi6q4L+NnEjlNEweVT9tqr4SOhDL7Q80Ebb5l14N/W5SvACIsgFHlXVLLYyOunMBPEp8gDedmjWFpKfb42+ARsCkVgMjhqMjhuVMKH4QE94bUF2h1zaHurZrxMRT0PegMc/OCpdqV2R9V9o+Cjp26dAlNicLIvjHLYsrSxQUd24MetOEX51AopfoC5wPbi8gW6DzkMcDlwAQR2QiY4Px/9SMwBNza+1QEFRiiSyLR0diN1yPRFxAveWoXKGVoroGq0LVUFUEzyo+EoLMLDezuPUBXAlbpRd6dKOl5+efm64NRfjPGOl9g9Hofo/j09h26RJ91ydokIfUTkvoh/5wA5Wh1EDlG37tb2KCKMpxURUTrW3Rq01ORI3VA5gXfxlD5XB6thwR2ywPYyw/AXn4gnml7scAo7/K+VhbS+iR509mdYc9C4hPW2FxWB5RS2tXU3MCdzxN/D7v2UOylQ7HrjkeSLhLSOL8fgaGo0L6FBxOg9VBC+5FLUg0Xxm+yfnInBEu0oO+397wiqOAwVHCXPLoP3Q2+gqiSv6z0nPIhZlkFB4Mhn8kmVavoHtyDtQ6/FinTBMJKr2gRYBFwCPC48/rjwKFr5Mr+oVpcJ4Mwpt0gxbcBUjsCaboBYk8gTdcjtftoJboCofyDdX257BYouQyK/gTpBUjTP5DUdFTxGQ5bOxs+x9Ey39w3AVc30gAEdvQ8TewVSHQU0vKA+wO0TTMi52YMrcDnNqbEsFufw264ELv530hqGsroBZHTnK6Uzg//gE6fB4fr7pamG5Gl2yDLtkOWbovddBsiab1w1YwHv4dRVXoutN7tMR8bWXEytPxXS4OnZ+odaM5XPKC5KWswoNBckAKVLSWKNFy4Sgvbrwk7+qouuVk/aF5SahKy4hTHHnz1QZXd4AQVAbTyaSmUXlmYiqyvn/smgsgaM21rR/hICiKnAqhKVMW9BXO2uottevfGduHMKcDXKdBQgN/n48jNPEifPeiBB34VUqZS6gKgTQZwvIgcr5RqEJHyTsfUi0hFvnFWVilTJKl3kbEXAHF60k9BGs53yI5ZCovB4RgV93bvGnYLUneE4/sQ0+MQgLKbdCak4SLtEtkOU2dJql7U6WEP5Kp5+kCVoKrfdN31SeIDpP5cNOHSyQaoSii/ByOo66N2y33Qcje5paAQqnpMDmfBTq9wDLLqOt2breeC0v8PbO+IKNkQOshJsxtI3UEuTqIBiJyAUdqRlLJbHoaW/5CbLg6iasZldFVI4lOk8QptL58Dv56TCuhgLLALqvz2bsuldwd266PQ/G+XuXvBgNBIjPLbMn4qdivScrtjMW9BcC9UyeXddkpdUxARZPluYC/PfdE/BKOQcll3r2m3aGM2X5+C1SBFUsjyfZxAry0jZugOn5p314iwVsa168/UcufSxudxCzZD0OsrDGPNVqFfm/YTl00YRyqdJi1CxO9nYHkFlm0zra4WgH6lZdw38mAG13T/e9ZDyly78YsHFEqpCuBF4GigARgNvADcVUhAoZQ6EzgToF+/ftvNm5c/1d8d2Es2w118yMTo3b0dpGdnhSqBmk+hdn+wF2adZUBwX4yKOz3H1d0LL0D0Md1tEdgNVXKBa9uiSNxhx7uVbQK6Dc0/WGcwlu9PpgtqEAI7YlQ+1DFeajrSdE1WIOQFP6p6LMpcv/0ndvN/ofUu3EsRQdQ6k9rJfnb9H7WkcDZUMarsRlRoPz2n5JRM86Qc+KDoHFRoLy369AssxjqYPDSLr9NG3vPIXPi3wah6vmMMEWTFUdrXoT175NP3UDM+l/z3K0BLsu+A1++M6vX5b8bVUtJLtVJsm06EfztU2T89CYyr9dptFvPJr5HW+3H3CgmhasauMTPAzpi1oo5nv59KbTTKsAEDeeybr5hWV0vc0p9j2DTZs/9A7hl5cLfH7gko1m78GqTMEcAcEVkOoJQaA+wCLFVK9RGRxUqpPsAyt5NF5AHgAdAZitU7Na8KkE/vjNI/a639PH3s7YiPw538aWuVPdvt9mxI5nowdIZSSnMNIkd2PYfk5yBeNdMk0nIPquJOlFGJlN+tiYTpuWhZ4mNQJX9uP1rSy5AVx7i3xLoihUSfzJTajr+Odzui6ACpzdzItx7665m1WEkKMXq3V6al+S7yZwKCKLNvQXbPqwvKKIaql7SgWHy8bgEOn6iTNw1nkxtUBCCQ1XqamuzYbHcuRaW1Wmfs9cI+/5WAJCcjLffp73pgW1TRn7wXXRXWpQRXwqSlDdqqX1tzfh3phUjsVbCbdOkjsKMnR0D51kFVPuwIzMmatXLPvrZSEBgKgaG6Y8Ry25zYBWtyrCoGVVZx1e7DAHh71kxmrKhrDyZAcy3enzeH75YtZYteBeiz9KAHDn4NDsXPwE5KqYjSv/17Az8CrwJtzfgnA6/84jMLHUBujOXXqnbLdkLqjkWW7YZdf17Xao1eOzOxNWvdi6xl5CEldgMiSSQ1HffdowPrR8Ax56r/g15EsEGlwV5C5/dCok978DfyIPlF5v/ztmmazvviHBo5Afd4NwkNl2hRr+QUSH2cfw7KUcj8haGMEoziszGqX8aofBQjvBdGaC9t552hiGpqwmq2r4Q13RE3ykYMSX23RuZsx8ZpU7fkB1qmPfYyUncoYrm4XeK00BadhqeiZ3oZxF5bQ3Mdiyw/QDvgRh9BGs5CGs7NEXoTax4SHYMk3kckhVKBXzSYyIYmkWZnl4IQOmCNluG8MHHhAqKp3M4sEWHy4uwMag96kB+/eEAhIhPRJY6v0C2jBjrj8C9gH6XUDGAf5/+/KFTpVeAb4JAmA/pvo8IhJibRfAELEuOQulPyjxU5gdwHhwG+9TD8m3YimHVGGCKnrvJ9SPxdXepovRfvnncF5sba96DxcvQuPwVot0gS7zrGQw6szqn3QieSlY0IH4V7O66CkgsyauLKHKhlkHN2bQL2PKTueC337anvABi9IHIsWN/zWxFwUyWX6DY/c7BW7Awfjqp+JVcu29cfd7XHcLek4AuFiO3oZnTO9qQ1abT5ds/zVNE5ENjV49WYI8rlXMNagN38b+yGS5HYKzly9AXP1Y5CU5s7bdt3NgqJTxwDNr0g2o1/Q2p/hzRfq4mvy/dErFkrdU3PuVgzsZtvwW78O5L4sEvlWhXaX5vptSm1EoDQCFTZdat1XoWiV1ERQV/u98w0DGoi7qqrPeiBF34VHQoR+Tvw96wfJ9DZil8NWq/hdV12sGaBOQhp+BuuC6k1GTv5FUZgW6eL4kVIfQe+dfQiEdwHIidA9PGOVk+jor3HX5Vei9gNehffRhiMHIGKHLtK9yDphUjDn+maEBhEFZ8NyYl64cpebyWKxF/V3APQMr+JTylElEfDgFBmi6yKHI8kP9MPfnTqGRT4t0f5cwV0VHBXxFgf0t/nDm/Px9tvQRNckVZofQyJPgG+DaHycU9p6l8KSikIH4oKd9HEFNgZjHWcrFFblkmTSwvxHek27Fqw3Wr7tlZu9YBSBhSdhKQ+d+HqBMCnOTSS+BipPwd9LykkMR5aH9RtwN39TFJf4P7ZR5HYq6jQftp0K/a8nn/bd1uiWrG0evxKaWlkw46+AE3XooOaNBJ/BQK7QPldGT4hIkJtNErQ9FEaDGEUnYZEjtfkZKN6zXYcdYHDNt2MO7/4DNKZgbnf52PvgYM8zupBD9yx9illdgGlDAjuqv8AIrXeB0efQYwypO5oMqSro48h5haoyoeg6GStbGlUaTEf50GjjCJd07UW6O4Ec1Bh3IwuINGXcN+1tz2A01qcqPRalH9zxI2h346Or4eKHIdEH3fKHm1P6ID2m/Bt5OwM24INA1RpThpfKRNVcR+S+k7X6RPvojklXyIrTkQiR2OUXpU1h3w6IB7ZCaNSdwK0+6kA1k9I822osr/lGa9wiFhafTT2NEgcgiNQxee7G3OtBJQyoOpppPFvHe+TfztU2fUoo2S1XCMDRgme/BbD/Z40r2gRYm6u3/N0nAx+iPKhIkchkkYaLyFDSVWiYM1Doo/rwLZbyNPdofy6zbv5JnK5KqK5S9ZMyLaL7ybEboKmf5ARYEtUB92Jd8FRP528eCGXjB/L4pZmRIQd+q7H7fsdqHf/BSi+rmnURIp49JDDOe+t12lJJhER1iku5r6RhxA0e5aHHnQPPd+YrmBuAJbLDhlAWvUDX1yMdKzvkPpzMKqeAZ93DV+Z6wHrrfT0xG6C+Dv6YRbc3VlI3dQqfR0EuvQipPkWMP+rd8JuC4kKo8IdCoHKVwVVo5Gm6zXZUwUhfASq5CIgCPFXkNaHNbEyuJuzuHoI4xjVLlbacYg+j4R+l+lREdpX+6sUjJDTzpodbCQh/gqsroCi4SKnJORkgmLPI/F3oeYt11q4pH7QbbTmRtpHpAAooxJVcRciFmB3Xwq+G1AqjIR+B/E3yMxChVHFZ2YcK2IjzbdC9EnNi5GU4+Ra5ZTGDJ2NK78F5VvXsfF2y5glIPYGZAUUImntLJt4B1QZKvz7zPcsMBR38bQwKvx7pPVRvHVAFN1WrnRD8jPn3rMzdlEk/gYqNIJFzU2c/PKLGRyFiQvmc/yY0Yw7/uTVkiVZHRi67np8etofmbGiDr9hMLC84jcztx78b6EnoOgKJVdB/XEuLwS0+mXTlS6vOUhNQawFTtCw+qAXGB8kP0Xqz0Y/JNN6VxYchtYKy97ZJzNJldZ3yIoTUNVvQ9md0PBHMlLrwRFOsNEBZQ5EVT6cNZekJhAGdsboKo3fhsT7uJNS40h8XEZAoYpOdxYIr3p7oNNrIS3wlfzI49g0Igk9XuwlPQdHg6Q7RD2xZjstrZ0XkzTIUp1Sr3ysQ4XUbkHqT4fUD/oYLMRYByoewfAXtkNdGc+R7kBnWx5xWirT0GaLjg3FZ0Aos8Qi0ccgOgpIdCyoibeh6BRUxd06ePCt37EoqZAHwRQwMnlGIhZSfwYkv0Z/h31I9Fmk9GoMp7NFqQBU3OsY8UF78Bg+CgK7QbN327XmDrl73nQPAdy/w4o2355npn5LKp1535YIi5qbmLx4Eduv+8tJrncFQyk2qSpcvbQHPXDDWmlf3h0Ywe0hcjqZNdsg+AdD6EDyv4VpZ7ecHyJxJPYa0nKf9h3wePjasXHYy4cjSzdHlg7VD1Ri6AdvQv9JfKiJpdmdBDkPP1tnM5KTHB+PzouWQGKCtztm2wjRMbr7ZcUxyPIR2CtO1ryQLmGC6w7IyJEWV0YZlP+H3DR3EIL7QNGpYKwHvoHaCbLiHm0xnnO/PggMc9Q079FdDOnZ0HI3suI0T9KmiCCpGUhykiawAqS+9+5YSX2pd+9t5zffoI22OhMI7SVQdzCS8sh8/cKQxkt1t4S9BB1UKs2rqX4To/jc3N1q68PkGsHFdcbCqEGZ/TLOUWZ/h0uRNY4KoyJZwXp8nGN+1xYQp/XYTdcinTgeKrADquZjVNk1qJJLUdWvOuUyGyTP75wIkpqC3fAX7CVb6T8NFyO2h424FzzVLEOo8O8BmN1QT8rOLcspYOEvaA+esCxm1NXREM9n3teDHqw6ejIUBcAovRQJDUeiz4DdiAodCOGDUCqAHRwBibEeZwr4c901M46w5iJ1x6B3ezG9m/MNgsonMxT8JPEhNP6FjnSt1wMpDv6NUUUn6B59FdBkO+tr9+un50L0OXLIlpJAWu9Dld3kfl5yEjRdQ0b6OPklUn8OqmpU3nsmtJdDZsuGHxU+KOenRmhv7NJroflf6ExLWttPl12vNQ6yrczLrkfqjqL9PSWsOQKhEdD018w5E9clreREyLIhl/RivVu25jvEVQspuQzlH4y3noYN0Wewi8+C+IcQexl3roeFNF2DqhrtMU4mdCZomlZFXY2mZmLN1wZZGZ+/rbNZ8VfAzUjMbvQYrI1HlMtxUBX3OFbbLeiujLQOyEOZWS2Jv+lC7kQHmsmJ7dwEcPQ+srJiEn0O0vl4QTFYcTwZJZH4m0jqG6geW7D6plJBqLifVN0fSdkGYTOl76n4DFRgOwB26Lse78+dTczKbN22bGHLX0jf4aGvvuSOiZ+igJRts9+gjbhpxL6EzMLuswc96A56AooCoQJDUYGhuS+UXgfL38Z10TD6d6loKA2XgNTTvkBJFKzpSOv9qJILO44rWMpZgDQqcgQqcgSSmqp35a6HWmgjM79LLTgNSW+9A2l9xGU+KUh9i1jzMxQys6GMSqTsJmi8FJThtJcKlPzZ05rciPweCR+ipcyNirw9+8ocADUTkNgrYM1A+beA0EitVyAuuzSJ611xp4BCK1Wern1BOncKNN+IVDwCxrp5rNZTsHw4bZ+FJ1LfImJndAS4wY69AU1XOxOzELO/tspeHaqK1jSPzz/hlB1c4N/cySJkwTcwY0GWdJ0W90pOBLM/lN+Pkjq94Ae2dQ+MVAS9h3fn9XSJmFOK8YS4jJ3W2brEhIKdbONWius+rmfMjydh2WkGlJncMHw420a24NOf59GSTDK8/0AemDwJK9pKytYBTMg02WvgBmxQseoE7K7w5ozp/PvzTzICmvGzZuA3DG7d94A1fv0erH1YqwMKEQtpuRuiT+mdk39LVOnVGa6YXcHwlWEH9oLk27kv+vpqgllqin5gB4ZkqAaKXe+Q2LIfcAld4+8UUOj2wUIQbt/li8S0UJGrumUQwgeigtt76AEY+VnoXoZpyu94O3gHFABG+AAkuCPEJ6B9Koaj2lQyPaCUCXkClYxjjRJU0QkZPxNjHXQpKHsHHOpQ6GyDNb1D6CsDSWi5DVX5BFJ7AIjbbj2tW1a7RAhPgbO2Oad+hMYryAjerBnIilOgetyqk+d86+GudOnXhGQXqJIrkRUnOXNyWn8Jokqv7ph3eglSe4jzPiR1ABJ7UweS6YXQ8BhilKMip3S0JoPuComPJ7ekYkLAwzSuM1zJnwVAWh1l0sICivPHvsFH8+aScNotZzVYnPzqu4TMj0g7wUPKTnPGtttTH4/z9qyZhPwmJ2y5Dadsk9sinTMdERa3NFMcCFAaXDml0Xu/nJiTHUmk07w+Yxr/GLY3RYE1R/LtwdqJtTugaLpas8zbHtapb7QvRNVLKHNg4QOlJnv8fCKybDdnfAXYSOk/McIHts2g8GuYG+jApEtYiDFAL1Pxd/HcIQd2R5XeiFIGEjrAkQrv/DAOoIr/6H2ZwA7uwZCkwMxf5mmDMipXi4S0SAyseeDrlb/1NnSALptkv+1uapp2A54qo6mp2kiOAJpb0/k9biPrdaXXEYDIkV0GBBJ9ilxCqq3bH1PfQueOmG5C0kuR+BtOt0KbwZsDZaI83G9VYGuoeg5pugmsqVr8rfhcVLBD4Epa/uN0P7W9NzYQh8YL0Y8dfU+SnIIUn45RfJ4z9lAksBMks3xcQiMLK0eE9ofWx/Em8XohAL7CnEfnNTbw3pzZpLN4N4l0uj3AaMPDX0/msUN/z3XDR1AoPpo3l8smjKMhHscWYdf1+3H8llszduYMUrbNwZsMZlj/gV1+d5a1uge1hlI0JuI9AUUPVjvWWlKmpOscWeCsHY0kkNYH9A7LmlegwqLX4pHWBDFp1VkCiULj5YhjCa6MSmfxzX4wBCGcacyjii8m1wbZ7eOzoPmfzr00eOw+AXPdDk2Mshu0oiQhPaZvA1TFA/n9L9KLcA2IAnv+YhLCIoLdch+ydCdkxbHIsj2wGy5EPHapyihGVT6lCZwE9R/fIFTlqFzHSf/meJcrLG32JMuzjvFDcN8cYmkmAvpPcHdUyV+6vsm0lxW64dizrxzEmoXUHgitj3bwGgDwgW9DVMWjectWkvhAB9LSqgWaGq/Gbv53xwGJD3F//2wyF/sYtDzQTooUay4kP8w9LTYKO/FF7s/RmT6xfkYkjSo608k2uZVHvITQ0KWW0D7er7ddS4QLxr6RE0x4IW5ZPD21kI2Axoy6Os564xWWtLQQtyyS6TQfzJ3LGa+9zIs/fs8r037kvLde58/j3uzy2bT9un0xXIKOsGmyTtEvL/Pdg///WHszFOl5ji5D9k4mDbE3kNjr6H76Mii/FZUv3RrYAxLjyH3wGy4/s5DYC6iSSwBQ5bcidcc684jqB5uvP6roTxlnqeBOulWu+V9az8Co9rDrlg5HxcBOuPfrR1DB3Tr+qwKo0iuQksuAVJctlCKxTFnuzkjPyHvuykDsZkgvAd+6maqK8deh5V4g1rEext9BVBBV5q7crvybQvVYnXZXCuVzb91TRjGiyjxKGl5IQeJ1j9fCUHIhyhwEvgF5F+sMBPdwPFGyA98U+LfpxtyyTm+6ISuQcP42qkFiSP1ZSHBPVMlFKF+fzHOtn3VXSEYgHYfWR5HQSJR/Y1BlQD5yZCcov+6ECe6ZR5gNaLoG2xwAyS+1kFbkRN2+m/wcrbMSgtJrUdWvQew1JPGZ/plRpQMfFYHoE+RuAEyoeqEgnY+vlixiRl3hgZwAjYlC1WXh0W8mk8zKcthZgXs0lWLC7FlMWrSQHfp6t6RfvPOufDhvLnEr1R4AhU2Tq/cYjs9Ya/eSPViDWHsDCl8/FyJaGzo9vO2YZvpXj815sLZBlV6O1E502OlxOtLebiI6Ftj1Heeag6DmfYiPRdILNH8juIc2Xsq+TnBXVFCbLYkIsnRLXFO7TkCgzEFI+GAnE9NWkw6DuZUOgrJPUwaeRk+dYefhBxTUNuoNsVu0Imd8HFAMRlC3tio/SBqJnKwXOaWQ1vvIrbUnIPYadtG5GB76H0opKEQbpPgSaL6O7qfPsy8Y0fLikRO6rSmhwkfoskd6MR0LYRiKTl41Vc7kF7hmmOylHf+Ov6a7i2rGooyKjp8nJrifS0q/5t8YIqdAyw1Ol00b3AJs6DDMI3+bdXqmQ5IVSDc4nw0dY0pMd0KZo3Sw1XKvQ3hWgIkqvw3xbwNNl+prtnNAgKarkbLbUL78WgxfLV6EZef36+iMsGkycqPChMwA5jbUF5T9iFo6qMgXUGxQUcmrx57Afyd+xleLF9G3tJSzh+7Iruv3L3g+PehBd7DWBhTKV42EDoT4WLrsnpA0En0eVXKBx1h9oGY8En0BUt/oB2pgd1hxgsvBEVRwWOaPjAhEDu+Cnpc1jFJOsPAqmQteEJw+eABVeh0Ed0eiz4MktQ9E+JAuOwvywqhy5K2XZL+ghaVWEmJHteV1ehG5bazOPcaeQHw1qKKT8iw+KajdD9u/Jar8ji7Jnl7QstG10PoAoJzykVatLHAEnY0ovRoCu6zKQMmWAAAgAElEQVTUe66MCFSNcYKs8WCUoSInogpIz+cfOOySncuGDRJFos9kyWP7cCeTGrSVFVTkSCQ9HaLP6tZlsbRMuzWbzM/WB74+YG6u/xseCfHn88yp82Lr9jkkkJYHdWeJ1Ge8IvXnomreQqpegdqRncayIDlJt7VWv5WXm1ATKcJvGO1dG24wlMIWIWL6GVxdw0EbD85zP5nYab1+fL1kcQ4XIxt+wyiIAzGwvILb9zuwy+N60IPVgbU2oADNHRCjl+PH0IJnuxpJXSfON5ZRiio+LeNnduR4iD3TaZcW1iZbwb1yB1gJqJKrdM059b3TfpmGwHaOHLZzjFJasyG0+iy8lVJQ+g+k4Tw6ghkDiKCyNSG6AYm9lLUTdz0IWh+CopO0gFXibTx3y6kpyIrjofrtlVvMlUIVn4MU/UGXXIwapOnvTvakkDS27oDoXF5aGSijGFV8jrsmRNuV0rVIyx1O9iAEkWNQRad5Exkjxzjkxa66IhKQzCIdh/aF5ltcjjXa2y6VUqjSvyJFfwLrJ/D1QZkbYEdfheZrnElb2sOm4t72RdwI7ozt22gVSmcCqZ9wzyqlkegYdCCSW4rEXqK5MW7t4Q6GD9gAv88Hljs3af3SMnZdvx8N8Tj7bbgRB264sT6+QJyw1dY8+e3XpONxrDyZCp8yOHTw6lD87EEPVh/W7oBC+VGll0DpJdh1J0Hqc48jA6gsGeqCxi+5DII7abEdiaFCB0H4YNdyxspAGUWoqqcdn4g5jk9EYR0WKwNJfo20PqgzCKqMzIXcgMC27e6SK4XkhxSkteGUjFTJhUjyEydgc9sxOvoCyS+QwA66JKUi3Q4ulApBm2ZC2fUIts4W6EnnO3ONWI1nQ+wWpO4wJ2PjLHQtdyOpqaiKu9xnVnweYs3RnirK72Qr3LIvfjAzXSeVrzdSeo0jbGbQru1QcjnK7Jd1bBX4Oro/jMjBSHh/HWSoMq2imT236leQhssh8aaek9EHjBqwvi3g3QiA2Q+S2dkzgJRuaZYm3P1ulJMdy8X8xkYunzCOLxYuQERcsxQh0+SSXXZj0sIFfL1kMdPrammIxzloo014auoU3ps7m15FxfxhyHaepYrKcITXjj2R/0z8jPfmzKYkGGT3fv15/vupGA7vwUrb3LD3PvQr+/VcSnvQAzeowroYfpvYfvvt5csvv1wtY9n150JivPuLRh9UzbgMDYm1DXbsdWi8Er0z9/jOqAiq7N+o0PCVu0bj3yH2HF2WFPzbadM10J04rfforIGrwmJE+5IkPnCIecVQfJ7DZ+iiZTP+LtJyu85O+QagSi5GBTX3ROxGsOuQxCRovbcTQbbzexNCVT2D8m9e2BuwkrBbn4Dm28jlkwRR1S9rno4HxPoZrFlg9kcaL3M8RzovtmFU9WsZgYKkvgdrDmJUo9JzARuCe610aclzbmIDFkoFkORXWnsjI+Ds5KALaEn3Eii/B+pPxLXtt+QaQKD5Zgp9v6KpFHs+9hArYtGMT9dvGAwor2BpSwsbVFRw9tCd+Nv771AXjWYIWel7kfYyRtg0+esewzl2i60Kfi/iVoqPf55HyrbZdf3+lAYL9575JaGUmiwi2//a8+jBr4O1OkPRGSpyLJL4iJyHjCqCqlfW6mBCxHKsmrvimkSR+NiVDihU5Hhd9vC8jgJCqJLLO35i9keV3YRtbgfNN5Dz+Ukys0QhDdB8q+4EiRzVcZjdBOnFetfeerdT67doDxCsH5H6c6HiTlRwmPYYMcpQ5gZQdDQiKa1mGntaZ0x8G6BK/7bGgwnA0UFxUQBVpg4Q8gQUyuynd/QAFQ8hjVc5xmeAbz0tb+68ro3OTtPqmugSmwS2RVXct0Z+P3QmSfMEVGBbpOw2aP6HQ/xVEPqdLk9En9SZqOAeujRklCFeQW/qe1TplUjrA2Cn6Ag6QhDc0zX4emPGNFqSiZwRU7ZNr6Iixp1wCqA7NBri8YzMRdylNBKzLG746H0OG7xpwRLYIdPPiA1+fbvzHvQgH3oCCgcquCtSfCa03Ee78ZOKoCofR/lyU4t695QuWPv/fxrp+biniLNhgNjYK/6k6+5GEEJHoopPz9V5cIHyb4yU3eI4uNqaE+JbR+sKpBeBuRmq+FxX+28VOQiJ3q+5Du1zDaEDgmy+Qwxa/guRo7RaatM1jueGQf6gKY403YSqGZZ7feVHlV6KlPwFvavO/V6IpJxUf1jrX6wui2jfQDJdV9uvCN2Q51ZGmWOXHgOJZ3Z2ANJ8nZPB6HSd5GSk+d+o0itWdvYFwwjvg4RG6NKOUdwRxEQOz5xn6gf0Z+/SjZSarFuPq8YgLf/VHBwVgvCxqKJTXK87t77ekyT5+YL5tCSTFAcCfL5gvmsA4XovSjGttpate7t3jvWgB/+L6AkoOsEoPgcJHwOpSZojENghh+8gdhRp/qezAFmIuRmq7FrtF/EbhA58ZNV4G0aZt0BWBkxIvNLxXxuI3o0k3oHqMQW1TBrh/ZDQXlr6WhW71thBZxSk9UHdpaPCEDkBKkfrjoz4uPZFgpbr3S9ka40EaboNYmPwVMXMRhcOrDpIcAkm4hN0SYG0bln0rYuUXKK7dNKzwL81quhMz/vNe83IMdpSPKNrwwRfX/B3LfOcew9hsn0zRGxHVTY7aElA7EX4BQIKPTcFXbR2YvRCSLl3TTm6I8pXhSq7Brimy2sOrqnxpGv7lMGKWJTiQID+ZRVddoC0wUrblIcK8CbpQQ/+h9ATUGRBk8i89fyl4RwtrNP2YLW+c9rN3vAUSfo1IPYKpPHvDuvfRgI7o0qvLVxQqROUUYkEdnEEs7IXlCBtTpzuWQzRC2ZiAhTYaaKU31GqdIdIzGkvXdwxn6YbIPwVRtm/oLSjJGLHnnD3QfH100qDscfIa+CVDaP7LpFizUYaLiQj+5GeDQ1/or2zyJqlZbArn3PNwOSD8vWGisd1wNLWjRTYCVV28yplQUTSWthLlTjz9Ai6CvItQdu/x8eCvQj8W2n591VpX/bAi9OWUBxdlz16zydkdny2QohY4FQe/+LzdoLkqUO2Zei6+TVJ9hu0ESHTzPHFAAj4DPoUlwBw4lbbMGrqNxkBhaGU1ozpdI5PKTaprqZ/eQ+psgf/v9BDyuwGxJqN1B5KblrchMhJGJ0Wsm6Nm16sa8Dmhl2qVBY0ntjauCo9n45FwABVjqqZkKk22fk862fdPmtujFImkl4O8TdAWhBzW2i9T5s8Kb9Waiz6A8o/GEl8AbHR5G2ljJyMUXrVKt8bgN36nCMv7kaqeyODQGjHxkPjJWR+ZiFU+b91y/CK31M4QlB6DUZWir3L+TbdqOv8hWRBArtiVD7a/l9JTtE29Fio0IFO1sw7SNAS1gGt9GnNdj7PwQWpQGbMufUJaLkTbbZlgn+w4yXjFnwZqJp387qfSmoGsuI4/b0hCoS0B0jJFajQiG4LfnkhYVlsfu+dBI0kNw79gH36ziUtikTax5gFh/HE9PWpjbaSSKc1I6dAguSkhQs4bszzGaJTQcPgyM23JGXbFAcC/H7TzWmMx/nL22NZHm3FFhjaty/b9+nLA19Nwm8YWLbNhpVVPHTQYdQUFbEiFuXuLyYybvYMivwBTtp6CMdusZWrZPb/AnpImWs3ejIU3YE1T/MrcmIwS9fGuwmx65H687UYlvIDghRfilF0LCIJpPUFiL+q7bqLTkIFdyls4OQn2jwqYwGz9eIQfx0iR2fOI70QqT9bt54qH2AikeO0zwOCzjwEtddB2Zsou1a3qBrFiDUTGi6lS10GYzVYbbch9RneJMQpHSRDwAjvi6j/ON0aP2tZ85KLtLhY9GnEM5mdMTCocig+v9vBBOCoTxZYUkl91XFay13Q8gA6CyNI/GUIHYQq8yjj4GSTrPnYdUdDeoHzeSqk9HqMcGGW1XZ0TFbXSDJjXrkwtXdH5BjPI6TxIqdds10jXXfGNF6MNNdA1bOrpUvk/bmzsUWIpf38+fMRFPsTlAcSLIoWo/DhM1rbpa0FTZC8/sOuCZJD+67HG8edxG2ffczXSxazTlExPqUY89MPRFMpfEoxauoUrtp9GB+ccjpLWloI+832ssbp227PD8uXURUOM6hSq4K2JJMc/MxTLO9kb/7Pj97nmyWLuWWfwlxPvSAi/FS7nOXRKFv06kVluGsOUw96sKroCSi6A3OQs8PKRgD83Xd9lPpzdTBBqkMGvPlf2L6+0HQt2B2pekm+jxSdhVHy564HtuZ4zDOKWDMyassigqw4WS8+2B3P+9Z7s86NQeIdVOgAVGhvfW7qO60X0KV2hEJFDul63oXCtx76q+uySBu9cq8eGu7eeWJUo6XGPeavyqHoHKftdAKk5yGxNyG0T7fIuCqwB5J4L0uG2uvgMsDJFrXcT0agJjEthx0+AhVw9/EQsZH6kx09hU6fZ+NliLkhyl+ALkbr3bgGbJ4w2+XeXeeUXq6/k14CZPYSpPFSVOUT3bimO7Jlq1tSQVpSjhQ9QtqFXOkzFD8sX862ffIHvRtXVXP/7w4F4O1ZM7lw/JtEU6n266Yti+s/fI+RG21Mn5KSjHOLA4Ec7YkXfviO+ngso0QSsyxen/4T5++wM+uX6e/ChNmzuH/yFyyPRtmtX3/OGbojvYszx++MZa0tnPLKGOY1NGAaimQ6zRnbDuXCnXZZfUTgHvTABT0OMd2AMvtBcBiZrp8KVBAVOb5bY0l6obafzuEdxHKCCQ0bWu/VLqldwdyoo1OlM1QEZWY5iKa+gvRyCpKTligSe1nPpvUZpO44SE/v+ryiv+S3Fe8mVPhocomPhpYDz6NymIPgMK1TkUPfC0HV26heE1HBHWHFwdByK0QfQxqvRGoP1oZlhSI80hH86rzo+sh1vwxD0an6nwkXx00AiWuSqxdSkx3hr+zPM4lEny5svumlXR+TOSkI7t3NczrDhuSXiN2yCmNo7D1wkGe5wGuXbtk2FeHuESTfnDGtPZjoDNPw8en8/Kq6bfh8wXxXXobf8DF1mRbmemDyJM4f+zpfLl7EvMYGnvt+KiOffoJlrd7v1Vmvv8KMulpiVormZJJEOs3DX09m3KyZBd5dD3qwcugJKLoJVX6bfuirCiCoiWVVo1G+3J1xXth1eNpc2ws9ThLES3yrMwI7ga8/bT38Gj5NrstOe9u1FJyOB0DpxbT5n3SdmTCh6ByMktO7MX4BMzDXR1Xcq9UTCQNBMDdHVT7ZLZKfUgFU1Sin7TKkgwujF6ryYQx/f+2X0ngJSDMd9xqF9Hyk5Z5uXCeIqnweis8DczPw7wBlN0NwPz13VaL/jhyFipzsnBTUcuo58JFrY98J9grcfTZsD3daF5iF6h34QYVRFXeijFLPo5SvxtHC6Gp3XLjplheCpsm1w3KDm9JAkOuHjyBsZgbaPqXYsLKKgeUVOefkQ8jvdw1c2ngZhaBfWTl+F9dPG6F3cQnRVIo7Jn6aEXRYtk1LMskDk925YwubmvixtjYnUxOzUjzyzWTXc3rQg9WFnpJHN6FUAFVyIZRcuGoDmRvhTnDzo+M8j86DLg2dnNa6yqeQ5ps1Z0LSWsmw9ErdEth5OKOKwjQm0BmO8GG6y0X58XZrDUJwdy2KtBozExlTCe4CNR85NvThlTcAMwdB9VtOJ0hKC1I5C7mk68Ca63JWUpNVSy8r/DpGBFV8JhSf2fHD8EFIulZbqZsDtFhWG0IjoOm63IEwUeGDvC/kH+LxHQlDYFhhcy25HKk/k64Exii9GhXaH2UUdz1m+e06oyXN5AawShNH8wQl3cFxW27Nbv36c/tnn7C0tYW9BmzAqdtsi+nz8efGXbj9808J+DRBcmB5BQ86ZYzu4KjNtuDVaT/mZBiUgl3X7+dxViZO2GrrnK4Qn1KsW1LCkN59+HbZUkyXgCNl23wyfx4AP9Yu59sli1mnuITd+vWnKRHHNAwSLo+Phnh3ylg96EH30RNQ/EpQKowUX5xFfvODUeqYXo1zPzGUZzHpPL5Rgiq7DsrcFqVOx1kzEXy4BzA+dJYjBZhamTA4TOt0eMpvO/39wX3XeL1WKUM7WK4kJL0EaX1EB0jmAFTR6ZkZDtXmU+EGb10PSXyENN+hgx1zEKr4Il06cbsHX7WrroIyKqD8DqThz05brgBpKP1rXq0K5euFRE6C2KhOnI0g+NYtmMeigjtB5cNI821gzQSjN6hAB/HYvxmq7F+ogjMZTuDW631dMmu+3ekeSQBhUH5U2U0Fj1UI+pWVc8f+I3N+fsZ2Qzlmi634fvkyKsNhNq7qQtPCA0P6rMu5Q3fiP198hmkYKBRKwYMHHUawGxmKBw86jL+8PZb6eAxbhCG9+3Dn/r9DKUV1JELKQ1Crd3ExZ73xCh/Om4sCDGVQGgzy1GFH4HP5vQv4fOzrorTZlEgwr7GBPsUlVEd6iJs9WDX0tI3+ypDER0jrw5BepqWDi04HLGT5fuQQ44IjUcHdwSjSMsGrQe5Y4m8hjVe6aAn4IXKy5o3YzRDcDeXX7oYiaWT57k65pDPCqMqHUYHffteYWD8jdYc7i24KnRUKQNm1KLtRt1sGd0earne4Lp3T8SEoPhOj+Nycce3Y29B4MTltqhX3ooIdJlmSXuhkJjbMm8URu0X7kGDprE8BGR8RgcTbSOuTOiMQOgAVOb6gTEL+ceMgac+248LH0XLokpqiPVLCB6+27MQvjWWtLXz88zwi/gDDBgwoWEq7M0SEhc1NhE0/VVmL+okvjeaLhQsyshhh0+TIzbZg9A/fZWRIDKXYstc6/GHIdlz6zjiS6TS2CEGfSVU4zOvHndjedSIi3PzpRzz2zVf4fT6S6TT7DdqIm0fsV3BA5IaettG1Gz0BxW8UYs3XO8Tkx6BKwdzY+beJTjkrVMVDqED3lRAzriNxZNmuTiq6M0KOpoO7EJakfkRWnEqHR4al2yqLz8gaPwn4VpvDqhf0Ivo+En9FXy98OAS8We12w4UQfwv3un2Q9lbZ4O66E0dadeeMMsHcUgdOLtoO9vLhOlDIhjkYo/pVrbTacAEkP9e7fklA+EhU6dVrROTpfwXfLl3C27NnYhoGB208mA0qVr5UNnNFHQ9+9SUz6mrZap3e7DVwEIMqKulb+r8XtDQl4lww9g0+XzAf0zAwlOLqPYZz/+RJzKpfkXN80Ofjg1NOZ1lrK4998xWLWprZs98Ajt1y6wxDsae+/YYbP/4gIyAJ+kyO2Gxzrhs+YqXn2xNQrN3oCSiyEGuJ8f2n0wkXh9h0p40wDIPFs5fy5LWjmfLB91T1qeSYyw9ll4PzdxPM/HoOd533MD99MYNwcZiD/rQvJ11zFKa/+9G/JCchK04n17isFNXr026LFuWOPwVpOMtJQyvAhtKbMcL75j9PLEhO1Lv5wNCM3bOkpiNNf3V29z4I7Ysq/cca2YmKCNJ4qfZlaHMcVWEIH4FRerXrOfbSnUByH8g5UGEovQ2lRLdi+rcE/xDXQEXEQpZujnuZxI/R+3vshr84gUxnnkMYSi7GKDqp6/l0AyJp3S1izQBzAwgOW20CUqsT1334Hs989y1Jy0Iphd/n4/Jd9+CkrYd0e6wvFi7g1FdeJJlOZxAT/YbB4Ooa7h15MOuW/O8FFsujrdTHYgworyDg87HVff+lJZnLlQmZJuNPOIX1SstcRunAHo89xIKmxpyfB30+vj3rPPy+ldsA9AQUazd+e0+XXxFjH32Xu857BJ9pICJESiNc/OBZ3HDsHcRa4thpm2Xzavnncf/hDzcex2HnHeg6zqJZS7hoz78Ra9Fp75aGVsbc8QZL59VyxVPnd3teEn0Bd4JcWi/owd27PWZnqMDWUPOxsxNPQmDbghQ7lTKhUxq/fb7pOmTFsZ2yHjbExyPWXKgas/q5FalvID6ejIBLYhAdjUSOda/1G2WQLiCgkBgkXkeV3+F9SHoJ2E2Ib4DOJknugxqjBpGESzCBnnf0MehmQCHJSUjLfVoRNbAdquhPnZxB65G6Y7WolsS1t4lRCZXPa3n53wi+WbKYZ7/7tsNUy9FzuPHjD9h/w43oVdS9Ms1f33vbtRUzZdv8sHwZJ7w0mgknnpb3OxhNpRj9w3e8N2c26xQVMXLjTRjSe11KfkXL8JpIETURXWqa01BPNOlOpC4OBOjbRcAUt1IsbXFve06LELOslQ4oerB2Y60NKCa/PYWnrn+RJbOXssnQDdnruN2469yHScQ6Hvax5jjXHH4LqaSF2B27nUQ0wSNXPcPIM0YQCOVmB1647TWS8cxFIxFL8tGLn3PGzSdQvW4307kSw33Xq9o7LcRuRWIvar8Noy+q6LgcK2YRS5PsVCRDnhrQJYnAdt2bl+d0n3fpNEhBeo7OWAS6LwKW93qJD/AMuBIfurdBRv7gbnfuCo+ySfxdaLwCpAHdQhmEwHCdKek8rgpD8TlOBsgjI2g3FTCPTofH3oTGTqJisflIfBxUvYgyByJNN2a6xEorpBNI0zWoiv9261prEm/NmO7q0GkoxbtzZnNMF5LYnRG3Usypr/d8PS3CstZWvlqyiO36uPvutCSTHPrcUyxubm4PTEb/+D0GimEDBnLrvvuvVlMvy7Z5bdpPvDLtR0J+k2M234o9+w/IG/BMXDCfgM8g7kLYHNJ73S4D9j+8+hKWh4FZ7+JiSgKrlvHswdqLtTKgePfZj7n99HtJRPWiV7doEp+//mVG0NCGVMLCrSykFCyatZQBm+dyDKZPnkXayv2FDYT8LJy+uNsBhQofiCQ/7Ejnt0FSENgRsRuRusMgXYteYHxIbDRU3KklpgGJv+e4XaZA0ojZH1V+z0qZhXUJaxqeUtzpOcDqDSiUUYLgJ2fnr0xQ7gRCFTkSSc+C6NMdXAYscjkVYd0qmwW7dRQ0X0tHgJDUQVRiPIQP05LpYumxi89FhY/Qh/l6dxh4tcOAgHsXiBtEbGi+jswgKq2Fx5r+CSUXaxOunHZgCxITEJHfjGKi6dO8gGzdBKUUPpeWybxjGT5Mw3BVw2yDoRTLWr3NzJ769hsWNjXl2JXbCB/Om8Npr77EmKOO69a82rCgqZGpy5aybkkpW/VaB1uEU195ka8XLyZq6c/qo3nzOG6Lrbhqj2Ge45SFQvgMH2TN0VSKwdX5u1a+X7aUb5Ys9nBOVVw7bMRv5rvRg/89rHUsMNu2ue/Cx9qDCdA1+LRlY7sEFMpw/+WykmnKe7mnFjccMhCfmfvWJuNJ+gzqvlslwX3AP9RRdYR2caPSa/Ri2vqg7hJpX2DSQBxpvEJ3ZFhzNBFQGpxujjhYM5D6kx1789UMcytcxZfEBrN7TpoFITQS16+ygARHINEx2HXHYdcdi0RfRETX6o3SK1C9PkRV3IeqHouquN+Zdwgda4cgfAgEMktKYrdA8424ZxsSIFFUry9QNe+jek3EKDoVpZT+U3otWoyrbb5+UEWokr8Ufr/2MrDdFkUbkh/ocpOnhsRvizP1u40Hu6bXbRFGDBzkcoY3TMPg8E03I5gnXZ9Kp9lmnT6er4+dOT0nmGiDJcK02uX8VLu8W/NK2zZ/Gf8W+zz5KJe9M47jxzzPyKef4NVpP/H1ko5gArQA1VNTv+HnxgbP8fYasAGmy3PJ9Pk4YtMt8s5lWl2tp5LoLuv3Y9iAlW/D7kEP1rqAoqmumZaGwuyWAQxDEQhnpgD9QT87Hrgt5TXuxKcjLj4YfzA3bZi2bM7b6Qq+ee87UskUC2cuprUp6jJCJpTyoSru13X88FEQOQVVPQYj4jhlxseTW5dHl0rSc5DoM+SKCdlaojnVPVKrnZqLXft77CWbYi/ZBHvJ5thLd8Ju/rduKwRU5Agn+On89QpCYAhIC3b9udh1x2K3PLRa5JaVrzeU3YLWNCgGioAQlFwJTX9Fmv6h7zM1GWm6Fmk4pz3rpIwKVGAoylwPFdwT1et9VOkVqOILUVXPYZRdm7tjS03F+1dHkzeV8qN8VTkkSBXcFVX1PIQOAXNriBzvdNMM6PI+Jb0EsWYiqoi8qpKeduKG027829mBblpdwwU77EzQ5yPkMwmbJkGfj1tG7N9tOWyAq/cYzu79BxD0+XIKVWHT5Jgttsrx2eiMslD+VmzTMFjY3FGeWtTcxMs//cgHc+d4lhFGTZ3Cm06g0pJMEk2lmFm/gps//chVvttQis/mZ0vvdyBomjx52JH0KiqiyO+nOBCgOBDgP/uNbPf/8MLA8grXkDLo87Fj3zWQrezBWoW1rssjmUhxWOUpJGO5C3AgHMBQinhUp+tDkSBHX3YIVX0ruf/iJ0inbdKpNDsftB2XPHoO4SLvh8+0STP577kPMW3SrJzXTL8Pf9CvMyNpm72O243z7z6DQLD7PewAdu3hYH3n8koQVfM20nSDh1BWAFV2EyqcKwDkep3kt7DiKNwXswD4t3HkrxWSXqTr+MkPgSCED9fGXS3/oYNfEARfb1TVS+0aCWLNQqKjwa7Xhl7Bwq2txY4izbdqK3Xld3gcKVx35aoMIsegis/ttmW8pL7Xqo+u/AvDaZ89u1tj5r1eeinScB6kfnTcQ4O6jTj1DV26vLaJlqkIqBJHJn7VXT095yrCouZmAqavnURYCBY2NTFhziwCPh/7bLBhjh5Dd7GwuYmfapfz6fx5fDhvHsWBAKdssy0Hbzw4b0D17pzZnPfW68Qsd9JjwDB4/5TTWaeomJs++YjHpnyF3xG2Cpomow4/Mkcsa8STjzDbhduhAJ9jad4ZRf4AN++zHwdsuHHee7RFmLp0CYl0mm169yFQAJFSRDjkuVH8tHwZVqdnf5Hfz/snn77K73tPl8fajbUuoAC4+4JHeOuhCRkEzGAkyPn3nI5t2bz37MekkhbRpigNy5votX41h10wkg23GUB5rzJKKgpjnk98YzLXH/tv4i35H/qBcIARJ+zBhff/sdv3AiCxl5HGv5O5wPnAvxsQXeIAACAASURBVAVG1Wjs1ueder9LFqP4YlT4EE0Y9PXLq4VgLxuex2cEtLDV465OmGK3Ist2JjcVH2zXr7Bjr0HjVeggwFkEzc1QlY8V1BoryW+QFSe5XMMLfjAHQ+VojG7U60UEqd0P0nNzX1QVqJrxmTLaqwB9rZEO96RzKj6ojdCSX6CzJc49j2lC3VgHCy3oayJXDYbjT9ME3dB+rsGTSBIktcqCVV8tXsSF495kebQVW4RNq2u464CDfnX9h9Zkkul1tdQUFXXZTgnwn88/5d7JX7TbnHdGxPQz+qhjWdTcxPlvvZ7TUVIWDDL5jLMzvk87P3w/S13MvAKGD6XIKbGUBoJMPP2sVRKYyoeGeIwDRj2RMaeAz8e/9t6XQwdvlufMrtETUKzdWOtKHgB/vPUk9j5hd8yASSDkJ1Qc4pRrj2bfk4ax36nDKa0u5buPf2LWN/OoW1jPj5/P4OaT7+K1e8d3GUy0NkV57uaXuWDXq3j06mddyZnZSMaSvPPkB+2ZkW4jdIjOABDQKX8V0cFBuWbzq8jB3ue23IEsH4HUHoIs3wNJfOp6mNj1YC/pYiIC1g/uL6W+c3dAJeEQBWPQ9Ff0wug8YCUKqe8h9loX1207/HG63rFnTAqsqVA7DLHmFHyWUlpUDKMfWprcABT4d0TVvLVywcSoUTBgABiG/nvUKP1zayrYi8iVRk+Bb33UO+ejdlyOWncGarOZqD8vRS2wUIL++6JpGK/20mqUWcGE2M3YDX9Glg5Blm2PXfs7JDml+3MHlre2ctLLLzC/qZG4ZZFMp5m6bClHv/AsaY9SwC+B+yd/wdCH7uXkV15knycf47gXn6cxnj/gvGCnXfjk1DO5fJfdc/gGUSvFCWNG8+SUb1zbUxsTCS4a/1bGz0ZsMMjVBKymqIhb99mfSFvZwh+gKhzh8cOOWGPBBMDnCxbQnMz8PUmm01z57tuu2hY96EGhWCu7PFYsaeCHz6bjMw0Mw8BO25h+nS6c+MZXfPLSxJyODytp8dr949lkhw35cvwUEGHv4/dgu322ak+htjZFOXu7y6hdtMK1pJIXStFS30Io0v1ed6UUquzvSPEfITVFlxb827TPS6kQokwP06g07YuVHUPq/wTVr7t0fxRQjlE+8K3n/ppRRu6i2PZaFSS/wt0fI4bEX0O18UXyIb2MlSId2kuRFSdDzXsFK3oqsx/UvK1LTU+Phr89hpo/Cvp9BDfcAMcXYGc/ahRcdRXMm6fbhtqyhfPmwYknwiefwO2/xz3ut+HZ9+GiSaiok5mqdyEVx1L6Gi7zkfrTdaDX1g1iTUfqT4bqN1A+97ZKLzz/w9ScwMEWoTGR4OOf57HnL0j2q41GmVFXy5yGeu6c+FlGW+rkxQs5f+wbPH5o/u9TVSRCczKJTynsrCxuKp3O4FFk462Z0/l7bK92Dsj5O+7MO7Nn0phIELcs/IaBaRjcPGI/dl6/H3tvMIgvFy0iaPrYtve63e5u6S5em/6jK3cD4LnvvuW0Idv9png2PfjfwVoXUIgIVx34T37+aSF2uuMB+NAVTzNwq/68+8zHpBLudt62ZXPbH+5pf/3jMRPZ6/jdufA+Xap444G3uwwmlKFc21NDkQAVvcsBmP3tPOZ+P59+g/uy4ZDCH8TK11u3JbrBtx5Y0wsYxUJiz6FKLsmadzHi3wlSn3icZ2jhpECu0BWguzuMvpCeTSYHI4wqOhkdTHhpNBRorx7cyyFMuu1A/Xi7qooW4UpOguBOhV0Lx9X1+W/h7Nsg6pBr582DMx1H0XxBxahR+ri287JLjyJw772w85awj9v3KYC6/nNUtIDA9edcgp+kfoLUT+S8J5JCWp9CvbaeDkR+/hn69esySJrf2OjaHWGLzRIPESUvpG2bmfUrCJsm/crKCz7PFuHaD97lue+nEvD5aEkmc75RKdtm4sL5LG9tpaYof4mnNhbN8NBon58IW/Zah9n1K1y/saZhMGNFLbXRGM98N4VkOs0Z2w4llU4zadFCBpSXc+JWQ+hfru8tZPrZrZ+34dvqRtDn/tiPWxa3fvYxj0/5mkcPOZxBlb8dAbQe/G/gVwkolFLlwEPAFuhV5DRgGvAcMACYCxwlIt4qNSuJud/PZ8ncZRnBBGixqpfufJNwsTfR0k7bGefFWxNMeOpDDvrjvmw4ZCCfvfqlO9kz5KdXv2p8po8he2/J2EfeJRFLtgcWwUiQM289iVTC4rKDruOniTMxfAo7LQzcsh8nXXMU62+yLr0H9Frp+1bFFyAN2aZVbkhBeoH7GOW3OOqLC8jMNhgQ2Fk7UHrs8LWl+kPIij84KXyf1mkouRgV2EHLRBMGXDoUrC+wa49Gld+UtxtCRY5GYs9AeikdpY8wFP8J/FtB/dlAnq6alfm6XXVVR1DQhmgUrroKOfYArXKangXmNo4JVpH3eW73dOHVyOyLIPocGa60pGBhgVmwykpdRukcHPy+xnExzT44Bc+OhQu/6FaQtGPf9Xl9xrScna8AW/f2btPMxofz5nLx+DeJWRa2CAPKyrnvd4dQGY4Q9PlyWky/XbqEsTNn4PcZ2CKM/uE7Eum0Z+snaBnu+nisy4Bij/4DeG36Tzn3ZIvNn7bfgffnzqEhkfv7FLMsLntnHEtbWomndTD83bKlbLlOb0YdduQqZSDqYzFenvYDC5ua2LZPX/bZYFC3VS2P2nxLxs2a4VqySTjZlxNeGs3Hp565xrMlPfj/hV+FlKmUehz4SEQeUpptFwGuBFaIyL+UUpcDFSJyWb5xVoaUOeWD7/nbITcRbcpl6G+288acct0xXH3QvzIIm/lg+AxO/sfRHHfl4Vx75G18PObznM1mqCjIfz65gQ220ruQeT8u4PG/P8ePn02n94BeHPfX3zN0v224+4JHePPBd0jGMx9gpt+H4TPYYvdN+fsLlxApWTmlPjv6CrTcAnadlmKWTnyFdoRRpVeiIke7jiEikJqEWAvA3BRlrgcYBRP6REQLX9kN4N8iwwHTbnkIWm72PlmVo2rezeuaKXYzEn0K4m+DUYkqOlk7tOL4i9Sf5QRE2QiiaiagfJ2CtraSRL5dumHkZhcAUQpZPESLjxEHwmCUoKrG6Gt0I6Ustg3x1zVHxG4GowZS36CGTkMt6CJ7Ewjo+XVeFCMR5L4bkX0eJJdzEkTtsBA13yW46t8f5s51vUzCshj5zBMsaGwiaevvVMg02aPfAO77XWG26T83NnDAqMczFjptza01PHxKcfAmm3LNnnsR9vu54cP3GfXdlHYPEFukoIJXSSDApDPO7rIrwrJtjnnhWX6sXd4+p7Dp54jNNuMfw0bw7ZLFHDH6mYxuiXyI+P3csd+BjHCxES8E3y1bynEvPo9l28TTFhG/n/VLyxh95LEUd1Pd8pZPPuKRbyZj2XaOqBjoTpP7f3cIu6zfz+Vsb/SQMtdu/OLh5/+xd97hUVTt/75ndrZkU0ijBkJvUqQ3KSIiRUFBRDAiUsUG+AooxYKCFfUFRQWlSxGRJtKkF+m9d0InpJGyfff8/pgkZLOzKYD6/r7mvq5ckN2ZM2d2N3ue85TPI0lSCNASmAYghHAIIZKBJ4FZGYfNAp76K65fpX4F3E7f3YshwEDTzg2p07omTwxqi2Lwdt4YzUb0Bl+HjqLXZXk1ugzu6KNZIetkipctitFsYP+6wyTeSKJs9dK8u/BN5l+ewldbP6RhO7UqYu3MTT7GBIDL6cZhc3Jky3Em9Pv2ru9dNj+JVHQrUvH9SMX2QUBnVK9A1qsAumIZj2sjSRKSoRGyuSuyoTqSHFyg6gBJkpD01ZCMTXwMA7U8NLdcDTvCuiz38eVg5KCXkSMXI4f/mGVMAEj6KkhFV4GuCmpH0UwCVG2PnMbEwIHq7lwI9d++fSEy0jtxMtyP6mmYPqOXSeYO1gqeBETq5+p5BTAopPLlkQKfRK6/F3ntC2qjLxyIkRGIAO9xhF4HERHq+GXLQnCwtzEBYLEgvfMlGFvjLUAmqwm9V/yIKmmETjIxKgqLuz9Hn7r1KB0cQoWwMIY1bc43HTvl+z4XHD3sU0IpUEMMLo8Hu9vN8lMnGLz6dw7fvMHco4ewuVx4Mo7Jz7IeoCi827J1vkosFVlmbtfujGreigYlS9E8uixfPNaB91u1AaB2iZK8VL+RH2F2XyxOJ1tiY/N5tDdCCIau/p00pyPL62FxOrmQnMSUvbsLPN7wh1qw9vk+VI0sqvm8BCTnkbxaSCE5+ds9FJIk1QGmAsdRNZj3AUOAq0KI0GzHJQkhwjTOHwgMBIiOjq4fexd/oEu/WcWPb8/FnlFVYQgwEFEyjO/2f0ZgiFqHffnUVZZ9s4pV09YjyTKSLGmWfxoDDMw+9w3hJdSpLpu8ih9G/IRiUHC73BQrE0mRoiGc2nsOvUHBYXPS9oVWDPlugE+pYgdTT1yO3HeceoPCL3HTsuZ5LwjhUV3y1p/UigpTB6TAAX9JR9D84LHvhKSXyLW/RkAMcpH37uk6QlgRlp/BtlLVZjDHIJke8T6oXDnViMgNgwH0etCQchZhEuK4xk5UCkZqFI+Uy+KcK2Yz4ptBiI7r1fcse5loqA6kIKSklDselV69ND0oSBLCbVdVVi3z1LEMzZGCRyBVaq5977l4KO4HQ1f/zvLTJ/M8zqjT8cwDNZl35FBu8l5ZBOoNRBcpQlRwCP3rNaBRlJ/E4btg1dnTvPXHGtKceXs09bLMa42a8HqjpgW+zrXUFNrMnq4ZyikdEsKWFwcUeEyAX08c472N673UOkEtI9364oA8w0I5KfRQ/Lv5J3IoFKAe8LoQYpckSROBt/N7shBiKqpBQoMGDe7KGnrqtQ6UrxXNkkkrSbp5m6adGtDp5ce8FunIqHDWzt6Mw+a7wJuCjGp1iMvDW3NezzImAJ58tQOP9X6Y0/vOExIRzM+fLmXLop047c6s/Ir1c7cSXa0UT7/hvXur+0gt9q49qJm0mYkkS1hSrPfFoJAkGSmwOwR2v+exhDsBbL9ntDJ/CPS1850pLjy3EbfHgH09voqe2SdsRtLXuue5SlIAUuCLEPii/4Pys+A7HOqPFsl+3kORCrmoIOaJxQLvLwJ7CNKo85CUscCYJUjzIDkzOp1m5j2Eh0NCgu840dGqmmfQK5BThGv8eMTAgUjZcjwcRiO2d9/lrzQ1m0eXZd35cz6LW04MOh0Wp1P9fGkYS7qM3iA6ScKg0/Ftx060KFvuL5lzi+hyuPMpX6+TZbpWr3FX11Fk2a8HRslFOyYvnqhclZkH93MuKTGrGiZA0dO/Xv0CGxOFFPJPZNxcAa4IIXZl/L4I1cC4KUlSSYCMf+P+ykk82KoG7/86nInbxtHjrad8Fug/l+3VLDpQDApNOzVkxMzXWHjjB5p38W3qZAo0YQwwcONCHJt/2YHT7v0FabfYWTxplc95r07qQ1BooE/YJDtBYUFElPJx3PyjCPsWxK3WiNQJiLRJiKQXELeH5atPiBACkdgX7BvI1ZhABmFHpI7Fk/AMwlFwN2+BiC5Y7NiHqFz0SqLuzY6XLl1CGnIaKcmNhOqeliwCyZnjA5tpEORUPzSbVe+FP2Ji2PhwS1wZi5hLlvi5QT3aCQep9rvUSskHnapUIyokJNdeHKBqJjxbo7ZmMqJRp+O5mrWpW6IkT1Wtzq/dn/vLjAlQ24V/1a4jJkXBpCjoZRmTotCpSlWKm+9IY4cYjEzu2CnP1uL+KBYYRJXwCB9dDJOi8GwBOrLmRCfLdKxUhQCdgiLLlAoK5pNHH+ONJn6qtQopJBf+dg+FEOKGJEmXJUmqKoQ4BbRBDX8cB3oDn2T8m3uw/C/GkmLxqQQBVY8irHgRHnqqkc9zQgg2/7KDSa/+gD3djqzIfkMYltu+Gf5RlUoy89QkVv6wjsNbjnNo83E8bjcuhxtJljCY9Az9fmCBVB3/aoSwI5KH4lU9IqxgWw+m9WBqm/v5zsPgOoN2SacedbkUqKWmbnVs5yFEYn8In4ZkaHi/bsWb8eO9yzpzI8dOWZgDEB8MApajZZWKkREwLA7JenfhRqGTkPIrQJSYCHPmFKgE9PqUKTT9Yz1KRj6D4hE8vXsvhytVZHGDxvR+sO5dzTsvjIrCr92fY8aBfaw4cwpFlrmQlITd7cp6FQMUhS7VHqBhVBRvNm3OhD+3qnk5qG/Bp23b0alKtXueS6rdzu9nTnE1NYU6xUvycLnyfiseHqtYmc0v9mfVmdNYXU4eLleBqhGReITgaNxNnB43tYuVKHA1Rk6+7tCJ7osWYHE6cHo86CSZ+iVL0adOPb/n2F0u5hw+yNKTx1F0OnrUqMUzD9TMupc3165i3fmzWUmncZZ0Ptq6iYfLlifYWHBNnEL+3fxTVR51UMtGDcB5oA+qt2QhEA1cAp4RQiTmNs7dSm/nhytnrvNSnWE+ZaCmIBNjl4ygXhtv17vD5mBUx484vPmYZsg6O5Is8dBTjXhv0bBcj4u/lsiiL3/jyJYTlKpUgmfe7ESV+gXrwPhXI+zb1T4TQqPJl7ENcth32uc5TyNS3gXnAXIXo9KhGhMax+jrIEcsvItZ55O5c6F3b5820VqI6BJw+QZE6REji0O3Mmo1Tc55Z+Y8XHHdabOh821F7fc6GRWj+U7pvIu8B0tUKczXrvs8fiUslM/mzmFShycKNN69cD4pkY+2bmbX1SuEGI30rVuPPnXqZ+3Ur6WmsOHCefSyzKP3oQcIqB05eyxagMPtxupSqynKh4ax4OlnCSxgNcX9xuF2s/Hiea6nplKnREkeLF7Cb2jR7fHw7KIFHI+/lS2codCqbHm+fbwzF5OT6DB3Nna396YnQFEY1qw5ferUL/D8CnMo/t38IzoUQoiDgNaHrs3fPRd/lK5ckicGPsrKH9djS89oFhZopE7rmtR9xLdF8LyPl3B8xym/xkTmJlZvUDCajQz49Pk85xBZKpxBE3rf0338s2h/0Qn3LURiD20jxIdcFlrX2bubVn7J3MXn4akQ0aURu8NBZOti6c+YGHoTKdMZ4wZh0EG/gTBrVv68IW4gTIakfMTtJSn30IYfAq5rS6yXSkqmQpifqpa/iAph4fzYuYvf50sFh/B8bd/eMffC0NW/cztbaMfidHI2MYHv9+7mzWbN7+u1CopBp6Ndxcr5OnbTxQucTIj3Ugq1ulxsjr3A0bibXExOQpEkn8Jhq8vFzitX7sqgKOTfzb9OKbMgDPryRRq0r8vqaetxOly07tmciJJh7F65nweaVfXq67Fmxga/CpsA4SXDKFG+GDWaVaPLkI5ElirYF/P5w7H8NG4R5w5epFyNMsSMefp/w1vhL+QgmZECtOWNhWWBHxnwAqIrde9j5EVMDAIXjBwGl+OBHGaS2Yx49xEQ+9TfczbnGhkJXVVDQxpz644xkYHkcMPChTB1alZYQsgSkka4DUDygEjzIHQg5eXUyLRuc4pa+Ql3ONxuLiQnUal0aXSXL/s8fyM8jJ454vWJVgvf7dnN72dOYVB0vPhgPXo/WPe+SDen2G2M37qZFadP4haCVmXL8X6rNrm2H79XbqWncyHZV4PD7naz9NSJf9ygKAg7r17WlNj2CMHea1d5sHgJH+9EJlF/4WtcyP9dCg2KXJAkiYbt6tCwXR1iT1xhZLtxpN1OR5IkXA4X/T5+jq5DVPev2+l/x2gI0PPsiCep0qAS5mATESULllR5fMcpRrT9EIfVgRCC6+dusO+PQ4xfMYoHHy5Y1njcpVvM+2gJh7ccp3jZSHq81aXAY2RHkgwQ+jUi+ZWMBcwJ6MHUTpXC1sJ1Cs3OpwXChBQ0+B7HyBshPIj266FNSSAMFqfAx4lw1YkUXVZdoJ84CtYdqjGRPTfiigteu4HYbYNPSvr3KiQkqIt8xkIvpjSBl3ch+fN2OTPKUpEgyeM//BER4e1d8ad4OXcu6cOHE3D9OsHhYcyvUZ1nbt7EmC1Pw2Yw4PxwHKWC7hjRKXYbHebO4lY2z8oHWzbyy/Ej/NbzBZ8EwoIghOC5XxdyJjERZ4ZQ1voL5zl44wYbe/fDrM9Hb5m7IDdD6F7u55+geGAQRp3Op9RUkWWKmgMpFRysKWoF5Euno5BCcvK/k933P4zH42Fku3HEX03AmmrDkmLFYXMyffR8jm5X6+ZbdGviI4YFqte5SGQIM8YsYFTH8QxuNpo+1YZw5YxvjNof374xE7vFTma+ixBgtzj4ZvC0At3H9Qs3GVhnGKunb+DyyavsXXOI0U98xLqfNhdonJxIxoeQim5CChmJFDQUKWI+cpFP/X8562viLaiUiQnk4uT5sZQjIeR9JNNjAAhPGp60aXgS++K5/R7ifoZCHH+C6zBZSaddQxB7yiGu1UacWQExMUiGpqpH5uMEn0RLSYA0+zbS2Kb5z3t4phbihRBEbickC8S4ov51wDIXBD+y4FnMnYt7wAACr19HBkolJtF15x5+adSAW5GRCEnCXaYMpunTKfuKd3npT4cPEq8RpjkRH8/8I4fzvM3c2HnlMrG3k7OMCVB31ukOB7/lQ6siky2xF3lhyS90mDuLT7dvISGPsFKk2UyV8Aif98qoU3j6Lks+/ymerFZdM5FUr9PxaIWKHLt1i0C9dk7I0bi/tMiukP+jFBoU+eD4jtOkJaf75Ec4rA5++24tAL3HdqdYdCSmDNVMWScj62Q69GtDSnwq1jTVELGl27l29gYjHv0ATz7bOp/dr91a++LRy/keA2D2+wuxptpwu+58SdstDiYPmeH12N0gyWFI5p5IQS8h6bW/eK9fuMn+9UdISmmnSn97ffyMYKiPFLFQ7buhiR7MfZGKbkc2dwVAeBIR8Y9D2kRwbAPrQkR8V4Rt4z3dTybCsVMVffLBBZmlq6b2avM1PzLYkhAwZbr/i+So95cCn4dPyyG+KY7wt1GMUlQDxp9kg9utrT8B3hobo0ejs3oLiZmdTnr8uYOI+HjcpUuj+/hjzTDJmnNn/abTzj58AKvTycJjRxi9YS0zDu7Ls214ds4kJvioZoLaPvz4rfwtdtMP7OPl35ex7fIlTiXEM+PAfh6fN5tEa+5GxX/bP054QACBej2KJGHW66lZrBgv1f+LKory4GjcTV5c+iv1p06m0/w5rD13Jl/nFTUHMr1zV4oFBmLW6wlQFMoWCWVe1+4YFYWSwcGaGho6ScpqXFZIIQWhMOSRDywpViTZd7soBKQkqp0UQ8KD+eHIl2z7dSfHd54mqnJJHn2+JTPGzMeZo3RUCEFachpHtp7gwVZ573qCwwNJjvNtl2wOCShQCemhTcf8lsLejL1FqYp+OpXeIzaLnXHPfsmB9UfQG/U47E6eevkp+o2ORXL8CZIRArohBb+BJBmRIhbisf0Byf9BzUJ0qZLQcnGkoFe9PB8ibSp44rlTdqq2Yxcpo8C4Ld/tyP0hyUURGMnqeZE9R6L02/CxESkmBlZ3BX73P05uhSwmb2+NZGyFCOwPXaciMMGwS16eDxEgIUZGIL128+5uKrvGhh8BLyVDXE2+fBn69FEfzGFURAT4r6hwetw8OmcGt+02LE4nJkVh0q4d/PJMTyrlo4tlhbBwFFn2cdeb9XqqRUTmeX66w8EXO7Z59QVxeNwk223MOLA/11yICmHhbOszkDXnznA9LZUHi5ekcVTpv7Wlt8PtZt35s+y+eoUFRw/jyDCukmw23lizkndatqZHPvQnGkWV5s++L3EmMQFFkqgQFp51H9Uji1IpPIIT8be8jDeDTs2FKaSQglLoocgHDzStoqknYTQbadH1Trtrg1HPI8+14LVJ/ejyekd0io6DG7UXcUmSSInPX1vnbv/phNHsXRNuNBvoOuTxAt1HdkXP7LhdHoLDcxFi0kAIwZGtJ/j5s2Ws+2kLNouv4JE13crUEXPoXek19qw+iMPmJP22BafNyfIpx/h5SjvkEkeQi+9FDnkbSbpzj7KpLVLRtRA4CExPIQW/ixS5HEnOkSxmX4emhoXHAu57UKTMxPQEZCoRZuZIXHGpoYzLtxAD+uGZ0hAGD8x/SCMnGp4EOeh1NYzU90f4biwiOlqVyy5tRkwoBl1D7k4gK6eoVX4EvJxOGDLE5+HBjbUlpCUgWG8kLj0tKynQ5nKRYrfz1ro1+ZpmszLRlAoOQZ/NYJYliQBFoXPV6nmefyohXtPd73C72RSr7fHLjjHjOi/Vb0ST0mX+VmPiWmoKrWb+yFvr1jD78MEsYyITq8vFZ9u3anpwtJAliaoRkVQMj/C5jxlPdqVp6TLoZR0mRaFYYCDfduxM5YjC1uWFFJx/RIfifvFX6lDkZOnXK/lx5FwcVidCCEyBRspULcV/t43DYPKNQzrsTl5t+BaXT17TDCfojXrmnJ+crwRNj8fD1OFz+O27NSgGBZfDRbs+rXl1Ul90BUie2rp4F5/1/jqrDDZzHk061efdhW/mexynw8noxz/mxM7TOO0uDCY9ikHhi01jKV9TXaAun7rKgNpvajZiyyS8ZBg/X52a7+tq4YnvAq5jGs8Y1M6k2Rt+3SXCsRuRPASp/j6kK77GiyitwBWXX4NCkIduhE4HGq2kfZg7FzFyMFxJVCtI2piRFqbmTyBLkrSrPObORQwYgGTNpX9KJhrfFRP+3Mq32ZpTyZJElYgIrtxO0exvoZMkDg96nYBsSZXHb8Xxw/49XExOpnFUafrWrU+xwCCSbVbe37SBVWfP4BEemkeX5cPWj1I6pEieU41NVjuX2jSqGGoXL47N6SL29m2iixRheLPm+e4AmmK38dn2bfx+5hSSpEpXD2vWgpD7KALVa8kv7Lxy2W/CJKg5HZt696N4UME2Av5IslpJdzooFRxyT8mnhToU/24KDYoCcHzHKX77fi2341Np0bUxbWJaaBoTAOt+2sLEl6d6Ld6ZGAIMdB3SkX4f+Vcr1CI9xcLNi7coFh1JUOjd6ez/WfTtigAAIABJREFU/Pky5oz9BVkn4bA5ia4WxdtzBme1Vs8Pi778jZnvLPBp8V6mWhTTj/8XgBcqvcr187nHuk1mI7+l/VTwm8iGsC5B3H4f74ZiugzRq/n3NLbXdYQbdHo1HyLncxlinlpfwwLADFJeEhN5/R1mdj/NllQoAiRE92Ck5emQIcOtSV7iVnPn4h45EvnKFRDC/zh+5hh7O5kf9u0h1WGnXcXKtK1QiabTp5CoYaQossyRQa9jVFTvyoYL53l91W/Y3W48QqCXZcx6Ayt69iIqJCTjsup1890bRgiWnDzO6A1/+IRMDDodQgic2Xb3JkXhi7bt6VC5aq7jujweOs6dlZEsqp6vl3WUCw1l5XMv+FXSLAh2l4ua303K1ZhQrytzONvr+L9CoUHx76Yw5FEAHmhalbdmvc5Hv4+iQ782fo0JgEMbj2oaE5Is0bF/mwIbEwCBIWYq1C5718YEwLPDn+Sdhf/B7XSj1ytcO3uD15uM5Ie387+wr56+wceYALgZe4vrF27idrvzNCYkCWo//ECB5++D6SkwdwMMIAUhMON0R5PqHnfvY2dDknQQFaD9ZJSiik1pESbn2jwVUD0Uc+f6Pj53rqohIcuqYmeOCgXJKpA2ADcPIv30k1ommpO8+nYAxMSgu3QJyeNB8ufqzsUFXrZIKOMeacvE9k/QsXJV9DodXavV8OnJocgyLaPLZS2CHiEYvWEtVpcLT8YC6vR4SHXY+WLHtjv3KUkFCjlM3rOLdzau0+zM6fF4vIwJUMMxn2zfmue4Gy+c53paqtf5To+q3fHJti3YXS4WnzjGQ9OnUnHSF7SY8QPLT53I97wLgkcINucjdFNIIX8nhQbFfeL6hZt83GsSz0YN5KW6w0hLtqA3+u4eTIFGGrb/a3oh5Ae71c64Hl/hsDmxWezYrQ4cNifLJ6/m0Cat0IEvHj/dUCWJXDulZqLT6wgIDmDg5y8UaO7a15SQQ95BKrqeI4f6MOKZSnSrXpSeZd9h1OMfkZbs21r8bhCeRMTIUESA98KWmSApxhVVZbGzPweq9kRef2Vut+p9yDAqhBCk9O+P6NVL1Y4Qwq80t3QlFUmfodya6f7OXMjLllUFs3Lp2+HDxIlqW/bsGAzq4wXgjSbNqFW8BAGKHpOiEKjXUyakCJ882i7rmLj0NJJtvka3ulhe5HxSIgX1oFqcTr7bu8srGTM7Lj/jXUm5nXUtp9tNbHKyTyO0E/G3SNcQinJ5PMw+fICHpk9lzMZ1XE9LRQBXU1N4e/1aVhSgzNWoKDQsVTrPsINbCD7etiXf4xZSyN9BoUHhB7fLzaIvf6NP9SE8X/4Vpo6Y43dxirsczyv132LT/G0kXk/i/KFY9qw+4LO4SrKEOcRM/bZ33x3wXog9cYUXqw7BluZbvmdLt7Niytp8jfPYC620O6IKOLrtJMIjiKpcUvNcWSfTuGM9Bk/uT6mKxQs0f39cOXOdEe2+Z1j7LRzeLmFLs+O0Ozmw/ghjn55wX66BcEHXMMSEYojSCkJScyeyEiS7hiD+W1x9DDUMktUJ1J17txIgSx9i15XLjB3Yn6Bp0zTDKz5ER98Jh8TGqo+53Xc8EzExXp4OT9my7Pvic+YdOcSl28m+48XEwPTpqjEiSeq/06cXzCgBjsfHkWa3Y3U5cXk8NCsTzYqevYjM1msjUG/I8kzkJNlmpdP8ObSY8QMHb1zH6Xaz6uxpxm7ewNR9e7hl0f5bvHQ7Gd1dtPMuGhiIJEnMPXyQBj98y+PzZtPox+8Y/sdq7BnGSXSRUAL9CGo5PR4SbVYvmWtQvR8T/tymeY4/Pn20HeGmAL/XyuTS7WS2X47lVEJ8gcYvpJC/isIcCj+81/Uz9q09hN2iuvb1RoXiZYsy5eAEn1DH169P4/cpf/gkXyp6hZCIICypVjxuD6WrluK9RcP+svLMnFw5c505H/zC0W0nKFYmkvNHLml2Oc3EYNIz//IUQiLuVFKc2nOWOR8u4tLxK1R8sBwx7zxNdLUohrcZy4Ujl7DmME5MgUaqN6nC4G/7M6DWm17VMZIkoRiULM+NrJP5cNlb1Gyed9a+P66du8HL9UdgSdGOKxhMeqYd/y8lyt17cqbnVgdwn8vzOKnhBSQtTYo8moCJjB+PLGWVbeaK2XxHsjvTmMhO2bLQsSN8/71X/oPVoOfdns+yomF9ej9Yj7ebt8z7WgXgXGICnRf85OUlMCkKrcuWp3edelidTh4oWpQ9164xdf9uTtyK9xKw8rlNRaFMkVAup9zG4nRi1OnQyTIzn3yaBqWivI5NslppOn0KDj+vc2bVSPawRYCi8E7L1hQ1BzJ49QqfeT9euSqft22PzeWk1cxpJFgtfg0hLXSSxJnX/5Pv4wFsLierzpzh4u0kZh86yG27toZHsMGAy+OhfGgY05/sSrHA+5OkebcU5lD8uyn0UGhw/nCslzEB4LS7iL+ayOaFO3yOP7LluGYlhyFAz3uLhzF5z6dMPzGRKQcmUKpiCVxOFxvmb+OTXpOYOmI2V05f8zsXm8XOxgXbWTZ5NbHHffsr+OPyqau80uAtNi3YTlxsPEe3nczVmAC1emPxpJVZv+9ff4Q3W7/H7t/3cf38TbYv3c3Q5u9wZv8Fvtr6Ia9O7Ius83bN2tLtnNh1hiunrrPs9ixixnSj3qO1eaxPaxSjgtPuxJJixZJiJS0pnVGPf4Q1Pf+CRzmZ99FizVyVTBSDQsI1394MBSJjhy8VX4PU8CIszjRe/Lilr/qp2PB41F2/HyTUP8jcjAmh0yEyPQeZ4Qw/WhIiNhbx3Xc+yZQBDidDlq/A7naT8OOP2EqXVvM0ypXTzuUoIFP37/VZ0G0uF6vOnaHv8sW8snI5jadN4c01KzmbkIDL40aRZUx+EgztbjfnEhOzSlDtbjcWp5Ohq3/3CYmY9XrKFfEvymTW63m7eSvCAwLQSRLhpgDefqglz9aoxdd7dvqESmwuFytOnyTN4cCk6Pm1e0/qlSxYD5migQXPeTIperpUf4A3mjzEiGbNCfDz2qQ6HFhdLk4lxDNoxbICX6eQQu4nhQaFBid3n0VrsbCl2zm85bjP4yUrFNdcJ5wOF0VLRxJdLYriZYsCapvzoc3H8NXA71k/dyuL/7uSQfWGs2WRr6Fyet85epZ+ia9e+p6pw+fwasO3mdDv23zFlWe9txB7uk1TA8MfwgN7Vu7P+n3ykOnYLY6s9UgIgd1i57v/zESWZdxuDwajb+jDlmZj54q9GIwGXvzgWT5d+w7FykT4ncuO5XfvZTqy9USu9+hyuClXs8xdj88rr0BGLoMkBNIVJ9KrV5BqXMlmWOTAnz5EdHT+dB/8IICtFcpTbdIXDJ/6Hdbu3e+Mq4FHkvxWbJRKSqbz3n2MnbcA09WrqtGR2evjHo2KU/G3/FYpWJzOrEXb7nFjcbkQgIxE2/IVUTTCFW4hcGkoOibZrF6NvIQQ9Fm2mIsazb0USaZCWBjznn6WPnXqsaf/yxwe9Dp7BrxMTO06HLsVx+VkjRAQIEsyyTb1vS4dUoSF3XpQv2SpfH95mnT3VonRo2ZtRjzUglCTCUWWUTSqSdxCcCI+nispt/McL93hyLqfQgq5nxQaFBoULRPhs/MGUAw6LClWzh266PX4syOe9Mkp0Bv11H2kJkVLe2fHr5q+gYvHrmTtqt0uN3aLgy/6fYfDfifhy+Px8G7nT0lLTseaasNhc2C3Oti88E+2LNqZ5z0c3XbSb/JkbkSUCufCkVi+GTyNS8evaB5z9oCaXR4cFoik8/0IKXodIZEhXo+lJaVralJ43B6/4Yr8UKK8/1CGwWzguVFdCAzxr+iYK3Pn+oQLICMvItGKNOwaLPYVJxMjI3ySN7NyGsaPV/9/F0hA8zNn6bB7D4tPHmfw6hXqExpjCkDOxfD0yBJfzZmPOWeSYc5eH3dBreIlUAqoZeARHoyKgr4AuioC7yZWh27e4NDNGz5CUEadjuEPNWddr75Uj1QNe0mSCNDrOXzzBs2mT6Hnrz+T4tD2dDk9bl7+fTlf7dyetRBPbP84JYNDCNSrSacBiuLXeIu9nVygEElOJEmi94P12DvgFfYPfJUKodraNXpZJjkXefNb6em8uPRX6k2dTOMfv6fD3FkcjbtLtdVCCtGg0KDQoN6jtQgOC0LOsVi6HG52r9rPkIfGMKLtB9it6hfQA02rMmLma4QWK4IxwIDeqNC0cwPGLHjDZ+xN87dj11CVtNsc/PbdmqzeHGf2nceS6rvQ2tLtLP16JR/3msSToS/Q3tiDnmVe4rfv13h5LiKjCtYeHVR9jDLVSvF6k1FZPUq0CMlQ1Wz8eD10GgaFTtHRvk9rr8caP14fU6BvQzDhEdR7tFaB55pJz7e7YDTn8JJIqrHz9qzXiRnTLdfz468lknDdT0hk9Ohc9SEkq1uV4c5J15CM5E29b3giJkb9f/akxwKoEsrAsBWrEMCmixf4fu9u9ly7iksIr8TPzIRQLQRqWMXvkp8tH+NMQgIzDu7nl+NHSfETx8/JgHoNCqyP4BaCYKORJqVL+3XvZ0cCoosU8RK5Ohp3E6GR/mp3u4lN9t25pzkcvLB0EXHp6aQ7nX69Ki6Ph2O34pi6bw+Pz5tDss1KqeAQNvXux5ePdaRr9RoMatCIwJzVMRkYczE2CoIsSQQZDDxaoaJ2N1AJKmeTNb+YnMSMg/uZd+QQt9LT6fnrz/x5ORZnRunsqYR4ev660G+CayGFFBS/f7mSJK0EXhFCXPz7pvO/gU6n46stHzCux1ecPXABl9OdVbGR6Vk4tv0kM95ZwKAJvQFo2a0pzbs2Jv5KAoGhgX53xZnNw3LidrqZPno+u1ceYPzvI3E53X5d+cd3nObotjulaPFXE/l26Eyunr7OoC9fBKDnyC58/PwkL+PFYNJT4cFyOKwOblyMy/IMyDoZxaCj7/iezBg9X1NjIhOj2cgzwzpnjGfgkzVjGNPpE+xWB5KkehyGTX/VJ/G03qO1qPNITQ5uOJL1GpoCjXR6ud09JanWaV2TN6YO4tuhM7Cn2/F4BC27NWHolJcwmf2rF144eomPev6Xq+dugICw4kWo1qgy5WqWpl2fRyhWJtJvboIXV5ycPRZIxerpeHnruxbB9kQtVix8ndBiRWj+ZCOyVCyytSoHNEWrPPi39kslqa55txCcmjSRPnMXoBSgSVyei5skIebOZWxUCRYeO4oHgSLLjN20gR86PUXTMtohFiEEC48fZdKuHdhcLgIUBafHQ5DBQKrdnqtYk0nR065iZeqVLMXcI4eYsnc3N9PTNKtjFFmmiNHEtx07ez0eXSRUs8LDpChUCPPd1a85d0ZzTrIkYVb0pDudXgaK3e0m0Wph1qEDDGncjKO34hi+bjUeIRBCYHO50EmS15hGnY7uD9S8r9Ld/es1YMnJEyRaLdjdqqCZSVEY+3CbLEPuq53bmbpvLx6htrcfu3kDsiT5lM26PG4WHjvCqw2b+F6okEIKiN8qD0mSugPjgFnAZ0IIf30N/zH+DqXMhOtJPF/uZVwa7vqgsECWJMws0Hh/LtvD+10/95sHYQo08vJXfdCbFD574Ruf5yVZylXrYeCEF+j2xhNIksTSb1YyY/QChBC4nG5aPN2Y//wwCGOAutAKIbh69jppSemUrxXNwQ1H+ShmomYIQpYlFIOeJ19rT/9PYryakrndbk7sOI3D5qTGQ1Wzxs+J2+1m+5LdbJi3Db1JT4e+j1Dv0ftTQut2u0m4mkhQWBDmYD8CVBlYUq3ElHuZtCTfnZmi16HTK4xdMpz6Pdv479iZwU3M9NZ3YOysC9RqnI7RrAPJgCXFzfBulbl4Uo/eqEenk/ls3btUqV9Re6C5c1WPyKVLak5EQgKkpWkeeiUslJbvjwFgy/vjKJ2kHfvXIk8Z8AxsUaWoN3KEj3R1oN7AvoGv+OyQ3R4P725az6LjR31UKKc+8RS7r15h2oF9WF3aXyPhAQFMbPc4D0Wriq2bLl7g9VUrSM8h363IMp2rVOejNm0159Bm9nSupqZ4LerBBiObX+xHqMn7c/HD/j1M+HObj9AVQJdq1Vl3/hypDl/jOtwUwPg2bRm5bi3JObw2MhI6WcKkKDjcHpqVKcPkjp0wKbmXgBaUFLuNuUcOsfHiBUoFBfNinXrUKaGWah+6cZ0ev/6sKeylRddqDzDhsQ73ZV6FVR7/bvx6KIQQCyVJ+h14F9grSdIc1I1T5vNf/g3z+8cpEhmM24+nwGkruI1VqV551ShwaxsFtnQ7a2ZuIC5Wu7Y8L+GomWPm47Q5eG7U0zz1Wkc6DmhLXOwtQosV8VHYlCSJ0pXvZKznbEDmdV1g1LwhPPRUI5/ndDpdvko/dTodLbs1pWU37aZSubHp5+3MeGcBcZfiKVWpBAM+eZ4mT9T3GrtYdNF8jbXllx2azd4AXE43LqebrU8PoZ4tJdfF14aOHZRglnMVRZ+zkGwI4OpLLUh5rDUfxBzEkqp2Ps3MHVn72EAqB51FunzZt69GTq+FHxlnAWx44M5rXSofxoRLlpE9HhKLRhLu9iAlJuZ5juHqNc0+GOlOB2+tW80nbdox+9ABfj15HI/wcCs9ndt231Bepg7D0h4xNC5dmvlHD5PmcFAsMJAlJ45nLfyJVisDVizlq8c60q5SZVpEl6WIyYjN5R2KMOkURrVoqeny18kyP3frwbA/VrH7qpr/UyUiks/btvcxJgCalI5GkWUfg8Ks19O0dDSrzmq3CU+0WRm6eqVmqasHgSTglQaNaVepMuUy8h3i0tP4dPtW1l84h17W0b1GTQY3anrX0tkhRhMvN2jMyw0a+zy35OTxfBsTAYq+wFUrhRTij7xyKJxAOmAEgnP8/CtQ9AoPNKniU8UhyxIN2tcp8HjCI1AMuX+JSLJEor+4fh44bE7mf7I0K8HTYNRTukqpfMl112pRHb1ReyclPIKZ7/7s8/iBDUd4ucEIHjc/R+/Kr7Pup3tT73O73cz/eDHPlOhHe2MPBjcbzaz3f2ZCv2+5dvYGLoeLS8ev8MEzE/juPzM5uu1EgdUUb11OyLXUFOC5tL1IGqqImXiA1ZSlPbEUx4IMhDusRH+zgbWdl2QYE3doLS7RP3Ez0qVL+auo8FO5IQHddu+l8959AFwL818iCaoBktTrea6n3CYy7hbypEn5SgpNDvR/zKqzZ+g0fw5f7fqT0wnxnE1M1DQmMjmfrBowD5UpyzcdOjHzyac5m5DgE26wuVyM27oJIQQ6WWZhtx5UCo/IMur0ssxrjZoQnkvb9OJBQczp8gz7B77KngEv81vPXlSL1DY0axUrTuvyFbxyNgIUhfolS/F09RpUDo9A5ydUYXe7/CZauoVg8t5dlAxSvybTHQ6eXPATy0+dIMVuJ8FqYfqBffRbvsTvfdwLCVb/5eHZ70aRZUJNJp6qdh8k8AsphFwMCkmS2gMHATNQTwjxnhBibObP3zbD/wGGTnkJc4gZg0ldbI0BBoLDgxj0Re8Cj1UsOjLXhElToJHHB7TFXET7SzO0WJGsefjDYXXwx6xNWQmemRzecpyx3SYwtMUYfv5sKaf3nWPBp0v5ZcJyrl+4iU7RMX7FSL/jXj6p7vqcDidnD15g08/beafTJ5zdfwGHzcm1czf476CpLP8ufy2qtfh26Azmjl9MclwKbqebEztP89OHi7w0QUDVBVkycSWjOn7EwAffJPlW3uVymVRtVIkAP7ksmUSKvBPVnuQ8JrwNB6Nw0Vcc9Tm2H0d9js21omL8eESAdujG7HQyfMUqACY80QF7Lk2pJKDoT3OJWv6b+kD2pNBcCLTasoyWnDjcbs4nJ/moQvojIsDMnMMH2X31SpbxdyJe2wN3PS01S8PiXGIisbeTs7IYnB4P/931J0tO+pZu+8zfYCDEmPt7DDCx3eOMa92WRqVKU79kKd5+qCUft2nLheQkWpUtT7HAIK8W6vlGwNZLFwFYevI4KXaHlwFld7s5cONavqsstl66yNML59Hwh295fvEvHLxx3e+xTUr7L02ONJspGRRMeEAAT1evwbIez2POQ5GzkELyS245FFuBQUKI/DV4+Af4O7uNJsXdZtWP6zh/+BJVGlSkQ79HCA67O1W60/vOMfyRsTjsDlyOjEVGAqPJQJNODRg1bwi/fPEbc8b+4pVUaTQbGTplIFfPXGfBJ0v9uu0zj23auQGj5g7JyKdYxY9vz80aT6eoOhI6Raf2w5AlBn7eiydf7UDXon1ITfCN30dGhdPvkxi+fvVHhFD1JrQ+P8HhQSyKm+aVZ5EfUpPS6BE1EEcBQ0k6vY6G7evy4bK3vB4XQrBq2noWfLKE5LgUqjasyIDPelGpbnkGNxvNhcOxfq81V1pFMc/dZb97gHaSd3XJGrFI23qXJFXwSnMScxHPP68ZdvEAlSaqsuKd9+7jnV+XEm6x+g/RZKpqZg+r5JEomD1X426RyCztVHMLKoSFM7fLMzw+bzZXUlN8jg/SGzg46DVkSeLxebM5EX/L55higYHs6PvSfU10tLtcvLNxHb+dPonL48EtBDpJyuqpIYTw2wdEi0C9no/bPMYTVaoxbO0qFmsYQWZFz3sPP8IzD9TMdazVZ07z5h+rfBQ8Zz/VzUcpNPNean//tU8oR5Ek3mrein516/ucc78ozKH4d+P3G18I0eJ/2Zj4O3C73RzafIw/l+1Bp5PpOvQJwkuEMm/8r/Qo/RLvdfmMm7G+X3h5UaV+Rf4z7WWMAUZknYwsS5SpGsWHv73NmAVvIMsy3Yd1JmbM05hDAlAMqoT3SxN68WhMS3q//yyL4qYxeHJ/9H68FXaLnZ2/7eXY9pNY06z8+NZPXsaJ2+UBoVaXuBwuHDYnU4fPIe5yPD1HdvHJpzCZjTzyXAv+O3AKlhQr1lSr31CDNc12V025rp+/mWc4SAu3083e1Qeyyngz+fr1H5k46Aeun4/Dmmbj4MZjvNnqPWKPXWbChvfp8XYXSpQvRkCwySdTcaauNnb57uLbt/D1Lmk9BuQudBUTg+THk5AZ6jArem4++SQvzfiR5GK5yItbLIhRoziflMiZhAT1vcvDS5FbfkZ+lnJdhrCW3e3G7nZhcTo5HX+LT7Zv4dVGTXzKQwMUhb5162ct4ueTtHM94i0W7Br5HffCiHVrWHH6JHa3O8uT4M5oc+70eDSNCbOip/sDNTU1N1weDw+VUV/fyuERPp1XAZAgOlvZqxZCCD7cuklTwfPjbZs1zzEqCpPaP4FBp8t6n0yKQtXIojxX85/pI1TIv4N7k3D7P0zs8cu89diHWFKtSJKEy+EivGQoCdeScWbkJ+xcsY9jf55i1ulJBBbJv7zuxWOX+fzFyV4L/PVzN5gxZgF1/1Q1GSRJoufbXeg+vDPWVBvmkACvHX9giJlOL7cjIiqcCX2/JTXR16Ngs9jZtfKA6onQ6/Juow38uXQP3d7ohMPi4OfPl+F2ulEMCs+Nfpoz+8/ny3tgMOrvSkyqRLliml4XSQJJlnNVxBRCTag0ZkQJzuw/z2/f+mpp2Cx25nzwC+/+Moxe7z5Dr3ef4cz+8wxtPsbr3v5wRSEbZAYbjmDQ2En7w4aOafjuODfXfZzup373bkGen9bi48f7lJRa9HomPKFm5VtcTrpVr8mT1aqjOIXPsdkRly7Raf4cJEmiiNHE3OHDKDfiLb/HX9cotcwaK5cpm/V6wkwmbqSlkfMdc3g8LDt1gnGtHyXZauWbPTuzchF61a7L643ulC+WDA7RVL0MMRgx3qP6ZHaSrFbWnDvjt/8HqPkbOklCJ+twCw9CwJPVqvPBw21IslnZfvkSFqcTWZIw6HS8/VBLwjJCVt0eqMnkvbu8EiUlIMhgoFax3BvkWV0u4tK1q320vDeZtKtUmZURLzD/6GHi0tNpXa48HStX1davKKSQ+0ShQaGBx+Ph7XbjfHpA3Ljg/QfscXuwpdtZO2sTXQY/nu/xF0/8PcsoycTldHP2wAUGNxtNSmIqtVs+wHOjulKiXLFcEyqbdW7IwM968c3gaT55Bnq9QlBYICERwfmX4JZUYyZmTDeefespUhJSCYkIRtErDG0xJs8ESJPZSPfhndEpBf/iCokIpk1MCzbM2+alhWEIMNLl9fasmr6R27e0F/eyNUp7GTHTR8/3e53Te857/X5s+ylN/ao1jpLYuzzN6CeKQe/euTb2AnAjsZqy9OMob4vd3MLMNGqyWV+O9ut+hFXLvUtDs1d5aJFZSmqx4JJldB4PV8NCmfBEB5Y3uOO2fm/zehafPMasnj3VP2g/c70WFpq107U4nXTS69nxzTcEDR/uWx5rNsNH46kYaORcku+iblb0GBUdNpcbEBQLDOKJKlVJdzipVaw47StVptb3X2u/Th4PHiHoX68BferW55YlncgAs0/FwxuNm/HW+jVeuRoBisIrDRvfdbjD5fGw4cI5Dly/TlhAANdSUlhz/izOPN5bSZIY2uQhSocUIdlmpUnpMlQIC8fl8VA1IpLtl1XNkjBTACObt6Jr9TuJjhFmMwu79eDNNSs5kdEZVABx6enU+v4bXm/UmCGNm2nek6rCqSfN6Vu+WiyPHiEVwsIZ3eLhPF6RQgq5fxQaFBqc2HmG9JTcG2llYrfYObUn7w6U2bl65rrmAu+0Ozmx8zQAN87fZMsvO/hu32eUrJD7LqZ518ZMHjLd53FJJ/NIz+ZERoVTolwxLp28mqdhkb0sVNErhJe4s0tt2L4OZ/ZpeylknYw5OIBn33qKZ0c8mes1cmPIdwMpUqwIy75ZhS3NRrma0bz2dT9qt3yAvh/FEHfpFkMeGkN6sgWbxY7BpEfRKwyf/qrXOLHH/DdSiyjtnRQbVrwIikHnY+QBbP11FxfHfE5ZjydXN78DmZWUoz2xWcmXxbEwkt2MdO5GqrdLNSAuXszX6+D56SeSYkKoAAAgAElEQVTEwIHorKpbSfF4sjwT2Y0JUI2DQzdvsObsGR6PiYHt2zU7jGZ6NTJxewSL69Xhhfh4Xx2M8eOJiomhycZ1XEj2lY6WJPj+8SfVJluyTNkioT4LYtPSZdhx5bLXuRIQYjRSbfJ/AWhZthzjH2mrWT7ZqWo14tLTmLxnFyl2G0FGI680aHzXOQDpDgfPLlpA7O1k0p1OJPLRVj4Dh9tNiaAgOlau4vX4OxvXsezUiSyjJ8Fq4Z2Nf1CzWDGqRERmHVctsiglgoOzDIpMBIJv9+wmKqSIZi6FLEn0rVufH/bv8Qp7BCh6XisUoyrkf4xC6W0NLCkWJA3FPS0MAQYq1M49Fp0dIUS+dldulwdrqpVZ7y/M89ig0EDGLn2LwBAz5pAAzCEBmAKNvD1nMEVLRyBJEuNXjiK6WhSmQCPmkAB0ioxOr8tqJ24w6Rn0ZW+f3iOZ3LqSQLka0QSGmtFny3MwBRrpPbY7v6XOYXHCDHq89RQAu1bu58PuX/B+18/ZuniXT8WJP3SKjn7jn2NZ8mxWORYw9dAX1G6p7vYkSaJ42WJMPzGR/p/G8EhMC54b3ZUZpyZSqW55r3FKVfKvvhkz+mmv35t2boDiRw/A43YzffQ84mXt3aAA0vUBfKVrRFNu+FRyZElgF6Dx1rnEBG4OGZJlTGRidjoZllHdkROL08mqs6fV8WfN8jImBPBro4ZehkjnvftY+8779KpbX+0yCqqx4/Go/2Z4Tp6vXcfHTS5LEuEBZuqXiqJieATlQsM0P9PjH2lLEaMpK1ciQKcgSRIJVituIXALwZbYi3RdOA97jhyBa6kpdF04j893bMPmdlE0MIhvO3ZmYP2Gd+2dmLJvN+eSEknPKAcuaHeNkevXciv9Tm5QktXK0pPHfapd7G433+3d5fWYw+1mS+xFzXFdwsO3e3ZpPgcwuHFTXniwLgGKgklRCDIYGNq4KU9Xr1HAOyikkL8Wv1Ue/z/wV1V5pN9Op3upgThySFBLsoQkSVm7fEmCwCKBzDrzNSER+ZPm2LzwTz7vMzlXeevsFC0TwbzY7/N1rMPu5NCmY3hcbh5sXdNHeloIwcWjl0hJSKNy/Qok3Uzmz6V7kGSJFk83yeqImh2X08XnfSaz9dddGEx6HDYnxaIjkXUyYcVCePqNTjR7sqHXOZNe/YE/Zm/2kthu/Hg9Rs9/I9+LwfnDsayftxWXw0XLbk15oGmVAi0kBzYc4Z3On/iEgeq2qcVnf7zrc/zGn7fz8XMTNUM6hgADLaxnGSr2eRkMLr0BZcZ0iIkhLTmdwPBgpLz+nsqWzdVL4RGCljN/YEvflzSt/ezVHdmRJYlnHqjJx/0GevXiyORqWCgtMio2Ou/dx0cLFnk3BstRBSKEYP+Naxy6cYObaaksOHoED2oTr+gioUx94ilCTSZuWdKJCg7xK9CUarez7NQJTsXH4xYelp8+mdWGPJPsFRGZr8Ejs6b5KF4GKAprn+9DVIh347n80nLmD1xJyX8+TE6MOh1vNHmIgfXVz/uhmzfoteQX0jTUNKuER7D6+Rezfre7XNT4dqJPTkkmQQYDhwe9nuv17S4XiVYrkWZzgZqo5YZHCPZeu0q8xUK9kiUpEXRvEkOFVR7/bgpDHhoEFglk0BcvMGXYbBw2J8IjMAUaKV2lFKWrlGLr4p24XW5Ci4Xy4MMPcPnUNWo0q5qvsRdOWJZvYwIgvKT/xLicGIx6GrbzL7YlSRLla93xppgCjZStUYYti3Zw42Icj/V+2Eca+qdxi9i+ZDdOuzMrJHDrcjwdBzzKqxP7+lzj4rHLrJ25yesebel2dv2+n2PbT+ZLUXPhhOXMfu9nnA4XwiNY+cM62r7QisGTB+R5biZpyRZMZmOWQSHrZDr0b8OrE/toHl//0doZYQ/v3aYkqaGo9UTjQdWTKIqFW5hZVKQpr2YswEGhgWqoQGMxz464dCnX0Mnhmze4bbNxLSxUU1Lbn5CVQaejR41afvuPlMw21rAVq/x3GY2Jwe5y0Wf5Yg7fvIHL7UGv02HW6/mwdRsqhUdQJqQI721az5KTx9FlJAq/1rAJL2l4D4KNRp6vrX4mv9m9E6uGWJjF6eRCchLH4m5yJO4mt2024i3pPsJXLo9g/tFDDGvWQvMe80KrNXpBsLvdxGXzUESHFNHMvZAliepFvY1zo6JQv2QUe65f1Rw7r+TMzDFKBvsu+CduxfHhlo3sv3GdYIOR3g/W5eUGjbLeG39cvn2bmCULSbJakZBweNw8X+tBRrd4+L6W5Bby76Ew5OGHToPa8cXGsbTr/TBNOzXgta/7MfHP8YyaN4S2vVphMhtJupnM5oU7eOuxD5kxxn8SYHaS/SQVyjrZK5QAqpZEZgjhfiOE4MPuX/Jh9y9YM2Mjv327hv+0epdfvljuddxv367xMYAcNierflyvuZvf/8dhzfCGzWJn9+oDec4r7nI8s95dgN3qwOP2qE2X0u2snbWZ4xn5JXmx749DfPrCJG7H32ktrjfqCSteBL1Bu8w2JCKYR3u18ulcqjcZsjqqbpSieV7qSDupG89LHdkWUFENMZQrp0pl++m94YUQiLJlccyeram0mOqwI0sSE57ogCWH4JAHiEpKZsv747JEpxRJpuv+A+we9wkPloryK9md3RDxWw4aGwtz5/LD/r0cuH4di9OJw+Mm3ekgwWrhu727qRAWzsfbtrD01AnsbjcWpxOL08l/d25n0q4duSbtVomI0BRRClAU1p47S/dFC/hwy0b+u+tPnzJJUNuIX07Jv4BZTp55oCamu5S6BtVDYdDp6DR/Dk1+/J53N63n0fIVfcY06nSaktiftG2HWaOnh0lRGNm81V3NKTY5mWcWLWDn1Ss43O6M92kXozf8kee5A1cs5WpKCulOJ2lOBw63mxkH9zNp1467mkshhRQaFLlQtWEl3pz2Ch8se4t2L7bGYNRzcvdZNv28PcudL4TAbrGz6KsVXD3rX70O1DwErRbeAIFFAmjYoS4Gkx5zcACmQBMvfvAszbv4fjHdK9fP32T2ez+ze9X+rPvweAR2i4MZ7yzg6LYTfPLC1/R9YCipGg20QDUqtAwHNT/D1x2rNyj5kv/evfIAksai6LA62LbYf5w5OzPfWeAT6rBb7Cz6cgVOh/+y1yHfDqDbfzoRGGpGkiQq1SvPJ6vHaMqR6xSZ/rUlNS8iNlbNWcijkRhk5FRcuoSrf39G9evNN7t3eBkWdUuUwunxsLxBfUb16MaVsFA11ID6xyoBpZOS+XLOfM4OGcbhdz/g83kLCbp+Q52Dxo7ZodMRYLdzdsgwtrw/LldZbQYOJHHajz46Dx4hOHHrlhr+OHbYJ2/A4fEwafcOWs+exgWNUk+AR8pXpGhgoJfypF6WMSgK5xITsbpcWF0u7G63Zn6DWdHTLBcVyLzoW7c+9UqUwqzXo5dlTDoFGSnLUCgXGprrF2KYKYBZh/Zz7FYccZZ0Vp09zeZLF3n2gVoUMRqRJYlaxYrzU5dnvBIyMykfGsbO/oPoX7cBJYOCCTOZaFuhIkuejaFmPjwUWkzZt9sn/8TqcrHs1Ani/ZQDA1xITvJSIc1EAF/v2cmhmzfuaj6F/LspDHkUkB3L9/gsVgAIwa7f99N1iHb5aNylWwyqN0Kzk6fRbGDw5AE8/OxDJMXdJulGMlGVS/jt2nm3uJwuPuk1iR3L9+JxezQ7qEqSxIi2H+J2+W+fDmqTM51GHNdfxYksqxUneaEYFCTZ190q66Q8JcczuXZO+8vQ4/aQkpBGhJ8wkk7R8eIHPXjxgx5ZybObf9mB26XRBMrt4eGDv/vVcMgLs9PJuFk/MdIjmDRIMLRJM0CNpb/TsjUfbtnIioYNWN6gPlvfH09UjtLNzIXPlKztbRAZP8mBZkIsViIs6ueudFIyLknCodNh0CqVtFgY+OsSZtbQCE1JkOZw4PaTYCtQ3egvLFnE5hf7ZwlUZaLIMmNbteGjrZu5kJyITpbpWLkKf16+TLLNpjlmJgZZpmhgIJ2r5h0y84dRUZjTpRv7rl/j0M0blAwK4pHyFbiZlo5Zr6doYCAn42/R5ee5PpoRVSMiib2d7OU58QiBxekk3engwEuv5WsOQQYDo1q0YlSLu/NI5ORo3E3NFuwGncKF5EQi/fRtSXc4/BpPHiH4etcOfuzc5b7MsZB/D4UeigJiCjSiU3xfNlkn+/U+APw07lcsKRafxUmn1/HW7NexptlYP3crBpOeCrXL3ndjAuDnz5ax87d9OGxOTWMCVE+A0+70a0zoFBlToJHBk/trPh8UGsigL1/EYNJjCFC9LQFBJkbNG0pklHYFSXaadW6A0Li2oldonQ+DBKBsDe1drN6gEFo0fwl9mTHkTQu2aZbJmoJMyNe04+Fauz4tFI9g7Lyfufr993y0dSOtZv5I+59m4hGC+V2783T1GjxSrgKl/BgNuc6fO2EOJceCowiBU9H5nVfxxCRNAaRyRUKpEBZOuJ8eI5BhxNis7L9+zetxh8tF2zkz6L3sV04lxuPweHB7BL1q1cEt/HzWJImKYeGUCSlCn7r1WdYjhoB77DshSRINSkXRr259OlauiknRUzY0lKIZmg7VIovyc7ceVM3mYdBJEpdv39Z8vTxC8OeVS3y9ewdf797B2cS8vVT3yvXUVP44d5bDN29QJSJSs4GZw+0iOsR/47j/x95ZBkZxdm34mpnVKBAswd3d3d29LdaWAqXGC1VK9a1So5QWK95SpEiRFnfXYAGCh5AAIVhsbWbn+7HJks3ORpC270euP5DdkWcmm33OnOec+64Qkj/TOonIWzlXAM4llyc+Q+F0OpHtMgaTIcttLUkWqreogqhbDhkmZFVVadrL29o7jfBNJ1xy1xkQBIEvnpmEpHd5akwcqfLh0tep17FWzi8mC1ZP3ZCjglAPBKhYvyzlapWmz9iuFCkb6rWJ0+nkq2d/YtfyfTidTkTR5Rfy+V/vuls/syIoJJB3fn2NLwf9gCiJqE4Vp9PJsC8HUqJS0Wwd4/nPnuad9p94XKvRz8jA9/rkWHDLYNb+XAiCgL1AYYxx3stcQkgITrMfwtVobukCMakyAYq2TKmfw8HoVatpXaemW975853b6Fi2PN+2T9WNyEaxpxZhd+76LAD1t9ldHScax1WLFaNEcB5iEhNIcTgw6XToRYmJHTojCAIfNG/FGxvXadY5gOve3MuQcXh941ouZJDStjsVnlnxO30qVWHRyeNe3hOl8uRlw2DtItrHSeUCBbmdrmVXVlVk2fdS2fWkJHfdwdRDB3itfiNerOv7u+BBUVWVD7Zu5vfTJzFIEk6nSiF/f/SShJLe50PS0bZ0GQoF+PYa0ksSn7Zqx5gNf3m9J4Dmkk0uuWTFE5uhkB0y096YR/egIXQLGMSzFV7j8MZjmttaU2xMGDKZPgWG8Xb7T5B0Ijq9hDnQhDnQhNHPwHuLxmbaOpovVPtpQbbLOOwy1mQbliQrthQbH/f9lpTEbOhk5xBrcuZp5cwwmg18v/NTXpsyXDOYANi+ZC+7V+zHluIyPbNbHdhSbHz61MRs61AANO3VgIVXp/Pqjy/w0qTnmH/hJ3q92jnb+1dtUpGB7/VBp08NHgQoX6c03V/qkO1jpNFpWBsvXxMASRLRfT3B2wrczw8mTUKMvoKgquR3JBAw7+dMLcPD7tz18IqwyDJ/nTt7X3b6s8+yZTmekXtZKClqHtfPD/Hzz1nz9GC+atuRYbXq8E6T5ux49gUqFXB5hXQqV4FZ3XtTKk8ezYDFoSjUDg3zeG39hfOaQ0hxOGhXugyhgYHugs007Y6iwcFE3b3L9aREkjVaMx8XO69c1uxGEUAzG+BM1dRQVBWrLPPdvt0cvR7rtd3DsiTiBMvPRGBXFJLsdlJkB9EJ9yiTJx8VQ/Ij4Cpwfbpadb5u1zHL4/WoWIm+laogZeh+Mep0vNag8SMffy7//3liA4rvX5zBmqkbsKXYcDpVYs5d48OeXxF5yFv18qtnf2TH0r04bA7sFjuWRCuCJFC5UQUadKnDVxs/oGHXzNX7BrzV00sXQpS0nx9FSWD/n0ce/OJ8UKd9DUSN+oSsMJoNdH6hLZJOQlEUzUr+W9fuMOvdBe4iz/RYk62cO3zR6/XMCMwbQLshLeg0rI3PmgdfRB48z4LPlt9f1lEh8uAFvn7upxwdB6Bmq6r0GdMFg0nvEgULdAmHfbJ6HNKQwfetwAXB9W9GR09wW4arPrQDtFpBdaJwvzAuo+V4xklN67gGA8F2u+8W1ZAQz+NmGL9ekuhcrjzjm7VkSI1aBJs8l/MaFi3Gn88MoUJIfo8uB7NOx2v1G7l9LNLwVXfhulaJdQOH0qpEKSRBcNd/bLt8idbzZ9Fy3izq/DyFMev+9NKweBzcSknBqbHAoQJhgUEYJClVElunGWDITif9ly5mb7R2C++DMvdYuFdWSFZVzt25xS+9+hH5yhhOjnqN95u38qkLkpEv23ZgbMPG5DWZEICKIfmZ3b03NQr5FobLJRdfPJFLHgm3Etny2y4vqWWbxc6sd37l/d9fd1uT34m7x77Vh722dVhljmw8jigK7Fl5kC7D2zJq4rM+1yUb96jHkI/7M+/DJUg6EdkuE1wgiJvR3muuqlPVlIF+WIZPGMTRLSewJtuwWx2IkrbhlinQiGyTEQQRp9NJ4171adq7Pi/WfpOLxy5j9DPSZURbhn0xEL1Bz+WIaEY3GY8lUTsDIiBoFjY+LhZ+sRx7BudRu9XO3lWHuHPjLnkL+V5b1uK5T56my/C2HN54HL8gPxp0qX0/OBw4MHM/jjQGDkQAlOHDPRQw0xt9ZaSwf7qUdfrzaMhkA56vJSUh+uo60eth0iT3cdVnnsEiy5h0Oq9Cysww6fQs6/8MS06d5K9zkeQxmRlSo6bbZTM9xYKCueKj5dNPp0NVYcvlS14Fhiq4TbvWXTjH2du3UJxOkh0O2pcpy8v1GpDPnPPsTWbUCyuqGQD56fW83qgJrUuV4Z7Nyp9nI/lu724U1fuzLTudvLx2NQdeGIUuCz2I7OIrSyMJAskOOyEPkMUSBYFR9Rowqt6j7ybL5cnjiQwo4q7EozfqNCfto9siGBA2ghb9GzFmxovcir3tc1tVVVEUFcViZ+2szTTr05BqzXxXofd7vTvdRnUg+kwMeQvnIfpMDB/0mOD1VO9UnNTr6Fug6kEpXNIlW7162gZO7T1LiUpFiLlwgyMbjqGqIOlFJEmkZJXinAu/hOKQ0Rt0HFwbzu4V+7FbXPfAmmxjzbSN3Iq9w/iFY5j00gzN7pU0JL1EhXplH/n1+OLq2WuaZl86g46bV2+RdDeZlAQLpWuU8KlLkZGCxQvQaVibBxpPWkZHGDgQCYh97VUK375DrIbRF7gmiBA/P+oV8VEzkhpcHLkWy89HDhKTkEDjYsUZFhHhLi70pUcBwJw57uBk3bmzfLJzG3HJSZh0Op6rWYfRDRq5RZFuJidjdyqEBQRqBstmvZ6+lapQNCgIvShRN7SI5ilfq9+INzat83pdABZGnGBI9ZpIWWTPbIri4bD56/GjrL9wjnUDnyXAkHUNlENRmB1+mIURx7ErCp3Klue1+o28si8l8uShb6WqLD9zCktq7YRJp6NUnrx0LFseh6JQyD+ATmXLM3HfHp/nkxUnx29c91r+eVDalC7DbyeOedWaBBqNFM3CBj2XXP4O/rGAQhAECTgExKiq2lUQhHzAYqAkcBnor6qqdkP7QxJappCmTTbczw7sWLoPo5+Bkd8MzdbTtS3FxpbfdnoEFA67gxWT/uKvmZuRHTItBzTm6XG9KVe7NAAhoXlp1qchO5ftw5ZiQxBFdAYdwycMzPFTdHYJzh/EoPf6erx28XgUx3ecIm/BYOKibzLvw9/d1uqyQwGNZQybxc7uPw4SdzWeiN2RPs9n9DMyfuF/Hsh9NLtYkiyc3HUGk7+Jyo3LU6lheaIjY72yLw6bzITBk7lx5aZ7PGNnvEiL/o9nvTj5XjI/jZ7DtsV7UGSFWq2r8tqU4UxesohlpyOQM0wMAq5iuaoFCjK5U7dMswWrI8/wTqoTpwpE3opn6ekI1jw92CWf7KuQs0QJdzCx60oUYzeudWtKJDsczAo/hE2WGVS9Jq+uXc2ZW/EICBQOCOD7Dp2pUfh+/YzsdPLXuUjGbd7gDkAEBGZ07UGDosU8TpvHbMZfr3f7aKShAjEJCeT398/S8TMjDqeTOxYLy05HMLRG1kXMo/5axZ7oK+7r/fX4MbZcusjagUMwZRCc+m+rNtQvWpQFx4+RIjvoXr4iZfLmo+OCuUTfu4dOFOldqQpvNm7CZzu3a3aAqKiZqqLmlFfqNWT9hXPctVqxyjJSqlX6V2075iizlEsuj4t/zMtDEISxQF0gKDWg+Aq4rarql4IgvAPkVVX17cyO8TBeHjPems/Kn9a5n7q1MJj0rLg9l9+/Xc2iL1do1gekux66jGzH6Cn35aHHd/mcY9si3N0GeqOesDKFmHrkK/eTsaqqHN9xip3L9mM0G2g3pAUlqxTTPMeDoqoq4ZtPEL75BEH5A2n9TDOfdQnDq4/l8knfTp3pMfoZePG7Z5k6Zq6X7wmAzqhjwaUpHo6lj5r187Yy+aWZSHoJVDD6GxkzfSRfDJqENcnqzlQY/Yzo9BKWRAtO5/3PvNHPwOS9n3tIkj8KVFXlpXpvE3UyGkdq8CqIAoH5Aph07CsGb1hJfEoyyQ4Hfno9RklicqeulMuX/36WwQey00m9n6dwz+b5edSJIgOqVOOTVm1dyyIjRnjqZGTw6+j3+0IOX/MuHjTpdAQZjMRbUjxEt/z1erYOfQGHojBuywZ2RV3W9Kbw0+vZN+xFj6zBzZRkms/52UPfIe1cYxs24YXadRm55g+2R112L3Fkl/alyzK1S3cUVfW5vHD6Zhx9fl/oJcjlp9fzccs2WRptnY6/Sd8lv3nUMBgliVYlS1O/SFG+2LXdK3OQz2xm/7AXs5TAzgkJNhtLIk6wOzqK4sF5GFqjFqXz5st6x7+JXC+PJ5t/pChTEISiQBdgZrqXewDzUv8/D3g8mtOpVKxfPsvMg6pCSqKFZ97tzZjpIylVvThB+YMQJe/bZjAbaPPMfZ2EY9tOcmTzCY/WRYfNQdyVeHYtP+B+TRAEarSowis/PM/wCYMeeTChyArju37Bh72+YtGEP5jz3iKGlnuVQxu0O1q0Wlt9YUuxM23sXMwBJvRGz2SXwaSn+4sdHmswcenkFSa/NBObxU5KgoWURAt3rt/lyyGTeen75/APdq0pS3qJGi2roCiKRzABrqzFqinrH/nYInaf4erZa+5gAlzZL1uKnYO/72f9oGdpX6Yc/no9stNJuXz5KRwQmGUwARB1947X5AWuQMPtaJlJwaX7OPe09S2cqkqi3e4lDW5XFJZEnKD3kt/YdSXKp9EVwMYL5zx+LuDnz9AatTFnyAQ4FCf3rFassoOJHbpQq5B2B5Ev9KJIfEoyNab/SIUfJ9J2/mx2arh6HrtxXTNbkOJwcDDmapbnmXH4gFcwZFMUtl6+SPsyZWlfpqy7SNNPp8dfr2dalx6PNJgAl/X7C7XrMqdHHz5u2eZfFUzkkss/1eXxPfAWeHwnFVJV9RpA6r8FH9fJHXYH3w2fiuLIfPIMzOdPUIhr7bj1M82YcfRblsXN4t3f/oPBbMBgNiDpJYxmA11fbOc2voqPucX7Pb7SXFaxJFk5ufv0A49dURSSE1Iy9UxIz+YFOzmx45Q7u+KwuVo5P3t6IrLDe3xtBzfHYPauK/CVUbWl2Em+m4x/sD9GPwN+QWYMZgPVmlfm+c+fzv6FPQB//bzJY8JOI+VeCt++MJWku66nc8WhEL75OIqGmJdTcRIfc9vr9exwbFsEY1t+yIAiI3i382ceHUJXzsSC0/t3ZEuxceFYFENWLGXFmVMkOxzYFYUDsVdp+8scFkccz/K8wSaz13JJGiHpCxQHDtS0JE+jUn5vd1lwLb0oGlkCh9PJ2vORJNltmj4kaaQ4HIzfuolphw54bPd2k2ZMaNMef73BPbkrqpOZ4YcZuPx3FKeTkzdvaB6zZJ48FPLz9/rCUlWIuBlHkt2OCly8e4eRf670EtYqEhikuSxglCRK5Ml6efH87dua12yQJGITE5ncqRu/9RnAG42b8n6LVux+fiR1w7TrSXLJ5f8rf3sNhSAIXYE4VVUPC4LQ8gH2HwGMAChe/MF0/S8ei0LV+LJPj9HPwMuTnkfUeMJo0a8RVZtWZOfSfVhTbDTsWscjs/DzOwt8aj4YzAZCS+Vct19RFOa+t4g/flyLwyaTt1AwL373LC36Ncp0vw3zt2ku1TgVJ2f2n/Ny/+w9ugu7/zhA9OkYLElWjGYDkk7i1Z+GsXbmFo7vOOV1LNmhkHQ3mcl7Pyfm/HVKVilKicqPNtOiRcKtRN/y4Bl+vRldRNMw+hmp3ynnImJ7Vh7k84Hfu2XYb1+7w/Edp/lq4/tUblSBEpWLovVIbPIzIpQO5kCs9lPxuM0bWRl5hveataRyAe2YOr+fHw2LFmNv9BWPTIVZp+OF2tnPNo9t1JRDsTEeaXyzTseAKtX45fhRzX3O3b6NnI0lCassM/nAXmyyzOhUWXEhtdhURfX49dgUmchb8Uw9pO3VIgkCHcuU59matXht7Z+EX4/FqbqOIatOMiYarbLMpP17mdezj/u1xsWKk9dsxirLHp0kOlGkb+WqWV5PzcKhRMbf9NALcY1doXReVxauRqHCue2WuTzR/BMZiiZAd0EQLgOLgNaCIPwK3BAEIRQg9d84rZ1VVZ2hqmpdVVXrFiig/YSVFaYAE4qPichg0lOnfQ2+WPsezfv6nqxDQvPS89VOPPV2T69ligN/HvEZsEg6kbaDm+d4zDPemM+KyX9hTbahyArxMbf5+rkfOZ1MJmEAACAASURBVLIp8ydaX8WQqqoiarxn8jPyw57PeOfX1+j3RneGfTmQXy7+RNtBLfh228eY/LUlwZ2Kk+KVi9KiX6O/JZgAaNy9ns/xZJeQ0Dy0G9oyR/uoqsqU/8zRNCCb/sZ8ACo3Kk/xykXRZXCQFXUS5yv6lq4G2Hc1mn6/L+RknPbTOsCkDl2oE1oEo6Qj0GDApNMxqm59Opcrn+3rqFGoMPN79aV24VDMOh3FgoL5qGUb3m/eymcxoV1Rsq1xYJFlfg4/5FETcfTGNS8zK3BlNVxZAO/jKKpKkt1OQf8AFvUdQNvSZdGJYqZZkgsZJLAlUWRxn6eoVTjMZUgmSZTOk5dfe/engF/Wy0wjatfDqNN73Je04OtRt63+XdhkmZ1XLrPt8iVNIa9ccskpf3uGQlXVccA4gNQMxRuqqg4SBOFrYCjwZeq/Kx/XGIpXLEKhEvmJjoz1mPhN/kbemvsKzfo0fKjj6zMxsfrir/HkKZCzFi9rio01MzZ5FT7aUuzM/3gJtdtW97lv52FtOLUn0itLYTQbqVCvjOY+kiTRuHs9Gnev5/G6oij4B/tpZjzK1SmNQcOV83HStHcDVv60jhO7Tvs2zMgEURJp0qu+l+BYVtgsdm5e1dZ4uHD0MuB6Gn/nl9cYWeMNj/dlu0zS9kuQRRetRZaZsHsHv/Tqp/l+sMnEb336E33vHjeSk6gQkp9AY86DqzqhRVja/xmv1/30ehJ86B4EGo3ITqc7OyIKgs/JXXGq3LVaKJiqqVHYPxCTTufV7eGn01MnLIydVy5rjqVdGddn9WrCPbZcuuBVz5AeAZcnR0ZCAwNZ0u8p7lgsOJyKe0zZoVhwMMv6P80Xu3ZwKPYqQUYTz9eqzXM1Mxe0+7eyJ/oKo/5c5Vo6FVx1M9+170T7MuX+6aHl8j/Mv0kp80ugnSAI54B2qT8/FgRB4JNV71CgaAjmQBN+gWb0Rj1dRrajae+HF3jp/EIbL8trSSfSuEc9qjSpmOPj3buZ4LMt7NpFzUSOm2Z9G9KsT0OMfgb0Rh2mABN+QWY+/uMtTbfQzFg/ZxuJt73tzAVB4D/TRuToWA/K1XPX+Gn0bMZ1+ozfv13Ne4vHULNVVc3lhaxwKk4uHMu5R4bBpMfop617kKfQ/WBxzbQNqBlqHexWO7dmHUbMRu3riRveGQq7ovDHmdOMXreGT7ZvxabI1A0r8kDBhBaqqvL+1k0+gwlREHiuZm16VaxMgMFAgN5An0pVqF1YW2tBL4nkNd3PyHQsWw69KHn9unSSyDNVa/BSvQaYdTr3+356Pc2Kl6BpqlhWxM049Fl8bo06nXuZRYu8ZnOOgomYhAS2Xr6IThSZ06M3J0a9xu7nRzCsVl2ff5cpDgdrz59lZeRpblsezJH2cZFgszJi9R8k2m0kOewuGW+Hg/+s/4triYn/9PBy+R/mHxW2UlV1G7At9f+3gAdTDnoAwsoU5peLP3Fix2nuxt2jcuMKFCiatRtmVjidTmIv3EDJUPBYqGRBXp85KtN946Lj+fWTpYRvPkG+wnkY8FZPGveoR77QPJqdJQBlapTM9JiiKPLW3FfoM6Yrx7ZGEBgSQNNe9TEHZJ5212LtzE3Yrd4TjcGkR294/B+lo1tP8l63L5HtMoqscHzHKZZ//ydfrH+P97p+TuLtZGwpNnR6CUEUMPubSE6woDfocKTukx6dQUfp6jlvFxVFkV6ju7DsuzVuvQ5wLRcNHH9/3T580wlNV1e9XkdXcyirbN7GYukpmKHjwybL9F+6iAu3b5MiO5AEgYURx/mqbQe6ls95oKrFposXWH7au04mDaMk0bBocUbWqc+Xbe97oxyMvcrQP5Z5tGWadTpeqdfQIwAw6/Us6juAV9eu4cq9u4BAkaBAJnfsSqDRyKv1G9GkWAl+P3USq+yga7mKtCpV2i2qVSwoGMXHcqIAVCtYmPHNW1CtYM7rlDLiUBTe2LiODRfOYZAkHE4ndULDmNalB/6ZCGntjLrMqL9WISKgoiI7nbzfvBXlQ/Kn6o8odCtfiWbFS2Tq+Pm4WHf+nObrTlVl1dnTjKzz6I3NcnkyeCKVMtMQRZEaLTPvP88pu5bvZ++qg17tiQm3E91tjFrEx9zixVpvknwvGaeicv1SHJ8P/J4hHw2g/xvdGfRBX+Z9uMRjAjP6GXj2kwHun1VV5eLxKBw2B+Vql/aonyhTo2SWwUdW+Ko7ESQx03bThFuJrJmxkVO7IyleuSg9Xu5IoRI5q39RVZVvhk3xuH67xY7iUFj541pmnpzI+jlbObr1JEXKhdJ9VAcKlyqINdmKwWzg3U6fcWLXGRzprMj1Bh29XtWWvc6KIR/2w5ZiY83UDQiiAILAM+N60fH51u5t8hfLx6WT3n4Osl3m3c7tGW5UmHxgL7uir3h5VJh1Ol5t4FnDsyTiBOdu33JP2oqqosgy4zZvoF3pstmubUjPzZRkRAS3bPOiiONudciMGCSJOqFFNAsP64UVZWa3Xny+azvnbsWT38+fV+o14Kmq3stx5UPys37Qs8QmJqDi6sBIT+3QMJ/qkpULFKRcvnycjr/pVZC6duBQigc/OkG4aYcOsPHieWyK4l5iORgbw0fbt/g030q02Rj15ypSMtzDD7dtRieK2BUFFVh7/hwdy5Tj63Yd//agIsluR9awjLcrCom2v8+ELZf/f/xjwlaPgocRtnpcvNv5Mw6u866Q9wsy89macV5dFeCqTXiv6xccWu+tDWEwGVh6cxYmPyObftnBgs+WcfvaHcrWKsXwrwZTqYFrzfPSiSje7zGBe/EJiIKIpJcYt2A09To8OgnvFT/8yax3f/MqRswXmpeF0dM0O2LirtzkpbrvYEmyYLc60Ol16Iw6Jmx4n8oNs19AGB97m6FlX8Fu9Z7s8hXOw+LYnzPd35JsZdrYuWycvwPZLlO+XhlGTxnuVi19UKwpNu7cuEtIWD6vGpK0jEr6IEhn0FG1aUW+3vSh+zXZ6eTTHVtZHHESURAQBYExDRvzfC3P9fn+SxdxKDbGawwBBgMzu/Wivi+pbg3O3opn9Lo/uXT3DqoKFfPn5/uOXfhg6yZ2a5haCcCAKtX4qGUbDDlcKnvU3LVaeGvTerZfvoQgCIQFBPJl2w45uv7sUH/mVOJTvJcrDJLEyVGvaYpo/XHmNO9u2eAloKWFWadnXs8+f3t76dlb8fRcvMBrjGadnrk9e1Mv7MHvY66w1ZPNE52heBxkzExk9Z6iKLzf7UvNYAJAdjiIPhND6eolMAeaaDOwGUXLh9GkV333BGa3OXij9cck3PJc//y4z9fMPj2JgsXyP8QV3afLyPbsXLaf8+GXsCRZMZj0iJLEe4vGaAYTADPHLSDxTpK7vVN2yMgOme+GT2Pmie+yfW6zv9HnvbWm2Ig6FZ1pd4nZ38SY6S/yn2kjcSrORyYFbvIz+mwDrtmqKi99/yzTX5+PioriUKjWrBLjF43x2E4ninzUsg1vNWnOHYuFPCYTvxwLp8HMaaQ47FQvVJgJbTrgr9dOsztV1W39nR0SbTYGLF3kobR5Mu4G/X9fyOuNmnLkWqyXq6W/3sCHLVr/48EEQB6TmRlde5Jst2OVZfKZzY/lKT/Frp2pkZ1OZKfiFVDITiczjxzMVjABYJUdbLl04W8PKMqH5KdvpSosP33KnUnx0+lpVaqUTy+WXHLJDrkBxSOm/ZAWROw+49UJIYoilRt5P5HvXXWIEzt9C105FRVLkpUXqo7l9vU7WJKsmP1NzHhzPj/s/ZwCRUPY/+cRTREtp+xk/dytDH5fu1MgpxiMer7Z+hGH1h/j+PYI8oXmpfUzTTPtWjm47qimVsTVs7Ek33MJYmUH/2B/aretxpGNx73qElISLbxcfxyfrRmX5RKWIAiP1VckI51faEvbwS24GhlLcIEgD8nz65fjcNgcFCkXiiiK+On1+On1DFu1gm2XL7obV/ZejabFvJm83aQZB2KiPSZ7AchnMlPFh2aFFn+ei8SWoZ5ExaXfYNLpqBNahCPXY0lxONCLIpIo8l2HTg+0pPI48TcYMq1leFgaFSvOlksXvBqIXJbt3gHcghPHuHAn+yJpOlHEz0eQ+Lj5uGUbWpcqw9LTJ5EVJz0rVqZ9mbL/SE1HLv9/+Hd9Q/w/ILhAkJczqd6oZ/yiMej03rd71/L9mXuEiAIrf1zHjctx7onUkmTFZrHz/YvT+WzNu9y7maCtbGiXuX1NW175QRFFkfqdamVbDMrkbyLpjnZnSMZOmKx4a+4rDCn7CrIjg7Op6tKA+Pr5KdRsVYUjm46Tp2AwA97qmaXwVxqKonD5ZDS/f7uaqIhoKtQrw4C3ehJa+uGL+wxGvUfxZ8z5a3zc5xtizl1DlEQC8vgzbsFoqjevzJn4m+yIuuQ1ianAjMOHGFy9JvOOhaMTRQQEzHo9s7r3ztFEcDo+DquioeLqcHAjOYm5PfuwI+oy26Mukc9spnfFKhQJCtI40v9v3m3WgoOxV7HKMnZFQS+K6CWJz1q309x+4YljPttZRfCSKpcEke4VHk0xbU4RBIGWJUvRsmSpf+T8ufz/JDegeIQk3E7ko95fexUoCiKUrq6t6ukf7IcoCj7T+X5BZg6sPeL1VO5UnBzecAxFVqjeorKmXbcpwESddr41Kv4Ouo9qz4LPlnnUXegMOhp1r4vBlLOnswvHorAkaiuQAty4HMfG+fE4FSc3o2/x9XM/cfVsrEfnRUb2rTnMN8OmcO9mgsfrl05EsWXhLibt+vSRGofJDpmxLT7kzvW7bvl0a7KN8V0+Z07kD5y4e8OnpsM9m5UBVasztEZtDsZeJa/JTKNixX0aYvkiMj5e83UnUK1AIcTcyQaAUnnysmHQs/xy7ChHrsdSIaQAz9as5bPwM+MyUXreb96Kr/fuQhQEVBUUp5PP2rR7pEWkueTyT/Nv0qH4R7AkWzU9LXLKxeNRzH73N20paBW2LdqjuV/H51tnKoRlT7FrFiKmp3jFIrR6qomHaqTRz0DpasVp1O3x1kcd2x7B2BYf0K/wMF5v+aHX8k3/N3vQsGtdDCY9fkFmTP5GytUqxdgZL+b4XJsX7MjSwyT9/bel2Fj4+XJSEi2a2x5cF877Pb70CibAZZJmSbQy7fX5OR5nZhxafyzVBdXzOhTZyfo5W706HtIjCAKqqhIaGEj3CpVoVqJkjoMJgAt37mgfHyiTL9dsKj0F/QN4vXFTFvTuzwctWmUaAJT04QkiADuiLlM/rAitSpbivWYt2ffCSHpVrPyYRp1LLv8MT2yGImJPJBNHTudqZAyiJNJyQBNe/XFYjvUZUhItvNf1C84evoBTUb2WO8DlI5F0zzvtD1Cudmle+HIQP7/1C7Ks4MyQ3XDYZSSdiCq46inSECWRuh1quusBXp85ijrtarBm+gbsVgdtBjaj8/C2j7Ve4OC6cD7u843bUfVu3CnGdfqUj1e8RZ12NQCX9Pd7i8YQe+E6F49HUbhUQcrWfLAnX3OAKcf7SHqJqFNX3d0w6Zk4YnqWCpsRu8/k+JyZcfvaHc2g02FzcCPqJk8XLUaw0cRdm3cmxqmqhAUEPvQY8phM3NIQW9KJIgGGzAWyou7eJUV2UC5fyAMFM/+fqZS/IDuveAulqcCOK5dRVBWjJLmCi6JFCTLm/POcSy7/Zp7Ib4SY89d4p8MnREVEo8hOHDaZbYv38FGfb3J8rCmjZ3PmwDlsKXbNYALAYNZj8jdyam+k5hN2z1c68fXmDzX2dKHIToxmI+ZAk0uwKdBEvtC8HuqUgiDQ6qkmfLv1Yybv/Zyer3R67FLYU8fO87BnhzRL83le24aVKUzTXg0eOJgAVzZHFLVrBYw+5LNlu0xImLeFuqqqPuWz0+OfJ3tFo9mlcuMKmksa5gATtVpXc7WMNmqiua9Bklh/8fxDj2F47bqYMxRYGkSJ9mXK+ixyvHLvLp0WzKPTb/Po//tCGsycxtbLF1FVlct373D+9q1MvTWeBFqXKu11X9NIMySzKQoJNhufbN/6dw4tl1z+Fp7IDMXySX96uU86bA4idp3h6rlrFC0Xmq3jOJ1Otizc5dPJElxPyA6rgwWfLkN1quQpGMyEDe97Ffsd23bK59OyIAp0eK4VtVpX49KJKxQtH0rjnvXQG/5e74z0qKpKdKS3JgJA1GltJ82HpWzNUgz+qD/zPlzsca8q1i/LiK8HM67TZx61GnqDjuotKmu2zQqCgDnAhCXJd02G0c9I79GdH+k1lKxSjEbd6rJvzWG3PoXepKdwqYI07e1SKEy02TSL+KyyzKUMyxU2WeZ43HX89QYq5S+QreLMfpWrcuH2beYfD8cgSdgVJw2KFOWLNh2QnU7mHTvCbyeOY1NkOpetwKi69Xhm+RKuJyW5g4Zkh4Phq/+gkH8Ad6wWBASCjEZ+6NTloXQM/pepF1aEZsVLsutKlJewVXpUYHd09iXfL9+9w9d7drHvajR5TCaG167LgCrVHqgjwybLxCUnk9/PD3MOWo1zySU7PJEBxeWT0V4yzOAqFrx24Xr2AwrFqSmtDCCKAuXrleXC0Us4HCopCa51fGuKjfFdv2BWxESPLwRREl3FmRqHEyXXsSSdSI9XOhLwiJ+aHwRBEAjOH6RZf5CnQBB2m0MzQxIfc4ul363mxI7TFCkXSv83e1C2VvazFoPe60vH51vz54yNpCRYaD+kJWVqlgRg7MxR/PTqLOxWB7JDoXDpgoSWLsTBdeHUaV/DSyuj/5vdmf/REs2CVr1JT7vBzen3Rvdsjy27jFvwGmtnbnEvT7V6qgl9x3Z1B4il8+bFoNN56Rn46/WUD7kfHK2OPMO7WzYgpJpz5ffzY3b33pTOm3kdhCAIjGvWglH16nP21i3CAgMpGuRq/R25ZiU7r1x2n3v+8XDWnD1Dgs3qlYFwqirXku5rn1hkB8+tXM7WocOy5eDpi3O3bnEi7jphgUHUL1LUp1/Gvw1BEPipczf+On+WZaciEAXYFX0F2em9xKXVdqpFTGICPRYtINlhx6mq3LFa+GTHVi7dvcO4pi2yPTZVVfnp4D6mHT4IKjhRGVytJm81aYaUu3SVyyPiiVTKnPXuApZNXOOVWTCY9MyJ/CFHQlCvNBxH5AHPNLQgCjToXBtFUTi41ls10+Rv5NttH3M1MparZ69RsmoxSlYtzqg6b3k5igL4BZtdj6sCyHaFkd8MpvtL2tK/fye/f7eK+R8swZpOCVKURJxOJwJQtnZp3pz9krtL4tqlG7xU922syVZku4IgChhMet5fPJYGXR6Na6MiK6ydvZmpY+ahKk4cdhlTgImqTSrw6epxHjUlTqeTn0bPYc20De66hqLlwxjx9WAqNypPcP77BZKyQ2bnsv0cXB9OSGg+Og1rTVgZbwnqh+WPM6d4b8tGLLLskbDSiyJhgUFsGPQsekki8lY8vTKoHQq4igjXPjOEw9djMUo6GhQpmqWZVhpn4m/Se8lvXoFMmpiVPROHzzSMksSYhk0YUadeltsCRMTd4JMd2wi/HkuAwUB+P3+i791DFAUEoIC/Pwt7D6BQQPbNvP5NjNu0gRWRpzzunVGSGFS9JuObtcxy/4+2bWbhyeMeMuNpx9g37EWCTdmrw1hw/Cif79ru0Yli1ukYUaceoxv4NlLLKblKmU82T2RAcevaHV6oMobkhBS3fbnRz0Cz3g15e/6rOTrWhWOXGdP8A2S7A4dNTnWiNDJ53+dMGDKZ0/u8jXhMAUYMJgMOq8MlVBVoIm/BYDo835oFnywFXE8UTqcKqurVhmr0M/Dt1o+pUC8LD+zHjKqq/PrJUpZ8swrV6XTVU2T4OOkMEr9emkJIaD4+H/g92xfv8WqRDQoJZGncrEciqmO3OehXcJhXZ4fJ38hrU4bTbrD3U50lyUJ8zG3yFw3B7O/9BW2z2Bjb4kOunL6KNdllPibpJcYvHPNIu2gi4m7Qb+kirwldAHpVrMy7zVqQz+zy3Phw22Z+O3HMvTafhlGScKqqS4RKdRVazurei1o+vDHSszjiBP/dvkWz/VFrCcYXz9aoxQctWme53aW7d+i28BcvH5P0SIJAvbCi/NanfzbP/u8i2W5n2KrlnIi7gSSKyE4n9cOKMr1rj2wJhXVd+Aunbno7CgcaDMzp0cen50lGmsye4ZFNSiPAYODYyFcemaBVbkDxZPNE5rpCQvMyef8XNOpWF3OAiZCwvDwzvg9vzH4px8cqU6Mks09NpN/r3WnQtQ5Pj+vF7NPfU6RsKE17N8Bg9i5ys1nsJN1Jdq/fWxKt3LgSz9XIWOacmcTwCYNpP7QlgoCm6Zbd6mDNjI05v/AcYLc5mPvBIvqHvkDPvEP5YtAkryJGQRAY8FYPRn4zhLI+PDFku8I3z00BIHzzSU29jYRbicx+97dHMu5TeyI1rcytyTY2/bJDcx9zgJliFYpoBhMAf/28iahT0W4BMtmhYEuxM2Ho5EfScpzGL8ePamYB/PR6BlarQR6Tmd3RUcw9eoTTN+O8gglwFf05nE6S7HaSHHbu2qw8u3IZ1kzW9NMICwjUXF4wShLVChXO1tKDn15Pw6K+JdDTM/3QAWxZyFQrqsrha7HctWq3/v7b8TcYWNT3KZb2f4Yv27Rn5YBBzO3ZJ9uqo6Xy5NH6OGNXFEJz0PGj1dUDLpv1jNmPXHJ5UJ7IGgqAouVC+XjFW4/kWPmLhPDcp097vd7txfasn7OVG1E3saXYEUUBnVGHwybjzPBHrDgUdi7bx1tzX6H7yx14qsgIZLt2ill1qiTe8n7aeJR83Ptrjm6LcC/BbFu8h/DNJ5hzZpJbLtuSZOHVhu9yI+pmpmqfx3a47LAD8/lzN+6e5jbLvl9Dvze6ExTycG2ROoNOsyYCXEtaaditdvauOkR8zG0qNihH5UblfT6lbVm428sQDVy/h3NHLmm2pD4IN5KTNDslBEHgasI93tu6iSv37uJQnCC44qbs5BdVFbZdvkzHspmPs3Gx4uQxmbHKskewIoki07p0Z1b4YWaHH8Hp46wmSUfZfCG0LlUmG6OCE3E3NIOijIgCXlLh/2tUyl+ASvlz5rALMKJOfTZfuuiRtTJKEk2KlSA0MPt/K5XyF+DYjeter/vr9cw/Fk6PCpUo4P/P12bl8r/NE5mh+LswB5j56eAERn49hHoda9J+aEu+2/Zfn62PQurrN6JukpKJIqTJ30iTXg0ey5gBLp28wrHtER71HE7FSUqihXWzt7hfW/HDX1y7eCPTYAJASfUZ6Tu2u89r1xv1nN539qHHXqlhOY/AIQ2Tv5FOw9oAEB0Zw8CSo/h2+FRmjlvAOx0+4e0On+DwYQZl8tGS6lScGDUyUA9Km1JlNNsOHYrClsuXOH/7NskOB3an4rbBTp81kHwERE5VJcme+e8IXIHD4r4DqFE4FIMkYZR0FA8O5peefSkUEMi4pi0YXKMmRkmHUdKlyn+DSZIoEhjE6AaNWNSnf7b1KSrmL+BzzOkpHBBIwSd0sqtWsBA/dupG4YAADJKEQZLoWLY8P3Tq6t4mLjmJH/bv5fUNa1kccQJLhiWkyFvxdC5XHpNGLU2i3c63e3fRct4s9l+NfuzXk8v/b57YDMXDoigKW37bxYa52wDo8FwrWj3dBCnDH63Jz0i3UR3oNqqD+7V6HWtxcF24x3KGzqCjRV+X74R/kB9OHwVwgihQqlpxWg54dIVUGbl4LApR8p4UbCl2Tu+/X4C6bcmeLFU8AXcXRqdhrVn+/RqiTnm3lapOlcCHzE4ASJLEJ6veYVzHT3E6nandPAJtB7egUXfX0u6nAyZy72aiWxNEtsuc2h3Jikl/0f/NHl7H7DaqPWcOnPMInAQB8hYKplQ1bUn1B6FPpSrMOxZOTMI9rKm/f7NOz/DadZkZfgiHRguQqqrULhxKoNFItYKFmX30sFdNgqI6aVwse+MMCwxiab+niU9Jwa7IhAYEujM3giDwYYvWdClbgaErl+JQXLkKq6JwKyUZP70+290LAC/Wqc+68+ewpFuOEXAFSYqqYpAkJEGgW/kKjPpzFfnMZp6pVoOqBR/eX+V/idalSrO75AjiLSkE6A0e7Z7h12IZ/MdSZKcTu6Kw7vxZphzczx8DBqKi8vyqFZy7FY9OFFFUlSKBQdy1WkhxONx5Jpf/iMKra9ew74UX/2e6anL595EbUDwAqqrySf/vOLzhmHuSOb3/LGtnbabryPZUqFcm0w6A0dNGMLrxeBLvJGFLsWP0M5C/SAgjvhkCuIoUa7asSviWEx5tqaIk0OHZ1rz60zB3i2FcdDzbFu0mJdFC/c61qdSg3EMXWIWWKeQuVk2P3qinROX7GgPZURU1mA28MnkY4JqQ3pzzMmNbfoDdkm4SEQXyFAx+ZEsHlRqUY+HV6exbfZjE20nUbF2V4hVdtszxMbeIPhvrJTBms9hZN3uLZkDRrE9Djm6LYP3sLYg6CVEUMJgMfLLqnQe+13arnTXTN7Lp1x3oDTq6jGhH28HNWTFgIAuOH2XdhXMEGY0MrVGb1qVKM/3wQc3jCILArO690YkiZr2eE3HXORgTQ4rscGUPdDpeqF2XsEwkvbXI7+fn8735J8K9CjetisKXu3fQv0q1bNcHlAsJYW7P3ny4dTORt+Ix6fT0q1yFMnnzceR6LEUCg9ly+QKzwo9gkR2IgsAfkaf5sHlrBlStlqPr+Ts5dv0aPx7cx7nbt6laoCCv1G9IRY3lDlVVuZGchCSKWbbZCoLgtY2qqry+Ya1HAGmRZa4nJfLDgb1cuHObUzfjPNpWb1tSCDH7kaxRCGuRHZyJv0nlHDjX5pJLep7ILo/MuBwRzak9kYSE5fWQtk5PxJ5I3unwiWaq3+hnQHWqNO/fmDdnv+SlfZCG7JDZu+oQV89eo1S14tTrVNMju5FwO5H3u33JhaOX0Rl0OGwOur/ckRFfHatg8gAAIABJREFUDXZPYtt/38tXz/6ImqqHYfQz0KxPQ96c8/JDBRWqqjKqzltERUR7BDR+gWZmn5nktuDesnAXE0dM87wPAhjNBoLzB1G+ThkGfdCXMjVKehx/7ezNTBk9x9ViqjgJCcvH4A/6uTotiuSjSa/6PpcZHpa4Kzd5ruJozcxKWJnCzDs3GXDdg4PrjrLxl+0IgkC7wc0pUi6Uk7vOEFwgiDrtqmu6x2YHRVEY2/wDLhy77K7NMPkbadS9Lu8u+I/mPq+sXc368+c8ag7SP80DlM8XwoxuPTl+4zprzkZi1usYUKV6tosks4OqqlT86XvNQj69KLJiwMAHmpBkpxNJEDw+t7+dOMZnO7d5BS9mnY4DL4x6rNblD8rOK5cZuWYlttS2X1EQMEoSv/XuT43C9/VtTsTdYMy6P4lJTEAFKobk54dOXXNkFhaXnESLuTM1HU4L+Plzz2bVLPI163SanTx+ej3L+j9DhZDst81nJLfL48kmN0ORiqIoTBg8mT0rD4IgIEkipgAT323/mCJlPYWujm456SU5nUbaBLFz6T4qNyjnsdSRHp1eR7M+DX2OJyhfIJN2f8aVMzHEX71F6RolyFMg2P1+SqKFr5/7yaPOwZpsY+eyfbQc0CRTe3Gn08mxbRHuYKZK4woeX+SCIPDVpg+YOHw6+9YcQlVVSlUrweszR7mDCYBWTzXh5O4zrJu9BZ1eQnEoLm0PAe7G3ePWtdvkLRTsdf5Oz7eh1VNNOXvoAgazgelvzOf7UTNwWO0YTAam/GcO3+34LyUqPZzioiIriJLocW0FiuWnQLH8xJy75rGtwaSnzaBm7p+/Gz6NbYt3u4OlvasO0npgM8ZMG/lQYwLY/+cRLp244lHoaU22seePg1w8HuVhdZ7GB81bcTg2lkS7jRSHA6MkYVMUjwDj7O1bdFwwjx87dWVSxy7ZzhTkhNikRBQfXQGy00mI2XdmIzO06i7+On/Wh4OnwA8H9tK3UlXKhYRk6/iqqrLk1EmmHNxPfEoyVQoU4t1mLahZOHsidtnlo21bPAoonaqKRZb5dOc2fu/nKty+Y7EwcNkSkhz3f/8nb8bRf+kidj47PNu6IQZJwodJMXpJ9Fmfkva5yHhv85nNlM+XvfuZSy5a5BZlprJu1hb2rDqEzWLHlmIjJdHCnet3+VjD3yMoJECz8C89thQbK39a99DjKl6xCLXbVvcIJgDCN59A0nn/+qzJNjb9qt0eCXAvPoER1V/nw55fMf31eYzr+Cmjm4zHkuTZlheUL5APl73ByoRfWHF7LlMPf+WlaCkIAq/9+AKzT33PU2/3RFVVVFXFluxySD176ALvdvpccxwmPyPVm1cmfNNxzh26gDXJ6nL4TLKSeDuRz56amN1b5MXRrSd5oeoYOhmfokfwEGaNW+BWRhUEgfEL/4NfkBmjn+sJ1xxgonilom5VzMhDF9i6aJdH5sWabGPzrzs4f/TSA48rjfAtJzUlv1VV9XJrTaOgfwBbhz7Pxy3b8FzN2j6LFK2yzMt/rab+zKnsjb7y0GPNiAA+lRVNOt0jFaAK8mFUZpEdrs6Exb8ycs1KHNkQ3Jp66AD/3b6F6IR7WGSZQ9dieGb5Ek7G3Xhk47UrClH37mq+dyLdeVacOYWsegZlTlUlxe5g2+Xsf77ymMzUKhzqFTiYdDoGV6+lmcHRiSJl8uZDFFy/QxHw0+kINhqZ3qXHI9OjyOXJJDegSGX1tA1ub4U0VFUl5vx1rl/2FJZpMaAxQjYq2bPqfngYtIom09AKNNKYNGoGMeeuYUmyYrPYsSbbOB9+mdnjF2pubzDqM62VUGQFm8XO+fBLXjLkiuwk5vw1Lh737Vuwfu42r2yPqkLMuWvcvBrP9ctxxMfe9rl/Rs6HX+K9bl8QdeoqqgqWJCsrJv/FpFEz3NuUq12aXy9NYfiEwfR/szvv/PIaP+7/wq1DcWj9UU1/FtmucGidt/JpTgkJy4teQ5Zc0kuaGZ00TDo9fSpV4f3mrbhr9f3ZsikKiXY7w1f/QYLt0X4GwwKDKJnH22xNRGB4bVem+1ZKCuO3bKT+z1NpNudnphzcn61JPyODqtf0abZlUxSssszOK5eZFX440+PYZJkph/Z7PZHbZJmJ+3a7f9544Tw9Fy+g4axpvPTnKs7fzto8Lj16UcTkY7x5Tff/hqIT7nmJlwE4nIqm+FRmfN+xM0WCgvDX61OLYnU0K16S7uUrUjc0zEPDwihJiILAybgbJKdmRwRBIMBgZNvQYVTKrZ3I5SHJXfJIxZdTqCgKXuvtQfkC+XT1O/y377c4bA6syVYv7QOdQUeTXvUf13Cp1aaaZuGkyd9I+6EtNfdRZIU9qw6hZJj4HTYHm37ZwcuTns/RGHYu28f3L07HbpOxJds0nVQlncTt63c10/iA5jWAa1lmdJP3SIh3dWOUqFKM9xePdZuqWZKtOGwOgvJ5doYs+GyZR8EnuJahNszbzvmjl/ELNNNtVAea921Ij5e15cv9As3o9C7TrPTo9BLmwJzZ2wPcibvH79+s4tC6o+QLzUP751ohSSIZP3F6g46GXbMnQV7I35/ErFpBBdhw4Rx9K1fN8ZgzY3Knrjy1dDF2p2tSTxO+GlW3ASkOBz0W/crNlGR3ncWPB/cRfv0aP3frmaPzNC5WnJfrNWTygb3oRFGzkNAqy/x28hgv1vX9t3YjOUlTsEMFTt28CcCvx4/yRTpp6g0Xz7PjymVWDhhImWwuAwiCwODqNZl3LNwjYEiTuIa0rpwwfj910qsbRxREahTKmZx74YBAtgwZxr6r0cQmJlCtUGGCjUa6/vYLiXab+7IFoEGRouyPuepRc6GoKkkOO5svXaR3pSo5OncuuWQkN6BIpdVTTVj4xQqv4ME/2I+i5b3XWWu0qMKSaz8TefA8545c4ue3f0VxKMgOGaOfkeACgQwc3+exjdfkZ+T9JWP5uO+3CLhqQARRpNOwNtRspT2BqKrqcwLPqeLj+fBLTBj6o1dWJyN2q4PydbRVNAHaDm7Ooi//wG71zFIoDic3o+8/IZ4Pv8SYFh8w9dAEJo6czsHUTEGRsoV5fdZL7g6RqIhozcBGkRXOHb4IQOTB8xxaH07dDrXQ6SXqtK/hUQTaon8jZo1b4D1YAZr3a5Tp9Wbk7s17jKz5Bom3k5DtMpdOXuHk7kg6Pt+K7Uv2YEuxo6ouF9r//vEWBlP2Cg3fadqC4atXZCpspaQqZj4KbLLM+gvnOBF3g1J58rJu4FD2XL3CtaREahUOo0GRogiCwG8njnHHavUo2rTKMrujo4i8FZ/jgr+X6jVgQJVqbLl0kXe3bERRves3tJ7205Pfz9+ngFbJPHmwKwpf7dnpkcFwqipWWWbi/j382Klbtsf7eqOmJNpsLDsdgV6SkJ1OhtSoRc8KFRm97k/WnT+LoqqYJB16UXTfJ5Oko25YGNVzGFCAq/AzfVvw+C0bSbBZkdNdswrsvKKdKUxxONgfE50bUOTy0OQGFKn0GdOVHUv3cf1SHJYkK3qjHkknMm7BaJ+dGpJOonKjClRuVIH6nWuxZtpGrl28QY1WVWg/pEW22iofhnoda/Fb1FR2Ld9PSqKFeh1rUqKy74p+nV5H1aYVObHjtMekK0pitp+M01g+6U8c1swnK5O/kb5ju2Wqftn95Y4snbgae7qSAkEUkHSih1Ko6lRJSUhhdJP3uBkd715eiTp1lbfb/ZeZERMpWCw/ZWuVIubcNU2J7zSsyTbWzd7KtsV7ECUR1anywdI3qNu+BgD5Cudl/KIxfPb0RHdRp+pUGb/wP+QteH9J4viOUyz8YjnXL8VRpUlFBo7v42VLv/S71SSlBhNp2FJc5198bQbXLtxAb9BRvFLRHK1fty5Vmvebt+KLXTs09SlS7yTNS5TM9jF9ccdiofeS37iZkkyKw4FZp+ObvbtY2u9pelas7LHtwdgYD12JNNJS7Q/SQRDi50e/KlWZfuQAFzPYt+tFkXaly+JUVeYdPcLcY+Ek2m00LVaCt5o0o2hQMH56PU9XreYSfUoXNJh0OkY3aMy1xETNz4tTVTlyLTZHY9WJIp+2bsdbTZoRm5joPn+nBfO4fPeOO4CwKjIGSSK/nz8GSeKpKtV4rladR1LDsCPqskcwkYavvwiDJFEsyPdSWy65ZJfcgCIVl6rll+xafoDwLScoVCI/HZ5tRf4i2Ut3hpYqxPAJgx7zKL0JCgmk8/C22d5+zPSRvNZ4PHarHVuKHZO/Ef9gP0Z+OzRH570RdVPzS1hn0JGvcB4KFs9PnzFdaZqFouf8DxcjZ6hXEARBU3ZctivcvHrLq1bDYZdZPXU9wz4fyDPj+7B31SEPB1RfpK9x+aj31yyOmY5/sD/xMbdYPulPZIeCapMpVKIA4xf+x8OMbevi3Xw7bIq7UyP2wg12LtvHTwe+pGj5+4ZNB9cdxWH3foKWdCJXTsU8lPbGszVrM7BaDWISE/hy13Z2XblCSupkbtbpGVClWpZW5tnh6z07iUlMcOsZWGQZqyzz5sZ1LOv/jMe2pfPkdXegpEcAiuZQCyMj37brxMAVv7tFnMw6HXlMZsY0bMJ7WzayMvK0O2D469xZdl6JYsPgZzFKOrqVr4gK/H7qJDZZplBAAO83a0XDosVItNm8iiTTuJ6URLM5P/N6oyZewVNmBBlNBBldNTm7rkQRm5jgkbVxqioiAi/Va8DAajUe/KZokM9sJiYxIdvb60SRfpX/vboeufzvkBtQpENv0NPqqSa0eqrJ33bOOzfuEnXqKoVLFaRwSe+iKFVVCd9ykl0r9mPyM9BuSEtKVX1wdcai5cOYf/5HNv6ynaiIaMrXKUOrZ5r6NMbyRZ121Tmz/5zXEpEoCkw5NMHD+tsXqqqyfu42r2M4FV9mRSo6neTxtA8upcvoM64nyZJVivHN1o+YOmYukYcuoNNL2Cx2n0s96QbD1DHzaNa3IZNfmcnN6FvucVy7eIO323/C/As/EpQvEEVR+Om12R5tn07F1aEy5/1FvL94rPv1/EXycfGYd6pZdijkLRSM0+lk9dT1/PHjOlISLDToUpuhHw/waM/NDL0kUTJPXqZ06cHGi+dZeeY0ekmkb6WqNC2uXbeSU9ZdOOchjgSup90TcTdItts9ugkGVK3GjCMHPQIKnSBQyD+A+kUerg24RuFQNg9+nkURx7l45w71w4rQs2Jlkh12Vpw55XFOJyopDjsjV//B6fibGFKDnA6ly/JRyzbkMZnc2YBAo5Fu5Suy5mwkNsU7+ItJTGD8lo2ouFxfc8rFO7e97h9AiuwgMj4+x8fLSKLNxuZLF7HIDpqXKMmI2vV4a9N6zUxRekRBICwwkIkdOv/P2sPn8u8iN6D4h3A6nfzw0s9smLcdg0mPw+agZuuqvL/kdfd6vqqqfDFokuuJO9mGKIms+mk9w78aRI+XOz3wuQPy+NPr1c4PNf5uozqwasp67sUnuid4k7+Rnq90ylYwkUbG2on06I16d7Gs0c9A5UYViNh9xms7SS9RocH97EGFemX5ftengCsYGF59rKa5V3psFjubF+xg6+JdOKyyVx2G7JDZ/OsOer3WhdvX7mLVavt0qpxINUJLo+/Ybhzbdsqj1kSnlyhfpzSFSxbk2xemsnXRbvf7G+ZuY9+aw8yKmEhg3ux/yYuCQIcy5ehQ5tGojaYnM7+NjDLNBf0D+LV3f97csJaoe/cAlfpFivJd+84Pnc7fE32FCbt3cOHObYoEBtG5XHn8DQYOX4t1BwzpcTidHI+7gVNV3e9tvHSBYJOJ/7byzOp92qotArD67Bm3T0p6LLLMN3t20atiZS7dvcOa1O3ali6bZSFl+ZD8rlbbDOPz0+mpUvDhOit2XYnixTUrEQRX1sOpqoyqW58Rtesy7fABJEEgxYcdfacy5fihU1eu3LvH8RvXqfh/7J13dBT1+7av2b7pQBJCKKHX0HvvVQSkKQKCghVRUFAUGxYECyooKqB0BClKk957CSWhBwIhCSEJIX37zrx/bLJk2dkUQL+/95DrHA9mdnfK7iafZ55y34FBaIqogVFCCXKUKGX+j1gzayOLPlrlstCodWq6DGvHpN8cNuont59l2qCv3cZP1Vo1K27+7KZN8V+TnpLByhl/c2TjSfxK+zBoYl86Dm1TrIVjQrsPOH/4sss2QYD6HeoS3rY2e1YdQq1R0ffl7vR7rRdfDPuOQ3+fcMti1G5Rne8Pfe7mpQJwdFMEM0fNQbSJ2Kw2rGarR0fSgug3rifj54zFmG1kUNAY2cmgqg3D+PW0q3bJpl+38+vkpSgUAjaLjVrNq/Px2kmYDWZG134T630ZGo1ew8iPhvDMu65TERGJCay7eAGbKNK3Zi3aVQz7T3QDph/Yx5LI0y6qi0pBoFWFiix9aojH16UaDGiUSny1D696eigulhc3/u3SgKlTqfi8czcahZSjz4olsqqQcigFgbI+PqSbTDQsG8LU9p2c6p45FgsNfpnjsd/g005dmX5gHzZJRBRFtCoVQ+rW55NOXTweT5Ik+q1cRvTdVOc5KgSBQL0Xu0eNwUtddP+T/BitVlos+Nlt+kWvUrHsqSGE+vrxa8RxVp6Pcmtc1alU/Nq3P18fPsjVu6moBAUIjusrTmnnfkqUMh9vSgKKXI5sPMmK6eu4E59Kvba1GTVtKBVr3fN/2PTrDm5eTCC8XW16Pt8Zb78HUwTM49mwV1ymGPJQa9Wsz1iMWqNm1ku/sGXBLrfn6Ly1vPnzS3Qb0eGhzuG/wmKycGRjBGlJ6dRvX8dFijsmMpYJ7T/EarZis9hQa1WotWpmH/5CtsE0OiKG8a3fczFWA4c41ZRlb9CmX3PZc7BZbVw9fR2NTs3Kr9ZzZP1JTDmeHV3vR++jY/xPY+k+siMAM5+bw/41R1zKNTovLW8teFW2ZGY2mrlxPp6AID/Khjl8HQ6vP8HMUXMwZBrdnt+8VyOm/zPV+fOsI4f47fRJTLmSzl5qNb2q1eDr7r1kg4rjCfH8GnGchMxMWlWoyMtNWxTL7jo/BquV4ev+JPpuKjZRRK1QEKDTs3rIM4T43Ntnck42Pxw7wp4bMfhptbzQqClD6oY/kqCn38plsiJUQV7eTG3Xkbd2bJG1fi8KXmo1fz89nOq546EdFs4nXqYHIcjLi0yz2S0TolepWPrUEJqUC3V7TR6ZZjNfHtzHxiuXsIkinStX4aMOXR74MwHYdi2aSdu3OjUl8lAIAgNr1+XM7UTiszJdgglVru7EF5278f3xI8Sk3XWZgNGpVKwa/Az1H9CArSSgeLwpKXkAG37exrzJS53Zgv1rjnB8yyl+Oj6DnAwD73T7NPfO1sbxLadZ9dV65p6cWeQ6txw5GQbZ7aJdxGKyotao0eo1KBSCW/OjKcfMyW1n/r8IKK5HxTKpyydYLTbsVjuCQqBV32a8t/wNlEolVRuEseDcLNb/uJVrZ65To2lV+r/em8BQ+WbCC0evoFQp3QIKY7aJ07vPeQwoVGoVtVs4ygHvLX2Dk9vOsGflIfavOVJoOUSlVhIQ7E/HfCOjY2eO4NKJq8RfvoUgCChUCp6ZMsBj/41Wr6VWs2ou24IrBcr2iyhVShe599j0dObf15dgsFrZcjWaZ8Ib0Cy0vMvr/750gfd373AuJDHpaay/fIlNz46k/AM0Rnqp1awb+izHE+K5cCeFSn7+dKxcxUUuO81opO8fS0k3mbCJIrezs5m2bzcX76TwcUfPd+9FxZPI1F2jgfd2b3cLJgQgxMeHxOzsQvdtttn48fhRvu/1BACT2rTjvV3bXSZC9CoVnSpXZfOVy4BrQGGy2dgcfbnAgMJPq+XLrj34smuPQs+nqHgSCxMlicupKcRlZrgFPzZJYmr7jlQMCCAhM9NtnNZit7P4zCm+6fHgJdUSHl8ee6VMm9XGb+8tdyk9SKKEKdvEog9X8s0LczFmm5zKiWaDmYyUTBZ+IK8sWVQadqwne+dWrmqwM/vRY1Qn1B4kvg/+dYw9Kw/JPvZ/BUmS+Pipr8hMzcaYZcJismI2WDiy4QQ7ltyTBw+uGMiLM0cwY9uHjJk+3GMwARAQ7I9S7V7WUGvVlClXNGMlQRBo3qsx7yx6nT5ju6HSuMfVfmV8KRNamoAgP3qP7cqPx750akRYzFbe6TaNpBspzutUqZRcPnmtSMfPo1qjylSsVR7Vfdej0qjoP/7eH/R9sfJyzCablZ0xrse0iSLT9rn6SdhEkWyLmdnHjhTr/PIjCAItK1Tk+UZN6Fq1mpv3xtLIM45piXzNh0abjWWRZzh7O/H+3RWbcj7yd/JalUrWblsCSuu98FKrC7XjtksSkcm3nT/3q1WH6V17EOrri5B77M86d6Nl+QogsysBAXURlHMNViv7blznaHycbJNmcWlXKQybzMiwl1qN0WqTNQ0D+HjfbpKys1Eq3C9GlKRiq3WWUEIej31AkRSbInuXKEmwf81R4i67z6HbbXaObHy4UstLX4/Ey0+PSuNYTBRKBVovLRN+vWc+VaNJVYa9N1D29WaDhT9mrHuoc/i3uXkxnrSkDLftFpOVeZOXYH8AOebWTzZFLRMASJJE+8HFE50CGPHRYIIrlkGXO+Wi0anx8tUzfctUVsb/yuqk33jjpxddtDQOrj1Kctwdlx4Ks9HCqZ1RxfL6EASBL7dOpXG3Bqg0KjQ6NcFhQXy+cQoVatzLUOjVapSC+6+qSqHAW+MacMZlZsg6gdolicNxniXQH5aj8TdlFzC7JDF0zUqWRzqEyOyiyK7r1/g14jg7Y64WeWGd2KqNm6y1XqViSN1wj/0Owd7ebBw2koG161KjdBk6V64iu/ALQLX7xmv716rDwedf4ur4tzj0wksMrFOPLlWqypZVNCol/WrVcduebjKy98Z1opKT2HDpIs3nz2X81k28uPFvWv32y0MHWgE6PZ907IpWqUIlCAg4Gj27VKlaoGupJEn4aDSyn5dOpaJzZc9CdCWUUBCPfckjIMjPLX2eH08jjFr9w1knV6gZyvyoWaz9biMXjkQTVqc8g99+0q1voOfznVn+xVq3xj2Au4nyRkT/V7hfLyI/2ek57Fp2wKNMuCc0Og1f7/qEj/rPJCUhFTH3sxPtIi/Vf4vPNr1Hky5Fn6n3K+3L/KhZ7F11mKiDF/Hy1XP7ehIzR86mcv1KPPv+QKo3cjVFi9x/EVO2jM6FJHHp2FW359vtds7sPkd6cibh7Wo7eygA/AP9mL75fbLTczDlmCgTWtotc9WjanU+2eveS6MQFPSr6bqQldLpPC7SgV7yhmKPgrCAUpy4lSCrSGkVRT4/sJemoaGM+2cTyTnZmGw2dCoVgV7erB4yjEAv+Z4ks83GlqtX2HvjOi1CyxOZlES21YJepeLVZi15qUkzdsZcw2i1ugQWepWaEQ0aUSWgFF91vyexPnnHVjZHX3bJ4GhVKsY1l3f+zf9ZBOj0vN2qLdMP7nORtB7VsJGbZfuPx4/w04ljaJRKrKLotDPPI8cKT/25Ai+Vii5VqvF++44u/ShF5enw+jQvX551Fy9gsFroXrU6rSpU5ODNWPbGXpcNgOyiSAU/f15t2oJ5p046x0sdQltePF2vRJOihAfjsQ8ovP296Ti0NftWH5FdtOXQ6jX0faX4tVBRFLlw5ArZaTnUa1uLoApleOXb0QW+pnRIAF6+ejLuOzdBEAhvV7vY5/BfUjm8ImqNStYkTRIl/lmws1gBhd3m6MGo2iCMF78a6ZzcgNzeE7vIlO6fMS/qWyrnBmZ2ux0kR1+CJzQ6DT1GdaJi7fJM7joNi8mhWxF/JZHj/5zmi83v0bDjPVnikKrBaHRqN/0MpUpJUAXXO9346EQmdfkEY6YRSZKw2ez0GduVcT+84LJY+QR44xMgv+D763T81Kcfr2/ZiAIBCUcZ4/POXQkLcL0TDdDp6RBWmf2xN1ymHvQqFS83/fe8ZZ5v1IT1ly9i9yCDbRNFnlq1wmUkM8dqxZyVybR9u5gjI29ttFoZvPoPYjPSMVitqBUKFILArO696VOzlrOU8Xu/gYz4a3WuN4aETRQZ1bARncKquO3ziy7d8dVoWXk+EqvdTjlfXz7t1K1INuYZJhNzThx12SYIAv9ERzOpdXunC+ueGzH8fPI4ZrvdY9khD0NuwHQ8IZ6dz72Aj0aDJEnsj73B+ssXUSoEBtauR6sKFZ3fF5sokpKTQ4BOh16tpmqp0kxq085lv+3DKtO3Ri02XHEds1YAdYKCKe/nx5ut2lAvOJiFZ06RZjLRs1p1nm/U5JFM5ZTweFIy5YFjCuHLEbM5uO6Y7ONKlcJRPxdAtIk07dmQD1e9hUpd9Hgs7nICU3p+TlZadq4SpI3Rnz3DkLf7Ffra3SsPMmvsz87mQUd5RMOco18SVufhxII8YTFb2fb7bnatOIhGr6bvS91pP6hVsTv2J3b8kHMH3LUjwDHqOefol4Xu49rZG3z/yjwun7iKSq2i6/D23L6RzJnd52SfXzm8It/uncbs1xZw6K9jiKJEeLvaTPz1ZRcVy/sZ3/p9Lh2LdttepX4l5p391vlzWlI6o2qMd7EgVygESoeWYlnMXGfwIkkSY+pOIP5Koouuhc5by6Tfx7k0eRYFg9XqkFUW7bSvVBl/nbwYWZbZzBtbN3E0Ps7pJ/FGi9YFGmg9CvbeuM7r/2x0qnUWFbVCwaVxE9y+W/MiTvD9scNuI4/+Wi3Hx76KOt+IsE0UORJ/k3STieah5Qu927flZg281Ooif6cXnTnFV4cPuJ2Pt1rNnN5P0qmyI4AZtnYVxxLii7TPPPQqNe+368Cz9Rvy7s5t/HP1itM8TK9ySId/0KEzq85FMePQPsx2O5IEg+s63Gfl9CMkSeLz/XtYGnXWWeqp6OfP4gGD/zUhq5Ipj8ebkoAiF7vNzuDgMWSn57hsFxQhrYFkAAAgAElEQVQCDTvVo1rDytisdno+34kajYtXY5QkiZFVx5F8M8VF/0DrpXW7+/XE2b3nWf7FWhJjkqjXtjYjPhzsUmcHuHkpgfOHLhEQ7E/zXo2KFfDkx26383anT7h6+rqzWVXnraXriA5M+PmlIu9HkiSe8HpW1gocYPyPY+n3Ws8C93EnIZUxdSdiyLo3WqnWqtHo1eSky0/KKJQKKtYKJSE60Vl2EQQBn1LeLI6e41EwqpfmGew2+TvKbbZVLp4uF49F8+WIH0i9lYYkSlRtGMYHKye6qJ3GXozn9RZTZDM0DTrW5ds90zxet5h7l3oqMYFgbx+erFnbYwDhidvZWSTn5FCtVGkXNct/k4jEBIat+dOjlLUcKoWCyzIBRb+VSzmXnOz2fB+1hmUDhzyQkdbD8NGenSyLOuu2XatU8X77jnSpXJUJ2zYTUUz/jzwG16nHsPAGjPhrtZvVuk6l4v22Hfny0D63x/K8QN5q3Q4/mezCHYOBqOTbBHl5Uy8o+F/VLikJKB5vHvuSRx4mg5nAimXcAgqFQuDC4ctcOHwZpVrJ7uX7+Xr3Jy5aCoVx6fhVMlOz3MSUzAYzG3/eVqSAomGnejTsJP88URT5duzP7F112DHCqFSg89LwzZ5pVKpdXvY1BXF0YwQxZ2+4TL6YcszsWLKPwRP7FniX73JedlHWkwMcC3zvsYWPE26Yuw2rxfWO1yFMVXAgnBSb4tLDIUkSFpOFHUv2MfDNJ2Rf41PKm4wUd/0BLz+9m0FcnZY1WHxlDilxd1BpVJQqG0B2eg4WsxWN1tEoacoxI3jo/jfKKG3mYbbZGL7uTy6l3sFgtaJTqfjq0IFiL6IhPr4PVJeXI9VgYO7JY+yKuYafTscLjZrQv1Ydl8UpKTub1zZvRCrQA9UVpSDQuXIV2UXOSyUfBNkl8YHFoB4USZK4kio/uqoUBGqXCWTompUk5xQ+piqHTqWiRuky7I29LuueKooSP0ccdwsmwDHquSLqLEcT4tk8bKSz9JJHoJdXSaNlCf8Jj/2URx4zRswm4Ypr17UgCAgKBRaTFYvJijHLRFZaDh8/9VWhC1p+DJkGj89PTy66iY8ndi07wP7VR7AYLZgNZoxZRtKTM/h4QPHOM4+T287ILniCIBC574LMK+RRqpTUbF5N9rGmPRqi1hS+KMRExspmODQ6tey4p6AQHHbzMpdtNli4HnXT47EGTeyL1sv1Dk/rpWHA6/Iz+YIgEFwpiGtnYxlZdRxDQ15kQKlRfDv2Z8xGM9UahqFUuf+KqTUq2g30bJq26MwpLtxJcaa8TTYb2VYLb2zZ9ECf58OSZjTQY9kilpw9zc3MDM4lJzF19w6+OLDX5XkzDu3nrtHg0Sr8fvQqFUFe3kzr1FX28RENGqJXuX5HHPoSvm5TGf82+2NvEJVvtDQ/tQMDyTCZyDSbZK9dwHGtw8Ib0CmsCj5qjYucuYAjyzC4bjjeag1qhXv5QqkQyLJ4NryzSRIJmRnsvVH0KaMSSnjU/OcBhSAIFQVB2CMIwkVBEM4LgvBm7vbSgiDsEAQhOvffB1eNKiZpyRlE7Ih0k1KWJMnNiAogIyWLG+c8L0z3U7tlDZe7/fzofYqXxpZj4y/b3dLqkgQp8amyY6+FUSokwDnOmh+7zca62ZuZ9dIvxF6IK9K+JvzyEnpfnXPxV2tVeAd48dr3oz2+Rsw3pVCreXU0MlocZqNFVhNApVExZsZw2cd03lpqNr13pxZ3OYGpfafT12cEQ8uNxWKyEFIlyOU1NZpU5blPhno81+hTMUwb9HVuRsSG1WRl94oDzBg5B6VKySvfjkKjU7sEFjabnRXT13nUEVl36YLsXWqKIYfYjP92sicm7S4dF/1GmsnoslgabTaWRZ0lJedeRm/39ZgiBRNKQaC8ry/Tu/Zgz6gxHrMoT9SoxZC69dAqlXip1XirNQR7ezP/yQH/ieR4fv7O52SaH7VCwehGTbiVneVxuqZyQClWDHqaL7p05/f+A9k3eizdq1ZHpVAgAGH+ATQJCeWH40eoExTkUVejSUio3NfaicFq5eKdlAe7wBJKeAT8L0oeNuBtSZJOCYLgC0QIgrADGA3skiRphiAIU4ApwLv/xQll3slEpVbKejPIISgKHom8H2O2CYVSKVufv3G+aAtzQXgy2BIE2DxvBzpvLc16NCK8Xe1C/xCLokhg+dKIdveFwWaxE3s+npsXE9i1/AAfrJxI6ycLLpdWb1SFBee+4+85W4iJjKV282r0G9eL0iHu8eKBdceYN2kJt28k4x/oy7NTB/HEy91Z98NmrOZ7hl0anRpBoZAN0kS7SHjb2lRpEMbVU9edn6lCqUDvq6drrrpoSnwq41u9jyF3+sJsMLPiC3ddj+hT1zm2+RRt+ssrcK766m8sRtfvjcVk5eimkwyv/CrpKZlIdtFF7VQSJcw5Zr4dM5dqjSq7laU8CTFJBTz2byBJEmM2/EW2Vf77pVUqiUpOoksVR5CmUynJKlh0FK1SSbPQ8vzY+8lCe0IEQeCTTl0Z26QZJ28lUEbvRZuKldxS+v8Fnt53rUqFVqmiQdkQFIKC+1U0vdVq3mzZ2sVArJRez9wn+mGwWhi+bjXRd1O5kZGO8qbAn+ejGFIvnNUXzjn9NURJ4sfeTxLi48PJ1QnOzNX9eKnVVPD73/r7lPB4858HFJIkJQKJuf+fJQjCRaA80B/olPu0xcBe/qOAIrR6CIKMapyjH0Fw06nQ6jVUbVgMa2hJQqFSyAYUcsctLl2ebUf85VuOu/Z8mHLMbJi7DZvVxrrvN9OidxOmrpzg1g9w7zQlPn/6O05sPe2ivyEoBBf7b0mUsBgtfNR/Jl1HtOfNn18q0P48uGIgL301ssBrOPbPKWY+N9s5yZJxJ4vfp/6B1WJjztEv+XniIs7sjkLrpaX32K7sXLpPNqBQKBVYzTZmbvuA395fwc6l+7FZbbTo04RXZ43Gy1cPwLofNjtszfPdUctpjpgNZpZ/vsZjQBF36ZZsGcJmsct6tbjs22Thn/k73EaHh9YL5+vDB92yFKG+vlT8lxaMy6l3mH3sCOeSk6haqhSvt2iFl1pDiiHH42vsokRIvmmBp+s1cJMIz094UDDznhxQ7L6OCn7+/7OF0mSzYrGLDKxTl61Xo90swUVJom2lMPQqFU3KlSMi8Zbzc9MolZT18fHoALv+0kWupN5xZj7skoTdZmPNhXPsGzWWiMRbKAWBdpXC0Of2jKweMoyvDx1gX+x1l6qeQhDQq9X0rv7o3WZLKKGo/E+bMgVBqAw0Bo4BZXODDSRJShQE4eF8fYuBWqPmlW9H8dObC52LlFKlRO+ro3z1EGIvJmDKNqHRqVEoFEz9Y6Ksq6UnAsuXoXy1EGIvxLk0Zmp0ano811H2NXmLVFFSu/1e68XelYeIu5KIKduESqNylmry/jXlmDm+5RSH/j5Bew/1+9O7ojix9bR7+UT0nMbev/oIOekGPtswpdDzLIiFH/zh5qlhNpj5Y/o6Br/Vly82vefymCnbxD/zd7plioIqlKF0SACCIPD67DG8PnuM7PEuHb8qW86S41aMuylVHnVa1ST2QrzH6ZACkeDIxgi3gGJ4/UbsvXGdiMRbWOx2tEolaoWSn/r0+1dS/VHJSTyzZiVmux1RkojLzOBYQjwTW7UpMCMSFhBAncB7JaJxzVsSlXybQ3E33dL/OpWKjzp2eagm0dvZWRisVqyiyPW0NKqVKk2NMmUeeH8FkW4y8t6u7ey+HoMEVAkoRZfKVdh1Iwa7KDqzJHN693U2iC548inmnzrBnxfOYbU7HGHHt2iFViX/Z3bz1SuyZRSlQsGVu3foJRMc1AkM4vf+A4nLyOCdnVudEyVNQkL5unsvj8cqoYT/gv/Zt08QBB9gLTBBkqTMov6hFAThJeAlgEqVKj30eVhMFg7+dZz05ExGfDSY0zsjSYm/S+Mu4Twz5SlKlwvgxJYznNkTRamQUnQf2UE2XV8Y7/8xgbc7fYzVbMVkMKP31hFWryJDJrnqUFhMFua/u4ytv+/GbLRQp2UNxv801k19MT86Ly2zj0zn0F/HObnjLBaTlcPrj7upOTomNfZ6DCgObzgpO+IoCILHZkCr2capnZEkx90huGJgYW+DRxI9LNoWowVDptFt1HPkx0M4uimCzNQsTDlm1BoVSo2Kdxa9XqRFt0p4RS4euVKkQMCQaeSDJ7/kk3WT3UZxn363P3v+OIgx2+R8j+QM3TyRHJtCdnqOi6iVRqlkUf9BRCTe4lTiLYK9fehZrbrzLvVRM/3AXreFzWSzseTsGY/BZCU/fxYNGOTyXmtVKhb2H8TFlGQWnTnF7hvXyTAZqRkYxNR2Hd1MzIrK7ewsxv2zkfPJSdgkCVGSnDLczcqV59e+/R/peyNJEs/9vZbLd1KcMubRd1NJyMpkXt/+XLyTgpdaQ+/qNSitv6fwqVWpeL1Fa15vUTR9EW+1/BSLJEl4qeSv5+StBH4/HUFSTjadK1fhux598NPp/vOplxJKkON/ElAIgqDGEUwslyQpr3CdJAhCudzsRDnAfQAdkCRpHjAPHDoUD3MeCVcTmdDuQ8wGM2ajBa1eQ8Xa5fnpxAyXFH6rvk1p1bfpwxyKyvUq8twnQ1g5428UCgX12tVm4ryX0epdpwo+HfItp3dFOVUYLxy5wlsdPmLBuVkEVwqS2zXgcNPsOLQNHYe24dTOSI568BopSDHS20+f6+Tpusgq1UrsVpvb2Kvz2Fo1KXGpDxVQVKgZyhUZcy2ttxZvf3dZ5oAgfxacm8WOJfuJ3H+BCjXL0efFbkU+h0ET+7JjyT6Xa1WqFEii5BYMiHaRM3vOsWHuNreR03JVyjL76HQWTFlO1P4L+JXxpUr9SpzcfhaLsZCGAkCtU5OamIa3vxcxkbFYTFZqNKmCSq2iWWj5B16Ei0NUknwwdzs7i6+69WTqnp1Y7XbskoRWqSLM35+/nh7ucRGvExTMzHxy1w+DJEmMWLea2Ix0l4bPvLLCiVvxzDi03+OkyIMQlZzEtbt33TxRHOJZcUxu0/6RHGdE/YYcvHnDLZjz1WhpKKPcuepcFJ/u3+20sL+Qkswf56LY/OzIkoCihP8T/OcBheC4pfkNuChJ0qx8D20ARgEzcv9d/2+fy8yRc8i4k+m8CzNmm7hx7iYrvljLmOnDH3i/Ny8lsPzztVw+EU35GqEMnzqQncsPsGPxXmcG4NSOSF5r+i6/nf/OaTx169ptTu8+5ybpbLXYWDf7H175ZlShx864k8mN8zdlG0x13lp6Pd/ZbbvdZufopgiSYlNkNQSUKgV2m4CniMJmtlKxdtG0KTwxZvqzfNR/pksfiNZLy3OfDPXY86H30dPvtZ6FimPJUb56OWZu/5DvX51P7Pk4VGolXYd3oEbTqswZt8AtI2M2WPhn/k5ZDYuwOhX4bP29dp+stGzG1JuI3Wp3BiwKpULehE6UMOWYea7666SnZKBQKBAUAu8uHl9ow+ujopRejyHL/fuiUTpMr+qXDeGPqEjHXXGVqvStUeuRp9ajU1P59shBTt2+RYiPL+Obt6J7teqcvp1IUk62x+kRs93OmgvnH2lAEZeR4TLWmYfFbmf7tatsvRqNIMCQuvV5vlETWZXKPGLS7vLd0UOcvHWLsj4+jGvWku7VqgMOeeyxTZoxL+JE7sSHgFal4vf+A91KTSablc8O7HEJPsx2O6lGA7+fjuCt1q7S2yWU8L/gf5GhaAuMBKIEQTiTu+19HIHEn4IgjAFuAkP+zZPISssm+vR1t5SuxWRl59L9DxxQxETG8ma7D7AYzIiiREL0bc7sjsJuF7Hnq/fbbXYMmQY2/rKN4VMHAxB3+RZqjcrtztZmsXHt9I1Cj31273k+ePJLRFFyajcolAoUSgGlUknXEe1p0aeJy2vMRjOTukzjxvk4TNkmZwZDq9c4bcIn/fYaX46Y7XEKpt+4XviVfjgBpSbdGvDx2kn8OmkJ8VcSKV2uFCM/HkzvFx7dQpFHYkwSy79YS9SBiwRXDOTT9e/SrGdDlEolideT0OjUbg2uQJF7LnxL+fBzxFcs/ngVRzdG4OWnp/2glvw9Z4tLSUnnpWXwpCf54InppN8nqPXFsO+YHzmLclXLPtzFFoGXmzbny4OuCow6lYpnwxuiVCgI8fFlaHh9Qn18/xWfh+jUVJ76c7nT4OuOwcCEbZt5r11Hynh5FVrCMtsdE0CPqr+kTlCQrGOrAMSmp2HLDW5+OHaYA7E3WPrUYNljX09Po//K5RhtVkRJIiknmwnbNvNO2/aMauj4PZzYqi3PhjfkWEIcATo9bSpWcrOGB7icmirbz2Kx29l1PaYkoCjh/wT/iymPg8iqBADw6FcPz+fxQI8Vxrx3lmK6TxTKYrLK/sGxmKwc23zKGVBUql3e46KdGJPEqZ2RNOnWQPZxu83Op0O+deuBUCoVtBvUimHvPUWVcPeek40/b+d6ZKxzAc27o1ZpVLyzeDzNejRAo9Ow+ONVxF5w9ydo3DW80AmOotK8V2Oa92r8SPbliVvXbvNas3cxZpsQ7SK3rt7m4rFoxv84hp6jOxNSOZhSIQHcvu5acdPo1HQZXvRUd5lypXhr3isu2zoOacP8d5dx6Xg0AUH+PDNlAAHB/phlTOnsVjtbft/NC58Pe7ALlSHTbCLTbCbU189lcRpevyEphhwWnDqJQlBgE+0MqFWHSW3a8fn+PSyPOotKocQm2nkmvAFvt2rLrewsynr7FFsOXI7vjh5ycws12mx8ffgAG4eNxFqAwZYAtAit8EibVauWKk3Hyg6DtbzSigIQwRlMgKPsciYpkZOJCTQPdffU+eHoYWcwkYfRZuObw4cYFt7Qmdko6+Mja3+enwCtDpsH5+MyHpxaSyjhv+axVcr0K+1L1fqV3P4QqbUqujz74DXSi0evyG73FKRcOXmNyyeuAlCualma9WqERsYaPSk2hY8GfMWmeTtk93P55DXZO2irxUbqrbuUDgkg826W2+O7lh+QvRsX7SIhlYMcpmjAlKVv4OWnd56bzkdLhZrl+Gj1pP9cZOhhWPzJn85gIg+zwcwvby92uJkKAlP/mIDeR+e8Vr2Pjgq1Qhnytrsjpt1u59TOSHavOEDyzYJFhao3rsLM7R+yPn0Ji6Pn0HtMVzLuZCHJ3A3brHbuJqY95NU6yDSbeXnT37RY8As9li2i5YJf2Hr13vdUEAQmtmrLiRdfY+3QYRwb+wrTu/bg99MR/HEuErPdTo7VgtluZ3nUWZrM+4lBf/5By99+4a3t/2D24DBaVE7dviUr1m0XJQQEBtcJd1PMBEdJxlujeaTljjzm9OrLa81aEuLtg59WS/XS8tMkFrudM7cTZR87mhAnax8uIRGfmVGs8wkLCKBmYKBbKUavUjGm0cP1d5VQwqPisZ4xmrLsDSa0+xCL2Yop24TeR0e5amUZ8eHgQl+bp+Z4f33fP9APQ6bR7fmeJiXsNpGf3vyd2YenAzD1j4ks/mgl6374xy1AMBvMzJu0hB6jOjn9IvJIjEny6A9xJSKGZyq8DDgWtfeXv+lMpcvJVzuuT3J5rHrjKiy5+iM7lu7j1tXbhLetTbtBrdzOoyDSkjOI3HcBb38vGnWu98DmZQ9D1L4Lsr0MNouNpNgUQquFULtFDZbG/MTOZftJik2hfrs6tO7XzO1846MTmdzlE4c4FhI2q50nXuzGa98/X+Qgq0GHOrLno/PR0bxnowe7yPsY988GTtxKcNqZm2w23tq+hVBfPxdvEC+1mppl7jW1Ljgd4dYwmDcOassVu9p6NRq9Ss0XXbo/8PmF+viRnOOud2GXRErp9XzauSuNypVj8ZlTpJtMlPXxwUutpmHZcoxo0JBg70fvnKlWKnm9RSteb9EKgGWRZ5h+cJ+bNohWqaTsfce/kZ7Gy5vWc0fmmsDxHgY+QFZhft8BjNmwjmtpd1EplFjsdt5o2ZqOlT1PgJVQwn/JY+82aswxsX/1EZJupFCzWTWa925UoMbE3dtpzH5tAUc3nUSSoFnPhkz45WWCKjjuYDbP38Evby12KT1o9Ro6D2vL1t/3yO5TqVKw1bLKZdvzdd4kXkY228tXz3cHPqNqg3vCWiaDmWEVXyY7zbMIUR6CQiAg2J9l1+ei0arZunAPP73xm8v5CgKUqxbCosuzH1n2YeXMv1g6bbVzUVbr1Ezf8j5ndp1j7febyU7Lpk7rmrw6a7SL8VpWWjbbF+3h2tlYajSpQvfnOrmMWBaX11u+58wI5UetVfNn4vwi79uTNblap+adha/T6ek2RT6n2ePms2PJPudnoNVrqBxeke8Pfv7QQVdcRgY9ly9yWwgFoE+Nmszp7Z51yaPGnFlFktLWKpWcefn1B27U3H09hvFbNrr2cChVPFmrNjO7Fb3h9mZGOgtOneR8SjL1goIZ26QZlfwDCn3d0fg4Fp89xV2jkR7VqjMsvKHb1ESm2US7hfPJttzL5glAgE7PoRdeRJebQbGLIu0Wzic5J1s266JVKulVrQbf9ZI3qCsKV++mcsdgoF5Q8L/S0/IwlLiNPt48tiWPPPTeOnqO7sxznwylVd+mBQYTNquNN9t8wNFNEdhtIqJd5OS2s4xv9Z5T/rrP2G4MeqsvWr3GUSLQqekwpDVvzH0RLz+97H7lxiIDQ+W1LqwWG/5Bfi7bDv113KXhMz/3BwSOqQITRzY4ArEeozrSul8ztHoNGr0ava8e3zK+TPvrnUcWTEQduMiyz9ZiMVkxZBkxZBnJSMlkYvuPWDJtNXcT07CYrJzdc54J7T8kPtqRQk64msiomuNZ+MFKdizZx2/vr2B0zfEkXvcsNFUYz0wZgO4+AzCNTk3bp1oUK1C5eTGelPhUt6yT1WTl27Fz3VxrC2L8j2OZvHAcjbuEU6dVDcbMGM6sfZ8WGkyIkkRk0m1O5ss+3E9idhZqmSY/CbiZUXDavXag5zHl+/eVf6EtLl2qVOWjDl3w12rRq1RolUr6167Dp8UoZZxLTqLPiiWsPBfJ6duJrDwXSZ8VSzifXPB3ZcGpk4xev5Zt165y4lYCMw7up++KJW7y1n5aHSsGDqVyQAC63HOsUaYMqwY/7QwmAA7H3yTbYpENJhRAnxq1+LJbjyJflxzVS5ehVYWK/+eCiRJKeKxLHsXl6KYIMlIzXbQLRLuIIdPIgbXH6Dq8PYIgMHraMzw9uT+3rydTpnxp5wTEk6/25O/Z/9w3GqlhwPg+bscaOrk/F49ddZGXVmlUNOxUlzLlXION1Ft3sXho5pTLQFlMVpJuOJoOFQoF7y+fwPWoWKIOXKJUSAAtn2iCRqt+ZJ3zm37djsXoLpglp9NgMVpYNfNv3l7wKrPHLSA7Lcc5iWM2WDAbLEzuOo1Z+z59IN2Ldk+1JPmLFBZ+uApBcEhkt+zblLcXvFqs/ZgMFo/W5CaDmZ8nLmLywnFF2pcgCHQY3JoOg4smiAQODYIXN/5FhtkMkmNRn9G1B0/Wqu3yvNqBgbLBhlqhoFX5igUe46OOnRn191rMuboHnvDX6iillw+Wi8rT4fUZVLceSdlZxGVmctdo4HZ2NmEB9zIMMWl32XD5Ema7jR5Vq9O43L1R5Y/37nIJAmyShM1q5ZN9u1k9RL6xNdNs4qvDB1xUPe2SxI2MdH47dZLxLV0/j/Dgsuwa+QIJWZkoBIFQX7/7d0mqweDRvr1n9Zp820PeubYoiJLEsfg44rMyCQ8Kpk7QfyYmXEIJReKxDigSriYSue8C/oF+NO/dqFA77fgribKLoDHbRNzlBJdteh89Veq7+n2M/vRp7iamsXfVYTQ6NRazlS7PtufZ9we67bN5r8aMnTGc395fgUIhYLXYaNC+DlP/mOj23LptaqHWqNyyFBqdGgTB7Zw1WjW1mld32ValfhhV6ochSRKrv93Aqq/Wk5maRcWaobz63eiHmr7IyTB4FMW6H9EucvnEVSRJ4szuc7JKjUk3Unip4dvMPTGT0GohMnspmIFv9qXvyz24dS2JUmX98Q90XxgKo1rDMARP+T0Jdv9xkLcWvFIsifaiYrbZGLFuNelm156ZN7dt5uKdZN5p28G5zU+rY0zjZiw8c68fQikIeGs0jGlScDNf89AKrBkyjDnHj3DxTgrlff04fTsRS65ENzjGSz/p2PmRmJZlmEy8uPFvbmZmoEDAKtrpVb0G33TvzcpzkXxxcB/W3GMvOXuagbXr8WnnrgiCwNkkeWvx0x4aJgFOJiR4dAhdcS7SLaAAR/BXkK9Ik3Kh2GX26aVW061KNY+vk8Nss7Hk7GnWXDyPTRTJMBkdpStBQJQkWpWvyC99+xeog1FCCf8lj2VAIUkSs1+bz/bFex1CQkoFaq2Kb3Z97BYE5KdyvYpo9BqMWa5/yPU+OirXK/hu78C6Y6yYvpa7iek07dGQrs+2o1GXcAKC/BFFkds3kvHy1TtFrgAGvN6b3mO6EHfpFgHBfgSWl+80r9emFuFtaxN18KLTD0Or11CtUWUMWUYSom87x1E1OjVVGoTRoGNd2X0t/mQVa77d5MyMxF2+xbRB3/Dl1g+o377g0TZPdBzShrN7z8vKet+PIEDl3PFWpUop27AIYMw08vvUP/hgpXuAVRQ0Ok2hn1lBqNQOme9Pnvpa9nGbxcaoGuP5bv9nzv4aSZI4s+cc+/48jEqjotuIDtRuUXwzp72x12V1EsCRwm9doRLtwyo7t73dui3VS5dm/qmTpBmNtK0UxoRWbYrUzFg3KJifn+jv/Dkm7S6zjx3hTFIiYf4BjGveihblXUcmUw0G/rl6BaPVSoewykUunby9fQtX0+66LPLbr13lp4BjzD1xFEu+7UabjXWXLtCvdm2ah1bAS62WLbt4F6AgWVCZ5kFLOJX8AxhUpx5/XbrgDOB0SiUV/fzpU6NmkfZhtEKunNMAACAASURBVFpRKxQ8v34dZ5ISZa3swTFF8svJ47whE/iUUML/gseyKXPf6iN888JPbgtc2bAglsb85DHNb7fbebH+2yTGJDknMJQqJUEVyvD7pe89ZjjW/bCJ36eudC7SgkJA561j7smZ3Lp6m2/HziUn3YBoF2nYuR7vLXvTJbAoCjarjQ1zt7H1992IdpHuz3XkqTf6YLXYWP75Wvb8cRCFQkH30Z0YNmWAm+Q3gMVsZVDg87ILf/kaIZQNC8InwJsnX+1Jo87hxTq3yV2nceXkNTcV0PtRqVX8dGIGVRuE8c0LP7FrxUGPglL+gb6sSf69yOfxbzCp88dE7r8oW1pSKBXUbV2T7/Z/hiRJzHrxF/auOoQpx4ygENDo1Dz9zgBGflQ8DbeV5yKZtm+3R1fPTmFV+L2/e9brv2DX9WuM37IJAcc0g1KhYGjdcD7q0JmzSbe5mZlBncAgl2kScIy2Np8/VzZQKqXTkW4yyRYSRjVszMcdu/DlwX0sjTzjsvjqVCpGNWzMu/kyNvlJys6i9e/zZB8LDwpmzdBn2XTlEjtirlJar+fZ8IbUCy5caEySJDZcucSyyDMYrFb61qzFcw0a462R9+7I43DcTT7cs5ObGekoBAEJPGZQ8ijn48uhF14iy2zmcuodgry8XcpE/zUlTZmPN49lQPFOt2mc3n3ObbvOR8d3+z8t0Igr824Wv769hP1rjiBJ0HZAc16ZNZpSwfJpUIvJwqDgMW5iVwqlgua9G3Nmd5SLy6ZKraR64yrMOfplsa/rYUm+mcILdSfK2oLnR+ulZfjUgQx7r+iL1o3zcbzW7F2Pwl3gCLTaDmjBjfNxJN1IIaRyEDar3aNxWMVaofx+8Ycin8O/QVJsCuNbvUdacgZyK55Ko2JVwjziLt9iSo/PMN333mp0ahac/45yVYquiHk9PY1eyxZjFeUDivrBZVn/zIhiXcejwGC10mLBz24NjTqlirI+PqQYchBw9Cm0qVCJuU/0c6brk3Oy6bhogWyQpFYoPGZkxjZuyvvtO2Gx23l7+z/sjLmGRukYqexetTrf9OjtsSQQmXSbgauWc/+elcBPffoxN+I40ampGG1WFIKARqnk4w5deDq8frHel6TsbLZcvYLFbqdb1WpULVXa7TkX76Qw+M8Vsu6jBVFar+f5Rk348fgxNEoFFrtIg7Jl+bVvfwJ0D9fX8iCUBBSPN49lyUNOyAkcLpGF3UH7lfZl8sJxRW64S7yejNxKI9pFzu4975TIzsNmtXP9XBzXz92UVbYsKjkZORz6+wQ5GQaadG9AWB13Jb/7CSgbgKAovBZuNphZ9tkaeo/tSkCQ53pyflZ/s6FQZ0+VRsXxLaewGB2fQdzlW2j0aqo2DCP2vKtFuNZLy+C37zm1ZqZm8ec36zmy4SR+pX0ZOOEJ2g1s+a+LbpUNC2Jx9ByerfQK2ekGt8cFhYDFnOv+KtOYiiBwYsuZYvmRVAkoxcA6dVh13j0o1igUdK9avFp9UZAkiZXnIvnxxDHuGHKoWSaQqe070arCvbLR4bhY2V4Kk91GbEa6y7bD8TeZe+IYE1o5xmuDvLwJ9vYh7j7BJ5VCgVJQYHVb9h10qVwVcIhczen9JLHp6Ry4eYMapcvQsoLnkpYoSby8ab38XgWBN7dtxi6KTmVMUZIw2WxM27+bvjVrFZptyGP95YtM2bnNuY/vjx1mbONmvNW6rcvzfjl53GPGyRMqhYI6gUHMPXEMs92GOfflZ24nMn7LJpY+9a+6F5RQghuP5dho52Ht0Hq5p/wVCgU1m1Z9pMcqHRLgXCDvx261yfYIWE0W3uv1OV8M+44b5+OKfcyze8/zTMVXmDN+AQumLOO1Zu/y4/jfCpUU12jVDJ3UT/a9uR+VRkXUgUtFPqcrJ6957IfQemnRemlyfUxc3yuL0YrZaKFpjwZodGq8/b3Q6NT0H9eT3mO6AJCdnsMrTSaz7vvN3LyYwLlDl/hq9I8s+niV3OGKhTHHxD8LdjF73Hw2/ryNnEz3oEHvo6fH6M6oZUTCylYKoky5Umi9tLJOrwqlQlYZtTD61axD+fumDLQKJcE+PjzX8NHKl0uSxPSD+/h0/x4Ss7OwiiLnU5J5YcM6IhLvNSOLklTk5luTzcYf5yKdPwuCwNfde6FXqZ1jrjqVijJ6vcfxSIUgUDf43qTDlujL9Fu5lK8OHeD5DevotXwRcR5GYy+kJJNtkc/E2SUJs93uIrOdh0qh4FSiuz6MHHeNBqbs3IbZbsdst2MVRUw2GwtOnyTyvibS6LupsqqanvBSqQny8ibLYnHLalhFkRO3EkjxIKxVQgn/Fo9lhqLPi93YveIA16PiMOWYUGmUKJVK3l0yXnb2Pystm40/byNiRyRlw4IY+OYTVG9cNHU631I+KFXyTpOiXUStU2O9LysiihKpt9LYt/oIRzacZPDbT1KpTgVa9W2Kl2/BaUyrxcrHT33lVmLZ8vsuqjWqTK8XuhR41z7iw8F4+3uxcsZfZNzJwstP75jSuG/aQpLAt1TRdRsq1a1A7MV4t/0oVQokSUKpVMgqjALcjklm0aXZJMfdIfnmHcLqVsC31L2Gwo0/byMjJcsl22PKMbP66w0MevOJYvej5JESn8rrLaZgyDJiyjGj89ay+JM/mXN0uluJYsSHgzm6KYK7iemYckxodGqUKiVTlo5HEATqtqqJJOc2ahdp3DWcA+uOIQjQtHsD9D4Ff8a/nY5g1pGDzoVEIQhoFApebdaS0Y2aFFmfINtiYc2FcxxLiCfMP4ARDRq6TTDEZWQwZsM6rqbddXu9yWbj28OHWDFoKABtK4YhSgXX/O9/fX5alK/AthGjWBZ5hpj0NFqEVmBovfrMizjOb6cjXO7gFYJA45By+GkdXiKXU+/w9o6tLvu8evcuI/5azZ5RY9wyJ3KTGEVBkqQiZyf23LiOUqGA+zIPFpuNTVcuuaiUNiobQnTqHVkhMa1SiSAIBHp50aVyVbItFpqUC2VA7bo8sWKJ7LHVCgXpJhNB3g8uAldCCcXlsQwoNFo13+3/jL9mb+bUrijC6lak32s9ZevY6SkZvNLkHbJSs7CYrCgUAvvXHOGdRa8XWTdAtMvfedhtIlovrVtAkYckSpiNFlZMX4fOS4skSXy0ZlKBksxRHhoELUYr378yj5Uz/mb4B4No0LEuIZXd59gFQWDgm084bbqjT8Uwsf2HbmUivY+O+h2KPvUxbMpTHNsc4dIvotFrsNvssqO4+Qmq4Kg5B1cMdNOeuHgsmjXfbXIKi+VHo1NzJSKGZj0aFvk88zP3zYWkp2Q6g0FTjhmL0cLsV+fz5dYPXJ7rW8qHeWe/Yd+fR4g6cJHy1UPo+XxnSpUN4PaNZD57ehaiWzClZMAbfRhd8w3sNjuSKCEoBMZMf5an3xkge06ZZjPfHD6I2X5v4RQlCQQBH63GGUyIksTJWwmkGg00K1febWFJNRjov3IZaSYjRpsNtULB0sjTLOw/yDm1IUkSI/9a7VaGyM+V1DvO//fWaPi2R2/e2r4FSZKw2O0F6ld0qeKeDazg58+Udh1dto1r3ooj8XFcTr2D1W5Ho1Tio9HwXc97+i3LI8+46W2IksRdo4EIGfOuesFl0SiV5FgLLnHej59WS6OQckV6rqeMoATcPw39ctMWbLxyyeV89CoVQ+qG80Jjx3hvRT9/t5uBjmGVWXEu0q15U6lQEObvz+G4m2y7Fo2XSs1Tdeq6NcOWUMKj5LEMKO7eTuP9PtOJv5KISq3kzO7z6Ly0PPfJULdf2JUz/iYjJdM5aSCKEmaDhR9enUfbAS1k09j3U7NZVS4ejXbbXrVhGGXDgpyqlZ6QRMnp0/Hp4G9YdWu+x0xFQX0Kol3k1rXbfP3CT6g1Khp0qMtHaya57OvCkcss/2Id8VduUatZNYZ/OJjXfnieuW8uRKVWIUoiPv7efLl1arE0Fqo3rsKn66cwZ9x8bl1LQq1R0ahLfSL3ncfoQeUTHMJfoz59RvaxA2uPMnPUHJcgJT92m50y5R684/34llNumSVRlDi1KwpRFN18XLR6LT1GdaLHqE4u2//8er3sOQoKgdXfbkC03TuGJEosmLKcsHoVafWEu07E2aRE1EqFs16eh8lmY/u1qzzfqCk30tMY8ddqMkwmBEHAYrcztnEzJrW5Z3E95/gRkg05zoXIKopYRZFJ27ewb/RYBEHg1O1bpBoNBQYFflqtiwBar+o1aRwSyuboy9zKymR51FnZ3gAF8G7bopnw6dVq1gwZxrGEeM4lJ1Hez4+uVaq5NFsmZmfLlgwEQSDV4J75UikUzOn9JC9u/Au7KLqMpLq8HvBWa5BwaEks7D+oyJobnStX5cM9O922a1UqnqxZy2VbWEAAq4cMY/rBfUTcSsBfq2NMk6Y836hpgcd7rXlLNkdfJstswSLaEXCUij7u0IXJO7exK+YaBpsVpSCwOPI077XtwMhHXBIroYQ8HsuAYtrgb7lx7iZ2m0heFXXNrI1UbViZ9gNbujz36KYIeRdPs434K7cIq1u4lsFr3z/P5C7TsJitiHYRhUJArdMwfs4YDq0/gVKlLLRhMQ+z0cLCD/7waEBVv0Ndj70KTiTH+Ufuv8A3Y+by0Z9vA3BscwSfPT3LufjdjkniyMYIvjvwKauTFnD+8BW8/PTUblHdbTEtCk261mfhpdmYjWbUWjV7/jhE5L7zHp9fKiSA5z9/hm4j3Mf+7HY7P7w232MwoVQpKF+9XIG6IoWhUMpfo0KpKHKzZ1JsCrtWHJD9fBUKAZtF/rP6ecIi2YCilE7vlukAx8IX6OXt8BjZ8BeJWVkugcDCM6doXK4cXXPFlXbEXJMdSUwxGEjMziLU14+7BmOh13krK5OP9+5iUJ16rL14HqtdpE/NmjzfqAmiJLHu0gW3gEIAeteoRYhP0UtRgiDQqkJFlybQ/HSqXIVDN29guu9YJpuNJuXkMwptKlZi76ixrL98kWPxcRyIi3VmOfIW5p+f6E+O1YK/VkfL8hUcJYwiUsbLi886d+PDPTuRJIfZmVqp5LkGjWkok+WoHRjET72fZMPli8SkpxHo5Y3Vbi/QIyXY24ctw0ez8EwEB2/GEurry9gmzTBYrOy67ggmwNEXYrfZmH5wH31q1CqxPC/hX+GxCyiSb6Zw9VQMdpvrH1NTjpl1329yCyh8S8uL/9hsdryL6P1Qu0UNfjwxg5Uz/iI6IoaqDcIY9t5TVKkfRkCwPxvnbityQCGJEpt/3YFGp+bFmSPdHtd5aXl3yXi+GPa9R/2GPKxmG0c3nMSQZUTvo2PO67+5LNBiru/H/HeWMXP7h8UqHVjMVjJSMgkI9nPT58jTwGjcNRybzHXrfHS8s2gc9dvXYe13m3i50SRKlwtg8FtP0rS74xxS4lILFMqq1aIGH695u8jnK0fnYe3YsWSfy/uoUitpP6ho0yNZadmMazEFQ4Z8b4itgMzMnYRU2e31goIp6+PDjfQ0l4BBIQgMr9+AK3dTuZ3tbkxltFlZcva0M6DQe/AJESXJaRXeuFyoR4+QPCyiyIpzkay5cB6L6FCx3Bh9iZ7VavBN91580rEL7+3a7uz3UCkUeKnUvNOmaNmJojKgVh0+3bfbbXthn1KQtzdjmzRjbJNm7I+9wQ/HDhOfmUF4cFneatW2SLoTBTG4bjitK1ZiS/QVzLljo7U8lB2u3U1lyOqVmO02jDYbXmo13x09xF9DhxcobR7o5cXkNu2ZnO89fW/ndrfxXXCUQg7cjGVA7QcTqSuhhIJ47AKK7HQDSrUSZPoWMlOz3LYNmvAE34752UU/QKlSUrtFDQJD3efJPRFWpwLvLh7vtr1CzVDe/2MCX43+EYvJ6tBpkEBQgKf+NqvFxl+ztzD47X4u+hexF+NZ9ulqLh2/WuhERx6CQsCQO7lwJ8G98Q7g4tErRdoXOGzdl0z7k7WzNiFJEgqlgmffH8jT7wxwW4RLh5Ri1LSnWTrtTywmK5IoofPW0rBjXcLb1eblRpPJuutotoyJdHiNjP3yWQaM74NPgDeih8UurG4Ffjj4eZHP2RMvfz2S6IgY4qMTEW0iSpWC4LAgXp89pkiv3/r7brfm2DxUGhV1WtUgav9F2ccDK8irogqCwNT2HXlx499u2/+8cI7h9Rui9DD6m2m+9x0eUb8RXx8+4DIhoBQEmoWGOhevQC8vXmrSnN9OR2C0ee41ECUJU76eDoPVytar0Txdrz79atUhxMeXX04eJz4rk5blK/BKsxZuEyoPy7nkJNRKpZtehSAILDl7mlqBQUiSRMewKvjrdLL76BBWmQ75FEaLgyhJHIm/SXRqKlVLlaZdpTBnqaK8rx9jmxQuzTB5x1YyzPcEvAxWK7eysvjmyAG+6FI8QzGtSokiV6I7PwqEEqnuEv41HruAolKd8rKpbLVWRet+7r/0HYe24drZG6z9bjManRq71U7F2qF8+Odbj+ycajWvjt5H75hSyP39L6xZXqNTEx0RQ4vejnpoTGQsb7b9ALPRLOt/4QmfUt6ULlcKSZRQaeRLL/e7mxbEqq/Wu0h3Ayz/bC3e/l48+Yq71sLTk/vTsGNdtvy2G0OWkY5DWtO6XzOWfPwnGXcyXfxJzAYzC95bQc8XuuAT4E2L3k04/s8prPkyCGqtimY9G2EymN1cRYuLt783c0/OJHL/BWLPx1OhViiNOtcrcrnn8olrHjVP6rSqwbS/32FsvYncTXTVaFCqlIz9crjH/a67eMFtm00U+Sf6CpNbt5MV2NIqlTxR417dfmSDRpxNus3Wq1dQ5V5POR9fvu/paqv9Vuu2NAwJYfHZ01xMSSbNaPSgCOGKyWZl+7VoWpSv4PwvD1GSWBF1lkVnT5NjsdClSlXeaNmaIK8Hn0iIz8qU3W6x2/nl5An0ajUgYRclZnbr6Wai9jBkms0MW7uKmxnpWEURtUJBiI8vqwY/TWl90UoLORYLUUlJbh+dTRTZcjW62AHFwDr1+PPCObdJGhGJTpWLNqFWQgnF5bHToVCpVbw59yW0XhqniJNGpyEg2J8h+YSS8hAEgTHTh/NH3C98sOotZh/5grknv/KojJmWnMHV09cx5sjfmcoxd8JC0m6nFTrtkB+L2UrpfA2H899dhinHVORgQlAIaL20TPjlZRQKBUqVku7PdUKldr170Xppefqd/h724ookSbkNiK6lCJPBzIrp6zy+rnaLGkz89WWmrphAu6daolQq2bPqkKwluyiKXI+MBWDyonE06FgXjU6NWqfOPQfY8tsuhoaM5cS2M0U674IQBIH/1955BkZVdGH4ma0pEAgJhB5C7yBNEZRepCNdikpTsDdAPxUVERF7AVHsCIioFBGQjqBUQVoghIRAIEAgpCdb5/uxyZpl7yaBgKCZ5w/s3TZ3ktw5d84579ukXQP6TOxGs06Nrqh2JKJRFZdB22X4BZoZN3Mkrw19l/RLnloBQid46P3R3DHgNp+feyzpomahpEmvJzEzk+kdu+BnMHhs91scDtbHHic2+RLg2vp+p1sPVg+/jxmduvJlvwGsGXGfZpthp4gafN1vIN8NHIopn3x+XvRCEODDR+P5DWuZ/tsmopMukpCexneHDtB7wTekWgr/N3M5DcuF+dRxcCLJsFnJsNnIdtiZvG4NZ9O9dyPBpVg5d89O5u/fx8VMb80RLWZs3Ux0UhIZNhtWh4MMm42TKclM3bS+UO+3Ohw8supnfPXE6H260PmmcVh5HmvVGpNej7/BQKDRSIDRyJyefXz+XBSKolLsdigAOgxtQ6Va5fnx3ZWcP3WBFt2a0mdCN0rkUxNRKjQo3xqC7EwLM0d+wM5Vf2LIcf4c9tzd3PPc3QXm27f/vMerpqMg7BY7iacuumXCI3cUnJYw+ZlodGc9Ui+kUalWeQY93YfazV059aO7j7Nx4VYPYSKdTtD/sR70HN+lUGNyOpxeC2Qul875bj3UIiVR+47Tlm2jZIirriUwKIDX17zAga2RTO7yCuAy5cqteXh5wJssPPWxW7MiO9PC5sW/Ex91huqNq9GmfytM5qu7uGZnWljy1nLWfbMFodPR7f4O3P14T4/P6zG2M4tnLfdQXzWYDISFl+WDh+dxbE+M1+ea/E0F6ns0KhdGzKUkL80Cm8NBtdKlaRxWnpplyjDipyUkZ2e5l6mdp+MZ8N0CNt47xr3tH166dKG9H6oHl+G9bj15YOWyAl+r1+npV9fbgO5MWio/XVaoaXc6SbVYWHjwAA80b1mosVxOnZBQ2lQJZ9upOPddudaWP4BEsvJYFGNu+bvoVUrJixvX88MRl7OnQafjta2b+ahHbzpUy1/sbkXUES8ZdJvTyZrj0R4dML6YvWsH209rC9iZ9XoG1NM28iuIB1q0om/demyJO4GfwUDHiBqUKKSGhkJxNRS7HQqA6H2xfDV1MXs3HMRpd1KnRY18g4nC8O4Dc12y0dk2MlOzsGRZWTTjJzYu2lbge3WFkLu+HCklc5/+W9TG144JQECQPyY/I70f7MKMVf9j9u6Z/G/hE+5gQkrJywNmkZGS6ZHyMPoZCSlf2qMeI+VCKgd+iyQx3rtoUG/QU6GGdhFbREPf3TBSSn5ftotnu7/K422fZ+mHq7DbtAtKhcDLbvzAlsOanS3WbCuLZy0HICH2HCOrP8SHj3zOoteX8s74jxlb/3GSE68s0AFXh8nTHaaycMZSTkefJT7qDN+88j3P3TXdY66Cw0rz7m/TqHtrLXQ6gcGop0W3Jpw7magZTABYMiwc3Ja/AunElrd6Vf77Gwzc06iJW+gpzWrF4rB73PNKXDLYP0Rqd9Ycu3iRrSfjuJSlXUQK0KVGTWpqeFFAji260YhZr2dquw6anhWHzp/HqJHDz3bY2R5/0uf3SilZdjSS7t9+SYtPZvPgz8s4nuT5Ozi7R28ebnkblUoGEeIfQOOwMPQai7k9R7EyL1tPxvHjkcNk2+3u57Ptdh5Z9TPZ+dSPgG+RLKeU+bbc5rLw4H6fjqJ1Q8vy2K23F+JTtClfoiSDc2pZVDChuN4Uux2Ko7uP81T7qVizLEgJSQmXmNr/DZ6cN4GOQ9sW/AEaZKVnsWXJdi/jq+xMC4tmLqXjMNfn/rXpEPOe/ZaTkfGUr1aO+6YNpXXvFrQffDvrvv1NsytDCOGzwPL0sQT3HdDQyf358NHPPDofzP4m2vRrRbf7O1C9SbhP340TB0+Sdind67gl08pHj33B/GlLGD39Ho7vP8HqzzZgNBuxWmy07NaU5xY85uFcOvGd+3l1yNsetQPmABMPvHmvz/mb+8zXrJy71j326H2xPu/qAkoGEFjq77x0zP44fnp/leYOj3RKlry1nFt7NuOrqd+ReiHV3XKZlZ6N1WLj00nzC+3Lksvu1fs4GXnaQ0zLmmXl6K5oDvwWSeM7/76jjGgUzgd/vIbVYkOv1zH78S+wZfvuvjH5m6hQPf/OgurBZVg8cCivbtnEvnMJlDL7MTZHsyCX2ORLmr832XY7Ry4kehy7mJnJ6OU/Ep10EYNOh9XhYFyzljxx2+2aP4dXO3bh/mU/YHU4cEiJPsc46/Hb2lAuMJA7q1bT7EqwO504pVNzATYIQXgpz50SKSVbT8axPCqSoxcucizpgntnY21MNNtOxbF82EgiSgcDYNTrmdjyVia2dHVqRV28QL/vvsVx2WJt1Ou9RLV+jDykWXiqE4Jtp066u2O06BhRg1+PH/PYMdIJQdsq4YXSrPAVTOiE4Ot+A3PqPxSKm59iF1DMmzLfK8dvybQy98mv6DCkzVWZSaUnZ/rcZUg+5yq4+3P9AV7s87p7oY3ZH8f0Ye/w1GcTeeCtezm6+zhnY8+TnZlTVClcLaD+JfyQUpJ83jsFUKpskHu8Xe9rT+Lpiyx6fSk6vcBuddB+aBsemzPOp616Lk6nROTTYJdyIY33H/4UnU6HzWJ3b+HvXrOP2Y99wROfPOh+7W29mjNtxRS+mvod8VEJVGtQhfumDaVhG+0iuPMnE1kxe41HWsCSacXkZ8Rg1Hu0VpoDzIx8aZBbUCv1YhpPtnuRjBTfuW67zcG8yfOJ3HHMS7/BYXOw9ccdVxxQHN5+zC00lhebxU7k9mM0vrM+UkoObTtCQux5ajWrTrUGrh2aIzuj820RNhj1dBnZzufzudQvW84tea1F7TIhmr/L/gaDVyvkw6tWEHkh0UOX4rO9e6gbGkqPWnUu/whaVarMT0OGM3fPLqIuXqBxWHmGN2zC6bRUDHqdZo7+l2NHeX7DOndL5OUY9XoPDxIpJZPXreGXY1FuLYW8SCDLbuejndt5s+td2nMQEsqIRk349sBf7kXbz2BgaMPG1Ast6/HafBOOBWwzvHhnB/5MOEOaxUKm3UaA0Yi/wcirHTvn/8Yc2leLYOWxo17pmbohoYWWUVcobgaKXUARtVt7qzk1KZ305AwPj4iCiD0Qx/4tkQSFlsQcaPaq6NfpBI3bNQDg08nfeD1vybTyyTNf037w7Xy8dxZ71x/gxMFTrrZWoGzlEFr1uIVVn23g02e+8Whd9QswM+zZ/u7HQghGPD+QgU/25lxcIiEVggudxoloVBX/En6ai2QuDpsTx2WXXWu2jXXzt/DIR2PdHigXTl/EbnPw9GcTqVy7YoHfvX9LZI7a6GWmYNk2mrSvT9LZZE4fO0uZ8qUZ/vwAj3qOOU9+mW8wkUvswZM+A8X8DJmcTidL3lrBj+/9QnpyBg3b1uXBt+6lbOUQ/ALMmlbkZSuX4dL5FJ7p+BLnT7pkqZ0OJ826NOaFxU9SvVFVovfGaqZoylcP44Xvnrhq75G8NC1fgTohoRxKPO/WktDhKpS8O09tw7n0dPadTfASucqy25i3d49mQAGuxfqtnIV82dFIBi5Z6O4WAZjbsy+tq7jccv86d5anL/PZyP1pmA0GSvv58UbnAGuaVAAAIABJREFU7h4pkr1nE1h5LKrAdtU9BRh1PXdHexqHVWD6bxs5l5GB1e7gZEoKiZkZHl0l/erWcwlBXabd4HA63echpWTRoQPM2b2TpKxMGpUL49m27WgcVp4No0az8thRDieep05IKL1q1y2058eUNnfy+6mTZNisZNvtmPR6jDodMzoX3oFWobgZKHYBRUjFYLfuQl70Bj3+JbT70y/H6XQyc9QHbFu6E+mUrgBA4mH0pTfoMAeYuW+aSzb65OF4zc9KOnMJm8WGyc9E8y5N3MJNeen9YFey0rNZMP0H7FY7BqOBIZP7uv02AA79fpTFs5aREHOOJu0aMHhS30IHFDqdjhe+f4opXaf5bHP0hcPuwJptQ+gE74yfy4YFWzH5GbFb7dS/vTbPfvs4a7/ezPr5W9Ab9fQc15nuYzq6dxlKhZbUXOz1Bj21W9Rg/BujNL/30O9H2bBga6HGGBZelnJVQ9m1eq+Xr4ot28reDQe4pWMjr/d98NA81n6z2S32tefXv3j09ud497dp7qAvFyFcP/82/Vvx8oC3iD+W4NGl8ufa/SyetZxBz/Rl0+LfPVJTRj8jt3RoyPSVzxXqfAqDyNkun7ltC0uPRGJ1OmgXXo0X7+zocdebarFoGlgBJGf7rqXIJS45mWfX/+q1bT/u56VsH/MgJUwmPt+7G8tlz0tcBYef9enPbZWqeP0ObIiNKbB2AfBKk1xOhtXKS5vXk5ztCpYdSDafiGHw94tYN/J+t/Jl+/AIetSszcpjR7HYHRhz1FDf7dbTvePywc4/mLtnl3uHZcfpeIb98B0/DL6HuqFlGVi/YYHjBVdh6g+HD3EuI4O2VcPpXL0G60fdz+JDB/kz4Qw1y4RwT6PGBSqJplospFkslC9R4ooUPBWK60WxCyiG/28A7zw4F0veWoMAE70ndNV0GtVi/fzf+H3Zrr9VJXOCiDLlS1PjlmqcjTlPwzvqMezZ/kinZNlHqwko6e+xrZ9LQFAAxgI6DYQQDHmmLwOf6EXqxTT+2nSIL15YxJcvfkdopRBu7dmMtV9vco/n1JHTrPt2C3P2vKFpAKZFwzZ1CatWlpORpwt+cR7KR4QRUNKfxbOWsem7bdgsNnctyYHfIhnb4AksmRZ3oDIn8iv2rN3Pi9+7VCybdW6Myd9EZprn4mUw6rlrTCcAzp44z/xpS9i38SAhFYIZMrkfa77YWLDEOK40yaiXBlPvttqMiJiI0+G5sDnsTj589HM+O/iOx/HkxBTWfLXJy7jNmmXj57lreXPjS0wf9i7n41z1CBVrVuD5757A6XCyd/1+r5ZXS5aVXz5dx/D/DWDG6ud5f+KnnDh0CqPZyF2jOzJ+lrfqaVEJNJl4pUNnXunge+s9IjgYo857h8io0xXY3QDw05HDmhLeAlgXc5x+desRn5rqs80ViWZAGWg0YtDpvISq8uJvMLjrJXyxIuoIWTa7x06UXUouZGayOe6Eu5ZCCMEbXbozvFET5h/4i3PpabSsWJlmFVy7bFk2m0cwkUu23c77O/5gdk/vlnMtfos7wYMrl2HP8U5ZevQwdUJCWXD34EKJX4HLJXbS2tVsOBGDTggCjSamte9E91q1AZdD7K4z8ZTxD6Bt1XCPnSOF4npS7AKKTsPv4NL5FL55eTFOhxOnU3LXmE75CgldzspP12rKPmemZTFu5kgyU7P4/q3lPN7meZITU9Ab9JoXVL8AM0OneCtI+kJv0BO5/RhvjpntDh4ST13g549/9Xid3eYgMzWLr19azKQvHy7UZ2ekZHA6+qzP541mo6s2w+bAYXO4/UgemzMOgKUfrvLy1bBbHV7qo5ZMCztX7SV6byw1b4lAb9Dz5oap/K/XDFIupLlqUSQ8/flEqtSpxPmTiUxoNonMtCycDifnTiTy2j3veRRmXo4QAonEaDLSacQd3NqzmauOxEd64+TheBwOh4fZWfzRM5jM3tbyDruDIzuiefSjcXwR+R7nTyYidDrK5ihbpialubYrNMidn4Zt6vLJX29hs9rQG/RX5YuSH1JKIi8kkmmz0ahcWL5eEAadjukdO/P02tVYHS7pbLNeTyk/Pya0yH+xBki3WjQDCpvTSZrV9TfSpko4hxPPe3l6WB0O6pfVDnh716nL+zv/0HxOACVMJqa17+whmKVFdFKSZtrE5nRwIkeTIxe708nb27exJ+EMmTYbu86c4eM9u/isT3/KBgRoFlhK4MB53383l3/+42tWegQlmTYbkRcSWXhwP/c1bVaoz3l41Qq2x59yp7Ky7XaeWruKsBIlWHY0ku8OHUCv0yEQ+BsNLLh7MDXLaCuvKhTXkmIXUAAMfKIXfR/qRlJCMqXKBl2xoqLNh0eGEIJtS3eyaMZPWLKt7mKuy++KDSYDJrORwZP6MvgZT9EoKSXH/owh/VIGdVrVJDDIc+H87LkFPg2x8uK6Uz7g9dmZqZn4Bfp5uaTqjQafhZkGo54Zq/5H+YhyLH5zOZHbo6harzJDnunjNt/KTC14e9w9DqeTg1uPUPMWl4ZGeP0qfHP8I47vO0F2Rja1W9Z06zkseO1HstKzPHYjLJkW7FabV9EmuIShjGYj0uHEZrGxccFWjmw/xrtbp1GyTAlNPYyAkv5ei3r5iHJeXTvgMgYLb/D3IlauqmdxX1CZklSqWZ64y1JceoOe1n0970ALKpa9GmIuJTF6+Y9cyMxEl9MhNKNTV3rV9q0M2aNWHaqUKs3ne/dwOi2VtlXCGdWkKaX9fPtH5NIxogaLDh3wqj2wOhx8vncPvWvX4d4mt7Do0H6c2dnuHQd/g5GxzZr7lMGuHFSKGZ268tz6ta7OE6cDq8PlpilxmV0tOLSfu2rV1mxDzaVhuXIEGI1e4zPqdNTNU5h5KiWFN37fwvb4U+4x5lrEP/TLCtaPul8zcALcXSYFEXkhUdMbJdtuZ+nRyEIFFKfTUtmRJ5jI+xnTtmwk6uJFV+CW83ymzcrYFT+xcdSYqyo4VyiuhGIZUIDrYh4WXrbgF2rQecSdxB065bWwG/2MLHlrRb51CP4l/Hjko7F0HNbWa1FPiDnHlO6vknQ2Gb1Oh91mZ+zMEfR7+C6P1xSW0nm0KbYs+YPZj39BSmIqeqOB3hO6MnbGcPcY/ALMtOjelN2r93os0iZ/E8Om9KNJe1dx6SMfaPtY3NKpkbumxIPcFSAPeqOe4PKeuW8hhDvAyMtfmw5rtoQazSZ0eoHD4akOqtMJD8XRrPRs4qPO8NP7vzDoqT589dJijy4fc4CJfo/e5XWxDa0UQqsezdj5y16P9lCj2egVBF7OM188xDOdX8ZudWCz2PALMFMiOJDRrw7L931FxeF0MvzHxZzPyPCY8knr1lA7JJTaPkypwCWW9U63Hlf8na0rV6FdeDV+PR7tJbR1Oi2VV7ds4s2ud7Fy2Cg+2r2DTbExBPv7M/aWFvTI2aL3Rb+69ekYUZ21x6N5bsNaAA+fi4PnzvFz1FH65yP8dFfN2rz1xzasDoc7IDDpdFQrHUzrHOfSuXt28u7237E6tLUqrQ47ccnJDKjXwK1VkYufwcAjt7YuYJZcGHU6nw0j5kL6a5xLT8ek13vt9kggKumiV0eMBC5kZHL04gWPAEqhuB6o5NpV0HN8F2o2jXAXcRrNRswBZsa8NhxnPjlfcC2cJj+TVzAhpWRK91dJiDlHdno2GamZWLKszJsyn4Nb/zaQKl+tcBcFv0Cze+Hbu+EAb9z3IRfPXMJuc2DJtLBizhrmPPmlx3ue/mwCVepVwr+EH/4l/TD7m2jeuTFDJvcr8PvGvzGSwFJ/14Po9AKTnxGT2bPSXQhXMNe6t7c1txZlq2hv1TocDl5eOslLKlwr+LBm29iwYCsDnuxFrwe7YPIzusW+uoxsx6ip2u2Xz85/lG73t8fkb0Kn11G1XiWmr3yWiIZV8x1znZY1+eLI+wx7tj8dhrZh7MzhfHb4XYLDCqdIebVsP32KdKvNa9GyORwsOLj/unynEIL3u/fSfM7udPJLtEvBtWxgIC+168im+8by05Dh9Kxdp1B3zEFmP8oEBGimbTLtNn4+lr8ImNlg4Kchw+lduy6BRiNBZjODGzRi4YAhCCE4dvEi7+34A4uPYCIXnU7HS+07MaJRU/wNBvRCR6WSQXzQvRctK+afdsmlTkgoZTT0OQIMRu5pVDgn35plQjR3OYw67XZdcP2MtLQuHE4nCWlpZFivrBBbofBFsd2hKAoms5G3Nr/Mzl/28uf6A4RWDKZzjnbAR49+lu977XYHzbs09joetSeGS2eTve7wrVlWln60moZtXXbDo1+7h9dHvu+xO+ISQypHwvFzbtnvwZP60n6IS2Hvm1e+99pNsWRaWTVvA2Neuwf/Eq6LXKnQIObufZPI7VGcjT1P9SbV3PoJuTgcDpZ9uJoVc9aQlWGhTd+WjJw6iArVw5h38B3eGjObPWv3I3QCp1NS85ZqnI9LJDMtGymdhFYK4aUfn8HkV7iWuqFT+nP4jyiPXQWj2UiLrk2IOxyPXq/HRv427eCSHdfpdDz45r2MfHEQ504kUq5qqGYnzKHfjzJ/2vecjDxN9SbVeGvTy1RrUOWKUmMhFYIZ+eKgQr/+WpCcpd3265CSCxkuSXS708nmuFjiU1NoUDaM5hUqFnkrPD/xpmy7nSWHDxa6A0ILf4NRUwvCVUtR8M8kNCAgp8XVW69i5bGj2AqwaA8wmmhQthw6IXjujnZMbnMH2Tn24lcyd0IIPunVj+E/fp9Tr+JESuhRqzZ98klJ5SXIbGZ885bM+3O3uxZDl+ObMrxRE+bu2eUVPOiFoMFltSoroo7w8uYNZNpsOJxOKpQsid3hJDQwkPHNWha4e6RQaKECiqtEr9fTuncLWvf2zIs3aFOXA78dxm71vEjp9DoMJgOPzRmnuYilX0p3m5XlRUpIPv933r9t/1t55ouHmTdlPmdPnCekQjCjXhpMj7GdSYy/yMUzSVStV5mAkn/fCZ2J1k6T6Aw6ks+nugMKcF306reuQ/3WdYjccYxJXV7m+L44KlQPY9RLg1k3f0tOh4trgf/l03X8sWI38w6+Q9yhU+zfEumqd8g5/eN7Y2nSvgHj3xyF0WSgUq0KV3QRbtapEQ9/MJqPn/wKh8OJw+bg1h7NmPTVQ8x9+msvLQgtzAFmek/4260xMCiA6o3DNV+7a80+Xr57ljttlXjqAnvXH+D1Nc/7FOcqDOfiEpn79FfsWvMXZn8TPcZ1YsQLg67aS0SL5hUrYnd6L44BBiMdIqqTkJbG4CWLSM7Oxu50oNfpqF+2HF/3G4Cf4erHIYSgXXgEm+JiNXU9pm5aT5rVyv2FqBHIVffM+zvSomIlzAYD6TbPoNjPYOCeht7B+ZUg85HHNup0mA0G5vbq6xE06XW6QmtMXE7d0LL8Pno8m+JiuZiZSatKla+4YPLxW28nonQZPv1zF0lZmdxeJZwnbrud0IAA1sfGEJOURKbdhlGnQ6/T8WbX7h51JjtPxzNl3RqP4tCTKa5rzJn0NJ5Zu4rY5CQeaunboE6h0EL4knX+N9CiRQu5e/fuGz0MD1KT0pjafxZRu49jMBqwZVup06omzbo0pvPwO33KKmekZDC4wniPfD24cvxjZgyn/yPe+e38jIccDgdL3/+Fn95fxYXTSZrqjP4l/FiS+Lnmonbo96NM7vqK506InxGH3eGVVjAHmBkz4x62r9jDn+u8t9aNfka+jv6Q0IraHhCFwW6zkxBzjlKhQW7hp5/nrmXu0195d9wIl+w4CJCSNv1bMfnrRwrVTXFf3Uc5HZXgdbxOy5p8uGNGge/PzrTw2bPfsubLjVizbDRp34D7pg3hhd6vk5aU7lbrNPkZuaVTI15d8WzBJ38FzNy2hW/+2ufOpfsZDFQPDuaHQfcwevmP7Dgd77Hom/V6xt7SgqduvzrZ+VzOpKVy93cLuJCVqRlUBJnM7B4/0WcL44XMTF7atJ61MdFIoEO1CF5p35mwEi6huUPnzzFq6RJsTtddvd3p4KGWt/Jwq8LVL/gi8kIiAxYv0EwJTG5zB8MbNf1XeWBYHQ5WR0exOe4EYYElGNygIdUuKxq9f9kPbI47ke/n+BkM7Bw74YrPXQixR0pZuP5XxX8OtUNxjQkqU5J3Nr/CmeNnSTqbTESjql6dGloElgpkzOv38PlzC90+I+YAE+WrlaP76I6a78nvTv+d8XPZ9N3vXjLjufgFmBn+wkCfd8ifTv7GK01izbah1QhiybRwYEskF057G4YBGE0Gks+luAOK5MQUlry9gl2r9lGmQjCDnupNs87532kajAaq1KnkcazT8LZ8/fJirNk2dxeI0WygWoMqjHppCElnk2lwe23C6/s2JsuLw+7gzDHvYALg+F8nCny/lJIp3aYRtTvG3SGyd/0Bdw1MXulva7aNvRsOEnf4VKHHVxgm3X4HLSpW4pv9+0i3WOhVuy49atUm8kIiOy8LJsBla/595MEiBxQVSwax6b4xNP9ktqa0tsVhJzk7m9AA778Fu9PJoO8Xcjot1V04uSE2hgPnv2VB/8F8e/AvDpw7S+/a9WhYrhxmg4HbKlXRtFq/UuqFlqVdeDXWHI/2OG7Q6TielPSvCibApe3Rp049+tSp5/M1p1IKNsRznf9FmpSvcC2Hp/iPowKK60TFGuWpWKP8Fb3n7kd7UuuW6iz7cBXJiam06d+K7qM74h9YOAXPXBLjL7JhwVavtkchBHqjnrDwstzz3N10GeXbM+L4X3HaT2hsaBlMeirWDCO4fGlOR5/1EnVyOiVV6roEgpITUxjf5GnSk9KxWe3E7I/jwG+RjJs5nL4PaXsy+MK/hD8f7pjBnCe+ZOcvf6I36uk47A7GvTGiUEHc5ej0OvxL+mu2wJYKzV+18K9Nh5g+7B2vtlQpJTar3bv7BTAY9MQeOEmVupWwZFnxCzAXuZ5BCEGniBp0iqiBzeHgxU3reX3bFow6nVcXRi6+2iGvFD+DkZplQjhw3jvFZtDpKOXDl2JjbAwXMjM8xuGQkpTsbO5a8BVOKbE5new9m4BRr2fRgCHXJJjIJS452euY3elkRdQRXmrfiQCjkcgLiczYupm9CWco7efPuGYtGNm46T/eiml1ODiceB4/g4E6IaFX9f3NK1YiLiXZ5+8DuAp5r+UcK4oHKqC4yUhLSid63wnOHD/L6WMJrnz72L+VDh0OB7EHTmI0G6lat5LmBSVmfxwmP6NXQCGlpGGbusxaPxWrxcaSt1ew9uvN6HSC7mM60euBLm610NCKZYiP8vZJEDqBEMJDF8JgNND7wW7oDTo2LtpKZkqWO8Xi6n65Bykh7vApVn663h1M5GLJtPDppPl0va8D/oF+nD+ZyF+bD1MyuATNuzbOV6+hXJVQpi55upCz6yJ6XywbF23D6XBy58DW1Lu1luvchODux3vx/ZvLL2stNTNkku9W0YTYczzfa4bPeg7plAid8AoqnE4ne9bt5+3xH2PNshJcPpiJ79zHHQOuTe565rYtLDsaidXh0OwMAFedQI+a164A74nb2jDxl+UeKQR/g4Gxt7TwqRdx/FKSZsrh8p0OW4665NRN6/lh8D3XbMyJmdp+MEIIUi3ZnE1PY9D3C91aFhk2GzO3bSEhPY3Jbe68ZuMoiHUx0Tz962qcUuKQkrDAQOb16a9pEy+l5MfIw3y0ewcXMjNoHFaeKW3upGG5MB5ueRuroqPItNk001MmvZ5WlSpTsWTQP3Faiv8QKqDIQUpJ5PYoEuOTqN2iOhUi8reQvh7sWLmH14a/6041XDidxOzHv8RutdNnYnf+XLef14a/hzXbinRIQioG8/LSSV5b5uUjymlaoesNrtZHp9PJ5C6vcGxPjLv4cN6Ub9n5y16mr3zWZTT2wkDeeWCu18Lac3xnYvbHcWjrEYROEFIxmGe+eJiyVULYtXofbfu34sTBeC6dS6Zc1VAGP9OXo7uiGVh2NDqDzmVApnFjZMmycl+tR2jRvSmbFm1DZ9CjEwKDycDMtS9Qs6m3RsXV8O2rS1g44ydsFhtSwoo5a+g9oRsPzHJ5hox4YQCZKRn8PHcdeoMOp1My4Ime9NOoYcnl54/Xegls5cVoNrjy/nl+JkaTgYCS/mxcuM09xxfiLzJz1AcElgooMAWkxaWsLJYePczJlBSalq/AggN/ka0RSORKgwQYjZQNCOTJ1m2u+Lt80b5aBG916c70rZs5m55OCaOJB5q35MEWrXy+p2aZMvgZDGTYCvbuANh3NgGnlIWyBi8MLSpWZG3Mca/FNdBoolxgCSatXe3lRZJlt/Plvj+Z2OLWf8QRNDb5Eo+uXukReMWlJDPsh8VsGz3eqzZl7p5dfLDzD3dQ9vupkwxZssjtO7Js6Aje/mMrO07HY9LpSba4OoTsTid3Vq3m08FVocgPVZQJJJ29xDOdXyHx5AWEENhtdtoPbcNT8yZcc1nk/Bjf5CliD5z0Oh4UWpI5e95gdL3HPRZ4IVwW5gtOfux1F6/1WeYAMx/vnUVCzDmmDXrLy13UL9DM62teoMHtLofJnz74ha9e/A671Y7QCfo81J3R04eh1+tJTUrDmmUlpGIZ7DY7k7u+SvSfMWSlZ2PyM6LT6Xhl+WQSYs4x54kvNaXKC0tIxWAWnPy4yD+LM8fPMq7Rk16eKuYAE+9ufdUjaMlKz+LimUuE5jiL5scrg97itx+2+3w+sFQAU5c8xbxnFxC9NxadXsftfVuyfcVuTX+X+rfX4b2tr17RuR06f45hPy7G7nCS7bBrqkPmYtTpGN6oKU3Kl6d7jVr5SnMXBavDgVGnK3Bb3u500nX+F5xOTXWrVBqEwOGjA8PfYOTghEeuWbrheNJF+n33LZm2vzU8/PR6ZnbuTu86denyzRccv5Tk9b4SJhML7x7sZQd/PXh962Y+3/enV3oq0Gjiox69uTO8mvuYxW6n+SezvUSuBNClek0+7uW922Z3OjmVmkJpsx/BGloZhUUVZRZvbrodCiFEd+A9QA/Mk1K+fr2/c/qwdzkddcaje2Hz4j+wZtlIPp9CyTIl6DOxG007XH0vfWE4c1y7vTMjOZOVn6zFeVmnhpQus6pdq/dxe5+W7uOxB08Sr1FcGNGwCpVrVWDt15s1rcptVjuHth1xBxT9H+lBnwndSE5MpWSZEh4FnEFl/q4pWDVvA1G7o907K7mL5PSh7xAQFFCkYAJcHilHdhyjfmttK+3Csv3nPZrHbRY7vy/b5RFQ+Jfwp3Ltwl1Ym3RowM5VezULYOu2qsnTn08kvH4VPtrZGGu2Fb1Bz8WES+xYqT2eM/l4qvji8TW/kJ5HoMhXMAGuNswX23W44u+4UkyFVH806HQsGTSMVzZvZM3xY0igU0QNygYEsPjwQY+7crNez+D6Da9p7UKNMiFM69CZyevWYHc60QlXWq9EjihbjeAyxFxK0hQMK8gR9FpxLj1ds9ZFIknK8kzZnElP0yyelsBBjfoWcP0MCishrlD44qYKKIQQeuAjoAsQD+wSQiyXUh6+Xt+ZnJhC5PYor1ZIS6aFzYu3uf2kdq7ay8gXBzJkUsGqkVdLherlOHHwlNfxwFL+pCSmanqIOBwOLp31LCr7btZSL1MrgGN/xpAQe46QCsGYA0xeXRwms5EyFTwvKnqDnpAK+V9o8jqd5sVqsZF91rvg7UoRQpBdCP+SgjAYDZoLkS7H/+Nq6TqqHd/PWs7FhEvutIY5wEzbAbcy5atHPF6bK+gVHFbKw4wsL9WbaGtk+OJ8RjqnUguu3NcJgVmv59m2votxbxRl/AN4t3tPj2NWh4PEzAw2xMZg0uuxOpzcER7OlLbXtm4h1WLh+Y3r3LsjDinJstt56JcVbLp3DBNa3sqWkye8JLe71ahFiEbXyvWgXbXqrI057rXr4HA6aVHRs/upbEAgDh+FtlULsHtXKIrCzSa93QqIllLGSCmtwCIgf+OEIpKdYfG5lZ43G2TJtPD1S4u93DOvJWNeG445wLNNzS/AzMgXB9Gsc2O31PflY2x4h2eL2OFtUZqf77A7OR2VQIdhbTQXM71RT5v+vnPdvjCYtONS6ZRENNRuiQwKLYnRr3CLuNPhpH7rohcOtr27leYWuk6vo92gq9cz8C/hz+zdM+kzsRth4WUJr1+ZcW+MYNIXD/l8j9FkZMSLA73SKeYAE/dPG3pF368XOs26FICwwBK0C4+galAputesxU9DhtPwH9iivxaY9Ho+6tGHdSNH8373XqwZcS+f9Op3zVM0q6OjNOdPSsnyo0doElaeOT36UCWoFHqhw89gYHD9hrzeqav3m64TPWrVJiI4GL885+5vMDK0YWMqB5XyeG0Jk4kB9Rp4vNb1egOPtFJiVYrrx021QwFUAvLeoscDBXsoF4Gw8LIEhZQkMV5bQyEvBpOBg9uOeKQXriW39WrO5K8f5dNJ35AQe44y5YMZ+eJAeo7vgtPh5Ls3lrlMyXIKKf0CzbS9+1bC63l6CWiJWOWSlZFNyeASzFz7AtMGv03qxTSklIRUCGbqD89ccYsqQI9xnYneG+uV2ggKKcmjs8fxZLsXsWRZ3V0O5gATT306gR/e+ZmjeVIlJn8TZj8jNpuD7PRs9AY9BqOeJz+dcMWOsFqUKR/MU59N4K3Rs9EZ9CAlToeTie/df8UtvpcTFFKSCW/fx4S37yv0ewY+2ZugkJJ8O/0HkhIuUaNJNcbPGkXdVrWu6LtDAgKoV7YsB86f8ygs9DMYGNm4KRNbXtc/oetOpaAgKgVdv46DVIsFm4bCqMXhIDnblRpsVy2CTfeOIcNmw89g8CnQdb0w6fUsHjiUBQf/YkXUUQKNRkY0bkr3Gtq/K1PbdcTPYGDBwf04nE7K+Acw9c4OtK6Svw+NQlEUbqqiTCHEIKCblHJszuORQCsp5SN5XjMeGA9QtWrV5nFxPvQSroDapJxsAAAIAklEQVS9Gw7wYt+Z2K127DYHOr3Ooy0yF/+Sfry28jm3r8b1REsF05JlYfnsNWxYsBWTv4leD3Sh0/A7vHZYpnSfxp5fvRUrDUY9b2582V0jIaXk1NEz6HTiiiWx8+J0Opk56gO326jeqEdv0DNr/VRqNo3gxKFTfPPK9xzbE0OlWuUZ/vxAGrapi9ViY+XcX1nz5SZ0Oh13jelIt/s7sGPln/yxYjelywXRfXQnqtatVPAgroDUi2n8sWI3ToeT23o1v+6mXf8Ep1JSGLxkIelWa04dgI7mFSoyr0//QtcyFFd8qWUGGIx83vduWlUqnPnXzYjN4SDLbqOkqegaJ4VBFWUWb262gKI18JKUslvO42cBpJSamsfXUno7IeYcy+es4Uz0WSrWCGP5nDVYs/7OVwoBoZVDmB87+x/t/Lgadqzcw7TBb3vZqAeHlWJh/FyfufuicvyvExzYEkmpskHc3rcFZv/r306n+Bubw8HmuFjOpKXROKw8TcLK/+PCS/9Wpqxbw4qoo2Tl1CgEGIzcER7O7B591BxeASqgKN7cbAGFAYgCOgGngV3APVLKQ1qvv55eHis/Xcucx79Eb9QjnZKg0JLMWPU/L/nnmxEpJR8/+SU/z12L0Al0ej16vY7Xf32BOi1q3OjhKRQ3HVJK1sUc5/vIgzicTu6u24C7atW+ZloXxQUVUBRvbqqAAkAI0QN4F1fb6OdSyum+Xnu9zcFy2xUDgvyp07Lmv+5O5czxs+zbeIiSwYHc2rNZoS3DFQqF4mpQAUXx5qYLKK6Em9FtVKFQKIorKqAo3tzcxQAKhUKhUCj+FaiAQqFQKBQKRZFRAYVCoVAoFIoiowIKhUKhUCgURUYFFAqFQqFQKIqMCigUCoVCoVAUGRVQKBQKhUKhKDL/ah0KIUQiUBQzj1DgwjUazr8VNQdqDkDNAag5gKLPQbiUsuy1Gozi38W/OqAoKkKI3cVdhEXNgZoDUHMAag5AzYGiaKiUh0KhUCgUiiKjAgqFQqFQKBRFprgHFJ/c6AHcBKg5UHMAag5AzQGoOVAUgWJdQ6FQKBQKheLaUNx3KBQKhUKhUFwDim1AIYToLoQ4KoSIFkJMudHj+ScQQlQRQmwUQkQKIQ4JIR7LOV5GCLFWCHEs59/gGz3W64kQQi+E2CuE+DnncbE6fwAhRGkhxBIhxJGc34fWxW0ehBBP5PwdHBRCLBRC+P3X50AI8bkQ4rwQ4mCeYz7PWQjxbM418qgQotuNGbXi30KxDCiEEHrgI+AuoD4wTAhR/8aO6h/BDjwlpawH3AY8lHPeU4D1UspawPqcx/9lHgMi8zwubucP8B6wWkpZF2iCaz6KzTwIISoBjwItpJQNAT0wlP/+HHwJdL/smOY551wbhgINct4zO+faqVBoUiwDCqAVEC2ljJFSWoFFQN8bPKbrjpQyQUr5Z87/03AtIpVwnftXOS/7Cuh3Y0Z4/RFCVAZ6AvPyHC425w8ghAgC7gQ+A5BSWqWUyRSzeQAMgL8QwgAEAGf4j8+BlHILkHTZYV/n3BdYJKW0SCljgWhc106FQpPiGlBUAk7leRyfc6zYIISoBtwC7ADCpJQJ4Ao6gHI3bmTXnXeBSYAzz7HidP4A1YFE4Iuc1M88IUQgxWgepJSngTeBk0ACkCKl/JViNAd58HXOxf46qbgyimtAITSOFZt2FyFECeAH4HEpZeqNHs8/hRCiF3BeSrnnRo/lBmMAmgFzpJS3ABn897b28yWnTqAvEAFUBAKFECNu7KhuOor1dVJx5RTXgCIeqJLncWVc253/eYQQRlzBxLdSyh9zDp8TQlTIeb4CcP5Gje860wboI4Q4gSvN1VEIMZ/ic/65xAPxUsodOY+X4AowitM8dAZipZSJUkob8CNwO8VrDnLxdc7F9jqpuDqKa0CxC6glhIgQQphwFR4tv8Fjuu4IIQSuvHmklPLtPE8tB+7N+f+9wLJ/emz/BFLKZ6WUlaWU1XD9zDdIKUdQTM4/FynlWeCUEKJOzqFOwGGK1zycBG4TQgTk/F10wlVTVJzmIBdf57wcGCqEMAshIoBawM4bMD7Fv4RiK2wlhOiBK5+uBz6XUk6/wUO67ggh2gK/AQf4u4bgOVx1FIuBqrgutIOklJcXbv2nEEK0B56WUvYSQoRQ/M6/Ka7CVBMQA9yP6waj2MyDEOJlYAiu7qe9wFigBP/hORBCLATa43IVPQdMBZbi45yFEP8DRuOao8ellKtuwLAV/xKKbUChUCgUCoXi2lFcUx4KhUKhUCiuISqgUCgUCoVCUWRUQKFQKBQKhaLIqIBCoVAoFApFkVEBhUKhUCgUiiKjAgqF4gaR4/4aK4Qok/M4OOdx+I0em0KhUFwpKqBQKG4QUspTwBzg9ZxDrwOfSCnjbtyoFAqF4upQOhQKxQ0kRwp9D/A5MA64JccBV6FQKP5VGG70ABSK4oyU0iaEeAZYDXRVwYRCofi3olIeCsWN5y5cFtoNb/RAFAqF4mpRAYVCcQPJ8dToAtwGPJHr+qhQKBT/NlRAoVDcIHJcLufgMl06CcwC3ryxo1IoFIqrQwUUCsWNYxxwUkq5NufxbKCuEKLdDRyTQqFQXBWqy0OhUCgUCkWRUTsUCoVCoVAoiowKKBQKhUKhUBQZFVAoFAqFQqEoMiqgUCgUCoVCUWRUQKFQKBQKhaLIqIBCoVAoFApFkVEBhUKhUCgUiiKjAgqFQqFQKBRF5v8zglhT301ahgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -319,17 +291,18 @@ } ], "source": [ - "show d1tst:2 10#20?100.\n", - "plt[`:scatter][;;`c pykw r1`clt]. d1;\n", - "plt[`:scatter][;;`c pykw`r]. d1tst;\n", - "plt[`:show][];" + "/ generate testing data\n", + "d1tst:2 100#42+200?20.\n", + "\n", + "/ plot compared to training clusters\n", + ".util.plotTrainTest[d1;d1tst;\"Dataset 1 - Train and Test\";r1`clt]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Predicted clusters can then be generated as shown below." + "Clusters can then be predicted for the testing set using the previously fitted k-means model contained within `r1`." ] }, { @@ -337,16 +310,9 @@ "execution_count": 6, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 0 1 2 0 1 2 1 0 0\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -356,20 +322,22 @@ } ], "source": [ - "show r1pred:.ml.clust.kmeans.predict[d1tst;r1]\n", - "plt[`:scatter][;;`c pykw r1[`clt],r1pred]. d1,'d1tst;\n", - "plt[`:show][];" + "/ predict new clusters\n", + "r1pred:.ml.clust.kmeans.predict[d1tst;r1]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d1,'d1tst;\"Training and testing sets fit with k-means\";r1[`clt],r1pred]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Update K-Means model with new data\n", + "### Update model\n", "\n", - "If a user is required to update their model each time that new points are added, they can do so using `.ml.clust.kmeans.update[data;cfg]` which takes the same `data` and `cfg` parameters as the predict method.\n", + "We can also update our k-means model produced by the training set to include the testing points. \n", "\n", - "Below we update our k-means model with the new testing data." + "This is demonstrated in the plot below where new clusters have been plotted, with updated centres in green." ] }, { @@ -377,19 +345,9 @@ "execution_count": 7, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "reppts| (35.61045 21.47952;78.9965 54.34237;29.26379 74.9155)\r\n", - "clt | 0 1 1 1 1 1 2 0 2 0 2 1 1 2 0 1 1 1 2 0 1 0 2 1 0 2 0 1 1 0 0 1 1 0 2..\r\n", - "data | (17.81929 66.90388 72.43899 99.98528 76.75971 72.38224 18.36728 50.61..\r\n", - "inputs| `df`k`iter`kpp!(`e2dist;3;10;1b)\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -399,9 +357,11 @@ } ], "source": [ - "show r1upd:.ml.clust.kmeans.update[d1tst;r1]\n", - "plt[`:scatter][;;`c pykw r1upd`clt]. r1upd`data;\n", - "plt[`:show][];" + "/ update fitted k-means model\n", + "r1upd:.ml.clust.kmeans.update[d1tst;r1]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotKMeans[r1upd`data;r1;r1upd;\"Updated k-means clusters\"]" ] }, { @@ -436,21 +396,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Fit DBSCAN to data\n", - "\n", - "To fit the DBSCAN algorithm to data, the function `.ml.clust.dbscan.fit[data;df;minpts;eps]` must be called where:\n", - "- `data` represents the points being analyzed in matrix format, where each column is an individual data point\n", - "- `df` is the distance function as a symbol: ``` `e2dist`edist`mdist```\n", - "- `minpts` is the minimum number of points required in a given neighborhood to define a cluster\n", - "- `eps` is the epsilon radius, the distance from each point within which points are defined as being in the same cluster\n", - "\n", - "The function returns a dictionary with data, input variables, cluster table required for predict/update methods and the cluster each data point belongs to. Any outliers in the data will return a negative value as their cluster.\n", + "### Fit DBSCAN\n", "\n", - "**Example**\n", + "Below we show how DBSCAN can be used to cluster data points in odd shapes, such as a crescent moons - generated using the sklearn [make_moons](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_moons.html) function.\n", "\n", - "Below shows how DBSCAN can be used to cluster data in odd shapes, such a crescent moons.\n", - "\n", - "Distance-based models would struggle to correctly classify datasets like the one below as clusters are in close proximity and so points could easily be included in the wrong cluster." + "Distance-based models would struggle to correctly classify datasets like the one below as clusters are in close proximity which means points could easily be included in the wrong cluster. Density based models like DBSCAN are able to distinguish between the clusters given that points in each are densely packed." ] }, { @@ -460,7 +410,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -470,18 +420,18 @@ } ], "source": [ + "/ generate dataset\n", "d2:flip moons[`n_samples pykw 1000;`noise pykw 0.05]0\n", - "plt[`:scatter]. d2;\n", - "plt[`:show][];" + "\n", + "/ plot data points\n", + ".util.plotDataset[d2;\"Dataset 2\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Density based models like DBSCAN are able to distinguish between the clusters given that points in each are densely packed.\n", - "\n", - "Euclidean squared distances have been used for this example, with a minimum of `5` points required per cluster and a neighbourhood radius of `0.04`." + "In this example we used Euclidean squared distances with a minimum of `5` points required per cluster and a neighbourhood radius of `0.04`." ] }, { @@ -491,40 +441,36 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for DBSCAN: 00:00:00.020\r\n" - ] } ], "source": [ - "start:.z.t\n", - "r2:.ml.clust.dbscan.fit[d2;`e2dist;5;.04]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r2`clt]. d2;\n", - "plt[`:show][];\n", - "-1\"Time taken for DBSCAN: \",end;" + "df:`e2dist / distance functions\n", + "minpts:5 / minimum points per cluster\n", + "nbhrad:.04 / neighbourhood radius\n", + "\n", + "/ fit dbscan to data\n", + "r2:.ml.clust.dbscan.fit[d2;df;minpts;nbhrad]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d2;\"Data points fit with DBSCAN\";r2`clt]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Predict clusters using fitted DBSCAN model\n", + "### Predict on new data\n", "\n", - "Users can make predictions based on a previously fitted DBSCAN model using the function `.ml.clust.dbscan.predict[data;cfg]` which takes in new data points and the config dictionary returned from the fit function above.\n", + "Given the fitted model above, we can now generate a new set of data points and predict whether they will belong to the two clusters above or if they will be defined as an outlier by the algorithm.\n", "\n", - "Similarly to the example used for K-Means above, to demonstrate the DBSCAN predict functionality, we generate 10 random data points below." + "We start by generating 10 data points and plotting them in red against our original dataset." ] }, { @@ -532,17 +478,9 @@ "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.799616 0.400143 -0.5335447 1.700981 1.424601 1.230637 0.7720531 0.1..\r\n", - "0.8484177 -0.4483083 -0.1252883 0.9041704 -0.1323369 0.5519073 -0.2811027 0.8..\r\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -552,17 +490,18 @@ } ], "source": [ - "show d2tst:(-1+10?3.;-.5+10?1.5)\n", - "plt[`:scatter][;;`c pykw r2`clt]. d2;\n", - "plt[`:scatter][;;`c pykw`r]. d2tst;\n", - "plt[`:show][];" + "/ generate testing data\n", + "d2tst:(-1+10?3.;-.5+10?1.5)\n", + "\n", + "/ plot compared to training clusters\n", + ".util.plotTrainTest[d2;d2tst;\"Dataset 2 - Train and Test\";r2`clt]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Clusters can then be predicted using the below." + "Clusters can then be predicted using the previously fitted model `r2`." ] }, { @@ -570,16 +509,9 @@ "execution_count": 11, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1 1 -1 -1 1 -1 1 0 -1 1\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -589,25 +521,27 @@ } ], "source": [ - "show r2pred:.ml.clust.dbscan.predict[d2tst;r2]\n", - "plt[`:scatter][;;`c pykw r2[`clt],r2pred]. d2,'d2tst;\n", - "plt[`:show][];" + "/ predict new clusters\n", + "r2pred:.ml.clust.dbscan.predict[d2tst;r2]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d2,'d2tst;\"Training and testing sets fit with DBSCAN\";r2[`clt],r2pred]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We see that a couple of the points have are represented in the current clusters, while the rest are marked as outliers." + "We see that a couple of the points are represented in the current clusters, while the rest are marked as outliers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Update DBSCAN model with new data\n", + "### Update model\n", "\n", - "We can now update the clusters using `.ml.clust.dbscan.update[data;cfg]` passing in our testing data and config returned from fitting of the training set. An updated version of the config will then be returned with the updated clusters." + "We can now update the clusters using `.ml.clust.dbscan.update` which will return an updated model including the new data points." ] }, { @@ -615,19 +549,9 @@ "execution_count": 12, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (0.9512481 2.017359 0.5190915 1.01929 -0.2896308 0.02238918 -0.776948..\r\n", - "inputs| `df`minpts`eps!(`e2dist;5;0.04)\r\n", - "clt | 0 1 1 1 0 1 0 1 0 1 1 0 0 0 0 1 1 0 1 0 1 1 1 1 0 1 1 0 0 1 0 0 0 1 1..\r\n", - "t | +`nbhood`cluster`corepoint!((54 63 70 102 108 111 147 149 163 186 189..\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -637,9 +561,11 @@ } ], "source": [ - "show r2upd:.ml.clust.dbscan.update[d2tst;r2]\n", - "plt[`:scatter][;;`c pykw r2upd`clt]. r2upd`data;\n", - "plt[`:show][];" + "/ update fitted dbscan model\n", + "r2upd:.ml.clust.dbscan.update[d2tst;r2]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[r2upd`data;\"Updated DBSCAN clusters\";r2upd`clt]" ] }, { @@ -661,7 +587,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The affinity propagation works by grouping data based on the similarity between points. It then finds *k* exemplars which best represent the points in each cluster.\n", + "Affinity propagation works by grouping data together based on the similarity between points. It then finds *k* exemplars which best represent the points in each cluster.\n", "\n", "Similarly to DBSCAN, the algorithm does not require the user to input the number of clusters and will determine the optimum solution by exchanging real-valued messages between points until a high-valued set of exemplars are produced.\n", "\n", @@ -676,20 +602,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Fit AP to data\n", - "\n", - "We can apply the AP algorithm to our data using `.ml.clust.ap.fit[data;df;dmp;diag]` where:\n", - "- `data` represents the points being analyzed in matrix format, where each column is an individual datapoint\n", - "- `df` is the distance function as a symbol: `nege2dist` is recommended for this algorithm.\n", - "- `dmp` is the damping coefficient to be applied to the availability and responsibility matrices\n", - "- `diag` is the preference function for the diagonal of the similarity matrix (e.g. `min` `med` `max` etc.)\n", - "- `iter` is a dictionary containing the max allowed iterations and the max iterations without a change in clusters, with default values ``` `maxrun`maxmatch!200 50```. To use the defaults, pass in `(::)`.\n", - "\n", - "As with the other algorithms above, the function returns a configuration dictionary with data, input variables and the cluster each data point belongs to, along with a list of exemplar points required for the predict method.\n", - "\n", - "**Example**\n", + "### Fit Affinity Propagation\n", "\n", - "In the example below we create clusters using the `sklearn` samples library. There are 1000 points contained in the dataset and the random seed has been set so that results can be replicated." + "In the example below we create clusters from 1000 points using the sklearn [make_blobs](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html#sklearn.datasets.make_blobs) function." ] }, { @@ -699,7 +614,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -709,16 +624,18 @@ } ], "source": [ + "/ generate dataset\n", "d3:flip blobs[`n_samples pykw 1000;`random_state pykw 500]0\n", - "plt[`:scatter]. d3;\n", - "plt[`:show][];" + "\n", + "/ plot data points\n", + ".util.plotDataset[d3;\"Dataset 3\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Below we demonstrate using the fit function to cluster the above dataset. In the example, `0.8` is passed as the damping coefficient, while `min` is used to calculate the diagonal of the similarity matrix." + "Below we demonstrate using the fit function how to cluster the above dataset. In the example, `0.8` is passed as the damping coefficient, while `min` is used to calculate the diagonal of the similarity matrix." ] }, { @@ -726,48 +643,37 @@ "execution_count": 14, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (4.581358 2.328265 -8.427182 4.06791 2.317179 4.374969 4.272911 4...\r\n", - "inputs | `df`dmp`diag`iter!(`nege2dist;0.8;min;`run`maxrun`maxmatch!0 200 15)\r\n", - "clt | 0 1 2 0 1 1 0 0 2 1 1 0 0 0 2 2 2 2 2 2 2 1 1 0 1 1 2 2 0 2 2 1 2 ..\r\n", - "exemplars| 73 368 729 73 368 368 73 73 729 368 368 73 73 73 729 729 729 729 7..\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for Affinity Propagation: 00:00:02.605\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show r3:.ml.clust.ap.fit[d3;`nege2dist;.8;min;(::)]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r3`clt]. d3;\n", - "plt[`:show][];\n", - "-1\"Time taken for Affinity Propagation: \",end;" + "df:`nege2dist / distance function\n", + "dmp:.8 / damping coefficient\n", + "diag:min / diagonal function\n", + "iter:(::) / iteration dictionary\n", + "\n", + "/ fit ap to data\n", + "r3:.ml.clust.ap.fit[d3;df;dmp;diag;iter]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d3;\"Data points fit with Affinity Propagation\";r3`clt]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can then demostrate how well the clusters have been selected by using the Davies Bouldin index, where the index has a minimum score of 0, with lower values indicating better clustering." + "We can then demostrate how well the clusters have been selected by using the [Davies Bouldin](https://en.wikipedia.org/wiki/Davies%E2%80%93Bouldin_index) index function contained in the toolkit. \n", + "\n", + "The index takes in the dataset and resulting clusters and will return a floating point value with a minimum score of 0. Lower values indicate better clustering." ] }, { @@ -778,7 +684,7 @@ { "data": { "text/plain": [ - "0.2374849\r\n" + "0.2374849\n" ] }, "execution_count": 15, @@ -794,9 +700,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Predict clusters using fitted AP model\n", + "### Predict on new data\n", + "\n", + "Similarly to the other algorithms, Affinity Propagation also has a predict method that allows us to predict which cluster new data points should belong to.\n", "\n", - "Below we create a testing set with 10 random data points and predict clusters for each of the testing points using `.ml.clust.ap.predict`." + "We demonstrate this below by generating 10 random data points and plotting their predicted clusters based on the previously fitted model `r3`." ] }, { @@ -804,17 +712,9 @@ "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.2757825 4.023994 4.548925 7.409551 -5.829171 -5.221999 0.7561366 -6.683..\r\n", - "-8.857318 -1.280937 -11.73287 -3.908849 2.712459 -8.633746 -6.248374 -8.197..\r\n" - ] - }, { "data": { - "image/png": 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", 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tmPQ0zj1L32dHTXW76tebmC44wzC63MC8fK6ZNr3Z66nS2NSxRMjx+TM6/+7aWobmF1DaJAlppuZuXM+wwkIEd4+hhl1wtirVsShPf/YJlx90iPua43DXkoUpW0Cp+D0elmzdwmljxrWrfr2FCUCGYWSNs8dN4M5F76Wc1OzzeDh3wsQWj99VW8t1r7zAkq1b9qoez372KS+vXkXCdurXKjUUTiT4cNtWSAag19au5qMd2zPKsA3udPSSUM5e1bE3MAHIMIys8f621IHDKxanjxnLqtJShhQUEGyQcLSOqvKl/zzBmtLdjbq82iPmOMRayBHnFWFMn5L6r/+7dk3GM90sEYqCIaYOHkLCcfjfhnXsqKnh4AEDmdiv/17Vu6cxAcgwjKywubKSxVs2p2xD2OrwyurVvLpmDZYI982cxcEDBzUqs2zHdjZWVqQMPkK6paLtK5dQZeZ4tzX25rq1vL1+XQZHuVO+9ysu5p9nzWRTZQUXPfkY1bFo/Tqlo4eP5C+nn9ViV2Rvsm/cpWEYWW9rdVX9zLimFKhNxKmJx6iKRbni2aeojEQAWFdWynmPPcy5jz2UthXSWlAZ36eEb009PMMONHfaeMRO8MqqlVzz8vOURTIbaxKUgwYMZGhBId966Xl21tZQE48TSSSIJBLM+3w9D360NMNa9HymBWQYRlYYV1KSMuN0KpXRKAff9Rfy/X5qYjEyG/pPTYBTxozlw+3bMz7GUaVvTg5XzPtf/QLaTCRUeXHVSsb37cvq0t3NpomHEwkeWf4RVxx8aMbn7MlMC8gwjKxQEAhy1SFTM9oork7VXgYfcFtHf1r4HnM2ZNaNFvR6OWPseHJ9fjZVtX2b7XAizh/mz0s73TyaSLCztqZda5h6GtMCMgyjS6wtK+V378xh4eZNFAVDfO3QqZy83xieWfEpW6uqmDJ4CNdOm86YPn24a8kiyiJhhhcWsWzH9ja1Mtor08f91EFD+PXxJ+GxLHyW1Wqqn1SiaVp6FrC5qpJj7vknuX4/Pzn6OGZO2L/N5+8ppD35lbLN1KlTdfHixd1dDcMw0thUWcHpD99PTSxW/6APeDzYjoPX4yGSSJDj8zGisIjHz7+YXL8fR5WqaJRrX36BJdu2ZE0+tWH5Bcza/0CeXfEJ68rL9/p8dRMfPCI4qo0CYdDr5R9nnMPRI0bu9XW6kogsUdWprZUzLSDDMDrd3xcvJBKPN3q41rUCEsnWTW08ztqyUv75/mLy/H7uXPQeNbE4+QE//XNz+by8fK+72zrCxqpK7lz4HokU64Paw2NZzBw/kWdWfNos4WokkeDPC9/rcQEoUyYAGYbRIcrCYdaXlzG0oJB+ubmN3nt/29aM1uZEbZsHPlpKJBGv35+nPBKhPDnjLVt0VPAB6BMK8a3DpvPS6pXNcuABbKpqPaFqT5WVAUhEhgH3AwMBB7hLVe/o3loZhpGKo8rP336DJz5Zjt/jIWbbnDx6LL8/6dT6adX7FRWzYtfOjMZZKqKRfWIAHtzM2lcdPIVB+fkIzbNjWyIcNGBgN9Ssa2TrLLgEcIOqTgSmA98Skd47EmcYPdi/3l/MU59+TNS2qYrFiNo2r69ZzW/nzakv8/Wp0wg0md2WajOCoNebUfAJeDwEmizW9ImQkyJDQjbrn5vLxQdOxu/x8J3pRzaaASi434/rp8/ovgp2sqwMQKq6VVXfT/67CvgUGNK9tTIMI5V/f7Ck2XbWETvBYx9/VB9MJvUfwF9OP4sBuXl4LQu/x8PJo8dQEgqR6/MT8HgIeb0cMXQY/XNaz5EWtW2iTbqr4qpE7Y6bLdcVu/VsqKjgvMcfpjYe58pDpnDriacyvqQvxcEgx40cxRMXXML4kr5EEnGe+GQ533n1Rf7f/Hlsbsf072yUlV1wDYnISOAQoPmOUYZhdLuKJtsS1InaNnHbJuD1UhWN8tBHH1IWrsVveQDliKHDuePUM3lr/Vq2V1dz0ICBDMzL5811a/jV3LfbNfU63dbb7XHBxAN5/NPlHXa+dDZVVnDv0iWcM2F/Th87jjPGjW/0fmU0ynmPP8S2qmpqE3F8lod/L13Cv846lyOGNd+XqCfJ6gAkInnAU8D1qlrZ5L3ZwGyA4cN79g/BMHqyQwcN4t1NG5u9PqqouL7b7TuvvsS8jRvcJJ/Jlsvv3pnD8MIiThk9lnc2buBbLz/P7tpaHFUm9O3H5ooKSqPNJx9kmq9tbw0pyG+9UAeI2jZ/ePcd7ly4gKJgkN+deEqjWW93LVnIpsrK+iwRcccm7sA3XnqOd6+cTSjDLSqyUVZ2wQGIiA83+Dykqk83fV9V71LVqao6tV+/fl1fQcMwAPjJ0ceR4/PhSW7aZokQ8nq5+QsnAu4WCfM2bmiWZiecSPD3JQtZW1bK7OefYUtVldtqchw+27UTp5t3rP77kkVder2InWBbTTVXv/gsa0p317/+0qqVKVMUVUajHHffv9lZU9OV1exQWRmAxN1+8G7gU1W9rbvrYxhGehP79eeFS77ErIkHMKFvP84cO56nLryUw4cOA6A0XIsvTXbn7dXV/GrOW83GkOKOQ0WaqdddNT+uaZ32llcyi6gx2+aepe/Xfx30pZ9YUVpbw81z397bqnWbbO2CmwF8CVgmInWpYX+sqi91Y50Mw0hjZFExvz3xlJTvjSgsItWQvleEfL+fuRs2pDyut03EznSPIluVDRVuhoV15WUMyMlllexKOb5lA/9du7ojq9mlsjIAqeo8umYSimEYrdhcWcktc99mzob1BLweLjxgEtcffmSzadXpBLxefnjUMfx67tv1rQrBfdAu37mjE2ueXTIdu/JZFtOHDOOZzz7hx2++Tty2W5xc4ZGs7MjKSFYGIMMwskNFJMI5jz1IeTiCg1KbiHPv0vf5dOdO7p05K+PzXDbpIIYXFPK3JQtZtn0bkUSiQ2es9QSZ3m3ccVi2Yzt3LnovbdLSOn6Ph7PGT9j7ynWTnhs6DcPodE98spzaWBynweMzatss3LKJz3btbNO5jh4xkj+cdCoJx9nngk+e38/YBlt4t+btDeuwWhkzEmB0UTE3zjhmL2vXfUwAMgwjraXbthJJsbjTI8KK3bvafL5Vu3en3fW0NX6Pp93HdicL4adHH8emysxzusVsO2VeuIYCXi/XTZ9BQSCwt1XsNiYAGYaR1riSvgRSPPQddScetNXwoqJWu5VSGZiby0uXfpk3v3wlRcFgm4/vTl7L4kdvvNamWXVey0JaaQGpKtuqq/a2et3KBKBeSGNLcEqvxNlxPE7Zt9H4iu6uktFDXXLgZHxNApDPshjbpw+T+w9o8/lGFRUzoEmm7ExEbYdRRcUMzi/gqkOmEGzDrqndLebYbd5GwiMWfzjp1Po0RalYYjG5hycqNQGol9HIW2jpVyA2D5xNEH0N3X0hGl/W3VUzeqB+ubk8dv7FHDxgIJYIPsvi1DHjuP/c81v9hJ7OEUPbnrmkMhqpT80z+9DDOH7kfgQ8HnJ9vlbHSnoaS4Rfn3ASZ46bwIKvXs1vTjiZfjk5eBvMdhNgVHFRj8+U3XM+RhitUlW06ldAwwV8CoTRyt8iJQ91U82Mnmxi3348fdFlRBMJPJaFN82i0kydPHosL6xa0aYdTnN9PnbV1jCssAifx8Odp5/FuvIyPtu1k1yfj2+++By1XbBtd1fwWRbjS/oCkOPzMXPC/vTLyeWKZ5+qL6PAmtJSXly1kjOb5I7rSUwLqDfRMNhbU78X7/ykikbvFvB69zr4ABw3chQHt/GTe8x2OPnB+7j8mSepjsUAtzvvtDHj+P38eb0m+IA7y/Cf7y9u9NqfFr7bbOZg1La5Ze5bzXZR7UlMAOpNJACSJjGhp0/X1sUw0rBE+NqUw/BZ6We0hbzeRivRI3aCqJ1gwaZN/OiNVwG3xf+rOW/ycSctZvWK1W2r4V9Y+Rn3f/hB/defpLnH3eFwfUDuiUwA6kVEPBC6FGg6SygEObO7o0qGkVKe34/fk/rxY4nwqy+cyH7FzT80xRyb19esYd6G9Rx59z+4Z+kHKc7QMSxL6OhJ3xZwzPCRaScW1LFV+c28/9Xnw+uXm5eynN/jIdRCrrhsZwJQLyP5N0BoJhAAyQVCkHslknNxd1fNMOodMnAwef7U61fGl/TlrHETKE+bjFS56vn/sL22c7NAx2ybjuzY84jw+5NP466zZjK8sKjV8j6Ph/c2u9tcXHPY4Y12SwW3lfjlyQd3SLdod+m5Ne9lNP4Jzu6LcLZNwNl+CE7lb1Fte9NaxItV+Euk/7tIyRPIgPew8q9r94wlw+gMlgj/Puc8+oRC5Ph8+CwLS4Qzxo7juYu/iM/j4chhw0nVCRZ3HOKtLNLMNj6xePnSyzl73AT8Hk99stEWqTsJAeC8iQfwnekzyPP7CXm9BL1eLjlwMjcccVQn17xzSU8ewKozdepUXbx4cesFs5QmNqK7zwKtbfBqEALHYhX/udvqZRidLW7bvLluLf9du5rSSJjxJX25dNJBDC0oZGNFBWc/+gC18Thxx6kPRZk8sfrl5LCztrb1gh0g5PVy2OAhfLR9O+UpNtADCHg8xGwbj1icNHo0r69Z3Wp27OJgiAVfvbpRCydm2+ysraEkFCLozd6uNxFZoqpTWytnWkBZQGvuhWatnQhE30btLd1RJcPoElWxKDfPfZuXVq/krfXruPuDJZzy4L0s2LSRYYWFvHzZ5Zw2ZhyWCJZYGSf07KrgA+6+QT855gtccfChactEbRsFEurw6upVzRb31vGIkOfzUxQMcu/MWc261/weD0PyC7I6+LSFCUDZIPExpOptFj8k1nV5dQyjq9y5cAE7aqrr09TEHYdwIsH3Xn8FVaV/bh7vbtqIo4qt2dvttrGykpNGj8koV51D6s3ufJbFL447gTtPP4sFV13NpHZkmuhpTADKBr4DSLkmWGPgHdXl1TGMrvLa2lUpx3N2h2vZUl3Fsu3bqI1n/zTjzyvKmdi3H2ePm9BsskCmPGJx2OChHDNiZNoWUm9jAlAWkJyvpFi/E4DAcYhncLfUyTC6QihNV1I0kWD17t3u2E8PmEAjyfGc3514Cn84+TSOHTGSSf0H4GlD3b2Wxeqy3Z1VxaxkAlAWEO9QpM/D4DsUsEDyIOdLSNH/a1ZWVdHIKzilX8HZ/UW09glUM09pYhjZ5EuTD07ZYlDgmy89h9/j6RFbIz+0/CPsZLA8bcw47jlnFo+ffzFBT+atoYQ6jE6x9qk3MwEoS4hvf6ySR7EGfoY14H2sgh8gKbIaaOVP0PIbIfYOxBeilTejZV9Fs7h/3DDSuWzSQZwwanTK9yKJBH9Z9B4XHTC5i2vVdmvKSrl9wfz6r7dWVXHD6y8TT/F3WRIKkefzNQqsAY+HQwcOZlwyB9y+wgSgHkKdWpzImxB+Dgg3eCcM8Q8hNre7qmYY7eaxLK6ffmTaVtAnO3d0y9YLFuC3LIYVFDK0oICiYLDFlpijyr1L30dVqY7FOPOR+3lp1Upiyb2PBOgTDPGX087i3auu5skLL2XakKFYIoS8Xs7f/0D+edbMrri1rGKyYWc5VUWr/wg19+LOn0kxIKu1aHQeEji2466bWI+GnwRnNxI4DgInIGJ+XYyO1z83DyfNmpj9ivswOD8fj0iXbuOdHwhwwxFH8cXJBwPw4srP+PYrL7Z4TG08TtS2ufblFyhrksVBgdJImG3VVXgti/65uVx84GQuOXAyx43cr0fvaro3svaJIiKnAncAHuBfqvrbbq5St9Da+6DmPhpvsdCUH6zM95tvjRN+BSp+gDs1PIFGXgbvROhzX8puQcPYG3l+PxcdMInHP1lev+cPQNDr5drDj2BsnxJ+Oect7C7MeF0RjfKbef9jV00N3z78CH4x561WjxmYm8e1r7zA2xvSL534zbz/YVnCb+fNxWu5bSpbldtOOo1Tx47rsPr3FFmZCUFEPMBK4CRgE7AIuERVP0lVPpszIagqWnM31PwTtBw8o5GCm5DAjIyOd3YcBU5r2X6DSL/XEM/eb06lGkV3TAdtkmdLQkj+TUjOhXt9DWPfEU0kmLdxA9GEzYxhwylMs512wnG4/b353Pfh+4QTCYYVFPKzY4/nuJGjeNsxCJ8AACAASURBVGjZh/xqzlv13Vl1jh8xivmbNxK3bWxVvJZFohtT9HhEsERaTBNkAVaKega9XuZc8TX65uR0ci27RqaZELK1BTQNWK2qawFE5FHgHCBlAMpmbvfZfdSP29ir0bJvQJ97EX/6ldP1nNZyRnmg4JYOCT6AO56Uqrdbw2j4+foApBqG8Ito/EPwjkZCMxGr9QSLxr5j4aaNfOW5p+sDhyXCz449nksnHdSsrNey+N6RR3HDETOI2TaB5LhPTSzGLXPfbhZ8AOZ8vp5LJx1Enj/A6tLdzBg2nF/P+x/RFGW7gq3aajehA5CijACvrF5Z3+W3r8jWADQE2Njg603A4Q0LiMhsYDbA8OFt3+IXQJ0aNPwUROeAZxCS80XE13G7C6pGGgefehG0+k9In3tbP4lvYjIopGND5Y04/ilY3o5YMxQgbbYtCQGg9m5093nJ4BgGgmj1ndDnEcQ3tgPqYPR0tfE4X3zmyUaf9G1V/u/tN5gyaDDj+/ZLeZyI1AcfgI+2b8NnWSk7oBOqPPDRUryWRdDrZe7n67N+zZBHJOV4V8JxGnU/7iuydRZcqt+iRj81Vb1LVaeq6tR+/VL/MrdEnUp099lQ9QeIzYHwE+juC3DCr7a3zs3ZO9O/l1id0Skk/8e4+/u09IeVgPJrM66WagzVNJ8SfZPcdUjN3wBnK07pFWj59cluwbrAGgGtQit+mHEdjN7tkWUfpewOc1T5y6L3Mj5PYTDYYqtCcdP3VMVihBMJou18iJeEQu3OYNAWXstKma7HY1kcP2q/Tr9+tsnWALQJGNbg66FAh2bl1Jp7wd7OnsF9x/135U0dt7DT00Jg9I5JXS+1Uae6fptd8R+ClDwKgRNACtKfL7EMp/ZJ1KlufD57B5oMhBr/FGfXLHT7ZHT7QTjl38eJvY9GXkMTG9zriQWFt4HkAP7kfwIoJFZAbD7EFwBNA5hC4hPU6dw9WoyeYdmObWnfW11alvF5Jvbtx4A0m7Gl0t4R7apYjB8ddSxFacaoMnXYoCEEPJ60OeEcVQbn5xPyuuuABDeb9hUHHZJyA77eLlu74BYBY0VkFLAZuBi4tEOvEHmVlFOasSGxCnz77/UlRIJo7hXJKdQNu+GCSN51jcqqOm43Vu09oFGwitG8H2DlnIP49keK/4qGX0ArvpvmagqVP3EXqvpnQOhCqLodnPWAotIPtLJBPWIQeQ4iz6GSCxpHA8dCzpeh/OugDu4suLo/k0w+WQrIvpHDymjZpAEDeW7lZynfO7B//4zPIyLcc855XPzUY2yrrm79gHZSVc4aN4FLDpzMr+a8yQMffdjmYDYwN5eHZl1IbTzG/I0bufaVF5q1AuOOw5aqKu6beT7Pr/gMyxLOGT+RQwftmym3sjIAqWpCRK4BXsWdhv1vVf24Qy9iFTT/EA+gCZD8DruM5F2PWgVQ/S/QMvCOQfJ/jPgPaXzZ6j9BzT3UBwhnJ1T+FLXykeDxbhnfwbg/snTBIPnLHpvbfGGqbk9RXusu7v4/Ogeic2k+ZpUJL/hnILJ3nyCN3uHC/Q/k1nfmNJsRZolw3eFHtulcwwuLeOcrs7ln6fvc9t471MY7NvWUAFMHD6EwGERVuXrK4fQJ5XDXkkXUJhII7g6uy3dsJ+akn+AwrqQfXsuiIBDk1DHpx0IdVaYNGcq0IUM79D56oqwMQACq+hLwUmedX3K/jFZ8AtrwYWu5AcI7LO1xbb6OCJJ7FeRelbaMatxt+aScrHAHEjwep/Y5qLyJzu01bWmtUVMW7mcDAAGrDxT8uhPqZPRE+YEAD5x7AVc997S7F44qHsviT6eewZCCFrqS0xARrjxkCqePGcdx9/2LWIrxJUsEv2Xh9XiojcVxMmzDKFARjfDSqhXcOn8u26urcRSmDh7MH085ncJAkCc/Wc7K3btaDEDzN31OOB4nlNzF9LiRo3hz3dpGkw48Ihw3MrMM92+vX8efF77L5spKDho4kO8ecRTje1mqnqxcB9RW7VkHpKpo1e+h9v5kJmoHrAFIn3sRz6DOqWjD6zsVEHkRtXeAdyxU3EjqLkEP9HsTdp4MRDu9XhmTXKAAdDfun7APvGPd75+V282VM7JF3LZZvGUzCXU4bPCQDtlI7fGPl/Gzt98A3NaEO65SwLTBQ7ji4EMpDAa5Ze7bvLZmdcbdaMlRzkY8IowoLKIgEOCz3bsymqX29zPO5uTRbutna1UV5z3+EFWxGLXxODk+H/l+P/+56DIG5qXvZdlaVcVP3nqd/21YXx+8BAj5fDxxwSVMTDODMJtkug5onw1AddTe6U5ztvqBb3KXTOPU+DK09HJQG7fVE8INPqk+XQkEzoLY601aa52hrlXTtIvD774uydaXBMEzGuLv07g70A85F2EV/LST62ns67ZWVfHa2lUkHOWk/UYzvLD5GrSTHvg3a8oyn/CQSiA5mSDTtUWT+w3gl8efyOrS3YzuU8LY4j68vGYVK3btZHzffpwxdlyLQXj5ju1c/OSj1KYIdoLbqrr77PPadS9dyQSgbqKJNWBvA99ExGo+q0VV0Z0ngLOpyTseUgcgSB8Y2sEaCs4u3N7XCO6vdRwIuOt8Cn7mdvWpA0Td1/zToPAOJPEJ4EW9E2DHIaTexbUAa0B2/CyMnqcmFqMqFqV/bh7WXnwYfGv9Wq5+4dkWsxJkoj3ZFQS3y9ArFgf2H8C9M2eR588shdVZjzzAxzvTZz4pDoZYMvubbapPd+jpmRB6HHUq0LKvQ/wTEC9oDM25DMn/YeNWlb0BnFSbTrX0CcuhfoJBI17c4JRI836Tsp7RUHgrRP4DiQ1u/jgtc1tW/qlIzqWI1QcNHAmRl8ApA//h4Jvq3oN/SvJmY2ja6+17i+mMvVcTi/HjN1/j1TWrEYSCQICbv3AiJ41OvVyhJZXRKNe89PxeBx9wPzC2NRGqJo+Lqc2H27Zyy9y3+c0JJ7d6XCQR59NdLawdBAbmZT4lvSfI1nVAPYqqorsvTXZJRZKzymJQ+6j7sG/EIv1qBS8tLzgF8OG2hoIQvACCpwKFIANwu8qaCiXLe8BeBaXnuONesbcg8iRE34TYYkDrW2xiFSM5lyF51yD+w5p1S4r4wTclRV097nolw2ija195gVfXrCZm20TtBDtra7ju1Rf5cNvWNp/rjbVr2tx6Cng8BDwevNaeR2LI6+Xo4Xu3PbaN8synmWUQ81qeFndQDXm9XDNtervrko1MAOoAWnmz+3BvJozW3LOnnL0dDb/otpCaCUBwFm7ASE/yroPcb0HR3yD6ittSoSw5zVppHhTCuK2rKHtaSQ0/GSoQg5p/oZE3Wrx2o3oU3uwujJW6+uaA1RfJvzHjcxgGuOM58zd+3izfWzSR4B9LFrX5fFE7kXZ7h4Y8IpQEQ4wqKuY702fw9uVXcfGBkygOBikOBjltzDhuO/k0LjlgMn7LQ8jrxWe1/ZEZc2xaGupQVV5cuYLzn3gEr2WlfCj7PR5unHEMp43pXRmzTRfcXlKnEsKPpS+Q+Byn4pfgGweVv6FxIGgoCpGnaXkttw/Jm40ATsUvQKto3OW1F2NEGna3fiDhLoi1t4HvACT/e4jvwGbFxTsK+r2Jhp+FxCrENwlCZyDScgBtdllV0AqQoFlDtI/aVl2F3+NpNtCvwPqK1pLxNnfsiFH8Qt9stVzI6+OPp57BUcNHAG434NJt29xWWCLBy6tX8Z/PPiHo9eKoIgojCovZWFnepoSnhw0e0uLkpj8vfI9/LFlIuMnEgxyfD9txmDp4CH8/4xxyMxxH6klMANpbiXW03JAMQ/jBDNd2thJAAqft+XdsHh0+3hJbhMYW7zlvbD66+zIoeRjxHdCoqGoYrX3Y3aFVvKh3PELbpthqbBFacRPYm92vAycghbcgVsctBDay3+g+JSmzXXstq12LNQfl53P99CO5Y8G7xBI2iqb8WOf3epg+dM+av9sXzHfX+iTrkki4f491gSFhw6aqCsb2KWFNWWmzgJFqrMhrWfzmxFPS1rUqGuVvixc0C2hey+KIocP40VHH9uoUPSYA7S3PYLpmfY4FebMBd8+ejszWsEeqT3VhtOo2pM/d9a+oJtwxr8Qq6tcuVf0Ojb2DFP8loytpYgNa+lUaReboG2jZTqTkkXbfgdHzFAQCXHXIVO5ZuqT+oW6JkOP1MfvQVidSpfT1KdM4atgI/vPZp8RsGxF4bPlH+L1eVCHo9XDvObMajfk8kyzbkkgiQVU0ym9OOJmHl31EbSLGkUOHc+XBU3hu5Wfc9t47OKokHIcRhUXce84shhUWpj3fqtLdKVt/CcdhW3V1rw4+YALQXhNPP5QAbcsi0B5+sPrglN8AkRdJP+utpenc7RRvnAVJK38LiaaZkcIQnYfGP27WWkpFa+6neYsvDvGP0fgqs63DPuaGI2YwqqiYu95fRFk4zPShw7jhiKMYnN/2rAl1Dug/gAP6D6j/+rvTZ7Bg80by/AGmDRnKzpoa/rZ4AWXhMEePGNniOE1DDnD2+ImcPX5io9dPHTOWI4cNJ+E49M/NbXGxaZ3+ubnE7OZ/ywIMbUfGiJ7GBKCOEPgCRF/uxAtYELoAyr8P8fm0OE7kOwLi8zr28g0yQ2jsQwg/lKagDbH3IYMAhL2G1OuIvGBvAhOA9ikiwqz9D2DW/hn87rRTYTBYn6XgzXVruebl53EcJebYPLz8I4oCQXyW1eL07YDHw7kTGicqXl9exjdefI715eVY4l7n9lPOyCgADS0oZMqgwSzesrlRmp+g18vXDj2snXfac5hZcB1A8q9PpqbprCwKDoQfhvg7tJpw3tlO6unYe8G3Z5dGd6JCuhaWBzwZZjr2TcHd/K4JjUMHbgpoGE1FEwmuf/VFIolE/UO/Nh6nNBymOBQiN5nLLZjcHyjgcf+f6/Mxtk8Js6fsCQxx2+biJx9jVeluonaCcCLBtupqrnz2abZnmL37r2eczVHDR+D3eAh5fRQFg/zuxFP2iQzZpgW0l1Sj7kLOon+462uir2V4ZBACp0P8A3DWZVA+w241O7ON7vbw4Aa1FhbthZ9Ccy5AfPu7s+PSEa/bGsyA5F6G1j7oBpz6awcheCri6f1/eEb3+SDN2qKInWBKn8FcNulgPt65nWEFhRw7YhRvrFvD1uoqDh44iONGjMLTYNxozufrqYnHmk37TqjDE58sz2jdTkEgwL/OPpeycJjyaIRhBYWNxqZ6MxOA9oJT8yhU/879QhPgHUnL2yU0FIH4u+C0faFdy9qYWin/Rqh9MDkTLV2Qi6E19yBFv4fAMRBfRvOJFwLFd7uLVDMgVh/o+zRadZu7DYTkQc4Xkdwr2lZ/w2gjjyVp/0z8Hg+njhnbaDuFSycdlPZcO2tqUq45itk2W6oq21Sv4lCI4lDbljH0dCYAtYM6lWjN3VBzN40yWCdWtO1EHR582soD1X/E/TVoJRVQ5Hmc3Zuh8DdQ+0gynVDdvQcg7xtY/oNbOEdz4hmCFP2/9lXdMNrpkIGD8Xs9zebAhLw+LjpgUtvONWhwyliW4/M1muJtpLZvtPM6kFP7HLpjBtT8g9TbJ/Qkttt9qFUZlHUgvhTKb0D6Puvub+QdB/7pSNEdWHnZnyDRMMBdY3PXmTPJ8/vJ9fkIeDwEvV5mTpjASfu1Lffc+JK+nDBqP0LePZ/lAx4vwwoKObWXZS3oDCYbdhuovQXdeQpZtS9Plwsiff+DeEd3d0UMY6/UxGK8vnYNFdEwRw4dwdiSknadx3YcHvt4GQ8v+5CobXPWuAlcdciUXpm5IFMmG3ZniLxE61mnmwqBVQzOls6oUdcTL9i7wAQgo4fL9fuZOWFi6wVb4bEsLp10UItjRbtqa1mwaSN5fj9HDhu+VwlOexMTgNpAnVravsgzDE5nbyTXhTQOvr3/ozWMfcXfFy/kjgXz8VoeBPB5PNw/c1ajRbL7KjMG1AYS/AIp167sM0KQ9w3E6v0rtA2jIyzcvIk/L3yXqG1TE49RHY9RFglzxbNPtXmju97IBKA2cDM+z0xuQSDJ/0IQuhx8R3Zz7bpA6Hwk9xvdXQvD6DEeXf4RkRTba0cTNos2N90Ved+TdV1wIvJ74CzcKWZrgK+oattzsncSKfg5BE9HI88DFhI6B/FPQZ0ydMdRdMi22dkq/CQqIaTge91dE8PoEapjsdRLjgRqE734WZGhbGwBvQ4cqKqTgZXAjzrzYpr4HKfsmzjbD8HZcRRO9d9RTb+QVESQwOFYhTdjFf4SqdumOjq/M6uZJcJQex/qVHR3RQyjRzhtzLhGU7TrxG2Hwwa3fauJ3ibrApCqvqZ7IsB7QKf9lNTeie4+z92WWmvA2QHVf0Urftj2cyXW06tbP3XEn9yGwTCM1pw5bjyTBgwkJ5lfziNC0Ovlp8ccR0FgXx5PdmVdF1wTVwIptxsVkdnAbIDhw4e36+RuLrIIjadWRyDyKmp/t205yWLvpX9PBoF2d9aDDqJRtPZltOJGQCA0C8m9EhHzx2QYTfk8Hh489wJeXb2KV9aspCgY4pIDJ7N/vwyT9vZy3bIQVUT+CwxM8dZNqvpsssxNwFTgPG2lku1diOrs/hLEF6SoYD5SdBsSOLbRy5pYD9E3AAuCJyOeIXvOte1goDbNlQqAtuWF6jmC4JuE9HmwxW2HDcPYd2T1QlRVPbGl90XkcuBM4ITWgs9e8Y6F+BKaJQ/VOHga53Fyqu+C6j9T31qqug3N/xFW7qWoU0364APZF3xyaLm+bRFxN6eLLwL/tA46p2EY+4KsGwMSkVOBG4GzVbWjnpKpr5V7BYivyat+8B+CePerf0UTq5PBJ4o7zhN3/131S5zE52in7QPUWTr426oxiH3Y4MsPcEpn4+w8Caf8e2hiTcdezzCMXiHrAhBwJ5APvC4iS0Xk7511IfEOR4rvcVtCeAA/BE9Div7aqJyGXyV1/jcHSr8I9pbk8fsoCdTvmqqRt9DSyyH2NtgbIPICunsWGv+se+toGEbWybpJCKratnS0e0n8hyJ9X0SdGhA/0qxFBGgLXWjOdkisxg1AbU3T0xsIbuA+EVVFK38ORBq874DWolW3In3+3T1VNAwjK2VjC6hbiJWbOvgAeFvKfaaQWAn+KeyTrSDPOKTkYUSC7rYOzs7U5eJLu7ZehmFkPROAWqGJz6Hq1hZKeBBPP6TodvBNzuCMPW28qBWegWD1df8tIdI2qq3iLquSYRg9gwlArdDyb4GWpi8gAQiegVjFSNGfaL0V1PP3X2okNh8tmw3gtiBD5wPBJoVCkDO7y6tmGEZ2MwGoBZrYBIl1pN0DyOqLFN+LWIVueW3Pdg09XRzin6LxlQBIwQ8heCrgB8kFgpB7JZJzYbfW0jCM7JN1kxCyiWqEZmuE6sgQpN+bjRZfSmINikXbN63r6RKovRnxjUPEjxTdijo/AnsHeIYiVm53V9AwjCxkAlBLnHLSBpPgkc1X/ks+7n5BvWgDuowk3Fx6DYhVbMZ9DMNokemCa4HEF5F20oCVIpeTfyp0+Kd9D1jDwDsFd3lUloot6u4aGIbRw5gA1BKrmOYD6gBBxNN8O10Rj7uwVUrouNluNjgbIbGE1Iths4EkZ8AZhmFkzgSglgRPg1QJNsVy30tBfOOR/vOg6C/gO4yO7eWMdeC5OlIACc3s7koYhtHDmADUArEKkeJ/gvRxZ3RJLkgfpPhf9TPf6qgqqu4MOBEPVvBECM0CSdWC6k0E8q5HfBO6uyKGYfQwZhJCGupUg9aCbyrS/x2IL3ff8B2IyJ61PqoOWvM3qPk3aBXqGYUU/ATwQ+XPyK5uM8GdJBFprWCyrEXr08oVqn+PE34Qcr6O5FyY8bYMqnGIvI7GP3Bny4XOQayijI41DKPnMwGoCXUq3R1Ro/8DLLD6IIW/RgIzUpevuhVqH6F+5pu9Di37FvgmkF3BB8AL+TdA9W2gmczUy3Q6uQ32Jqi6GbU/Rwq+n7KU2jsgsQI8Q8Dqj5ZeBInNuNm5g2j1HdDnQcS3f4bXNQyjJzMBqAktmw3xZdRvr+1sRcu+CX2fQryN86SqUwu1D9E80EQgvqIrqts2BTdj5ZyLIwVQeQup9yny4441Nc3Y4KP1LcejUHs/mnc1Yu2ZsafquElKw0+7mSM0DlKUzDBRN64VAQUtvwHp93K7bs8wjJ7FjAE1oInVEP+E5g/aKFpzX/MDnJ0g7UlA2tULMwVyvo2Vc677VeAIUrfOPOA/mtT1i4PkZXApH9jrGr2ktQ9D+Fkg5iYsJQK6jZSTKuxNqL299esYhtHjmQDUkL0FJFWj0Emm5HGpJtDap9DyG0HTjKf4JpO6gekB/8F0beZsP+IbCtSNWd1N6u41B+yNpN6wTsA3rfUgpDGwmuy2XnsfmS/OVUzD3DD2DeYvvSHvBPcB2kygfrtpVUXLr4Hou6R/qAaRgu+j+KD0y8n9hATwQOAo8EyA2PzOuYeUomj4WfAfiZZeBvY2UnenKdhrSJ0wNQiBY9wWTHxpmuMtCByHeJos0nUy3ZLcAu8ExFOSYXnDMHqytC0gEXlJREZ2XVW6n3j6u1Onabio0gOSg+R+0f0y/j7EWgo+AIJW3oxoNdJ/IdLnMaTw90jfZ7GK/4EEj29lenZyk7eOpA5a9jV3skCL64lSzXrzuglGq34L8UWkDj4CwTORoj+4l1Mbjb6LRl4F/2Gk/lUL4H6vk4lLrb5I0W1tuy/DMHqsllpA9wKvich9wK2q2toIdK8gBT9DvePdbiOthMCxSN51iNXHLRBbCNra7LYwxJeipVchxXeBZxAaneNO5Q6egHqnug/0yKvuVG/A7ZJz2NP66OCs2vGFtDyrzZu8dorrBk+HxCeknL5tDYDC3yP+QxAJAO5YmpZevufeNIYbUB3c4Jfc/rzor26i0vhH7pbegePSbwpoGEavkzYAqerjIvIi8H/AYhF5gAZPMFXtlR9VRSwk91LIvTR1AauYzBOORtCKH4GzGzerto2GH4XACVDwByR4uts1FnsfnB3sCT5pAsFeaSH4SA7k/xSqbm6WVBQC4B0PkRfSnHY74j+8fu2PqoOWXgXOLhp35XkgcLK7hbl3FJJ7xZ5Zhf6D23tThmH0YK1NQogDNbhP3Pwm/+2bgqe5qXgy5WzGbTkkcOcZhyH6JhKfiwSORfK/l3xYp9n2odN5ITjTTaUjBTT7lRAvEjoP6lqAzYQgNg/VZICLL0uOeTUdR4oAMaySh7AKb242pd0wjH1PS2NApwJLgRzgUFX9mar+ou6/zq6YiHxPRFRE+nb2tdrCTc/zL7BKyGwSYYqsAFqLhpMtisQ6d21MtwiAZwCSf62b3aHwDzRuFAuEzncnBeR+LU3C0Sha/m1091moUwFaTdpErBlPRjAMY1/Q0hP0JuACVf2hqqaal9tpRGQYcBLweVdeN1Pin4L0mwfF94P/SNxFmhbNH7z+5HvNzrAn6HhHppl519k8kP8jpO/LIPk44Zeh/Os0nmCgUPs4GluI5FwBOVclg1DDKeSOO9aTWI9W/hp8h4Cmas0F3bEkwzCMpLQBSFWPVtWPu7IyDfwR+AGp5wNnBREPVmAaVp97kf6LoO8cyP12chtqv7vSP/97adYVBZFQclGoZ4g7vZmubAUFoeDnWMlxLt19EVTcmGy9NP2Wh9GaBxARrPxrod8CUrdw4hB5CbFyoOBn7jXqfr0kBN6xSHIhrGEYBmThOiARORvYrKofZprUsruJleM+ePOvQfOudtfKSAEiHtQ7Fi3/JqhQP8st9yuIf8qe44v+iFb9AWofBSLupAApBnVAd9Fs2rPVH5xqUi8YbU0O0uc+xH8QAFpzPyRW02KCUqd0T10lgKb9XOCOA1k5s1DfRLT2MXB2IcGTIHg6Ih08tdwwjB6tWwKQiPwXGJjirZuAHwMnZ3CO2cBsgOHDh3do/faGiNcNHnVfB2ZAv3cg+l+3q8p/NOId1uQYP1LwYyj4MaoOkpzkoE41Wvl/7nRtFKzhUHATEjgKNIzu/AJoWdsqGLqoPvgAEHmelrNjByG458chImjgmGSy1oYz6zwQ+MKecr79kcJOHyo0DKMHE9Xs6eUSkUnAG+z5aD8U2AJMU9Vt6Y6bOnWqLl68uAtq2D1UY6DRJgk+I+j2aWS2tUIDnvFY/Z6v/9LZNQsSy9IUDoBnGFLypNvCq7u2vRXdfX6yFRYGfGAVICX/QTypPlcYhrEvEZElqjq1tXJZlQtOVZepan9VHamqI4FNuDPw0gaffYGIv1HwAdy1RWm7KHPSvE4y1U6Dc+dcQuPMD3WCkPtdCJ2Hll6Is/N0nOp/ohpFPIMg93rcrkELcMCpcrvcDMMwMpRVAchoA6sfaX98/qkghanfs5rkWQudB8ETcCcNBOt3faXkKYjPheo/QWIl2Kuh+s9o6Zdx7F1Q9UvctUsO7qLZGNTcjca7a96KYRg9TdZNQmgo2QoyUhDxo7nfgOq/0DgrQxDJvw6NvgfVdzZ5LwS532hyHgspug2Nr3Dz3Fl9IXAsxJeh8SU07uKLuBvK1fzT3YaiWe9tDA2/gPgO6MA7NQyjt8rqAGS0THK/hlrFUPN3sHeCbyKS/0PENwn1jHUnLyQ+Spa2IDQr2eWW4ly+8eAbX/+1xj9wN45rSmsbbU3R5E2yeOa8YRhZxgSgHkxEkJwLIOeC5m9WXOe2Vuo5EHka8r4KnsGtn9zqB+JPsag05Ga3jr2b4qAAEjKLTQ3DyIwZA+qFNLEBovNptuupxt11Py0dG1+OVv8TdapI+flELCTnQij4Oe7iWT9uZoQg5HwJ8U3uiFswDGMfYFpAvZG9zt0au9m2EfHkluPNqTpoxQ8g8rpbTnyg6u5u6pQDAlYJUny7mw8vZxYamA6RV9xUQoETEN+4zr4zwzB6EROAeiPPfqnHb/CB/8DUx0ReSQaf5KSFuq43Jwwlz7iLrrokUQAAIABJREFUYz0jaJidQjxDIPeqDq26YRj7DtMF1wuJdzgEjqZZfjnxIzlfTnmMhp8k5R5HkkC0FPGOpKekRjIMo2cwAaiXkqLbIeeLIPmAB/yHu1uDp81UkG7DOsHMbDMMozOYLrheys0vdyMU3JhZ+dB5yanXTVtBFvjMjqWGYXQ80wIyXMEzwD8jud+PAAGQEFJ0ByKp9jQyDMPYO6YFZADu/kYU/QXiS9DofMQqguAZ7m6ohmEYncAEoF5AVd2M1vZu8B+EWH3adR4RAf9UxN9qElvDMIy9ZgJQD6f2FrT0K+BsByx3sWnu19zdSw3DMLKYGQPq4bTsarA3uDnatBqIulmpI292d9UMwzBaZAJQD6b/v737Do+q+Bo4/p2tqUDogVClCALSmyLNQlFAEAUbKIiiomD5CWLXFxEVEVSwAioIKiIiIk2KICBFQu+995K2dd4/NsZssptsIMluwvk8Dw/Z2/bsBHJy556Zce4D534yl1Ano5OynnJHCCGCTRJQQea+6FkWwee+8/kbixBC5JAkoILMXMvPDiuE3ZqvoQghRE5JAirAlLJA9Ot4VjP991sZBsayqIgHghiZEEJkT6rgCjhDRBe0+Rp00jfgOgHW1qjwnihDZLBDE0KILEkCKgSU+TpU0ZHBDkMIIXJEuuCEEEIEhSQgIYQQQRGSCUgpNUgptUMptUUpNSrY8QghhMh9IfcMSCnVFugK1NNa25RSpYMdkxBC5Bd7ip3lP61m78YDVKwVx009WxAWYc3+xAIo5BIQMBAYqbW2AWitTwY5HiGEyBdnj59jUPMXuXQ2geSEFMIirXw5bArjVo2gdMVSwQ4v14ViF1wNoJVSarVSaqlSqkmwAxJCiPwwfsgkzhw9R3JCCgApiTbOn7rI2/ePZfWcdZw+ejbIEeauoNwBKaUWAr7Whh6OJ6YYoDnQBPheKVVVa+21LrRSagAwAKBixYp5G7AQQuSDv35Zi8vp8trmdrnZvHw7IzZ+iMPmpFLtOM4cO4vL4aZltyb0G3EvxUoVDVLEV0Zl+LkedEqp3/F0wS1Jfb0HaK61PuXvnMaNG+u1a9fmU4RCiMIuOTGFeRMX89esNRQrXZRuT3agdouaef6+d0TfT0qiLeDjjWYjJcrF8NXWMVjDQ+c5kVJqndY624XFQrEL7megHYBSqgZgAU4HNSIhxFUjOTGFQc2G8cXQb/ln0SaWTFvB/255g18/nZ/n79367paYLIF3TLkcLi6evsTiaX/lYVR5JxQT0FdAVaXUZmAa0Cdj95sQQuSV3z5fyPF9J7El2QHPisO2JDsTnplMckJynr73o+89SPnqsYRHhWE0+5npPoOURBvbVu3M07jySshVwWmt7cD9wY5DCHF1WjHzb2zJ9kzbjWYT2//eTYN2dfPsvaNjovgs/j3WzY9n/5ZDTBv5MxfPXMryHGu4hbgasXkWU14KuQQkhBD5aee6Payes56wyDDa3NOSIiWjfR7ndrmIjony2rZ6zjqmjviJ00fOUqdVLR58tSflq11ZMjAYDDTp0IAmHRpQtV4lXr3zXRw2B26XGxSQoT/IZDFxW9+2V/SewRJyRQiXQ4oQhBD/crlcTB81i1nj5pJ4MYl6rWrz6Og+VKoV53Wc1poxAz9j0bfLcKQ4MJqNKIOBu5/rwg/vz8aW9F8xgDIoyl1Thonbx6KUAmD2hHl8+tw3accZjAbCIq18svadK05C6R3cfoSZH87hyK5jVG9clZ1r9rJp+TbQULVeRZ6f+ARV6lbKtffLDYEWIUgCEkIUeDvX7eHAlsPE1SzHrxPms/SHv9Ke4SgF4dHhfL7xfa/BnOsWxPNa93czVZ1ZIyzc+2J3prw1A5PVjHa5iSlbjCc+fAilFNUaViWqWAR3le5H0kXvZ0IGo4G2vW9k6NeD8vTzJiem4Ha5iSwSkafvc7kCTUDSBSeEKLCSE1MY3nkEu9btBaXQLjf2FAfpf7HWGuzJDn4c/SuPj3kobfsfU5f7LHk2Go1UqFme6Uc/Z9uqnSiD4sthU3mj52hMZgN2m5N2vW/E5XJnOtftcrNp2da8+bDphEeG5fl75AdJQEKIAuvLYVPYvno3Dpsjy+OcDifb/97ttc1gUCjlSVBeFJw7dYGRD4xl3YKNnoGhOrUaLvWQJdNX4LS78MVoMvLrpwu4oVsTYsoUy/YznDl2DpfDSakKJdO6964W0gUnhCiwuhZ7MFM3mC8Go4EOD7dlyKePpW2LX7KFl+5422cXnDXcSsK5BNxu/z8fo2IisSfbsad4Jz+TxYTRZEC7YfCnA7jlgdakJNn46cM5LPp2GUaTkY7929Pw5nqMfGAsB7YcRikoGVeCF6cOpmbja3LYCqFHngEJIQq9TuH3Znv3AxAWYeWTde9QoWb5tG1aaz59bjK/TliAy+XGaDKAhvb3t2LRlOVeRQi+lKlUitota7L8p9Uoo8KelLl02xJmYdKusbze/V32bT6IPdkTqzXCgtvlxulwodMluYjocL7e8xFFSxYJtAlCUkGeCUEIIQLS6JZ6GAyZu62KxxbDEmbGYDRQuU4F3p73klfyAVBK8dj7ffl4zUgefqs3j777IN/u/wSn3ZVt8jGZjbTo0pgXpzzN98c+p/MjN2M0ZR44qhRMeWsGB7cdSUs+ALYkOw6b0yv5ALicLhZ+uywnTVCgyTMgIUSB9fiHD7F11U5sSTZsSXYs4RYsVjPvLnqN8tXL4nK4sIRZsrxGpdoVqFS7Qtrra+pXxvqDJa2KLiNLmJmomCjufbE7AFHFIokqGoGv3iStNYd3HE2b3To7tmQ7J/b7nfay0JE7ICFEgRVbpQyTdoyl7xu9aNvrBh58tSeTdo6l4rXlMRqNmZLPjrV7GNzqJTpae9OzbH+mvTMTt9u7mu3WPm2whltQ6e6sTGYjRUpEcX2b67jv5bv4YvNorwKDlt2aYrb6/n3e5Ge7P2vmbeDonuM5OqegkmdAQoirwoFth3my6VCvogNzmInoYpFcPJOA0+EiungU9798F806N2TcE1/wzx+bMZqMtO11A4+P6Utk0Uiva144fZGNy7YRER3Ggm+Xsegb7+6zRrfU4+C2I5w6fCZHsRYpGc3Xuz8K2XE+2ZEiBCFEoZGSZGPZDys5uO0wVetV4sYezbFYzTm6xsgHx7H4u+WeKW2yYDIbKVulNKUrlqT9fTfR/r5WPp/v/Dh6NhNf+g6T2XOHk5yQkqkbzhphRSlytMQCeIom+o+6n66Pd8jReaFCBqIKIQosrTWb/tzGytlrcTvdLJr6J7YkGymJNsKjwvhy+FQ+WvV2pnE29hQ7P37wK/MnLgbglj6tueuZO7CGW9m9fm+2yQfA6XBxeOcxDu88xtaVO1k8bTn/N+dFDIb/nlhsXrGdL4dNwelwZSrD9oon2UbxcsWxJdl9PiPyJyXJxv5NBwM+vqCSBCSECClaa0Y+MJa/Zq3BlmTzzL2Z7md3ckIK9hQH45+ZxItTBnud98Ktb7Jz3V7sqbNZTx3xE6vnrGfM8reoXKciB7cfyVR5lpWURBubV+xg3YKNNLmtftr29/t9gtPheyCq92eBuBqxpCSkYEuy43Q4A3rfsEgr1RtWDTjOgkoSkBAipKydt4G/Zq3JstvK5XSxYubf/DljFbM+/p2kS8lUa1CF3f/sS0s+4JmCZ//mQ6xbsJHew+5k5ey1XvsDkZKQwtp5G4gsEs7+LYfZtmonh3ceC+jcsEgrHR9uT91Jtfjx/dmsnL2Wk4dO43b6vxMzGA1EFImg7b035ijOgkgSkBAipCyetiKgZyYup4tRfT9KO3Zv/AHPtDkZJCemsH31Lh54pScPvtaTL4dOzVF3mMliYv7XS/h53NyAuvD+ZTQZqNm0Gm3uaYnRZOTxMQ9hshj54b3ZmQ9WYLaYMBgMNO3ckMc/6Fto5nvLiiQgIURIMVlMKKWyTRIupxuX05bute8usbAIK6XiSjD/6yVMfmV6jpIPgNPuJOFsYF1nXhR06tfeq4Char3KmK0mHLYM19Pw2Pt96FJAiw4ul4wDEkKElFv7tMESnvXg0ZwqEVecsY9/nvkHfx5yOdyM6vsxm5dvS9tWv+11fmP49q0ZmcYkgefZVlZJc/+WQ6xbEJ/tyqmhSO6AhBAhpc4N19Ljmdv58b1fPLNDGxS2AMuYDUYDBoPyKhBwu9180H9Cjp/95AaX08XzN7/Byz88i9Pm4JdP5vk9NuFcArvW7aVmk2oAJF5MYvzgifzx3QpcThfXt7mOpz7uT1yNcgCcP3WB4Z1GcGDbEUxmIw6bgx5Dbueht3oXmFm1ZRyQECIkHdt3grW/b0CjGT94UkBVZ2arGWXAa9418KxompPqtzzhYznt9MxWE6MWvkqdG65Fa82gFi+yN35/2h2TUorIYhFM3jWOIsWjebbtq2z5aweudO0SFmnl2S8G0uaeG/L4w2RNJiMVQhQ4iReTSLyYBHim2blj4G10GdiBujfV9jkYND2z1UTLrk1wpPju4jIY/fy4y6+bhWzyn9FsomYTz1IM2//ezYEth7y667TW2FMc/P7VYs4cO8e21bu8kg94ysZnjJmT66HnlZBLQEqp+kqpVUqpDUqptUqppsGOSQiRt47tPcHgVi9xV6mH6VHyIfrXGcLXr3/PugXxuN1uhn37FBWuLYc5zP/sB0VKRFHnhmt9HqOUZ/G59PO7GUwGomIiQ6a7avjUwZgtntgPbT/i8xh7sp098ftJOJ/oNyH/+yzoyO5jzP1yEX/NWoPDnv2SFcEQis+ARgGva63nKqU6pb5uE9yQhBB5wZ5iZ+LL3zFj9ByvB+0Hth7mm9d/IDwqjJJxJRi99HU+i3+fP39azYjeH+DyMY7m3IkL1Gh6jc87DV/l026nm4Rzibn6eS5X5boVaX57o7TXlWrH+TzOEmameoMqxFWPxWwxkXGObZPZSPPbG/HhwM+YP3kJBqMBZTBgtpp4b9GrVKlbKQ8/Rc6FYgLSwL+rMRUFjgYxFiFEHnql6zvEL9nit8orOSGFI7uP8cItbxJZNIKomEiii0dz/uSFTMeaTCb2/LOfytfFsXPd3rwOPVedPXqWxxo+j9li4uie4xQrXZSwKGum8VAOm5MmHRtgNBkZPGEAo/p+hD3FgXZrLGFmootHUal2BcYPmeg1RVDyJXipyzt8u/fjkLnjg9BMQIOBeUqp9/B0EbYMcjxCiDywJ34/m1fsyLa4wO10s3fjgbTXRrPvriejxUh0TCSHdxW8pQwunkng4pkEr9e+GIwGfvlkHoPG9eOmu1pQ7pqyzBjzKyf2n6LRrfW4Y+BtvHn3aJ8DeS+eucSe+P1Uq18lzz5HTgUlASmlFgJlfewaDrQHhmitZyil7ga+BG72cY0BwACAihUr5mG0Qoi8sDf+gM/VTLOT8cH7vwwGA83vaEzRl74jKbWQobBxOV38/dt6GNcPgGoNqvDC5EFex/grNzcYVJYTpwZDUIoQtNY3a63r+PgzC+gD/JR66A+AzyIErfVnWuvGWuvGpUqVyq/QhSjUHHYHM8f9xuON/8cTTYfy66cL/M4wcKXKVSubXWFYwMxWE2/M+h9hEVY69muXS1fNJYpcrbQ7f/ICiReTWDxtBf2uG0yXIg/waP3nWL9oIwBte9+IJdxHIYZBUaNRaE1wGopdcEeB1sASoB2wK6jRCHGVcLvdDOvwf2z/e1factQHth5m9W/reOPnF3L92UHtFjUoX60sB7YcytQNZzAZcDvdGI0GXAHMv+awOZk4fBof/PkmLqcbg8Hgc1aBoMjl4UeOFAfPt3udA9sOp93t7N14gBdueZMuT3Sgbqta3neJCixWM8O+eSpt7aJQEVrReDwCfKiUMgEppHazCSHy1oY/NrNj7Z605ANgS7Kx4Y/NbFu9i9rNa+Tq+ymlGLXwFcY89hkrZ63B7dZUb1iVJ8Y9zIHNh9ixdg+RxSKY/s7PAf0Q37xiO9tW7yThXELoJJ8rYLaacNqdZKzPcLnc7Frvu8hi9ifzmPvFQq8qQaUUsVXL0KxzI5/nBFPIJSCt9XIg9FpKiEIufulWUhIyFvZ67i42LduW6wkIoEjxaF75/lmcDicupwtruBWAWk2r0+FhT1fab58u4FKA5dKzx8+n/X2tmPP5Ip+fpUBQYLaYaX1PS5bPWJWj1VS11pnmmtNuzYkDp9gTv59rrq+cy8FemZAbiCqECI4SsTFYIzJPAmoOM1O8bDEfZ+Qek9mUlnwyan//TZgsgf2ubEu20/DmelzfunauT2iaH8Kjw5h6cAI/nZnIC5OepPGt9X0XauSwN9RoMnLm6LncCTIXSQISQgDQpldLr2Wn/2U0GrixR7MgROTxwCs9KREbQ1ikJ0EZTb5/bBlMBpp1aohSikEf9fea9aCgsCc7eL/feL58cSpr58dz59MdMaSb8cBgVIRFhXHTXS18nm8wGDD4aB+7zUH1ECtAgBDsghNCBEeR4tGMnPcSb/R8n8SLyaA1RUpG89qM53N1cbSLZy6xes56tNY069yQoiWLZHl8kRLRfL55NAu/Xkr8ki2Uq1aWTcu3s2XF9rQJRpVBUSquBDfc2ZSJL3/H9FGz/JZrhzKX08W6+fGsmx/PrxPmo91ur+c5GqharyLPT3ycS2cv8c+izWn7jGYjpSuWxJZs5+LpSzjtnq64sEgrdwy8jZjSRfP742RLZsMWQnhxu90c2HIIZTBQqXZcrla/LZr6J6P7j8doMqIBt9PF0xMGcOuDbbyOO330LNNH/sz6RRspVqoo5WvEcurQGcpUKkW3QR2pULMcv4yfx6yPf+f4vpNpyUYphTKoHK1cWtAYjAYMRgPa7aZ4bAzlqpZBGRTN72hMp/7tsSXbmT5qFn/NWkN08Si6P92Ztr1uyNcZEAKdDVsSkBAiX5w+coY+1QdlGgxpCbcwcdsYSlf0jOc7c+wcj17/LIkXkjKXZxs985q9OHUwLbs04cFqT3Bs78l8+wyhyBphZfSy11kz9x+W/rCSiOgIuj3ZgdZ3t8xx0olfsoXfJ/6Bw+6kXe8baX57I5/dstkJNAFJF5wQIl/8OWO1z+3arVn24yrueuYOAKaNnOkz+YBnUlFbkp0R947h5enPcmzf1Z18wDOh6/9ufgNHiiMtue/ZsI9tq3Yy8IOHAr7O50O/5ZePf0+rulv96zqadW7I8O+G5NndkxQhCCHyhcPm8D0rtcvtdVe0fuHGbOeHsyXZebX7qFwf5FkQabcm6WKyVxumJNqYPWEBpw6fCegaR3Yf4+exv3mVfKck2lg9Zz0bl23N9Zj/JQlICJEvmt3eyKui618ms5EWXf7rrSlRrnhA1yuIRQZ5QSnfq72aLSa2rtwZ0DXWzov3ud2WZGPl7Lx7vCEJSAiRLyrViqPH4M5YIyxpxQLWCAtdn+xAlTr/TSh8z/+6Yo3wPSZIZGY0G32u9qrRxJQJrPItIjrc5wJ3RrORyKIRVxyjP1KEIITIVzvW7OaP75YD0OaeG6jVrDqHdx1j+YxVuFxubujWlI3LtvL5C9+ilMKWZCvUVW1XwmgygvJ9N2i2mph6cALFSmWfhBIvJtGr/IBMsy5Ywi18sXk0sVXK5CguqYITQhQIM8f9xhdDp3hm3XZrjBYTdz/fhd5D7+Tg9iMUK12U9Qs3MfqR8dLtlgNGk4H6beswct7LAR3/zx+beK37u2mvXQ4Xz3zxGO16t8rxe0sCEkKEvJOHTvNQzacylWZbwy2MWzUibQlprTWv3jmKlb/I//OcyMldEHgq6v5ZtAmnw0WD9nWJiA6/rPcNNAHJMyAhRNCs/GUt+CjxddidLJuxKu21UorXfnqe4rF5OyddsOV2ubPRZCTxQuCL81nCLDTr3IgbujW97OSTE5KAhBBBYzAon/NqKsg0APLssXM8+u6DhToJ+Zvn7nJZI6yUrVI6V6+Zm2QgqhAiaFp0bcKEZydn2m60mLipp2fCTYfdwag+H/HXrDWYreaQW1Y6N2U3/ilQBoPCHGZh8IQBGI2Zq9tChSQgIUTQlCxXnCc/6sdHT37p6YpLfSb94Gt3U6lWHABfvfgdK39Ziz3dSH9l8D32pdBSnnE9JrOJ5CzWOYosFkHl6yoQW7UMPQbfTrUGVfIxyJyTBCSECKqOD7enyW31WT7zb9xONy26Nk4r+9Va8+unC7Al273O0W7tGYCZrojKYFC4C2lSCo8MY9yqEeyJP8Duf/ayfObfHN930isJWyOs9H2jF92e7BjESHNGquCEECHL7XbTwdwLfz+nrBEWnHYnBqOB+m3rsub3f3L8HiaLKW3pglBVtFQ0P574Ku31qcNneLbNq5w/dQG0Z5null0aM/Tbp0Kiy00mIxVCFHgGg4FqDauwa91en/ttSZ47I5fTfVnJBwj55ANw6az3kuSl4kowaedYNi7dyqnDZ6jZpBoVry0fpOgun1TBCSFC2qCP+hMWaU2bbiY3Vzr1Nf1MfjOHmYkoEsE1WTyvqVK3YqZtBoNnoOktD7QukMkHJAEJIUJcrWbVGb9uFLc91JYaja8hrkZsrlzXGmGhXuvamK1ZdwQZzXmbpMIirPx48gsmrBvFm7OHYgm3eO1XBkWnR9rnaQzBEpQEpJTqqZTaopRyK6UaZ9g3TCm1Wym1Qyl1WzDiE0KElrga5Xjms8f4+O+R9B95P2FRlz9ZqcliwhJmpvFt9Xlx6tOULF8Ca4Yf+uAZkxNTpihmS94+qbh0NoEFXy/l2TavMvL+sUQUCfcakKrdmnFPfkn3kg8x5rFPOXfifJ7Gk5+CdQe0GegOLEu/USlVG+gFXAd0AD5RSgX/HlkIETKadW5I7RY1CYv8LwlZwy2YAkwUWmu0W1OiXAxFSkTzafx79Bp6JyXKF08bCGqNsNCiaxOSE1IyTdCZF8YM/IyNy7aSeCGJ8ycuZC660J5E9fvExQxs9D8SLyT6vlABE5QiBK31NvA57URXYJrW2gbsU0rtBpoCK/M3QiFEqDIajYyY8yJLf1jJkukrCIsMo1P/9hQtVYQJz0xm05/bMJoM2JLtPscKuRwuXMC8iUsoV7UMzW5vzA/v/4ItyYbL+d+s2ykJKdiS8j75AGhXYNXILoeLhPOJ/D5xMT0G357HUeW9UKuCKw+sSvf6cOo2IYRIYzQZadf7Rtr1vtFr+zvzPTM/T393Fl8M/TbLa9iSbMz4YA5bVu4kOSHFK1nZkuxs+nN77geeC2xJdjYu2SoJKCtKqYVAWR+7hmutZ/k7zcc2n78aKKUGAAMAKlbMXCEihLj6nDl2jqn/N4M5ny8MaLnuS+cT2bRsq887JbfLlS9T/2QcUJsdk9lE+VwqxAi2PHsGpLW+WWtdx8cff8kHPHc8FdK9jgOO+rn+Z1rrxlrrxqVKlcrN0IUQBdCKn/+mT7UnmT1+fkDrBikFdW+sRVG/SxUoeg/vgdlqwmD873fjmLJXPhmq2WIiokg41nALre9piTks8HsBk8VIl8cLR31WqJVh/wL0UkpZlVJVgOrA30GOSQgR4pITUxj5wFjPc58A7ybCosJ59L0HfC4Bbgkz07pnC7o/1YnIopGkv+S541dWhWa2mug17E5GLXiF9xa/xv7Nh3A7s4lZear3YquWYcRvwylbOXRnuM6JoDwDUkrdCYwDSgFzlFIbtNa3aa23KKW+B7YCTuAJrbUsgSiEADwVbE6HE5PZ5FXEtOGPzWkDVQNRolwMH/z5JrFVylCxVhzH951k+js/YzQbcdidNO3YkKcnDGDB5CWkJKbk7sSnSlGsVFEq1irPfZUGknA+kexyptFk5I6BtzFwdJ9cXzMomIJVBTcTmOln3/8B/5e/EQkhQt1vXyxk0svTOH/yIkVLFaHvm/fQ+ZFbgMAXcjNbzZitJt6Z/3LahKdKKR54pSc9htzOzrV7SLqYRLUGVQiLsLJz3d48KcO+sXtTlv6wCofdmW3yAU/129wvFzFg1P2YzKFWO3b5Cs8nEUIUWvMmL+aTwRPT5n47f/IC44dMxmA00PHh9tRvV8fvXUpUTCTXNq2GUooajapyx+MdKBEb43WM1pqpI35i5odzMFvNOGwOrm99HXVb18YaYUl739zw3FePU7xsDPFLNucoubkcTi6dSySmdGDLaxcEkoCEECFv8svTMyUBW5KNr1/7no4PtycswspL05/hjZ7vAZ47BqPJyK192zDoo/5pd0haa593S/MnLWHWuLleaw5tWLIFc7jZUwmX7MhRpZovlnALn6wZScVacSyetpzF01b4PM7fshIOm5MJQybx/KQnCs1dUOH4FEKIQu300bM+t585ci4tqTTt2IAp+8ez7MdVJF1MpmnH+lSpWwmAuV8tYvIr0zlz9BylK5ak39v30q53q7Tr/PD+L6RkGHTqsDlYM3cDY1a8yYQhk9myYnvA6w1Zwsx06NeOqKKRHN55lLo31ebWPm04f/IC/a4bwpGdx3C73T7PjatZjuP7Tvos/17x89/EvlWGvq/3CiiOUCcJSAgR8spWKc2xPScybS9TuZTXHU3RkkW447FbvY6Z+9UiPn7qq7Q7qJMHTzP6kQkYjUZa390SgAunL/l8X6WgeNkYRi99g90b9jPkppdJ8bEiqcFowBpuwZZsxxpuoWKt8vQfeT/hkWFpx7jdbv538xucPHTab3ehyWJi6DeDSE6w8Vy71zIdZ0u2M/uTeZKAhBAivzwy8n7e6TPOqxvOGm6h/8j7/Z6jtWbLXzsYP2Syj+47O1+99F1aAmrQvg5Lp/+V6Q4nungUxVPH/ZSuUAKX03dRbt1Wtej0yM2c2H+KGo2r0qB9XQwG76q8LSt2cPHspSwr6gxGA3E1ynnKwv0clngx2e/5BY0kICFEyGvVozkGo4Evh03h+P6TlK1cmodH3MuNdzbzebzL6eLV7u+y4Y9NfgsITuw/lfb1Q2/1Zs3LDU4wAAAL30lEQVTcDaQkpeC0u1BKYQk38/T4ARgMBlwuF8f3n+T6NtcRv3gzDtt/i9hZI6zc91IPGrSr63V9rTWzx89jylszOHfyAiViY7IcIGuNsNL1yQ6ER4UD+F2I77qWNf03VAEjCUgIUSDc0K0pN3RrGtCx8yYtIf6PzVlWr5Wt8t9gztgqZfhs4/v8OHo2G5dupXz1stz9fFdqNLqG9Qs38n/3jsFhc6DdGqPZhHZ7lmuwRlgZOKZvpuQD8P27s/jmjR/TJjQ9fcT3cyyAiCLhPPjq3XQf3Dlt21Mf9+f59q/jsDlwOd0YzUYsVjNPfPhwQG1QEKgrrewIBY0bN9Zr164NdhhCiBDxVMvhbFu10+9+a7iFF74eRKsezbO8zukjZ+hb8+lMs2JHF49i3KoRlK1SGqMx84oxLqeL7iUfIimb7jKD0UCFmuX4eM1IrOGZ1zg6vOsYM0bPZk/8fqo3uoa7nrk9bfxSKFNKrdNaN87uOLkDEkIUOln9Yl0yrgQDR/fJNvkAzP96KW5X5m4zp8PF3vgDlK/me1LQi2cTcNidPvelZzAoPvzrLZ/JByCueixPjx+Q7XUKKklAQohC57a+bdm36WCmO5fisTFM2f9JpgIBf84ePev1vOdfbqeL8ycv+D2vSPEozGYTjmxm0na7daEZ03M5Qm0yUiGEuGIdHm5L3VbXEhZpRSmFNcJKeHQYr/zwbMDJB6BqvcpYIzIv1w1Q96bafs8zmoz0Gnan16qtvpSrVtbv3c/V4OpNvUKIQstkNjHit+FsXLqVjcu2Uqx0Udrc05LomKiAzj+65ziv93iPQzuP4szQlRYWaeXG7s2ofF0FP2d79HqhG2ERVr57+yfOnbiAUgqlPHc9/1bZDfqo/2V/xsJAihCEECIdl9PFfZUHcvb4ea8xO8qgqNH4Gu4c1Imb7m6OPdlBRHR4QBOhaq05susY3709kx1rdlOpdhy9h3WnWoMqeflRgkaKEIQQV71zJ86zf8shylYuTWzVwKrH1s6PJ+lS5iUYTGYjzTo35Nje49xVqh+2ZDtFikfRb+R93NanbZbXVEoRV6Mcz0984rI/S2EkCUgIUei43W7GPvE58yctxRLmmd26XuvavPLjc17T4/hy9tg53K7M87Q5bE5mfTSXi2cS0pLTuRMXGPfEF0QWifA7KFb4J0UIQohCZ+bY31j4zZ84bA4SLyRhT3EQv2QrYx//PNtza7eogb9Fei6cyjyVji3JzuRXv8+VuK82koCEEIXOTx/+lqkE22FzsPT7ldhtWZdGV6pdgZZdm3gt060MWT/nOXnwVJb7hW+SgIQQhU7ihUSf27XbjT05+8XlXvhmEANH9+Ga+pWpULMchmwSUHYVccI3SUBCiEKnfts6Pu9aSlcqRWTRiGzPNxqNdB5wCxPWv8tX2z6kSIlov8dawy30e/u+K4r3aiUJSAhR6Dzyzv1EFAnHZPHUWRmMnolDh3z6aEBl0xl1G9TR54DUYqWLMmLucOplMShV+CdVcEKIQqd8tVi+2DSaGWPmsPWvHVS4tjw9n72DSrUvr6vsnhe6cXTPCf6Yujytqq7Rrdcz/LvBV/VMBlcqKANRlVI9gdeAWkBTrfXa1O23ACMBC2AHntda/5Hd9WQgqhAiP5w5do5D248QW7UMZSqVCnY4ISvUB6JuBroDn2bYfhq4Q2t9VClVB5gHlM/v4IQQwpcSsTGUiI0JdhiFRlASkNZ6G5CpL1Zr/U+6l1uAMKWUVWvtXU8phBCiwAvlIoQewD/+ko9SaoBSaq1Sau2pU1KDL4QQBU2e3QEppRYCZX3sGq61npXNudcB7wC3+jtGa/0Z8Bl4ngFdQahCCCGCIM8SkNb65ss5TykVB8wEHtRa78ndqIQQQoSKkOqCU0oVA+YAw7TWK4IdjxBCiLwTlASklLpTKXUYaAHMUUrNS931JFANeFkptSH1T+lgxCiEECJvBasKbiaebraM298C3sr/iIQQQuS3QrEiqlLqFHAgiCGUxDOGqaCRuPNPQYwZJO78VBBjBt9xV9JaZztSt1AkoGBTSq0NZNRvqJG4809BjBkk7vxUEGOGK4s7pIoQhBBCXD0kAQkhhAgKSUC547NgB3CZJO78UxBjBok7PxXEmOEK4pZnQEIIIYJC7oCEEEIEhSSgACmleiqltiil3Eqpxhn2DVNK7VZK7VBK3ebn/OJKqQVKqV2pf+f7nO5KqenpBvjuV0pt8HPcfqXUptTjgr7QklLqNaXUkXSxd/JzXIfU78FupdTQ/I4zQyzvKqW2K6U2KqVmps7y4eu4kGjr7NpOeYxN3b9RKdUwGHFmiKmCUmqxUmpb6v/Np30c00YpdSHdv51XghFrhpiy/J6HaFvXTNeGG5RSF5VSgzMck/O21lrLnwD+4Fk8ryawBGicbnttIB6wAlWAPYDRx/mjgKGpXw8F3gny53kfeMXPvv1AyWC3ebp4XgOey+YYY2rbV8WzoGE8UDuIMd8KmFK/fsff9zsU2jqQtgM6AXMBBTQHVofAv4tYoGHq19HATh9xtwF+DXasOfmeh2Jb+/j3chzPWJ8ramu5AwqQ1nqb1nqHj11dgWlaa5vWeh+wG2jq57jJqV9PBrrlTaTZU56FmO4GvgtWDHmgKbBba71Xa20HpuFp86DQWs/XWjtTX64C4oIVSwACabuuwNfaYxVQTCkVm9+Bpqe1Pqa1Xp/69SVgG4VjAcuQa+sM2gN7tNZXPPhfEtCVKw8cSvf6ML7/E5TRWh8Dz38cIJhz3LUCTmitd/nZr4H5Sql1SqkB+RhXVp5M7Y74yk/3ZaDfh2B4GM9vtL6EQlsH0nah3L4opSoDDYDVPna3UErFK6Xmpi71EmzZfc9Duq2BXvj/5TVHbR2sJblD0mWuYaR8bAtaaWGAn6E3Wd/93KA9y6KXBhYopbZrrZfldqzpZRU3MB54E0+7vomn+/DhjJfwcW6efh8CaWul1HDACUzxc5l8b2sfAmm7kPp3np5SKgqYAQzWWl/MsHs9nq6ihNRnhz8D1fM7xgyy+56HcltbgC7AMB+7c9zWkoDS0Ze3htFhoEK613HAUR/HnVBKxWqtj6XeTp+8nBizk91nUEqZgO5AoyyucTT175NKqZl4umjy9IdioG2vlPoc+NXHrkC/D7kmgLbuA9wOtNepneQ+rpHvbe1DIG2X7+0bCKWUGU/ymaK1/inj/vQJSWv9m1LqE6VUSa110OZcC+B7HpJtnaojsF5rfSLjjstpa+mCu3K/AL2UUlalVBU8Gf9vP8f1Sf26D5DlqrB56GZgu9b6sK+dSqlIpVT0v1/jeZi+OR/j8xVT+v7vO/EdzxqgulKqSupvab3wtHlQKKU6AC8AXbTWSX6OCZW2DqTtfgEeTK3Qag5c+LdLOVhSn2V+CWzTWo/2c0zZ1ONQSjXF8zPvTP5FmSmeQL7nIdfW6fjtPbmstg52RUVB+YPnB99hwAacAOal2zccTxXRDqBjuu1fkFoxB5QAFgG7Uv8uHqTPMQl4LMO2csBvqV9XxVMFFQ9swdOdFOy2/wbYBGzE858zNmPcqa874amE2hPsuPEUoxwCNqT+mRDKbe2r7YDH/v23gqdb6OPU/ZtIVwkaxJhvxNM1tTFdO3fKEPeTqW0bj6cYpGWQY/b5PQ/1tk6NKwJPQimabtsVtbXMhCCEECIopAtOCCFEUEgCEkIIERSSgIQQQgSFJCAhhBBBIQlICCFEUEgCEiLIUmd13qeUKp76Oib1daVgxyZEXpIEJESQaa0P4ZluaGTqppHAZzoXJnsUIpTJOCAhQkDqlDLrgK+AR4AG2jMztRCFlswFJ0QI0Fo7lFLPA78Dt0ryEVcD6YITInR0BI4BdYIdiBD5QRKQECFAKVUfuAXPCphDQmwBMiHyhCQgIYIsdQbh8XjWszkIvAu8F9yohMh7koCECL5HgINa6wWprz8BrlVKtQ5iTELkOamCE0IIERRyBySEECIoJAEJIYQICklAQgghgkISkBBCiKCQBCSEECIoJAEJIYQICklAQgghgkISkBBCiKD4fwavk88XW1OPAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -824,10 +724,11 @@ } ], "source": [ - "show d3tst:(-10+10?17.5;-12+10?16.)\n", - "plt[`:scatter][;;`c pykw r3`clt]. d3;\n", - "plt[`:scatter][;;`c pykw`r]. d3tst;\n", - "plt[`:show][];" + "/ generate testing data\n", + "d3tst:(-10+10?17.5;-12+10?16.)\n", + "\n", + "/ plot compared to training clusters\n", + ".util.plotCluster[d3;\"Dataset 3 - Train and Test\";r3`clt]" ] }, { @@ -835,16 +736,9 @@ "execution_count": 17, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 1 0 0 2 2 0 2 2 1\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -854,9 +748,11 @@ } ], "source": [ - "show r3pred:.ml.clust.ap.predict[d3tst;r3]\n", - "plt[`:scatter][;;`c pykw r3[`clt],r3pred]. d3,'d3tst;\n", - "plt[`:show][];" + "/ predict new clusters\n", + "r3pred:.ml.clust.ap.predict[d3tst;r3]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d3,'d3tst;\"Training and testing sets fit with Affinity Propagation\";r3[`clt],r3pred]" ] }, { @@ -880,14 +776,9 @@ "source": [ "As the name suggests, hierarchical clustering algorithms create hierarchies of clusters. The implementation described here follows an agglomerative approach, where each data point is initially treated as its own cluster.\n", "\n", - "There are 5 possible linkages in hierarchical clustering:\n", - "- Single\n", - "- Complete\n", - "- Average\n", - "- Centroid\n", - "- Ward\n", + "There are 5 possible linkages in hierarchical clustering: ``` `single`complete`average`centroid`ward```\n", "\n", - "Euclidean, Euclidean squared or Manhattan distances can be used with each linkage, except for ward which only works with Euclidean squared distances and centroid which only works with Euclidean distances (both `e2dist` and `edist`).\n", + "Euclidean, Euclidean squared or Manhattan distances can be used with each linkage, except for ward which only works with Euclidean squared distances and centroid which only works with Euclidean distances (both `e2dist` and `edist` respectively).\n", "\n", "In the implementation below, both q and C implementations of a k-dimensional (k-d) tree are available for the single and centroid implementations to store the representative points of each cluster (more information [here](https://code.kx.com/v2/ml/toolkit/clustering/kdtree)).\n", "\n", @@ -902,20 +793,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Fit hierarchical methods to data\n", - "\n", - "To run a hierarchical algorithm, `.ml.clust.hc.fit` is called which takes the following arguments:\n", - "- `data` represents the points being analyzed in matrix format, where each column is an individual datapoint\n", - "- `df` is the distance function as a symbol: ``` `e2dist`edist`mdist```\n", - "- `lf` is the linkage function as a symbol: ``` `single`complete`average`centroid`ward```\n", - "\n", - "The function then returns a dictionary with data, input variables and a dendrogram table, describing the order in which clusters are joined, and the distance between the clusters as they are joined.\n", - "\n", - "For simplicity, we only showcase some of the hierarchical linkages below.\n", - "\n", - "**Example**\n", + "### Fit hierarchical\n", "\n", - "The first example uses ward linkage with Euclidean squared distances. Blobs are generated as before, using the `sklearn` samples library. `200` datapoints are used and a random state is again chosen." + "The first example uses `ward` linkage with Euclidean squared distances. Blobs are generated as before, using the `sklearn` datasets library. `10` data points are used and a random state is again chosen." ] }, { @@ -925,7 +805,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -935,16 +815,23 @@ } ], "source": [ - "d4:flip blobs[`n_samples pykw 200;`random_state pykw 394]0\n", - "plt[`:scatter]. d4;\n", - "plt[`:show][];" + "/ set seed\n", + "\\S 10\n", + "\n", + "/ generate dataset\n", + "d4:2 10#20?5.\n", + "\n", + "/ plot data points\n", + ".util.plotDataset[d4;\"Dataset 4\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the first case, we demostrate how to use ward linkage in conjunction with Euclidean squared distances. We start by producing a dendrogram." + "In the first case, we demostrate how to use ward linkage in conjunction with Euclidean squared distances. \n", + "\n", + "We start by fitting the hierarchical ward method to our data, producing a dendrogram structure. This can then be plotted using the Scipy [dendrogram](https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.dendrogram.html) function, imported as `dgramplt` below." ] }, { @@ -952,48 +839,40 @@ "execution_count": 19, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-9.273554 6.801422 1.100773 0.255346 -0.4738574 -9.165638 8.741494 0..\r\n", - "inputs| `df`lf!`e2dist`ward\r\n", - "dgram | +`i1`i2`dist`n!(113 94 67 40 8 31 102 15 153 26 76 49 51 56 68 11 90 ..\r\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for Ward Linkage Hierarchical Dendrogram: 00:00:00.138\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show dendw:.ml.clust.hc.fit[d4;`e2dist;`ward]\n", - "end:string .z.t-start;\n", + "dfw:`e2dist / distance function\n", + "lfw:`ward / linkage function\n", + "\n", + "/ produce dendrogram table based on ward linkage\n", + "dendw:.ml.clust.hc.fit[d4;dfw;lfw]\n", + "\n", + "/ plot dendrogram\n", "plt[`:figure][`figsize pykw 20 5];\n", "dgramplt flip value flip dendw`dgram;\n", - "plt[`:show][];\n", - "-1\"Time taken for Ward Linkage Hierarchical Dendrogram: \",end;" + "plt[`:title]\"Ward linkage dendrogram\";\n", + "plt[`:xlabel]\"Point Index\";\n", + "plt[`:ylabel]\"Distance\";\n", + "plt[`:show][];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can use the elbow method to decide how many clusters to group the data into." + "We can use the [elbow method](https://en.wikipedia.org/wiki/Elbow_method_(clustering)) to decide how many clusters to group the data into by passing in our dataset, the distance metric and the maximum number of clusters.\n", + "\n", + "The function will return the elbow score for each possible k value from 2 to until the maximum number supplied." ] }, { @@ -1003,7 +882,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1013,7 +892,17 @@ } ], "source": [ - "plt[`:plot][2+til 9;.ml.clust.elbow[d4;`e2dist;10]];\n", + "kmax:10 / maximum number of clusters\n", + "xticks:2+til 9 / plot xticks for scores returned - from 2 clusters to kmax\n", + "\n", + "/ calculate elbow scores\n", + "scores:.ml.clust.elbow[d4;dfw;kmax]\n", + "\n", + "/ plot scores and find \"elbow\"\n", + "plt[`:plot][xticks;scores];\n", + "plt[`:title]\"Elbow scores\";\n", + "plt[`:xlabel]\"k\";\n", + "plt[`:ylabel]\"Score\";\n", "plt[`:show][];" ] }, @@ -1023,9 +912,9 @@ "source": [ "We can see that, as expected, the elbow method suggests that the data should be grouped into 3 clusters.\n", "\n", - "We can cut the dendrogram using either `.ml.clust.hc.cutk` or `.ml.clust.hc.cutdist` to cut the dendrogram into a user defined number of clusters or at a user defined distance.\n", + "We can cut the dendrogram into a user defined number of clusters or at a user defined distance using `.ml.clust.hc.cutk` or `.ml.clust.hc.cutdist` respectively. \n", "\n", - "Below we use the `cutk` method and select 3 clusters." + "Below we pass in our dendrogram and cut clusters to the function `.util.plotHCResults` and visualize the results." ] }, { @@ -1033,48 +922,33 @@ "execution_count": 21, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-9.273554 6.801422 1.100773 0.255346 -0.4738574 -9.165638 8.741494 0..\r\n", - "inputs| `df`lf!`e2dist`ward\r\n", - "dgram | +`i1`i2`dist`n!(113 94 67 40 8 31 102 15 153 26 76 49 51 56 68 11 90 ..\r\n", - "clt | 1 0 2 2 2 1 0 2 1 0 0 2 0 0 1 1 2 0 0 1 2 1 1 2 0 0 2 2 1 2 0 1 0 0 1..\r\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for Ward Linkage Hierarchical Clusters: 00:00:00.001\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show r4w:.ml.clust.hc.cutk[dendw;3]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r4w`clt]. d4;\n", - "plt[`:show][];\n", - "-1\"Time taken for Ward Linkage Hierarchical Clusters: \",end;" + "cuttyp:`k / method of dendrogram cutting\n", + "cutval:3 / number of clusters\n", + "\n", + "/ cut the dendrogram\n", + "clustw:.ml.clust.hc.cutk[dendw;cutval]\n", + "\n", + "/ generate plots\n", + ".util.plotHCResults[d4;lfw;dendw;clustw]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the second case, complete linkage is used in conjunction with manhattan distances." + "Then using the same method as above, we can produce results for `complete` linkage and compare." ] }, { @@ -1082,131 +956,79 @@ "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-9.273554 6.801422 1.100773 0.255346 -0.4738574 -9.165638 8.741494 0..\r\n", - "inputs| `df`lf!`mdist`complete\r\n", - "dgram | +`i1`i2`dist`n!(113 94 67 40 31 8 102 26 15 49 76 153 56 84 51 68 11 ..\r\n" - ] - }, { "data": { - "image/png": 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JM9pB3KU9iLup7nwCAOsk8APAobbpz+4flufzN3VGyhju0m562QMA4+Zz7gAcauv+XPN+NuFzzvvxuWcAgPEy4weAQ28Ms0LWyYwU4Eyz7tmimzAbdFNnegLLZ8YPAABwRln3bNF1zwY10xPOLGb8AABrsd8d92nviLtrfTj5ahvrdibPFjXTE84sZvwAAGux3x33ae6Iu2t9eB3EjIuDmFWhDgKw6cz4gcPohquTk9euOxWNW97S/L1Jnw+/6GnJcXey4DBY9I67u9aH2xhmXKiDAGw6M37gMDp5bXLLyXWnonHuxc2fTXHLyc0JigEAAKyZGT+s3yKzVxadbXKYZ4ace1FyxfXrTsXm2aSZRwAAJFnfl9TW+QU17/9iUwj8sH6T2SvnXjT77y4y02QyY+awBn4AWIllX5ys4qLDxQRw2Eze63XsyLED3e+6vp42eYeZvppNIPDDZljH7BUzQ4ARmidoMW9gYqzBh2VfnCz7osPFBHBYjeG9XtPy/q9xm/cm0aI3g+Ydewn8AMCIzBO0mCcwMfbgwyZfnLiYAID1mvcm0SI3gxYZewn8MLtlf1FqFV+FOszv7gFY0EEELQQfAIAz2UHfJFpk7OWrXsxu2V+UWvZXoXzVCQAAAJKciTN+lj1bJVnNjJVks2etbPIXpby7Z3xmabeztsdNbmcArMQyX+C97Jd3j/XdWazeLPV61nqrXsLhdubN+Fn2bJVk+TNWErNWoGuWdjtLe9TOAM5Ik3czLMOFRy5c2gu8T50+tZbPXTMOs9TrWeqtegmH35k34yfZ7NkqE2atHF6rmFW206pmmXVt2kyYVbTbTWxny6o/y6wjS6gLy/48dtcqPpXd5S4njNMmvsDbu7N2W9X5Y6znjlXUa/USDr8zM/ADqzSZnXLuRavbx7JnmO00mV2zSYGfM8Wy6s+y6siS6sKyP4/dtexPZXeN/ctVcFD6Lt73uvAWcGViVecP5w6YzzTB2GkDq5vS188TYJ4neLzO4xX4gVU4DLPK9rKJM2HOJJtUf5ZYFzbx7vp+3OWE5ei7eB+68HbRzE6H7fzh3MGYTROMnSawukl9/TwB5lmDx+s+XoEfALbsfNSs75GxTXsMEDgUpr14X+Siedq7trPcqd2UO9IAm2IZwdhNC5CuOsC87uM9817uDMCwnS/S3vmybC/EBjbYtC+3nfbFtl5qC8AYmPEDwHZ7PWrmMcADM+8LTRd5YamZDQdnkRfWLvpS2rGX8zLv2q77Di2wOqv88ESy+heIJ+Pvz1mewxf4WfSLN4t+6WZsjzjMk5/z5uHY8u6wUMZwKM37QtN5X1i6ymfPhwbXQ4PiM2Egu8gLaxd5Ke263zHAeB22r28dln5mlnz1CONsVvnhiWS1LxBP9OfM5vAFfhb94s0iX7oZ45eO5snPefJwjHl3WChjOLQO8oWmq7wjOTS47hsUn0kD2XW8sNYMFlblMH196zD1M7Pk67R5dZiOf9UO24vDu/TnzOLwBX6S9X3xZqyPOBxEfo417w4LZbweZlvBnQ7ixb6wyZb1CeRNnqlxWC6iD1s/s+x8PWzHDyzucAZ+YB2mvYif5cLdxfq4mW21sdb95Z8z4QJwU40x71f1KEiyWcd52C3jE8hmagAwD4GfPkMX+Ptd0K/jIr6b1p3pE1RYrmkv4qe9cHexvnr7BeuW1ab36zMW2fY0zLaa2bRT51c1bd4F4PqMMe9X8ShIsnnHOQaLztwwUwP2t+ybOwLgh9e6b/RtEoGfPkMX+Htd0K/rIr6b1p2fXF5HesZumY9MuVhfvf2Cdctq07P2GdrnSs0yo2M/057c57kYcwG4PmPM+1U8YrOJx8nBmfVlzfO+hPmwXkSxZWdd6Z5j73fW/XL0rKPblg/VkWXVhWXe3BEAP9zWeaNvqF106/9B9n+bF/hZ9A59spw76bNe4C9yEd93zEPH2XdsfWldR1Bhr7Jb5Wypnfvt25fZT4fLMst03mDdrG1olv2MOOg369ebkuWf9JYxoyMZ92Cvr5zWPSDhzNatkzvr4kHUw3n6roNK27rM+rLmeV7CPOZ+dlabcP6c11Bdue0Tt+Xvbvu7OwM/e9WRZdeFZQXDBcCXY9pxx8Qy6/Yyb4zMUh92toud9f+g+7/NC/wscoc+OZx30vuOue84N/3Y9iq7Vc6W2rnfnfva9Hxjt3nLVBBw7Wb5elOyupPeMk7yYx7s9ZXTNAOSWS/OJ+uv40J+mTbtrt0Ydetkty4e1MB41r7rINM2j6G2Oms9XfXLmlfVz+43W2kTH/HZlPPnvPrqyiR/vdh/f7POsEsO1yy7acYdE5tWtxexVx960HV+8wI/yWKP0xzWO+nTHPNhOLZ5ym4Zx7XXfteZb4vMgkrO7CDFPGUqCLgRZrlQONMHeuu0Xzn1lc2sF+eT9ddxIb9Mm3bXblkWvThe9sXDXheOB2HWIMcm9199bfWw1tN57DdbaVNnfW7S+XNZwUOmM+sMu+TwzbJbxdc9N+08tsnWH/hxh/5gye+DNe8sqGS+IMUsjw0ms5X1pjyGuZ9NDQIu4qBeUr2AdczsOMzT4g+zWS/Od65/0BfLy5qts0l37ZZ1TItcHE9z8eDCcXGLlPW62966HeS7vA5iVuBBzzw804OH67DsGXZ946SamhtP37irfu9VdzZ51uuqz2Njsp7Az84vUX3sw8k975Pc6+h67tCfScGQZc6ImCbfkvHk3bymnQW16+K+Nnk6Sz2c9rHBZPa2dSY+hrlMQ1/gm6Z9HNRLqhewjpkdh2la/DSDpuTwDrw22Rhn6yzzmOa90JjmovggLhw3uV0sI21jqb+zBuoPW182bznNEhxdRl2Y9SbNKoKH3qd1cKZ9vGq/unMQ/dAsj5L3rTsxSz05DMHwZZ7j1hP46fsS1S0nk3s/8OBeUjwUfEqaANS9H7i17jTvE5nlU+rrDjQta0bEfkGkpD/v1n38m2pZQblpA037lfVQOXXNUk6HdbbNsgz1e8lmvaR6Aau+u7zXV0Mm9jr5rfMEv9+gKdmMgddYbdJsnWWZ55jWESRZdb+wye1iWWlbdf09iNmTswTqF/lqzsQ6AkrzlNOswdFF68ImPH67qvdpzfuC+GW8D2qTg1LTBPenqTur7odmeZT8oN8Jt2hQapFZ8Ms8x63vUa+dFzHzXpzMO+tkr8+g7wxATfM+kVk+pT6m95DsdzHal3djOv4+i8zsWPVjSrMEK8deTn3mDeZOa9p+76CDo4vU2QO0zjtOyxjUzfNOnVm2Mc3vj+Vly8uwaF6s+ytU81jHjIGDsMmBvU1O28RBzZ7cKy+67Wnnoyh71a1VBZSmsaw+4KAfyduERwCnrQsTfY8n7czjeYMBi74PatZ6tcpg5SbPgJzGLI+Sz/NOuHlnX687KLWs88hCgZ9SyiVJfjzJXZP8TK315Ytsb2qzzNZJhi9Ql/EZ9Gm30XdhNbHz4uqgZ0as+mK3zxjfwzKx6MyOVZo1WNlXTnfWlx2PovXVlVkCCuuohzvNmj+TNC87vcsIus2StgOus4sEVxaZ5TDNwHyWu6/LGPQvGmiaNQ2bcLd3yEEHFBbNi1kGd9N+xnbau9LLvMjsbnuaC+5NrkOzWNUF0mEMCCazXYhP+46QWfJikYul/YLqs9TveR+9OuztYZPM+9XJZP4XxM/yyOs07WHRYOUHb/tg/u62v8utH781N56+8c79nSmPhi7TzjZ968dvzdl3PztJcr+z7pejZx3dtv4y6ta6P1QwZO7ATynlrkl+MsmTkrwnyZ+UUl5Ta337shI3aJbZOslmBBLmnR10EGZJ2yovzme5UD2IGQqLzLqYZ2bHOoNucz3iN0U9niWgsKo2Mmsez5I/s+TFrBYNus2atmXNwpzCQQdXZr1QnfZu6DIG/Yu+A2WeNGzC3d4+s5TTqj5VPWteTDu4G7qQ+eBtH7wz/fsN8Fd5kbmqNrIqy+wXln2BNJZgwDIulmbNi1kuluYJ6M/yJcJFHr3alD71sNlZphN9ZbrMRxynqUND7eF+Z91v5vc5TXt8p287nePnHN93uzsdhlmGB2mvfujoWUc3sv2u6gbCIjN+HpPkL2utNyVJKeWXk1yWZPWBn2Q5s3UO2ianedq0nbw2ufn3k4d+/vYLypt/v/l70VkOk23vt92+dCwjDcnWce+cTbZz1sWyj3mR/OymefLved4HM61ZggSLrLvf+tNYZZ1NDjRgMlMbOei0zWiW4MoN778hx885vu2EfcP7b0gy/UXUqi5UlzHoP6jgw2GwSL2YtU4ctKFyuvnDN28b3CfDx7LKsl53MGcWq+oXJq547RW77uLP8gLsZZTTZP2dg/5lfvFnL3vl8YVHLlz7ne9u+rppSxYPVh6mtpCsv64sy6xlepD7GzrnzNIWVlln++rAMsp/GXVrVWmbxWEbJy3rHLdTqbXO94ulPC3JJbXWb2j//cwkn1NrffaO9a5McmX7z2NJTs21QwAAAAD6PLTWerTvPxaZ8VN6lu2KItVar0py1QL7AQAAAGAOd1ngd9+T5CGdf39akvculhwAAAAAlmWRwM+fJHl4KeVhpZR7JPmqJK9ZTrIAAAAAWNTcj3rVWj9RSnl2ktel+Zz7z9Va37a0lAEAAACwkLlf7gwAAADAZlvkUS8AAAAANpjADwAAAMBICfwAAAAAjNTcL3eeRynl65I8oP3n+2utrzrI/c+jlPKpSVJr/dCKtn+fJB+p+7xsqU3H7bXWj8y5n89OU95PTfKOWut/nWc7m2rRciqlfE+SW5OcneRjtdb/uGPbc+f9nOk5u9Z665K3OZhHpZT7JTm96nq4DkN5OeMxr6QPmLb9L2lfSzmOvfKtlPLkWuvrFtn+lGlYtL2vskw3oo1MW7/n2O6+fVMp5dL2x89J8g+11h9ZYH8Hco7cNIuW36J9yxLGHN+Q5DHtP6+rtV6/rLTNkZaV7G/WPOor01nP9cseG5RSnpHk05K8Msnn1Vp/axlpKKX8dJLrkryu1nr7UhK7gJ11YInnw9661ZdHq+qTl2GRelVKeWaSkuRTktxWa/2ZHf9/oO19Ecs6j6xqfLlo+9/r+Da5nLrHXUr5V+3ixyX5g1rrr865zanLetWxgFkMnEem7lsONPCT5Jxa6w8mSSnlBe3f357kWJoO4zW11l9olz8hyScl+cI0QaIf726olHJ5rfWa9uffTPJ7SU7UWt/cWWcSZCpJ/nWt9UdLKc9tt3tbkrNqrT/UrvsdSR7RTUcbDHhv89/l3FrrDwxtd5/93bNddlut9T+1674yyR1J3pHk4Um+tZTy75PcO8m7kzy41vrCdt2XpimrC0opb6i1vrKU8itJfjvJq2utf9uX2d08SvL4JGfXWl/U7id75EXfcQyV066878vLdnlvmvuOe488fkJ21Is9yuk5Sc7qHl+77EiS/5JmkPPqdj//O8kFtdbnllJe3ElbX94PlVNfXkxdN9vlL0vy90keV0r5gzbNvfvrK+t2EHdHks9M8/L2SVkP5dGzktze5unDknz7HvWiLy9e3C771STHa61X71FOX5YmsPZ/JPnHWuv3teu+oD2MSSc+WE6llP+Y5GNJPprkk2utL2qX/3KS30mnbvXl5R7HPLTdXfm2R9q+M0ntHsce5bSr/e9zfLvybo+876uHQ+W/a397lNOufGuX/1KSP09Tlx+b5HV9ZTpHvRjK574y+aEk/9iTb7vKZI+82NVX79GehvbX10Z29UPturvKb4++ZVf97qtXQ+W0R70a2l9ffRtqT3318FFJ/iHJy5K8qJPOoX6vLy+G2khf/d6V73uU/1CZDuXFEzJ9ne07jqH+dKhM+sqvN819dWCPfBtqT33n+6H83HUsQ+e4NOO9K0spL0wzdrh+lrTtUU5DY6q+sp41L/rKb6is+9r6rrqyR5kOtaehetg3NhgaX/T1ZUNjn4cn+ZEkL0hyjyS/VYbHcENp7qvjb0/yd0leVEoptdaXtOv29S1Tj6l2mmLs0zfWnuUcMPUYfo9y6iv/3vHCjGOqoTH1UPn1tfWhMu3bX2/akpyb5H7t2L07fu7L+6E079nH7TjH9bXToWPedRxD+5ui30unXsw0Tho4jlnGZUPl9Jy9x7AAABSbSURBVJ3tph+brX5vKI+Hjq+vnIbaU9+18lDe97WnoTHAUJr7jvuCJCeTfCjJH3fWHWq/U13PtMv7rkeHyqlvLDJ0HH3nuKE6NNQ39PUje9a3Pgf9qNcfllJe0FaSP2qXfWqS5yV5c7ZmAyXJE5M8rh0MnZ0kpZQT7e9/Z5Kv6az72iSvSPKwUspLOst/Oskl7Z/j7bK7J7mj7bzv2Vn3Pj3p+OQ0g+3fbn/ea7tDy4+kOan+SPvzxOl2//8zTSVNko8keWubtg931r1nkv87zcXVWe2yP0zymiTP6B5zJ49esCOP7kjyV+3PN+yTF33HMVROfXnfl5eDaR447qE83lUvMlxO9+g5vrOTvDTJv0nyJZ11b04z4LkyW/mU9Of9UDn15cUsdTNJ3pDkL5P8Tt0KHPTub6CsPyNNnv/X9vgnhvLonCQPTnKqs2yoXvTlxcdqrd+b5POS/IvOun3l9OQkn90u+2hn3XcneVOS3+4c873TX05/n6021e2//ii769Ybsjsvh455st0f3bHdvny7d5KX9KTt5p7jGCqnvva/Vzr68m4o7/vq3FD59+1vqJz68i1J/nOt9YdqE9T/3nbZpExfvyPvZ6kXQ3Wg71g+lP560VcmQ3nR11dP2tN/y/a2MNnfznLqayN9/VDSX35Dfcuu+r1HX79X/d6ZP0P76yuTN6S/PfUdx3Xt/l6W5Dc76w71e33bGGojffW7L9+T/vLv9pHd8hjKi1nqbN9xDPWnQ2XSV3699XBgTDSUb0Pnvr4yGcrPvmMZOse9tR1E/0aS1++Ttr62PlROQ2OqSVl3+5xZ9pf0l99QWfflUV9dSfrL9A3pb08fSXKypx72rT+U9315NFT+f1GbO+nfl+YCImku4PrGcENp7qsXb6m1vqnW+tIk399Zty8/ZxlTpZTymz31fqivPp2mD+7WgVnOAfftWTbZbl/d6sujvvLvq6/JbGOqoTH10Bi8r633pXdof0Np+4NsBfjf2lnel0dDad5Vfnuc4/rSMVRnh9pkX/8y1O8dSfLD2V4Hph4nderrzuOYZVz2hvSX081pxgfdevSHac7BO/N46Pj6ymmoPd0nTZCzm89D9a3bnu7bLhsaAwyleddx11pfnqaf+FCt9d0D+5uU0yzXM0l/XzRUTn3909Bx9F03DNWh3muJ9PcjQ+PyQQc646fW+ntpomNd/z3JNyZ5VZJ/2Vn+1iR3L6X8eJL3t8t+L00U7JVpGsbE9bXWf0zy6+2fiefVWm9OklLKb7TL7pXkw20Er5vRH0/yzUnumq18eUWamTKl/Xmv7Q4tvz7J89NcEL28s+7Ptvt8aJqGkDQRwkkl/h+ddV+Z5LOT/GQnbZ+S5Entz92K/wdJ3pZmivUbJwtrZ8ZUrfVE++NZSd7V5vH/s89xvDZNw/6MbA+MnOjJ+4+16356mrs+E5cleVeSn6rbp/52j3syzXgoj29I80hW11A5vSnJx0sp/1eaSHaSXJHkL9r1vr6TJ7+WfpO8/4k0HchQepP+etiXP4PHV2t9XRsR/8LOutfWWv/f9uduvfjjJLekqQv/vV32zjQR+z9N8oOddYfy6IfS1KOz03RKSVN+f1VK+Q/ZPgjry4vXtem+qpRyc2fdf0jyzaWUc9J0YklyVZpZEumkN7XWXy6lPDLJR8rWo0JvSXNiOCtNpz9R0kTe/7yT3iT5/SQPSfLAtGXdycsvyHaTY753ZxtfnObi5CuyvUz78u2vk3xHmvb4jM6690jyyCR3lFK+oW5Nd/7dNg8el+akkCQ/k2aQ/dA2XybuluR/Jfl37d8TV6Upl2Qr74byvq/OdY/jhzvr3rU9nq/I1sVZ376S/rqSWuvvdn5+S/vjO9OcWF9YSjlda/1v7fKnJ/m2Uspd05xI99rfH9Ra70jy8vZuycQrkjyh83PS5HFJc954cWfdf56mLnX7jL7fT5q709+Vpr/uXqh8appy7s60eUOauvxl2X5O67aRSV/92lrr29qf/6yzbl/5DbX136u1vi/JfyqlPLld9kdtGs5OU/8n+srpLkkuTHOX7Lmddbv769b7XWUy0Dclzblh23HUWt+e7X3/xFC/vmsbac6Rn0hyXrbOkUl/P9vXNyVNnXh8ktOllCfV5jGWm9IMQv8szcXufnnx9iSfVko5O1uD8G7+dI+jr0zvleSvSynPTtNfd9P23jSD5e7x9ZXfzWn6q2ekOYdO3C1NnX9dmv4v2cq3nX3Lx9MMtO+T5D2d5X1l0leP0x7zxaWUq9IMbpOB8Vet9brOOhNDZXpTkqcleVAnbTXJjyf5sWyvs3ckeXZ7HO/tLP9IkouTfGcp5a61uZM8tL/3pLkA+9/ZuhGW9JffUFn3jcvelWbc+pxsDwbsKtM9zk+944uB9YfGvr+QJo+S5qIuadrFc9u03nlObcspbV/73e3iW7M1hnvnPmlIkqckeUXbr/9hu+7vdH7vjs66ff39LGOqJHlhrfUvkjvvgk+2e3mSL832MXFfexgaD92e5tz7SdmqW49vf/+jSX6xZ7vb6tZAHnXL/6WTVdPM0vieUsotdetxlaHz+o1J/qEdl03y7+wkj05y/zQ3IyY+N035vSrb2++utr5HmX4oyVmllB/I1rVSb9pqrX/Y+fnVnW305dHZ7b4enu3nrYekqatP7az722lmkiTbz4d954v/L8m3pAnkdINS/5jko+01X7dN/naSL0ozPnhZu2yo33tvmhkjJU39SAbGs+nvv7+n3d5l2d7fDI1F7prmOuvb04xL9jr/nt1u/wmllL9sr+/u3tl3tw/u67OS/nL6yzRl9FXZPgb/xzT9w8+muZZK+7vf2G6zO9a6Pc146rs6xzc0BrhPu6+z0/Tl6Rz30Z3HPRBPuD1NH3evNPUh7c+3tefvP+6sO1TWfWOwof6ir3+6T5Jnttt/bGfdD2Qrb0+2fw+dWx6e5PwkdyulPL9uvXqkr271jsv3sgkvd35emkr6zCSXdpY/LE1w50NpIo5p13tlmop0QWfdS9to6nPK1iMGSfJl7fJnJ/mGdtlH0jzS8/3ZHrm7Ncl5O5Z/dZoCeHCS/7ObtlLKJW1A4Zmd5Y8tpTy97Zif1y77/CR3r7XeK9s7na9IEwx6TpLPapc9rvP7XzZZsdb6V7XWV9fmOcQvbhffluQz26jkgzvbvSPNCe5laQICe/lEe9wfyvYG9GWllBeXUh6UpmNMmkDSXWutX7/jOB48yYtSyrd20vChNJ1wNw3XZWvqb3ca5wWd/Jw0lKeVUq4qzbS5bif+VUn+aXunZ/L+gCvadZ6e7XXonyX5kjaa+rB22U9m6wLv3L0yp/XQNB3Ii9JEapPksk7+nNdZ99JSyvMndbFddnxSpt3o76Tjaz1x8kNpHun48jQXlhPPLaV8f3vi+orO8m4deGC77GFpgiI/lq12kzT1/xFJvi7b6/Lnprkg+Gft/yXNBUZfHfqXaQaC35z2rkWt9c87/3+fzs/3rLVekGZAf1u77L5JHtqWc/eYf6nd9tF220lyUZqO72VteiZub4/vl7O9zn5hkid3y7o0Uzy/LsmndwMHtdaP1lp/ow32TSLv16W523F+mgDNxNek6QM+I9vvLPb1Q+ckOb+nTZY07ex0kl9ql708TZ19R621e4fstiRH27ukD9pxfE9v69yxdtmndNrNhZ3ju/PCsJRyefvjT6W5E/PGWuvkQiBpzgE/1R7jpEwen7bvzFb7T5p688g074N4Vvb2+CRfXGt9ULbn0U+mCaC8KFt92YuSPL6Ucv8defGNnbu6X9xZfnGafDqerTb5mCRf1Na5h3XWfVuSP0nyoEmfU2s9XWv9tbb8u9s9O00ZnZOtOndrmvJ4SbafL56TJqh0XpIrO8u/NE0buaKz/Hs6x9Fd9ws656dHtcue0S67rt3+xPM725i0kVvTfy77hjQDmjd1jq/WWv95mmnGxzrrPr3Tzz6is3xSB56Ttk9tf/6mNDN3v7Kz7ld3+qfHZ2/f0ln3OzrLv6uU8qy2DkzeEfVNafLrCWnOxRM/MFm3s+wr09w9+9lsPwdMHmN5QLbq93lpzlEPSBPUm3hFJw1/smMbr0zzKMy92mWXpMmf69Jc9E48sZOfk/RN+umfyPY2fUea+nZxtvezL0nzbqR/kmQyjf+cJA9p62G3b7k+7Tk1W23hKWnq3//K9rK+PVt9ZPcc/vROnZuMky5P08/9QrbX2U+ptV6Zpl+fbPtZkzJt+6K9PC3NOfz52Z5v56cJwpxOc7GaNHX2Lmkuarp3am9L8sCePvLi9hg/PVt3l89L86jCpdne1s/J1rmzu40vmJzDs9UevibJ17R1tlsPvzTNFP17Z6utnpPk4e1279pZ91vSnOO+qv29yaMmX5QmkNYdG3SDFudPfmjb39el6csm49ynTupbKaWbtpekCV58Uue4h8a+fUqai7r3ZOucldI84vrcJI/cUdZ3ju2y/fzZ50lJ/l3bRib93lM7+f65nXX/xWSstaPPeWGnP5y09x9rj+se6cxoqrXeVGt9d3uh+MjJ7yf5p2nqxvM7271LmrZ+9zT1aHJs/7PddvdGz1PSlOej06nLpXm06LPTjFMnY+KfT1PPfq9uvSPkYWmCDq/I9gvSCzvXAd28PK/987JsPXZ0R7bGSd2+7Po0N3K+PsnXdpZf1snnr27T+4I09erf7Lh+uiPNIz7fna3+4vM7Y9/u7JkhX5pmXP7YbLWR27PV1rvH/bY0QZFPytZY656d/qbbBzy502dN6tDk+vDKbJVd0pwnH9LW++4172Pa4/vkzvF9U5ryfF6a/n7iaK31Hkn+fbuf1Fr/otY6uaH8yM66X56mrnxWth67+cJsXYt0+94np6mvj0rybT1p3jbuqLV+oNZ6bWdclzSP1H5Jmhtek3HgPXv66aSpJ/dv/787eeJz0syeelKa8kq2zp3dttAmo94128vktiQP6OmTP54myPFj2erXf7Bznu2ORXvHM6V5zcgPJPlXO/q4PrcmediObZRsnb+f2Fn3c9tje362gnlJ0xdNruEmdfar05xf/jjbx2VfOamHnbYz6UNesGPdczplMrk59ZlJHtW29ad31r01yYN6+uor09S1h2frfP/cdjtXZP9xeZKDf8dPn/88uWNcSrl4srDW+vJSyhdk+1Suv6i13lpK+b5sRc2TzlSuUsr3dpZPptj/RGf5zUn+sux+pGey/Fmd5XdO0d+x3Se2aXxRKeW7O8s/I1uBqskAqu8Rq2RrWuK3ZmtqXN/vT54j/J3kzndoXJNmZs+k0+xeLF2XJjjwsjTPvw4ayONkaxr0C9KcnF69x3H05cVQGt5Sa31TkjeVUu6yzzYmj5Z18yfpry9D6/aleSgNQ/rS1pc/STO18KVpymmy7ixlmmx/pONobZ6r/fs0F9uTmWMT3TrwtjadQ2X67iTvS/LRuv19WbOU367j2+M4JtP8X52tfmao3fSVaW8a9ji+vrLuK4+hNA/Vi75tDPVDvW2yk+Z/6KS5O915Us6D20h/nevNz4Hj66tXSfLmnmPpzbcM94d9hvqLvnweyovec8PAcU+9vz3qbF+dGzpfDKWtL4+G1p2ct7rnp0k7/diOdtq3jb5zVtIEYHfWlb72mPSfh7pp6x7HUL831D/1+dDAun11YGi7fesOHUdfWx3q34bqYd82bk5/OfWlY9ZzdV8eDW2jrz0NldNQG+mrc0Pni756NEv599bvgT5ysq9rs30W1yz5OXTOGdpGX983dHx9+Ty03b4xyqxjg76+Zajez9Jf7LLHeXao/c4yrupL89A5Z6gu9x1fbz87kJ9Dx9F3Phw6tlmuD3adf/fI4956kf76PetYuy+fh845ff3FUHkM2bW/gbY+lOah81Zf/zs0Lhs6h/cd31C92NUX7dFOZ7kOHCrrXWmecaw9lG9D48C+dAzlZ9+29xv7duv4UBqG+qeh67s+fWXd16aHjjnpb9dD9b6vHg7try/f9iv/nXmxV/vdea4eVms99H+S/JPOz0/Zb/kStntZkie2P393Z/k5aabXfluSb9ln25+TJsr4oCTP2uv3kzyq8/OzDiA/H9/5+Tn7rNubFzPub9c2+vJnlrxcYl70pa03f7L1gr9vnSyftUzTPO85+fnJ7d+PTTO74Rnz1OPO9h6Z5g7Qk+cpv4Hjm7puLqOuzHi8u9I7R5p7t7GEtO0q533W31Xn9uiHdh3fLPvbI98W6k+XmBcL1aNZyn+ObU+dR0Pr9rXTGdOwq67ssW5v39mXtqHtztI/Da07S783sO7C54A56mFff7qMdCzU389S/vscy1T1cNb0Llq/Z8yLmfqKvr5vj3o4dT731YvMPjboa5MrG/usom7ukRdD55yZ63LP/vrOh8s4jqmvD2bpW4bqxZLKbyifp23rM5XH0P6WdCxL70dmqRd7tNNZrgNnWXfhcctQPVxlnZs2DXusv5I+bo/+d+qxz6L1cNZ8X7T9Tv6U9pcOtbLjqzK11sv2Wr6q7c6yv3bdyVcKHltrvWxVxzGrOY5jobT1baMvf/b5/anWXWLahsppoTKdZX+LHsdey/fYxlTHN0saVmWoXix6zEtM29R5MUc9nLsOLSPfZrGMvFjl/la17YNu63usO1VZL7EPWajOLnq+mDVtcxzHgaVjGb+/pP5ik88Bs+bF0sdlKx4brGTss8dxLKN/6suLlZxzNmFMtSlt5KDHcJsyflrFdld5Plx03VWmeVGbXodWNfaZJQ37rD93+73TNNGhTf+T7dG4i/dbvqrtzrK/vnVXdRzLOu5F111GXqwqDasqp2XUoVXl8TLyeVPK6SCPeZVpW0ber6qcNjkvVrm/VW37oNv6omW9yvZ0kPX7oPNtlelYxu+vqr9YxbFtUl6sqq0fdL1fZX4eZB4vY3/LyIuDbE8HnRfLaE+rOo6D3u6q+oVVHvMq29mqyu6gy/og+6dl5MU8aRjFjB8AAAAAdtuEr3oBAAAAsAICPwAAAAAjJfADAAAAMFICPwAAAAAjJfADAAAAMFL/P1tyxnwKYdBHAAAAAElFTkSuQmCC", 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YlJ7zyCPzoscePXQMtmFEBgDz5oCD98+h97/vnM+d+Ljj5jkNwHi876Krc+m1Nw8dAxadS6+9WYm4FzIiA4B5U1V5+Z/8XH73BX/03ctLlixdkn1W7JNf+IOfHjgdwN7txPsflHe/7PFDx4BF5afe9OmhIzAHIzIAmFePf9aq/P75v5XHPOPkHPn9R+TJP/WEvPFf/mce/PBjho4GAMAIGJEBwLz7d084Pr/7odcMHQMAgBEyIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIzGsqEDwCxs2Lw5q6+5Opu3bMmjjzwy+y1bPnQkAAAA9gBFBgvOZ676Rl72ofdlS3eSpLvzhh97Zp764IcMnAwAAIDd5dISFpSb16/Pz33g3Ny8fn1u2bAht2zYkFs3bsx//sgHc90t64aOBwAAwG5SZLCg/N1XvjTn8i3ded8Vl81zGgAAAPY0RQYLyrr167Np85a7LN+weXNuXr9+gEQAAADsSYoMFpQfOvqYLFlSd1m+//LledIxDxogEQAAAHuSIoMF5bjDDs9zTzgx+y//3l1K9l+2PD989DF59AOOHDAZAAAAe4K7lrDg/M6/f1qe8qAH55xLv5BNW7bkuSecmFO+/7hU3XWkBgAAAOOiyGDBqao89UEPyVMf5HarAAAAC40igySTyTDP+vyFeecXLs6GLZvzzIcen5c/+nE5eL/9ho4GAAAA36XIIEnyix98X/756m/kjk2bkiR/dfFF+YevfiUfftF/zL7L/GcCAADA3sFkn+QL138zn9mmxEgmIzSuv/XWnPelLw6YDAAAAO5MkUEu/uZ16TmW37ZxY1Zfe/W85wEAAIAdUWSQBxx4UJbWXf9T2Hfp0hx90MEDJAIAAIC5KTLIDx99TA7ed98s3e72pMuWLM1PnviwgVIBAADAXSkyyNIlS/Lu016QRx5x/+yzdGn2Xbo0D77vffOO552Ww/fff+h4AAAA8F1uR0GS5MgDD8rZp70wN9x+WzZu3pLvu899ho4EAAAAd6HI4E4OXWEEBgAAAHsvl5YAAAAAo6HIAAAAAEZDkQEAAACMhiIDAGAOVXV8VV20zdfNVfXKoXMBwGJnsk8AgDl09xVJHpkkVbU0ydVJzh00FABgRAYAwD3w1CRf6e6vDx0EABY7RQYAwN17QZJ3zvVEVZ1RVauravXatWvnORYALD6KDACAnaiqfZI8O8nZcz3f3Wd296ruXrVy5cr5DQcAi5AiAwBg556R5HPd/c2hgwAAigwAgLvzwuzgshIAYP4pMgAAdqCq9k/y9CTvGToLADDh9qsAADvQ3bclOWzoHADA9xiRAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARmPBFxndnRtvvz13bNo4dBQAAABgNy0bOsAs/dM3vp7X/MP5ue6Wdamq/NhDHprffcrTc5999hk6GgAAALALFmyR8cVvfyu/8IH35o5Nm7677O++/KXccPtt+avnnjZgMgAAAGBXLdhLS97y+QuzcfPmOy3bsGVzVl9zTb5+000DpQIAAAB2x4ItMr5y4w3Z3H2X5fssXZKr1n1ngEQAAADA7lqwRcaq+x+Z5Uvu+vbWb96c4w47fIBEAAAAwO5asEXG6Y98VPZfvjxLqr67bMWyZTntxIdl5f4HDJgMAAAA2FULtsj4vvvcJ+97wUtyykMemoP33S8PPOjg/NoTfjive/JTh44GAAAA7KIFe9eSJDn64EPyp6c+a+gYAAAAwB6yYEdkAAAAAAuPIgMAAAAYjZkXGVW1tKo+X1UfnPW+AAAAgIVtPkZk/HKSy+ZhPwAAAMACN9Mio6qOSvLMJG+e5X4AAACAxWHWIzLekOTXkmzZ0QpVdUZVra6q1WvXrp1xHAAAAGDMZlZkVNWPJ7m+uy/c2XrdfWZ3r+ruVStXrpxVHAAAAGABmOWIjCcmeXZVfS3Ju5I8parePsP9AQAAAAvczIqM7n51dx/V3ccmeUGSj3X3S2a1PwAAAGDhm4+7lgAAAADsEcvmYyfd/fEkH5+PfQEAAAALlxEZAAAAwGgoMljUujtX3nhDLrn+m9m0ZYd3CQYAAGAvMS+XlsDe6Gs33ZgzPvDeXLXu5iytyvKlS/P6pz8jT3nQg4eOBgAAwA4YkcGitHnLlrzoPX+Tr9x4Q+7YtCm3btyYm+64Iy//8AfytZtuHDoeAAAAO6DIYFH69FXfyLr1G9LbLd+8ZUve9YWLB8kEAADA3XNpCYvSt267LblLjZFs3LIl16xbN/+BYMRuWvudvO+NH8nFn7g0Rz70/vnJVz4zx5z4wKFjAQCwQCkyWJRWPeABc07uuf/y5XnSsQ8aIBGM09qrvp3/51Gvym3r7sjG9RvzhQsuz8f++oK87txX5Qef/oih4wEAsAC5tIRF6aiDDs5pJz4sK5Yt/+6y/ZYuzVEHHZwff+jxAyaDcXnbb70r6268NRvXb0ySbNm8JetvW58//IU/S/ddRz0BAMDuMiKDRet1T35qHn3kUfmriy/KbRs25JnHHZ+fefjJ2XeZ/y3gnvrshy/Kls13Hd100/XfybevuSGHH3nYAKkAAFjI/IuNRauq8qzjTsizjjth6CgwWgccsn9u/OZNd1m+ZUtnxX32GyARAAALnUtLANhlz/vlU7Pv/vveadmyfZbl0ac8MgccfMBAqQAAWMgUGQDssmee8fT86EufnOX7Ls8BB++fffffJ8evekheddYvDR0NAIAFyqUlAOyyJUuW5BV/+vN58W/8ZK7816/lfseszDE/cNTQsWCPqapDkrw5ycMyuW/3z3b3p4dNBQCLmyIDgN122P3vm8Puf9+hY8As/HGSj3T386tqnyT7Dx0IABY7RQYAwByq6qAkP5LkpUnS3RuSbBgyEwBgjgwAgB15cJK1Sc6qqs9X1Zuryiy2ADAwRQYAwNyWJXlUkv/b3ScnuTXJr2+/UlWdUVWrq2r12rVr5zsjACw6igwAgLldleSq7v7M9PE5mRQbd9LdZ3b3qu5etXLlynkNCACLkSIDAGAO3X1dkm9U1fHTRU9NcumAkQCAmOwTAGBn/nOSd0zvWHJlktMHzgMAi54iAwBgB7r7oiSrhs4BAHyPS0sAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoLBs6AAAAAAvX2V88O+dded7QMXbJFTc8KUly+kfOHDjJrjn1wafmtONOGzrGHqfIAAAAYGbOu/K8XHHDFTn+0OOHjnKvnXzyJ4aOsMuuuOGKJFFkAAAAwL11/KHH56xTzho6xqJy+kdOHzrCzJgjAwAAABgNRQYAAAAwGi4tITevX583f+6z+fCXv5QDli/Pzzzi5Dz3hBNTVUNHAwAAgDtRZCxyt2/cmJ9499tzzbp12bB5c5Lk//3Hv8/nrr0mv/OUpw+cDgAAAO7MpSWL3LmXX5pv3nLrd0uMJLl906b87WWX5Oqbbx4wGQAAANyVImORu+Dfvp7bN228y/JlS5bm89ddM0AiAAAA2LEFX2R099AR9mpHHnRQli2Z6z+Dzv0OuM+85wEAAICdWbBzZJx7+aV5/acuyLW3rMv973Ng/usTfijPPeHEoWPtdV500iPyjjX/mk1btnx32dKqHLZi/6x6wJEDJgMAAIC7WpAjMt57+aX5zY+dn2tvWZckufaWdfnNj52fcy+/dOBke58HHXLf/J9Tn53DVqzI/suXZ9+lS/MDK++Xd/zkf8gSdy0BAABgL7MgR2S8/tMX5PZNm+607PZNm/K/Pn2BURlzePKxD8o//9wv5sobb8z+y5fnyIMOGjoSAAAAzGlBFhnXrlt3r5aTLF2yJA897LChYwAAAMBOLchLSx5w4NwjCna0HAAAABiHBVlkvOoJP5T9lt15sMmKZcvyX5/wQwMlAgAAAPaEBXlpybOP/4Ekyes/dUGuuWVdHjC9a8nW5QAAAMA4LcgiI5mUGYoLAGB3VNXXkqxLsjnJpu5eNWwiAGDBFhkAAHvIv+/ubw0dAgCYWJBzZAAAAAALkyIDAGDHOslHq+rCqjpj6DAAgEtLAAB25ondfU1V3S/J+VV1eXd/ctsVpgXHGUly9NFHD5ERABYVIzIAAHagu6+Zfr8+yblJHjPHOmd296ruXrVy5cr5jggAi44iAwBgDlV1QFUduPXnJD+a5AvDpgIAXFoCADC370tyblUlk3Omv+7ujwwbCQCYWZFRVfsl+WSSfaf7Oae7f3tW+wMA2JO6+8okjxg6BwBwZ7MckbE+yVO6+5aqWp7kgqr6cHf/8wz3CQAAACxgMysyuruT3DJ9uHz61bPaHwAAALDwzXSyz6paWlUXJbk+yfnd/ZlZ7g8AAABY2GZaZHT35u5+ZJKjkjymqh62/TpVdUZVra6q1WvXrp1lHAAAAGDk5uX2q919U5KPJzlljufcex0AAAC4R2ZWZFTVyqo6ZPrziiRPS3L5rPYHAAAALHyzvGvJ/ZP8RVUtzaQw+Zvu/uAM9wcAAAAscLO8a8nFSU6e1fYBAACAxWde5sgAAAAA2BMUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBAAAAjIYiAwAAABgNRQYAAAAwGooMAGBRqKpjqupp059XVNWBQ2cCAO49RQYAsOBV1S8kOSfJm6aLjkry3uESAQC7SpEBACwGv5TkiUluTpLu/lKS+w2aCADYJYoMAGAxWN/dG7Y+qKplSXrAPADALlJkAACLwSeq6jVJVlTV05OcneQDA2cCAHaBIgMAWAx+PcnaJGuSvCzJeUl+c9BEAMAuWTZ0AACAebAiyVu7+8+TpKqWTpfdNmgqAOBeMyIDAFgM/iGT4mKrFUn+fqAsAMBuUGQAAIvBft19y9YH05/3HzAPALCLFBkAwGJwa1U9auuDqvrBJLcPmAcA2EXmyAAAFoNXJjm7qq6ZPr5/kp8aMA8AsIsUGQDAgtfdn62qE5Icn6SSXN7dGweOBQDsAkUGALBYPDrJsZmc/5xcVenuvxw2EgBwbykyAIAFr6r+KslDklyUZPN0cSdRZADAyCgyAIDFYFWSE7u7hw4CAOwedy0BABaDLyQ5YugQAMDuMyIDAFgMDk9yaVX9S5L1Wxd297OHiwQA7IodFhlVdV6S/9TdX5u/OAAAM/HaXX1hVS1NsjrJ1d3943ssEQCwS3Y2IuNtST5aVX+R5A/cogwAGKvu/sRuvPyXk1yW5KA9FAcA2A07nCOju/8mycmZ/NFeXVX/tap+ZevXvCUEANhNVfW4qvpsVd1SVRuqanNV3XwPXndUkmcmefPsUwIA98TdTfa5McmtSfZNcuB2XwAAY/GnSV6Y5EtJViT5+emyu/OGJL+WZMuOVqiqM6pqdVWtXrt27Z7ICgDsxM7myDglyR8meX+SR3X3bfOWCgBgD+vuL1fV0u7enOSsqvrUztavqh9Pcn13X1hVT97Jds9McmaSrFq1yu1dAWDGdjZHxm8kOa27L5mvMAAAM3JbVe2T5KKq+oMk1yY54G5e88Qkz66qU5Psl+Sgqnp7d79kxlkBgJ3Y2RwZP6zEAAAWiFS+mfYAABoCSURBVJ/O5Lzn5ZlcNvvAJM/b2Qu6+9XdfVR3H5vkBUk+psQAgOHd3RwZAAALwU909x3dfXN3v667fyWJW6kCwAgpMgCAxeA/zrHspff0xd398e5WfADAXmBnc2QAAIxaVb0wyYuSPKiq3r/NUwcl+fYwqQCA3aHIAAAWsk9lMrHn4Un+1zbL1yW5eJBEAMBuUWQAAAtWd389yder6mlJbu/uLVV1XJITkqwZNh0AsCvMkQEALAafTLJfVR2Z5B+SnJ7kbYMmAgB2iSIDAFgMqrtvy+SWq3/S3c9NcuLAmQCAXaDIAAAWg6qqxyd5cZIPTZe5xBYARkiRAQAsBq9M8uok53b3JVX14CT/OHAmAGAX+CQCAFjwuvsTST6xzeMrk7xiuEQAwK5SZAAAC1ZVvaG7X1lVH0jS2z/f3c8eIBYAsBsUGQDAQvZX0++vHzQFALDHKDIAgAWruy+cfv9EVa2c/rx22FQAwO4w2ScAsGDVxGur6ltJLk/yxapaW1W/NXQ2AGDXKDIAgIXslUmemOTR3X1Yd983yWOTPLGq/suw0QCAXaHIAAAWsp9J8sLu/urWBdM7lrxk+hwAMDKKDABgIVve3d/afuF0nozlA+QBAHaTIgMAWMg27OJzAMBeyl1LAICF7BFVdfMcyyvJfvMdBgDYfYoMAGDB6u6lQ2cAAPYsl5YAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaigwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMxsyKjKp6YFX9Y1VdVlWXVNUvz2pfAAAAwOKwbIbb3pTkV7v7c1V1YJILq+r87r50hvsEAAAAFrCZjcjo7mu7+3PTn9cluSzJkbPaHwAAALDwzcscGVV1bJKTk3xmjufOqKrVVbV67dq18xEHAAAAGKmZFxlVdZ8kf5vkld198/bPd/eZ3b2qu1etXLly1nEAAACAEZtpkVFVyzMpMd7R3e+Z5b4AAACAhW+Wdy2pJG9Jcll3/+Gs9gMAAAAsHrMckfHEJD+d5ClVddH069QZ7g8AAABY4GZ2+9XuviBJzWr7AAAAwOIzL3ctAQAAANgTFBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAADmUFX7VdW/VNW/VtUlVfW6oTMBAMmyoQMAAOyl1id5SnffUlXLk1xQVR/u7n8eOhgALGaKDACAOXR3J7ll+nD59KuHSwQAJC4tAQDYoapaWlUXJbk+yfnd/ZmhMwHAYqfIAADYge7e3N2PTHJUksdU1cO2X6eqzqiq1VW1eu3atfMfEgAWGUUGAMDd6O6bknw8ySlzPHdmd6/q7lUrV66c92wAsNgoMgAA5lBVK6vqkOnPK5I8Lcnlw6YCAEz2CQAwt/sn+YuqWprJhz9/090fHDgTACx6igwAgDl098VJTh46BwBwZy4tAQAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaJvsEAGDvsfqsZM05Q6fY+1z3nMn3s35n2Bx7q5Oen6w6fegUwDxRZAAAsPdYc05y3ZrkiJOGTrJXeffR7xs6wt7rujWT74oMWDQUGQAA7F2OOCk5/UNDp2Asznrm0AmAeWaODAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBqKDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAAACjocgAAAAARkORAQAAAIyGIgMAAAAYDUUGAAAAMBrLhg4AAAAAi83ZXzw751153sy2f/kNlydJTv/I6TPZ/qkPPjWnHXfaTLZ9d4zIAAAAgHl23pXn5YobrpjZ9k849ISccOgJM9n2FTdcMdMS5u4YkQEAAAADOP7Q43PWKWcNHeNem9Uoj3vKiAwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgDAHKrqgVX1j1V1WVVdUlW/PHQmACBZNnQAAIC91KYkv9rdn6uqA5NcWFXnd/elQwcDgMXMiAwAgDl097Xd/bnpz+uSXJbkyGFTAQCKDACAu1FVxyY5Oclnhk0CACgyAAB2oqruk+Rvk7yyu2+e4/kzqmp1Va1eu3bt/AcEgEVGkQEAsANVtTyTEuMd3f2eudbp7jO7e1V3r1q5cuX8BgSARUiRAQAwh6qqJG9Jcll3/+HQeQCACUUGAMDcnpjkp5M8paoumn6dOnQoAFjs3H4VAAbQm69PNvxTUiuSfZ+UqhVDR2I73X1Bkho6BwBwZ4oMAJhnW255c3LLG5Jalu/+O/mQP0vt+9hBcwEAjMHMLi2pqrdW1fVV9YVZ7QMAxqY3rklu+d9JNiR9W9K3Jn1r+qZfTPcdQ8cDANjrzXKOjLclOWWG2weA0enb/jbJhrmfXH/BvGYBABijmRUZ3f3JJDfMavsAME63J9ky91NGZAAA3C13LQGAeVT7npLU/nd9ojcm+z5h/gMBAIzM4EVGVZ1RVauravXatWuHjgMAs7Xvk5J9nrhNmbEkyX7Jgb+eWnLokMkAAEZh8LuWdPeZSc5MklWrVvXAcQBgpqqWJIf8SbLhgvQdH03qgNSK56WWHz90NACAURi8yACAxaZqSbLvj6T2/ZGhowAAjM4sb7/6ziSfTnJ8VV1VVT83q30BAAAAi8PMRmR09wtntW0AAABgcRp8sk8AAACAe0qRAQAAAIyGyT4BABa71Wcla84ZOsXEdRdPvp/1zGFzbHXS85NVpw+dAoBtGJEBALDYrTknuW7N0Ckmjnj45GtvcN2avafgAeC7jMgAACA54qTk9A8NnWLvsreMCgHgTozIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaigwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaigwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZj2dABAACAEVl9VrLmnKFTfM91F0++n/XMYXNsddLzk1WnD50CFjQjMgAAgHtuzTnJdWuGTvE9Rzx88rU3uG7N3lXywAJlRAYAAHDvHHFScvqHhk6x99lbRoXAAmdEBgAAADAaigwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGI1lQwcAAABgWGd/8eycd+V5M9n25TdcniQ5/SOnz2T7SXLqg0/NacedNrPts3cxIgMAAGCRO+/K83LFDVfMZNsnHHpCTjj0hJlsO0muuOGKmZUw7J2MyAAAACDHH3p8zjrlrKFj3GuzHOnB3smIDAAAAGA0FBkAAADAaCgyAAAAgNFQZAAAzKGq3lpV11fVF4bOAgB8jyIDAGBub0tyytAhAIA7U2QAAMyhuz+Z5IahcwAAd6bIAADYDVV1RlWtrqrVa9euHToOACx4igwAgN3Q3Wd296ruXrVy5cqh4wDAgqfIAAAAAEZDkQEAAACMhiIDAGAOVfXOJJ9OcnxVXVVVPzd0JgAgWTZ0AACAvVF3v3DoDADAXRmRAQAAAIyGERkAAHu71Wcla86Z3favu3jy/axnzmb7Jz0/WXX6bLYNwKJjRAYAwN5uzTnJdWtmt/0jHj75moXr1sy2hAFg0TEiAwBgDI44KTn9Q0OnuPdmNcoDgEXLiAwAAABgNBQZAAAAwGgoMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaigwAAABgNBQZAAAAwGgsGzoAAACwh60+K1lzzmy2fd3Fk+9nPXM220+Sk56frDp9dtsHRs2IDAAAWGjWnJNct2Y22z7i4ZOvWbluzexKGGBBMCIDAAAWoiNOSk7/0NAp7r1ZjvQAFgQjMgAAAIDRUGQAAAAAo6HIAAAAAEZDkQEAAACMhiIDAAAAGA1FBgAAADAaigwAAABgNBQZAAAAwGgoMgAAAIDRWDZ0AADume6NycaLkyxNlp+UqqVDRwIAgHmnyAAYgV5/QfqmVybZPFlQ+yWH/N/UPo8cNBcAAMw3l5YA7OV68/Xpm34p6ZuTvnXyteXb6Rt/Nr3l1qHjAQDAvFJkAOzl+vYPJr1ljie2JOvPn/9AAAAwIEUGwN6ub0iyfo4nNiVbbprvNAAAMKiZFhlVdUpVXVFVX66qX5/lvgAWqtrnCUntP8czS5J9HjfveQAAYEgzKzJqMp3+G5M8I8mJSV5YVSfOan8AC9Y+j0+W/2CSFdssXJHsd0pq+QlDpQIAgEHM8q4lj0ny5e6+Mkmq6l1JnpPk0hnuE2DBqarkvm9K7nh/+rZzk1qWWnFast8pQ0cDAIB5N8si48gk39jm8VVJHrv9SlV1RpIzkuToo4+eYRyA8apalqx4XmrF84aOAgAAg5rlHBk1x7K+y4LuM7t7VXevWrly5QzjAAAAAGM3yyLjqiQP3ObxUUmumeH+AAAAgAVulkXGZ5M8tKoeVFX7JHlBkvfPcH8AAADAAjezOTK6e1NVvTzJ3yVZmuSt3X3JrPYHAAAALHyznOwz3X1ekvNmuQ8AAABg8ZjlpSUAAAAAe5QiAwAAABgNRQYAAAAwGooMAAAAYDQUGQAAAMBoKDIAAACA0VBkAAAAAKOhyAAAAABGQ5EBALADVXVKVV1RVV+uql8fOg8AoMgAAJhTVS1N8sYkz0hyYpIXVtWJw6YCABQZAABze0ySL3f3ld29Icm7kjxn4EwAsOgpMgAA5nZkkm9s8/iq6TIAYEDV3UNn+K6qWpvk60Pn2MsdnuRbQ4dYhBz3+eeYD8Nxn3+zOubHdPfKGWx30aiq05L8WHf//PTxTyd5THf/5+3WOyPJGdOHxye5Yl6DAsDCtMNzmWXznWRnnHDdvapa3d2rhs6x2Dju888xH4bjPv8c873aVUkeuM3jo5Jcs/1K3X1mkjPnKxQALHYuLQEAmNtnkzy0qh5UVfskeUGS9w+cCQAWvb1qRAYAwN6iuzdV1cuT/F2SpUne2t2XDBwLABY9Rcb4GLo6DMd9/jnmw3Dc559jvhfr7vOSnDd0DgDge/aqyT4BAAAAdsYcGQAAAMBoKDJGoqreWlXXV9UXhs6yWFTVA6vqH6vqsqq6pKp+eehMi0FV7VdV/1JV/zo97q8bOtNiUVVLq+rzVfXBobMsFlX1tapaU1UXVdXqofMAAIyBImM83pbklKFDLDKb8v+3d+excpV1GMe/D7RR2oJahcqi1gUEJNICIqGyVUFRQ0BIbFg0KKAsSlFwSSQqSwAlooKgjYDIGpSyiMgSAdl3CkJAguzQBlCE3lIKlMc/3lO41tI7I/a+c+48n2Ryz5w7y5PJ3Lnn/Ob3vi980/Y6wCbAvpLWrZypHywAptpeH5gEfErSJpUz9Yv9gXtqh+hDW9melCVY4/VIGi/pXEnzJD0saefamTolaaKkiyQ9I2mOpOMktWaONknTmi805kn6u6TNamcaiqQ3STqxea/MbQrU29bO1QlJA4tdFko6tnaubkhaU9ILkk6rnaVTkvaTdIukBZJ+UztPtyRd2bzmi943f6udqVOSTpM0W9Jzku6TtEftTJ2QtI6kyyU9K+l+STsMd4YUMlrC9lXAP2vn6Ce2Z9u+rdmeSznBW71uqpHPxUBzdXRzyWQ+y5ikNYDPAL+unSUi/ssvgBeBCcAuwAmSPlQ3UseOB54EVqUUp7cA9qmaqEOStgaOAnYHVgQ2Bx6oGqozo4BHKa/1W4CDgbMlTayYqSO2xy26UN7v84HfVY7VrV9Qlm5ukyeAw4CTagd5A/Yb9P75YO0wXTgCmGh7JWA74DBJG1bOtFRNMfp84EJgPLAXcJqktYYzRwoZER1o/vlPBm6sm6Q/NEMcZlEOfi+zndd92fsp8C3gldpB+oyBSyXdKmmv2mGi90gaC+wIHGx7wPY1wAXAbnWTdey9wNm2X7A9B7gYaEsR5ofAIbZvsP2K7cdtP1471FBsz7P9A9sPNbkvBB4EevrkaAl2ohwHXF07SKckTQP+Bfy5dpZu2J5p+zzgH7Wz9Bvbd9tesOhqc3l/xUidWBtYDTjG9kLblwPXMsz/l1LIiBiCpHHAOcB028/VztMPmg/FScAawMaS1qudaSST9FngSdu31s7Sh6bY3gDYljJ8bfPagaLnrAUstH3foH130J5iwM+AaZLGSFqd8l6/uHKmIUlaHtgIWLlpm36sGRazQu1s3ZI0gfI+urt2li59EfitW7LEoqSVgEOAb9bO0qeOkPS0pGslbVk7TDckHS/peeBeYDa9v+S3XmffsB6vp5ARsRSSRlOKGKfbnlk7T7+x/S/gSjI/zLI2BdhO0kPAWcDUNo3tbTPbTzQ/nwTOBTaumyh60Djg2cX2PUsZ6tAGf6EUXZ4DHgNuAc6rmqgzEyhDG3cCNqMMi5kMfK9mqG41xzGnA6fYvrd2nk5JejdlaMwptbN04VDgRNuP1g7Sh74NvI8yBHwG8AdJvd7V8Crb+1A+0zcDZlLmi+tl91K6pQ6SNFrSNpS/1zHDGSKFjIjXIUnAicA9tn9SO0+/kLSypLc22ysAn6B8YMYyYvu7ttewPRGYBlxue9fKsUY8SWMlrbhoG9gGyMpUsbgBYKXF9q0EzK2QpSuSlgMuoRyYjwXeAbyNMu9Er5vf/Dy2mTPraeAnwKcrZupK8/qfSplfZb/Kcbr1BeAa2w/WDtIJSZMoxyvH1M7Sj2zfaHuu7QW2T6EMc2jN3yq82o18DaUbee/aeZbG9kvA9pS51eZQupDOphSrh00KGS0h6UzgeuCDTXvjl2tn6gNTKGO9pjZLI86S1KoPxZZaFbhC0p2UybIua8b3Row0E4BrJN0B3AT80XbPt9zHsLsPGCVpzUH71qcdwwTGA+8CjmtOMP4BnEwLTjBsP0M5KG/FsIbFDfoyZgKwY3Pi0SZfoF3dGFsCE4FHJM0BDgR2lHRbzVB9zCx5+EMbjKL358jA9p22t7D9dtufpHTE3DScGdSSYWcRERERfUnSWZQD8z0oQxwuAja13fPFDEkPUFq9j6YMkzkZeN72LlWDdUDSIZQ5PT4DvESZZPVK2wdXDdYBSb+kvFc+MWglsFaQtClwGfDOZtW4nidpDP/ZOXUgpbCxt+2nqoTqQrMKxSjg+5SOgD2Bl22/XDVYB5ou3o9ShrG9DHye8pmzge2eXoZV0irAVMrqH/MpXT0zgZ1tn18z21AkfZhSaF+OshLVvsDagyYuXebSkRERERHR2/YBVqCMST6TcnLU80WMxuco8xw9BdxPOdE4oGqizh1K6Qy8j7IE++3A4VUTdUDSe4CvUAoZcyQNNJeeLx41vgjMbEsRA8D287bnLLpQhoS90IYiRuN7lBPp7wC7NtttmQ9mNGXp2KeAp4GvAdv3ehGjYcowkseAZygF3+m9XsRo7EaZmPRJ4OPA1sNZxIB0ZEREREREREREi6QjIyIiIiIiIiJaI4WMiIiIiIiIiGiNFDIiIiIiIiIiojVSyIiIIUl6l6QHJY1vrr+tuf6e2tkiIiIiIqK/pJAREUOy/ShwAnBks+tIYIbth+ulioiIiIiIfpRVSyKiI5JGA7cCJ1HWF59s+8W6qSIiIiIiot+kIyMiOmL7JeAg4BjKGtcpYkRERMT/haSFkmZJukvS7ySNGeL213XwmNNf73EkXSlpoy4zDnRz+4hYdlLIiIhubAvMBtarHSQiIiJGlPm2J9leD3gR+OrSbmx70w4eczqw1IJIRLRTChkR0RFJk4CtgU2AAyStWjlSREREjExXAx8AkPSNpkvjLknTF91gUXeEpC2b7orfS7pX0ukqvg6sBlwh6YqlPZmkAUmHS7pD0g2SJjT73yvpekk3Szp0sfsc1Oy/U9IPm30faa6/WdJYSXdLypc/EctAChkRMSRJokz2Od32I8CPgaPrpoqIiIiRRtIoSgfoXyVtCOwOfJTyRcqekiYv4W6TKd0X6wLvA6bY/jnwBLCV7a2GeNqxwA221weuoswFBvAz4ATbHwHmDMq4DbAmsDEwCdhQ0ua2bwYuAA4DfgScZvuubl+DiBhaChkR0Yk9gUdsX9ZcPx5YW9IWFTNFRETEyLGCpFnALcAjwInAx4Bzbc+zPQDMBDZbwn1vsv2Y7VeAWcDELp/7ReDCZvvWQfefApzZbJ866PbbNJfbgduAtSmFDYBDKB2sG1GKGRGxDIyqHSAiep/tGcCMQdcXAhvWSxQREREjzHzbkwbvaDpCO7Fg0PZCuj/HecmvLeW4+P2XtMSjgCNs/2oJvxsPjANGA28G5nWZJSI6kI6MiIiIiIjoRVcB20saI2kssANl/oxOzQVWfAPPfy0wrdneZdD+S4AvSRoHIGl1Sas0v5sBHAycDhz1Bp47IpYiHRkREREREdFzbN8m6TfATc2uX9u+vYuHmAH8SdLsDubJWJL9gTMk7Q+cMyjXpZLWAa5vmkYGgF0lfQp42fYZkpYHrpM01fbl/8NzR8RS6LUuqoiIiIiIiIiI3pahJRERERERERHRGilkRERERERERERrpJAREREREREREa2RQkZEREREREREtEYKGRERERERERHRGilkRERERERERERrpJAREREREREREa2RQkZEREREREREtMa/AcmJfWMvXRm3AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for Complete Linkage Hierarchical Dendrogram: 00:00:00.181\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show dendc:.ml.clust.hc.fit[d4;`mdist;`complete]\n", - "end:string .z.t-start;\n", - "plt[`:figure][`figsize pykw 20 5];\n", - "dgramplt flip value flip dendc`dgram;\n", - "plt[`:show][];\n", - "-1\"Time taken for Complete Linkage Hierarchical Dendrogram: \",end;" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-9.273554 6.801422 1.100773 0.255346 -0.4738574 -9.165638 8.741494 0..\r\n", - "inputs| `df`lf!`mdist`complete\r\n", - "dgram | +`i1`i2`dist`n!(113 94 67 40 31 8 102 26 15 49 76 153 56 84 51 68 11 ..\r\n", - "clt | 1 0 2 2 2 1 0 2 1 0 0 2 0 0 1 1 2 0 0 1 2 1 1 2 0 0 2 2 1 2 0 1 0 0 1..\r\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for Complete Linkage Hierarchical: 00:00:00.001\r\n" - ] - } - ], - "source": [ - "start:.z.t\n", - "show r4c:.ml.clust.hc.cutk[dendc;3]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r4c`clt]. d4;\n", - "plt[`:show][];\n", - "-1\"Time taken for Complete Linkage Hierarchical: \",end;" + "dfc:`mdist / distance function\n", + "lfc:`complete / linkage function\n", + "\n", + "/ produce dendrogram table based on ward linkage\n", + "dendc:.ml.clust.hc.fit[d4;dfc;lfc]\n", + "\n", + "/ cut the dendrogram\n", + "clustc:.ml.clust.hc.cutk[dendc;cutval]\n", + "\n", + "/ generate plots\n", + ".util.plotHCResults[d4;lfc;dendc;clustc]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "We see that although the resulting clusters are the same in both cases, the dendrograms are extremely different.\n", + "\n", "We can then check how well the data has been clustered in both methods, with regards to their respective distance metrics, using the Silhouette coefficient." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.9475706\r\n" + "0.8409111\n" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ - "0.7869327\r\n" + "0.5854309\n" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "// Ward linkage\n", - ".ml.clust.silhouette[d4;`e2dist;r4w`clt;1b]\n", + "/ ward linkage\n", + ".ml.clust.silhouette[d4;dfw;clustw`clt;1b]\n", "\n", - "// Complete linkage\n", - ".ml.clust.silhouette[d4;`mdist ;r4c`clt;1b]" + "/ centroid linkage\n", + ".ml.clust.silhouette[d4;dfc;clustc`clt;1b]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Predict clusters using fitted hierarchical model\n", + "### Predict on new data\n", "\n", "Again it is possible to make predictions given our previously fitted hierarchical models.\n", "\n", @@ -1215,20 +1037,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-7.910426 8.041406 3.023882 -7.336245 7.022235 1.322497 -5.303511 -4.246161 ..\r\n", - "1.038335 2.942607 -0.258896 0.2819804 2.769778 2.549553 2.573973 0.14142 ..\r\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1238,27 +1052,21 @@ } ], "source": [ - "show d4tst:(-10+10?20.;-1+10?6.)\n", - "plt[`:scatter][;;`c pykw r4w`clt]. d4;\n", - "plt[`:scatter][;;`c pykw`r]. d4tst;\n", - "plt[`:show][];" + "/ generate testing set\n", + "d4tst:2 5#10?5.\n", + "\n", + "/ plot compared to training data\n", + ".util.plotTrainTest[d4;d4tst;\"Dataset 4 - Train and Test\";clustw`clt]" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 0 2 1 0 2 1 2 0 2\r\n" - ] - }, { "data": { - "image/png": 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", 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p3fDmpmZWL1uTQEUiPUNs4eLu7wF7xTV9kVzY67BJPHzTE9RtqG813AqMSQftllBVEof6VBN3zX+dh95+i/4lpZy152QOHbdj0mX1WHl140qRfLP/9H0Y+6kxvP/qhzTUNQJQVlnKlGP2YfxkNTy9RUMqxcl338m7q1dRn0oB8PzihZy/dzWXHTg14ep6JoWLSCcKCwv5yZMzeeDGR3n8tmcoKi7i2BlHcvS5hyVdmkToobff4v3VqzcHC0BdKsWsl1/irD0nU1VZmWB1PZPCRWQLSspKOOmy4zjpsuOSLkVi8vh777Ip1f7cWklBIS99vJjPTNg1gap6Nn1DX0T6vGEVFRQEFx+14sCgsvLcF9QLKFxEpM87fY+9KCksbDXMgH4lxew/anQyRfVwChcR6fN2G1bF1UccRUVxMf1KSqgoLmZU/wHc+rmTKSxQM9kdOuciIgKcsNtEpo2fwCtLl1JRUsKkqu2wDrrKZOsoXEREQmVFxew/ekzSZfQKCheJRDqd5pWn5rPsg1p2qd6ZnfYcm3RJIpIghYtss5VLVnPZod9l9bI1eNpxdyYfPomZ932DomKtYiJ9kc5UyTa75qz/ZdkHy6lbX0/9xgYaNjUy74nXufvHDyRdmogkROEi22Tj2o28PudNmlOt7xzcUNfIQ7MeT6gqEUmawkW2SVNjimwX1HR0N2ER6RvUId6DrF6+lvuve4hXnprPyPHbc9Jlx7HzXuMSrWlQ1UBG7DSchW981Gp4UXEhB31+SkJViUjSdOTSQ9QuXsmXJl3KPdf+mQXP/5Mnfj+bS6Z+hxceTP4Hqy6/5SuU9y+npKwYCO4aPHTkEM656tSEKxORpOjIpYf43cw/sGHNxs3nNtJpp2FTIz+98JfcsehXFCT4LeJdq3fmt29dxyM3P8Gify5hj4N254jTD6KsojSxmkQkWQqXHuKlR15pd9IcYOOaTaxYvJLtdqhKoKpPDNl+MKdfcWKiNYhI/lC3WA/Rf0jHvyeRTqepGFCR42pERDqncOkhTrr0OMoqW3czFZUUse/Rk+k3SD9kJCL5ReHSQxx97mEce+FRlJQVUzmwgtLyEnbffwLfvOXipEsTEWnH3D3pGjarrq72mpqapMvIa2tXrOO9Vz+kaswwRk8YkXQ5ItKLmdlcd6/uzmt1Qr+HGThsAHsfsUfSZYiIdErdYiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOR6zY0rX3p0Hrd//16WfVjL7gfswtkzT2Hs7qOTLktEpE/qFeHy6C1Pcv1Fv6ZhUyMAKz56gZce/gfXv3A1YyeOSbg6EZG+p8d3izU3NzPrP363OVgAPO3Ub2zgN/91Z4KViYj0XT0+XFYtWUNDXWO74e7O/GffSqAiERHp8eHSb3Alnu741zSHjRqS42pERARyEC5mVmhm/zCzB+OYfnllGf9yxsGUlJe0Gl5aUcrp3zkxjlmKiMgW5OKE/iXAG8CAuGZw8Q0X0JxK8+QfnqWwqJACM8793mkc/Pn945qliIh0wtw77lKKZOJmo4FbgO8Dl7n79M7Gr66u9pqamm7Pb+Pajaxevo7tdhhGSWlxt6cjIiJgZnPdvbo7r437yOVnwOVA/5jnA0DlwEoqB1bmYlYiItKJ2M65mNl0YLm7z93CeDPMrMbMampra+MqR0REcijOE/pTgePN7APgTuAIM7ut7UjuPsvdq929uqqqKsZyREQkV2ILF3f/truPdvdxwGnAE+5+Zlzzk/zWnGrmlafn8/Ljr9JY3/57SSLSu/SK279Ifpv/3Ft897PXkGpsBgvuoPCtW7/Kpz+7X9KliUhMYr1arKu29WoxyT91G+o4ddSF1K2vazW8tLyEm9+8ju3GDEuoMulLGlIpnlu8kLqmFAeOHsPg8vKkS+oR8vlqMenjnvtTDXSwA5NuTvPYrU9zxhX6oqvE6+UlH/PFB+4j7Y47pNLNfPugQzl7r72TLq1X6/G3f5H8tn71BppTze2GNzWmWL9yfQIVSV/SkEpx3p/uY11DAxsaG9nY1EhDczPXPPsMC2qXJ11er6ZwkVjte9SeYNZueFllKVM+s28CFUlfMnvhB3TU9d+YauauBa8nUFHfoXCRWI3ZdRT/et7hlFWWbh5WVlnKXod9ir2PmJRgZdIXbGxqwumgWxZnQ0NDAhX1HTrnIrH7yvXnM2Xa3jx8099oakxx5JmHcOgpB2IdHNGIROnTY3YglU63G15RXMy08RMSqKjvULhI7MyMA6bvywHT1Q0muVVVUcmlB0zluhefo6G5mbQ7FcXF7DdyNIeP2ynp8no1hYuI9Goz9t2PKaNGc9f819jY1Mgx43flqJ12prBAZwXipHARkV5v8vYjmLz9iKTL6FMU3SIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiOSFlZs2sXLTpqTLkIjoUmQRSdS7q1ZyyaMP8fbKVQDsOnQoP5t2LDsNHpJwZbItdOQiIonZ1NTEyffcyRu1tTSlm2lKNzO/djkn330n9ammpMuTbaBwEZHE/OXtt2hsbm51a0kHGptTPPLO20mVJRFQuIhIYj5ev55NTe2PUOqaUny0fl0CFUlUFC4ikpg9hg+nsri43fDy4iL23G77BCqSqChcRCQxh+wwjh0HD6G0sHDzsNLCQsYPGcrUHcYmWJlsK10tJiKJKSwo4M4TT+UXL73I/W8uAIPP7zaRL1fvT4F+76dHs45+AjQp1dXVXlNTk3QZIiICmNlcd6/uzmvVLSYiIpFTuIiISOT6xDmXFR+vYv6cNxlYNYA9D51IgX6BTkQkVr06XNydX3/rNv54/cMUFRfhQL9BFfzob1cyarx+lU5EJC69ehf++QdqeODGR2msb2LT+jrq1texYvEq/nP6NeTThQyP3fo05+zyFab3O4OvHHgFr81+I+mSRES2Sa8Olz/9/BHqNza0GuburPhoJR/MX5RQVa3df/1fuO7L/8fH7yylYVMjb774Nt+e9j0WPP9W0qWJiHRbrw6XjWs7vn13QWEBdRvqc1xNe82pZm658g80bGodgA11jdx0xe3txk+n06xcspr6NuOLiOSbXh0uh55yICXlJR0+N2GfHXNcTXtrV6yjqb7jO7++//rCVo9n3/sCp42+kLN3vojPDz2PH533cxrqFDIikp96dbhM/7ejGTV+e8oqS4HgiKW0vITL/u/LFJe0v59RrvUf0o+Cwo4/ghE7Dt/89+vPvskPz76e1UvX0FjfRFNDE0/94Vn+55wbclWqiEiX9IqrxVJNKV54cC5L31/OhH12Ys9DJ2JmlFeWccOLP+CJO57lxYfmMnTkYI77t6MZO3FM0iUDUFxSzOe/diz3/vShVl1jpRUlnHPVqZsf3/GD+2moa2z12sb6Jp7/81xWL1/L4O0G5qxmEZGt0ePDZfnCWi456D/ZuLaOpoYmikqK2HHSGP7n8SspqyilpKyEaecdzrTzDk+61A6dc9WpFBUXcc9P/kxDXQODhw/iwp+czZRj9t48zpL3lnX42uLSIlZ+tErhIiJ5p8eHyw/PuYFVS9aQbk4DkGpM8e68D7jtv+/mgh+cmXB1W1ZQUMBZ3z2ZM/7zRBrqGimrKMXa3LDvU5/ehY/eXrL5PbZobmpm1ATdllxE8k+PPueyaX0dC557q12j21jfxGO/eyahqrqnoKCA8sqydsECcPoVJwahU/DJc2WVpZz6zRMo71eeyzJFRLZKjw4XT6ezPtc2cHqyETsN54a//4CpJ0xh4LD+jJ04mq/e+CXO/K+Tki5NRKRDPbpbrHJgJTvtNY63575L5hfui0uKOPSUA5MrLAZjdh3Flff8R9JliIhslR595AJw+S0X029wv82XG5f3K2P4jtu1utpKRERyq0cfuQCM3X00t71/I0/eMYeP3lnKrvuNZ+oJ+1FU3OPfmohIj9UrWuCK/uUcO+OopMsQEZFQbN1iZlZmZn83s1fMbL6ZXRXXvEREJL/EeeTSABzh7hvMrBiYY2YPu/sLMc5TRDK4O3cveJ3fvvIPNjQ0cORO47lov/0ZWlGRdGnSy8UWLh78YMqG8GFx+C9/fkRFpA+48qm/ce8b86lLpQC47bV5PPLuP3nkjHMZUFqacHXSm8V6tZiZFZrZPGA58Ji7v9jBODPMrMbMampra+MsR6RPWbJ+PXcteH1zsACk0mnW1Ndz1/zXEqxM+oJYw8Xdm919MjAamGJmkzoYZ5a7V7t7dVVVVZzliPQp82uXUVJY2G54fSrFs4s+TKAi6Uty8j0Xd18DPAVMy8X8RASG9+tPOt2+J7rQjB0GDkqgIulL4rxarMrMBoV/lwNHAm/GNT8RaW1S1XaMGTiQojb3qyspLOTsPScnVJX0FXEeuYwAnjSzV4GXCM65PBjj/EQkg5nxu8+dRPXI0ZQUFlJeVMR2FZXc+Jnj2XnI0KTLk14uzqvFXgX23uKIIhKbqopKbj/xFFZs2sTGxkbGDBxIQQd33haJWq/4hr6IdG5YRQXD9N0WyaEef+NKERHJPwoXERGJnMJFREQip3AREZHIKVxERCRyChcREYmcwkVERCKncBERkcgpXEREJHIKFxERiZzCRUREIqdwERGRyClcREQkcgoXERGJnMJFREQip3AREZHIZQ0XM/uLmY3LXSkiItJbdHbk8lvgr2b2HTMrzlE9IiLSC2T9mWN3v8vMHgK+C9SY2a1AOuP5a3NQn4iI9EBZwyXUBGwESoH+ZISLiIhINlnDxcymAdcCDwD7uPumnFUlIiI9WmdHLt8BTnb3+bkqRkREeofOzrkcnMtCRESk99D3XEREJHIKFxERiZzCRUREIqdwERGRyClcREQkcgoXERGJnMJFREQip3AREZHIKVxERCRyChcREYmcwkVERCKncBERkcgpXEREJHIKFxERiZzCRUREIhdbuJjZGDN70szeMLP5ZnZJXPMSEZH80tkvUW6rFPB1d3/ZzPoDc83sMXdfEOM8RUQkD8R25OLuS9z95fDv9cAbwKi45iciIvkjJ+dczGwcsDfwYi7mJyIiyYo9XMysH3Av8DV3X9fB8zPMrMbMampra+MuR0REciDWcDGzYoJg+b2739fROO4+y92r3b26qqoqznJERCRH4rxazICbgDfc/dq45iMiIvknziOXqcBZwBFmNi/895kY5yciInkitkuR3X0OYHFNX0RE8pe+oS8iIpFTuIiISOQULiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOQULiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOQULiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOQULiIivYh7Gk+9hzcvTbSOokTnLiIikfGGZ/G1l0N6A5DGi3bBBl+PFY7MeS2xHbmY2c1mttzMXo9rHiIiEvDUQnz1v0O6FqgDGiA1H191Fu7pnNcTZ7fYb4FpMU5fRERCXncn0NRmaBrSq6CpJuf1xBYu7v4MsCqu6YuISIbmj4FUlueW57QUyIMT+mY2w8xqzKymtrY26XJERHqm4gOB8vbDPQXFe+a8nMTDxd1nuXu1u1dXVVUlXY6ISI9kFcdD4XZAScbQcig/DivaIef16GoxEZFewKwcht6Lb7wJ6h8Gq8AqzoLyzyVSj8JFRKSXsIIBWP9Lof+lSZcS66XIdwDPA7ua2WIzOz+ueYmISH6J7cjF3b8Q17RFRCS/JX5CX0REeh+Fi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOQULiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISFWNzN8AAAU0SURBVOQULiIiEjmFi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiIiKRU7iIiEjkFC4iIhI5hYuIiERO4SIiIpFTuIiISOQULiKSU+5pvHk5nt6UdCkSo6KkCxCRviNd9xisnwnpdYDjZdOwgf+NWXnSpUnEFC4ikhPeOA/Wfh2o/2Rg/aO4b8IG35hYXRKPWLvFzGyamb1lZu+Y2bfinJeI5Dff+Cugoc3QBmh4Bm9enkRJEqPYwsXMCoGfA8cAE4EvmNnEuOYnInkutRDw9sOtBNJLc16OxCvOI5cpwDvu/p67NwJ3Ap+NcX4iks9K9qXDnnhvgsKdcl6OxCvOcBkFLMp4vDgcJiJ9kFXOACundbNTDpUXYAX9kipLYhJnuFgHw9odE5vZDDOrMbOa2traGMsRkSRZ0Whs6L1Q+q9gQ6BoAjZwJtbvq0mXJjGI82qxxcCYjMejgY/bjuTus4BZANXV1R10yIpIb2FF47DB1yVdhuRAnEcuLwETzGxHMysBTgMeiHF+IiKSJ2I7cnH3lJldDDwKFAI3u/v8uOYnIiL5I9YvUbr7X4C/xDkPERHJP7q3mIiIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhEztzz53uLZlYLfJh0HTEaBqxIuog8pWWTnZZNdlo22UWxbMa6e1V3XphX4dLbmVmNu1cnXUc+0rLJTssmOy2b7JJeNuoWExGRyClcREQkcgqX3JqVdAF5TMsmOy2b7LRsskt02eici4iIRE5HLiIiEjmFSw6Y2c1mttzMXk+6lnxiZmPM7Ekze8PM5pvZJUnXlC/MrMzM/m5mr4TL5qqka8o3ZlZoZv8wsweTriXfmNkHZvaamc0zs5pEalC3WPzM7BBgA/A7d5+UdD35wsxGACPc/WUz6w/MBU5w9wUJl5Y4MzOg0t03mFkxMAe4xN1fSLi0vGFmlwHVwAB3n550PfnEzD4Aqt09se8A6cglB9z9GWBV0nXkG3df4u4vh3+vB94ARiVbVX7wwIbwYXH4T3uCITMbDRwL/DrpWqRjChfJC2Y2DtgbeDHZSvJH2O0zD1gOPObuWjaf+BlwOZBOupA85cBfzWyumc1IogCFiyTOzPoB9wJfc/d1SdeTL9y92d0nA6OBKWamLlXAzKYDy919btK15LGp7r4PcAxwUdg1n1MKF0lUeD7hXuD37n5f0vXkI3dfAzwFTEu4lHwxFTg+PK9wJ3CEmd2WbEn5xd0/Dv9fDtwPTMl1DQoXSUx40vom4A13vzbpevKJmVWZ2aDw73LgSODNZKvKD+7+bXcf7e7jgNOAJ9z9zITLyhtmVhleIIOZVQJHAzm/UlXhkgNmdgfwPLCrmS02s/OTrilPTAXOItjznBf++0zSReWJEcCTZvYq8BLBORddcitbYzgwx8xeAf4OPOTuj+S6CF2KLCIikdORi4iIRE7hIiIikVO4iIhI5BQuIiISOYWLiIhETuEiEoHwDs/vm9mQ8PHg8PHYpGsTSYLCRSQC7r4I+AVwTTjoGmCWu3+YXFUiydH3XEQiEt7KZi5wM/AlYG93b0y2KpFkFCVdgEhv4e5NZvYN4BHgaAWL9GXqFhOJ1jHAEkB3MJY+TeEiEhEzmwwcBRwAXBr+0qZIn6RwEYlAeIfnXxD8Js1C4EfAj5OtSiQ5CheRaHwJWOjuj4WPbwR2M7NDE6xJJDG6WkxERCKnIxcREYmcwkVERCKncBERkcgpXEREJHIKFxERiZzCRUREIqdwERGRyClcREQkcv8fsGBIoc1uO6EAAAAASUVORK5CYII=", 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" ] @@ -1268,9 +1076,11 @@ } ], "source": [ - "show r4pred:.ml.clust.hc.predict[d4tst;r4w]\n", - "plt[`:scatter][;;`c pykw r4w[`clt],r4pred]. d4,'d4tst;\n", - "plt[`:show][];" + "/ predict clusters using ward model\n", + "r4pred:.ml.clust.hc.predict[d4tst;clustw]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d4,'d4tst;\"Training and testing sets fit with Ward Hierarchical Clustering\";clustw[`clt],r4pred]" ] }, { @@ -1299,7 +1109,7 @@ "Similarly to Hierarchial, the q and C implementations of the k-d trees can be used.\n", "\n", "Advantages of CURE include:\n", - "- The use of a k-dimensional tree make the algorithm extremely efficient and highly scalable.\n", + "- The use of a k-dimensional tree makes the algorithm extremely efficient and highly scalable.\n", "- The use of compression allows CURE to perform well in cases where the dataset provided contains outliers or has clusters of varying sizes and shapes." ] }, @@ -1307,17 +1117,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Fit CURE to data\n", - "\n", - "In the cell below we demonstrate how to cluster data using the CURE algorithm. `.ml.clust.cure` is called with the following arguments:\n", - "- `data` is the data points in a horizontal matrix format\n", - "- `df` is the distance function as a symbol: ``` `e2dist`edist`mdist ```\n", - "- `n` is the number of representative points\n", - "- `c` is the compression\n", - "\n", - "Similarly to HC CURE's fit method returns a dictionary with data, input variables and a dendrogram table.\n", - "\n", - "**Example**\n", + "### Fit CURE\n", "\n", "The below code creates a dataset of points belonging to 4 distinct clusters, 3 of which share the same centre. Most clustering algorithms do not perform well when presented with data in concentric circles. \n", "\n", @@ -1326,12 +1126,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1341,13 +1141,18 @@ } ], "source": [ + "/ set seed\n", "\\S 20\n", + "\n", + "/ generate dataset\n", "dsc:{[n;r;s](r+n?s-r)*/:(cos;sin)@\\:4*n?acos 0}\n", "d5 :flip(-5 1)+(1 1.5)*dsc[1000; 0;1.8],'dsc[2000;3.1;4.2],'dsc[4000;5.2;6.5]\n", "d5,:flip(4 -1)+(1 8)*dsc[4000; 0;1.]\n", "d5@:neg[700&count d5]?count d5\n", - "plt[`:scatter]. d5:flip d5;\n", - "plt[`:show][];" + "d5:flip d5\n", + "\n", + "/ plot data points\n", + ".util.plotDataset[d5;\"Dataset 5\"]" ] }, { @@ -1361,44 +1166,35 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-8.99899 -1.844069 -1.717542 4.091333 -4.24146 -8.736581 4.872279 -5..\r\n", - "inputs| `df`n`c!(`e2dist;50;0)\r\n", - "dgram | +`i1`i2`dist`n!(227 261 406 40 701 224 186 441 115 57 152 160 120 268..\r\n" - ] - }, { "data": { - "image/png": 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/0KFVr6VVe/1Tak3QcuAOScalo1k9fztlxsbo9apSHZB1invUJR7wiQZ0xibGNGWntGTektJnKxatmPb90GsnBHuient6p/1958hOSTN79uSh1t5HAICZkl4FCyq9Eia1/7WweM+leK+lkP4sOjsYJLVm4MZq0wynbZPXiZDFbBggVWrNmBdZp7GudXvVXrFodPwdiV49zZB3UDfaazDteLW652Wadjb8O2UGtFUb3Dm+b4f717+p8XXO5hkbg/BqWciP+PVjcty9ct2J15EOVulVLiOjJfOWaP1yd0O9c2Sn+hb1afPvlRsK8V48cdG/V+vhAwBor6RXwYK0V8Kk6YGWsA7JBY6y9sbJQ6WeS7X0Vur8YFArpDUUF/e5G7JwAxYGQpbcGDjRcWgIDCFNtcZnp2jFgNFZprGuZ3tZXrFoNPDA0/rsapnRK0u+1jPOUpYeGNPSassBCery1gk9hEo/52C2z/61dLXr4VYKAkXqzPDqet69peeYpNe+4q92rV++vvQqV7XXtaJj9Vz7vWsZ3BkAOkilXj5pauk9E0SDPfFgUj3ryyrLa2EhfbX2WCpWMCjeeyA6/lCld/3DTVgY32HimGS6XbBI6uynjrVOT502OHO8wV704Ff/puRylKbSa3/xp8Dt1IwBo9NmCaxWhmrdXp49LWrpwdSM3lKVtlfvNkf3SUf2l7eZ5/mb1KssOqNX0oxdWV/9anb9OhvGaonWN7XWE7NhlqtmjP82V4zulWTdMYrWb1leOyuwpF5AoddPUMurXGGsnnXL1zX1FTAA6GT1BF2yaDSQMjU2Jk1OSt3dpc9MT4/M/OoTF0W33b1iheb1zXwVOC2N0d45eYwdlJa/xwYHNTU6qq6lS2d8HtIcTV/4PItiBYOiN/1StidqSU8Yw/fCLDSdcjOW1oBNmmY5NM7iDbIjQ+mDZqfNitJpDadWSBrvol7xp8CzWTSwFcrFbHxtI60H0+je6QGttJnqajkv0nom5tFjKurIfk3rgVFP3lcKXMXrmfDz5Hj6jF2ZthGZPCAqnsf1BEyi3+nkV20a6T3Tih5/aJ7o9YFjVJN1y9elvtIlpQ/WnDZjV1gfr4ABmMvSAhLLrrii4picY1oAACAASURBVKtV7dTV2zvt96mxMZn582tK57HBQc3r68vl1at6peVvpZnMQppD+g5t3qyp0dHM+96+YNDYAWnfc+7nVnbLzzqQY7V1dKKsr+BkmU457W9Js6IU9QaVwT5nSmu4zMbXNrL0FkxSz3lRyytsjeRd1rqrlqBPsPwlM3v/7BtwY5vUsp2kbSyOPaVJyuN6AibNeEUpT/HerPF8yKqWHn/xoFqt9Xuj358rmCq+qdJm/wqir3SlCTN/xYM/zNgFoGiiAaBoL5Roj5tKvXfaPaByEPYjmtasaWvHrGBJssxiFj9eu6++RieGhlJ7NVXSxmDQQUknuZ/zfOKV9ipYUW7CapklrdH1t6JB38rXdYqmnVNMN0vS63tZ0551lql2DL7bjBmwKuVVlt5K0VdKjx9y/y9d7T5furrc0ybak6ra62SSC3jEx9aKB6/T8rieQH0930m6zkj5nyvxV9iODM0MuNUr7VoZD5DVuj+Nfr9aeqXZcX2fDa8ftkHWIE5cmNI9utzhE4enzf5VaX3x7+8c2Skrq75FfTOCP1JtM3aFfYoGlGr9ThiHCABaIWkMmuhrSF1Ll6p7xQrZ8XGZSK+bpN4mIfDSCcGgtHF8OiFtaeKBHak8GHVautP2c3YFg6Tm9LBJexWMm7Dmq3SzXq9aejtJzTnO9Y7pk2dgspEgR5pOmWI6T41MV90ps0wlaUbaquVVlqBXUi+pI0Oud1jaNuNlLi2oJHXuq1vx64zUvHIS7YEYDaw1qtJr041em+v9fnRcq/g4U7PxdVN6j85QaUavNElTusfH/6kkzAwWfWXs2u9dOy3w1Mh07WGf1i9fr50jO1ODXdFAWDyYNXAg+XXzeK8lAKhV0mtfSWPQhABQGH9mXl/fjOBCUo+VVvaoqTSmjuTHDpJKvWTSxs1JyxMpn0GZaxEN7NQSxIqPV1TvuEvtHzOoGYPntrL3SryRHp6K17uuVjxtbob+TdLdnyg/5Q838nnMdJJHb6dKPYwkN05S9zxp8oT7/XMXlHs31DumT56ByUaCHFLl/Y82xkNaQ5mbjY2YWhpgaYNbS52RB/E6IZouqfG0xfOq1gBm2qt0u++tvs3o8klBpaS6oxk9P6PlP2mg6zSd/upjlrxqdU/PaqLjWiX1gur0PG+XLIPDJ/XKCzOkRq93dajW2ycqredPEA/yXH725aV1Vxr/p5JWjPFTaTyhaC+gEABasWjFtGns53XNS1xvUq8lAKhF0jg0aT184uPPdJpqYxZ19fZqamxMk8PDmhwelpTcW6aWPJEa71mUNhuY5Mc36pkeksk6+HMe2h8Mije0R/eWb/BmS1fwaY10O/0GNsu4AdFlosEUaXrDPz44b6XXfCo18Jsh5MPa15Zf69hwlUvTvh21NbIqvRIjZd+P+HrisxtF2UlpUm7g7PEjLu+OHMiW3kpWbYi8ehEZCLeem+56njInlS1p+qs4oVEwf7ErNyO/yq8HQjN6NOWp3b2B0sZXSasTWjmz1uheF9QJ6YvXOXke10qz7aWlT8onP44MqWIAopJ68iPPBwiVVOr508lj2URn70Q2WQaHT+plm9P1rpbePrX26Jmtho4OafjocCkQtHNkp1Yscjf3h08cliT90cv/qDStfaUgWSO9lgB0hkqzcFXq0ZE0u9XE/v2aGBlJnfkqvr54b5kg3uOlUwJA9eRVCOSEQa6rLR++U21snrzypFoQKzrrWSOvfNWj/cGguHBTMlu7gsfHxwi9ZZa/xO1X0o1a0k170kxl8cF5K73mE58VrBV5GA9WRMeOSGtkJTWmJseliWOS8dMDhiBFtKdRlv2o1NBfulr68LbyZ9GBs/N+2lzPLHbN2nbYfnQMlvi+h0ZBHgPqNtqjqRWyBiKaIW18lcQyY1QKKDazAR89j6NlIV7nNFI/NxJUqrc3S1JgPrrOaFqyiudHNIAWZltM+k7aA4R4D49apfV0i6Yjr7FsGCi6s2R5Na+JdV21mbvqMZtn7epb1Kfdh3bPGINo5OiINp62Uf3P9euz/Z9tZxIBNKDWKdbTpgaXysGaKNPTI3v8uKbGxmYGg0ZGNDU6KilbwCDaWyYs38lj6VQKnFSaIavR6emj4gNRNzJAc5AWfAoBpzxe+apH5wWDpLnTFTzc9C84yd3sV3r6W28DJ+0VqvisYFlfmUka66eRcYCSGlnRRlkI/CxY5n6ePOGCP93zI8Eskxwcq5TuSoP9tqM8NaMBW8+2s2y/WqOi3leJmp3v0d5wWfIp715L9c4elJbf8TKzb4dyG5g3KegQ/ewb/6G8H/FedNHebqFX2TP9tdUL9QRRGpUUBMlDOE4h+C+Vt1HtO/EHCPEeHlml9SRLe1U3j3OyWQNFZxXO38lx6a/PlN70aQJS9ao0VlNE2utgaTN3XX725S2diSuevpCusQnX0LriW1eob1FfWwdqjr5O1v9cP69+AU1Wa9Amq0rBnTRpy8anRbcnTmjRhg1uG5FA0YmhIU0OD5c+mxobKwUNor2ETv3Yx3TKu945bd/Htm2THR+X5HrPdIpKY/fEVRu7J49ePNEg0NToqOaddVZpDCWpdb11Wqkzg0GzRZanuJ02DX2lp7lJvTik9J4A9QqNshDsOX2j+/30jTOXzdJgaXXvk0af3teiWQ3YvNIkdU6Pn+jrPlnyKY9yk/Yq4uR4cxrIedUnSUGH6GePfU8Ve/WFMjA57l6x1Lza64V4sCv0CG1Gz7lovSdJi1fmv42BO9zxX/vaxgIt9RzjrL1L8xZNazwYWunV4HA8anl9OC6cv93zXb530mxd8etsp6s2VpOX9jpY0qtf4RWvVgSD4mPydJku9fb0amxiTPO65qm3p7c0CPXI0ZGmpweY7ZoVQJFq671hx8dlJyamfzg5Of13Y9S1ZOasgtGBkGsN2mROS3d3Yq8eaWaAp5JoIOfY4KDMPDeGWM/y5YpuMQSC4usOaYgGLU551ztn9LAx8+fn0uMkbfybEIxJC9okzmDmp64Px6d7xYq2zlgWzbP4GEqt7K3TSnM7GNTsG7JKT3GTbnabMVh2rao9zY0+MY4GPaR8B9SNNiIaabBEj3G13gR5DT5b79P7etX6FL8VUzBHe0OEcaGylutmvl5Sa0O6kR4SSYOmh6Bd9/yZyyaVvaR1tmo8l6S8ivbkq/bqVPj77nuTA7lZJZ3DGXsqZFZtbLdWacY1KZpX7Rz0PB64rjT+UgicJc1gWItoGewk8etsu1Qafy9pMPHocilCz5Zqg0ZbWQ2ODFZ91ave3kNpM3Mt6F6giamJ0sxelQZ2TjI0NqThY27Q0fh09MBcUqlHRryBLiWPXZNV6NFSWneSeJAnK2tnfBQNjlR6rSgtjYmbmZhwaezuTvy76emZNu5L1u1GAw7S9FeEek49VT2nnjptHJyu3t5Sz58g+ppR+PngrbeV1pN3T6B4kCm6r5WCNmmvf3UtXToj+BLXyvGMwutcnTKGUrN1fjCokcE2670hqyVokNb4TLrZrTYrVR6vBGURT3PadkPQY/FKd7M9ure9T16TgghJx3h03/TXL8L+RMdvqnX8obhO6/EVVe0VnOg5lLVxGl0u2jiv5xwL3zn+Qvm1mqSBk8MMb80OntYbnAr7sfwl5anUf+s/uf/jDaos40aN7ss2xliW/WlFPZKXpDKUsadCTZoxRXtagD/P86WaLIMHt8LoXkm2HNAr+gDQi1e6stFoD6hGNHGA/GqDRmcZKLqR3kPR7cdn5dqwckNNAaCo4WPDpdm74tPZJ4lO/X7t967V0NEhAkhoq6yD74aAj7q7S4EMOz5eCmiEBnr4Xlojvdo2Jd+jxffOSeox071iRcVATEhv+G68sR5N18Fbb9P+669X94oVVQcHjtp99TWaHB7OHMSJCgGOLNuL5lXoGTO2bZueuOwtWnFtcp01vGmTTjz5pOaddZYmh4d1aPPmij1kJvbv1/7rr9fU6KjMwoVN6eVVbfybrN9LCmQ1U9JYQFLzp4/vZJ0fDGr0iW600R6fjavSNpNm1Ik3pPPWrleCKm035N/Ir9x+pzVyWpXOpEZPPDBzZL87zjP2JzJ+UyvGsGmniq/g2MqN06SptisNBp4lMBbvKRd9op80cHIweaK558Ho3nIApmdh7Y3p0OCTyq+GxcV7vqT13AiN+ixjjFXSia8WSpXrjmq9lGqVNv5RPb3XKtVzaQH+Rs+XWnVCcLrSw45OfG0qPDR46r7mBJ0bmaUuTzmNmxcNetz+2O2SGh80utEBouPbrzYrVy3rlZRpXWHq93XL12nnyE5ZWYJBaKpKU1RL/nWm48dlFiyY9lpTGERYcr1YQmBlamysFABadN55iUGWpEb6jKBG5FWseC+iaIAl3gMnDIQcD8JEG+fRAE+13kmHNm/W1OjojPVlybdoz56kdCQJPXCO7tihnRdepIXr11f8Trx3TDguJ55+OjVoM6+vzwWD+voy9c6aGHGvw9byaly0J9HBW2/L/L1OEdJfrYwk9U7K4xW0rNtvZP3xIKLp6dHuq69puOdXZweDkl4fyNowSLqZj9+sVnpiF59Rp1WvF6S9plVLIybeq0mqHsTK+rpMlhnCmik+RkWlxmV8avtmNpgqvdaSNQjZTJV6RcwIpqU0YhppnNfyWkgzenCkCfu64CRJM7saT5PUoK32/eirZFmCTXmV0VYN2l2LvOuOSgGGtPGPau291khaO32K9HoCNPU+DMijR1Q99Wil1zPDQwMpe9C51l537SgD0Z6xk26wUP31mT4959U9OHsIeoSf65E2wHM0KNTqQaezSAqERUVfRcsjGIViqzagbujRYxYskJk/v9QojP7ctXSppg4fnvEKVVdvb2lw4rRATzwokCWoEW9Yx3sRRfcp2ktIUmmA3qT9DdtOC/BkER8QOPqaVzTfunp71b1ixfS8Hh3VscHBGccjGuwJfwvrSQosxBvyQQgcRXuq1LN/SUGcaK+uLKL7WKknUXR7IRDRrB418Xyz4+PaeeFFpXK+6LzzStuvpYyk9U5qRD1lNN5LKe18C8HQMKC1HR93vfp6enIZxyhTMMgYc5mkv5HULel/WWs/E/u78X+/XNKYpD+21m6bsaJa1XoDGe19UO1mPqlxGhpuk+NuzI/oE+VWdH2Pv3KQdUyi8HvSbDJS5SBWPQ2Cdt3gxoMtWY5x2t/TXj+sd2DTSq+1RIOQWRoxSfvajB5Zlfa1kxuyteRF0iuDSeNkSdOXSTon0uqjSnkVnVGwWrCpFmn71Yk9MKLyKldJQbZK26onyJb3OZDHoMm1bEeq/Gp11utrdH2je1V3kKzRQGctD3OCaq9nZj3Go3vLvYjs5PRB4vNQy+u6z/S74FXauGMhyFWajVPln+scnP12Hdagf9K8YtGK2r6bMrZPWFffoj4NHR3S8NFhHT5xWIMjg9qya0vFGb/ir2ZVCyBFl69nHKA8AmH1mCvjF9UyGHFawyY6zkw88BF6c0QHDJZSBvyNMT09pWWSfjY9PepZvdr1zIjN5KSpqcTxamSM1NVV/r3CODOanExeXip9x/T0uMaftaVXuqxc8CGMsxJ9bSrsf9eSJdNeBQvLhsGJ04RjNTU6qv3XXz/tb9MCK2NjkjHTellEeygk9RxSd7e6envVtXRp6dWwaOAo/p1Kwags4o1oqfLrZpJSXxUrHX8fIJLKAZ+0AEA8EBXtORX2sVFZgzhZZAlkHNq8WfbECZl58zS2dWspWJYUFEoK5pj586e9mpUkKd9CeQll2qr2Hj1JgbN4MKYZkgKs8bJZ6fW/0nhRS5eWeoeNbd2qRec1OO6iVzUYZIzplvS3kt4kaY+krcaYu6y1j0QWe4ukc/y/iyXd6P+vX7zBl0U8wFPrzXz4/oJlkkx9T5QbkdTNPuuYRPFX26qNYRJdT6P7GA9MZVlWqq1RlBZsyTrIbdIYLkmvHzYysGlejcekfc3aUyGpUZHWyGh0ENdqjdtaG79ZG0S19NoIDaPFfe6c+M5H3fcrPR2vdE60KqhQrVdgfL/u/oS0++euzqoUIJkrmhVka6Z6zrdaJx2IjztVrTdrlvIcP99KgZU2BorT8jJah0Qf5kh194iR5Pb7yAH3c7g/iA4S3+gMk1mvwwN3uECQVDmwE389XpLe9Om664Qt5oiM3P7Gx9GJ9/YZODCgE1MujfO65unE1AlN2alSAGjtsrXqW9Tnxgvyp24IBK1dtlaS1P9cvwZHBmcEQOKzhi1fuLy0bMX0R4I5WcYBSpI2NlIz1Tp+URZZAzPRRuq0oErCTE6SpK6uUmAm/ppEvCGcGqSpNoCwMZK1slNTpcF87eSk+3lqSpJ7naa0/qS0hqCLD+TYyDKlK4lvaIb1h4BFpkCQ5D4P6w35ExX/blje718puT09ssePSz09pcBOV2+vm2HKB2d7Vq2SBgdLgZMgNOqjr2SFhne0Ubr/+utLDfTocQvfH9u6tVRepo1Ds2BBKe1TY2M6MTSkE08+qRNDQ6V1RMe5CYGoqbExda9YoRNPPimpHBQJ5fLojh2yx49nGhvn4K23ueUnJlKDC0mN6LDc/uuvn5ZvE/v3l/I1BDai58uJp58uDaptT5yomLaJ/ftLgbnQ2C8FM0ZHZcfHU8cHqiYc02igrJ4eU5VE8yLptacQUOy98EKdGBoqBYXiQqCle8WKUjDQzJ+v47t2aXJ4eNprVdGASdjH+JhV8XScGBqaUfbTRIMvXUuXTgtShfLZjLGVksZvCj2ZpHLZDGlJ25e8j3FUlp5BF0l6wlq7S5KMMV+XdKWkaDDoSkm3WGutpPuNMScbY1Zba/fWnbJwsxe08nWk6M1uJ4zFkMW+HS7d136n3CU8TLdb7XtSY7O6xG/MK60z7biG9CelLcjzSX1YR6teR4pvu1p+J+1r0mfxdUXz9+5PuL+F3/MODlRr3Nba+A2N2PDdSmopC9Fxr+xktpmHoud9HudIXLUycGR/9byI7tfxQ+VAkDRzNrO8tCMv0rbfyb3X8lJt0oG4aLkJr0bH86faMUz6e6N53YxykyRa/4XzYe1r85ltLH4vEM2LLOdr/HvTBnSu4RyYv7i2fEwqQ3Ucx7RxdLbs2qL+5/q18TQ3o+DxyeOlv8UDQYdPHJYkbf69zaVXqnaP7tbG0zaq/7l+DR8d1vrl67X70O7SstEASHRb/c/1a9y/Bnf4xOHEHjuDI4OlwaVrGQeomug6allfPduulu7Q4Fy4fr3Gtm1TV29vuSG/LdJBPx4Y8b1Ooj0kQmO9NLZMltmdQvDCB1DscXf8SzNHhddyolNwR3u++F4rXb29pbFjorqWLi193rvRlbFSL5PI38Ngx2u/fIt2XniR7PHj074bvh/tPTM1OqreCy/U2NatM74fbYRGP+/q7dW6rQ+6V1VCui680OX31q3T9yuSZkml41NKk9/vhevXa2zr1mn7Fw3GxJ/+R/f/8I9/XPo5qSEbgg9Jfw+vtUTzqdJYJxMjI6XlQpqiaQ1j2gTRcW5C/vVecEFp2eg2D23eXDoO9vjxUsO/Us+ZQ5s3l8pbyKskSWPDSJqRL9H9O7R5s0vTtm3lWdX8//Fp6sM6o9uZGBnR+O7dpfIVAhshCGaPH6878BDyNQQVkmbnyiKke+eFF2nd1gen/S2aF2GbcdHzQnL5mfYqXPi994ILSsc5fCesP5THtPUn7Wc0L6oJ6w/na1S0d1i8zFXrvVXt79G8jPbKi+9PpX1JKmN5MjYtsh0WMOYqSZdZa9/nf79a0sXW2g9Fltks6TPW2nv97/8i6c+ttf2xdV0n6Tr/6zpJO/PaEQAAAAAAAGittbZit9IsPYMS+jjO6JefZRlZa2+WdHOGbQIAAAAAAKAJuqovoj2Szoz8foakZ+tYBgAAAAAAAG2WJRi0VdI5xpgXG2PmS3q3pLtiy9wl6RrjvFrSCw2NFwQAAAAAAICmqPqamLV2whjzIUnfl5ta/ovW2oeNMR/wf79J0ha5aeWfkJtavr4h0gEAAAAAANBUVQeQBgAAAAAAwNyR5TUxAAAAAAAAzBEEgwAAAAAAAAqEYBAAAAAAAECBVB1AOm/GmD+WdL7cYNRnSbpN0p2SRq211hizQtKI/3lZ5POTJU1aa0ejPyesf4WkSf/Pyu3jH0p6pV/kTkk/k7RE0gs+HTPWFdt26efI35dYaw+n7OPJYf1JaYyldcTGBm6K71/YvqSTJMla+3yVPFgmH+jzyy6TNC9pW0nby5LWhOMha+3z1fImJa2jkpb6/8+SdCCy75X28+TIrxXTn3U/E74TylPIy2j5XCHpeNjXSsc95EmsXE37fjQ/Ivk87Xshn/z3l8gd51FJX5B0h6TvW2snw3clLZA0Imlx/JhE1j3t+NUier4l7PPJ/m/dkfyLl5XEc0u+bkpKU7R8heMh6QxJz0fKzYxzK7LsjLxISPP8tGWNMadLOuTLfuI6087tyP6p2jmSlleSlvtF0tYfT98JJdSjVbYbjtuMczyp3Ma+X6pvJL0opCW6D7HjEvZrceS4JpbNpGXT8i1Iqy/j52vSeRDb73ha3myt/X6kvE7LK0lTKh+vEUXq76R0R/avK7qcMeZMRcp2JF2/79d9o6RLJN2n8vm+1C8aPe5p+5F0riyLfj8tvZFlo9fK8JBpIno8FTunE+rSyaS/K1LnVdhm/O9px7vSNXPauSVfxmLXusRracL1cdo1MCWPl8TXH0tTfB2hXHXH11VpO5XWmZCW+PXnnXJlaqOkf5X07WrXiYR1RMveiyUdjNyXhPuapP2vti9J52u4Jk4rg9HyrPJxrVhuYsdniaTD8W3Frv013VskbTO63grlYpmkKyUZ+TpF0pf87+EeYcqvI60enXG+paSttJzKeVnt3jd+3k2rHzPkRZY6MlxfTlKFa1WVdWSp26qVwWplOLWM+N9Pkrv+xK851do34XyK1xFJZTrTsU7Zv8z3hvF7jZR1hWM143xKWG6+0ttH1Y7v6ZJeLemopIslHZf0d7Hyf0IJ1yr/92plvN775ej1sVsVjkvCNSWxnoguq5n3oVWv9Wn7G7s+x+v0Sve3qflT7R6r2jpi+5x4DqfkW9X2R6Tc2bQ8TLr3NQltOvn6TtJHJB2WK+/HrbX/T3SdipQBle8XZ9zvJOWB35aU0v5KyotKWj6AtDHmzyWNy2XO5XInxv2SXifpGblgwApJP5LL0INymXml3Mk7KalX0iH/72m5huAqSV+VdJX//pD/7GFJK/129qh88Vgu6WS5i8pev84vygWqLpb0kKT1ku6WtNb/fK+kN8od7AlJP/Tbv1PS5/x6d0l6vf/7SX7dt0t6g1/nlN+XbXI38PLfeYlckOqIz4PTJC32+3KPT8PfSHqLpFf59ZwqN4PbP0n6LUkv9+taLelJn39r5RoJl/h9vkeusN0o6W1+fw9K2iDpXyT9H3LBs+OSzvX78B1J7/Pf+46kdT6dRyQtkvRt/70JnxdvkLRP0g5JL5P0//rjssxva6WkC/1xXSnpeUmP+Hx/wu/LDyTtl3SKP75HJT0q6e8kfd7nz4BP97N+vT+TdIuk6yT9ps+L+ZIe83n6er+elXLl479K+nOfT/8k6Rq/34d83h+W9FKfl8/JXVx2+c8k6Zf+sx9IOlPSi/13xuSCM32S/r3ft0t9Or4p6a3+uD4m6d/I3WQP+2PxiKQLInl5taTH5crWOX7ZMyUtlCvTxqf3cb/9533arV9msT8W6/xyP/Lfe7Vc2T/g92+rpLdLOubT9buSnpI7R34l1xiYkCtLfXJl4z5/zBb4/R7yx2GhXHneLXfe7PdpOMuv64Ski+SO9ZSksyV9xR+fb8rNRjjs8+L3/b58Te4cfY3/zrOSvi7pj3y+7PD5tl/Sdrlz5KCk90v6qP/7dT4/xnweDPt/G+RmRFznj8sxufrpgN+3RT7vFvl/Pf7/H8uVw41+/573+XDA78uAPz7PypXdfyt3bo757eyWtMan+Yc+r56X9BNJH5Oru872x+Dnfr/Pl6s7Xq1y3bBQ0iZJH5Kr8yZ8+sbkyq0kDfq0vc7//yK58/FHkp6z1n7EGPPvJP2lXFl7qVzdNu6386hc8Pxi//Ob5Ortv/Lpf7s/5q+V9ID/X3Ln0wK5uuKwz+/HJP03SbdK+rXc+X5A7rxcIOlbcvXsAUl3SfrPPk0/l6sPeuWO+Qv+s5Pkgv3P+bx6zOfVS+TKwHq5Mj4ld/7/Qu4i/Da5Y32Sz6sH5cpAKO+Sq0+u8nn8Fblr1nJ/TH/DH6MX+TwYVrnsP63ydeiQ38en/HFYJFfX/qnc9eEfJP2ZP25LfJ79XNIVcuX0l3Ll/m6/3Q1+XRfKnRdvkDsnx/z+L/HH6EV+f8Nx2Ovz+LDP99fJnVt75MrVwz4Pz5W7sTzdf+ccv8wdcteflT6vLvPff8h//xmfvldI6per2w779F8iV67PkquTv+TzL+RLqGePyl3Htvrvz5er85b7PDnZf+9bcvX1Yrm6b61P45j//mNydcALfr1n+31bKlf/fFXumrbMp+ts//M2n9eh7lvkj+UGnyf9fls7/L7/jqSdcuV90G93j1z99oLf32F/rHbJXXPeJlfOrE//uNx5u0/S/ynp4z4fXiJXR1u5c8HK1ZmX+J83SXqXXHldJFfOn/Db3iFXXl8nd10IN50LfZ4+LldmzvLH9Wq/zYflys8v/XFc5dO/0q/vebn7jiGftrf4PF3o0zCscuP4Abnr3pP+89/0x/K3fV7/1Kdts8+/F/v0hzpzkc/3p/3+v8yna7VcHfwNv3+P+ny8Uu4cP+a/2y93boz747LWr+t0f2zv8X87JZLWn/j1yO9fuN/cp3Kg9Vdy1/CDKl+bV6l8D/WkXBk9W+68m/LbCfn+tFx5eECuHg/3DMvkztlwrA76Y7Fa7lr7Up+3w3LXnb1y5fW9cvWr/Dru8/ny0DiR+wAAIABJREFUc7n6Y4FcPfpef5y2qlwej8qd7/8k6c1+P3/l07XHb3OeXJ35O35fDsiVg5/5/LjS//31fv3h3ny53Dl3nlx5XO7z+qj/Ny5XdlbK3dN1y9V5j/s0H/P5Ot/v8xK56+W9cvXGPEnfkyuDA3LlslfSzXLnzjJJ35W7n31Ers7ZJFeG1suV/2GfroN+v8IxPNen55dy1+2fy91vvE3u/mu1z4OvSXqnPy7hWvMrn4/dcufQcv/z3XJ15iN+38/x610nd4/7sNx58xO/zWNybYeP+nTeJnePM1/uWvFif3xDW2XCp+1xn99r5Orp31P5mrDP59VSuXN+j0/LUb+tT/t8CPXEF/0+nCFXri5T+Xw7R+749/l8f8bn206//TfJtRdeIXc+Hlb5vux5v/5RuXuvK31evNqn9VjkO7+QO59+IOnfqVzGVsrVg3fJlfcf+uPyW3L1w1K5e7SdPi0Pqtzm3CtXD3TJ1RMX+vWfK1dvy2//JLnj/lGfb4/6/DVy9cVxuWvFb/mf75a7f71Z7pp4rz82l/p9OShXNh/0+zrmt/8muTrvebny8GW58+2IP76v8Xm9Uq5cD8vVh8/K1cXrff4vkCtrL8jVd9t9Gt7sP1vo03XCr+e4XD36FrmysMAfy81y9fVFcte1cFx/KHc+z/d5vdrnzzG5dt6fyd2T3ydXR81TuR1yROW67yG/nTG5euRVctf7r8hdv/9R7lifJ3c+XOiXn/THdkSuLL/Sp/Ucnzeh/fC4XN14kU/zW+XOw+0+f/vkrjUv8vkyJHfuH/Dr36Hp9+Hxe9+fqtx5IdQhi+Tq1N/225nn86nLH/tTJN0kd993SK4eeLXfryfkrhcv+O0buTJwqdy96M1+X74v6T0+HwZVrgfDPhz1+bxB7rzplfQra+1HVUU7XhP7udwO/obcATsotzPhBnNM7mJ6hlzhOEvu4B2VO0DPyZ18e+QybI1cZfKkXOE9Se6k3SGX4R+UuwHpkmv4H5UrmN/123pIrlFyQC7jjF/2L/3Pl/j1zffL3C2X8TfKHciPyUX/Xip3MF4sdzC/67d/TO6G5Fyf1jP9dnbKFaIFKge6xuQK6WK/f7+WK3B/6b9zvlwhPC53AxcK5EGf1sN+vSNyFcPDcgV0xP/tWbnG9cmS/liuQJ0sd5PwtNxJ+UW5i8fr/b6fIXejNt+nZ5s/dt1yJ+JvyJ2IoTE1Lnfyv1nupN4gVzm8Xe5CGhqyy/1x2evza8h/7+tyJ/nPfF6s93nT5/PpIz4Pl8vdNB+WO0FfKneSfU6u4g4VznvkbgbWyZWNEz6Plvl0vcJv++2SzrLWvtYv+3K/P0flytsBuXI6rvJJt93v9wNyN5sH/XFfI3fR2eiPyy3+O6fKXbxW+33dLvfE/41yF65T/bF+xu//In+MHvHH0shVtifkys1zcpVDj9wF8ZhcRfWI3Pm0zx/PECj7kk/fBrkL7o1yZfkNcmU+BMn6/Pq/LFeG+3y+7lK5sjri8/GIT+8On75T5M7xPZI+LFdW98udNyHAM+CP22NyF+Qxucqw1+fZHr8tyVVo98uV9Zf6fP+CT+e/lyu33ZL+P7lzYSKSrvvkbtZ+W64MH/XLDEn6e39M7/FpCuV6od/HXT7fxv0xCt9fJnfxfNTnyw/9/n9BrnI+02//Sbmbwuflzv2L/Tp/JVdeHpK72Pf7/BiWu9EL5fyYX9835crfcrmLxRK/j6Mqn89r5AJBn/JpDOnr8fm8RuV6dKn//sNy596fSnq3MeYHkv6L3A3Ge/33JFfWQhDjgM+P7X7bo3Ln9N1yNxPhZn9E5ZvMb/j86PJ58nK5ejoEv17i8+gFuevBB+TK/Rqfhm6/3ZAHx/yyP5O7QL7gPx/yad3j0/qsX/YDKj+pCfXIGp8XU3Lnw/M+rR/321srV96fljuHRvz69/n1Pyl3Xn1C7tjv8ds6Lnf8p+TKfHjoMebX9WO5C/rGyDH+Z7mA5Sq5+vB5f3z2yp3fPXJl+zm/zwvl6omP+2PYIxeQm/Dpu0+ujnnOb/cen38vyJ2PfXL1tfzyRq7s75C7GTZyQazn/L7tk7uZfFCuDB9V+Vr4qN9uuN70+Hx/XK5B9YI/zrfIlZU/9/l9VK6eutQfu2g9OyBX54Xro1X5JvilfvmXqxzs7vXp3ufX8QN/HD4S2e8v+2N0f+SY/qbPgyflrnGnqHxuPSV37j8r96Djwz79vT4tZ8td50/1/x726+3323mvygGUs/3+/cr//ja5a9NGlQMnR/33T5O7Jp0pd13ulwvW/p3fjz6frtCYfoPKN5xP+Pwf93n4oFxA/7W+7grB0UNyZaJP7r7pbpWvM/vkri8v8sf6i3KN4Qflrv2XyJ3H75VrSJ6v8kOGW/06nvTbWaJyIOsRfyyWyl2vhuXO7b9UucHV4/fpd/3vF6p8rzfs0zEmd16skiuj3T6dr/D73eW/c4/KZfB5lc+lx1WuZwb99l+jcsPgDL/t+/xxeVDuurrPH4dhuWvbYZWvQ/N8GqL3UJMqB5j+SuXGWcj3tT5/HpKrl8+TK7Py6wvbvV/ugcFuuXp+Qu56+Wf+eB6Ru04PyJWLcF/yL3Ll8At++VCPSuVza8zn7U6/f4/59R/y/5+s8nm5069zt1zQKFzrzpGrzxaqfKyj9+ZW0g3+GHzQ598On97dftnPywWnfi0X2DwoFzBdL+lCX3YXyp33P1W5IXhE7vx8ym97u1ydu0fuPHqbXP3yfrnr6hq5euhFcuVztVzZu9Hv+1P++Az4fFqs8gPZh3y63y933t4odz6v8ft4itx187hP1yGfjtf6n2+WOy+ekiujB/z6DsqdY0v88bxWrnycJFeWQtvhGf/vZXLl5SmVz7fP+3SE68cv/f9LfNp/U+Vr8oflgkx/KHfOLJGrG8+Su/f5A78P/6zyA7zT5Orqtf4YnSJ33PfLnc9b5M6v0OB9IrL9J+TKydl+vz4id14dkDuf9vs8uEiubg3nQ7gHOyJ3vvXJBQueUTlA/wG5uveY385qfywOq3yP9jWfl5fLlZUev0/hvuiwyvXEpN+PT/m8Gfbp640cgx/6fP6w39/1cvVVeGi90O/LEbn66E1yD722ydXRq3w6jvv9npQ7f+X34Rm5Mvhrf9zOkaufnperm5ap/DbPDXL3MyfkztPQ/hj3/35X5Yc8XXLXq3PlrlUH5eqm/+6Pw7ikLt8Oecbvx8t8eg/5dQ/44/pSufbDZ33ePOuP8fvkyvkr/PH9ryo/NHvAp+GopP/k1/UL/70QaO+LfLbOp3un3HkmfzxG/L7+o9z5MihXj2zz3+n2+Tbhv7fe59eEyveIf6FyB5Pw4CbUSw/4/0/RzPvw+L1v6JkZ6uMQpNvu1/1Bv+1euQBrn1wdcIVcOT2hchkIZW3Ef+fbPs0Xy9Vt4Zpzklz986zc+TEhV5b2yZ3HJ/n9vM+nbadc2cmkrVPLG2POltuh/13lXiIr5ArSQUn/QS44MCZXuf+9XEX+KbmMWyFXGYXCdrrcE+V+uZPq7XKF5fuSXmat3ea7KV8mV8h3yUXWPh/5+9lyJ96UXGX6iNyNiVSOiL9SLpP7Jf22tfbLxpjXyRXyk+QKxwNyBeiI//9CuZPpkFxB2CgXMBmWq+BeLheJ/Iqkv5aroM6WK+B3yRWa1XIXmAVylUuI3oceTg/IXah+z6d3XO7keaNf9k5r7XZjzCf8ds+VK+w/9+v/sc/f9/m/bZD0f/k8eKWkn1hr7zHGXCNXKVifv2+WK8Tv8+n4lE/3CkkPWWs/bYzZ4/frJrmL0WGff+9QucfUa+UuInf6bZ7s9+XHPs9WWWvvNsb81O9Xj0/Dv8rdUISG8XJJj1lr/8IYc57Pt8f8drf4bSzw6/qPcmXsTElvt9Z+0hjzdrkLzTNyldtTcuX07XIXzWVyT/N3yQXV7lA5qPFrn3dPyAUzd8o9jfrf/H51+zKx3h/H0621/82Xu/9b5QvLD/3yH5d0vVwA7WSfLwflbnQm/M8j/jiGp8RL/PHu9vm0Q66x/jNr7b9KkjHmP/tlfyTpk3Jl74DczcQSuXL9FWPM//DrspLGrLUf86+thHy+RO5G+4u+jJwmV5ZX+f34V7ly+JT/+fflzoEHfbrfLWmHtfZ7xpjl/piGwMKE3M31adba7/p0X+S3vVnuYnu6Pw4XylXE/XIX5D/0+3aa3EVgj8+/8315uFiuMf+wpJdba7/qy/U6ufI4X65SfZukXdbabxljXiH3BOosSZ/x2z8uVzGfIlcG9/vP/4dccGWH3M3LcWvtoDHm38idO2/2eRCCw0/K1YOflLvhHpe7cTshd36OqHwhPk3uAvBTfz6/R9I2v/53+rz4jFwgNAQptsmVu4/INQCflAsy/LNfb5c/hu/weT4hV/a/q/LT3xA8WChXV99urd1tjFkrd5N3ss+HN/rtbpe7+D0qd2PzIbny+t/l6uTTfbl4hVx9cJG19npjTAiKfsrn90vk6sMDcjelRq6s3WmtfdoY83G/7B3++I/77fxbv++9cufCp3x+Tsmdq2/3+/S4LyPnywUOvy5XP57q83q1z4fz/bYft9YOSJIx5k0+/6bkblJWytVZo3LnxZly14ylcnXD6+WuN2F7p/h96ZJrOF7u0/2C3DVmSu4m9WG5enCZz6tL/Xb/3lp70J+T/1GuPt4ldw6/Uu56FK6rfy93Dv4XufP8drlG7CM+baGh9SK/75fL1XcXyl3T/kWuDF3oj+nL/L7+/+2dZ7SX1bXufy9syqZs6QhspCNFEI2CiIpdo4kxRxNN7Jp7TgyWcXJvjBJzYonHEmuMmnjsxzTUGKMYsFAEFaQIggoK0ov0suls1v3wPDNr47j33Hy5xw951xh7sPnv911lzmc+c6615lr/Go/vQ+QDe7v/XyNnxdYirH2rzrsHIJy2RpyxzLp62W0Mdb31LcO5KMiPReHYKdyFuK8WLZwMJmf/fZxSmlsUxTeQbb/tOo9A9vYQsoPzXU87y2MK4qG21uEqtDB7MrLn+9CkoKH7VgH8NKW0uSiKw5DvXmB9tfB4RqWU5gI4XmiD7PI4P7slpTSnKIrTrI+rEI7C7tp5TNuMhfVoUaY5WkR6B8U9V6Kgd59lG6nre/zvRI9pObLzNZbFq27v2247uZ4FiEvPRTa4BvgopbShKIqHXU9zZM9rLI/nU0pv2q/9k3XbDPHA58gfb7YOmyNf2yml9EJRFIejDZ2dCFvL/exDqNyKFv3aIy5+yjZwoutf6n+3eOxTyVkjSxCHziUvKC5KKS0oimIQ4prX0OSzrfVzsfvbA3jIbV3jPi+wHlu4vnFowtPEemqDuGgEwllsVB7hsQ5CiwA3IgwNqNPut1Ds18Sx6Tesv8gwqHa/Trd+hnrsTdzX31n2oxBfHIS47UjEPYssw1bW+7+hGO0vyO63IW5e5r7FBOwg4L2U0lJz/yEppdEey0XIhw1CNv0iwlJkD1YiXouM8k0otpmPbLA1invWAG3td09GHPCJ6+jt5561nmOToML/n4P4aqzgQg2KF2r87HrETdtTSk8VRXESeXJVnVJ6pSiKr5Gz2jqQFxnqp5Sus412QDFUE4/1UcQxi2wbx6OFvkkIf82MkxeQHY8gX1fR3jLphPzmaPLC0VB/Vu33I8P1Huv4Bcv9XmS7YxAvRRZDLEpFVktHy2mf241jW2chXK1H3Dzb8qpAmyODrdtHUaxwGuKSf7acp7jOqWgesNV2dQHipsPdVqs6Y34G2f8xjsEGkecEvdCiRxVwvOdZJ6ITErNRXL03pTSxKIrhKaWJAEVRjEC8cLP7UaB4IvxIa8vob8fYLeP3rMs+yI7Dj66t8/dV7t9axCGX+vcmaO7VHDjWsfOxwNCU0l1FUZyO+KIa2VYbxEWtke2NtwwbGAetUTYLyOZiUedh5OeWoESE3yJ77I4wfjbCyC60+TIGLYq9gzYf+1sel6LN4T8jjF/i2KsXwnCBYvj3ECYuQLyw0PqObM2eKaUni6K4yPppBVxu2R2KMPIK4pzbkc0cjrAaR9uGu/8TU0rTi6I412Psjq69mGt7a41iu5lojtUWHbH8U1EUV7pPsWH+NOLF1xDH3IviwzaIs0e77fOQ39tuvY6yDMdbhhGH1419W6eU7rFv6424YZufi03LJdZ3bUppWlEU5yCbrEaLOV+3jJaQs/hj47WNf/8Y8UbTlNKrRVFcjRaBT3S/vkJOYvklwnxH6/0V6+pQ4IGUUmS7/V/Ll70YdA0S7hAE0p+hiUJ9pIhYra1BA5+KhBCrXucjB1EfCbkhOVW9yp9Hau8+FAgPQwY3EQXPNcgYeqKgYwcS6BREpGvd3iqksCP8/DrkxD5BiyA/8rD6oEBiAiLUmIxMBOY5APhPRCTXuf53ERH/ljyZjiMnXREZdHJbHRFQGpJXlWciw2mEsiXuQMRRVafvZ7r/K1AgGDvN5yAHcRiazO5EAcn9iAz+CXgQATAmNuss/74I+NPRSvSfLetjETFejiZvyc8twMaEgNqInPY8DU0a3keOegYylPP9Xk8/MwUFpXG0IyF9R4D/jp89wO+391hr0Op4HN+IydrRyNAbW1bb/c5HCH+HIlxs8XjvR8QYgWQbNMlKCA8TEanMQcRXDwUZXRBJryPv+FdaR6vJwerpiJBaIjxchLDSFJH0e34n5NkEEVccy1lsHZ5rvQ5Fk/9nXPfBfj+yS6rIk+MaFGSvQ4RfuM5VCKNnognhUMtir+U0AAVex/mdAtnY28iG5vrZfpZ/JXkRpS9yuOs95jkI371QIHkK+ejTGmQDn5EzxmLH+3PkMPdZLochu3kRTY6WkY9W7iYHZbFYcRWabBzkNga4nfeRDfwVTQTbuB+dUUASKcrt/O54ZAd3Wlb9Ee72WGcJ7XC2Qna7DmXnRCZUHLHY7Pp7IOyM8ZiwXAcg/M1FAec2j38Xwug15KyFdsgp9kJ4n+c6I7Opr8c30H1dYV1UkndmZlo3g5EtDLEOpiB7eh1xa/TvEsS/Wy2XZWgyfS3CdzcUINyDOOgJt3mw6/oZwmbgfZv/3pWcHTnA7VUj/LXx3yONuwFaWDgD2fFChMEZyE4vQDsq5yA7/T3CYjWylRWu9wi/txXhvcJyr2d5HoxsZJ7lU4v8SFvkvL+G8DYV8fT7bqOb+/I48nubEdZjIyIWVuJoamQl9UV4r7R8Pka2eaB1uA75lVYouBhnuceO+h4/c5hltJF8ROoZ5EM6uP8vIG6JxfEWaBI5C3FPZ3/e0TLaQj6mXJAzRRJ5gaYqpXR8URTPWV873PfllvGRyMZWko8MJYSjzWiCOhrxzT5kG+eTj0W1Rf5pp/8/A5iWUrrDMcfFiHNr3f4Myy25/ZaW33aPcbl1uBXhKXiuAbLR9tbnQvenPzlTtifimwGW83Pko3abLb/xrudI6yEC1nj3BjQp2mn9xcbDbj/3IeJH/G9r66O15fos0v9GFPj2I2fXrED2tAf58KYe21NI7wXijpPJu9LDkI13Ih/X7oZ8b0fELXsQ956I/Mpv0A5pZI68YDke7LFsI2d8bXG925BNNbWc5vj3ExFmVpLxWEs+ktzZcliA7H6r62yBbGAjstcbEU99330IXaxEdpcQ7sNmqtBCTgek79mIG1og//Wh21yL/Ock8kTi92jRZ75l2J+cXdIQ+YyEcNIQYTiuQNiFFh//BfmGGrJ/2IDwVOl2qsiLrs+5jos8vsM9jsgAep/sX25Dk8vRCOtx/LIViq3Wk4+ZLER29ZrrbE/Ga2R17CYf1RuIsNHD47oe4Tli59sQx81DixnP+5n1aGHoNBQrHoywM8kyOBvx4BEIG4mcCXAoOStnJIprnkFxdjf2P3JXi+KbzcgXVCFObYBs7jByDHSO+90dxaN/cV9jfjEQ8Ul3v/sGigsD551QXBoZpMvJGY5LEe42IXzX8zN9EAZeIi/s7EPYGYfiZpB/ORr55FmIT+Zafz38THfrtaV1fBvC1m4Us4+wfA+yLMciXdd6vKdbZpcjXDXzZ1WIWx5ACyAvFEXxkvVyjvsQR0Db+rk9KaUnPMn9n5ZvnGxojCbqcVwsZNXDdX1KPiq5E+l+F4otvk8+QnaPF5mud18utUx2kK+uqCUfhZ+G8P+B5bcP2fWQOu/H+CaTs2SPRvHeSrToshzhphZh8ALrdzfCyE7y/HY3wsUiy+hr5Kz5eQgP48mb0SAbWW/ZTrYOtiNuO9B/j9Mwn7nej5EdDXCf7icfK2qJ+LoT8om7yRtP61BsudiyOIHMp40Rtw1GvNARcdZGj38q4qVe7s8EhJuPrO+LPb7/IOM6bL9uW90Rdn7hdnahRZ8uHmvE+H92X2JRpcp97OA6w38uRwvj5yA7xzKYi7hhtft+ievdTPYvoatI6pjsdpa6/ydb1vssj8XkDcGJaJO2uXXa0vqqIGeMtSHPSR5E2FyGfMm7ZI4ryPwwhhw3VbrdDX7uvZTSSP4f5cs4Jla3NECD+S0yjrPRYDehQb2InMlsZIjXIufTCznFbWg341kE3l8j53Cq62+MBDwLKW6q391ITkd8Eikodq7eRgpajwKl15DT6Ot+rUXA3OS/9wAeQ8QSixlbEFDj3PKZ/v+PiqKYh3YcuqHjJ33QRChS/iOF93LymdrJCIxxfrWR2yoQcDohZ9LafRnq8fVAwFhiWTdAJDMVBYAb3dd7/ft4f74IBQH/jADV2X2uRZObfSigHIFAHenb37JM26LA703X9wYy2PHIsSx2/453H3uhCVs/8lGLpmhRaTWa2FZYB6eRA+HIzIjdoLfd7x1ocvsJ+Z6H2e7jRISbLtbhSut4lWV4iuXaj3wEqJl1EKRZz7oZ5v5tRc4geXwrLaMCOeZvIlKPIDiClnXIqa0hr/Sfi7A6y3IsUADzhsf8r8hRr0b2EIuHb6AA/nXLYxuaaK9CpHKlZXyKx12Fgpa9iChPtXy/jhxeH5SZFwF/K//UQ84MtCs10OMf4r6+iWx4BVrkqHG945BDWuPP6vmzjR7rVPf5LOSQw5lWILw8jbAyGOn8BI9zIXnRY5PlfDfC8Enk44hnIoKM4yKLEXc85TofQw6vLcJKFcLTsZZ7TJxjR+Rj13GW5f8ksr+e1mMN4pAnkc2+4Xbfsw7jrpAD0EJy7AJUku/aGorsqTHC3dHko6ynur87LfsWyBmNQdwRGQT/7ndPIx8JuBLx2G3INt51PVMQf9ZafvvICxFDES7i3omeiIf+lZzZ0cv9q+ef5miisgQtDA1C2UxXo8nB7R5/WxQsD7OOr0B8twthKBYaTrFcmyC9R0ZE7Nz9GAX869y/D62foa7vE+TsF7itFXXar/G4Lvb7sy2TDQgLyxH3Tbc8b0GB+VI/u8P/NvDzp6NyGNp0eB/x5Ra/dxXiotauq751+iGykTcsw1ns758iGBmHAqpGHuse5Edq0KSh1uPcRr5zahR5sSbs5TPLYZafvxIFOB+gxaFj/e9ulB0WWEpocjoM2fAQxDcgfF7mPh2FuDgmKM8AvYuieIF8V8YyxFOgwHIJmsjWIm6pj+x9veW43DqKhd2WaJf/5wjLza2Do/z+tcAPfRQysgn/gDh8j+vci3zpqwhPk5EtxILJHxDm6vLcTOtkrPUSxz8XI24c5j4+4X5ElnMczZvqsY9AGG3pMc9wfa+hHb5h/mwtCjR3uy+/Rfx4CPK9kY0RGce/cP/au+21iOuau/+zEV5WoNgrFgBucB3zUIbtg37nWet4XkrpTMv1OfI9Iv2Rva9kf/6ejGygCnHTcMtnE5q0V1mf1eSMtyq3dYLbvg9x+C40AW+KbLsl8i/zPdYRCEt7/c5e8rGc1cgOCuTnHvPzW62L5cguu1qm5yK77kz2m+0to03IT8Wxs63IFw71uJvXabO+x/I+soG3kf185r+vsL6+axm+Sj7GuwRx+hUeX9Q7jbzh97bHGFnQ3ZBtgTj7cHL23240EXwTcWpkow9D/DfW/Zrvf3civg2f1MN9akneNG2K8PchwtSjaOE/jmludX8ecZ+vtizeQTx2gvvyKxRbf9d1RiZRX6T32eRj6ZdZB3cj/plPPjb8c/f9RvfvI+v5SuRDb7ZeP0P83cV6G4js9dduf4DfnWsZR7x8H4or2rivsekbR1X7INsd6v4PRpyzDNnUKvd3IxnDe5DvmIB8Hm7jZrf5GOKeWv9tHML2D8n3J85HnDbdMo3NoUvId6fEcZNfIKz8BOFth/vxuse63eOJ7KFe1lEV8oNvoUWX+Owj8nUBMc85ijxPKZD/7exxVgP3m5NPJccSP/D4C4T38ZZXY8Qj6xFmxyFbOsDyaORnfoBsdxi+mqEoilc9jjMRrx2BFqLrue43yHfvbXL/Iss7FmI3I54bBzxWFMVo8rxrHFrsXoC4owIt3MxBGz0tkb3PRxheguLZOGI43f2oT14QiRgusvJvso5eJPPmtcgGT7Ksgts+Rxx7NfIRr1km9V3f4db7eLJPqUC8tcjjCr7rYN2udX+2uK0P3M5q8vUm/ZGfKlDcuxzZ5/9wP2vQQv5W8t13nyHOuRnZ7XeQ7X2xrdmIZysRl45EOJjttjdbjxvchwbWzS5kd+/795NdT2uEhebkuUgc4zuQnK1dD9nhfMtuutuYiuxkK8JtV4Tj9cg3N0S8MRbhtEDcdSfS/ya/1w3xQCxMT0dzkiORzfdC/LQSzR2nWaeHI1w0QngZ4v7F0c+N1tvZ/J3rPF/2YlDsQr2GJiZvk4ljMwLzQER4sRpciwB0GQLzcQgMm5CCuyAQnUZOq46JwRqk1L0IwJVoF3SYP5uFnNEcJOwdyHk0RE7xCv++GxlrMz9T+N9V7isI6GEkDyJFf4rIfjwCRHVRFN9OKU0iH92IFerzkKGNQs7lQHKANyelVJtSOgr4ZUrpbPI57tUICB8g4m2IAqwH+CAFAAATtUlEQVRXkKEfYJnNQeQwE61aV5NXsp93YH0aAvM77nsb62w4MrDzkFGv8t8/Imdn/c7PNEZO4wLLdAQi9U1ogSh2RDYgoI9DxrTN/evkNiZYd+0QKa9CwVrsdu4iX+a21TrvhQKJDiiz7CBEqo0RRr5HPjL0oeX+OjmDKrJ9Vluv77lPnyLn+zLZaV3vv/8RYWEqwm9kHIDIYYX7W4sClQ7+23GWa5XHdLs/r0HByQke1y/IFwDfg3D7idtvklJ6GRHKH8ln1QeiQGwWCvSPQ2QZq/Ub/Xx962wFIvLZyAmMRwS0GuH6r+SjarvJGSDNLOOV5HOz91lesZMV6fMFcs5HIFx1RLp+CS3S7HDbLREZn+W2trv+bUjXA9zXG1Dw0xntbvZHzjKCp9jVbIyc00S0CBPHINeRU+EjE+VEZFcLLdPVfqYN4olK8r0fT/i93ZbtXsv2E392GdrxaUtetN6EAv1ufid2uPtZHtHmXLKTKRAWNvv5rsjRzbccDkW4Dcf/ffI9GpHFN9P6a4js5JOU0k/cl1h07mdZ9/F7r6BFixkI1/MQtu4mO96XEO5Bk4YpSP8PIuyNA94qiuJ7iOuryIvfByBe/xRxRxPL7Q73dQrC01x/vsI6m46c5IcITzcg7D2H8DHTbY+37OIc9nrypZ4RiJ/g9g8k3+t1Ngqk9/j5wZbz/0IB8QEeQ1PyhY/Bh9vI95EtTimtQg7+fcvkQoTDB5Bv+qHlvhLx87uWUT/rYAzC0SxkFwMQNz7qvsXxtFM8nnrID4xBfuVshN3PLaeBiPcrkR1Wke/uaYr4/1Hkg55Hx1jjyOVVfm689feCZTbK434OYWU2wvTRyCb7Ipu6C+EhAr4K8sJ5Y7RT3MtymYFw9SyakMaC5Ytkn9fPRyR3WSat3T8s36ijIQoae/lvk1EAehj5LrZVwLsppX/xexPct67kL5Toh+8X8jeEvI7sOBYvZ1mWa9CuZ0fypf2H+tmulsmPyVm89azXvci/1j3m1NHyb+Tfv4l882gUAE5G3DbZYzjS+luE7HwLspsC4echyyg2ttYhnV+CAtKn61w8udJ9+AYwr9A36U10++ciLliN/NCRlmVMcBahyc9c67UW8UlT/20nWiyYiTICl3nMXT2Wl8mX4b6NsBrZyXHf0qWudy5abN3gvnR0O4sR98ZC4krLeh45S3UlmjTdgexmCcLlAjR5Op6ciVrp52KTpAJNmj9wGzEx/xPitR9ax4M8xtkI919BfHYCwsoKFI/2Jl8UPIB8OX2tx3sMeYe8N/KdcS9Sf9dThXzBWoTv+pbLrcj3LfN4e/rd6SgGiUnMEwgb6/xsPdd1JMJ7BcLyBsRrJ1tWW1G8Pt8yqfJ7wxFP/568q/2fiJ8+cftTLJvI4h7k9mvJ2TpPoA3MA/xuHG+vj7h1AOK1ExDHxRGuJxGnDkRxQm+E3fbkjPEN/ryp9TGMfHF7hft7BsJGLFAdZF32J+/wf4CwfRriyE2Ie+PYUWwILnD/V6G4sAl5IWMhWtzogjA/xfr6CMUScz3eyOzb5p+hlkVcIRCL7Wdad1sQT09CE/DIgt6Ajuw/lVL6pvW3BvH0ix7PpJRSZKw/5M8+d7vLyfdrXkbmpmq3GbFcLFyu8fvLEF9ehLj5M4SlwrpojMoacmzzNLKbLcg2WiO/v8e6ua6OvKcgbor4fgeyrYRw+n2Epctd9+/dv/qImwKDt5AXuhtYxxGT7XR/dqJYeS45Qy42XFdZl43ICz8NkM+Yh+L5j5CNbPXzcxCe7iYfY9vhepeQjzy1R/YZ+Jrhd3uQs8K6Ie55lXyvZGc/X4FsbKjH+FfyAlZ/8jH3QQg3T7gv6z2GAe7Xs+7HN/HR2pTSPmR7axFO4q6kGQgTfTzWOLbaBeFgOlob+B2KHz5CdjmGfEl+K+u9A8L2d5CPmYcw+An5ZMhUFLdFcsg77vscxIGzkO+bgbhpn+W2mHzH5LUIV/2Q3T9PPkb+KZp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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for CURE Dendrogram: 00:00:00.314\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show dendcure:.ml.clust.cure.fit[d5;`e2dist;50;0]\n", - "end:string .z.t-start;\n", + "df:`e2dist / distance function\n", + "nrep:50 / number of representative points\n", + "comp:0 / compression\n", + "\n", + "/ generate dendrogram table\n", + "dendcure:.ml.clust.cure.fit[d5;df;nrep;comp]\n", + "\n", + "/ plot dendrogram\n", "plt[`:figure][`figsize pykw 20 5];\n", "dgramplt flip value flip dendcure`dgram;\n", - "plt[`:show][];\n", - "-1\"Time taken for CURE Dendrogram: \",end;" + "plt[`:title]\"CURE dendrogram\";\n", + "plt[`:xlabel]\"Point Index\";\n", + "plt[`:ylabel]\"Distance\";\n", + "plt[`:show][];" ] }, { @@ -1412,44 +1208,28 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "data | (-8.99899 -1.844069 -1.717542 4.091333 -4.24146 -8.736581 4.872279 -5..\r\n", - "inputs| `df`n`c!(`e2dist;50;0)\r\n", - "dgram | +`i1`i2`dist`n!(227 261 406 40 701 224 186 441 115 57 152 160 120 268..\r\n", - "clt | 0 1 1 3 2 0 3 0 3 0 1 2 3 3 2 0 3 3 0 1 0 0 3 1 0 3 2 0 1 3 0 3 0 0 1..\r\n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time taken for CURE: 00:00:00.003\r\n" - ] } ], "source": [ - "start:.z.t\n", - "show r5:.ml.clust.cure.cutk[dendcure;4]\n", - "end:string .z.t-start;\n", - "plt[`:scatter][;;`c pykw r5`clt]. d5;\n", - "plt[`:show][];\n", - "-1\"Time taken for CURE: \",end;" + "k:4 / number of clusters\n", + "\n", + "/ cut dendrogram\n", + "r5:.ml.clust.cure.cutk[dendcure;k]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d5;\"Data points fit with CURE\";r5`clt]" ] }, { @@ -1465,20 +1245,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1.906728 -4.675947 1.711169 -8.220073 2.611997 -1.627 -3.613198 -5.5429..\r\n", - "7.722212 -4.361587 -0.7884008 -3.2093 -3.824043 2.454529 5.087608 1.83103..\r\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -1488,27 +1260,21 @@ } ], "source": [ - "show d5tst:(-12+10?16.;-7.5+10?17.5)\n", - "plt[`:scatter][;;`c pykw r5`clt]. d5;\n", - "plt[`:scatter][;;`c pykw`r]. d5tst;\n", - "plt[`:show][];" + "/ generate testing data\n", + "d5tst:(-12+10?16.;-7.5+10?17.5)\n", + "\n", + "/ plot compared to training clusters\n", + ".util.plotTrainTest[d5;d5tst;\"Dataset 5 - Train and Test\";r5`clt]" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 1 0 1 3 1 1 2 0 2\r\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -1518,9 +1284,11 @@ } ], "source": [ - "show r5pred:.ml.clust.cure.predict[d5tst;r5]\n", - "plt[`:scatter][;;`c pykw r5[`clt],r5pred]. d5,'d5tst;\n", - "plt[`:show][];" + "/ predict clusters using ward model\n", + "r5pred:.ml.clust.cure.predict[d5tst;r5]\n", + "\n", + "/ plot resulting clusters\n", + ".util.plotCluster[d5,'d5tst;\"Training and testing sets fit with CURE\";r5[`clt],r5pred]" ] }, { @@ -1567,15 +1335,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Requirements for Keras models not satisfied. Keras and Tensorflow must be installed. Keras models will be excluded from model evaluation.\r\n", - "Requirements for PyTorch models not satisfied. Torch must be installed. PyTorch models will be excluded from model evaluation.\r\n" + "Using TensorFlow backend.\n" ] } ], @@ -1586,11 +1353,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ - "/ utils\n", + "/ utils functions\n", "\n", "\\d .ml\n", "mode:{$[98h~t:type x;i.mode_calc each flip x;99h~t;i.mode_calc each x;i.mode_calc x]}\n", @@ -1618,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1689,22 +1456,22 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "cocoa_pcnt rating review_dt\r\n", - "-------------------------------\r\n", - "-1.376022 1.180231 1.255692 \r\n", - "-0.2686652 -0.9121291 0.913975 \r\n", - "-0.2686652 -0.3890391 0.913975 \r\n", - "-0.2686652 0.6571409 0.913975 \r\n", - "-0.2686652 0.6571409 0.913975 \r\n" + "cocoa_pcnt rating review_dt\n", + "-------------------------------\n", + "-1.376022 1.180231 1.255692 \n", + "-0.2686652 -0.9121291 0.913975 \n", + "-0.2686652 -0.3890391 0.913975 \n", + "-0.2686652 0.6571409 0.913975 \n", + "-0.2686652 0.6571409 0.913975 \n" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1722,12 +1489,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1765,12 +1532,12 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1783,25 +1550,25 @@ "output_type": "stream", "text": [ "\n", - "Time taken for DBSCAN: 00:00:00.078\r\n", + "Time taken for DBSCAN: 00:00:00.044\n", "\n", "Outliers:\n", - "\r\n", - "cocoa_pcnt rating review_dt\r\n", - "---------------------------\r\n", - "0.7 5 2007 \r\n", - "0.7 5 2006 \r\n", - "1 1.75 2010 \r\n", - "1 1.5 2006 \r\n", - "1 1.5 2009 \r\n", + "\n", + "cocoa_pcnt rating review_dt\n", + "---------------------------\n", + "0.7 5 2007 \n", + "0.7 5 2006 \n", + "1 1.75 2010 \n", + "1 1.5 2006 \n", + "1 1.5 2009 \n", "\n", "Outliers info:\n", - "\r\n", - " | count unique mean std min max type mode \r\n", - "----------| ----------------------------------------------------------\r\n", - "cocoa_pcnt| 28 7 0.9178571 0.1772497 0.42 1f numeric 1f \r\n", - "rating | 28 11 2.473214 0.9630663 1f 5f numeric 1.5 \r\n", - "review_dt | 28 10 2010.607 3.166249 2006i 2016i numeric 2013i\r\n" + "\n", + " | count unique mean std min max type mode \n", + "----------| ----------------------------------------------------------\n", + "cocoa_pcnt| 28 7 0.9178571 0.1772497 0.42 1f numeric 1f \n", + "rating | 28 11 2.473214 0.9630663 1f 5f numeric 1.5 \n", + "review_dt | 28 10 2010.607 3.166249 2006i 2016i numeric 2013i\n" ] } ], @@ -1838,12 +1605,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1871,7 +1638,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1879,15 +1646,15 @@ "output_type": "stream", "text": [ "20 bars with 100% cocoa are contained in the original dataset\n", - "20 bars with 100% cocoa are contained in the original dataset\n" + "20 bars with 100% cocoa are contained in the outlier dataset\n" ] } ], "source": [ - "drkchoco:{-1 string[exec count i from x where cocoa_pcnt=1],\n", - " \" bars with 100% cocoa are contained in the original dataset\";}\n", + "drkchoco:{-1 string[exec count i from x[0] where cocoa_pcnt=1],\n", + " \" bars with 100% cocoa are contained in the \",x[1],\" dataset\";}\n", "\n", - "drkchoco each (cocoa;outliers);" + "drkchoco each ((cocoa;\"original\");(outliers;\"outlier\"));" ] }, { @@ -1901,37 +1668,37 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "cocoa_pcnt rating review_dt\r\n", - "---------------------------\r\n", - "1 1 2008 \r\n", - "1 1.5 2006 \r\n", - "1 1.5 2009 \r\n", - "1 1.5 2012 \r\n", - "1 1.5 2010 \r\n", - "1 1.75 2010 \r\n", - "1 1.75 2013 \r\n", - "1 2 2014 \r\n", - "1 2 2008 \r\n", - "1 2 2007 \r\n", - "1 2.25 2013 \r\n", - "1 2.5 2013 \r\n", - "1 2.75 2013 \r\n", - "1 2.75 2013 \r\n", - "1 2.75 2016 \r\n", - "1 3 2013 \r\n", - "1 3 2008 \r\n", - "1 3 2015 \r\n", - "1 3 2015 \r\n", - "1 3.5 2013 \r\n" + "cocoa_pcnt rating review_dt\n", + "---------------------------\n", + "1 1 2008 \n", + "1 1.5 2006 \n", + "1 1.5 2009 \n", + "1 1.5 2012 \n", + "1 1.5 2010 \n", + "1 1.75 2010 \n", + "1 1.75 2013 \n", + "1 2 2014 \n", + "1 2 2008 \n", + "1 2 2007 \n", + "1 2.25 2013 \n", + "1 2.5 2013 \n", + "1 2.75 2013 \n", + "1 2.75 2013 \n", + "1 2.75 2016 \n", + "1 3 2013 \n", + "1 3 2008 \n", + "1 3 2015 \n", + "1 3 2015 \n", + "1 3.5 2013 \n" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1966,7 +1733,7 @@ "file_extension": ".q", "mimetype": "text/x-q", "name": "q", - "version": "3.6.0" + "version": "4.0" } }, "nbformat": 4, diff --git a/notebooks/12 Time Series Forecasting.ipynb b/notebooks/12 Time Series Forecasting.ipynb index 2fba215..c383ef4 100644 --- a/notebooks/12 Time Series Forecasting.ipynb +++ b/notebooks/12 Time Series Forecasting.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -165,32 +165,24 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "timestamp cnt t1 t2 hum wind_speed weather_code is_hol..\n", + "-----------------------------------------------------------------------------..\n", + "2015.01.04D00:00:00.000000000 182 3 2 93 6 3 0 ..\n", + "2015.01.04D01:00:00.000000000 138 3 2.5 93 5 1 0 ..\n", + "2015.01.04D02:00:00.000000000 134 2.5 2.5 96.5 0 1 0 ..\n", + "2015.01.04D03:00:00.000000000 72 2 2 100 0 1 0 ..\n", + "2015.01.04D04:00:00.000000000 47 2 0 93 6.5 1 0 ..\n", + "\n", "Metadata information summarizing the dataset.\n" ] }, - { - "data": { - "text/plain": [ - "timestamp cnt t1 t2 hum wind_speed weather_code is_hol..\n", - "-----------------------------------------------------------------------------..\n", - "2015.01.04D00:00:00.000000000 182 3 2 93 6 3 0 ..\n", - "2015.01.04D01:00:00.000000000 138 3 2.5 93 5 1 0 ..\n", - "2015.01.04D02:00:00.000000000 134 2.5 2.5 96.5 0 1 0 ..\n", - "2015.01.04D03:00:00.000000000 72 2 2 100 0 1 0 ..\n", - "2015.01.04D04:00:00.000000000 47 2 0 93 6.5 1 0 ..\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "text/plain": [ @@ -208,18 +200,18 @@ "season | f \n" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "5#bikeSales:(\"PFFFFFFBBF\";enlist \",\")0:`:../data/london_merged.csv\n", + "show 5#bikeSales:(\"PFFFFFFBBF\";enlist \",\")0:`:../data/london_merged.csv\n", "\n", "// save the timestamp column for use in plotting\n", "bikeTimeStamp:bikeSales`timestamp\n", "\n", - "-1\"Metadata information summarizing the dataset.\";\n", + "-1\"\\nMetadata information summarizing the dataset.\";\n", "meta bikeSales" ] }, @@ -254,18 +246,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In order to ensure that the data is suitable for use with the models and techniques described below a number of preprocessing steps are completed\n", + "In order to ensure that the data is suitable for use with the models and techniques described below, a number of preprocessing steps are completed\n", "\n", - "1. As models must be equispaced for use with the ar/arima/sarima models, missing timestamps are added to enssure the data is equispaced.\n", + "1. As models must be equispaced for use with the ar/arma/sarima models, missing timestamps are added to ensure the data is equispaced.\n", "2. Missing values are added by data forward and then back filling the dataset, this is completed using `.ml.filltab` contained within the toolkit.\n", "3. Remove any `'*_null'` columns generated in the application of `.ml.filltab` null data in this instance is incredibly sparse and does not provide information which adds to the performance of the time series models\n", - "4. Models require only numeric values are present, therefore the timestamp column is decomposed into its constituent parts (hour, date, month etc)using `.ml.timestamp` contained within the toolkit.\n", + "4. Models require that only numeric values are present, therefore the timestamp column is decomposed into its constituent parts (hour, date, month etc)using `.ml.timestamp` contained within the toolkit.\n", "5. Remove any columns containing non time varying constant data, any such data does not contain information a time series model will benefit from\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -304,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -349,7 +341,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Before applying a forecasting model to a time series dataset, it is important to understand the trends that are present within the data. This allows a user to choose suitable input parameters for models. In addition to this statistical analysis techniques can also be used to highlight potential issues which may cause issues when fitting and using these models.\n", + "Before applying a forecasting model to a time series dataset, it is important to understand the trends that are present within the data. This allows a user to choose suitable input parameters for models. In addition to this, statistical analysis techniques can also be used to highlight potential issues which may cause issues when fitting and using these models.\n", "\n", "The following plots are displayed to show visible trends within the dataset, \n", "1. Changes in the number of bike shares over a period of one week.\n", @@ -386,12 +378,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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xKkaolzYUv0S73GMFwr3OKk/I5IQ6TpKjHAw9RKVOKGJ4ouQollL2hPI96QlVOyb0kvFcD9iOImtlPGGCee07jfGEDEB8HRNsRzG9VErtw1325YR6aUMp+8JxvWQ81wN+T6hkckIdxxghAxBfnVDJdlAKZpZKcSxrTWx/TqiHNpRq2x7jCaVNRR1nckJdgTFCBqDa0j7qh1IbgsmFlchraun5HKdaJxShEejXD53hlR+9mwvzaa3bXWtfzvWElGlimhqrc0Lmde80xggZgPg8IZ3onVxIzxPKWhK58PDIuXmOXljkD795OMbVNcZfJwQQ9mVfLtm87Pe/xd8/cjqupa17bMdVx1kZMaKQLsAYIQNQ3RSjbORKqUqMPS2ZdtlRZDNukjmKAdUS9S/c+zyHz87FtbyG+HvHQfhuzrNLJU5MLfFH3zpsvKkWqXhClqnR6gaMETIAvsmqEfIq/s/zVEoybX2qzWYkUjPKsq0QgYG8xX/5hydjXGEwtuMgAjkvlBjW9uu6rifPzPGDZyfjWt66xq0TyrjvGWOEOo4xQgYgnlEO/oF4aXpClheOi7R2xyFnZfi5F+7l209PxLjCYMq+kJD7czgr5A8n/cX3notlbesd7QlZGem5IY7rEVMnZADiGeXgNwJTaRkhu9oHLMqE0rKtyGWEkf4stqOwvY0qKWxfclz/HAYd/ty/ZYC7njjL7/3d45V1DxWy/MorLq3UURlcbMfBygg5y3hC3YAxQgbAL0wIfzIsd8oTyghWJlp8v2w7ZK1MZcMu2Q5WxoprmfXP58tl6Z/DPY77mv/LH9nPn3z7Wf7q3mOAG94r2g4/emArN100Fs+i1wm2ouIJmZxQ5zFGyAD4hQlRwnHV302rdU9V6RRtQFnJUeQsqci9S7ZDXy45I2T7jKf+OQz68LB7bIAffPA1levfO3KeX/hf9/ZU7VRaVLtoZ1gslju9nA1PYn66iOwVkbtF5HEROSQi/9a7/tsiclJEHvK+3uT7nQ+IyBEReUpEXu+7/gbv2hEReX9Sa97I6DqhKCdDuxPhOEdhZTJk4/CEMpmKUKBYTjZXUPaNE3B/DhuOc9eZtVaHDjMSLde0ninbWh1nwnHdQJKeUBn4DaXUgyIyDDwgInd6t31MKfUH/juLyFXAO4CrgV3AXSJyuXfzHwOvBU4A94vI7UqpxxNc+4bCdhQ6nRLJm/CH41L3hKLVCZVsRS4rFSOUdDsX25cch/Cvu15nLrP6PKmNkrFB9diOopDLmGLVLiExI6SUOg2c9r6fE5EngN1NfuUtwJeUUivAcyJyBLjFu+2IUupZABH5kndfY4Riwm88InkT3u9uHswzlVKxatl2Yql+L9kOuUyGnLd5J62aKlfGCcSjjqv1hKKq7tYzZUcxoGvLTLiy46QimxGR/cCNwL3epfeKyCMi8hkR0VnT3cBx36+d8K41ul77HLeJyEEROTgxkbzEdj2hN++odRN6Q9w2XGB+pcxK2Y5lfc2wvVyOFYM6LmtJRZhQTNgI2T5puf45DLpOKFdjhKKq7tYzldoyK2OMdBeQuBESkSHgK8CvK6VmgU8BlwI34HpK/z2O51FKfVopdbNS6ubx8fE4HnLDoENBfTmrkhsKgzZm20b6AFLxhnROKOqp1s3RZFYJE5JEq+Oi5oQqnlBNOC6q6m494+8dZ4x050nUCIlIDtcAfUEp9VUApdRZpZStlHKAP6MacjsJ7PX9+h7vWqPrhpjQhqcvl0Gp8GOytRHYNlwA0pFpl1flhKIp+3KWpCZMiEsdp3NCteG4bMTHXc9odZxlRjl0BUmq4wT4c+AJpdT/8F3f6bvbTwOPed/fDrxDRAoicjFwALgPuB84ICIXi0geV7xwe1Lr3ohU+5i5kuTQSi3PmI17Rijp1j1KqVVFn9HyWW6dUC6blicUjzpOh5O08dQYT6gxxhPqLpJUx/0o8IvAoyLykHftg8A7ReQGQAFHgV8BUEodEpEv4woOysB7lFI2gIi8F/g6YAGfUUodSnDdGw694fbl4qlZScsTsn25rDg8oWymWidULKesjgstTKi+Bn6yER93PbM6J2SMUKdJUh33XSCo78kdTX7nI8BHAq7f0ez3DNHwz7Zxf3Zw7X2bj+MZs+06J5SwJ6TXbVni1QlF6/YwkM+Sz6akjvM1XnWfP1qdUENPyISb6nDrhHQD0yiyfoenzsxxze5NMa5u42GaShkqH8S+iGOytVHYOlRAJH1PKMqhv+zNJcqlJEyo94Sivea1RkjniEy4qZ7V84TCvz53PHqan/qf3+Xc7HKMq9t4GCNkqCRndTguan6ikM0w0pdL3AhVPKFMhqwlkTyhktfePy1hQsnr0FCtE4qojmtYJ2SMUC1lR5HJuAeOKK/PzFIJR8G5uXSm8a5XjBEy1AkToiq1rIwwkLdYLiVbJ2RXvAAhI9FrnFap41LzhKKNJm/UMcES4wk1wq+Oi/L66IPK7FI6hdnrFWOEDKsk2hA+FKWNWc7rRp1G/zUgJnWcImtlKpNOk5bu6vBfxViEfD79GvSyRPuHz0/xyInp1J7Pr6iMUhen3yPTxghFwhghQ8V49EX0hPwbYs7KJO5N+JVhcZxqc5nO5YTCNzANrhOyeign9J/veIIP/216Xbiq03ij1cXpQ9aMMUKRMKMcDNVcTi5anVDZFxrKW5lUZM5QzQlFG8jnTlbtVO+48CFQTx1X28C0h3JCSyWbiRTzKnoarz8flw8xwFC/9tOLxghFwXhChqonFLVOSIfHvB5siXtCq9RxmYg5IU8dl027Y0LUBqaKjEAmEyxM6IU6oWLZ4dzcSuKvucavjoPwr71+f08vpdMxfr1ijJCh8iGs1AlFHivgGaGEG5jaMeaESrbrCeVTEiboXnWRx3t7nR5qsaR3PKGS7Y4SOT2zlPhzKaV8M6iivUZGmBAPxggZqhLtqDmhilxYh+PS84Qiq+O803ElJ5Ryx4QoIdBcQCgpkxEy0hs5If0+OTmVvBHSL4e/UDj8LCcTjosDY4QMdeG40KEhp5okz2czySvMfJJw1xOK0jHBVcdpw5BKxwSv0wNEM/xBnhAQedpsWqx4RujEdPJGyK+otPSBI2w4zggTYsEYIUNdOC5y9X4mHU+oWieUwYooTCg5TkWUkLOSN0L1eYnw84RqZwlpoioG00K/1ml4Qv4uG7mooVDjCcWCMUKGOk8orAejw3FWJi1hwuqcUNjNRI83115JzspUTudJUZuXsEPXZjl1s4Q02R6ZHKoPKydSMELVLhu+A0DEHKjxhKJhjJDB124nno4JuvNA4jmhmjqh8LU2qws+C9lMep5Q5LY9ily2gSdkRWvQmRYVT2h6MfHnsn3vmagtk1ZMOC4WjBEyBPSOC5sTcrAygkg6npDtrM4JRW8CqsNxyRuhsu1U1g3RxnvX1ghpLImmGEwDx1GVNZ5MJSekO69nfAMFw/2t9XtkfqWc+PtlPWOMkKESRosjJ6Q31UIqbXuqQohMBE+odkS2a4SSV8fFkRNyhQmNc0JOyJ50aVGsvPbC6enlxHNYQTmhqB40GJl2FIwRMgTMEwofGtJGKI3ecas6JkTwhPxhRP1vGgbUikEdp7t/B9ELOSFthC7aPEDZUZybS3YsQiWPKNFzQv73iOkfFx5jhAx1RigOuXDOko50TFAhTv4lX30TQD5rpRJKzHq1PBBtfEZDdVxExWAa6I384q2DQPIKuVUh3Ig5oZLtVP5+Ji8UHmOEDJVwlO4gHYdcOG9Z2I5KdBOs7ZgA1WLEdvB3/wbIJyzR9lfti+h8Vvi2Pb1cJ6Rf54oRSjgvZPtCuNmIOaGVssOWIXeU/YyRaYfGGCGDT5igPaHocuF8ZSRCcpv5ak8ofB8wXayYljDBX7UPbneDsE9XtJ3K49TSC3VC2hPa5xmhpGXatWIWiDZafdwzQqZ/XHiMETJUVG1RP5S6CwBUjVCS9TYVibbX6QDChRKrUm+fMCHBtj3++ib3eaN4Qk7daG9N1C4SaaCN0Kb+HJsH84l7QsEHl/D5uPFh4wlFxRghQ0XVFn3UtE+Y4D1Wkgl+/4YSpRllbZ1QLpthJUFPyK/QAiLVOPkNfy094Ql5r3PeyjA+VODCfLIjHVaP/4gWfi6WHbYM5QEjTIiCMUIGt+DR501ESZJXk/vJh+P8OaGKJxTCi6utE8pbGUopGM/VnlBC6rhuN0Llaj6yL5dOpwqoaWAaoU6oP2cxXMgaYUIEjBEy+AonvURtSMNRqpFoQ/qekB1CHVdbJ5TPJitM8Fftg3sqj1In1Mu940o+UUgha7FcSm/8hz4EhK0JK9oO+WyGTQM5E46LgDFChoqqLXo4rpqfyKUwl8efZLYi1NvUjshOWpjgr9oHzxOKlIdr0DGhF+qEvENKPpuhkIYn5DsA6PdoWENdLDvkrQyjAzkTjotAYkZIRPaKyN0i8riIHBKRf+td3ywid4rIYe/fMe+6iMgnROSIiDwiIjf5HutW7/6HReTWpNa8UdGqtqgtZFYJE6wUPCGfoCBKTqhcUcel0zEhzpxQqcc9oaLtej45SzxPKL1WT9GFCZ4n1J8z4bgIJOkJlYHfUEpdBbwEeI+IXAW8H/imUuoA8E3vZ4A3Age8r9uAT4FrtIAPAS8GbgE+pA2XIR608YhjwFpdOC4NT8hr2wMhc0I14bGku2jXqeMiNBp1h9o1rhMKE55Mk6KnQszrnFDC4Th/q6eqGrT9175sOzjKfa+M9ueZXjQS7bC0ZIRE5EdbueZHKXVaKfWg9/0c8ASwG3gL8Dnvbp8D3up9/xbg88rlB8CoiOwEXg/cqZSaVEpNAXcCb2hl3YbW0MYj8oA1p75OKH11XIg6IXu1J5R0F+141XHNe8d1vTDB9gsTrMTDcavVcVEUldVc1qaBHDNL5fgWucFo1RP6oxavBSIi+4EbgXuB7Uqp095NZ4Dt3ve7geO+XzvhXWt0vfY5bhORgyJycGJiotWlGaiq2qK2kCnZaYfjqs0vI9UJ+U7HkPxQu7jVcc3qhLp9lINWIbrChEziwoTVB5fwh66KtLwSjiuGahllgGyzG0XkpcCPAOMi8j7fTSOA1coTiMgQ8BXg15VSsyLVU5tSSolILH85pdSngU8D3Hzzzebd0AZa1aZbyIQJT4D7Yc6lKNH2b+ZR1HGlGnVc0sKEqifkPl9UdVyzjgldL0zwbeZ9ufTUcZlVDUzb/1tXBBWWsKk/R8lWLJVsBvJNt1RDAGt5QnlgCNdYDfu+ZoGfXevBRSSHa4C+oJT6qnf5rBdmw/v3nHf9JLDX9+t7vGuNrhtiwq9qi5LMLnlSb0gnHGc7qjK/KEpH5Pou2q4wIamTrTZwsXhCTdRx2R5qYJqzUq4TsuIpcM5ZGfq893rSoor1SlOzrZT6NvBtEfmsUupYOw8srsvz58ATSqn/4bvpduBW4L96//6N7/p7ReRLuCKEGaXUaRH5OvCffWKE1wEfaGcthub4VW1RChzLqxqYJi9MKHtGCKqhtHBte1bnhPyiCj1tNk7SU8dlut4IlXyeUCFrUXbUqm7scRPURTucrL+6bs1KOVkvbr3Squ9YEJFPA/v9v6OUenWT3/lR4BeBR0XkIe/aB3GNz5dF5JeAY8DbvNvuAN4EHAEWgXd7zzEpIr8L3O/d78NKqckW121oAb+qLWuF37j8DUz1hp7kydZ2qqGojEQ41dbkhLQBLdmKQgLRlWqdULTece7oimpYr5Ze6JiwUglrZSqTfVfKyRshf04ojBzf78HpDMOK8YRC0epH7P8F/gT4X0BL5l4p9V0g+IgGrwm4vwLe0+CxPgN8pqWVGtrGr2qL0vTSL0wopJQTqoa0wieZK55QxYB6lfRlBwpxrHQ1tZ5QJmTuprbnXS29UCdU8Si8jgkAyyWbwSSsP6vziFUxS4ickM971n/HZeMJhaLVv3RZKfWpRFdi6BglW9GXq4aGwm5ctlOtWUkrJ+QPaelr7VKu7ZiQsAHVz+fPCYV5nWp73tXSK120sxm3zkt7QssJv2cgeoGz9p4K2QwK93vjCYWjVZ/3b0Xk10Rkp9fxYLNXRGpYB7jTOX2eUOgWMk4lxJRWnZBu1xMpvh/QMQGSy2fZFbO3rPwAACAASURBVOPhE4PE0POulkwPeELFcvW9p+dZJVmw6veEMt5k21ASbb+gwufBGdqnVU9It8r5Td81BVwS73IMncCfE4oyErpkK3K+rgOQfJ1QrScU5uRf2zGhkLABDZ4nFF3VV0sv5IR06xuovu5JqsxsX22Z+2+4Fk1VdVxV4JC0sm+90pIRUkpdnPRCDJ1jtTouU0nUt/04PlWTW3eUfE7Ir+qDaDkhq8aAJtU/rl4dlwnlfdb2vKulF3JCRb8R0p5QgrmVOlFIyJZJ/sar+vU3nlA4WjJCIvKuoOtKqc/HuxxDJ/Cr2qwIVfYln1EQEfJW8sPh4lLH5Sy33gj8RigpTyiejgn+ybJBRKk/SotiWVXUiNWwVve3TPILE/yqPkP7tBqOe5Hv+z5cdduDgDFC6wC/qi1KTshvFMA9JSafE4qnTsifV9HhraRzQhXDb4UTEPhDQkFE6cSQFqs9IS1MSCcnBOHf7/q1L2RXq/oM7dNqOO7f+H8WkVHgS4msyJA6ZcepqNrCVtkrpTwjVN3M80m3v/FNFY0SjvMbYfC1HEosJxSTJ1RjzGrpBU+oVK4W22pPKEmVWe0BIGuFM9R+YULBeEKRCFsRtgCYPNE6wfaF0cKenoOS5Gl6QlGG2vnVgZB8twcd7owaEmq1TqibG2sGeUJp5IS0wx62ULjihfo8IWOEwtFqTuhvAf1OtoAXAF9OalGGdPGP5Q5/Ktcbom8zT9gI2b4xBpFqPsqrw4iJ54QC6oSi5ISaqeNg9SGj29DTSaEq0U4yrKW7bOj8X9gmr0Xvd/ydHkw4Lhyt5oT+wPd9GTimlDqRwHoMHcCvarNCFjiWamTO4G7mafWOi1L9XqrxhKry8oTVcRG9z4rhbxCO0wowV0UYZqXJU/Q1z9WNQJMdKKgqAxDBa1YbIRyXtzLkvdY9xhMKR0vhOK+R6ZO4HbTHADNGcB3hV7WFPZXXqo7A/YAmtZFDTX1TlPHetqoJI3ptexIyoHrTsyTaa65f20ZeTtRx7WlQLNdLtBP1hGxV9x4Nk/urhuNcr6qQTX4q7Hql1cmqbwPuA34Ot+HovSKy5igHQ29QtqvCBCsjoepjKtX7teG4xCXa1XXra+2ih/pp8pa7GSYXjlvdgdkKOcNp7TqhjHe/7jVCJdsXjtOeUJLCBFX1nsH9G4TJQZV8nhBAIZv8VNj1SqvhuH8PvEgpdQ5ARMaBu4C/TmphhnRwHIWjiOwJ6dN9vTAhySSzQyHnvoUjq+P8IRrPE0oqn+VXVkEMdUKNhtp5l3vFE8p6zUCTlGjXlhEUsuFmGBVtB5Hq4acvl/xU2PVKq+q4jDZAHhfa+F1DF1OuCaOFzk8E9DFzw3Fp54TCrT0oJ5RYOK5mfpFlhfM+ax+nFsvSnlD3ntD96jjAG/GdTr9BcBV5Yd6jOpelBQ7GEwpPq57QP3rD5b7o/fx23Pk/hh6nVtWWC9nGpOzU5yfy2QwzS8mdwv3KqmyE0FO5Rj1WbWCazNqLNaq2QtaiaDsopSqbWisEveZ+9MGii22QVydUNQp9OStRiXZtTqiQtZhdKrf9OMWyQ2HVuo0nFJamRkhELgO2K6V+U0R+BniZd9M9wBeSXpwheWpVbWFrVqqhofQ8oaLtVMYu6KcNOyUzl1l9GtfXk0DnQaqn6KoqTMuUW30caN47Down5MfvPYP7Hg2VE/K998B4QlFYK6T2cWAWQCn1VaXU+5RS7wO+5t1m6HFqR1uH7+hcXziZtDDBn9SueEKhRBXBnlBSHRP8XQJgtRFqh0qdUJOOCdADOaEaTyjxOiH/a58LlxMq+XregTaexhMKw1pGaLtS6tHai961/YmsyJAqgTUroTo61wsTcgl7Qv6NQB9uw8zlcSXq1Y+C5c2ZScqA1p2iPe+n3deqGkpt3DHBvV8XG6FaTyiXrEdR6wm50uqQOaFs9XH6El73emYtIzTa5Lb+OBdi6AylGmFCeKVWgDAhYU/IvxGISOgWLK5EffVGnmShbdFWq0JoVU+ovZN0JZTaMCcUvpVRWtR6Qkl7FPXqOCvU37lYI2YphJR6G9Y2QgdF5F/VXhSRXwYeSGZJhjSpNR5uR+cozTRXnzKT9YRWbwRR8lm1G7lbxJjM5u0PI0KUcJwXSm3UMUF7QgkJLKJie+UBuZoEf/Ke0OqDUpgi01JgGNF4QmFYSx3368DXROQXqBqdm4E88NNJLsyQDrWn6WzItj1Bs22S7h1XG8rJZgQ7pNS5diZPPptcB/CSXZsTCtc9ulV1XLd6Qv7BcJq+nMXUQnINWeKsE6oVVBhPKBxNjZBS6izwIyLyKuAa7/LfK6W+lfjKDKmgN1p9qrPCbuQB+YmcJYlt5EopdyPwGY9M2G7UToNwXFLChNpQTsju0dXO5Wv1juvOE3p1MNxqo5CkR1GynZqckEXZcceQWJlgY97ocVb/DY0nFJZW5wndDdyd8FoMHaBW5psLOV8lSKmVt9wPuFPTNDIO3BEFqzfgKF5c7UaeyyZnQIvl+nwChA/HNe6Y0BueUKHGE0rSoyjVCSF0s1qH/nzr8vigXJbpHRcO0/Vgg1MbErGiChMChsMlkeDXXkC+plYjjPfiDrWrMUJJCxOy0Y2QNpKNTvBRxlukgX5906wTqjUe+vt2DV/t37AvZ7Fs1HGhSMwIichnROSciDzmu/bbInJSRB7yvt7ku+0DInJERJ4Skdf7rr/Bu3ZERN6f1Ho3KsUaTyi0NxHURTvB1vy1/dcgfM2HO9QuQJiQVE6o7JAPzAm1GY5z3O7fjbosRGlllAalgL9h8p6QCvSE2j4A1P0N3fBtNw8Q7FaS9IQ+C7wh4PrHlFI3eF93AIjIVcA7gKu93/mkiFgiYgF/DLwRuAp4p3dfQ0wEeUKOchubtkPgUDsruZEIlVN0zUYQpuajbK8eSw5amJCgOi4GT6hsOw1nCUHVK+1WIxTkCSWtMivWFQqHE4XU1zclPwtpvZKYEVJKfQeYbPHubwG+pJRaUUo9BxwBbvG+jiilnlVKFYEvefc1xEQlrOXzhKD9os+goXaVcFwCH8xSYCgn3Cm6Vq0GKQsTQo6HLgVIy/1EGXmeBoHebDbDctlOzKNwDwDV3E+hEjJuVxRS0/MupDEzdCYn9F4RecQL141513YDx333OeFda3S9DhG5TUQOisjBiYmJJNa9Lqn3hMJtXOUApVaSRqjRBhYuHFe/mecsSa9YNRfudSo7q/MbtfRiTqgvZ6EUiXmhKzWekH7udr2v2jqhsApHQ/pG6FPApcANwGngv8f1wEqpTyulblZK3Tw+Ph7Xw657SjUyWb1xtRtC050K/Enyajfq5DyhqDkhpdSq4XiaXJI5oYbFqu1tYEFFtn6ijDxPg4o6LuC1SGqmUMl2VqnxwoZC/c1zoeoJGZl2+6RqhJRSZ5VStlLKAf4MN9wGcBLY67vrHu9ao+uGmAjKCUH7nlC1ZmV1h2L/c8RJsLKq/XBc0Lrdx+pAsWqYcFyznFCXe0LVEdn1ffSSat1T325Hv/ZtquOMJxQbqRohEdnp+/GnAa2cux14h4gURORi4ADuOPH7gQMicrGI5HHFC7enueb1TjXB7+WErHAbV6AwIUGJdsV41tVqhG0CGuAJJdW2p6ZOqKIiDLH2WuPpp9vVcUF/w6RHfDcyHu0elGpVdt3uCU0vFru2y3erQ+3aRkS+CLwS2CoiJ4APAa8UkRsABRwFfgVAKXVIRL4MPA6UgfcopWzvcd4LfB2wgM8opQ4lteaNSK0nFLbpZfrChPocVJicUNC69eOmVSdkZYScJSHDcc08oUzlft1IcEg1nGfSznP6X/tqnVCIcFzNSAj3cbpvoy/bDm/+o+/yisvH+chPX9vp5dSRmBFSSr0z4PKfN7n/R4CPBFy/AzPFNTFqN4KwIZxAYUKC4bi41HGNBsMlqY4rlu06QUGYoWgl22nYLQGqbXu61RNaKdf/DftCCgVawXGU68HUNEz1r6UVbK/NT219E3SnJ/TPR85zYmqJHz4/3emlBGI6JmxwGuaE2jw96+S3f0/Uj5lInVBFHRdtQFm18WpNsWo2OXVcyVb1xbEhGmCWnfp2Q350255uzQkFhuMS9IR0f8Pagwu0VygcfADqLk/oweenuOeZCwD89QMnADgyMV/pbNJNGCO0walMRNXzhEI2vQyq3k9Uoh0UygmRE2rkCSU54bO2xgTCr72X1XHBrZeS84Qa5RGhvbxlbR7VfZzu8oQ+/LePc+tf3Mc/H57gzkNn2T5SoFh2OHphodNLq8MYoQ3Oilf5rY1H2GR2UPV+JRyXoES7EBCOa6fQMWgiLMBA3mKpGL8RchxF2Vmd1Iaw+Syn4Swh6H51XNHzGmrrhCAhTyhIwRlCCBHcbqi7PKHnzi9QLDu8+y/up2g7/MbrrgDgidNzHV5ZPcYIbXD8I7LBXyfUvjChvuAz5d5x2QyOam/TDZoICzCQz1J2VOxenA4J1XtC7eez1qwT6vKcUJBRSDK3Ug09+zsmtC+Pb1Qe0O7jJMXUQpGZpRJvvWEXmYxw5Y5h3nLDLqyM8NSZ7jNCiQkTDL1B0bZXfZh0x4R2w3GuXLj+dA/J5ISCa0yqRq9ZrmT14wR7Qv3eZrhUtOu8lijUtknSFHLtCyFKjmKghY4J3WqEGnXRhmTqhGoLs/3P3c4BQEv3gzyhbpBB65DbT1y3i1/+sUsYKmQpZC0u3jrIk8YIGbqNWk+oL2TdRNBQsGRzQvWbuT/JPFRo7a1dqROq84Tcx1osldlELvJ6NaUAQQWEC8eV7fphfH6sLg/H6f+vP6RYDcfF/54JUuNpeXw779HgYXzd4wlpI3Tx1gEu2zZcuX7ljmEePtF9CjkTjtvguO1H6sMhS+2OFbBV3YaYRu+44PY3bcT3G6jj9ICzxZjzQkEeHISTaAcN4/MTtuYrLXTnCP/AwzQ8oVovNG+1dwAIGsaX5Lrb5bnzi2QE9m4eWHX9yh3DHJ9cYn6l3KGVBWOM0AandkS2PwzVDmXbCew6AEmH44IKBlt/vnIDddxA3vWk4hYnBKn6QHtC7c4Taq6O03t7t3pCtd0LIFlPqLYcQVNoc4ZRkKIyk5G2jVlSHD2/wK7R/op3prlixwgAT5/trpCcMUIbnNpR05XEcIj8RO2GmM0IIgkVqwZ6Qu0rq4KG8YEvHBe7J9Q4J9R22541PCERIZuRLpZoOwEeYRo5oWjy+KA6IXD/ht3gCR27sMDFWwfrrl+5ww3NPdllCjljhDY4tV2FKwnWMJ5QzUYuIvRlkxl7XLQdRFZ37S6EkdtWxpKv/ihUw3Hxhi6CVH3QfkgIgl/zWqyM9JQnpD2KZNVx9UaorTqhBn/DMCHVuFFK8dz5BfZvqTdCu0f7GcxbxhMydBe1nlB/yJxQ0DgEgMGClUgMWocR/cWxYZLD5QbqOO0JxR2OC1JoQciWQ07z3nHgenjtdr9Ii9r3nsbtfBG/R9EoFJpv0xNq9Dh9XeAJTS2WmF0us2/LQN1tmYywb8sgx7qsYNUYoQ1O7ahp7QG0+2EKakUDMFjIspCAEapV9UG4JpLVjhE1OaGcmxOKOxxXbCRMCNVyqHkXbXA3nqQ8IaUUX33wRGhDXazxwjVJdasIEhS4P7d3AGj8OJ3PCVWVcfWeEMD+rQMcu7CY5pLWxBihDU5dTigbzhMqO/XCBIDBfDJGqGjbDfMJbYXjGnRMqITjYt4MdS6rEDEvAV6xapOOCeB5QgkZocdPz/K+Lz/MXU+cDfX7xbITWIM13JdlbjmBg0tAmyBo33jog4l+j1Qfx2qrB10SHD3vGqH9DYzQvi2DHJ9a7CrFpDFCG5xizVyUTEbIZzOhJNpB+YmhQjaRcFygJxQqHBecE6qG4+Jde6U4NuJpHFx13FqekJXJJOYJnZhaAgj9910uB3tCw305ZhMwQkXbfX3rcjltFgpPzK0AsHWosOp6XwhvNm6Onl9w5dlj9eE4gH2bByjZilPTSymvrDHGCG1wgsYK9OesUM00g+L7gwWLhZVklE5+eTaE62TcKCekc2OJ1QkFeEKOoq0ux2u17QESVced9IxQWE93ZqnESH99IfBIX5a55VKktQWhOx3UekLtikLOz6+Qz2YY6VtdEO16Qp01QscmF9k91t+wy8c+T7DQTSE5Y4Q2OLUTIsHdgNuN888uldgUsKEklRNaCepEHaJOaNkzWLU1FZmM0JfLJFgnVGNA21y7Um4j1LXCcVZGSKp7vz5Nh32NZhaLjA7k666P9OUSCcetxCQKmZhbYXyosEoUA54wocMNTM/Pr7BtuK/h7fu3uh7SscnuEScYI7TBcXNC9R+mdsNxU4slRgfqjVBy4bh6eW+Y2TCzS+6Je6S/vs3PQD6bmCcUNZS44K1rsGA1vV/WStAT8ozQQlgjtFRiU8DrPtyXrfxd4qSaj6vJ5bQZRpuYX2HrcKHuejd4QlMLJcYCPoea7cN95LMZ4wkZuoeiXZ8c7stZbRkhx1FMLxbZPFh/qk1MHRew7jBte2aXy/TlMnWeELgeYZrhOGg9lDi1UARgLMCT8JNknVDVE2r/7+s4ipmlEqP9AZ5QfzKeUFWZWB/GbTcnND5Ub4S6wROabuBdajIZYd/mgYqAoRswRmiDUwqo1ejPtyeRnV0u4SgC3/yDhSwLRRsn5o2w2GAwHLRphJZKjPQFnxwH8lZyxaoBEm1oXdk36RmhIMPvJ0l1XBRPaL5YxlEEhnCHC1mWSnbs7Z6CumyAnmrbXk5ovEs9ockGh0E/+7YM8Pyk8YQMXcJKkCeUbc8ITS26oZPNg0HhuKSkzvXquKyVwcpIW/H92eXg5DhoIxR3TihYCJG32gvHTS56ntAaG05S6rjlks35eXcNYXJCM957JtAIeQn/uL2hoC4b0J602nYUkwtFxofqX/dOe0LLJZvlkhMYFvezb8sgRy8stDX8MUmMEdrAKKXcsFaAJ9ROOE6fyht5QhBeQdWIlYC+Y9B+vc3sUrlO5aTpT2C6aqPTeNhw3OY1wnFJeUJ+ie9CCG9xxsv5bArYMPWhIG6FnG4TVCsoaKdO6MLCCo4i2BMKoSqNk6nF1kK0+7cMsFxyOOdJzTuNMUIbmLKjUKp+Q+zPWW317ppu8ubXc33iFie4woR6eXK7hYfNPaEsi6W464Qa5ITaVMdpw7+WJ5RUx4RT08uA69GF8RYrRijQE3KvzS7F7wnVvtfB9YTKjqoz1vMrZf7ntw5X6oKgWiMUZIQGvMNbOzL7OJlacF/TZsIEgIu6TKZtjNAGpuFsmzalyZNNTuWD+WQ8oSBhArQvt22WE+pPIBzXsANzRdnX2gY2vVjCykhDL06TVJ3QyWl3A7t462CovJk2QkGho5FKOC4BTyjgPRM09+rc7DJv+5N7+INvPM3nvn+0cl2HIGsLVaF6CEui0LYV9GGwmTABXE8Iqi1+Oo0xQhuYoMFwoD2h1jffaS++PxqQExpMyBMKEiZA+3Lb2eVyoDwbYCBEvdRa6JxQbXeJdsNxk4tFxgbydaGlWqyMVApy4+Tk9DIZgUu2DoUy1NNNc0KeJxSzEWpUUF372pdth7f96T0cvbDA3s393P3Uucp9m3lC2qDqsFjaTLYYjts92k82I13TyDQxIyQinxGRcyLymO/aZhG5U0QOe/+OeddFRD4hIkdE5BERucn3O7d69z8sIrcmtd5OUCw7vPKjd/OVB0505vkbeELtGqHJxSLZjDAcMFJ7qJITij+30mhDadWbUEq1oI6L3xMKzEu0OVZ9aqEYKASpJamc0MmpJbaP9DHSn2UxxN+2WThOHwri9igaeUK1odBT08scvbDIB9/0At7xoos4dGqWc7Nu+LFRyx6o/l+0gU0bLRAaW+N9kbUy7B7r3xDhuM8Cb6i59n7gm0qpA8A3vZ8B3ggc8L5uAz4FrtECPgS8GLgF+JA2XOuBR09Oc/TCIt87cr4jz1/pBtxAmNCqekbXJgSdynUxZdzhuNqed5p2wnFLJZuyowI3QoD+fDYRYUJQv7d2i1UnF4prnnghuTqhU9NL7Brt9wp62//bTi8VyVuZSnskP9oTilsd16jTu37t9efhhBdqvGTrIK+6YhsA//T0BODKswfyVsXD96P/HtMd8oSmtUAooPaqFnekwzo3Qkqp7wCTNZffAnzO+/5zwFt91z+vXH4AjIrITuD1wJ1KqUml1BRwJ/WGrWe577kpAJ7q0JCpajPN2o4JFo6i5UFfk01O5UkJE4J63kF7woSZSreExp5Q0XZiTTQHTROFEOq4xdaMUDYjOAlIcU9OL7F7tD+0tzjr9Y0LOrjo90zcXRNWyg75gKLkfM1rr0UXu8f6ecHOYbaPFPj2U64RmpgLrhGCajiuk57QUCHbsG+cn/1bBrpGpp12Tmi7Uuq09/0ZYLv3/W7guO9+J7xrja7XISK3ichBETk4MTER76oT4v6jro0+fG6+I63Vqzmh1R/MyojvYouhocVSw2RoUhLthqfaNnJCWn3VLBwH8dY4FRuM5G5WaHt2drkiydZMLpTWVMaBVycUc07IcRSnZ5bYPdbPYCFL2VFtj3CfbtDmCVzvbbgQ/zgHNxQarKgEKopQ3Zh1x6Y+RIRXXr6N7xyeoGw7DbslQFUQMJ1Ay6FWmFosrlkjpLlo8wBzy+WOGUw/HRMmKNcEx/bpUEp9Wil1s1Lq5vHx8bgeNjEcR3Hw6CTDfVmKZacjScJGUz51iKTVwruphWLDepWBvIVId6rjdOK7kTChP4HpqkEjrcGtMYF6dZztKH7uT+7hg197tHJNKcXUYudyQhcWipRsxc5NfdVJvG2+RjMNGt5qhvuysQsTGuaEsrU5oSW2DRcqYbpXXjHO3HKZ+45Ocn5+JTAfBG6nh4x0LhzXqncMVMZ/d4NCLm0jdNYLs+H9q2UnJ4G9vvvt8a41ut7zPHV2jtnlMv/ipj3uz2fSD8npD1197zj351Y3lqnFUsNkqIgwmM8yH6MwwXHcDtJRhQmV5qVreUIxGqFSg2mo2jDVGtC7njjL85OLPOl7f8wul7Ed1VpOyBLKMUu0q/LqfDXn12ZeyO0b19gIuf3j0lLHrc4JnfTyXZpXXDHOpv4cn/v+USYatOwBtyZrU3+uo+G4Vrxj8HXT7oK8UNpG6HZAK9xuBf7Gd/1dnkruJcCMF7b7OvA6ERnzBAmv8671PDoU9/MvvgiRzuSFGnV0rpxuWwhDKeU2L222IbozheLzhIoNCj6hvZxQ1RNqIEyojPiOb+2NNsKcJYjUh+N0jcrxycXK32uqxb5xkIwnVHnd+rL058ONQZ9eXNsTSqJtT7M6oWpOyA01agbyWd710n184/GzTC+WGhohcMUJnZJou5/D1sJxe8YGEFnnRkhEvgjcA1whIidE5JeA/wq8VkQOAz/u/QxwB/AscAT4M+DXAJRSk8DvAvd7Xx/2rvU89z03yY6RPg5sG2Lf5gGe7oARKjbyhDwPoBWZ9txKmfIap/LBQpb5mDdyqIZR/LQVjqvkhBrUCSUQjmtkhESkzoA+fXaO7z9zgcu3D1F2VGWSaat94yAZddysT9AxWPEW2/v7zjYYaKdxp6vGH45bKx+nlKqILvy866X7K7/bKBwHbhuimQ7lhFpVTIKb99050tcVtULNy60joJR6Z4ObXhNwXwW8p8HjfAb4TIxL6zjFssMPnp3kpZduQUS4fPtwR8JxjVrI9GVb94SmWmgfMxTzOIdKJ+qIxap6Mx1OMRzXSFoO9Y00//KeY+SzGX7r9Vfyy58/yHPn57l462DLfeMALEnCE6oKOvRBpZ3XqGw7zK2UmybRR/qyPDORjifU56sTurBQZKXs1Bmh8eEC/+KmPXzxvuebekKj/blKV4U0KdsOc8vNX9NadCPTTmM6JnSAL973POfnV/iZG12h3xU7hjl6YbGtAtE4aOQJ9bfhCVUK5Jq8+Qfz8RqhirQ8ak5ouUR/zmpoFPqTyAk1ECZAfSjx4LEpfuTSLdy0zy2Ne3bC3TBaHeMA7lC75DyhLAP59kOW2og1D8flYpdoBzXrhdU5Ia2M21VjhAB+7ZWX8mMHtnLD3tGGz9GpcJxW5LXqCUH3jHQwRihl5pZLfOKbh3nJJZt55RWuiu+KHcPYjqpsMmnRKLdSUccFbOZOTaPHVjyhwUK8woRG/degGo5rpf5hdqncdCPUG+xSjE1M3Tqh4FY7hVx1uJpSiuOTi+zfMsjYQI5N/bnKqXWqzXBccjkhfziu9b9vs75xmpF+NycUZx1LI2WiPyeku4PXekIAezcP8Je/9OKmntCmgVxlTEWaTLfxntDs2zLI+fli7AKQdjFGKGX+7DvPcmGhyAfe+IJKod4V24cBeOrsbKprqXRMCGjbA8G5kD/61hFe97FvV35upX38UMzChJVysLQc3P+Lo2jp9O920G4ckU5OHdckHOf936YWS8yvlNkz1o+IcPHWQZ47v1C5LW9lKgagGdlMJvauzrNLZfJWhkI2U/UW2zhk6A1zLU+o7Ki2x8w3o2SrwANAJSdUciqD+oKMUCuMDeSZWynHPpBvLVqJSNSiG5l2WpxgjFCKKKX4q3uf5/VXb+d6n0t/8dZB+nMWDx+fSXU9jcJaFYl2wAbwD4+d5pmJhcppr1kHbU3cI74bqfqgWmjbSl5odrlx3zhIqE6oQbEq6HCc+1zHvTDJRZvdjeLirYM853nKUwtFxgaDuw3UkpQnNNKfrcjvob1wXLO+cZokBtu5nlC94fa3TDo5vcRQIdv0cNIM7d2lLU6YbHHcu5+LPCPU6ZCcMUIpcuzCIpMLRV7p9aPSZK0M1+3ZxA+fn0p1PUVvw2tVHTcxt1KpV3nOCw1NL5bISHXTCGKokI21bU/TcFxlTPbahmNmDYXWQC4ZT6iVnJDeGPRGcfHWQU7NLLNcsttSQWUzgh1zaxZ/01dtqNsZkaXbKAAAIABJREFU8V01Qo3/DyOV/nHxbebFBqFQ/yiHk1NL7Brta8nAB9GpJqbVMQ6te0IXbx0kI/Dk6XQjMLUYI5QiPzzuGpkbL6pPbN60b4xDp2ZTFSeUGoyaruaEVq/l+89UG60e9UJDeqRAJtP4QztYyLJSjq8HW1N1XJP2N7U0m6oK7uEgb2XiVcc1aGAK7maoRRXHp1wjtHesaoTArXBvpzI+GU+ozLC32Ray7kj1drzFdjyhmZgG2ynlthaqbdYL7muU9cbCn5qpl2e3Q6eamFbDca17QgP5LFfuGOHB56eTWlZLGCOUIg89P81g3uLAtuG6227cO0rZUTx6Mr2QXLGBR5GzvI2l1ggducBwn9ua5Nnz2hNau1/VYMzjHJoXq7YZjmuyEYIe8Z18sSqsrnE6PrnIlsF85bXTRui5iQWvYWzrnlAS6jhtvEWEgZzVVseEmSazhDRxj/jWr0GzUOj9Ryd5bmIhUBnXKp1qYjq1WCSfzVTymK3ywn1j/PD5qY70rtQYI5QiPzw+zXV7RrECvAYtw33wWHohuYpHkal/G/TnLJZ8DUyVUnz3yHl+5NIt7Brtr3hCR87NV/IWjRjyWrvEVbCqPbjmfcCaG7y1Zglp4p4p1KiLNtSH4/b6Xtf9nhH6/D3HODG1tObMGI2VyaCUq2qMi1rjPVBob/jf9FKJgXxjaTxUC4jjminUqBxBMzaY5/6jUwwUsvz4C7YH3qcV9BiFNJuYlm2HHzxzgR0j7YcRX7hvjIWi3ZE6RU1ixaqG1SyXbB4/Ncu/evklgbdvHSpw0eYBHkwxL1T0+pgFhdL6ctaqBqbPTy5ycnqJX33FJSwWbY5eWGB2ucThc/O8+bpdTZ8n7k7ajSbCgj8n1NwTWijaOKpx81JNf96Kt4t2szqhXFUdd3xyaVU9ylAhy+7Rfu559gI3XTTKz71wb+Bj1JL1Qn9lR5FvEjJtBzeM6TNC+WzLOaFjFxb458MTa4aNhmPOCTXLIwJ88V+9hLKj2L9lIHQ+CKrThdMMx/3pd57l4RMz/OE7bmj7d1/oHX4fODbJVbtG4l5aSxgjlBKHTs1QdhQ3Nil0u+miUb73zAWUUpE+CK3SaDopuAq5Zd/G8l1v8N6PXraVw+fm+dqDJ3nk+AxK0bR4D+If8V3p9BAot20tHLdW81LNQD7eEd+lph0TMiyslCnbrkrrJ6/fuer2v/ylW1DApeNDLT+f9rrjDLfUStsHWgxZ/tNT5/jXf/UgWUv46M9e3/S+IzEPtmuWRwRWeZ1RGC5ksTKSWjjuidOzfPyup/mJa3fyU9c3PwwGsWesn23DBR44NsUvvnR//AtsAROOS4kfesm/GwJECZqb9o0xMbdSqVVImkZtTMALx/k8gMdOzjI6kOPirYPs3zLI3EqZu544C7BKbh7EUMyeUDOJdqvhuLWal2oGcuEmhzaiURdtgGt3b+Lc3Ap3PXEW21F1Yc5LxofaMkDgtu0BYuukvVyyKZadGk+otZDlJ+9+hvHhAl//9Zfzhmt2NL1vXy5DzpLYpM6NOsbHjYgw2p9LrWvC5+85RiFr8btvvSbUwVVEeOG+MR5IWZnrxxihlPjh8Wl2j/azbbiv4X1uusjLC6WkVmmWJO/PW6vUcUfOzXH5tmG3cHLczU/87cOnuGzbUNMEM1CpJYnLCK00VccFz+WpRTcvXWvt/TF6Qs1GUAC89cbdFLIZPvr1p4B4Tudxe0JBxru/hXDcudll7j82yb+4aU9LiX8RYetQgfNzK9EW7NHs4BI3mwZyqeWEHj4+zY0XjbYsVAnihfvGOD65xLnZ5RhX1jrGCKXE46dmuW7Ppqb3uWLHMPlshkdPpGOEVprkJ/p8npBSiqfPznNgu3sKv9gbiHVhobhmKA78I77j2cxbqhNaIxw3U2le2jwiPZC32qqBaUbJaR4S2tSf483X7eIZryhVy7Oj4M8JxUFQ5/HBFsJx/3joDErBm65t7gH52TZc4GxMRqiREjQJRvvTad2zVLR56uxcS5/BZlREUR3yhowRSoGS7fD85OKaoZScleGqnSM8fCIdmXaz/IRrhNwP7sT8CjNLJQ5sc9e/Z6yfrHfCDqp5qqUy+CyucFwzYUKL4Tg9OmPf5sGm99s+0seZmeVYephVVH1NTuM//+KLAFdavXNTY6+5VeL2hOaW63Np/XlrTfn9HY+e5sC2IQ5sry9PaMS2kb7YTuelcnOJdpyk1cT0sVMz2I7i+j3RjNBVO0fICDx+ujMKOWOEUuD45CK2oyoy22Zcv2cTh07OpKLbL5bthhtiv0+YcOTsPEBlA8lamUq+4sa9Y2s+j1Y6xRXfr9QJNWhgCmt7Qg8fn+aSrYNsWqPGac9YP/Mr5UoxYBRKTXreaW66aJQrdwy7hj6GDVMfFmLzhPQYh36/J5Rt2uNtYm6F+56b5I3X7mx4nyC2DRc4F5snFNwdJAk2DaQzXfXh427EZK2c7Fr05Sz2bx3sWOcEY4RSQHc/vrgFI3TtnlEWijbPTswnvSxXLtxEmKAl2ofPeUZoW9WT2+/1u7t8+9qJ8nw2w9hAjnNzMZ1qG3R6AH8zyuYn84dPTLf04dXG9ngM/bWaGU+NiPBH77yR//H29uW2QVheDVhcdUJBqsKBfPMGtXc+fhanzVAcuF7o5EKxomyLQrHc+D0TN+PDBSbmVmKtzQpC55mbdfVulRfsGFk1Qj5NjBFKAT2i4ZIWPSGAR1IIyZVs1fBD2ZerJuQPn5tjpC+76s1+28sv4Xd+6uqWT+tuWCumU20rdUJNNq4zM8ucnV2pvNbN0OIA3UYnCmvJhDUHtg9XRCpR0Z5QMaaWSUHChIG825apkfd+8Ngk48OFSrf4Vtnmvd8m5qO/b/T/P2gab9zsGe2naDucj2HdzXj4+HRTtW07XLljmOcnF2Pt8dgqxgilwHPnFxgdyLU06+OS8SEG8lYq7XuaeUJ+YYIrShheJQF9ySVbeNuLWiuYBNcIxeUJ6SLbIEmqNkzNjNBDbYQxKkZoMrpsPk2FlkbnlXSHi6hUhQmrPSFo3En70MlZrt29qW0J8fYRd+1x5IVKLR4A4mD3mKv+O5FgqcX5+RVOTC1xQ8R8kObKnW6hqs6VpokxQinw3PkF9m9Z2wsCN5F8ze5NPJyCQq64hkRby5yPnJtfFYoLw/aRAmdjSzI3XnfWyjDcl23anv7hE9PkLOEFO9euEB8qZBkbyMXiCTWbCJsU1+zeREaITewyu1wiZ0ll3Ae4bXsgeOTFUtHm8Lk5rglRja8977Oz8XlCaeSEdo+6Bxc9pTUJ4soHaa7c4XqpT3ZAnGCMUAocPb/QUihOc93uTTx+ajbxwVjFstMwPNGXtSjaDudml5lcKHJZZCPUx8TcSiydtEtNimwBXnvVdr5x6ExDhdzDx6d5wc6Ryuyhtdi7eSCWnFCl00MKeQnNYCHLgW3DPBLToUb32/N7NQNNxjk8eWYWR8HVu9cOfdaybcQLx8XgQZeaNL2Nm12jrgeXZNH5E56I4Jrd8bTa2TPWz1Ahy5Nn0hcnGCOUMEtFm1Mzyy2JEjTX7R1lpewk3lSwebGqe12HBS9vM55fy/aRPhzl1hZFpZkHB/CT1+9idrnMPz99vu42x1E8cmKmLVnr3rEBTsRwqk3zNO7nuj2beOTETCwy89nlcl2XiYEmg+0eO6U3y/aN0JbBAlZGYvGEVprkEeNmuC/HSF82UU/ozOwyowO5ymsfFRHhih3DxhNaj1SUceOtG6EXX7wZKyP8/aOnk1oWsHbbHoA//OZhIB4jBMQSkiuWVdPN5GWXbWVsIMftD5+qu+3Z8/PMr5TbCmPs3TzAianFyLL5ZvVNSXLd3lEmF4qxGFL/GAdNszHoh07OMDaQY1eImicrI2wdyseSS1yrgWnc7B4bSNQTOje7UhFuxMWVO4Z58sxsLIeVdjBGKGF0QrjVnBC4G/ZrrtzGl+8/Hos8tRHNciu66ejR8wt8+C1XsyNi4eR2L7RyZiaeDaXZZpKzMrzx2p3c+fjZutO59uzW6l7hZ+/mfkq2imxAKzmhlD0hnbyOI88YNIOpWYPax07NcE0IUYJm+0hfPDmhlA8Au0f7E/WEzs2tNG0BFoYrd44wu1zmdAyf0XYwRihh9PC3dsJxAL/wkn1cWCjyj4fOJLEsoLkn9Pqrd/BffuZavvNbr+JdMXTX3aE9oRiKD5tNJ9X85HW7WCrZ3P3kxKrrh07OUshm2srR6fY5UfNCaeYl/FyxY5i8lYlF9h80g2nUM0q1rWqKXkj56l3th+I0cRWsllqo0YqTPWP9nJxeSsyrmJhbqeTM4kKLE9KeLdQRIyQiR0XkURF5SEQOetc2i8idInLY+3fMuy4i8gkROSIij4jITZ1Yc1ieO7/A9pFC5bTYKj922Vb2bu7nCz84ltDKms+2GSxkeectFzHaxrjgZmwZKpCRmOS2a+SEAG65eDMDeYv7j06uun7o1CxX7hxpqxtBtVYo2sl2pYWOCUmQz2Z4wa6RiqIqCm5OaPV7Wc8GmqzJ9z19do6SrSIlz+Nq3dMJT2h+pVyRtMeJUopzc8uxe0KX+EbIp0knPaFXKaVuUErd7P38fuCbSqkDwDe9nwHeCBzwvm4DPpX6SiNw9PwC+9oIxWkyGeHnb9nHvc9N8lxMNR61NPOE4sbKCOPDhVjCcctle01lm5URrtwxzOO+ViRKKQ6dmuHqNuXCu0b7EInuCRU7UCekuX7PJh6LoR1UkCc00p8jI/WD3B73RAlRPaELC8XIStFiky4bSVCtFYquqqxlarFEyVax54Q2D+YZLmRjqylrlW4Kx70F+Jz3/eeAt/quf165/AAYFZH2mlB1kONTi2uOv27Ea69yxwzXnubjolnHhCTYMdIXSzhuJiA5HsTVuzbxxKlqovXE1BKzy+W2jVAha7FjpC9yrVCl5c0a4yOSQI9xfixCEfRyyWal7NR1Hrcywqb+XF1/PZ2Y3zO29uiGRmhBy0TE9432+tMYFgmuJwTJ1AppoUbc4TgRYd/WAY5eiN9wNqNTRkgB3xCRB0TkNu/adqWUloOdAfSg993Acd/vnvCurUJEbhORgyJycGJiovbmjrBcsjk7uxK6Jf8lWwcZKmR5NIEWPrajsB1F3mqtViYO4gqtzC6V15wDBHDVrhHmVsqVbgeHTrmvY5iT+d7NAxyL+OHUDVxbWXvcvOyyrYjAPz0V/rOhjeimgBDt2ECeyRpP6MLCCmMDuUg5MH3aj5oXajZMMAn0zKQkFHLnPKFG3OE4gH1bBjm2QcJxL1NK3YQbanuPiLzcf6Nyj65txQ2UUp9WSt2slLp5fHw8xqWGR78B924OdxLMZIRrdo/EVmjop9mI7KTYPlLgTAxGaGapXqEVhPZ4Hj/tGp9Dp2YrYbp2ecGOYZ48PRupKeXsUol8NtNykWycbBkqcP2eUf7p6XOhH0MPahsNeO3HBvN14bjzc0W2DkU7reuNNqoysVmLqiTYOpSnkM1wanqJku2sGhAZFW2Q4w7HgTsr7PjUUuKF8n46YoSUUie9f88BXwNuAc7qMJv3r/60nAT8Tcr2eNe6Hp1DiDIh8/o9ozxxei52qXaaxXua7cN9TC+WIn0gHUcxt1xqyZu4fPswVkY45OUmDp2a5dLxwVBG4Ordm1go2pGStrPL9fmUNHnlFeM8dHy6TkDQKs08ubGBHJMLq8Nx5+dX2DIUTdiipf1Rw1qtiFniRETYPdrP945c4JUf/Sd++pPfX3PGVaskFY4D2LdlANtRicrLa0ndCInIoIgM6++B1wGPAbcDt3p3uxX4G+/724F3eSq5lwAzvrBdV6PVVGFzQgDX7tlE0Y6/e0LaxXsA2zdFj+8vFMs4ipY2876cxaXjg5UEuStKCJckv8b7Pd0BIAwzSyU29cdT4R6GV12xDaXgO0+HC8npGTmjATOYRgcCPKH5lcie0NahAge2DfGJbx2ONN4kbU8IXHHC46dnsR3FE6dn+YRX+B2Vc7MrDBeysXVL8LO/Awq5TnhC24HvisjDwH3A3yul/hH4r8BrReQw8OPezwB3AM8CR4A/A34t/SWH4/jkIvlshvEIH0TdXuaRk/GG5HR8f6hN6XgUdJI5SkhuppLcb23dV+/axKFTs5yeWeLs7ErbogTNge1D5K0MhyIk9l0j1DlP6Nrdm9gymOefngoXktNGZrQ/KCeUq5smen4+ejgukxH+1603kxHh3Z+9n6mQXtz8SrnS2SEt/q+X7OO2l1/CXb/xCn72hXv4k28/G0to/dzcMuMJeEHgekJA5PxnO6RuhJRSzyqlrve+rlZKfcS7fkEp9Rql1AGl1I8rpSa960op9R6l1KVKqWuVUgfTXnNYjk8usmesn0wmfN5lz1g/owM5HjkerzhBbxibWxgvERdxdE3QdRetbuZX7RzhzOwy7/6L+8lbGV5+ebh8Yc7KcOXO4UgjNjpthDIZ4RWXj/PtpydC5bYq4bgAT2hsMM9yyal00l4u2cyvlGMZuLZvyyB/9q4XcuzCIl958ESox5hcKKb6Xge34PuDb3oBQ4Us//HNVzE+VOBX/vIBnok4sDKJlj2a8aECg3krsbKQILpJor3uOD61GFoZpxERrt29iUdini90YT59I3TR5gHy2QwPHJsK/RgzAZM9m6E9n8Pn5vnjX7gpUg+8q3e5tTZhq+A7bYQAbtw3xtRiibMh+rHNLJUQgeEA71kXrOrDjR7otjViTkjzwn2b2TZcWFX31Q6TC0W2DCazcbfCpv4cf/HuF1GyHd7+p/dEmtuTRMsejYikrpAzRihBjk8uhVbG+bl+zyhPn50LnNcSFp2cTtMIDeSzvOqKce549HToosmgyZ7NuG7vKNft2cTH335Dpe4qLNfsdntrhW0E2qq0PEn2e+GWo+fbD7dML7pGNMizH/O8o6oRcv+Nc+O/etdIJb/XLhc64AnV8oKdI3zptpfiKPj9f3gy1GNUuyUkZ1D3b41ejtAOxgglxOxyiZmlUmRPCOBHLt2C7Si+dP/zMazMRdd0pH06/InrdnFuboWDIQtw2621GSpkuf29L+Mnr98V6vn8XOuNIwhT8Ok4KrD5Z9roRrphTrozS6VAeTb4PCFPIXfeE59sjXGzvGrXCEfOzbetrizZDjNLpY4bIYDLtg3xhmt2cO9zk6Fma82tlFkuOZX8ahLs2zLI85OLscz+agVjhBIiDnm25qWXbuFll23l43cdDp2YrWVyvkh/zqI/5WTta67cRl8uE3pMRSe7Dly+fZhsRnjsVPtGaG6ljFKdKVT1s2u0n5wloarip5uEE/Xo+qTCcQBX7dxE2VEcOddeTkWvKapcPC5eeskW5lfKoZSWutg7CXm25uItg5QdxUMx9BpsBWOEEkJX6cfhCYkI//HNVzG/UuZjdz0d+fGgM4lacBujvvrKbdzx6JlQIbnZJnmJpOnLWRzYPhyqG3UnjacfKyNe94cQntBiMbBbAlRl29N1RiheTwhoOySnQ8+dzAn5ecklWwC455kLbf+u7pYQh+CjES++ZDODeYuf+9N7uPUz9/H+rzzCb99+qBIKjxtjhBLixJT2hKLnhMBtx//zt1zEF+59PpYhX5OLnYuR/8S1uzg/vxKqJ97scpnhQjaS4jAKN+wd5aHj022ryzrZsqeW/VsGQ3lCrYTjdMHq+fkiw4VsrN0h9m0eYCBvtS1OmOyACKcZ48Nu7dM9z4YwQnPJtezR7NsyyHd+61W891WX8fzkIt968hxfffAEZTuZsRTGCCXE8clFhgvZWDedt79oL7aj+N6R+rHV7dIpTwjgxy53+5jd+2z7RqjVlj1JcdNFo8wtl9uW2f7/7d13dFzVncDx729UrGLJapaRrWbZsnHBNoprbBITgiGEsmEJmISypLCBA05OQnLI5uRAsoSUk5gkm0IIoYTNAqHFTgJrTNZxxdjGFVe5yEUukiWr95m7f7w3QtiaJmnmzQy/zzlzPJ557+nqzmh+c9vvRlMQKsm1WkKhzvJraO/ud6EqWFPYM4YlfqA7bijHg8CaYj6pIPTJCd4t5aOlOw6scd7NR+pDzoRyzO7mH50VviAEVpqnbyyayKoHFrLpO59k58NXhe3zQoNQmFTVtVGUkzakWXsnF2SSm57M2gODD0J1Lc4FocyUJMrzh7P1WOhTtZscnuZcUZINEHLZm6IoCJXmptPW5aa2JfjMFR6PCTjFPCs96QPdcblheH9NLshkT4g5/JyYCRrIvHG5tHe7Q168WlnTQlFOaliyJThFg1CYHDjTzMQBJMr0x+USFpTnsaby7KASaYI1WOvkH2VFcfaAurWczr9WlpdOVloSW4+G9uHRGCVjQjCwVfHBTKzISUumvu397rihHA/ymjw6k5bO0KbJ17V2IfJ+l2E0mDM2FxHYEOK4UOWZZsrzh/ZzxWkahMKgsb2bU40dg1oY6ctl5SM529LJvkHkkuvodtPW5XY8CDW2d/dufx4spxd8igiXFmWF3BKKpu447zTtUDYva+zNG+f7PdM3f5zVHReelhCElsaqvrWTrNQkEhwaR+xPdnoy0wqzeHPP6aDP6XF7OFzbSnn+8DCWLPI0CIVBpb0aeuJFQ/9muaw8D4C1lQPfF6YuCronKkqsnHihd2tduL10pF1anE1lTUtvYAlGY3s3CS4hPcJT4vszJjuVBJeElKSyod16z/gLot78cd1uDw1t3WFpCU0qyCQ1KYEtVcG/b5wc//Tn2ksKeK+6KeiZisfq2+hyeygPw5dbJ2kQCgNvKyUcLaFRmSlMHJXB2sqBjwudi4IgVJY3nMyURLYNoEXhZHccWK04gB0hrKPwtuAitbOnP0kJLgqzU0OaIecNuL4mJoD17f5ca3fvGEw4glByoouKkiw2hjCzrK7F2ZQ9vnzqkosAgl4zV2mvj9KWkArowJlmhg9L7N3id6h9bEIem47Uc2yAqTV6Zws5GIRcLuHS4uyQxla6ejy0d7sd79KaXjQCkdBacU0dzqfs6SvU/GC92zj4bQkl09LZwyk7QW04ghBY4yn7zzRfsHWEL9HaEirMTmN6URavBxmEvIt0x2kQUoHsP93MhFHDw/at9675YxmW5OKBl3YMaMFnfas1Kyrb4T/MiuJsDtQ0B70ILtS8ceGSkZLExRdlhjTF3Omp5ecry0vncG1r0ButNfjJoO3lzR/nnUI9lNkS+pozNgdjYHOQXXJ1rV3kRNH07L68XXLBfKGsPNPMmKzUiG6/EgkahM7T2tnDQ8veCzk1iJcxJiwz4/oanZXKw9dNYVNVPX9Ydzjk870LCp1sCYE1LmQMQWfVjqZpzvPH5fLu0XNBJ5W1uhGj58Pj4xNH0tblZvX+4MYWg6l776SF/3htF2CNPYXD9KIskhNdbDoSuEvO7TGca+ty/L3ui7dL7ukNRwIeW1nTwvg4awWBBqELtHb1sGzHSb718sBaGbUtnZxr6w7LeFBfN1aMYdHkUfzwjX386I19IS16q2/tJMEljo+tzCrNISXJFfQHYagb2oXTgvI8utwethwNrjXk9Pqm8y0Yn0dOejLLdpwM6viGNivX4LBE3xMr5pTl8KmpF/H1Kyfwt/sXUDAiPEEoJSmBGUVZvHMkcN03tHVhTHStEeqrMDuN2+eW8PT6KpZtr/Z5nNvOmTdhlAahuJefkcL3rp/C1mMNA2pleLfhnhjmICQi/HzxDBbPKubx1Yf44rObgz63vrWL7LT+U/JHUkpSAh8dl8eq/TVBrd5v6ghtQ7twmj02h6QEYV2QE0Scnlp+vqQEF9dOK+CtPWdoDqI7tKHNd7YEr/yMFH5720dYckU5U8cMbBv1YM0Zm8N71Y20dPb4PS4aF6qe77vXTmb22By+9fJOn9kgTpxro7PHE3drhECDUL+unz6aRZNH8dM3D/Do63t5+d0TQbeKvEFoQhi747zSkhP54Y2X8M2rJrK28iy7gkysGU0DtZdPHMnRuragdnLsTQLqcAsOrLqvKM5mXRAplIwJnG3ACTfMGE1nj4c3d58JeGy0lX9uWS4eEzgJaF0YZ+oNleREF7/5fAVpyQksXbm/32O8wSneJiWABqF+iQiPfGYqU0dn8syGKh54aQdPrw/cZwuw8XAdecOHRfRNf9vcEoYlung+yP2GoikILZyYD8CqILrkomnBJ1hdWrtPNvV+2/alrcuN22OiptxeFcXZFGan8hc/3UBe/rZxcMKs0hxGpCYFnFkWCy0hsILknR8t5a29Nf3uuvratmpy05N797SKJxqEfMjPSOHVe+ez7/tXM7csh9+vPRxwJtGO4w28tbeG2+YWR6iUlhGpSXx6WgHLt5+kNUD3BETHLpNeRTlplOcPZ9W+moDHRsvsOK/59sLhDYf8t4aiLXh6iQg3VhSy7uDZgC3RxiC64yIpOdHF1VMuYuWeM343uYuG5QjBunNeKalJCTy++tAHHq9p6uAf+2q4aWYhyYnx95Edf7/REHO5hHsXjudMUyevbfX/jfGnb+4nOy2JLy4YG6HSve/W2cW0dPbwt52BB5rPRVEQArj84nzeOVLH6Ub/W1Q0tneTnOga0u0BBmPamBFkpSXxx7eP+u2ujaa8cee7bU4xiS7h2Q1Vfo+ztnGInvcMwKenFdDS2cOaA75b0d5tHJxejhCM7PRkFs8uYvn2k71bwQC8ZA8HLJ4V2S+3kaJBKAiXlecxdUwmj68+5PPDZl3lWdZWnuXehePJcGDMYmZJNuPzh/OzNw+wbHu1z8Sgje3dNLR3kxNFK8hvmDEaEeHKpat57u0qn5MUmtp7omI8yCsxwcV3rpnEpiP+p8rX2nvARFtLCCA/M4Xrpo3mz1uO+0xDdLKhnbMtnWHdSG0gPjoul+y0JP62s/8uOY/HsKmqjtz0ZJISYuOj7kuXlZHgEr750k563B48HsMLm48xtyzTgRgrAAAKuElEQVSHsXnpThcvLGLjlXGYiHDf5eOpqmtjyfPbLmj+v77rFF/+4xaKc9K4fV6JY2VcevN08oYP46svbOcLz26mu5894r/31924RFg0eZQDpezflNEjWPG1jzGjOIvvLtvNi5uPX3DM0bpWVuw+TWnu4HeqHUo3faSQq6aM4qcrDvBe9YUTQzwew3/9XyXZaUlMHR2d/flfWDCWti43T6070m/X1s/fOoBLhMWzixwonW+JCS6unlrAyj1nuOvpTdzyu7c/MDnnt6sPsf5gHV/9ZLmDpQzNmKxUfvCZS3j7cB3f++se7n9+G8fr27l1dny2ggAk1I2tYsHMmTPNli1bhvSaxhieXHuER9/Yy8RRGUwdM4Iet4eDtS28V91ERXEWj9/+kbDueBgMj8fw1PojPPL3vdwxr4Tv3zC197kVu0/z78+9y5JPjOfriyY6WMr+eTyGO57axJaj9fz1vgW9iRob2rq48bcbqG/t4rV750fdN8K6lk4+/ct1tHe7efquWb255QBe2HSMB1/dxU9umsbNM6PrQ7yvz/1+IxsO1eESmD8+j4eum8L4/OEcrGlm0WNruGv+WL577WSni3mB7ccbuPOpTRSMSKG+tYuG9m7uXTiOxvZunt1QxXXTR/PzW2ZERc6+UHz71Z08v+k4wxJd3LNwHEs+Ue74korBEpF3jTEzL3g8VoKQiFwN/AJIAJ40xvzI17HhCEJeK3af5rGVB2hq70ZEKBuZzsySHL6ysMzvQr5Ie/T1vTyx5jB3zivhszOLWFt5ll+vOkhJbhqv3Ts/agc4a5o7uOYXa8lMTeLRz1xCenIiS17YRvW5dv77S3OYPTbH6SL263h9G7f94R1qmjpZPLuIaYUjOFLbyjMbqri4IJMX754b1R+EzR3drD5Qy+6TTfxp41Hau93MLculuqGdmqZO1nzr8qgaR+xPXUsnS17YxvqDdSQnuphXlstvPl9BegymuenodvPi5uNcMSmfwuzoav0PVEwHIRFJAA4AVwIngM3ArcaYPf0dH84gFCvcHsODr+zkla0n8A4PXXFxPg9fP4WinOh+U284dJYlz2/jbIu1GdmojBQeu2UG88blOl00v2qaO/j2K7tYf+gsHd0eXALTCrN47JYZUdd686e2uZOlK/ez51Qznd1u7phXyufmxEZ3kMdjON3UQX7GMBJjZBzowyLWg9A84GFjzFX2/78NYIz5YX/HaxB6X21zJ6v21VCalx61rYj+dHS7+fOW41Q3tHPPx8f53Uwt2nT1eDhU20Jhdqojk1SUika+glCstFPHAH1Hq08Ac/oeICJ3A3cDFBfHxre2SBiZMYybZ0XvWIQvKUkJ3DGv1OliDEhyootJ9g6gSin/4qa9aox5whgz0xgzc+TIkU4XRymlVBBiJQhVA32/zhfajymllIphsRKENgPlIjJWRJKBxcByh8uklFJqkGJiTMgY0yMi9wErsKZoP2WM2e1wsZRSSg1STAQhAGPM68DrTpdDKaXU0ImV7jillFJxSIOQUkopx2gQUkop5RgNQkoppRyjQUgppZRjYiJ3XKhEpBY4OsjL5AH+921W4aT1Hz30tXBWvNR/iTHmgnQ2cRmEhoKIbOkv2Z6KDK3/6KGvhbPivf61O04ppZRjNAgppZRyjAYh355wugAfclr/0UNfC2fFdf3rmJBSSinHaEtIKaWUY2ImCIlIkYisEpE9IrJbRL5qP54jIitFpNL+N9t+/GIReVtEOkXkgfOuVSUiu0Rku4j43AdcRK4Wkf0iclBEHuzz+H32Y0ZE8vycP1ZE3rGPfdHehqLv8/9qXyPqZ77EW/2LyM19fpf/GUzdRFo8vRYiUmz/LttEZKeIXDPY+gm3GK3/fo8Tyy/t53aKSMVg6mZAjDExcQMKgAr7fgZwAJgM/AR40H78QeDH9v18YBbwA+CB865VBeQF+HkJwCGgDEgGdgCT7ecuBUoDXQf4M7DYvv84cE+f5zKANcBGYKbT9fthqn+gHNgGZHvL6nT9fohfiyf63J8MVDldv3Fa//0eB1wDvAEIMBd4J9L1GTMtIWPMKWPMVvt+M7AXGAPcADxrH/Ys8C/2MTXGmM1A9wB/5GzgoDHmsDGmC3jB/lkYY7YZY6r8nSwiAnwCePn8stn+E/gx0DHA8kVUnNX/l4FfG2POecs6wDI6Is5eCwNk2vdHACcHWMaIibX6D3DcDcAfjWUjkCUiBQMs54DETBDqS0RKsSL7O8AoY8wp+6nTwKggLmGAN0XkXRG528cxY4Djff5/wn4sWLlAgzGm5/zz7SZvkTHm7yFcL2rEev0DE4AJIrJeRDaKyNUhXDeqxMFr8TBwm4icwNov7P4Qruu4GKl/f8J57aDEzKZ2XiIyHHgF+Joxpsn6kmUxxhgRCWa63wJjTLWI5AMrRWSfMWZNmIr8ASLiApYC/xaJnzfUYr3+bYlYXXILgUJgjYhcYoxpiGAZBi1OXotbgWeMMT8TkXnAcyIy1RjjiWAZBiRO6t9xMdUSEpEkrBf9T8aYV+2Hz3ibj/a/AbtWjDHV9r81wGvAbHuwcbt9+wpQDRT1Oa3Qfsxf+VbY5z8J1GE1bb2B3nt+BjAV+KeIVGH1wy6X2JicEA/1D9a3veXGmG5jzBGsPv3yQOWOJnH0WnwRa7wIY8zbQApWrrSoFmP170/I1x5qMROE7H7lPwB7jTFL+zy1HLjTvn8nsCzAddJFJMN7H1gEvGeMOW6MmWHfHgc2A+VizepJBhbbP8snY8xV9vlfMsYYYBVwU9+yGWMajTF5xphSY0wp1sSE640xPmfGRIN4qX/7/l+wWkHYM4UmAIcDVkKUiLPX4hhwhV2GSVhBqDZwLTgn1uo/wK+zHLhDLHOBxj5dipFhomC2STA3YAFW/+lOYLt9uwarv/kfQCXwFpBjH38R1jfeJqDBvp+JNcNkh33bDXzHz8+8Butb8qG+xwFL7Ov1YA2kPunj/DJgE3AQeAkY1s8x/yQ2ZsfFTf1jzQRaCuwBdmHP2oqVW5y9FpOB9XYZtgOLnK7fOK3/fo+z/xZ+bV93Fw58FmnGBKWUUo6Jme44pZRS8UeDkFJKKcdoEFJKKeUYDUJKKaUco0FIKaWUYzQIKRVhIuK2FxLuFpEdIvINO5OGv3NKReRzkSqjUpGiQUipyGs31kLCKcCVwKeAhwKcUwpoEFJxR9cJKRVhItJijBne5/9lWKvi84AS4Dkg3X76PmPMBhHZCEwCjmBlaP4l8COszA/DsLKC/y5iv4RSQ0SDkFIRdn4Qsh9rACYCzYDHGNMhIuXA88aYmSKyEGsvmmvt4+/G2gfpEREZhpV14LPGyoWnVMyIuSzaSsW5JOBXIjIDcGPltevPImCaiHjzsY3ASsKqQUjFFA1CSjnM7o5zY2Vdfgg4A0zHGrP1temhAPcbY1ZEpJBKhYlOTFDKQSIyEmu7618Zq298BHDKWPvp3I61tTNY3XQZfU5dAdxjbymAiEywMzErFVO0JaRU5KWKyHasrrcerIkI3i0BfgO8IiJ3AP8LtNqP7wTcIrIDeAb4BdaMua321gK1fHD7eKVigk5MUEop5RjtjlNKKeUYDUJKKaUco0FIKaWUYzQIKaWUcowGIaWUUo7RIKSUUsoxGoSUUko5RoOQUkopx/w/TqVW3hoZRZsAAAAASUVORK5CYII=", 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O5ojiR7z3ubQq3/cuQRoiCYDwes2JRPD0UinwmlrBGeJK0qYi3m9bNSeT5rGR1HDuakYaIgmA8BpwCo9qerEcyrqa4Uz6J2lTkTmizqE7zhn5vncH0hBJAIQ3TkHUZUwtxuMRiXVnExZm0Yzq0FySwopJx/ZG02riWlqtVqQhkgCoVssF8SzKsYfmDBABGZUSFd7SXWKFJBnRpCPe65z0iLoGaYgkAKpFCkE+nMKgXYzLIzIYKYWgKmTXh/jh/OwKbr7vX/HjVy6GuLr6CGOfk73mYqeiWJTy7W5BGiIJgPA8Is3OEcUnVlCFIQqw7jMzSxifL+ITDx+K5SpZd4kVgrzmvQ8+jU88fCiUda0FnPk5Kd/uDqQhkgAIr3moiLnHliMyGGlFgaoEEyuIkOIL5+exd9+psJZXFzu3FUKvuefPzeHBJ09gfG4llLWtdpzeqPSIugNpiCQAqsUKQa4ShRGLU76tqoSUQoEaWIq/fyCfxp9/+wgWi1pYS/TE3WsuSDFu2TBQ1hkPPnkylLWtdnRHw1mZI+oOpCGSAAhv5LbwLOLziAw7RxRErFC2/v73vWYbJhdKOHxuLqwlehJmZwXxdz/45AkUNT344lY51Z0VpCHqBlKdXoCkOyiHJN8WBi0uj0jTzRxRSqFAU07FhjTckwEAlLVocwe1dUT+X6+sM3asK+D4xSV8ZO9+jA3mAQCqQnjfLdvt3yUm1b3mZI6oG5CGSAIgRLGC8IgW4lTNKaZHFILar5AxPxKliJPYtd23gxn/N16+ERvOz+NfnzcbzjIDRc1Aby6F33zTZcEXvIqoTMdVYLAZFlUU6vCq1jbSEEkAuMUKQa7OLbFCnDmiEFRzQr5eyJg5m6jn1FRUc8F7zWk6I60q+Id7Xut4fsalH/+GDD15oHsIRTLSEHWUyHJERLSViL5LRM8T0SEi+i/W8U8Q0Rkietb6ervjMR8joqNEdISIbnUcv5GInrNu+zQRybMmZKrECoE6K5iPXSkbWC5Fn69w1hEF2XSFR5S3DFEp4tCc5grNBcpv6QZSavVHQuyrUhVWi7urhRQsdJ4oxQoagI8w81UAbgFwLxFdbd32SWbeY319AwCs2+4CsBvAbQA+S0Sqdf/PAbgbwC7r67YI170mqRIrBNoUK4+NwyvSDcPOEYUhO++xQnNRt34Jc0JrWTeQVqo/ykSmcU7SaIy4EF502jLeMk/UeSIzRMx8jpmftn6eB/A8gLEGD7kDwJeZucjMxwAcBXAzEW0C0M/MT7DZjfMLAO6Mat1rlTDFCiLhH0dRqxArhFVHVMhaHlHUOSK9kqcA/HsuhsEwGDUeEYDAebPViuYI5wKy83k3EIt8m4h2AHgVgCetQx8iogNE9LdENGQdGwPgrCQ8bR0bs352H/d6nbuJaB8R7ZuYmAjxL1j9CBm0+XOwfMX6viyAeCTcumHmR4Kr5oRYQeSIkqGaE7LztFr7UQ5aW7Va0a1zPaXKoYTdQuSGiIh6AfwzgA8z8xzMMNulAPYAOAfgz8VdPR7ODY7XHmS+n5lvYuabRkdHA699LaHpXOl7FmAT1gzG+v4cgHgMkfPqNui6AaCQtkJzseWIgvWaE1fzKY9ku/SIvBHnjHjPZI6o80RqiIgoDdMIPcjMXwEAZr7AzDozGwD+GsDN1t1PA9jqePgWAGet41s8jktCRDMYuRA6QWu6EatH5CxoDZZnMR9rixUi94jC6TVnG6K6HpHcZN3oDoELEL33K2lOlKo5AvA3AJ5n5r9wHN/kuNs7ARy0fn4YwF1ElCWinTBFCU8x8zkA80R0i/Wc7wfwUFTrXqtouhH46hwwZdDDPRkoFE9Rq7OgNYw6op5sPPLtsDorVEJzXh5RsoYFxoXpESnSI+oioqwjej2AXwfwHBE9ax37OID3ENEemOG14wDuAQBmPkREewEchqm4u5eZhf73gwA+DyAP4FHrSxIiZT08jyijKhgqZGLLEWXTSmh1RLlUPPLtsFRzldBcHY9IJuJr0HWWOaIuIzJDxMyPwzu/840Gj7kPwH0ex/cBuCa81UncaIaBXDpt/RxcwTXUk4nHIzIYBevqNqhHlFIIiiXrjTpcE1YdkVinVM21Tpg5oudOz+KqTX2eoVFJ68h3TwLA/DAKsYJfpZXY9NKqguGe+DyilCXfBvx3sdYMtjfztKrEpppLqwqIgr/nGa8ckSpVc17ohlkAHDRHdH52Bb/0mcfxzUPnw1zemkQaIgmA6tCcbwWXtemlFMJQIR2rai6lBpOeO4tC06oSeWjO9mQC5rc06RG1jWYwVKoUtPr1iOZWymA2DZIkGNIQSQBUixX8fjBFgl9VCIVMCivl6K/GdcNAWiUoFGxT0fRqj6gUea85BhGgBBxzXm6QI1JJqua8qPQnDHbhJS5W5pbLoa1trSINkQSAmawXHpFfxZi4Ok+rCjIxeBVArQLKb7sWzTDsOH82FX1oTvTIAyyD4fc9b6iaS4YhOjuzjO8cvhDb6+muHJHf+jNxjsxIQxQYaYgkAMwPYy4VTo4opRLSKYq8FgewPBlHTYjfjbekMdKK8IiiFyuIzRAIFkIrN6ojUpNhiL701Enc88V9WCnHM9RPt/KBQcUK4kJrVhqiwEhDJLHVbtl0wCp/kYBXFGRUNfLuBIDj6jZgvF8zDKRTlRxR5B6RznY4LaX6H1kt1imMqJOk1BEtl3QYDJyLKddie9GB84rm42aWpCEKijREEvuDGLSOSIQ4VIWQSSkoxuEROTorAAFzRIojRxR5HZERike0GjorCM/5zPRyLK/nVlr6DeeWdNODk6G54EhDJLE/iJVec0HDRKYhKmkGOEAj0laoifcHUc1Zm3kmFb1YwZkjCtKcVHRWqK+a6375tvDqzswsxfJ6mmN0COD/fC9p5uOkWCE40hBJbAOSC1rlbzjFCqJGI54NPbBqzlFHlFGVyMOKYeWIxCbqnkcEJMcjKmqd8YiChnNtsUJM04hXM9IQSeyQWuA6Ikcn6ExKKPAi3tD1sOL9hp2zSafi6awgPLAgBmM11BGJMOjpmXgMkbuzQtnne+QUK8gBhMGQhkhib4JhdlYQlf5xjNxOq5V4v++162xLoOPqrBCKas5+z2sNUVI8onKHckSpgOeMWLfBwEJJC219axFpiCT2ZpZNhVNHZIoVYpp06or3+305U/RQUc0VYzCglRyR4r+OyO7Q4FHQqiiJmD5qe0QxGSLN8qKDTmh1XqzMSuVcIKQhklQVoioUvLNCSq20T4nDI3Kq5vwm58uOzgqZGApaw1bNCem5k+R4ROYaz8+tBBpu2CruHJHf9955sSJriYIhDZGkyoCkAtSeVIkVrI0xSo/IMBjMCGW2jGY4VHOqEr3IQq+E5oI0J7XnEdWd0Nr9qjlxsaIbjAvzxchfTzMMqKrz4iXYhRcga4mCIg2RpMqAqAGkxHZnBYXsMF+UHpGzk4MScFOpriOKp7OCuCKPqo5IVQgJcIhQtEZwAPHkiYRHJJSGesAWP4D0iIIiDZGkSu2WUkPYFBWHRxShIRLeTxizZZx1RHEUtIrqfiBYCK3RPKJUQjyismZg23ABQDy1RKL7thowNOc8R2aWpYQ7CNIQSarUbmFJicWmHmVozjl2InjiuTpHFLXIQneIFQJ5RI62Sm7UhExoLekGdoz0AIjPIwqrCFpERKVHFAxpiCRVarcg/cmcUmIh346yMLTaI7IG4/ns5KDp7hxRPGo/wFLNRVBHFMS7jZOybqAvl8JIbwZnYqglqjQ9DdbSqqgZ6MmmkE0pUjUXkMhGhUuSQ7VYIcBIAoeUWITmouw358xJBU48G+46ouhbEwnDpwTwQkuOsKqbpIyBKGkGMqqCscF8LBLu2jEQ/j2ijKogn1alWCEg0iOS1IgVgoaJRK85IGKxgiNRX2l66regtbqOSDc40k1cVPcDwTsrpBQCkVeOKBndt0ua2fl8bCgfi0dkSv4VKAqBKIjk30AmpWCwkJahuYBIQySp8izMcI7/7gTm88TTWUGsM4yr26oJrSnRJy/asGJYOSKvsJx43kR4RJZnMdqbxcWF6JP+zq4W6QDGuqSZ4dzBfEaKFQIiDZGkUhQZ2COq5Cvi6DWne4TmfKvPXHVEQMRCC92tmvN/Ve4lVBDPmwTVXEkzkE0pyKVVFLXoh+OJ0SFAMGNdttpC9efTmF2WLX6CIA2RpEqsECRHJPIq6Zjk21qVWMEyRL7FChUPxTaiEQstQvGI9OR7REI6n00pWCnHNzoEMI2134ulkm4gk1LN0JzswB0IaYgkVWq3QJ0VYpZvVzwiJZBHxMxWiKuSIwKiHWEhqvuBgDkiw/AsZgWS0X1b0w0YbBp/MSE4+v6Ejj5/AcapmyILwmA+LYfjBSQyQ0REW4nou0T0PBEdIqL/Yh0fJqLvENFL1vchx2M+RkRHiegIEd3qOH4jET1n3fZp8srMSnzjVLsFaTfTKbGCU77tJ0dUqcWpqOaAOHNE/puTlnW2Q4luVIXAjK4eUSCMjvCIAGClHE9bKCDYOHUhVhjIp7FU0iMvgl7NROkRaQA+wsxXAbgFwL1EdDWAjwJ4jJl3AXjM+h3WbXcB2A3gNgCfJSLVeq7PAbgbwC7r67YI173mcBqQUNrNOMUKMeWIRJrEz9Wtu02OkHFH2YE7VNVcndBc0HBlHJStKacZK0cEAMVydHki57kOWHk0v6E5IVYopAHIotYgtGSIiOj1rRxzwsznmPlp6+d5AM8DGANwB4AHrLs9AOBO6+c7AHyZmYvMfAzAUQA3E9EmAP3M/ASbweMvOB4jCQGnAQkaJiKyxkDEqZpzFCf6MaJ241Brc8rGJLSwPaIAhadlx/O4UQMWbMZBUTeNTpUhiqkIGghW9CtyWwOFDABpiILQqkf0/7Z4zBMi2gHgVQCeBLCBmc8BprECsN662xiAU46HnbaOjVk/u497vc7dRLSPiPZNTEy0urw1j1PtFmhIm862gkuxBARxiBXSSrA6Is1VFBpHaK6215z/+qd0ndBc0BY2cSDycBmVHKG5KD2iSlso8T1IMbEIzQHArJRw+6ZhZwUiei2A1wEYJaLfddzUD0D1flTNc/QC+GcAH2bmuQbpHa8buMHx2oPM9wO4HwBuuumm7v30dRlOtVtKUbDkc9qkblSHiaKe61OdI/IvVqg0DnWLFZKvmgPQ1f3mxIWK0yOKMkckzg+FHO+9z/enpOnIqE5DJD0ivzTziDIAemEarD7H1xyAX2325ESUhmmEHmTmr1iHL1jhNljfx63jpwFsdTx8C4Cz1vEtHsclIeFUuwWtq1CVakMUR/ftlBqsk3JZrw7N2Yo/LboNvKwboeSIylaXAC8qg9+6N4kuzo+0qiCXttpCRVhLVJsjUgINU0yrZK87SgO62mnoETHz9wF8n4g+z8wn2nliS9n2NwCeZ+a/cNz0MIAPAPhT6/tDjuN/T0R/AWAzTFHCU8ysE9E8Ed0CM7T3frQRFpQ0x/nhTAUsaHWGiTJqtF2svTorBBEr2AWtMQz1q1HN+TVEmmEbUDdBi3zjQFwEZFQF2VR8HlH1UMJgqrlcSuS2oi/GXa202vQ0S0T3A9jhfAwzv6XBY14P4NcBPEdEz1rHPg7TAO0lot8AcBLAr1nPdYiI9gI4DFNxdy8zi//sBwF8HkAewKPWlyQkqsQKAT6YzqJQwNzY40g8pxSyQy1+NvRKjqy6s0KUBa2aweHVETXorCBeq1spVoXmoveInOeM+O63Xkyo5rJi3dIj8k2rhugfAfwVgP8NoKWzhJkfh3d+BwDeWucx9wG4z+P4PgDXtLRSSds41W5BClrNUEVlU8ymou1i7dlZwVdozlVHFHOvOdF9m5k9m5c2oqwzcunkquY65xGJOqIgYgXTEOXsdUuPyC+tGiKNmT8X6UokHcOpdgvywfQSK5RiuboN1lmhto4o2tAcM1ttZiqqOaB6fHiruMOhTpLgEZU8PKJoVXMuj0gNkiMye+TZHpEsaPVNq/LtrxHRbxLRJqszwjARDUe6MklsOIsigzTKLBvxihWcHhGRf6FF2SFfBxyhuYi8ObHGtJ0j8l946g6HOlECjsaIg2qxQhx1RJW8IhBQvi1CczF4cqudVp/6MdsAACAASURBVD2iD1jff89xjAFcEu5yJJ1AM6qlxEEG4zk7QaejFivYrYmCyaA1h3wdQOTtiWwD6jD+gH/peZI9Ijs0l1JiqiOq9ohUhbBUav/90Q2GwZWO9WmVpFghAC0ZImbeGfVCJJ3D2TgzpZLdBLXt53HVtGRUxW7hEgVe7Vr8FbRWe0RR1xG5E+ZBpstqjsmybpKgmivpztBc9B6Rs/YMqAxBbBdnSBEAcilVekQBaMkQEdH7vY4z8xfCXY6kEzjDO4HqiBwdrAHzQxplV2JnjggAVPLnETm7jzu/R2WIKiFFV47IT8NWvfo9dxLE04oLe0NX4/GIdNfFi18vuuSqPcumFekRBaDV0NyrHT/nYKrenobZ902ScJxqt5Si+G4CqTsGjgHx5ogAM9TlT6xQ6T4ORC9WqPGI1AB98vTmdUTdHJpzekREZtf2lRgKWp0XAX7Od3GRIoxnVnpEgWg1NPdbzt+JaADAFyNZkSR2NMNwhbf8y7erDJEabYsf3ZUj8rv2sl59lVypI4pmA9c8EuaAT8Vfo84KSZBvO8QKAJBLKZHW49TUEQUMzYl1S48oGH7HQCzB7HwgWQVUiRUCdCN2N+CMzSNSg4UVNaN6U7EbturRbCz1c0T+rsyb9Zrz20stDpweEQBkIx4X7nUREKwtVMUjkvJt/7SaI/oaKo1GVQBXAdgb1aIk8aLpler8YFX+tWKFWHrN2ZuKv2LcssuzAswNJir5tjthHrQ9UV3VnJqsHBEA5NJKLAWtVUrLAKE5W6yQVmRBawBazRH9meNnDcAJZj5d786SZOFUu4m+Z36r/J1honSKIu4158oRBQzNOTf0tBrdCAuvhDngvz1R/XlECWh6ar/35lpzqag9Iqv7tq2a86cSLbpDc6lo21mtdloKzVnNT1+A2Xl7CIAcvLGKcKrdxKbm5yK6RqygqtH2a3P0yANCqCNyhRWjU82Zzyv64/nN5TCzafwTrprLqIp90ZON2iNyzZ7ym8e05yhZ7aByaTXSybKrnVYntL4LwFMwG5S+C8CTRNR0DIQkGZiFqNVX534+nDV1RCkFxUj7tVV65AHCI/KxbldnBSBaoYXYxITiym8upzIYMLmqObfqL2qPSHSvEO9Nxqc4otIjz6x9kh5RMFoNzf0+gFcz8zgAENEogH8F8E9RLUwSH87cTqAqf/cYCEus4CfM1wpOkQUQXDVX1RUiQqGFW3Hl9z1398hzk4iCVs2w8yyA6Vksx1FHpDhFBu2/XuV/WPGIZI7IP62q5hRhhCwutvFYSZfjFCsEylfUyLeFdxWVDLq6t51v1Zxe6xFFKVZwK66E6q/dfFrZqN4M3SShxY/bEGVT0Sb93XnFbEqBwWhbsGAXtKZkjigMWvWIvklE3wLwJev3dwP4RjRLksSN0yMSm6PvmhaXRwRUBoiFjcgvCPxKcd2tgoBo++SVaqS//nrbaa58hxtRtGl0sSFy98rLpaOVQYvQrXjPnJ2z63mWXtSq/aRHFISGhoiILgOwgZl/j4h+GcDPwJwx9ASAB2NYnyQGnGq3IEor07OqzrMA5oe2JxvCQl2UXAZO8R2aswyDEo9YoZLoroSHgPYHwmmuq3I3SfCIinrMHpFLOi/O0WKb56hbvi09omA0uwT4FIB5AGDmrzDz7zLz78D0hj4V9eIk8aA5EsZBa1qqxQrmBhuVZ1HWqq+mzXYt/tatUEXSC5hhxcgMketqWnhE7W5kdo+8Op0VKjmi7t0gyy6vNpuOtlWOWzqfTfu7CHAO9ANEix8d7GOUh6S5IdrBzAfcB62JqTsiWZEkdnRHSC1INb5brCCMW1RJf3fIT1XI10yfslEblklHWIxre2C29NdvaK42t+UkCR6R26vNRdwqxytHBLQ/5tsWKzgKWg3u7ve6m2lmiHINbsuHuRBJ5yg76n+CVOPXiBVE7iPCXEu1R+Svb5imc40E2swRRbOp1OaI/I0/KK8W1VzVeHk1pl5z1e99u+eouxDX7/9QYtLMEP2EiP6z+yAR/QaAn0azJEncVI+B8NcJmplr5NR+k/CtUtKq29v4L2j19oiiKsa1c0Q1obk2c0RCNVdHrCA2227uNVcrVjBFIlEJLNweUcanRyTOjaxVRxTHmPPVTDPV3IcBfJWI3oeK4bkJQAbAO6NcmCQ+nNX5KZ9ihUrsvVY1F1dozu9gvJJeO1wuG6lYoY5H1OZm2LSOKCG95gqFyjbkHI6Xz6ihv16Nas7nRUDJFV6VHlEwGhoiZr4A4HVE9GYA11iHH2Hmf4t8ZZLYKOuGXfMTtMrfLYEWzx8FZlin8nqKb7FCpY5KkFaj65NXMUS1EmI/z5PsHFG1V+scjheFISrrdXJE7b73HmMgAOkR+aXVeUTfBfDdiNci6RDO8Eja51W0pwRajd8j8j1uO1WbI4oqNOdOdFckxO2G5hqr5kQvu25WzZU03TYGACIfF16jdrNer91ztKSb7aUqnpU/r1ZiIrsjSKqq2/3miCpholqxQlT95tyGKOuzLU9ZN2o283QqerGC2AwVhZBWyfdVebI9otr/IRCdZ1HSTGGOUlNH1H5oLu1o1mrniORwPF9EZoiI6G+JaJyIDjqOfYKIzhDRs9bX2x23fYyIjhLRESK61XH8RiJ6zrrt0xRF07I1jGGYIoPAfc9cc16A6HNERVcdkd++Ye76JyDipqdabbdvP2oxu46ojiFSFAJRd+eIylp1fi4Oj6jK8PkNi2pco/YDpEfklyg9os8DuM3j+CeZeY/19Q0AIKKrAdwFYLf1mM8SkQgQfw7A3TAnwu6q85wSn7gnZPrtrFDpYF0bmosy6V9dDOmvut2c6VP9UYi2s4IBVaGqPnlmZb6/zgr1RoWbt/kfdBgHXnVEQLQekVdOqu06Il33NGjSI/JHZIaImX8AYKrFu98B4MvMXGTmYwCOAriZiDYB6GfmJ9gsWf4CgDujWfHaxB0zD9wJOkaPqKxzTVjHX0v/WtVclIPx3KMPAH8tYsoe4VA3fhvBxoW7O4bwLCIzRDXnjOXJtNtw1u3JSY8oEJ3IEX2IiA5Yobsh69gYgFOO+5y2jo1ZP7uPe0JEdxPRPiLaNzExEfa6VyV288Yaj8inWCFG+bZ5dev0KszQXLttVrQ6nRU0gyOpZ3EX4gJm0rztzgpG9UWEF37Hp8eFu9dczmeorFXcBbSVOqL2W/x4h/ikR+SHuA3R5wBcCmAPgHMA/tw67nVJxw2Oe8LM9zPzTcx80+joaNC1rgncY7L9FkHqrkJB53NGKYN2h1n8tFkpuzpCAA7peQSKM3dIEfAbmmtcRwR0t0fEzChpBrIxekReAhegfcNX9OgaDkiPyC+xGiJmvsDMOjMbAP4awM3WTacBbHXcdQuAs9bxLR7HJSFRzyNqV/Jb1msT55F7RCElnjUvD8UeYRH+Jl52dYQQr+e7jqhOZwVxm59O6nFgy8/VWo9oJTYv2n8dUcYr1yQ9Il/EaoisnI/gnQCEou5hAHcRUZaIdsIUJTzFzOcAzBPRLZZa7v0AHopzzaudSt+z6l5zbcu3jdrEeSZij8irTxnQfpjFOY9JYHtEEWyIZd2oqVvyo5rz2sjddLNH5L4IAvz/D1t+TdfFCxHZk4Tbwe1ZCY8oys7hQVgp65hZKnV6GXVpdTBe2xDRlwC8CcAIEZ0G8EcA3kREe2CG144DuAcAmPkQEe0FcBiABuBeZhZn4gdhKvDyAB61viQhIT6A4orOr1jBK3EeR0GrpwLKR9K/trNCdEbUO0ekYLGotfU8zbpvA/5HY8SBV14xG7FH5D5nACCrth8Wdf8Pu90j+vhXnsP+0zN47CNv6vRSPInMEDHzezwO/02D+98H4D6P4/tQaS8kCRn3ZuA3R6R5bCqKQkgp0ajPdINhMMKpCfFQsUU5wsLtyQHmRja16DMc2kC+rarJ8ogquZZoNvSi13vvQ/bvVs2lVQWqQl3pEc0ulfH1A+dQ0g3MLpcxkE93ekk1yM4Ka5yaOiKfLX68xArieaOox7Hb5HiF5nzU47gT/lGOsPC6Ks/4yBFVarcayLfJX9ujOBB/r9Mw5CJuHuo1tt5PWNRU+1X3wvMjOImKc7PL+Oozp8HMePjAWfs8fvHCfIdX5k1kHpEkGbibN/ptC1Ovyt9P/L0V3LktwH9xolcdUSXmH/7G4vV6frpCJL2OyD1uGzD/n0TRFrRmCrXeaLsXHGVXw13xPN3iET3woxP4q++/jPkVDf/89Bls6M/iwlwRL5yfx6t3DHd6eTVIj2iNU3R7RD5Vc/Wq/DNq+x/yVhCbWNYr0e3Ds3CHtwpW5+flUvgbojthDvgrxvVqNOvGrCPqjs3RjdsbB0zxQC6lRuoReXqjPuqI3M+TS/trMRUFxyYXAAB//LXD2H9qBv/5DZegL5fCC+fmOrwyb6QhWuOUXeER4RG1K1uud3WeVv213WmGZ2jOZ1GhV685YYiWIjBEnglzP6E5naEQ7AaeXpgeka9lRo5Xzz3AlHBH6hF5XQT46L4dxvNExfHJJdy8cxjbhgtIKYQ7XzWGKzf24ch5GZqTdCFh95rz2mAjqcXxUlz5Ds3VGoZ82vxoRGWIahPm7XdWKHt0hHCTUv0NC4yDkm6+t145m+gKWr1quHyERTVvj6gb5hEZBuPE1CLet2s77n7jJTg1tYSR3iyu2NiHh549C2ZGt/WOlh7RGsfday7ncz5LI7FCKYJwhVd+wX9orrazgh2aK7cnqW6F+gWt7bUn0nSuOyZc4Hd8ehwUba/WnZ+LzrMoenlE6fbzmO6BfkD3eEQX5lewUjawY6QHG/pzuMnKCV25sR/zKxrOzq50eIW1SEO0xnEPaRMy1OW2Y+beUuKoxApFT9VckNCcd44ostCcR1in3fZEmsfzuOnm7tvinMnG6hHVigwyPsLH7oF+gOnVdoNHdGxyEQCwc11P1fErN/YBAI6c7748kTREaxwx/M0ZKsqnVSyXfIoVPHJE0YTmrHU7OhT4riMyauuI8hGLFbxUc0B7ay8btYW4brrZI7LriNRqGXSUHpFnjshPHZGn8rE7PKLjk0sAgB0jharjl1uG6IUuzBNJQ7TGKbnECoAV6243Zm54ixUyajQeUSWkWNnE/LSH0Q0Gc63ar5CJO0fUfhdozcOguUkpShd7RMIbd23oEXoW3kIRP9L5WoNm5og6b4hOXFxEJqVg80C+6nh/Lo2xwTxeOCcNkaTL8Mq15NIKVtrcgOvJt3NpJZJhYSWP/IKfFj/lOp6cqpg9yKIwRO7hbIBzZHXra/dS+7lJhkdUG6aMYkMX04i91G7tXCy5pxo7n6cb5NvHJhexfbjgqaa8YmNfVxa1SkO0xvHa0PNpte0ckV7HIypkU1hos4daK3jVoPgxRFqdQlzAzBMtlyIQK3glun2EFcsGN6whAkSOqPNX6V54SfABUY8TZRF0sK4W9Z4nl26/Q0MUHL+4iO2u/JBgx7oenLi41PbMrqiRhmiNU9YNKFQ90yafaT80Uk+s0JtJtd3Ms6XX89jEUpbQop2rUvE8XrmWQlqNxiOq030baE9oYbYmauwRKRE3PX38pUmcuLjo67FiQ3cn/aOSQdd7vXaLiRs+T4c9IsNgnLi4hJ2u/JBgx0gBy2UdE/PFmFfWGGmI1jheYaJcqn2PqJ5YoSebwmIxuk0laIeCslHrEQryGRVLIW+IzIyyXj0MDvBXA+XVNdxNlKo5ZsYHH/wp7v/BK74e79X0FAD6cinMr0R38eLZa64NA7Jknc9C0OJ8nk7niM7PraComdJtL4SndGJqKc5lNUUaojWOV4V4LqNiud2iUBGac8Wle7MqFkta6KEAd/2ToF3lUqMpp4VMKnTVnBBHeCXMgXbDis3FClH2mptb0TC/ovkOvYrcYdbVPLQvl8LcSjnw+tzUC6nZ0vkWW1AIb2KkN1t13FT7ddYjOl5Hui3YPlyoul+3IA3RGsdrJEE+7a/3VkqhmortnmwKzOGrz+z2MAGvbjXdu80MYHlEIeeI7BCmh4QYaK+Q2Kv+yU0qQrHCmellAPDt8c4ul5FRFXsqq6A/l0ZJM0Lf1MU54z7fM23mFicXTEM02ldtiLIpFWWdO6pSFJ7O9joe0dhQHqpCOHFRekSSLsJLhupHrDBXZ85JT9aUQYedJyrq3iG1dmtCKlflXh6RGrpH1OiqHGgvR1SyjH8j1Ajl22dnTEPkt/vE7FIZA4V0zcVLf848Z8IOz4mWQl7FxEDrhkh4RKMeHpH5PJ3ziibrrE2QVhVsGcrL0Jyku/DMEaXb34Cnl0oYLNQaol7LEIWtnBPx/qzqMROmjbDi3LIZAvIyooVM+GKFSkgxeEHrUkmzDX09oswRnZkJ7hF5ve99OfOY+N+ERamOR5RNtycUmajrEfnrdRgm00tl9GZTNReXTrYNF3wLTKJCGqI1jmeOyIdHNL1YxnBPpuZ4xSOKZkP3Up+1c0UqchH9HhtiPp2KzBCF4RFNL5YxVKh9z52oanShOdsj8vkezS6XMejxvvfno/KIhFihtiMC0HpYdGK+iL5syu7LKLBnWHXQI5qpc0HoZMe6HpkjknQXJY8GnPlM+/UQpkfkZYjMD2fYHlG9GpR2xQpzy+a6RDjISSGCHFHddafbv5qeWixhuKfxphNlHdFp4RH5fI9mlpp4RCELFry6cQDt54gmFoo13hDg738YNlNLJc8LQifb1xUwt6JhZqkU06qaIw3RGsfTI0qpKOlGyyoiwDREwx6GqDeiHFFZN0BUq9JrN0fUyCOKMjTnzlO021lhuaRjuaxjqMmmE2VnhTA8Im9DFJFHVKfbd6U1VItihflijWIOqIw576RHNL1U9rwgdCIk3Me7SLAgDdEax2vkcT5jnhYrLW6KzIzpxTIGPa7O7dBcyJ5F0eoZ5k50tx2as/IQfR4eUT5jVviHmWOp5Clq+6sBrYfmpq2rWS/j7yTSHNF0MI9odtkUK7jptzyi+ZA9onp1S+2GRbvZI5pZKmGoaWjOlHB3U55IGqI1jpdHlBex7hbzREslHSXd8MxXRCdW4JqkM+BDrLCiIZdWampZAOdMovCucJvmiFpc+9SiaYiaeURKRB5RUdMxPl9EWiWslNs31ppuYKGoNfSIRNg0LJopFt05ImbG3z95Ek+fnK46PjHvbYhEo9woWlq1yvRiqWnecOuwMETSI5J0CZ7diNPtjUAQm6LX1XlU8m0v2TngJ0dUtq/A3eTtDtzhrd2rySxgei4KtR6am1kyvYVm+YCoPKLz1nC1nVa9Sttyfyvs5iVW6MmkoFB0HpFbqu+VIyppBj6ydz8+/tXn8CePPG8fXynrmF/RMNJb+74LAzAbstqvVTTdwNyK1lSskEur2DSQw3HpEUm6Be+C1vY8IrEpen0ACmkhVgi5Hkfz7irgRzXnlR8CKmsPs5ao3lU5EbW19ikrNNdUNWfVEYXd2UJIt3etN2fctGusRaLcKzSnKITebMo2VmFR3xutDYt+/KvP4SvPnMGVG/vw9Mlpe731ilmByvk/3SERwIxlAJudE4ApWFgTHhER/S0RjRPRQcexYSL6DhG9ZH0fctz2MSI6SkRHiOhWx/Ebieg567ZPU7cNWw/Ih7/8DD76zwc69voljymfFUPUYphI5Cs8rs4VhdCTUSPxiLy6IbQtVljWPBVzQDRTWssNOjm0M7J6erH+e+5EiDnC9opEfuiy9b0AKv3XWmW2Qf0WYIpHwlbN1c0ReXQ+/9HRSbzjuk24753XwmDghy9NAnAUs3oYIvG3iAuzuBHGslm4FgC2D/esDUME4PMAbnMd+yiAx5h5F4DHrN9BRFcDuAvAbusxnyUiEbT/HIC7AeyyvtzPmVjKuoFvHbqAH7w40bE1lLTaBpz5NnMj4gNQT61jNj4NP95fNzTXVo7IW7kFVN6HUA1RnRk8QHthxanFEojqb+QC1TJEYeeJzs6YoblLhSFq8z2asQ2R9znTl0uHrpprXsNl2Pc7P7eCS0Z6sGfrIAYLaXz3yDgAYHLBPNc9VXNpFfm02jFZ9PSS8IganxMAsH2kgMmFYkfzWU4iM0TM/AMAU67DdwB4wPr5AQB3Oo5/mZmLzHwMwFEANxPRJgD9zPwEm7GFLzgek3gOnpnFclnH2dmVSJo8toKXZyFalbRqiKaaXJ33RjCTyCukCFRCc62GomaXG4TmrBxRmKG5eoW4gFh7ix7RUgkD+bRtaOohPCIj9NDcEtb3Ze0cT7uhuUYdLQCr8WnIuZZiHY/InSO6MLcCgyt92d64axQ/eHEChsENPSLADM91yiMSXnIrobkdogt3l+SJ4s4RbWDmcwBgfV9vHR8DcMpxv9PWsTHrZ/dxT4jobiLaR0T7JiY652W0yk+OV+z0Sx2amljSvDsrAK1vwNNL5YZX51F4RHVDc6KTcoseQCOxQiU0F97a6+WIgPrzbJZKGk66wihTi951W26i9IjGhvJ2wXLbHlGDvCJgSrjD94jqtPhxjZgXYcfNg+ao7TdfOYrJhRIOnp21DdG6nnqGKGN7e3EzbUcmmntE2yzlnPu86hTdIlbwuqzjBsc9Yeb7mfkmZr5pdHQ0tMVFxVPHpm2p6pHzCx1Zg9e00Hy7NS2Lja/Oe7JqBC1+akc+A+1NOmVmzK1odksZN+2GKFuh3nhswMpveYQV/+BfDuGOzzxe5eVNL5VaygXYOaKQh+Odm13GpoEc8mmhLAw5RxTBKIjmdUTm7WdnTUM0ZhmiN+4aBRHwr8+PY3KhiMFCum4vt8F8ugtCc62JFYDuKWqN2xBdsMJtsL6PW8dPA9jquN8WAGet41s8jicew2DsOzGFW3dvRE9GxZHzcx1ZRzgeUePahahCc/VUcwBaGmOxVNKhG9yCRxSPWCGj1uaIJuaLeHj/GUwvlTHumKo51UKfOQBQrdcJ2yOaXdYwWMg4PKL2/r+zy2X0ZFTP9wEwxQpR5IgUQs0Fk7uOyO0RrevN4g27RvGlp07izMxy3c7WQIdDc0slZFKKfd42oi+XxkhvZs2G5h4G8AHr5w8AeMhx/C4iyhLRTpiihKes8N08Ed1iqeXe73hMojk6sYCZpTJu3jmMyzf24UgHQnPMbCb93Z0V0u15AtNNqrl7sqnQOyuUGoTmgNY8okbtfQCg4PNqvxGVhHlr0vMvPXXSNl7HHI0qp1voMwdEp5qbWzFDmn4FHfX6zAnMKa3lUGXn9QQuRFR1EXBmZgUjvZmqpqb3vPESTMwX8b0j43XzQ4AZmpvulGpusYwhj7Ea9TC7cK9yj4iIvgTgCQBXENFpIvoNAH8K4G1E9BKAt1m/g5kPAdgL4DCAbwK4l5nFmf1BAP8bpoDhZQCPRrXmOHnqmJkfunnHMK7Y0Icj5+dDr/Vohh0zd8u3M+3Jt5t1gY4qR+Q1Q6id0Fyl4Wlj1dxyBAWtbsk8UCs9L+sGHnzyBC7fYCrThCFiZky1GJqr5IjCazuzUtZR0gz051Po8Vn020gkApiGyGBgMcwaLo+RJwJnfu7MzLLtDQled+k67N7cD4O9FXOCwUIas8ul2D/LgFlG0YqXLNixrmf1e0TM/B5m3sTMaWbewsx/w8wXmfmtzLzL+j7luP99zHwpM1/BzI86ju9j5mus2z7EnfgPR8DjL01itC+L7esKuHxDH6aXyrY0NC6ayVnb8ogabIrRhea8VXNAa/mtikfknSPKpBSkFArVI7JHEbTQnujbhy7gwlwRv3frlcikFNsQLZVMQ9CSWIHC94js9y2Xtr3n9nNEjccVRNFvrlTn4gWovgg4O7Ns54cERIS733gJgPqKOcDMEZV1Dr1Zbiu0MgLCyfZ1PTg3t9Jy4XqUdItYYU1x+OwcvnX4PH75VWMgIlyx0axOfzHm8Fy95C0RIZdWWj5Bm4bmMimslNvr5t2MRqo5oLWebUIeXM8jAsS48DDriBoUtLpCc/tOTKGQUfGWK9djx7oCXpkwDVGrfeYAIKWGr5qzPcl8Gopinit+xAqNQ3NiOF6I3mhDj0hFSTPAzDgzXesRAcAvXLsJ77huE958xXqPZzARHkknuitML7WWNxRsX1cAM3B6uvPhOWmIOsD//OYL6M+l8ZtvugwAbEN05Hy8hqieRwSYeaJ6hshpUJZLOlbKRsNNUSS0wwyz1FXNtTHpVFzZN9oQwx4XXtYNqAp5KgyzqerOCqemlrBtuABVIewc6bF7g7XaeRuohOai8IiE4rMnk/IVmhusU8wKOIfjhesR1VO7Zaxi4pmlMpbLeo1HBAApVcFfvvcG/MyukbqvIVoWdUKwMNNiuFZgK+cmpSFac/zo6CS+/+IE7n3zpfZJO9KbxbqeTOyGqF6BH2AaIq8N+ImXL+LqP/qWfRU13ULPsyhmEhXrhebsHFELoTnHlX09CpkUlkLuvu0lVABqc0Qnp5awZcjcLHaO9OLExUXoBldkum3It7UQ5dtuTzKfUdtu8TOz5D0CQhDFcLx6XjQgwqK63UPPyyNqBfE5iNsQMbPlEbUemtthzyXqfJ5IGqKY+bsnT2C0L4v3v3ZH1fGrN/dj/+mZWNdSbpCvqDcu/FuHzqOkGTh4xpSbT7VQzR1FB+6yh9oPqAwnayc05zWLSGAa5HALWhuFh4QhYmacmlq2Cw93jhRQ1s2wUat95gCz6SkQtkdkvh8DeadH1LohWinrKGpGU9UcEO5wvHrdOIBKeyVhiLYM+TNEIkczsxxvaG5uRYNucFuhucFCGn25FE5OSY9ozfH0iRm87tJ1NfPub9g2hBcvzMfa+8lOnHt4RLk6obl/P2o2fxRXUTMt9LeKYiZR3TEQbajmZpfLKDSoZQHCn9JqGtDmyq3JhRKWyzq2DZsb4s4RSzl3cdFh/NuQb4eo8fHyiNqR5zcrZnU+d5gduEs6e6oVgUqOyF1D1C6DHWp82qzfoxdEhEtHe/HCuc50RqV2IAAAIABJREFUdXEiDVGMnJtdxvm5Fbxq62DNbTdsH4LBwP5T8XlFjRLn+YxaI9++MLeCl8bNDhDHLQVXo87bgopHFL0Ut51pm6IWphFhixUaSYgzKQVlnaEbjFNW6HOr7RGZYZRjEwuYXipBocYiC0ElRxSeUMRdf9WTbS+P1oohqgzHCzFHpOk1DX4FGesi4OzMMvJpta0Ql5NKjihej6idhqdObtg2hP2nZ+zoSKeQhihGnj1pGpk924ZqbtuzxTROT5+YrrktKkq6uXl4e0RKTWjuRy+b3tBgIY1XJoVH1PxKTIgVwvKIDIOhGbWtiYA2xQrL9dv7CMIXK7Bnw1OgsvaSZuCUFS4RobmR3gz6sikcmzQ9oqFCBkqThqdAVDkiDRlVsY1+Pp1qS4giDFEjqXEurSKTUkINzTV+7xWcm13B40cnsXkw13JRaO3zqChk1Ng9ouk2RkA4uXH7EIqagcNnO9PZRSANUYw8c2oGmZSCqzf119w2UEjjsvW9NWOJo6Rke0S1HzovscLjL13EUCGNt1y53vaIjo4voCejNvSIwhYrlI36IcWKfDscj8gUK8SVI6p4c6IZpRArEBF2jPTgh0cn8cOXJlvecKJSzfXnU/ZmbXpErb9HYpNuNsIi7H5zjXJEQz0ZnJtdwampJdyxp25f5ZYYzKdjb3z679a8pA39ubYed8N28wL4pzFeAHshDVGMPHtyBrs399eVkN6wbRDPnJqJrSpb5Ii8ivxyaRUrjvAWM+NHL0/idZeO4NLRXozPF7FY1PDMyRlcv3Ww4TgCOzQXUtK/WeNQoHX5diPFHGCG5kL1iBolzB1rPzVtjlnIO/qGXb6hD69MLILB+ODPXtrS60VTR1RtwAsZtWWPaKGo4V+eOQOgeXPOsGcS1csrAsAf/MLV+Ppv/Qz2/9HP47ffuivQ6wwWMrGG5n5yfAp/8+/H8J6bt3nKzhuxaSCPscF8xw1R47iEJDTKuoEDZ2bw3pu3173PDduGsHffaRybXMQlo73Rr0mrX0eUS6tYcWwur0wu4tzsCl5/2YgdUnnh/ByePzdnV5zXI2yxQqVxaK3xE5t8q6G5y0abhObSEYgVGiTMAdNzPDm1ZOeHBB9/+5X49ddux3VjAy2F5YDoVHN9eachSrVkrM/OLONd/+sJnJlZxofefFnN3+em3+o3FxaN8nMDhTQGCgOhvE6cjU+XShr+6z/ux5ahPH7/F67y9Rw3bh/Ck8cugpl9hySDIj2imDhyfh4rZQN7ttUKFQQ3bDdzR0+fjEew0Eg1l3fJtw+emQVguvKi/uBr+89BMxiv8sh5OcmmFKgKhReas9dd22U4pZpteVoWKzTxiAoZ830Iy0v1GrshuHbM3Aj/7YXxKum2YF1vFnu2DrZshIBKi5/wPaKKATeVhVrT9+jLT53E2Zll7L3ntfivt17R9HX682k7nxQGRY9O81EwVMjE1lnhO4cv4MTFJdx357X2BV+73Lh9CBfmijg7uxLy6lpHGqKYeMZSw3kp5gSXjfaiL5uKLU/UsLOCSzV3dHzBrvDfMWJukF/bb07k2NPgbwLM/EZPJryZRCXbk6ufeG5WR8TMmGvSZgYA8pkUmFtvANuMUoOC1is29uGGbYN48MmTODe73NRjaIWoVHNOA57PqDC4sRfKzHjkuXN4zc51ePWO4ZZeZ6Q3i8mFYvM7tkgj6XyYDBTCNaCN2H9qFrm0gtddus73c9xoXQB3MjwnDVFMHD47i6FCumGhnKIQrt0ygOdOz8aypmKDXIsoaBVXuS9emMeOdQVLFZTCxv4cLi6WsGUo37AJpCDMxqeNPDkAyKabj9xeKGowuHExK1CZSRRWfqtRdT8AvOfmbTg2uQiDga0+iyqdRNVrzpkjqnTgrn+h8dL4Al6eWMTbr93Y8uus78viwlwxNG+0UYufMDGH44U7wqIez56axrVjA0gFMLBXbuxDIaPGqth1Iw1RTLwysYhLR3ubxmCv2zKIF87PtTwdNQjlhgWt1bmWl8YXsGt9n327qGtpFpYThDkKolFHCKD+yG0nL14w66G2W2HGemzoN43s+ZDCFs2uyt9x3WbbOLpDc36IQjU3v1IdmhOCikb/3288dw5EwK3XtGGI+nMoaUZojU8bNT0Nk6FCBprBkRenl3UDB8/O4fotjSMSzUipCq7a1I/D5zon4ZaGKCaOTS5ix0jjTQ8Art8ygLLOsVQ7N1Kf5R1TWouajhMXl7BrQ0VAIf6WRqFGJ2HG+0sNRBZApV1LI/a3ECoFKvLpsNqglLX6OSLA3NR/5QZzKHEzI9kKYdcRifY8ztCc8IgajQ159LnzePWOYazva11evN7ytC/Mh3MREJdHFFfj0yPn51HSGuedW+WKjX144dxcR+YoAdIQxcJiUcP4fNH2Ihpx7RYzYX0ghr5z9cZAABVDtKLpOD65BN1gXLa+Yoh2WnmiVj8E6/uyVaOug9BouBxg9WxrktPZf3oGmwZyWN+k7mKb1aH4VEiGqKQbddct+J23XY7Pve8GbBxorybECzXkFj9CTu0WKwD1PaJXJhZw5MI83t6GNwRUamLG54KfN8zcUCgSJiJUPR6SAa2HyDsH9YgA4KqNfZhb0XCuQ4IFaYhiQAw0u6QFQzQ2mMe6ngwOxJAnaiRWyDk8opfGTe/MGZr7pevH8FtvuQzXjbUmed3Qn8OFkE5yUYjbqB6nWWhu/6mZlj7A/bk0BvJpu+VOUEwJcePw7EA+jduv3RTK66Us+XZYLVy8xqsXMpVzxYt9Vu7hDZePtvVatkc0F/y8aVQzFzZbrFqe01bfuqjYf2oGI70Z3w1anVxpFdm/cL4z4TlpiGJAGKKdo80NEZElWDgTvSFqpD6zDVFZx4sXFqAQcIlj/RsHcvjIz1/RcpJ0Q38O80UtlDxRRazQQDXXIDQ3s1TC8YtLuL7FsOLW4TxOTYWzqcSl3BIM92SQSSl2J4ygeA0TLGREwbK3ITp0ZhY9GRU72ww1ru8XnkVwj6hR7VnYjFmGQXTyjgpxMRVG7Y+YifZCzKNoBNIQxYAwRNuHW/sgXrdlEC9emG972Fi7lHRGRlU8T2SRgF4pGzg6Po9tw4WajuHtsCHMTaVJjmiwkMHJqaW68e79lrd5/dbWvLmtQ4XQPKJmqrmwES2l9ofkYYtu2M4efYWsGBfufb4ePDuH3ZtbL8K1nzeTQl82FY5H1CAfGjaFTApDhbTdyTsK5lfKODqx0PLFVDP6c2mMDeY71olbGqIYOD65iM0Duap2LY24bmwABiPyRoSlBgV+Oev4SlnHSxcWcJkjLOcHEe8PQ33WSO0HAG+7egNOTy/XDW/uPzUDokoBaTO2DhdwenoZRgjKs7jyFE6u3zKAg2dmQ1HOeXtEwhDVekS6wTh8dg67x2r7K7bCaH8WE6F4RI3zimGzeTAfqUd05Pw8mFs/h1vhqk19MjS3mnllcrGlsJzgOkuw8GzEIyEaTQsVRnN+pYxjk4u4fEOwlkN24jmEBG6pQW4LAG7dvREZVbELbt3sPzVjFg+3MEYBMOt5SpqBiRCKK+NSbjm5bssglko6Xp5YCPxc3jmi+nVExyYXsFzWcc1mfxvmhr5c4jwiwMz1RukRnbfek02DwQUtgis29uHlicVYSkfcSEMUA8cmF1tSzAnW9+ewa30vHnnuXISrauwRCdXcZ7/3MjSDcfmGoB5RiInnJpvKQD6Nn71iFF8/cK7Gi2Fm7D8901ZIQ3Q4CCrhNpVb3pNlo0SEIMOYdWWPV/fyiDzyf2KS7zU+r9zX94ejtmxWBB02Y0OmRxSVHFooCduRwzfjyo390A3Gy+Pxjw6XhihiphdLmF0u2/3ZWuU9N2/DMydncOhsdKKFRvkK0TH70Nk5vPc123B7GxXxXvRmUyhkVJyfDS/x3GhT+cXrN+P83Ap+cnyq6vj5uRVMLpRsr7MVhCEKKuHWDQZzfU8uKi4Z6UVvNhXKKPq5lTLSKtkFz4D592RSChY8ckQHz8wim1JwaRsRAScb+k2PKOiG3gmPaKmkR1ZLND5fRFol3wP8vLhqkxAsxB+ek4YoYsQAuUva/CD+yg1bkE0pePDJk1EsCwBQbBAm2jyYx6fevQff+vAb8SfvvNbuDO0XIsLG/lwoxYklK3TQaEP/uavWI59W8fUD1V7lIesKfffm1nMWorV+UOWcrdyKOTSnKIRrxwZCKQkQIyDcApfBfBqzHpvuwbOzuGpTv+8WNOv7sihqRuCR4Y1KFaJgS8TKufH5Fazv8z/Az4sd63qQSSk40gHlXEcMEREdJ6LniOhZItpnHRsmou8Q0UvW9yHH/T9GREeJ6AgR3dqJNfvFlm6PtJdjGSik8YvXb8ZDz5yJrFVIo9k4AHDnq8aqiliDsr4/i/EQQnOtSHELmRRu3jlc4xEdOjsHIjMM0Sq5tIoN/dnAyrlmHSGi5LqtA3j+XPDWUXMrmmfH8qFCBlOL1R2nDYNx6MwcrvEpVABgFxwHPW8aFW9Hwdig6UVHVUs0MV9sqcdjO6RUBduHCzh+cW2F5t7MzHuY+Sbr948CeIyZdwF4zPodRHQ1gLsA7AZwG4DPElGwy/MYOT65CFUhX0Vn73vNNiyWdHy9TtI9KHEnzjf05+wkaxBWrFYyzby03Zv7cXR8oWrzPXh2FjtHeuzQY6tsHSoEDs0VxWj2mHNEgFl9H0brKPcICMFQT+0MntPTy5gvatjtU6gAVIpag+aJmglcwibqWqILcyv2exMm29f14PhkOKUK7dBNobk7ADxg/fwAgDsdx7/MzEVmPgbgKICbO7A+X5yaXsKmgZyvD8CerYMY6c3iKddVfVjEXdOysT8XSjfl2eUy8mm1qRHdvXkAmsF46UJFLXbYqmlpFyHhDoKd6G8yeiIKbrCa0/74lYuBnmd2ueypNvSawSM24SDNW4XaMqjIJW6PaKiQRj6tRqacG58v2gW/YbJjXQEnphZDKVVoh04ZIgbwbSL6KRHdbR3bwMznAMD6vt46PgbglOOxp61jNRDR3US0j4j2TUxMRLT09jg1tYStQ/4+iESE6yMcC1FqEpoLG9FNOWjz07mV5nOEAOBqKw8k6rGmF0s4M7PcVn5IsHW4gLOzy7Y35gfxd3fCEG0cyOHKjX343pFgn4u55bLd1NPJoIchurhoejEjvf43zLA8IlvgEtP5TkTYPJjDmZnwvYuiZoogwlTMCbaP9GClbITWF7JVOmWIXs/MNwC4HcC9RPTGBvf1imN4mmtmvp+Zb2Lmm0ZH2+trFRWnppexddh/L6hrtwzg6MRCJHmiks6xJs7tkQoBr25nl8tVlf312D5cQE9Gtdvbi+9+DNFVG/vAbM5l8osoBm3FiEbBm65Yj30npgKN355ZLmPQY/3DPWlMu2bwTM4LQ5Tx/Xo92RR6MmriPCIAGBsq4OyMqfgLawQKALvAN4rQnGjDdCykllCt0hFDxMxnre/jAL4KM9R2gYg2AYD1fdy6+2kAWx0P3wIgmqRJyKyUdUzMF317RIAZ22c2+3WFTdweUSXMEuxqa25Za2kzVxTCVZv6bQm8+O4nNCfqYERdjB/sYtAWC2nD5k1XjKKsM/79qL/wHDNjts5U26FCBrrBVeq2yYUSFDK9pSBs6M8FDnFVVHPx5efGBvM4fnERd93/Y7zmTx4LbXMX3sqGJp3j/bDd6jZ/ImbBQuyGiIh6iKhP/Azg5wEcBPAwgA9Yd/sAgIesnx8GcBcRZYloJ4BdAJ6Kd9X+OG2prMQoAT9UxkKEb4jKulG3cWgUbAwp3j+3Um55M796cz+ePzdvKrjOzmHTQA7DPe1vjFuG8ujPpXAwQF3XbIc9ohu3D6Evm8L3jow3v7MHC0UNusEYrBOaA8yGsoLJhSKGe7L2KAq/vPbSdfj24Qt45ID/Au9OeERbhvKYX9Fw8MwsCMB/+6f9oeReRDFr2Ko5wCzbSKuE4xfjFSx0wiPaAOBxItoP06A8wszfBPCnAN5GRC8BeJv1O5j5EIC9AA4D+CaAe5k5/h4UPhCV+FsCeEQjvVmMDeZxIAKPaG65jN421WNBEB+coOMgzNBca5v57s39WChqOH5xEQdOz/oKywFmzP+asYFAnqmos+mUIUqrCn5m1wi+d2TCl2BEqOIG87WGXBRWTjuUc5MLxUBhOcEfvONq3Lh9CL+z91k8c9LfOGsR2hbtiOLg7dduwq/euAWP/PYb8Ee/tBs/OT6Nz//oeODnFW2yohArqAph63Bh9XtEzPwKM19vfe1m5vus4xeZ+a3MvMv6PuV4zH3MfCkzX8HMj8a9Zr+IAsggOSIAVjFiuH3nmBnTSyUM94R/Mtcjl1YxWEgHzhHN1QkPeXH1JtOj/M0Hn8axyUW87eoNvl/3mrEBPH9+3vdsn1bVflHy5ivW4/zciq92/7ZH5+ERDVle5rSjlmhioRTKVXsureKv338TBvNpfOa7L/t6jqlFK0wY40XAzpEe/NmvXY8dIz34lRvG8JYr1+P/fPR5fPPg+UDPOz5XhELAuog+uzvX9ayNHNFa4dTUEnJpBaMBVEOAGZ47cXHJs3LdL/NFDWWdMdwT79X55ev78NMT/q5qAbNIcr6oedayeLFrQy9SCuGF8/O452cvwbtu2tr8QXXYvbkfJc2okoO3Q738SpzcsN3sseenjUuj0OKQFZpzKucuLhQDKeacDPdkcMsl6/D8OX85uouLJQwVMm2PoggLIsIn370H14wN4N6/fxoPB6gNHJ9fwUhv8JBnPbav68GJi/XHqESBNEQRcmp6CVuGCoHbcIhJogfOhOcVTS2YG0acHhEA3H7tRrxwfh5Hx/2pz+aLGphbl0Dn0ip+8frNuOeNl+Cjt10Z6H9hCxZ85olalZ1HiXk+wlfRoh2a8/KIXKE5ZsbkQhHrfOTj6rF7cz/OzCxXeV2tMrVY9JUbDJOBfBpf/I3X4PotA/j9rz4HzadnHVUNkWDHSAHLltAqLqQhipBTU8vYGsIY3+u2DqCQUfF3Pz4RwqpMpqwr1zA3ila4/ZpNIAIeOeAvPDHnoxbnk+/eg4+9/arAFwQ71/WgJ6P6zhO1KjuPklxaxeaBvK8cgPCIvHJE/bk0FKqE5hZLOlbKBkZCTKiLujA/XtHUYqnjhggwm//+h9fvxPyKhkM+542NzxWxIYIaIsH2Dki4pSGKkFPTS3bn5iD059L4zTddim8duoAfvTwZwsqcHlG8H86NAzm8evswHnnOX2iik8ozRSHs3jyAgz43kNkWZedRs2Ok4EsVNbNsnjNef4OiUFVRa6WGKDxDdNUmq0DZhyG6uFjCuhCEE2FwyyXDAIAnfHa5GJ9fidQjErVEPzk+FVt4ThqiiJhdKmN+RQtUQ+TkP73hEmwZyuN/fO1wKJM2RYPKTlwlvuP6TXjxwoKv4lCvCaFxsnusH4fPzvkKq8y1ofaLEjMH4MMjWiojk1KqRkA4GSxU+s1NLgQvZnUz0pvFhv6sr8nFU4ulyJL77bK+L4fL1vfiiZfbN0SabuDiYgmjEXpEmwfNLhx/9u0X8Yt/+Tj+2z/txx8+dDCyDi+ANESRITo1B1XMCXJpFR+7/Sq8cH4e3z4UTHUDVEJznTBEt12zEUTAN3wM/hNFoZ3yLPZsHcRyWfetOusKj2hdAdNL5bbFL7NWV4V6Ic5hRwfuiiEKd/O/elN/2x6RphuYWSp3RWhO8NpL1uEnx6faVmBOLpTAHE1XBUFKVfDQh16PP/3la8EM/ODFSTy8/yzOzkY3cbazAetVzKkQaojc3Lp7A/pzKXzvyARuv3ZToOeaWiwhm1Ls6Zpxsr4vh92b+/HkK+03c630a+vMqSuahz5zcrqtqaOabmCh2B2hOZEDODG1iOsKrU+qnVkqewoVBIOFjF3EPWmFfsMuurx6cz9++NIkVso6cunWzl0hoOiW0BwAvO7Sdfjij0/gwOkZ3Lh9+P9v787DoyrvBY5/fzNJICSEJGRhS4gsISCyiSyiglIVce+j97HaVsvT+thqb3264u1ta7ert60+V6/tVR9bFVtta2srbnXBYhFBdiJbSGTfEggQJgnZZt77xzkTxnRmMhMyOWemv8/zzJMwOXPmzTlhfud9z+/9vTG/Ljg3cXgv3HuOpl+al1tmlHLLjNKEvk+Q9ogSJDgGfzZVFbpK83qYM6aAFdU9m5AYqr7RunnbmwtrxWNaaR6bD5yMe4grWMHaqQ/0EXmZFA7sx4Z98WUw+lqcbXeo4GrB8d4nOnm6LWr788IMzfV2L2TCUKuiek1d7Cn0Tg5DRzJz1GCAuIfnqu1s0/Ligb3eJidpIEqQnbU+hg7q3+v3Mi4pL+RQQwsfH+3ZXJYgazKrc/8xp5Xm0dzmZ2ecc3JOtbTjEcjqwxnyoUSEaaW5bIhzhn+Dw/e2QgWXZdgbZ1aUlWwR+W8mPyuD481tnanbuQPSe32Zka4V1WMRrALupkCUn5VBxZCBfBBvIKptJCvDy7BBibtH5AQNRAlSdcSXkKuWi8YUANa47dmodzidNTjE1ZMP9JzMdMcmJoLV9r31zZ1X/bFwus5cqMwML0Ny+sfdI2pobut2aK6tI8Dpdj/HfG29fn8IzlRUj2dOXbBH5JZkhaC54wpZs/v4J+rzdae6zseYomzHRjISRQNRAnT4A9QcbWTckN4PRCX5AxhVkMWK6rNbV8bpCX4l+ZkUZGfEHYisFUKd/TCfagfRTXEMz0Urj+OEkYPjXxL6ZDfJFqGTWnurzlxXHo8wbWQe6/bE/nfjxqE5gGvOG0ZHwPDW1tqYX1Nd28jYFBuWAw1ECbGnvpm2jkDCxnEvHlvA6l3HP7EEdrxONDmbRSQiTC3NY2Oc91rcMCl00ohBpHkkriDqph4RWPeJ4knhbusI0Nzmj1qrLbTeXH1TYnpEADPK8tlxxBdzhYV6O3EizyUXAUETh+dQkp/JqzFmjzY0t1Pna2VsUXaCW9b3NBAlQHB+TEUCekRg3Sc63e7njY96lsbd2uGnsbWjz6sqdDWtNI/dx5o6r1hjcarF+cyz/uleJgzLiSsQOZ123tXIggEca2yLeZG8zqoKUT7MQ+vNHfP1Xp25roI3+tfuiS3r8niTNaSY1odrb8VCRFh43lA+qDkW0/BczVHrc2VssQYiFYOqIz5EYEyCrlzmlhcyuSSXH76ytbMkfDyCH/x5jgciK3U4ntL+DS4YmgNrbZ9N+0/GvHS423pEowqszLlYJxU3BKsqRFnkLtjj2H/8NL7WjoQMzQFMLhlERpqHD3fHFojqXVBnLpJ4hueCxXbHFunQXMoLBAxLVu3h5U0He7yPnbU+ygZnxTzPIV5pXg8P3TyZ5jY/9/35o7hTuc/cvHX2P+ekEbmkeYQ1MV7ZQnxLQCTSnNEFtLQHYu4VNZxuJ8ProZ+DS0CEmj2qgAyvJ+aaf7EE0uDieP/xl4+A3p1DF6pfmpepJbmsiTUQNbY5/rceycThOZTmD+C3H+7tXLwvkuq6RjLTvQzPTewcIie443+Fy7yy+RDf++uWHq8kWlXrozzB3ecxRdl8Z0EFy3bUseiZtXFlcJ25eetsFlFmhpfpZXm8VxV74kU8i+Il0qzRg/F6hJU1sWUvBsv7uCXbadCAdOaNK+SVykMxlYw6syhe5GM/OCuDW2eWsmjOOTz9hQu4bvKwXmtvVzNHDWbroYbOIc9o3FLwNBwR4dsLxlF5oIH7X9kaddvqukbGFGU7mjGaKBqIuvB4hJ/fNJk2f4D7Xoq/t9HS7mfPsSbG9UFmyxfmlPHD685l5cf1LHxkRcz3Ws4EIuc/0C+rKGLHER+HTnZfPqSl3U9rR8AVPaLsfmlMLcnl/erYApFV3sddhUxumDqco77WmCZVRlsCIsjjEf7rxvP4/rUTuHRcUUI/MGeek0/AENPaVlYgclfqdqhrJg3jK/NG8/yH+3hhzb6I21XX+lIyUQE0EIVVVpDFt6+s4N0ddXz9j5v59fu7Y67LVVPXSMBAeYISFUKJCLdfWMYLX5pJna+VlzYciOl1bukRgbViKMDyGHpFweoEsS6Kl2hzxhRQebAhpr8Nt9SZC3VZRRHZ/dJiGoZ22z2uaaV5ZHg93V4IBALWSsSJul/VW75xxThmjcrnF29Whb3veLypjcMNLYzWQPSv5Y4Ly7hx6nDe2VbLj1/dxjde3BTT61bbpd0rhuQksnmfcP7IfKaV5vL8mn0x9eCCyya74UNlTFE2w3Mz+XtVXbfbNvRgLaJEumhsAcbAql3d94pOuWQJiFD9070smDiEv2050m3SxcnT7YjAQBckioA1rHvx2ALe+OgwgShDiydPtxMw7ptD1JXXI9z7qXLqm9p4cf0/X1D+daN1sRC8cEs1Gogi8HispX0r77+Cf58/lne211HVTcXl5rYOHn/vY2aNymd0YVYftdRyy4xSdh1tYm0ME/3qm9rIHZCRsKWG4yEiXFZRxMqaY93OiwreD3BLIJpSkktWhpf3Y7hP5MYeEcCnpw3H19rB0k3R14dqaG4jp3+6K/5mgq6ZPJRDDS1s3B95LtpxF5b3iWTmOflMKcnlyX98/IkajMYYfr92H5NLcjtLHKUaDUTdEBEWzSljQIaX/1teE3Xbp1fu4VhjG9+6clyf35S+ZtJQBvZLizrGHHTCZTdvL60opLnNz7Lt0XtFbhseSvd6mD26gNcqD3ebRu+WJIuuZo8aTMWQgfxm5e6ovemG09ErbzvhU+OLyUjz8Fpl5AmhwcmsbivvE46I8OV5o9l//DSvhUxy3bDvBDtrG/nMBSUOti6xNBDFIHdABrfOKOWVysPsi1Cf61hjK0+89zHzK4riKuveWwZkpHH91GG8WnmIR5dV09zWEXY7Ywz7TzS7KhBdOLqAEXmZ3P38Br7/8paIbXd6UbxwvrNgHM1tfhZHSaNvaffja3Fnj8i60DqHHUd8EZMOhBDkAAAK6ElEQVQW/AHDlkOnKEzQBNWeGtg/nXnlhbweZXguONeoOIErmvamy8cXUzFkID9+dTt1dtbuC2v2k5Xh5doEZiE6TQNRjL548SjSPMIXl6ztXGsoqOqIjxt/tZKWjgDfvHKcQy2Eez9VzvyKYh5+eyeXP/yPsOnnL64/wJaDp7hq4hAHWhhe/3Qvr3/tYm6fXcZzq/eGzVZsafezZNVe+qd7XPWhMrZ4IIuvshJbfrt6b9htHnu3hoA5U7DWba6bMozBWRk8/o9dYRMvXt50kJq6Rm6/sKzvG9eNqycN5cipFu54Zi03/HIlf9l45v7K6l31PLKsmqvPG5qwyeW9zeMRHv3MVJpaO7jn+Y089FYVL286yHVThpHVzx1JOokgfbUmeV+bPn26WbduXa/u84OaY9z12/VkpHm4pLwQrwh765vZfOAkgzLTeeJz53cWxHTS6l31LHpmLWOKsvnDnbPJtBe/O3CimQX/s4Jzh+XwwpdmuXI+wqPLqnn47Z38/KZJ3DzdGooIBAxf/f1GXqs8zK9um8bCs1wUsLcFAoZFz67lvZ1H+fH1E/nsrJGdP6uu9bHw0RVcO3kYD//bFAdbGV3wuIOVQPLdq8dz6bgiWjv8zH/oPXIHpLP07otc9zfT1NrBVY+sQMQaKq2pa+SWC0oozunP7z7cR05mGkvvuYjsJPsQf3nTQb72eytB6vopw7j/2nMdr4RytkRkvTFmetifJUsgEpEFwCOAF3jKGPNgtO0TEYjASs++76VKDje00O4PUJI3gPFDc7j70jEMcdEaIe9sq+VLz63jojEF3DV3NA2n23nwjR3UN7byt3svoSQ/MbPez5Y/YLjtqdVs3t/AT26YyJwxBSx+qZLlVUdZfFUFd80d7XQTwzrd5ufu5zfw7o46rp08jDmjB+Nr6eCP6/ZztLGVZV+fy2CXDW2FCgQM71UfZfvhU/xp/QF2HW1iWmkuIsL6vSdYsmgGl5QXOt3MqDr8AR58YwdPvb8bESgvGsj/3jo1aReRW7r5EMNz+zsy1J8ISR+IRMQL7AQuBw4Aa4HPGGO2RXpNogJRMnlu1R4eeGMHzW1WNlp5cTY/un4is+yikW5Ve6qFO55ey/bDpzqvdL+7cDyfnz3SNZUJwmn3B/jpa9tZuvlQ51ytkYMH8J9XT+DyCcUOty52rR1+nlqxm3e219LSHmDyiEE88OnzXH3sQ9WdaiEnMz1hJbZUz6RCIJoN3G+MudL+930AxpgHIr1GA5HldJuf5VV1BAwsmDjEVem30RhjeHdHHcurjvLZWSMTsrZTohhj2HWsiex+aRTnuKeXrJSTogWiZBk4HQ7sD/n3AWBm141E5E7gToDS0tK+aZnLZWZ4ucpl91RiISLMH1/M/PHJ05MIEhFGFybHzXGl3CBZsubCXcb/U1fOGPOkMWa6MWZ6YaG7x7OVUkpZkiUQHQBCZ3ONAKJPBVdKKZUUkiUQrQXGisg5IpIB3AIsdbhNSimlekFS3CMyxnSIyD3Am1jp278xxkRfvEMppVRSSIpABGCMeR143el2KKWU6l3JMjSnlFIqRWkgUkop5SgNREoppRylgUgppZSjNBAppZRyVFLUmusJETkKhF8gJjYFQPdrQKtE0nPgDnoenJcK52CkMSZsyZuUDURnS0TWRSrQp/qGngN30PPgvFQ/Bzo0p5RSylEaiJRSSjlKA1FkTzrdAKXnwCX0PDgvpc+B3iNSSinlKO0RKaWUclTSBCIRKRGRv4vIdhHZKiJfs5/PF5G3RaTa/ppnPz/Y3r5RRB7rsq/lIlIlIpvsR1GE9zxfRD4SkRoReVRExH7+EhHZICIdInJTlDb3E5E/2K//UETKuvw8R0QOdm2fG6Xa8ReRUhF5y/59tnU9N26WgufiZ/bvsT10326VpMc/4nYicrvd5moRuf1sj0+PGGOS4gEMBabZ3w8EdgITgJ8Bi+3nFwP/bX+fBVwE3AU81mVfy4HpMbznGmA21gqxbwBX2c+XAZOAJcBNUV7/FeBx+/tbgD90+fkjwPNd2+fGR6odf7sNl9vfZwMDnD7G/4rnArgQWIm1vIsXWAXMc/oYp+DxD7sdkA/ssr/m2d/n9fUxTZoekTHmsDFmg/29D9gODAeuB561N3sWuMHepskY8z7Q0pP3E5GhQI4xZpWxztiSkH3vMcZUAoFudhPatj8B80OuZM4HioG3etK+vpZKx19EJgBpxpi37f01GmOae9JOJ6TSuQAM0B/IAPoB6UBtT9rZV5Lx+EfZ7krgbWPMcWPMCeBtYEFP2nk2kiYQhbK79VOBD4FiY8xhsP5AgLBd2zCetrvC34swFDAca4nyoAP2c/EYDuy329YBNACDRcQDPAR8K879uUKyH3+gHDgpIi+JyEYR+bmIeOPctysk+7kwxqwC/g4cth9vGmO2x7lvxyTR8Y+k87wkYN8xS7pAJCLZwJ+Be40xp3q4m9uMMecBF9uPz4V7qzDPxZtiGGkfXwFeN8bsD/NzV0uR459mv+83gQuAUcAdce7bcalwLkRkDDAeGIH1AXiZiFwS574dkWTHP5JE7jtmSRWIRCQd68T/zhjzkv10rd11DXZh67rbjzHmoP3Vh3WPZoaIeENuGP4I68pgRMjLRgCHumnfT4P7sJ86AJTYP0sDBgHHscZ67xGRPcAvgM+LyIPdHgCHpdDxPwBsNMbssq/O/wpM6/4IuEcKnYsbgdX28Ggj1v2PWd0fAWcl4fGPpPO8xLrvREiaQGR3WX8NbDfGPBzyo6VAMNPjduDlbvaTJiIF9vfpwDXAFmOM3xgzxX583+5a+0Rklv3en+9u38aY7wb3EaZtNwHvGsttxphSY0wZ1lX5EmPM4tiOhDNS6fgDa4E8EQkWYLwM2NbtQXCJFDsX+4C5dlvSgblY91xcK0mPfyRvAleISJ5YWX5X2M/1LeOCLJRYHlhZJwaoBDbZj4VYY/7LgGr7a37Ia/ZgXXU1YkX+CVgZLOvt/WzFylzzRnjP6cAW4GPgMc5MAL7A3l8TUA9sjfD6/sCLQA1W1suoMNvcQXJkzaXU8Qcut9vwEfAMkOH0Mf5XPBdYmXJPYAWfbcDDTh/fFD3+EbcDFtnnpQb4ghPHVCsrKKWUclTSDM0ppZRKTRqIlFJKOUoDkVJKKUdpIFJKKeUoDURKKaUcpYFIqT4mIn57suFWEdksIl+3yz5Fe02ZiNzaV21Uqi9pIFKq75021mTDc7HmMy0EftDNa8oADUQqJek8IqX6mIg0GmOyQ/49CqvaQwEwEngOa7IjwD3GmA9EZDVWTbbdWJWdHwUeBOZhVa3+pTHmiT77JZTqRRqIlOpjXQOR/dwJoALwAQFjTIuIjAVeMMZMF5F5wDeNMdfY298JFBljfiIi/bDW9LnZGLO7T38ZpXpBmtMNUEoBZ6ogpwOPicgUwI+1ZEU4VwCT5Mxqm4OAsVg9JqWSigYipRxmD835sao1/wBrYbjJWPdwIy2mJsBXjTF9X6BSqV6myQpKOciuAP44VuFbg9WzOWyMCWCtTRNcsM+HtSx10JvAl+2qzYhIuYhkoVQS0h6RUn0v014nJh3owEpOCC4n8CvgzyJyM9bKpU3285VAh4hsxqoW/ghWJt0Ge2mAo9jLRyuVbDRZQSmllKN0aE4ppZSjNBAppZRylAYipZRSjtJApJRSylEaiJRSSjlKA5FSSilHaSBSSinlKA1ESimlHPX/M12Z/f8Xd5YAAAAASUVORK5CYII=", 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" ] @@ -423,12 +415,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -459,12 +451,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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TwZlFB1sHspgYLQBYmcAgCBlmKw62D+YwGuWdBvMWiraJqutLld1CzUtsKNUej2YlrJeq7bkAzjDGDra4nwG4l4geIKLX9XBcGs2KkTmeyOPZf2wef/zJHyXaQ9e9AL/zoX2yIGgxm+7xLFRjOXUxm56KnRgr4uhsFacXatgykMPOoTzMDKXu9WnFN5+Yxhs/vh/TZQchA8YHchjvz8lxFLIGKm4gPbCQQarozAzBScnxlOoefudD++TjNJpG1svwvBztvZ0bGGM/AeDnAPw+Ef1UqwcS0euIaB8R7ZuamlrrcWo0HdPo8Xz1wCQ+vu84ykro7eCZMu55+Azu/OZhAEj1eIbytqxcUHUCFFLCcQCXWLt+iLmqh639OZhGBsNFu6mtQjvu+tYR/NsPTuD+x/m1M96XlbXjhgs2irYJ1w8xrUitT0QN6YaLdqq44LHTJdzz8Bk8cHSu43Fozi16bniIyATwywA+1uoxjLET0e9JAJ8GcHWbx97BGNvLGNs7Pj6+1sPVaDrG8yOpcWRoRHvouiI2mCpzL+BLj5wBkO7xDBeVUJvro6+Fx3N+lNMBgC0D3FgUbAO1DsUNrh/iW09MAwA+ue84AGC8P4vxPn6uwYIljd7JhbhUjzA8o0U7tWROqe4lfms0jayHx/NCAI8xxo6n3UlERSLqF38DuAnAQ2mP1Wg2Em6DxyMmXnXnv1CcCeVbeo7HxkI1li239HjGYsOzNTI8ectIrTSQxr4js7JC9veO8HTslv7Y4xnKWzLMp7bdFn+PFO3UHI8wuOK3RtNIN+XUHwXwbQCXENFxInpNdNevoiHMRkQ7iOhz0c2tAL5BRD8C8D0A/8kY+0K3xqnRrBVeQ45HJOFVr6BR6pzmzQwVLLhBiJoXoOK0zvFsH8jBNvklvCXKy+Rto+PCnfc/PgXLIPzaNefJY+P9WWwRhqegGp44XyP+HinaqPsBGGNQ0YZHsxRd20DKGHt5i+OvTjl2EsAt0d+HADy7W+PSaLpFbHgChCGTE69qCCZLDgZyJvpzFk7M11K9GVGter7qoeoGiX49KpkMYc9IAQcny9g6EBkey+h4U+dXD0zhqokR/PyztuOubx1Bf85EzjIacjx8fCfmasiaGTh+iBNzcaiNMe7pZc34fWjDo1kKXatNo1kFT06V8bkHTwGIDQ/AjY00PA2hti0DOTzvEp6PTPNmhgrc8MxVXa5qSwnHCfaMFmFkSEqgOw21nVqo4cCZEm68ZBxX7h5Cf86UBkf8HsxbMhR4Yr6GPZFc+4QMtfHH1b0Q3zk0g+8emgEAlB0v8VujaUSXzNFoVsGHvn0Un3rgOG555na4fhxyqri+zPE0Gp7xvix+5Tm7sP+peewYyjedcyxK7k8uOlF1g/QcDwDcdOlW2CYhk+ElcjoNtf3wqXkAwLUXjMI0MviNa/fIygtP39aPS7cP4IrdQ/JcZcfHaDGL/mwdJUc0p+MG0vECvOMLj4GI8Kn/5ye1x6NZEm14NJpVUPcCuXtf9XiqTiBzPFU1x1N2cMXuIVx53jA+9wfPTT1nXIGgwnM8bTyel161Gy+9are8nbc6U7WJvj0XjPcBAP7k5qfL+4YKthzbE5Nl5biFwYKFksP7COWjcdW9kO/zicrDlevJHJdG04gOtWk0q8D1Q3gBQxiyhOEpO36TnJoxhslFR8qVWzHWZ6Mva+LJqTIcP2wpLkij0KHHc2S6grG+bEuptkCVew8VLBkGLNgm8lEZn7ofYK7qyk2vi9H7XtQej6YF2uPRaFaBExkbNwhlYzaAh5lErkUYgooboOa1FgsIiHgdtkdO8hYIreTUaeQ63MdzZKYqS+y0Q5V7D+ZtDOV5LqmYNZCz+Lq15gZYqHkgIjDG9D4ezZJoj0ejWQXC2LhBmPB4JkvNHTyFlHopwwPwOmyPneatCZbj8eQtA44fIghZ28cdnalgQtkH1ArV6A1HoTZ+nCvgAP6+QsbrvZUdX4bYytrj0bRAGx6NZhU4keFxvBBuEE/2ap0y4fEIwyP23LRjYqwQV6ZehscjHttOUl11fZxZdDryeCwjI/cKDRUsKfUu2rHHc1p5r/NVT4sLNEuiDY9GswrcSFjQ6PGcXog3itaiDaXCC+rE49mjlMNpJy5oRORd2kmqj0ZtEzrxePjr83MO5m0MR625C1lT7t05vZA0POrGWT/Q1as1zWjDo9GsAhlq80MpRwbaezydhtoE7eTUjcRKs9aGR7RNUF+jHSLPo4oLuMfDx3VKMTxzVReluie9Ia1s06ShDY9GswpEfTbHDxIeT8LwuPz4VMmBZZAMV7VjYiwOg63E42mnbBON4vZ0EGoD4rI+QwULg3k1x8OnD/W9TpYceAHDjkG+P0mH2zRpaMOj0awCx4s9HjdgsI0MzAzJvIeZIdQ8PvlOlXiLarHZsx3jfVmZr0mrYN2KvM0v6fahtgrG+mz055Y2gEDscQ0XbAxFoba+bOzxqDmeY7PcqG0f4nksbXg0aWjDo9GsAuHx8P08IWwzg4JtYHIxDqsJefNU2ekozAYISTUPhS1P1cYf205SfXi6ksghLYXwuAbzyj6ebKxqO6OE2o7NRYYn8nh0qE2ThjY8Gs0qSOR4ghCWQShmTWmQtvRnpffRyeZRlfOjcFta64RW5G0Rams94R+dqXac3+GvzxVsOctIqtoitVvJ4T2DiraB47O8jtuOQeHx6L08mma04dFoVoGUU0vDk5EhMiNDGCrEXTqX4/EAwIXjfbAMWpGcuuaG+NaT03jWbfckOpLWvQCnF+sd53cAntsR9eNG+7IgAgYLNkwjA8vgYUPuDdmxxzN0bud43vrvj+C1H9y33sNoyzcOTuOKt967LosDXblAo1kFrmJ4XJ/BMjIyNNafM1GwDZxa4D1r5qsuhqMq0p3wmhvOxw0XjcEyOl8fquKCM6fqWKz7ODpTlbkZ0VJ7OQbwDS98Gl55HX/eSNHGv7zmGlyxewgAkDMNeIGPoYIFxoBHT/NqC9uFx3OOhtqemCrjSaXO3Ubkyaky5qseZitux/m+tUIbHo1mFTRWLhA5HoCrwfI2b1NQdQN4AcNwofMLfKhg45oLRpc1HpF3qbm+bJ89qTSfm4/qqXWirBPsGMonqmhff9GY/DtrGSg5seERPeF2SI/n3Ay11T1eRmgjIzxxtdRTr9CGR6NZIYyxJnGBZZBMxvfnLNmYTRgBUeusW8hQmxdgIfJuplIMz+AyDGA7hKR6qGADSpWe8b4szAyds2VzHI9XJxfh142IaFvurIPh2ZifiEazCVAvWLGPxzIyKIhQW5aH2qpugLkKNwJrNeG3IqdULhDGLml4+DhEBYK1er2hvJV4b305E/0585zN8YhJfSN7PaKdhzY8Gs0mwlU2jIp9PJaRkSVm+nO8dUDNC1YU4loJRoaQNTOoeQHmqiLUppS0EZ7Xmns8cR23nJWBZWTQlzPPWTm1mNRVYcdGQ4faNJpNiHrBun4I1w9gN4gLcrYBxuLd/UNr5Gm0Ix+1RmgXalurkF/OFB6PDRbF2kSiuj9rndM5HiD+vDciwitz16GenjY8Gs0KSYbaeEO4nBV7PH05E4WG3f1r5Wm0Q3QhlaG2smJ4ai5sMyM9ldUiQm2DBUvmePojw9uXM8/ZZnBiUt/IhseJjKPTQePAtUaH2jSaFdLo8TTleHKW3NB5aoFvrBzscqgNiDweJbynejwLVQ9DeQtES5ft6QRhwHg5ncjTyfH3P5Azz1lxgfR4NkGOZz08nq4ZHiK6k4gmiegh5dhtRHSCiPZHP7e0eO7NRHSAiJ4goj/t1hg1mtWQMDxRB1JbyfH0KWVlTs3Xkbfi+mbdJG8ZKDs+FuuxnJpFOue5qrtmwgJAERcULBlGlKG2nIWSs3En3m4Rhkx6wxs7xxMrMntNNz2euwDcnHL8bxhjV0Q/n2u8k4gMAO8F8HMALgXwciK6tIvj1GhWRKrHY2ZkiZuBnCn/PrlQ70mYDeCS6jOLDhgDdg7l4fqhDHnNV701Vdapqjbx/kQ1677suenxqCHYjRxqE/X8zipVG2PsawBmV/DUqwE8wRg7xBhzAfwrgFvXdHAazRrg+EHiby+qTi2qSfdFqjaAh9p6EWYDuDEQob2Lt/YBiMNtCzVvTZV1ItQ2qKjaRKhNyKmFt3WuoPZCmq9tYI/HXz9V23rkeF5PRD+OQnHDKffvBHBMuX08OqbRbCjcJnFBGNVWE/t44hzPfNXrmceTtwy50r54Czc8QlK91uNQVW3Ck+rLxTkuXwk7qSzWPbzvq08gCFdnlBw/wHu/8kRiESAIQ4Z/vP/Jnuylcf0Q7/3KE6h7gZzQgXSPp+r6eO9Xnuhpd9bvHprBVw9MJo6draG2NP4ewIUArgBwCsC7VntCInodEe0jon1TU1OrPZ1G0zFOkC4uePr2flyxewiX7RyQHg+wdps2l0ItKnrx1n4AscczX3PXVNJ99fkj+LnLt8E2M8iaBm6+bBuui8r8jBS5IRItIlQ+/+ApvOMLB7D/2NyqXn/fkTm8854D+N7h5uDK45Ml3P75x/DlR8+s6jU64YGjfBzfOTQjJ3QgfQPpFx46jXfecwA/PrHQ9XEJ3vOVJ/D2zz+WOCbUbGe9nJoxJr8BRPRPAP4j5WEnAOxWbu+KjrU65x0A7gCAvXv3nls+vWZdafR4XJ8bni39OXzm968HgMQk1DOPRzE8T1MMT90LUPfCNR3HTZdtw02XbZO3/+EVz5F/i54/R2crOK+hGrbognpkuorn7BlZ8euLDappFRLmKnzSb9eNda2oROOoukEy1Jbi8RyMioc6Xu8m/LLjNxnB+rkipyai7crNFwN4KOVh3wdwMRGdT0Q2gF8FcHcvxqfRLAcRQurLmpHHw2CbyUtK9T4Gu1ynTSCawQHAeSMF2EYGU2VnzTePLsX5Y9zwHJmuNN0njh2Zab5vOVRdYXiaJ/iFKL9S78EEX4nGUXF8OaEPFyxZDVzl4JkSgN56GlUnaDKCdVFZ/WzyeIjoowBuBDBGRMcBvAXAjUR0BfhWsyMAfid67A4A72eM3cIY84no9QDuAWAAuJMx9nC3xqnRrBS3yfCEsj+NQJVP987jiY3fYN7CeH8WU4uOTHT3ahxb+rPIW4b0blSkx5Ny33IoO3yST/N4xERb74nHE0S/fWnotg7kcGKu1vRY4fH0MrdSdnzUPO6Nie/kWVkyhzH28pTDH2jx2JMAblFufw5Ak9Rao9lISMOTM1H3A/gha6pErOZ4ul2nrfE1B3ImjAxxw5PweHozDt6+u9Dk8TDGcDTydI6u1uNpF2qL3m8vQknC86q4sbhg22AOj50uJSpU170AT81yY5smiOj2+BZrHnKWAcbYuhoeXblAo1khYuLoz5kyxt9oeGwzAzPDvaBe1GkDgHykqhNN58b7s5gqOWveEqETJkaLTeG0qZKDqhsga2ZweLoCxhiqro8Hjy8/2V6J9qKkFSMVHl5vcjz8NaquLw3dtgHeDG9Rya08MVmWPYt6OeGLz0kYYy9gEILCs2ofj0ZztiMmjv6cJSceO6X3Sl7Z3d8L8sqmToBvIn1qtiprtvVKXQcAe8YKODZbS8imRXjtugtHUar7mKt6eNe9j+O//P23lj0Zxx5PSo5Hhtq6P7FKj8cJpKHbFnVhnW8wPIJeGR4vqqoBxJUUVMm39ng0mk2ENDxZU058jTkeIFaZ9bJyAQAMRgbm2gtGUXUD3BfJins1DgA4f7QINwhxcj7OdYjQ241PGwcAHJ4u4z9/fApuEC67jUJbj6eXOR5XqNriHI/weNSyOY9HwgKgd+KCqqtuaG3+TLTh0Wg2EW4QgogbFjEBWmaKx2PHmyx7Qa7B47n+olGYGcLXDk7DNjKJvFO3kZJqRURwZKYCM0P4yaiF9r/94ISs3r3cNgqxqm19Q21VIS5Q5NRbhcejqMkOTpalQeqVnFp8RoDiBbrJJoa9RhsejWaFOH6IrJlB1szIUNKGCLU1eFj9OQt7J4YRhAyDhbWrTN0JE2N8/85hJc9zZKaC3SMFTIwWkSHgEw8cl/ctt2NppY24YL6HoTbp8Siqtu1phudMCZfvHADQO49HhIGB2BgnQm1nU3VqjeZsR+/p2RoAACAASURBVFSjVvfuNO7jAbghyFmZnlSmBuJQmypmuPGSLQD43pJesrU/h5yVwVFF2XZkuoqJ0QJsM4Odw7yIqRjX8g2PkFM3e0piwu/Fil6EsxIeT38yxyMUbZduH4jG1SvDE3+maeFHHWrbYDDGVl1LSrP2tPuf+EG4rKKUYchwaqGGUws1hA3nZYzhzGIdpxZqqZOX44ewTQNZMzYojao2gHs8vQqzidcDkrLp50X5lF6OAwAyGcKekSIOnCnh1EINJ+drODpTkSG4iej3i67k5Rhbhdpa1TUTYaR2qrZe5HjE61ccH3U/gG1mMJi3QBTneJ6cKiNkwNO29cM2Ml03iOI6qSihtrkGL9AySBuejcb7vvokfvHd31jvYWgUpkoOnvEXX8C+I821uWpugL1/9SV84aHTHZ/vbf/5CK67/T5cd/t9ePsXkrWs7vjaIVzz11/Gdbffh1//p+82PdeNQm2ql5NmeIYLNsb7sx2PabWIKtjqaz59Wz92DOZ6Og7BBeNFfP3gNK67/T785NvvQ8UNcOE4NzgXjvfBNjL45St3AUg3IN96chqX33ZPoqGdQOTWGj0lUR4I6G2Op+oGcLwQOTODTIYwkLOkl3Foint9F473wTYzXZ3wn5gs4el//nkcmirLsQFqNQd+bCBnrYucWre+bsOTU2Ucm13dzmrN2jJZqsP1QxycLGPvRLLG18mFGuar3rJ2wx+ermD3SB5+wJo2Mx6fq6FgG7j6/BF8+8kZhCFDJhPnRxw/kDkeQZqq7c9+/hk9WXULdo8U8JHfvgZXKZ8PEeGDv3V1oo5br/izW54hPS4AMI0Mfu5yXt/t9T99EV585U7sGOJhqbRQ2w+OzqHuhTg+V20ynFWlRpofhDAjw6/WJVuPkjkirJq3DOnZCO9sMG8h22XDc3yuBi9gODRVkWMbLlhNobaBvHV2VS44G6g6wbqsBjSt8QMePkgrvihWxMuZ5OerHiZGi6i6QdNqu+4FGMhZeOEztuKrB6ZwplTH9sG8vN/1Q9hmJiEoSBMX7BzKNx3rNj954VjTMVGputfsHingV68+L/W+sb4sxvqycnJO83jEQiKtjXTFDUAEMMbzPYMF/vmLGmlZM9MToy9yPKJIqDA8tpmRc4j4bUdecjcnfE9cJzUPXhSm3Dmcjw1P9NoDeQvTKZ5kt9GhtjZUXB/uMnMGmu4iLqK0lsKTwvAsI3Y+X+VtAkTTMpW6HyJnZWQe4nBD6Rc34IYnaykeT4q4QLM0WdOAbWZku24Vse+n8X/OGEPF8THWx70g9bligt0+mOuNxyNyPK6PqhvIBnmqZ+M2GJ5uLmrV60SMbcdgXnqCwhgP5i2tattoiFXMevxjNOl4HXg8y9kfMR915OzLphieaOUqJMFHG0J4jhfleIz2OR5NZwykGH9A8Xga/uduEMIPGbYOcMNTTlFvbR3Idd3j8YMQjh+iYBtgjH+nVI/HbfB4RHi2ux6PMDyenMd2DOWl8XZkjsc8+9sibDbESmE9YqCadOQFldJSeLmhtjBkvBV0wUJ/zko1PFnLwPbBPGwj01RzTHg89hI5Hk1n9GVNlBv+B2XHx3RU6qfR8IikudiQqf7/RBKdezzdnVir0fm3RPmn2YqbNDxBg8cTSfC7uaCVJXJqLiquj6yZwWjRRsUN4Pqh9AIHtMez8RBJOZ3n2TioK7lGRHvndhPNQs3Dy+/4Do7NVlGq+2CMhxv4ajt5TscLkbcyMDKE3SP5pirLYh+PKqdOy/FoOoMb/+T/QP3MGxuZietzS2R4yk5zqG3bYB5+yOT3phsIAzieYniyZkZ64E70fSEi2EaPcjxVDxXHRzFryg3F8zU3oWpz/d6nE/RV0gbxhdIez8ZBXFBpLYWFx9NOPvvkVBnfPjSD7x+ZlV7TcMFGX9aUXUQFNSVJfP5YsSnUJsUFS8ipNZ3RlzWbxAXiM1f3wwhECCnN45mrerCNjGy/3U2vRxhAYXjmqi5y0XfCNg3ZaE3I7/nx7u7jEYZ2oeah6gQo2IbcULxQ9VDzAhgZQtE2EDLA7/F+RX2VtEF8obTh2TiICyqts2Mcamv9/xKrz8mSIzfT8VAbF3iqE1/dC5CLvJk9UXl/dWXI5dRG0vBoccGKSRN4iPDmheN9Tao2EQpvFWobLFhK07PuXcNiHOORyIGxuF6e6tm4QSC/K1nT6FmOp+L6KNqqx+OhHu01EuPp9Rynr5IW+EEcB9Xigo2DH7YOtYlcQLvVrVhl8v40cUfOvhy/KNUcQ92P1UkTY0XUvRBnFmPpaZqcWud4Vk5fmuGZrmBLfxbbB3NyoSAQHo8oxqk+d77KRSON3Ta7QaUh1AYgoWoT3znHC+VE321Vm6PkeKpugEI2rp4xX/Wi77ahDc9Go6p8UXtVRVazNJ7PPQ7HDxOTiR+EmKmIAohtPJ7ovqmSI8N1g3lbejyqJLfuhXLimhjlyjZVYJAmp84avd+gebYwkJLjOTpTxcRoEUMFGwsNXq7wTkeLNswMJZ47X+WiEfH/62ZYq9oQagOQyPHEHk/S8PTE46lEOR7V46m6UrEp8pO9Xlxrw9MCtcyEG/RebqhJR71AVK9npuLKzo7t5KGq4ZlXQ23ZFqE2aXhEef9K4ly20eDxmNrjWSkix6OGMw/PVDAxVsBQ3moKtYkJv5g10ZdL5ofmax4G87bMtdTcLobaXKFqy8ljaXJqNceT7dE+npLjY6HmoWAbsvPsQs3jZX2sONTW68W1NjwtUAvraVVbMzNlB++572DP1TBqsUhVUi3yO3nLaB9qi+6bLNVjw5PncmogGa5xvFB6MzuGuKT68HQsMHB8fn9WiwvWhP6ciZDxENqd3ziMN358P6ZKDvaMFjFcsLBQ8xCGDF946BS+cXBahriKttGUH5qvuhguWLJE0HI2FTfCGMN7v/KEVE0+cnIRH/v+U/J+UbYn4fGonk2gqNoUw7McL+M/f3wK3z00A4Abjjd/5kH80cd/hPd99YnUxwsRDgCcWqijmDXRnzVhZAhziscjQ209Xlzrq6QFailxbXiaufeRM/hf9z7epPTqNuoFNVeJV8DC8OweybcXF6geT81Ff9aEaWTQF4XaRLgmCBncIJTiAiNDGO/PysmHMcZXsA1yajOjPZ6VIv4Hc1UXf/25R/GlR87g/LEibrhoDIMFG4zxhcHtn38Mf/ulx6XHU8ia6MvG+7D8IMR02cFYf3ZNcjwn5mt45z0H8PkHefHZj3zvKG67+xF5v/B4VMOTVcQFwpsQ8ntxfDmhtnfc8xj+/v4nAQDffnIa//Kdp3DPw6fxji8cSK3orZ676gYoZg0QEcb7sji94MQ5nmg8vZ7jOjI8RLSHiF4Y/Z0novUp+tRD1OZJWtXWjEjC9/oL64Xx6y0oHo8wCLuHC21Xt2K8i3UfZxbrMvzQqGoTOQG1h07Bjr0pYQBVObXYo6FZGcLrPHC6BD9kePMvXIqvvOlGPHv3kGzxMFV2cHyuhqOzVXmN5i3h8fAJ+OR8HV7AMDFakAuH1ajaxP9ceMhzkRxZePvC4xkp2hDrDtGaImslN5CKRcpy5dRzFVcurkRpqD/5uacDaK6oAaBp31LR5t/vPaMFHJ2pRPnLOD+54QwPEf02gE8C+Mfo0C4An+nmoDYCartYbXiaaZyge4UQFwDJHE/s8RQ6UrUBwMEzZaVLp/B4+PsSE1VOEQ7kbUMqqcR5VMOjFW2rQ/wPHjyxACDOqwFxN9WHTiwgCBmmSg4mSw7ylgEjQ+hX9gAJAcjEaFH+/1bTGkF8F0Rod6Ghp03F5TJpy8jICT6WUxsIQt7XywnCFcmpg5Bhse7L7/hUyUGGgCt3DyXer0qj4SlE45qItgWIrQJZY+Oq2n4fwPUAFgGAMXYQwJalnkREdxLRJBE9pBx7JxE9RkQ/JqJPE9FQi+ceIaIHiWg/Ee3r7K2sLcJ9BrThSaPirJPHk8jxJA3PQM7EQM5E3Wu9E1tNoh6ermA42lSXNXnYITY88WpakLcM1ET9Pll3y5A5Hr2HZ3UIgceDxyPDE9XIA2LDs//YvDz2yKlFFLP8/6PmeIQAZGKsuCahNvFcYXCEARLGjKvG+OsUovEIg6fKlR0vSKjaQta6wZ3KYvQ9n6m40uiO9mVxQdTTqLGiBsA9cjXqKz6nPWMFTJddzJTdDS+ndhhjMqZBRCaATjLKdwG4ueHYFwFczhh7FoDHAfy3Ns9/PmPsCsbY3g5ea83ROZ72yHJCPVbDeGFcmFP1eCZLDrYM5GRsvdX/TD3uh0w2TQOQCNeIyUYNteVtQ042InyS9Hi04VkNItT24IkFFG1DbsgE4jbequE5cHoRxchYqaq2w9NV5C0DW5Qcz2oKYcYeT2R4ou+dNDyuLz2KRo9HLEocP2iSUwOdyZjF6wYhw1yVh9zG+7Io2Ca2DmRT+0+5QYhR5fMT4zs/8iJPL9aRtTb2BtL7iejPAOSJ6GcAfALAvy/1JMbY1wDMNhy7lzEmZvTvgIftNiSq4XF7HE7aDJSdZMipV3g+g21kMFiwEiVUxMUYTzStDE9yvGIlDSQnr7RQW8Fu9nhsIwMzQyDSddpWixAXTEZKNjVfJnI8j5xclJN53QvlhCrqvDHGotbaBRDRikNtJ+ZreHKqHL2OyPEkQ221aPFVdQLpUQhDmObxJErmiKR+Bws39Xs+uehEiyxuVCZGi00NDAHA80OMFm2Ij1B6PEr4Ut3Hs+FyPAD+BMAUgAcB/A6AzwF48xq89m8B+HyL+xiAe4noASJ6XbuTENHriGgfEe2bmppag2FxqmqoTVcuaGK9Qm1+GMI0KNFNEeBJ5/H+rAyNtZpoHD/EcMGSF6TYzQ0kwzVCoJBVPJ6cFXs8ssS9FRd91Dme1SFyPEAyzAbE7bzdIMRFW/qkgkyEuEaLNryAYbLk8L0/0QS70pI5t939MP7o4z/iz/VjcYEXhChF332xN0j1eArReHKKiADg3xdH3cdjLcPjafiei0UWwA2PKvEXeAF/LfG5yRyP8rnmzPWTU7ftQEpEBoCHGWNPB/BPa/WiRPTfAfgAPtziITcwxk4Q0RYAXySixyIPqgnG2B0A7gCAvXv3rtmmkorrw8gQl9XqUFsT6yYuCEJYRgZDebtpH894f1auNFvF9OtegILN9zNMl92kx6OU5a9HC4+c2T7HI1au2Si5rFk5IkwFJFfmAG+X3Z81UXJ8TIwVUbRNTJUcFCIPQ3Rc/eqBSRybreKmS3lrbSvySJeb4zkxV5OLDDXUphanFQIkIVcGYo8n2xBqc4OwSU4NdBbiUr/nZxbrmI4WWYDI2TgoOz76svHn5wUsuk74Ak3moGwTW/qzmCw5iQ2kGyrUxhgLABwgovS+tSuAiF4N4BcA/DprkQFmjJ2Ifk8C+DSAq9fq9Tul4vgYyJkg0jmeNKTH0+Mcj+vzC2pQ8XjKDu/6qMb0W0mqxabP8WiXucgdADxcI0rm1KWcuiHU1uDxxDF7QxueVWJkSE6e5zcYHgAYiipNT4wWsCcqYSQm1Gds78eW/iw+8r1jUkotyFnGsj2eqbIjDUtNCbXNVWIjoIoLmjwepVYbwK8TUdsPUD2hpQ2i6vE8MVmGHzJpeMTn1NSyQyzQou93Iat6k7E3mN2IhidiGMDDRPRlIrpb/KzkxYjoZgB/DOCXGGOpOw+JqCj2CRFREcBNAB5Ke2w34XFbs+t9MzYr5XUMtVkGYShvydWnkJkmPZ4WOR6PbwoVF+6QKi5QupDGOZ4Gjyfav+E2GJ6smdGqtjVAGJ49o4Wm+0RYdM9oUU6eYsInIjzvaeP4USQ+aMxlLCfHE4QMM2VHerdCmBAy4Ph8TT5OeFFVN5AGsElOrXo8QbyPZzm5FWF48paBh09yxZ8oz7NHlnJqbtlhmRnp0YvxAXHdwbyiauv1ddw21Bbx5ys5MRF9FMCNAMaI6DiAt4Cr2LLg4TMA+A5j7HeJaAeA9zPGbgGwFcCno/tNAB9hjH1hJWNYDaKU+ILpaY8nhYqTlB33ChFqGy7asjWCaniMKHnTalyOH3CPJ4qRq6G2/oS4oFnVlotaG/N4fZQDMuOQSlZ7PKumP2fi9CLvf9SI+F+dH4XagDhpDgA3XrIFn3jguHyMIGdllqVqm624CBmUUFv83KOKZyHywFXXlx6FkFPnlX08AFBzAwQhSyxUgA5DbVUXAzkTo31ZPHxyEUBcJWFPSvFagF8nthF7kMVUjyezbpULljQ8jLH7V3JixtjLUw5/oMVjTwK4Jfr7EIBnr+Q11xIRt82ahjY8KXTb41ELdKp4AYNp8KRp3eMVqkXVgi39uYThYIzh2GwNIWPYPpST/8usmZGqoDRVG2MsXdUWjacatQ8G4gnENjO6QOga0JczkbeMRPkZgUiU7xktyIldnVBvuHgMRoZgGSTbUANRqM3nE78XhE3fq4Wqh7mqi7xtYOtATn6fvIA/XvWeVemyMExqfqUvm+7xCJl+k5y6oxyPh6GCjfG+LA5Hhk+KK7I8Z9MYavMaQm1q/kwIL7JKyRw3WkyZGd5xt9ssaXiIqIR4344NwAJQYYwNdHNg6434MqllzTUctVdRN8QFj51exM//n2/gi3/4U7hgvC9xn1jJiY2fs0opkfH+rOzXU/dCvP/rh/FXn3sUAHDTpVtxxyv3wvFDDOUt7BzKI0PAaDGeoPpzFoKQoeYF6RtI7Vgx15jjGchb6M/GRkyzMsb7sgi2stTSQ1sHchgqWHIPi2UQRpQc3WDewnP2DKPq+sgok2c+yvG87ytP4NM/PIH73nSjvM/xA9zwjvtkiPXfX38DZipxzyX1uwBATvxA7MXUvVB+T0aKNmwjI3M9WWl4/MTt5YS4RIsH1RirhvW8kQKemk2G2oS4YOtADraZkZ4YAFy8hV9TQ3kLmQxXZDp+iFe8/3u4dMcAbvuly5Yc02rpxOORddmIfxtuBXBtNwe1Eag6PFmtVpfVcNSqDt0QFxyfrSEIGU7O11MNj2VksGs4DwA4NlvFVMmBmeF5HxF+c/wAR2cr6M+aOG+0gJMLtWi8AbL9WbzkObtw+c5BDBeTcmqATxL1lFpt+WjVWHMDGWoUK9x3/cqzYWo59ar5y1svS5RFUnn98y/Cy67aDSIeQvr0710vw0aCv33ZFU0LxZyVQc0NsP/YPA5NV+AHIcxopX9stoZS3ceLrtiBz+w/iYdPLiRW/DU3SAhVjs5UQMS7jNbcQHrY4rvzsqt246qJkSaPRzxuRaE24fFExqZgGwlPrz9nYrqc7FXk+vw6ecV1e/Dci8cSwpeLt/bjk797Ha6ISu7YZgZ1L8D+4/OJCEA3WVZQmnE+A+BnuzSeDYPI8XCPR28gVel2VQdxoaflaXiojZT+ONzwjPVlkclQokTKfNXDeH8W548VZX8l1w+RtQzkLENeeAJhREp1X3p0assDuUfIDeQKVmx63D1SwPbB/Np8AOcw2wfzOC9FWAAAw0UbT9sa1ye+fOdgQkIM8PYVjcZIhNoOR3kQtZOp2Hz5G9fugWUQjsxUMVVWPB43QF3pHHpsroahvAXLINS8QIbQhOEp2CYu3zkon98UajMaQm0dLGoXqi6G8rHH0xiG5CHk5LXiBSFskxtodTyCvRMj0vjaZgbHZqtw/bCpxlu36CTU9svKzQyAvQDqXRvRBoHneMyut6jdjCQNz9obZTHpp0mivSBEX9bEjqEcLINweKaS2Mkt+qDUvRALNQ+DBQtF24xL/Cib+BoZkD15PO4Zmclq0+rmVLGJsM/uRJ+jWU9yloHJRQfHonDUXNWVk7cInV0w3ofdIwUcma5g22Dc0K3q8lDbtoEcnpqtIggZhgo2/JChqixARLmfRhpDbWolc6Azj2euIdSmlhIC+GbUxjlKRAY6wTYyOHCmFD2vN/21OrlqflH52wdwBDzcdlZTdnwUsoaWU6dQ6rLHI5K2NbfZ8PhR7No0Mtg9zEu8T5UcbI8mi0aPZ6zPRiFrSI/H8YOWhqdPaY2QJm4QOZ6q66NU99CXNRO5BM3GJGcZODJTkZPqTNnl2llwj3kgZ2K4YOH8qHKzoYRMax7/LvRlTRRtAxU3wFDBQtXlx8sNIddGpMfjiByPaJfQWUtuXpnaw1DeknkdscgSpOWhRY6nE7JWRsqxe5VW6MTwvJ8x9k31ABFdD2CyO0Naf7xol3HRNrveG30zkvB4upDjEdLXesrnzldyfGLYM1rAkWkeGnnWLh5OyCleyVzVxcVb+tCX5R4PY4x3FTWb1XJAQ44n6leikleMWrnuJ0q8aDYuuYaoxZxS++zITAUTY7wu3J7RIr715AwGcjyU5gUMNTeU34Whgo2Ky0NtcxU3NdTWSDaSU5cbxQUdejy8/hwwqOR4mjyeFOWtu0yPR9CrUFsnI3t3h8fOGoQ+v2Aby25Ru54s1j285O+/lVDedANheCyDuhRqS27cU1EvqIkxvkKdKTtyNWhEKp26F2KhykNtBZu3VJb1sqwWHo/M8XiyQ6NKQVG1lbTh2TQ0/h9nK0nDIzZhTowVUPMCPHpqEbuGeZ5JeDY5y5By7qGCjbxtdhRqW0pOvVTEQGweHS60zvHYZnKfEmNMqj87wTZ7b3haXjlEdB2AnwQwTkRvVO4aAJC+ZDxLEKUy+kSOp8dlYVbKUzNV7Ds6h4dPLqRuwFsrRGXqkaLdHXGByPGkGB5fCSFMjBblIiHZdjiDiuOj5PgYyttyk+Fi3Yt2j6cbnpFI4TZTcVFzg0SdNkANtQVNtbE0G5e8Im12/FAaHtcPcWKuhhdfsRNAvL+l5Pi4cs8wDk9XuJzaDzCQtzAcXVKDeQt5iyvBYsOzRKitwePJdmp4ouocQwULW/pzuO0XL8VNl21LPCbb4NEFIQNjnbfpSBieForCtabdyGwAfeDGqV/5WQTwku4Pbf0QK/pC1oRtGpvG4xGrlW6vWsTnM1LMdsnwJIszqjSG2gTjDRsGzyxy/ctQ5PEA8eqxVaitYJvoy/Lik3W/OdSWS6javJarXM3GQghOzh8roj9nSsNzbK6KkMVlZ9SOp6KsjFC15ayMLNkzXLBlN9pGOXUjRoZgZqhJTt1pqE2EBQej13719edjx1BSPZk1Dfghk03l1LbsnZDdSB5PVLHgfiK6izF2tCej2SCIXu5FEWrbJDke8YXr9qpFXESjxWSF6LViaTl1PJEIkoYnkzA84iIXE04rj0ecZ6rkoO4FiZYIgBJqc7mqbddIuuxXs7EQ/8c9ozyUJr4HcadS/n8USkkvYDhvRITaAtkmOhf9/4cKFvKWiblKDaW6ByNDiY3GjdhmpknVlokqLCy1qBW9f9rtr1FbLJhGnBro3OOJx76RxAVVInongMsASJ0hY+ynuzaqdUZIbwu2kFNvjn08csUTdt/jMTMU1dVae2X9UnJqYUh2DuVhZgh+yGTRRIC3MhDjGsxbUhItJpy0UjyC8ahkvOMFicrVQFxiX+R4BnSOZ1MgjMLEWBGTJUd6EUeiPjbC0xFKyUPTFWl4eOUCvvdrSOZ4LORtQ4ba+rJmaqUFATc8yX084u+lFrWiCZxazLYRtQJ2wY69qE6L1oox7RrObyhxwYcBPAbgfAB/CS6n/n4Xx7TuCOltX1SderPs4xGrFa/L4y07PopZEzmreePaWtBpqM00MtgdTRBjfclQmyijM1ywZWXeTj2e6ZKTqmoDEIdY6jrHs1kQC42J0SJGCjaXU4MLC/qzpsztAXH4ducwL6lUcwM4XhCp2vjkP5i3ULA6/x5kzYyMEqhedLaD60fkeAbbGh5+Trch1N6puEBcD0/b2t+z6E4nhmeUMfYBAB5j7H7G2G8BOGu9HUDxeLIGstbmCbX5UajND7sfahN17NKEF3UvwO2ff1SKNATv//ohvP4jP8AbP74fpxZqTc+Ln99eXGAqq8Y9owX0Z02ZQAZ4qE18BGqOR/RSaaVqA7hUled40ouU5i0DpbqPmhfoHM8mQSwg9owWElXNj8xUpZRaIKoebOnPyTYYNS9A3jKkByxyPDUvwGIH6kbbjL+Py/d4PPTnzMR3vhHV4wFiw9PxPh6TN4Q7b6SwoTaQivoSp4jo5wGcBDDSvSGtP3GOx0Q2ipkyll64cCMhvnDdjtNWVMOTcuH84Kk5/OP9h3D1xAhe8Iyt8vjfffkgGOOG69oLRvHSvbtTz+/46R4PY6xpf8KLrtiJixrquakGgyeE+UQzWxUeT/tQW8nxQYQmVRvAPZ7pqKSKllNvDn7ivGHceMk4nrVrCPcfmMJMxQVjDEemK3L/l+Dmy7ZhsuRgtMgl06W6Bz9kyFkGrjl/BDdeMo6LtvTJHj9lx5MVL1qRMDZm8u+lDE/Z8dG/lEdlJZvKLdfw3Pj0LRgq2D2tS9nJyP4HEQ0C+CMAbwLwfgB/2NVRrTNVxeOxzQwY610pidUQh9q6O9aKE7WMaBEqEMZIbRMchgxlx8eLr+TS1arjNz1PEIfakucOomWjpVQLeNGVO/HmX7g08ThhWIi4cRAFFec6CLWJ/UCLdT891GYZmIzCeDrUtjmYGCvirt+8Gn1ZE8NFG67Pyykdn6smlGwAcM0Fo3jvr/0EMhlCwTZkXbeclcGeUX6eYtZEwTbg+iHmq56seNEKdaGTbTQ8S0z0rdqDpJ1fXHdudP13anh+6dk78Be/eClsg+BFi+xu0/YTIyIDwMWMsf8AsADg+V0f0QZA9XjUYn6dyhPXizjU1v0cT38u9ngavUHh8qste6teAMYg62BVUsrhCFqF2oTxXyppKgzGYFT2XfQimZVy6vY5nvg86R6PqPmlQ22bD5HP+fHxBYQMTQVFVfKWIRcrTeWTotvTZQeXbOtveq5KwstRjEGrULWK4y897zS20ZY5nmX2h7IMvsgOQtb1Sutt3xFjLACQ1tDtrKbi8tWukaE4cbcJ8jzrEWpL8wbFSIDw7QAAIABJREFUBTCvlCYRqp6Rog3LoKb8j4rs/NjgTXUqExWThFAC5awMiIDZqM9Ko0xaJbkRtflxBdvATDQZ6VDb5kP07/nBU3MA4v06aeRtQ+aDWm0mnqm4S3q+wjBYBiVq+3Xi8ThRNfV2rDbHIxALul5Edzq5cr5JRO8B8DEAshYLY+wHXRvVOlNxfLlKXk6nwPXGi0JRfpe/OBVF1QZwQ6OuyoTLP6+E2mQbgayJgm1KrzKNVqo2X15Q7VdjwuMRyWAi7vXMVZb2eBKy7BahNhGJ0IZn8zHSJwzPPID2Hk/BNmSDtUZBivB4GFva822szyboRDErqqR3cn4Zalup4THi6E6+y8VpOrlyroh+v1U5xnAWK9uqbiA79sU9yTf+Xh4ho+62Fl9VtQH8C68GG6ThqTYbnv5cVOW3bY5niVDbEheUmBTUTXcF2+hITj1StJEhIGTp4gI15KJzPJsP4fHsf2oOfVkTo0W75WPzliG99laVyoGlFyCyTE7DOWwzg8V66+sA4IVy20mp+fmTla47vU4aEfJrLwhxfK6Krzw2iZsv357ahny1dNKB9JzI66iUFY9H7greDB5PQ8mMbsAYUwxPMqkpEAULkx6PqOJroZA1ZY21NJwWHo94f+YSrQgaQ20A700vRAHtQhdGhjAaSarTcjyFxISjczybDeHxLNZ9XLZjoK1SNW8bUga9GsPTWCZHkDUNuH77yh+iY247YlVbch9f4+sthTBUXhDiwOkS/vyzD+PZu4e6YniWHBkRbSWiDxDR56PblxLRa9Z8JBuIqutLJVTs8Wx8wyP273TT46l7IULGJ3L5hW/wTKSqTcnxqDWteF+TNh6Pn16dOk6adpjjUSoPqAZjqdCFKDuft9NDbQIdatt89GdNGaptF2YDkv/rnJkeagM6MDwNXUcFnXQ3dts0LlTPAyiGR4TaViAuALgqVpyr3daD1dCJSbwLwD0AdkS3Hwfwhq6MZoNQcQI5UXVavnwj4PYg1BY3vjJaVtgVBmOuRaitYJuyOkQjQcikx9YoLug0hCDGpYYoikqn0KUu5LibaZqqzYzGQEueR7PxICIMRwuSdsICILlYadUiAwD6skvs4zHTDU/H4oIlJv8mOfUqxQVuEMqwXbe+452cdYwx9nEAIQAwxnwAHSU8iOhOIpokooeUYyNE9EUiOhj9Hm7x3FdFjzlIRK/q5PXWiqq7OcUFQkbdTXGByM0U24XaZI5H8XgUcUEx29rjEXmdvqwJL2By7w6wglBbQQ21tZ5EGhEeT6vKBQAPs230DcWadISkes/oEh6PslhpJacGOsnxxG0ZkseXllPXo3I9bc/fEHmQ1alXkeMR42pX5WM1dHLWChGNggsKQETXgu/p6YS7ANzccOxPAXyZMXYxgC9HtxMQ0QiAtwC4BsDVAN7SykB1A75BMsrxNNRB2siIL1w3x1pOGB7+9WkUAQjDs1j3peEo1T0Qcc+jYLfO8YhzCW9FPXccQugs1Dashtqi/2eGljZcIqaddtGJ8JsWFmxehOFZqmdVItTWokUGsPR3odseT2M6QBYJXUWOZyOE2t4I4G4AFxLRNwH8M4D/2snJGWNfAzDbcPhWAB+M/v4ggBelPPVnAXyRMTbLGJsD8EU0G7CuUXF9uULObiKPR4zR76LhqTix59KY1BSoCsDFSGCwWPfRZ5t8Q2fWbKlqE+2uhbdSUwyPLysXdLiBVPV4ZDMwY0lPRRie9A2kfJLR+Z3Ny7D0eDoPtTW2PVDvW7JkThs59VLziuMHS3odrXI8y93wrhoeseDrVqitE1XbD4joeQAuAUAADjDGvCWe1o6tjLFT0d+nAWxNecxOAMeU28ejYz2h6gSysGTjruCNjAi1dVPVJkJkxawpPYcmcYESPpiveRgu2rLaAYC2cmrxhReGJ+HxyJVce8MhVrTbBuI9OYUGlWI7REn84UKz1FZMQNrj2bzsHMrzVtJ97dVaqnKtUQmp3rd0yZzWcup2hkfkO9NyjSpElGjf4nW4360RuY8nIS5YJ8NDRDkAvwfgBvBw29eJ6B8YY6tuxMIYY0S0qlmSiF4H4HUAcN555612SHD9EG4QKivkzePxiBpt3Qy1qSKBMPJAWuV4AN5B8XwUUarHNa0KWRNVL0AYssRObkAxPFHHRVVS7XYYarvuglHc/frr8YztA/JYowfbjudfsgV3v/761FCMWOlqKfXm5feffxF+9ardS3q+bUNtZuc5nlYej2lk4IesZQFimeDvYLGk5otWKi4QJXa8SFxgZKhtVezV0MlZ/xm8Cdy7Abwn+vtDq3jNM0S0HQCi35MpjzkBQC1dvCs61gRj7A7G2F7G2N7x8fFVDItTVVb0wOYSF3hh90Nti4rhaS0uiL0U0UGRezx8si7afPd/WqM3YWjSPB4hmlgq1EZEeNauocQx6fF0ELPOZJqfLxCTkW4Ct3kZzFu4oKGieRpikUHUbDQyGULOyiBnZZac4MVzGxc9othtqzYmMsHfwWIpaxpNRYJXlePxlpZxr4ZOznw5Y+w1jLGvRD+/DW58VsrdAIRK7VUAPpvymHsA3EREw5Go4KboWNcRxSuLDZULNpO4oJuhNrERdCBnNZVjFzh+iOHIcIjW2CWlb4lI9KeVzWkMtannXun+BABNHuxKEXmfpcIrms2PaHWda5EXzFvGklJqQCmZ0/DdM6JQWNDK8Cwjwa96PF4QwsgQjCVENI00igvW2/D8IFKyAQCI6BoA+zo5ORF9FMC3AVxCRMejjadvB/AzRHQQwAuj2yCivUT0fgBgjM0CeBt4p9PvA3hrdKzriHL9cU4gWtUvIXvcCPSiZE6p7ss9LCLc0PjZOF6IrVF+RZTNUTs1CiOQVihUGB6RX1FDbaIWnbmEx5OGMHarlYfGoTZteM52CtG130rOXLDNjjzfVnJq4bm3ul7FomspOTXAv9dqjme5+R1ArdXGuKihS4o2oLNabc8B8C0ieiq6fR6AA0T0IHia5lmtnsgYa1XZ+gUpj90H4LXK7TsB3NnB+NaUzezxxOKCbhoeT+5haadqG+/P4rHTJWl4eKdGvjoURj3d4+HnSpVTr7AUCBBvIF3txSSSyp2sdDWbG/E9bbXvK2dlZEi+Ha3k1OaaejxGYgPpcsNs/ByicgH3eDoxeCulE8PTMxnzRkBukFR2qAMbr3LBlx45gw995yju+s2rZBjAXaPW1989NIN33fs4Pvzb1zR9gUuK59KqgGrdC7Ft0MBAzpSbSLnBijyebLPHc9vdD2PbYE4qjYbSPJ7VhNqWIS5oh/B4BvLa4znbEXu2WhmeYtZcUkoNtBEXZEQyP/16XY6kWe0G7AXhihZnzTmedfR4GGNHozzLbvXxZ2tbBHVnPtAsVdwo/PDYHO5/fApewKQaxZfJxdUZyX1H5/C9I7NYqHkYa5CclpVcTSZDqaXdhZs+VLAxX/PgRiso0cJXrCTLiqT6nodPY/dIAbdewSszpcqpVxFqizcEr87w7BzK4623XoZbLt++qvNoNj55u/135k9ufnrHRgFI83j47SU9ng48D9vMxJULfLYij0csskXJnG5VLQA6k1O/DcCrATyJqHoBzuK2CGJHfWNRyY2mahPjqXlxL5y4EdzqPB4hmU4L2akiASC97IdITA4VLMxXvbi+W/Q84TGJzzoMGabLDvKWEavaRKjNX5tQW0HZQLoaiAivvG5iVefQbA7yMseT/p25/qKxjs4jrs/G756RieXLaYjraqkST/zcmcR1u5KogKUoeLstLugkXvBSABcyxtrX7z5LqDTIqYENbnjcQOZD3DVqfV12eF5GyDJVFusedo/EO77VpKaAd03MSI+nLCXYIsfDLyThXS7UPHgBw1TJiUvmiMoFSmkd8b5W0pa3sc2FRrMU4nu62lxHq+rU1pI5nuWE2gxMRy0WVprjsWWojW8gbazWsJZ0MrqHAKRvajgLaQy1AZ2Vtug1wsgkSsqsUahNrJzSBBXNHo/R1DeHd000MJS3sFB1sRhJsKWqrcHjmSrzPjklx8d81QVRLC5Qw3grbXAFQDb2W2oXuEYjyJq8ZfpqJ+BW4gIjChm3WijWvWWIC6y4xcKa5Hj8pTufroZOPJ7bAfwwqjDtiIOMsV/q2qjWEaG0Ur9sWcvYcOICYQjVBL1sBLdKcUH7UJuXSKhmU/JfaqhtTgm1Cemp9HiisU8uyq8Vjs3WkDUzsA1+0as5nrj4ofZ4NN2HiJC3jI5CXe1oLaduLy5YnscT51pdf2Uej5EhZEjUagvXN8cDXsjzfwJ4EFFrhLOZqusjbxmJzVcb0+Npbg/tyw2kYaIMx79+7ynsGi7ghovjmPRDJxbwzSem8TvPu7Dp3OUWhkd0H1U9Hjv6wn/0e09h60AWP3XxOPyQIWsaMDOExbqHhVrcfRTgF4mRIdmTZ6ocV186NldFzuIb9nKmkXx/YQgzQytqRyAWErqHjmY5FOzVG57WHk9ncurOcjyGompjK1qcAdzrkeKCdd7HU2WM/Z+ujWCDUXGDRO8WID2Psd54MsfTXMuMMf5lFrmQd9/3BC7fOZAwPJ/dfwIf+MZhvO6nLmiayEVorNHwVNwAIUtunsxaBkp1D2/7j0dw7QWjuPaCUQA8Lj7WlwdjwPcP872/QlxARCgoXUinSqrHU1X2T2Qa5NQrU+sAXIH3yuv24MZLtqzo+Zpzk1+96jxctmNg6Qe2YfdIHrc8cxuunhhJHFdDW2k4y5VTR49faY4H4Itsz2ddL5nTieH5OhHdDl7qRg21nbVy6sZNYbmUPMZ6I4xMWqgN4Ht5xIKl6vpyI6dAtLDmG8WShlaExtwGcUHczC0ZavvBU/Nw/RClupeoL/Xcp3FD9x8/5sXIVYNVtOPWCKrhWaz7srp0zjKa+vGsRFggeOutl6/4uZpzkzf97CWrPkfWNPC+X39O0/GlPJ76MuTUfHEc7+NZafV0y8z0pGROJ6O7Mvp9rXLsrJVTV5SWCIKslUnsOdkICCNTSwm1AdwwCYNScQIZ7hKICb3s+E2Gp1WOR9RpUw1IzjJkGLJU95W9Bwa29Odw2Y4BPHxyEUCylUAha8gqEVMlBzuH8ji1UEPI4tBCzjLkxSfGs5KkqUazETGNJXI8yxEXRKE2xlhUMmdl14llUCwu6KKqrZMNpM/v2qtvQHjb6+QHnrMMTJc3lprcUeTUAjcIkSEgZLEREm0eGj0eYbCqTgAohXpFHgdoNjxqZWqBuirihicZHrjxknE8fHIRtpFJGLiibcq6eJMlB1sHsnCDEFMlRz4ua2YaSuasPNSm0Ww0rCU3kAawjM6Kfcr2LUEIz2crXqBZUT573YuEEtFWIvoAEX0+un1pVOzzrKTiBrKgpKAx5LMRUDeQCvyASfWW9IgiwySqRAtE6LDSUKiz5gXyQmjt8SRDbeJ3qe41SUBFTqWxmnOxwePZ0p/DFtn5My5VkqxcsLpQm0azkZAbSFvIqTtpey1Qu5DyDaQrz/FU3QCMdVeI08mZ7wJvSbAjuv04gDd0a0DrTcXx0dcgLsg1rLw3AmmhNi8IZRFLcb8wLHUvTLwH4Zk0VogWeRyguQKCCMENNOzjAXjztLLjN9WXunL3EPpzZlM156JtyteeKjsY7882tZzOWwYcL8TBMyU8fHKBlwfSHo/mLEFUpw7a1GrrdPJXG1a6K6xODXCPR0Q8Vqvma0fLd0VEYqYYY4x9HJGUmjHmA9hYs/AaUnX8phzPhvZ4Iq+BMQY/ZHKPjIgbq4ZFDbeJ99NYIXpRMTyNG1FLDRUIAOCiLX141q5BXHneEEIGzEZFQUVC1DQy+KVn78AztiWVQYWsiaoTwPEDzFc9bniiunBik2fOyqDuB/jDj+/Hmz7xY/irFBdoNBsJQzaCa+3x/N/2zj1Isvq6799zH/2c1+7M7C6P3ZldngJJoM0KkI0EEkayKMWSYnBhKcIvhYgKiShZcXBSJbkUKxVbZSpRiEOI7MRRSSSOAFklI2HkEkKW9TBvhACxwC67y7I7OzvP7pl7+97+5Y/f73f717ff09O3m+nzqZqantv38es7t++55/y+55x2b/5mU8Zu5kJdh7CiDE+/xAU/AbAfQIGIJqHqtKnePEs9G1GfKfhhnTkea+BUbfFQmjY0uViozTQsi2s+do3LPjn688Q9Hh1OA2orF9QTF9xy9Tn4xFX7cM9PjgAATimFmhki+MMPvblGsp1Xcmo9d7ZjNB0ZQzPUdmxhDfMFHxnXwpnjGZ7jYbYMbitxQQfzLFGLklLYVdqBa1tYVkKkfuXx6DvFpyCl1OcQ0Q8ATAO4vmcj6jNFP6iZ48m6NtaDsGFv9H4QVS7QFWmVkcg1CLUB7Xk8pnqvdo4ngEXVBVQBmZejjZE2JOYXpt45y6UcFLwwklJPVxmeiqptvuCr8ZZxbHGtp+4/wyRJywRSowBwK6rmeDZYuQCQczz6HtCvygXTRPQp9fp+AA9AGiMPsnPo0z0bVZ/wAvm0ENfAp10bQkgPoJdPAZ0QVS5QHo9WsWVjobYqj8c0PGqOJy4uWDHneGKhtlVP9uKpZ0i04ZlXdddaXbRSXBDg5LKsWiANT3Wmdrw448tzBVyye7zpfhnmjUKrBNL1oNy2pNkMtfkbrE4NyOoKep63X+ICG1JoOwogD2mkbAA5tWzLoUu4xJ/o9Y1wkMJtcVWbH/N4dMFQM5S2ZCjbIlVb3OMx53hiIYBl1X20Hnr5qdXaUFs9cikHQgBHFtYAADtGM5G4QBstvY/L926PPiOH2pitQjseT6ZTj6cUdjfHY1uR2rRfobbjQojP9ezIA0jUEqFGXFD5pyLbvOPg4fkCltZKmMimsGcy13TdbqhULoiH2pyq903DslAn1Baf41k25njqhdri6jTNWJNQWz10WaInXl0AAEyOpCIjWhEXyN8fuXwPHn91AaVQRM2zGOaNTpRAGjM8J1fWsWM0Ay8oY6zF/UajH9aKqqxVNwmk0T77JC4YjMmMBNE38Wzc41E3wrUWyrbjS2u46gsPA5BPMz+8/T3YMZbZ/IGi1uMJInFBd6o2Hd8lqp/H06jV70hkeKTH02ouRpfF+ebTx7FrTIoGdo6lkXYsTI3I96ZGUkg5Fq4+fwd2b8/h5bkCUqxqY7YITiSnrnzPXppbxbV3fA9f/WdXdCQuSNny+7YUCQM27vFo+jXHc03PjjqgNOr4126o7bSaCL/2op146GcncPDkak8MT1gW0A9JWtXWKNSmDctkPhWF2sKyqGuYAOnV5FI2wrKoo2oLsKvB56kNtTW/aN938S58+Xcugx+UMTuVV2N38K1PvhNnTmQBAB+9fAbXvGknxnMuZifzeHmuwKE2ZsugPZ7A8HieO76MspAGyOskj0cZiYMnVwEAZ23LbmhMZoiul6G2hp9KCHG6Z0cdUPxQ3qTjShIdamuVy6O9kKvOnwYAvDJf2OwhVh0HMDwelQuQjcmpi36AjGthez4VeTzm5yj41Z9pZb2E0YwTVamtfq9xqC2fsmFRxfi2+sK4toV3njeNa960E+dMV2r27JseqSSQpmzsVUZpRoUtOdTGbBXcqBFc5Xt26JS8Z8yteB3m8ch9vXBiBQAwO5nf2JiqDE9/KxdsKkR0ARE9afwsE9FtsXWuJqIlY53PJDE27fHEJ+YqHk9zw6O9iD3bc0g5Fg7PF3swyur8miiPJ6gfaiv4AfIpBxM5t67hKcaKn2rlmq5Sa7LSRFxARBhJOygLGWbcbAOhDdBGM7IZZtCIEkiN79khdc+QhqeTygXye/9zZXhmNji/bKrh+t2PZ1MRQrwA4FIAICIbwDFIuXac7wshPpDk2LywfhnyyONp0QxOeyJpx8LM9lz09LLZ6OMQNVa1RR6PFyKXtjGRS+HIaXlRm58jXnVbejUuVr2gyvDo4qHxmmsmoxkXy+tBT56UZtQTnH5KZJg3Ok6dDqSH5w2Pp9R5rbZXTxcxNZJq+IDYiqTmePr9Lb4GwEtCiMN9HgeAyg097vHof37LUJsRqpuZzONQr0JtyiCMZdzI49FPTbrTpjYaq57yeLJuNPFY5fHUhNpkOE13ItTIUhyiYagNqOTy9MLw7NWGZ4P5CQwzaFiq1bQpp37llHw4PLniYT0I27756/WE2HiYDai+92X6MceTEDcCuKfBe+8goqeI6FtEdHESgzE9FpN2Q226cVrKsbB3KofD80WUG2j0u0HXUJvIuVgrhSgbYoFKyRwtHgiRS9l1Q20p26qTQGrM8RhPYst1KlPHGYtaW2/+BXvmRAauTQOTwMswm4FjW1F16lUviMQ5J5bXUQpF2zd/02DMdGF4BkHV1lOIKAXgVwD8fp23HwcwI4RYJaLrAHwdwHkN9nMzgJsBYM+ePV2NKWpiFvtna3m110LVpj2ElC09Hi8o48TKOs4Y35jCpNVxxpXG3wvK0cWbS9eWzBlJO5jIyTyZ9VIYqfO251NR0qxm1Qswmnbh2lZVkVCtjhtt0tlQh+F6ccE6toU7P7IfF+zckrnLzJDiWBRVp9Zhtj3bczi6ID2fdr9Ljm3BsQhBWWC2i/xB0/D0shJ8Pz2e9wN4XAhxIv6GEGJZCLGqXj8AwCWiqXo7EULcLYQ4IIQ4MD093dWAolBb3ONx9BxPe6o26fHIp45XejDPo4+jPYy1UhgZiZyr5dTK4/Gkx6ON1PJaKerNvj2fqlsyZyTjwHWoao5Ht6mOV3Uw6WWoDZASbC29ZpitgDYWAHBIhdnePrs9Spfo5Luk1+3mO6JD2SnbgtVGA7qN0k/D8+toEGYjol2kCoIR0WWQ45zv9YD8oJGcWiWQ+q1UbRXDo1UlvVC2RR5PThqToh/UhNp8w+PJpx1sy8mkzMW1UiRImBxJqaZPctuwLFD0w7pzPHouKN/E46kYHg6HMUw7OLYVpULoOeEDs9ui9zv5Lun71mbM8fRSSg30KdRGRHkA1wL458ayTwCAEOIuyOrXtxBRAGANwI1C3x17iNfI42kzgVR7Iq5tYeeozLrvhcBAH0d7Meul0MjjiXk8fhjJqQFgoeBXhdrCsojyBXSdtpG0NDxVHo/fjsej53j6PXXIMG8MHIui7+rh+QJ2jKarpNDxQrnNkEaqhJmp7kNtvZzfAfpkeIQQBQCTsWV3Ga/vBHBn0uNqJC6wLYJrU8tQm+nxWBZhT48k1aXYHE/RD6vGbluVMFnBC5BLV0Jti2ulSFwwmU9H62RcOxIQjGVc1QK3EobTc0FteTw9vmgZZqsQD7XNTuajFvBAZx5P2rUwmU81LGvVDpHh6XHUgu8QBn5YBlFFX2+ScWQX0uX1En7/vmdq8l8Aw2OyKy6vjttuhL8/eAr/45GXa8cZ83jW/DC6eF3bgmtLwxOEZXhBucrjWSqWIgM6qWqi6TCa/kwjGUfto+JkduLx9FKGyTBbCce2olSIQ/MFzEzmMD1SKUvV6RzPRhNHNTpBu9dRCzY8Bn4gy4nX6zeTdm2sl8p49NBp3POTV/HY4YW62wMVw7NjLI35grfh8dz3xDH8p+/8vOFxqsQFoQ7zEVxLSqF1ORwpp9ZzPNWhNqBiVE6o3jhTI+maUJuucBCv3G0yxh4Pw3SEY1NUnfp0wceOsTTGsk4U7u/ku/RrB3bjo5fPdDUefdx2G9BtlL7JqQeRZtVgM64FrxRGuTCLRb9mnVJYhmNRpAaRXtLGe/h4QRkFP0TBC6pCXHrSX3sxa0aozbGtqNyNDpXl0w7yKRuuTVgslqJ9TWrDo8JoOiw4OyVL/vhVczzKiKUbezO6gR6LCximPbScOiwLBGWBlG2DiDA9ku644+7H37mv6/FE4oIed/rlR1MDLygj1eCmmVHtr7Xh0VUATPxYy9mMa7VMOm06HrWtTiozjwMYobZSJdSWivT85cig5FLyYh7PprBQlHJqImBbXofapIE6NF9EPmVjeiStEkir5dStEjhZXMAwneFYUtUWzdEqDydqipjwd8lNSNXGdwgDv4XHs14qR57OQqHW8JTCcpWLmnFtBGVRVQSwE/Sc0dxKteHRcy+muKAUGKE224IfiMigaE9kIudiac2XLXUdKwqbRR7PfAEzk3kQkUogrczxyAoIzR3kXufxMMxWw7GluCAepq8YnmSjB67Dhidx/JjhMMk4Ntb8EIvK01lcqw21xVszt1tctBGeEgHEDY/ONzLl1DpObFuElAq1VTweZXiysmzOmh8i49pRF1BtoA7PFzGrpJj1EkjzTYQFgKlq41Abw7SDllN7sRxCrWzrRE69GWhxQSchvo3AhsegWeOlbCoWaivWejzxOaJ2a7w1HI8yWCfjhieMiQv8Sp91IopCbZU5HjkOXa9tvRQi49iRQSp4AYKwjCOni1HyWb0E0lwTKTXAoTaG6RQdaovnEPbL40kqgZTvEAbNPJ60EgpUPJ56oTZRHWprs6p1I3RtuEahtqwSDBRVyRzd0VCH2iqqNh1qS2FprYT1oIyMa0UGqeCHOLa4puo8ScNTM8fjt+HxpB1cuGsUF+ziemoM0w6OLT0e/ZCnb/hv27MNM5O5SECUFEnl8bCqzUDLqetRUbXJEFs9VZsfhFWNytJR59LNDbV5xnxO1rWjUj76onFtLS6IeTxZFwtFX3o8ro2MY4NISqV1A6rZqYrHY+bxyJpvzS8XyyJ8+7Z3beizMswwYlvVczza8Fx1/jS+96/fnfh4kqpcwB6PgReUG57wjCsTSCM5dQNVW1xcAHQfapuro2rTYbVsShoec35J5+BUCntWxAVFP8TKegkZ14ZlEXKujYIfVqTUKgHNtS2EZRH1Cln1gsiAMQyzObh2/VBbv0g5nECaOK08nvWgbHg8DUJtdq3h8VqU2mlEY1VbxcDlUo6UU4flyNvS3kpU2FOFyMZVEumJZS+atMylHRT9AIfmC8il7Ci2rKvURp1M/aClx8MwTGcpHK9DAAAYQUlEQVTYSlxQ8Xj6+3DHJXP6QNxjMck4NgpegOX1AEQy1BZv8laTx+N0GWpTntLJlfWG48y4tqpcIKJjO6pkTsGXbagdtXxCqeBeX1qPjOJI2kHBkx6PllIDlUnGSl+fsGmdNoZhOseNy6n77PFwHk8fkOKCxgmk2gM5ayKLsgBWY71s4uIEXSm621DbqVVp5F5fWkcpLKNkeDdZ14pCbVpcoIUBRa/aWOjWCGtK1QbI5NLXFtfw4snVqgZSbmR4dF+f1uIChmE6w7FkrTY/rHQF7ic8x9MHmsmpTT29Vn7FJdXxUF3Ux2cDhkcI2a5gPOsiLAscnFvFVV/4Lr722NEqjyefdrCyXkIQVo6tlTLL66WqeRlTIaM/z+RIGo8eXsDRhTWcb3T3dA2Pp1wWKJZay6kZhukMXZ1aK1j77fHk0zbSjoWpkXTrlbuA7yQGTRNIjYSqmckc/u6gnOfZvb3x9hU5deehNu3tnL0ti6W1Eu597Ci8oIyjC0V4hpDg7G05PPja65hUhT2BSg7Oq6eL2L2t4sXohFPz8/zJDZfghddXYJGUcGq0R+UHZawHIYQAezwMs8k0klP3i1zKwXc+dRV2jWdar9wFbHgMvCbiAjMbX3s88eoFtSVz9BxP5x6PNjy7t+Xw7GvLuO+JYwCAhWIJJWOce6dyOF3wMV/wq/J4glDg0KkC3v+WM6J9Vns88vNMj6YjQYGJ/hxVFRDY42GYTcW2LOnxDMgcDwDs3t5da4V26P+nHCCayqmNC0LnuizUCbWZ4oJ0F3JqrYQ7e1sWQEXZtlQswQ8rFRJmlBE8eGKlKo9nftXDQrFUNW8zknaiXkOtYrh6X75Z5Zo9HobZVHTO3SAZniQYjk/ZBkJIZUm6gceTNW66e1U9s6Viex6Pvqg6Qcd8teHRLK75SlxQ3V+94IdVcmpdtWDG6L9ORJHX06pZWzTHE4ioQRzLqRlmc7FVW4RBkVMnBRsehVZvNZNTAwCRnFcBanN54qE6meTZXahtWz6FfMqGRcD+PRNYLJaqxAUzdZRopte1dyoPEz3Pk23hvURzPGG5kg/ECaQMs6m4toWS2RaBPZ7hQk/utRIXjGVcWdk5ZddUL4jnARFR1DK7U3SoLePa2DmWwSW7JzA7lY8MjzYuGdfGGWoi0Ay1afbE4rW6E2mmxQVePcdTaSjHMMzmEU8g7becOin4TqLQyZqNXF0dNtOhqolcqsbjKYW14gTdx6fj8RhPQP/hn7wFYxkXX3vsKJbWShjLulUGbmYyh+NL65HB0QmjZ4xnasqb6yTSVmXPzQTSSgUEvlwYZjNxtZw6CKu6F291hsO8tkG7Ho++ccsWA5U5niAsoyyqw1x6uw15PKVKzPeKfZO46MwxTORcrHoBin5QNc69RmFP8/fsZB5xxnPtGR4zj6dS841DbQyzmdiW/J6tNckh3Ir07ZMS0SEieoaIniSiR+u8T0T0RSI6SERPE9H+Xo6nlatb8XhS6rdbFWprZLhky+yNeDzKAzPUZ9rbOrnsVY1zZrLa8KSU56Obupno6gWtGkxFqrbAqPnGoTaG2VR0CkTRC4dG0Qb0P9T2biHEqQbvvR/AeerncgD/Tf3uCa3kjDoEF4Xasik8v7Qcva/bRMe3TztWV+IC8ylowih5YxqeSvO26lBbPY9He2ytuoSmjCKhBZ89HobpBfo7W4hFMbY6g/xJPwjgfwvJjwBMENEZrTbaKK1UJfFQ23jOxZLh8XhRrSWq2a47w2OUvDEqD6Sq8ooqrQzM3zP1DE+ncmpV8822aKhCAQyTBDrUVvSHy+Pp5ycVAP6GiB4jopvrvH8WgCPG30fVsp7QyuPRoSndWmAiK9tICyE9nUZy7GwHhscLQvze157Ca4trhtihNtQGVM8lzWyXBsaxqlVt9UJt4x2G2kphGategFzKjipXMwyzOejvatEPhiaHB+hvqO1KIcQxItoB4CEiel4I8UinO1FG62YA2LNnz4YH06os+UjawW//4l6896Kd8u+ME5W6yLh2w+0zroVTq0HN/urx4olV/OWjR3FgdnvF4zHneLKp6HW8Cvat7z4X7zxvCgBw5blT+Ojle3Du9EjNMX7hnEn86v6zceGusaZjqVQuECj6ASvaGKYH2JY2POHQSKmBPhoeIcQx9fskEd0P4DIApuE5BmC38ffZall8P3cDuBsADhw4IOLvt0s0md/gqYOI8Jl/fFH0d6UAaFhleLpRtWl59up6gLLypMzxjBseTzyk9+n3XRC93jc9gs9/+C11jzE1ksaf/NolLccSyamDsurFMzxPYwyTFK6KUhS8AKMZt8XaW4e+mFgiyhPRqH4N4L0Afhpb7RsAblLqtisALAkhjvdqTJ1mDlfaWsvtdMO02jweG+ttdiDVRUdX1oO64oKxjBM9IfU6Hmx2IC16ASvaGKYHmB7PMM2h9utushPA/WrOwAHwVSHEt4noEwAghLgLwAMArgNwEEARwG/1ckCt8njixCtPa0Ph1gm1tZtAqouOrnolZFVoKx2rhDCedXG64Pfe8Jh5PH7IijaG6QGRnHrIxAV9MTxCiJcB1MR7lMHRrwWAf5HUmKJGTG3GWbPa41HejPZ44kVG0x2UzNFFR1fWA1gWIeVYNRP6E8rwxEN6m42uYq3neHaO9rY/B8MMI44Rahsmj2d4PmkLokZMbbZ8jYfaGosL7MiotUJ7PCvrAbxSue6FqOd5ev10RERVLbS5Fw/DbD7a4wnKYqg8nuH5pC3otEhfOhZqaywukN1Aw3Jr3YMWF6x4QaSWi6NzeXrt8chjEPygjPmCj/EsGx6G2WwcozbbMMmp2fAoWsmp42ijsFaqDrXV83iAimquGYtRqK0EL6g/2ahL3iThlruOhbkVD0trpbpVEBiG6Q7HeIAcJjn18HzSFrSSU8fRcmqd6KlDdTUej6M9o9bhNl37bVWp2pqG2hLxeCy8eHIVQP3yOwzDdIdreDwcahtCKqGy9rLzK6q26jmeuLHIdND+esEQF8g5nnqhtpQaZ+//dSnbwktzyvDUqYLAMEx32FWhtuG5HQ/PJ22Bp9pWt1sWJm5QmlWnBiohuWZECaReIENtdYQOEwmJC/Qx/KBc1XWVYZjNoyrUxoZn+PCDco0Uuhk1hqdJ5QK93pHTxWguKE65LLBY9EEkDc9ag4SyJA2P9v7OHM+27N/DMEznOBxqG268oNy2lBowQm1BrHJBnQRSADi54uGaO76H+x4/Wnd/K16AsgB2jcl8mdMFv26obbdqZT01kqp5b7OJGspxmI1heoJjs+EZavygtm11M8xabXp7oH7JHAB47vgy/KCMk8te3f0tqTDbbhXSmlv16no8+/dsww9ufw/O3THa9lg3SrP2CgzDdI9OIAVYTj2U+EG5oycOXVkgLi6IixO04Xn++AoAoODXn+vRwoKzt2cBSIFBo2ZtZ01k2x5nN2gjupcND8P0BPZ4hhyZN9PZE0fG6C7qhwIpu1acoENtL7yuDI9Xv0WCllLvNibx+61y0YVCZyY51MYwvaAqgZTzeIaPTj0eoLrlgR+U60qxdUhOy5J1G+k4OnlUz+EAA2B4tMczxR4Pw/QCVrUNOX7YneEpNdheh9oCVTKn6NUPtS1GczyVMFq/Y76ubYGo2hgyDLN5OJzHM9x0Ki4AqlseNPKY4i2mG3k8lTmeyk2+VXvqXpN1bZZSM0wPGVY5NVd+VHhBGfl8Z6fDbPLmh+W61QTiN+1iA3HBYrGEsYwTFQEF+u/xfPKXzotCgAzDbD7DGmpjw6PYkMdj9NppFKoz3eeUbTUWFxR9TORSyKVsWASURfstGnrFOdMjfT0+w2x1uDr1kLMRcUE6HmqrY7iIKDI+5+8aaRJqK2FbzgURYSRd232UYZitB8uphxxZDbpDOXUb4gK9HhFw4a6xxuKCtRLGVcuD0YwMtw3TExDDDCNmAim3RRhCvA3Kqb2guccj17Nw5ngW2/OppnLqbaoO22iGPR6GGQZsi6BT/9jjGUL8Bo3XmlGVQBrUFxcAUh02M5lDPuVgvVS/G+lisRQJCyLD0+c5HoZheo+e5xmmB00WFyiu2DeJ83Z2NpmeTVWH2vLp+qfz4+/ch51jGRyeLwAAin4QhdMAabSW1krYnk8DgDHHw6E2htnqOJaFUtj5g+8bGTY8irtvOtDxNhnXjvrsNAvV/dMrZgAAX/3xqwCkpNo0PPMFWTh0x5g0PJU5nuG5EBlmWNEeD4famLbIqCKhQggpp24xOZhPSw8mLqnWFaunR7Th4TkehhkWtLJtmCIcid/ZiGg3EX2XiH5GRM8S0SfrrHM1ES0R0ZPq5zNJj7MddPVoLyg3VbVpcilpUAoxZdvcijI8oyrUFs3xDM+FyDDDiq2UbcPk8fQj1BYA+F0hxONENArgMSJ6SAjxs9h63xdCfKAP42sbXZXAK5XbSkDNp5THE1O2za1Wh9rGONTGMEODaxNsS/4MC4nf2YQQx4UQj6vXKwCeA3BW0uPYDCpdSEOUQhG1EWhETokGin6AowtFfPPp1wBUQm2TNeICNjwMs9VxbBqqHB6gz3M8RDQL4G0Aflzn7XcQ0VNE9C0iurjJPm4mokeJ6NG5ubkejbQ+ZhfSVS+IQmmNiDweL8SXf3gYt371CRT9AHOr69iWcyNX+5LdE7hw1yh2qjbYDMNsXRzLGrrUib59WiIaAXAvgNuEEMuxtx8HMCOEuATAfwHw9Ub7EULcLYQ4IIQ4MD093bsB10GH2k6uePCDMnaoOZpG5A2P58TyOgDg1dNFzK140fwOAFy6ewLfvu1dDeXZDMNsHRyLPZ5EICIX0uh8RQhxX/x9IcSyEGJVvX4AgEtEUwkPsyU61HbkdBEAqoxHPfKGuEDP6xw6VcDJFQ87Rtm7YZhhxLZoqIQFQH9UbQTgzwA8J4S4o8E6u9R6IKLLIMc5n9wo20N7PEdOrwGoyKEbkU1V5NRayXZovtbjYRhmeHBta+gMTz9iOb8I4GMAniGiJ9WyfwtgDwAIIe4CcD2AW4goALAG4EYhRG2dmT6jDc+rbXo8KceSrRH8sGJ4ThXY8DDMEGNbNFQ5PEAfDI8Q4u8ANJV/CSHuBHBnMiPaOFGobUEannbCZbm0jaU1Hwuq1fUzx5bgBeWW3hLDMFsT1yaIIcvl59nrLqiE2opI2RbGsq1PZz7l4PC8NFS2RXjuuNRVsMfDMMPJjtEMgnK538NIFDY8XaANz+vL6zhzPAui1glguZQdGZ43nzWOp44sAkBLRRzDMFuTL9zwVgzeREJvGS7/bpPJqAlBIYCpNg1HLu3gtSUpRrhsdlu0nD0ehhlOciln6FIn2PB0QcaopdauxzKStqOnm7fPbo+Ws+FhGGZYYMPTBabhaddwmNUN/tGM9HhStoXxrNtoE4ZhmC3FcPl3m4xtEVybUApF26o0XTZnW87F5Egak/kUMq7d1vwQwzDMVoANT5dkHBulMGjf41GxXC293jedr9sKm2EYZqvChqdL0q6NFS9oe45HezzaUH3+w29BedgkLQzDDDVseLpEJ5F2Osej1z9/52hvBsYwDDOgsLigS7JutQfTCt3+mlVsDMMMK2x4ukQr26baFBdoj4cTRhmGGVbY8HRJxpVSaFNa3QzdXZQ9HoZhhhU2PF2Sce2OjEhOiwu4KCjDMEMKiwu65KZ3zGLVK7W9/uX7JvGbvzCL/TPbWq/MMAyzBWHD0yXXXrSzo/XHsy7+4Fcu7tFoGIZhBh8OtTEMwzCJwoaHYRiGSRQ2PAzDMEyisOFhGIZhEoUND8MwDJMobHgYhmGYRGHDwzAMwyQKGx6GYRgmUdjwMAzDMInChodhGIZJFBJbqPslEc0BONzFLqYAnNqk4TD14XPce/gc9x4+x+0xI4SYji/cUoanW4joUSHEgX6PYyvD57j38DnuPXyOu4NDbQzDMEyisOFhGIZhEoUNTzV393sAQwCf497D57j38DnuAp7jYRiGYRKFPR6GYRgmUQba8BDRbiL6LhH9jIieJaJPquXbieghInpR/d6mll9IRD8kIo+IPh3b1yEieoaIniSiR5sc85eJ6AUiOkhEtxvLb1XLBBFNNdl+LxH9WK37f4koFXv/V9U+BkIRM0jn2Hj/i0S02mT7zxPRkUbr8Dlueh1/X237JBG9RkRfb7D9V9T2PyWiPyciVy3/IBE9rY9PRFduxjnqlj6d4z8nopNE9NPY8hvUGMrNrsGNjG3LIIQY2B8AZwDYr16PAvg5gIsA/DGA29Xy2wH8kXq9A8DbAXwewKdj+zoEYKrF8WwALwHYByAF4CkAF6n33gZgttV+APwlgBvV67sA3GK8NwrgEQA/AnCg3+d30M6xev8AgC8DWG2yjyvUuGvW4XPc+hwb690L4KYG+7gOAKmfe/R1DGAElRD9WwE83+/z249zrNZ7F4D9AH4aW/4mABcAeLjZNbiRsW2Vn4H2eIQQx4UQj6vXKwCeA3AWgA8C+Au12l8A+JBa56QQ4h8AlDZ4yMsAHBRCvCyE8AH8H3UsCCGeEEIcarYxERGA9wD4Wnxsin8P4I8ArG9wfJvOIJ1jIrIBfAHA77UY84+EEMcbvM3nuMk51hDRGOS1WtfjEUI8IBQAfgLgbLV8VS0DgDyAgZgk7sM5hhDiEQCn6yx/TgjxQhu76NnYBp2BNjwmRDQL6XX8GMBO48bzOoCdbexCAPgbInqMiG5usM5ZAI4Yfx9Vy9plEsCiECKIb09E+wHsFkL8dQf7S5QBOMe3AvhGE6PSFD7HEe1cxx8C8LdCiOUW43UBfAzAt41lHyai5wH8NYDfbmPMiZLQOd4MNjK2LYHT7wG0AxGNQIYFbhNCLEvHQiKEEETUzlPXlUKIY0S0A8BDRPS8emLpOURkAbgDwG8mcbyN0O9zTERnArgBwNWdj57P8QaG8+sAvtTGen8K4BEhxPeNsd4P4H4iehekh/lLGzh+Txiwc9w2HYxtSzDwHo964roXwFeEEPepxSeI6Az1/hkATrbajxDimPp9EsD9AC5TE5J6ovUTAI4B2G1sdrZa1mx8D6rtvwRgHsAEEWmDrrcfBfBmAA8T0SHIOYpvNJt4TJIBOcdvA3AugIPqHOXUxLhtbP+5Jofnc9zmdUxSHHMZpMeil5nXsV72WQDTAD7VYCyPANhHTcQ2SZLwOd7I+P6n2v6BjY5tqzDQHo+aM/kzAM8JIe4w3voGgN8A8B/V779qsZ88AEsIsaJevxfA54QQRwBcaqznADiPiPZCflFvBPCRZvsWQrwvdqzvArgeMq7+GwD+SgixBFlUUK/zMOSkYUPFTFIMyjkWQjwLYJex3qoQ4lz1Z7R9I/gcd3QdXw/gm0KIaB6sznX8cQDvA3CNEKJsLD8XwEvqCX0/gDTkA1dfSfocbwQhxG/FFnU0ti1FJ0qEpH8AXAkZb30awJPq5zrIuZS/BfAigO8A2K7W3wUZz14GsKhej0Gqe55SP88C+HdNjnkdpCLmJXM9AP9K7S8A8BqALzXYfh/kZOxBAP8PQLrOOg9jcBRXA3OOY+s0U7X9sTpuWf3+Az7H7Z9jdW5+ucWYA7WtHu9n1PJ/o479JIAfQoalhvUc3wPgOKQI4CiA31HLP6z+9gCcAPBgg+07Glu/z/Fm/nDlAoZhGCZRBn6Oh2EYhtlasOFhGIZhEoUND8MwDJMobHgYhmGYRGHDwzAMwyQKGx6GSQAiClXy4LNE9BQR/a6qttBsm1kiappHxjBvRNjwMEwyrAkhLhVCXAzgWgDvB/DZFtvMokUCM8O8EeE8HoZJAFWJYcT4ex+Af4CstjAD2Qoir96+VQjx90T0I8gS+69AVi/+ImSW+9WQFQP+qxDivyf2IRhmk2DDwzAJEDc8atkiZN+WFQBlIcQ6EZ0H4B4hxAEiuhqy7M8H1Po3A9ghhPhDIkoD+AGAG4QQryT6YRimSwa6VhvDDAkugDuJ6FIAIYDzG6z3XgBvJaLr1d/jAM6D9IgY5g0DGx6G6QMq1BZCViT+LGRNr0sg510bNbEjAP9SCPFgIoNkmB7B4gKGSRgimoZsi36nkLHucQDHhawC/THI1tWADMGNGps+COAWVf4fRHS+qqDMMG8o2ONhmGTIEtGTkGG1AFJMoMv3/ymAe4noJshOnwW1/GkAIRE9BeB/AfjPkEq3x1UbgDlUt1ZnmDcELC5gGIZhEoVDbQzDMEyisOFhGIZhEoUND8MwDJMobHgYhmGYRGHDwzAMwyQKGx6GYRgmUdjwMAzDMInChodhGIZJlP8P/dkUeHBntK4AAAAASUVORK5CYII=", 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", 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" ] @@ -520,12 +512,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -559,12 +551,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -586,7 +578,7 @@ "\n", "1. Data collected at the same time of the week throughout the year is positively correlated.\n", "2. There is a seasonal component to the correlation.\n", - " * As the lags move out towards the summer (lag approximately 4300) the data is less correlated positively correlated.\n", + " * As the lags move out towards the summer (lag approximately 4300) the data is less positively correlated.\n", " * Returning to the winter months the data returns to a high positive correlation" ] }, @@ -615,12 +607,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -651,7 +643,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The application of time series models such as ARIMA and SARIMA models requires that the features being forecast is stationary. This means that the statistical properties of the series remain constant over time namely, mean, variance, autocorrelation etc.\n", + "The application of time series models such as ARIMA and SARIMA models require that the features being forecast are stationary. This means that the statistical properties of the series remain constant over time namely, mean, variance, autocorrelation etc.\n", "\n", "If a dataset is not stationary, stationarity can be achieved through the application of differencing. This entails the subtraction of a time series by a lagged version of the series.\n", "\n", @@ -662,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -673,7 +665,7 @@ "data| -8.708512 3.644531e-14 1 -3.430817 -2.861747 -2...\n" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -686,7 +678,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As indicated by the stationary column in the above graph, the endogenous series can be deemed stationary based on the application of the Augmented Dickey Fuller test. As such time series differencing as required by ARIMA models is not required for this use case." + "As indicated by the stationary column in the above graph, the endogenous series can be deemed stationary based on the application of the Augmented Dickey Fuller test. As such, time series differencing as required by ARIMA models is not needed for this use case." ] }, { @@ -707,7 +699,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Throughout this demonstration a number of models are tested to show how they can be used in the prediction of bike shares within the TFL bike sharing network. These models are\n", + "Throughout this demonstration, a number of models are tested to show how they can be used in the prediction of bike shares within the TFL bike sharing network. These models are\n", "\n", "1. AutoRegressive (AR) Model\n", "2. AutoRegressive Moving Average (ARMA) Model \n", @@ -733,7 +725,7 @@ "2. Plot the first week of predicted values to show the short term horizon of predictions.\n", "3. Plot the difference between the predicted and true values for the first week of predictions in order to discern how the predictions deviate away from the initial fit.\n", "\n", - "To achieve the above the following functions are generated within utils.q\n", + "To achieve the above, the following functions are generated within utils.q\n", "\n", "| Function | Purpose |\n", "|:---------------------|:----------|\n", @@ -768,12 +760,12 @@ "source": [ "**Fit an AR Model**\n", "\n", - "Based on the partial autocorrelation analysis produced above 6 lagged values are used in generation of the AR model below." + "Based on the partial autocorrelation analysis produced above, 6 lagged values are used in generation of the AR model below." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -804,7 +796,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -813,7 +805,7 @@ "3202.544 2337.913 1931.225 1673.096 1332.973\n" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -831,7 +823,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -840,7 +832,7 @@ "\"The RMSLE is: 0.9345107\"\n" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -851,12 +843,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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lSSmlngCe2eL4GPCyNtdcCVzZ4vhdwNlR93Gx4Rip973vfQ3Ha7Ua6XSSCxM5rGVK9ymFG3ZNPKkEfvCO7agXY057r/8inNUbUXVScWIRccUVV7Bz507OPfdcLrjgAl7ykpfwlre8hWc84xns3r2bs8+u2+FPfvKTfPSjHwVou21HAh8sV0/Ky/0vN1VigsVHnLS2YwCzfdG2GwAnbIFZbroCDv0m2jY3PgNe+Ym2//7EJz7BAw88wL333sutt97Kq171Kh544AG2bdu2oOKEF5deemnLbTsS+EDFuMKMEw39TjypBD5YDLpPesf0nLhGagngOc95Dtu2bet4TqdtOxL4oMEjWUaTfZyTToKVhzgXY66R6h3pduIaqQ4ez2LB2ZoDIJPJYHmonWLR3k3Wb9uOBB0Qt7pPKWixbUr37S5jVWKCxUectPYSMFJJTGoRMTQ0xPR069IlGzZs4MiRI4yNjVEqlfjud78LdN62I4EP4hROTO6Dj62Ch78bbbsQbyA8wcpDnIyBM/5SiZE6IbBmzRouvPBCzj77bD7wgQ80/C+bzfKRj3yE5z73ubz61a/m6U9/uvu/dtt2JPBBnCvM8T3243++r/N5YZDQfQmCwIoxhum0ndB9Jw6uu+66tv+77LLLuOyyyxYcb7dtRwIfdCNAmNxn183LD7X+fzprP5YmYX4C+laF62MrLFdVYoLeYFHovt4JJxJPKsHKRYNHEvDm/fIr4bZ/av9/7+r1wK+Dte2HxJNKEASLou5L6L4ECaJHNyvM+UkoTnRoO8Z4VyKcSBAEcaYsqN7TfYmRSrByYXUx2ataZ8PWjSH54Ufh639k1nbiSSXwQ8NYjLgIrCucSOi+RcMy3nW+K5yQn7ubyV5ZnY1UN8rBsR1w7PHO7+0+T4zUCY+7r+lc3Tyh+1YOCoUCY2NjJ9yErZRibGyMQqHQ664sLrpJclRW5xu+G0OiVHwGMMHKwuR++M5l8Mj32p/TDWPgB6v3RuqEUvdt2bKFffv2cSLu2lsoFNiyZYv/iSsJ3RgSq9aZOulm9WoFoRITdd8JDatiP9Yq7c/pZiw+fgsMrodNC2qBN7adGKnFQTab9S1DlGAFoRt1nx/d15UnZXW+JjFSKw9jO23Kbsv5wa5z9xWLaVFz0wftPr3+C23a7r1w4oQyUglOMHST5BgoJhXUAPp5aQndt+LwuQuhOg9/ORGslJYzTjoaqS7GuVUx89IS4USCBDEg7ArT2c+po7fTpQHsGO/yGLCgbe+/B776OqiWg12XIF5U5+3H408Eu875/Y2p54ALJsuQMUiEEwkSxICwXL1znSnFEmdMKmjb+++GnT+G+ePBrksQL9Y+zX7ce2ew69yxGBM97Ec9L4GySImRSrByoaz6zRXEIzGJA3RNJcalHEy2nV+SWLPdfnzyF8Gui30sGgqEkrJICRLEAGVBKlN/HuQ6v2savJ1qwH4FkaCHWBlDkl+15KANwcGAOxgoAyPVTRV0q2aWapF4UgkSxACrBulc/bkpTLyRrhKFY6xmYbLyTrD4cH6XajHYdUYLpi7zAU3GYrJVR4IEMSC0JxUwWB0qUdhgYkjnwlXKgITuW2pwxlRgTyfggimu8l+JJ5UgQQxQtfqWGlHTfd1UhfAVTuj2Utlwkw50NrDTh+v7YSVYHISlYeMW8SgfFWsinEgQCcpzdlJeqfWuvycslGVP9BCDum8RhBOpTDgvza9Pn3k2fOqcYO0m6A5WSE/KZNHRIJwIWPLNVGmaCCcSdIW7vgR3Xg23/WOve7K0oBSkHboviLovoOw38piUnmjS2S6EEx2uK8/Yj5X5YG0nCA+T3yXsdd7FWOQ5ewndtzJQmYfv/T9QnOxRB6TejwR1WLX4PKk4q1m4MakQdJ9JDMPB0UeDtZ0gPMIaKVcI42NI0iHGudOuSfWTxEgtcxy8H371Rdj7y968v6Ngq51AVQaqZfj+h2CuQ9Kq9+YNJZwwjQOEyPLvNJk4/0tlwwsnOvV95BT78chDwdpOEB5hBS2mYzGsJ2XVfAygNmBJWaRlDpOBFCcy2khVS715/17g6MPwi6tg923tz4lTONF1gVkTTyrThXCiw3WrT7UfDz8YrO0E4WHiEbWC6VhMh1CxOuebMAaJJ7XM0WvZbzpvP55InpQpDdIN3dfJQ+pG3adqgGpPs0QhQTeZrBJPavEQdo4wlaCHGudOjcpEgr7yEXaVFBVORE/KqDp0SLov8PYIERuSbiTororMoO+ddntNEC1MPNyW1xnGR7thDBLhxAmAsEHRyKCFE51K7q80KIPJ2ArJ1QeVoEft7XjpvjjKIoWVQycIDxPvvOV1pjGpEHSf0WIsoftWBkyyyX/5RfjoSDyGxHnf2gnkSRmrnjKN55sgUExKgtfu8zMSbp5UNibJclI6adFhktbQCu7v6VP9JIy6z2RB447FRDixvGEZTAx3ft5+PPSbGN5fT5InUkzKdDJOdSOcMPBG0rkQhsSHqvTmScVRBd01kgGNa4LwCF0WyWQxVgvJGARIFE48qWUOkwlzywX2Y9D9ZEzgTDYn0kZ3Jjd9Q0wqak/Km3AbsQLPlaBn4hFOhJ0wE4RH6LJIJpScCqfuM6F9nXGeGKllDpOBNLjefgy6n0yQ9z+R6D5TqsLh6oPEAoJw9d14O74xqVx44URHLzDkhJkgPEKXRQpYcSIuWjspi7TMYbQi0f+LI+HXpftOIOGE6WZwcXlS3Xg7fn1vqDhhdaZj2l1rMvEkdN/iwf09OqQetIJJKCHOce4KJ8S83YiR6dk7ryQEoYdmj0T//u5eNcvIk7rvevivj8PWF8CW8+2V2nmXmF9vKp/tJiblJ+OWlN3v0HEjPwm6h8IxXcmaqB5NzkkQLZrVoGnDqdd0nDu5kqEWND5tSyoxUsseJjkQcQarl6Nw4oH/gIk98MBhuPda+1gYIxWL6smQ7pO0rXqKWlbs9aRA1yA0NVIBvMCE7ls8LMirMzVShhL0MOPcNB+wh/EoWAS6T0TSIvJrEfmufj0qIreIyOP6cbXn3A+JyA4ReVRELvIcP09EfqP/92mRHpr1VjBKLPWupCJewS5HIzWva+4F3anUQdDCm5HTIJZtOFJdeFLtrvPGpDqd1wpGFdwTdd+iw3vPh4ob+RSBlTQg4dR9fpVVVrqRAi4HHva8vgL4kVJqO/Aj/RoRORN4M3AWcDFwlYjLcXwOuBTYrv8uXoR+m8MkJtVQRifiycFV9y0jum/uOIycHP56U3VfKLrPYNHh3LySDl/qxk+Cnuoix8tIgp54UouGsBVKTL0dZ8EUh3Cih6IJiNlIicgW4FXAv3gOvwa4Rj+/Bnit5/j1SqmSUmoXsAN4johsAoaVUncopRTwFc81SwNG2413YaSuej786l/a/9+Z9JaTJzU3BqdeWH+d6Qt2fdByMaHUfT7SXOnWk2rTJzcHK+biuAndt3gIW6HEJJTgxo1SwcaKKRuxwj2pfwL+B+D95jYopQ4C6EetzWYzsNdz3j59bLN+3nx8AUTkUhG5S0TuOnr0aDSfwARBMrf9zmuFsR1wfFf7/y83T8qq2XtvrT4VVp1iHxtcF7wN8P/OUyE2PTRVPYX1pPy8HW/FCee9jNsOEh9NhBOLhob7P+JFhxVSxBOE1u4hYjNSIvJq4IhS6m7TS1ocUx2OLzyo1BeUUucrpc5fty7gpNcNjOTQXk46RBmdjvSNbs+qQG0ZxBnmJwAFfaOw/RX2saDyeSPVUy1cTTOTYLVVg1QqpCcVVDgRZlLzEZRAEpNaTDRskhnE2zGl5FLBRTzGdF9vJQBxqvsuBH5fRH4XKADDIvI14LCIbFJKHdRUnqPJ3gd4gxRbgAP6+JYWx5cOTCdMB6F2zzQwUgCVOUgPB2u/E449DkObID8YXZuOaKJ/FJ73D/bzB/4jWBumk3Eqbd/AkQerNVffjSfV1kg1S9BDxDBMxmJC9y0enAWTVY0pbhSC7jONX65Uuk8p9SGl1Bal1FZsQcSPlVJvBW4EHK3xJcC39fMbgTeLSF5EtmELJH6pKcFpEXmeVvW93XPN0oDpyrvVcz+Y7CfTYKQi3EJeKfjn8+Efz4qWGnJ20+0btR/TueCelB/d5y3nEpYG8ZvoJWV7U3Em8/r1o921JmMxEU4sHpQKp9Y0EgjVPEYqDgn6CqX7OuATwMtF5HHg5fo1SqkHgW8ADwHfB96vlPuNvxdbfLED2AnctNid7oggsl8IRrMEjXdVZs3b9sP0IfuxOAG/+UZ07Xo9KdBGKmA8zc+QeAtjBlU9BVFUBTaAeqO5Tu13I0E3Gi8eAx8k+TNBa0wfglv+0l/KHdeiI7S6b3nkSS1KMq9S6lbgVv18DHhZm/OuBK5scfwu4Oz4etglTCsUOAhkpEzk7TF5UuMescbB++CZb46m3bkx+9ExUpm8rUxUypz/No3rhKJBTCToVjgD2DAO/IQTMW0z4h2nS2ClvOyx44fw83+C894Bo9tan9OQDhFmweRHPXdB95kIhHqIpHZfFAhK90UdY/AaqfKcedt+8CoKS1PRtduK7oNgEnpfus/jSUk6hpvXE5MK4+l0at8xImESkYPEpPzOS2AG04LEzjiP2tsJq+4zGisrWN13QiEoJRd1noTXSEWZKzW+yx78o0+FYoRGav647SXkh+zXYYyUsYw7HTxuZJSbUrO9vqCKKpPFSjPdF0qxZToWE4Vf1zCKYVrhttMw/T3DlOgKIm/vIRIjFQVMK3K7zwNMDL2sZnF8F4xsgf410XtSfaN1ai+ji2MG2Q/LVyHnpfti8KScenpBg9UmnlQz3Req7z4b2YWhnhK0hmluWhhPyliCLjEyBomRWv4wVeA4iFo44W0vSiM1vgtWb4PCcLSeVHEC+lbXX7ueVADxhN8N5hVOhFY9GUjQwwarnTY6nRMqEdlwLIaZMBO0htFOyypkcnaAuJEErN2XVJw4gWC6InEQVy02iNhI7YHVWyE/HK0nVZyyDZ+DrmJSfp5UXDXNauHiAA3joAcSdKU09RSi5FKC1vBjO7r6PQPEjeIc5z1EslVHFDCRoIfOkwoonIjKSFk1W4U3uMF+XZqOpl2wSyI5yj4ISfcZTgzd0H1GE0PATQ9NKg90I0H3G4tO2853nsSkuocf29FspOIoXRRqweSdkyw7dtuq7UQ4sQIQZ4HZoMKJqCad+XFAwcDa6Om+0pTtnTnoiu7zE07EJM31StAD50k5z3sgQXeL1yZ0X2Tw2/LC+Y5T3RQ79okxdiNBb37equ0eIjFSUcCIkvMOiKg9qRpkCvbzqLaQnz1mP/avgfwIVOeja7s4CYWR+uswnpQx3ReiKkSg1WsqnKKqU/sLJOhB2vfzMB0jlQgnIoNpOkQoT8pE3q7C0dqmStPESK0AmOZJOD92HMIJl76JaNKZ00bK8aQgOm9qQUxK37yBJOg+k3GDcCKO6tA1TzJvCM+4U/sLJOhRxqSa207ovq5hmg4RKibliDIMxA1hae3m583vfwKWRVp5MM1lCDMxmKq1HE8qqknH9aTW1qm50mT37VaKNq3XQPdpAxuI7jMsLSTp4DSIierJlaB3I5wwpPuirMfWvFdVQvd1Dz9vp5liDTUW/RZMotV9URupWs+roCdGKgqYVpwIk5xpkifR4ElFRMl5PSkn6TYK8YSjEoyd7vN4Ut2ULmoXCwgrQTcSTtQAqQeso1SDqi4mzASt4eftdLPoMKWew6j7TMRciXBihcCkUnlDbkoYT6rDNd6YVGSelFNfb020dF+xhZGKg+5zJ4Yw3o6hIelWgt7JC3TiXZ3O69S+b7wrofsig7EEPaaySKHVfQHGYg+RGKkoYKQGq4WT/RqJMqoeIxVhTKowYhsQl+6LwkhpyrDBSIWh+/zUfZ6tOlLpzuqodm03P29u3129hhA2dGzbqhvX5mt82/f7XhJ1X+TwU+BGIUH3E06FUvcZjMVE3bdCYLraceMAIcoimQonolT39a+1n0fpSTlxLW9MKqMnzCjpvgbhhISn+zoJM8JUs2iQoPusXl26L0pPqpnuS4xU13ANiWkcMGIJeljq2diTSui+5Q/T5E/HY4i6zE2DJxURfTN3zI5HgS1Bh6XpSRkn8wbh6vIRqm8AACAASURBVAPQIHHEAVwDGMKT8qWeEk8qcvhK0B3qOQYJulNyKYy6zzQmlXhSKwCmBWZDFZg08aSseGJSjiflCieijEm1SuYN4AX6Sq2bhBOxqJ7iigOoen4XxCRBT9R9kcF0LIaKSZmqWPV4iXycJ8KJlQHTrR3C0H3GMakIy9xYFkzug6GN9utMzjaCkQgnWnhSLt0XwJMyTeZ1KpVHTYM4EvSuCsx2Wr2GjUkFlUMnRqprBM2TirIIrDvOU/GMc2UlEvQVgcDCiagDp1U96Ug0RurIQ3bsaMsF9WNRFZktTdk3U26wfiwOuq+rZN6AhiSu3JRuJOjGybyJkeoafmKVbnLTTGOM3Wx6CJ37ntB9KwBxStBNhROpjH0TRGGknrzDfjz1t+rHoqrfV5yy6UPv6iwU3We4wnTjRmENSbs8qVrMOVhhY1KGxjuMV5+gNUwl6KkuylwZ0X2JcCJBOxgl3Kn4Kk641FMmGnXfnp/D8GZYdUr9WJSeVH6k8VgqZfc9UrrPkaB3UXHCr32H7gu7evVLoIxD3ef0NRNCxJOgNUwNSZxlrsKMc2U4FhNPagUgaMWJMBOmX7wrzLYR7XDwfth8XqO3UxiOqOLENOQHFx5P5yPePt5Lg8Swe65Vq++GGmjREUCC3lUyr6knFaDtBK1hSj13E5Nqu/dYM90XE2PQQyRGKgqY1tfKdONJdTKAmu5LZaKhb0rTjfs9gU3RRUH3lWfqakEvMrlwFSd8hRNhaBBTQxKTcMKbg9XpvE7tG0vQE7qva5iKeGLZxLJJ3RdHFfRE3bcCYJoVnu6m4kSnskgRG6nKHGQHGo/lRyKi+6YbRRMO0rlgdJ+fNHdBQDlqGsQjQUe1X4kuuC6IBL0b4USHeBck6r4o4ee9LqiXGKWR0r9zKgzdZ8IYJHTfyoBRxYlauJWU0a6/XiPVZUxKKSjPQq6/8XhUwonSTDR0n2mwOk66ryFuZNi+UbyrCwm6Hz3cvFdVou7rHqYS9DCbWPr+nt2oWE2FE4mRWv4wMSTKCilBNxROSBrSEcSkKvOAgmyTkcoPQ3m6+/ZL0+3pvkCelKnqKUx9vQCqp6CUnLe9jl5aXBL0Llb1CVoj6MIgVIwxBnVfUnHiBIJRnpTl2T46Dgl6Ohq6rzJnP+aa6D6nQkR5prv2yzOQa2Gk0kFjUoYUS5jCm8beTghKzrTAbIMEPcSk5hvEj3iTzBMZ7nfuFx+NWYIeW85eYqSWP0zEDY4CT1IxCCdqdbqvWwl6edZ+XOBJacPSDeWnVAd1X0AjZZybko6H7lOWzvIPSMkZtx2CSvS26etJJXRfZPDN2eviOzf9Pbuugp4IJ1Y2jDwpj0w8VKl+E+FEBMm87TypKLbrKM8CqjXdF9iT8llhWp4VZlcKvE4S9BCeVJDitaHUfaYS9ITuiwymlFwsEnTPYiyous9Egp5UnFghMM1lcoLhUdJ9lgUobaQCTsatUPah+7rxpByqsKW6Lwu1EPlGvjSIhAgom0jQPb9np/Pa9avTNc0GMFRend+EmUjQI4OfV9+8MIhLgh5LFXSVGKkVAdNk3jAJt74xBj3JuG13SfdV2tF9EWzXUdJGqqUnlY1J3edUhYhDOBEmJmUinGgSZYQaLwndt2jwjY82qftCStCPTpd4ySdv5b69E/X/N6j7YqK1l3pZJBF5qojk9fPfFpHLRGRV/F3rHb76iz3ceN8B8wuclXen1QgqHPXk60l5jFQUtftcT6qFBB26qzrhGLhWRiqVDWZgg3L1YTaaa37efE4qHZySMxJOePYHCtK291xfpVlC90UGXwl6sycVzjP+9ZPj7Do2ywe/eb+nbU/5r1hq99WWRRX0bwI1ETkN+BKwDbgu1l71GNf+Yg/fCWKkTMvpuwMphHACWg9u5/9unlS3EnTHk2oTk3K22giDSOk+w+/c2YY9lj2fQogbGto2laBHKVnugnpK0Bp+FGs3CwOPlzZfsa975NA01VrT7xyG1l5BFScspVQVeB3wT0qp/w5sirdbvUU+k6JSi3BicAaDU0g1TMUJaD2QXE9Kx6SiUvc1e1KOIq8bCbrjhbVU90VM93lpkFg2g3PiRgEpnCDydseTMh0vXmPm971kEiMVGUzjRmGSeT2hhOOz9fvjrj3jjf936T7DyifN/V3mybwVEfkj4BLgu/pYNr4u9R7ZdFAj5afAcQZSCHVfA/XUYrJyDWBE6j6H7mv2pJy8mmoAQ9IMNyY1vPB/kdN93oByUNWToSFJhTAkJooqV4Lu9D1M24aeVEL3dQ/TeomhRDz1ce41Uo8emm78f7cbcHZa1CwDI/VO4PnAlUqpXSKyDfhavN3qLbLpFOVqhIoq15DEMJAWCCe6laC38aRSaUCCeTvNKOsbKxK6z89IebfqiIHuWyBBD6HuM8nyD7LwMC1eC4lwIkoYCydC3P9WfZyPzZZZM5BjuJDhscNNRiqMcKLBq++0t1lv6b6M3wlKqYdE5IPAKfr1LuATcXesl8hmUszNR5ib0iwTDSRBN6T7JCIjVZ4DxN4u3guR4LlMzYiD7vMVTkhwdZ9RLpMjQe+iLJKfAYRgv6mplwaJBD1KBKGeu9gleny6yOhAjpG+LI8fmVnYdlcqVoMFU49gou77PeBe4Pv69bkicmPcHeslcukUlSCelG/pkia6LxZPKqNr90WQzJsbbK3oSee6i3mVZuwB3yxvh/B0n2nFiVhq94VJ5jUMVjur13SAKiKmXhqE29ssQWsYL1K7qyM5PltidCDH9g2DPH54GqVUY9uBaW3Dcb4MhBMfBZ4DTAAope7FVvh1hIgUROSXInKfiDwoIh/Tx0dF5BYReVw/rvZc8yER2SEij4rIRZ7j54nIb/T/Pi0SryYyl5GAMSkfCbrlmTC7Ek606FNDTCoKT6pFBXQHQfd8WtD2TAcDGLG6L87q0M7k4CgHO/UjaNtO+w10n6GRMhFleMdL8zUJwsE0Ny3MWPT8PuOz86wZzHHa+iHG5yqMzZY9tHY043xspkSp2jSOloEEvaqUatYdm0hISsBLlVLPBM4FLhaR5wFXAD9SSm0HfqRfIyJnAm8GzgIuBq4SccnQzwGXAtv138UG7x8a2XSKchAjZUw9dVupeOEkPj4zbz+Javv4ylxrTwe6p/uqRcj2tWk7arrPQ7EGLhfj470256a0O8+vbZPclNB0n08QP5UJXkcyQWv4jkXPnk9dlC6a0J7U0zbYdPljh6cXzi3e9zPtt35erlr89idv5fz/+cN6zMuqUVNL30g9ICJvAdIisl1EPgPc7neRsuHolbP6TwGvAa7Rx68BXqufvwa4XilV0nGvHcBzRGQTMKyUukMppYCveK6JBbmUwqpEWUeuWTgRNk+qcXDvPDrDH33+Nt22o+7rcmVcnltYEslBOtudEayW6tuVNCMuus8VTkRI9zWvjL3HgrRtIpwI4mGatO0di0FX3glaw4/uiygmNV0sMTqQZ/t6Oxl+x5EZD63tqfUYKmfP4tFD00wXq0yXqrznK3ex48g0lVqNq3+2m58+dtS8zxHDxEj9GbZ3U8JO4p0E/m+TxkUkLSL3AkeAW5RSdwIblFIHAfTjen36ZmCv5/J9+thm/bz5eGz48yfezccq/2B+QRA5dDcS9KbrfrnrOKmGZN6ABrAVyjPxelLNggy3ba1iM97hNqj3GiHF6p0Ygqr7TBVVTrtBSl0FkaCHqVCQoDV8JejdpEPUf0dRitH+LBuG8ww5Cr/mtr39Me23fn7fPrvc0j/94bnsH5/ndz99G6IsLFLc7eRl9QAd1X2abvuYUuoDwF8EbVwpVQPO1WWUviUiZ3d6u1ZNdDjeqr+XYtOCnHLKKQF762lc0qRUiCKwvnkSIQrMeieypvbv2ztBGnuQ1kiRjqR2XydPKge1ABsTNqOTJ+VIomuVeqJpJ/gWmPVSLFn7N1DKjF/3i+0010uDaCk5r7ovSKkrE1FGg1cfQYWSBB66z+/+D6HA8yx+UihWD+QQEbavH+TxwzML1X1g3n7Tgun+fROMDuR4zbkn0Z9Lc/n195IRi6FClruPzZr3OWJ09KS0kTmv2zdRSk0At2LHkg5rCg/9eESftg842XPZFuCAPr6lxfFW7/MFpdT5Sqnz161bF76/qQzpUPXSTOi+LtR9Te3fu3eC/rR9bNd4KToJenMir4Ou6b4OnpS7IWRAkYCJ7DftiAQiSor1LjqCbr9gVGHdmycVUt3X1kvrItCeoDV8hVPNFGsI5TCQwmKoYI/lp20YaqT7vBX5jcd541i8b+8k52wZQUR4xVkbue8jLwdgZKCPJ452udlpFzCh+34tIjeKyNtE5PXOn99FIrLOKUQrIn3A7wCPADdiV69AP35bP78ReLOI5HXC8Hbgl5oSnBaR52lV39s918QCS7LBPCl3VW8qQQ0rnKg/ny1VeezwNC/cZvPTe6csveructKpzncQN3RL95U6030QYEL2U/c1JTkHatuQ7vOWRQqacNtpgzqvBD2QcMJH8NH8/kGD+CbYfw987Q3dVSZZbvClnrsR8Xg9KYtCxh4Xp60fZGy2zNR8qd62k1YQ9B4CrFqVnUdnePrGejWYXMqe11YN5Nl1bNaWvPcAvsm8wCgwBrzUc0wB/+Fz3SbgGk0ZpoBvKKW+KyJ3AN8QkXcDTwJvAlBKPSgi3wAeAqrA+7UnB/Be4F+BPuAm/RcbVCpDhjksS5FKBaCHTD2pagDKrGHiqU9WO4/OYCk4/+QB2AuHZxUMR1C7r+JnpLr0pPpWt/5f4BvMJw7oGNN0PriXZiz79xrAgF5aJ5GLV4IehO4zTRSGet+j9qS+cxkc+g0cfgA2PzvatuPELR+BjefAM94Y/FrfmHQT3R8yJp1CUcjZRur0jXpxOjbDWaCNVNCFnuUulmaKFaqWYtNIofH/wKqBAnPlGoemimwaaTM3xAiTihPvDNOwUup+4Fktjo8BL2tzzZXAlS2O3wV0imdFi1SWNBYVyyJvksjmmyfhrKQkeBC/TZzhyeN2jb3Ng7YRPTirYFUUybydjFTW/n9YdPKkXI8kIrrPNVJZz80bYLJ3PJh2eVJQT86G4HGjdNZte6ZU5YcPHeaMTcP25NMsQQ/lAcYQHzXBgNZBzfZODRYY1RLc8VnY9uJwRso3Ju2Nj4bYTkMbthTK9aTOOsne323PMW2kUmnPQs/Qi7Vq9mKpVmJ6rgjAhuGFRmp0wD72xNHZpWmkRKQAvBtb4ed+AqXUu2LsV2+RSpOhSqWmyJv4mkErToRNuPMM7r3HbWOxrs+ezA7MWMEFAq3g50l1s1VHtWgmnDCB+x2q1p+3Vq7Tq2EMoGOkWuZJOb+nhKD7HE+qPg7+9Kt3c9uOY1x42hqu/ZPn0ajuCyucME2HiLjixKA2UjNHOp+3lHDkYfs7Hns83PVxS9DTWajWSGHRpz2p0YEcm1f1seeYzmdyypaBuZFSOkRQK7m04YZhz/2p+zk6VOCMTcNUrd7QfSYxqa8CG4GLgJ9gCxe62Plu6UOlsmSpmReZ9VP3dCWcaL063js+x+r+LAWxJ7D907XgE+aCflq2ei8TF93XKSYVlO7zESDUynWDGMaQuFtwdJKghzCAyutJ2Z/BCUo/cXS23r5L9wWJSXk8PBOlaSoG4YRrpA5H226cOKQ3EZzYG44pCCJBD+xJKZeuTqEoZOtT9tmbh9k7NlNvO8xCT4/f6XnbsG1sQfcN9eW56fIX8uKnhRejdQMTI3WaUurDwKxS6hrgVcAz4u1Wj5HOkKFmXhrJN7HUS7EEzPJvEE7U+7P3+BynjPbb3gmwd0phBVX3NKOqb9BsB0PSdZ5Uu2TekHRf83P3vcr1mzYMV9/JSDUoBwNWE2/wpCyUUhydsVexByeLzJaqjRL0QHTfQgO4sO8eAxsH3ecoQ5cL3Xf0MfjNDfqFgrGdwduwfDypBWWRAlaz0V51Cou+bD388IzNIxyb1vesV2kahO7T10zPlxCBtYP5xv87/e4hjPaT0o8TOs9pBNgaW4+WAtJZMkE8Kb/A6YLafSEl6J4JZe/xObaM9rsDcqaWYrYmC84LhIpt8Dom8wYRfTQjUnWfT/ylVq57Z65wIoAn5UrLfSToqYALA3cs2MKJ8bkKlZrieU8ZBWxBTKMEPUAljhZUYttzwqzqjfqg21suntS1b4BdP63vl3bsseBtmMakQ5VFqhsSEUXBY6TO3jyC4EkpCMNG6HtjZr7M2sE82bTHJHjHSg9h8u5f0EVgP4wtE38I+LtYe9VjSCpLlmpwT8poYggobmghnKhZiv0T89qTso1GmSwTRf0+YSk5x5PqZEi6zpNqF5MKL59tTfdV6hOPkycVyJPqZKRaSNCDGte07UkdmbYXBs9/ylrAa6S8VdADxqQ6LYRUDRBCbcAXpA/Th6JtNw4oBRNP2s9f/3lAYGxHiHYM1b1hi8DqsZjGIp+pT9nP2DziJvM30n2mMamae2/MFEuN8ShopI97CF8jpZT6F6XUuFLqJ0qppyil1iulrl6MzvUKks6QFotKLWChxjgKzLYQThyZLlKpKbas7nONVIksR2d9uHE/OHx8HGWRLEvHiSJW9zU/d1Ar1W/aoJ6UI5yAznSfU80iSNuukbAnqyNT9u93wbbVpFOiEzRVI90XVJThUQ627HtDyaWojZTu61TLfPulhXld6ueij8NZr4OBdTC1P3g7xovUkHmS2pD0ZwTvBhBrBvOs6dfj1KvuC+J5O55UscLG4aZ70ysQ6iFM1H154A3YFJ97vlLqr+LrVo+RDiicaKDkLNul9yKqArP6+bFp21CsG8zDbAmFkM3m2D9V4dnQBd1nEpMK6Uk55ZQi86R8coIa6L6g4gaPui5qCbpD5enyOEem7e9l86o+ThntZ/exOS1BD0P3OTGpnBurdPCLJ8Z4YP8kf+Js1gjxJPMqjyfVjcp0MTCpS4KO6II22UI4OttXgu6trxfekypkFn6Xp4z22TV7Gui+4DGp+WKJdUPNRspDU/YQJnTft7ErlFeBWc/fioWks2Somm/XEaSMTuACs9aC58dm7RtpzWAeqiUkk+f0jcPsn9KTWdj6fY6RaqvuC7idhhfOpOkbkwogn5UOhsRbA9Cl+6KOSUnwmJRjAHUSpUP3rR8qsHG4wOGpoj6niyroWpThxRd++gQf/98PM1+q1PscJ91XK9nFipcyHK9pWBupTGGBcTeC6d5mQWX/SgHKHYt9rYzUanvRN1OuEU7dZ19TqlRZ3Z9t6rdn1+8ewiQLaItSKtb9m5YaRAsnjGNSVq1+w6saC77WBRL07jypsRl7Il87mHOLtp6xaZi99ztGqlt1Xwxlkao+nlQYSk7nj7RW95VaCCeC37yt86Q8K8x0iH671bAtjkyVGMpn6Mul2TCc5+4nxyFlhaT7tIeXzjZMhEopfv3kOJaCfWPTbJc46T5Pe91WP4kbzZ5UJqQn5avu9STzB1H3equTAH0tZuvNQ/ZvuXeyyhmjIfOkAFEWI31NRsppp909u0gw8aRuF5GVLTlvQkrTfUZGqmm10znQHkL222LTw+NeT6pWgnSeMzcNMV1ucU0QuOq+DnSfamMU/GDsSUUkbvDSfWHaTneISTntOLshQ0C6r9GTWqcD1uuHCxyZKqGaJehB43SpxpjUk8fnGJ+z29h7fLbupUWxtUszvIuqbpSgi4HJffZ3NaDzf8J6Uq4EvUNM2l0YBIhJeRe3tKb71ubt99w3TXDK3PIYKdRCI1X1VG3pIdp6UiLyG0Dpc94pIk9g7yklgFJKnbM4XVx8SDpL2jQm1bDaKXZeeTsKnEDbpC8UTozNlMlnUgzk0q6s+7T1Q9zhrDnCrmArdqmltsKJjOcmCMpT+3lSoZRJhfrzZtQqLZJ5A+QyOTd8q4nH/Sx9dUMZhJJzPClV49h02Y4tAuuH8pSqlv5+PTleoei++me9d6+9T9BZJw1zbHwOCnqcBM3ZMYHX6HWTU7cYmNwHI5vrRjuTry/UgsC3dp8nxtmpsPCC6zx5b7Q2Uqu1kdozZYWjzPW9kcJiVTPd55YWM9g6J0Z0ovtevWi9WGJIZbLkpEalajCpubXYTNRg2kgF2oG2hXBipswava+MbaRyrBvKUaPbZF4/b8cxUqX23lbYtsPkMnWi5GolyA/ptoMqBy3IdvDS3M+SDxmTqgsnJucrbF1rLwqcummqWkSc7zdMFfR0Y0zq3r0T9GXTXHTWRsr/VUH1pe1N2tKZYNXKK0X41n+D3/kojG5rfc5yovumDtTjUWCPzbmx4O34VZxY4BmHo/sK2YVGKq/s32/3VC1EWaT6Qi8tFsML6D79+6WXLt13FDiglNqjlNqDXbfv9cB5+vWKRSpj/1iVqsFgahpILVf1DcIJLT4wLXvvHeCOJzVbsqk+0LRWnrWDecrOmqNrT6pDTCps+8aeVABqq5O3U6t0Sfd1MlLOZynU843CxKSUxVSxwnDBfq8NwwUEi5S3NFWYnXmbKqw/emiap20c4tQ1/aSwqDm3fdAY4/hueOg/Ye+dnT+fg242yFwMzB+H/tH660y+u5hUJwm6S/eFqMWoF8B9rciLyjxV0uwZLwe/P7WHp0i1pvuc36/HdF8nI/V9dGUJETkNuAN4CvB+Efmb+LvWO6T1j12tGNzATS55S+Pj5ZbdXIYgSrPGyXhspsyaQX1MJ8gOF7LUxJmMQ04Obkyqg7oPwtE4Uar73Dig4722qTiR6UY40agcVErxlTt2c2Sq6El6dpKFA1aFcMtj1Ziar7gr2A3DeXJUF7YdxHA713i+k8cOT3P6hkFOHu0njaKq9Io8nQ+24HDGVadrvL/FUqf7StNQqO+fFD4mZSBB99ZiDJpmocdvvgXdR7VIJZVn7/G5cGWRJIWSFGmWp3BitVLKKQt8CfB1pdSfAa9khVOBKU31GBkpq8lIdYxJpbvzGFzhRJk1A3rgaHVfKiUU+nQsKcyNBp7J18+TCmOkPN5HKwSh+5q911aSXq+6L0x9vaZk3ieOzfKRbz/Il27btfCzBFHJOTlQksZSFrPlmutJrR8qUEB/t85CIZUFlFn7LSTox2ZKHJspc/rGYU5e3U9aLKrKK28P8Fs6Y7aTQfb2c6lvfFicgnyzkQrjSXWWoE/MlajgbL0SsswVUGjlSVWLWKk8+yfmqYnDpASg+ySNJSlSLT0ph+7rbUyqk5HyugQvBW4BUEqVgRazwspBSk9qtarBYFpA93XKqwmRcOelnqwaSimOzZRs+bnTjm6zr08X9ww7OVTmGw1pE54Y1+2Govs8cZxWCGK83YWBH93nVJxIm7fttNf0ez54YAqAnzx2dOFnCaKS8+RJ1TSdPKK1xX25NGsL+rO4BjBAzMutOOEsaiweO2RvWHD6hiHWDubIiaJiSf28IF63M2Y7CTniEk5U5s0pchNYFpSnm4xUPvgCr6Eaf+v+3b3rGDMli8m5SjAhTNMCuNBKQVApQqZApaY4MO3kqAXb9FAhZMRisHlfourSp/vuF5FPish/B04DbgZwtoRfyUhrmqhmRPd5StFA69WUt8BsmIQ7dzKuMVuuUapajA546T57Quvv79KTqhTtFXyLKgH37Z3g727ZpfsegycViO5rFqu0ofucgG9Qus9TisaZKB7SRuqRQ9NMzegkVdeQBKHknIoTKWo1u21vwPokvYml23aQ8bJgLFo8etg2Uk/bOIiIMJhPUW4wUkHoPv3bdPoeG+i+iGJSP/5ruHIjPH5zNO2BbaCgLq6BcJ6UT3mumqU4Oj1PjRTfvm9/wBhjk5Fq6UnNk8rZXvdjR+YACUD32QsmixSFppJLduc9u1v3EJ2M1HuAY9hxqVcopXRUnTOBT8bcr54ikw3jSXWQOTd4UuHL6WPVODRpU3LuDprVeuxlaHBQHwsbk5prG4/65M2PUtHqQRXGU/PzpIIYkgV0XzsjFVY4oRZ4Ug8dnGJIrzR3H9YKMK/EPUSelGukCh4jpZ1hVz0Z6ntx4mk1dh2bZbiQcWXug1koO45nJqBwomrgSUet7pvcDz/9e/v5sZCbErZCSRspb0wqGyIm5VON/9FD01jVKgrhm/fsDxVjVJ1iUpUiuYI9aB45PBNs4aGpZ4tUy2oWDbtb9xBtjZRSal4p9Qml1OVKqfs8x29XSn11cbrXGzielGVyAzfHpPwKkoaSidZprX3jtpHavFobk2rRXekMDtiDVYWOSRVbxqMm5yr87PFjjA7ZRnDP0YlwbYOBJ2Uw2Zt85zXPflIRbHr40IEpXvJ0e0O/mRldFSwTUiauKw+08qQ29mnKyPkdgsTTvMm8uu8HJubZvLrfXSWvziumqxnmytXg6j4TT8rZkhyiSeb1bp3hqE+jQNH2jBd4UlYlWLK66uxJ/XLXGCksMpkMu47OhKrF6OwTl0+3Ek7Mk871sXlVH48emg5mpHSxYUtJaypxGQgnTlikAtF9zfERP+FEUHWf8lxTY/+ENlKr9CTmqSw+oo1IuRRid1HQntRCI7LjqL3qvOiZpwDw4N5jwdv2k6A7W7EHoftSfuq+sDvz1jxtKybnKxybKfGMzSOs7s9SnJ9r/CxBds91JehpLMsxUvUZYq3+WZU33gXh6D6rxv6JIptX1X/T0byiRJb7903qslIhjFSnhYSq1ZPBo/CkvFtnlCLcELzkGKmmmBQEM64tttLx4u4nJxjMpchkMkwVq1QJUNRXn1fVqt18ukXMq1KEbIHTNw5pIxVADKOFEzVSFFoZwCWSzJsYqVbQE0PNZFXfTPe1Cp5GRvdV2T8+TyYlHrqv5NJ9I0P2qnB2LuSK04lJNWHHETsGc/Yp9p5Hk1MhCof6eVJgvsp0a9TVBQINqFUbpfuhFJX1GOPxWV0rcSjHhuECpeKc7b06HH5QTyqVsWkWPb68dN86LZyYrjpbMASh+xZ6UvvH5zhpVf03Hc7W0Ue7gwAAIABJREFUKJHlnifHY/KkqvUxFIVwYmwH5AahbzTagrWOwWtW90Ewyq+hIsxCj/7B/ZOs6xdEj8XZqgSWoDuqvdaelB2TPn3jEDuPzmAFMVJ6S5paO09qiZRFMjZSIjLgf9YKgb7JLZNVpokEvdX+Q6HoPtuT2jhSIJ3SA9az2+0q7Um5K/2gqM63pPsePzxDPpNi3Sr7hp6cDdG+qxTqsCpL56Kh+5q59DB7PnnoPsdIre63jVSlNN9obAMJJ2puoWGl++Ol+9bmbQM8VvbIxE373uRJTc8XmSpWG4xU1iqTyha4Z8+EbWiD1GKsGcakHG88CuHE2A5Y81SblitFaKSKk/ZjoZUnFcRIeT2pxnE4XazwxLFZ1uQtt4LIdEUCCHjs37yi7LGYayNBJ1PgFWduAGBsHsplw/7rsVhFyLdqexkIJwAQkd8SkYeAh/XrZ4rIVbH3rJfQN7kVhGIx2snVG5MKkydVY//4fJ3qA11g1v5/f599vBqa7ptv7UkdneEp6wbdWN10GCNVmW/0PlohbUr3NXuvTZNs880VVIJu1b0dr5EaHcixcbhAtTzfSFsGypPSwgm94246JXYNRg2nFtuxoqeMDhgab0e+bvftyIQ9qXuNFNUS+UI/jx+ZDu7Vu55UJwl6xHTfscdhzWm2kSpHuENQZJ6UV4LeOAYcRejqnEVaK/BmKthjwGS7Dj2mHMFSS0Oi79lnnbKav33DOcxUhZ89chDLMpDrO8IJJeRaWYJlRPf9I3ARMAagRRQvirNTPUcQT8pIgu4VToSQoHsmYzsQ7gQuVEPsZaCQoaiyVE1XUs3oQPedtn7QHawzYejEauu2G2BM9wX0pESCl6Px7Pk07vWkRgqoSrEeM4JgeVJWTdfusz/rcCHTIP1dlbU/2xFnnRGk7mBTntQhbaS8MSmqRTL5Pg5NFlFBjZSJuk/V6r9zt8KJahkm98LoUyE3UJeNR4FSK+FElzGppoXKA9pIDWUtMnnbcE+5OxWYj/OqLneWbzVbe1JQ3nDeFkYGBiiVikwVzfINq6Spkmod76qVdYjCZEen+GBE9yml9jYdCiB/WYbQP4oKQj112m68oQp6mGReLeSo1Tg0Vax7Uk1ihMF8hhJZrDCVnKGlBL1UtSnGp6wdcCf9ufl5aiYrtQVtL6yufnS6xN/c9DDf+NXeEHRfrvG1xtz8fOP/IXh+irvnU43jc/ZvtWYwx4bhPHkq1FIeIxWoLFLNTZiWWmVBUc/hjP35j8w7uUwh8qT0eDjaxpPK5vsoVS3mrYC1Hk3Vfa4n1WVMqjhhf6bB9XZcKlK6b8r+fXOeKEY3MSld1d6Lxw9Ps2YgR06VSecK9GXTTDr2L0DSell7Ui3pvqaFZSqbI0vV3Zqlc/tVKpZQUylyKZ/tbnoIExO5V0R+C1AikgMuQ1N/KxbakwqVzOubJxV+z5fpuXksBSevdiYBJ86jPal8hjJZrEp0dN/BiSJKacl72l7TpFWVsZkS64c7iCAWtF1sqRy87Ou/5o4nxsikhDduyJAKRPct9F4//5OdXPv9n/DTPI2UXNBM/1Ta3chyfNbeGqUvm2bjcAGLCmXJ1m+eIMIJT0xKVJWhpoh1Vle13jej6m071/nB9TDtzz02NUdK7HJLLqpF8gV7/EyWhX4IQPfpMetXccKZ7Ls1Ul5KLj9Y36QwCpSmbS/KSz+H8aS8YpWm3+jJ43OcsqYfqkWkbzUbRwpMhvCknJhUtkNMykEqnSVHlfG5MtvwkRGoGmVLqJAhJy3GV3VpGCkTT+pPgfcDm4F9wLn69cqFnhjK5SByaNM8qTD1tWx6aGrWNj5b1zaVP1rgSXWTzNvo7RzQkvctq/rcAZulysHJgN5aZX5B20emivxi1xjPPmUVVUsxVzUMKi+oOGF/57OlKn9z0yPkcGqOebyUoJ5UKoOz1ffx2TKjemuUDcMF8pQp0+ylmcqKq/b56SwpVW1Q9gH29wQ8MV6ttw1mfXf6oMfD5Ow8owO5usgGoFpyazxOlOrHjGBacSKdrVf77wZeSi43aL++/TP1HKdu286PNB7LeHIPTdFQ1Lfx3t87PmcvKHV9zQ3DeSaKevERgDEo61qLC2JSlmUvVL1GKpsnS5WJORPRl0VZCVXS5GTpelImRspSSv2xUmqDUmq9UuqtwLDvVcsZevKrmEz2PvtJ3fPkOP959259Ti443eesvNM5pufsCezUNU3lj/SklM+kKJMNn8zbwpPaN+FJHtaTfo4qBycDemstqMQfPHgIpeDK1z2DtYM5JsoY0iCtC8x++94Dbv+AxhssUKZ/tV7D0KowPldmdb/d1kmr+shLpU6Vgc7vClgFPWUbqYX10opYCI8fa4qrGX0vTgV1e9KamZurl8/ytO/UeBwPQj0BRlXQnTywTL77ArMlT+mi3CBMH4Sb/z+4NYJNGBxPyotQnpSHSfHc+9WaxYGJIieP9rnezobhAsdL2kgFWHSUHHVfqolid+5zD0ORzubJSpUJQ7qvXNNGqlUEZxkZqe+IiGuUROQM4DvxdWkJIBWgCrqPJ3XDXXs5dPSYbTxSmRDJvPUYxuzcPIVsivVDnr2kwKV3RISK5JAwAWurZk9CTd7O/vF5RGDTSN2TylEJ7kk10RIANz90mKesG+CMTcOcf+ooM5VUMHWfM6noG/7mhw5x6pp+Ng/rJWc6hALPW2dRewNj2pMCWN2fpU+qzDYbqaB0XzpLWtUYbE5QqRappfLsnyxSqnqqNwSRoOvvZXquVK+WD1poU2Kg3zZSY85PGJTu8604kQ6WVNoOXiOVH/S8RwRb3hcnG+XnEDIm1ZruOzhZpGYpThnt10Vg82wcLjA+r38joxhjoyfV1kh50kYy2TxZamYxKVWjZAkV0mRa0X3e7W56CBMj9XFsQzUoIucB/w68Nd5u9Rhpx0gFWNW7E2bjj7372Bz9FJlReXsb7zBbPOtY1tz8PFvXDNTVYO4grQ+kqgRM0HTgxLGavJ39E/OsH8qTy6Tcz1hI1TgUmO5rpBKLlRp37jrOS063Sw1t3zDIdDVlRlU6k5SbNFphplTl9h1jvPyMDZw22pTEC+Z0n3eDSh3HGp8ts1obKRFhMF1luurhXgKXRbKTurNUWtB9RVQ6j1Lw5NhcsGoZLt1nT7az8/OMDnomGb14SecKrB3MMTbvUE8BJeh+MalUxl4gRGmkch4j1be6u3adtiPxpDyJ5Z7Y6N7jtgLWpvvsBdr64QLFmrOBqfnvWXRiUtJkpNx7tr74y2jhhBndV6NYs9WD2eXsSSmlvoctQ78Z+FfgtUqpe2PuV28RxJNyBlsLObRSiocOTnH6apilj5seOBQ8mddD9xWL83WqD2Be19Ar1AvT11JZJEwSpTvgF3pSrppQy7JX5wkRk2pUId256zjlqsULt9tVLE5bP0hJZSgVDWhEZzLwVDb46WNHKdcsXn7mBrattr/jslcXZEr3NSRe24bt+GyZ0f66MelPV5moeNsO7kmplD0xDDZLtqp1ynXXsVlPDDMI3WdPtrPzJdZ46T5P1Y+NIwWOBjVSzuTtF5Ny8gGjFE54jVSnqiXGbTftJeVtN1RMqtFT3zuujdSoE5Mq2Dl2BNl6xW5vXulYsDRd08KTkkyOQqrGuJ+RUsr2pDTdl6FFf5aIcKKtuk9EPgMNe0oNA08AfyYiKKUui7tzPYNO/qxWyyilFpaw96JJUeW9gQ9OFpmcr7BpXQ0pDvC9+w/yoRevs7c/CxjDUOkspVKJU9d4FDvzx+1HzxbYVipPqhYiJtVm6/j9E/M882TP7izpHKvyhPCk6pPv+GyZa27fTS6T4rnb1gCwff0Qh8hSKs3jk03lmYztM7/8s8e4JbuF1f1Zzjt1NTxuG5T90xbbnGtMc7CctvXCwKqWmSpWXU8KoCAVJkpSHxuBPam0Xr3CUL5pbFVLpPMeI7UmCN3X6EmVyqXGmJQnZWHdYJ5jevgEp/s6eVKWKwyJVDjhpfvCxly9KE618KS0kQqSwuGl+zye1JPH50inhE3DedeT2jiSp0KQRYfd3pxlj4GMamOkvKrZdI68GNB9ejFdrAlVlSbd3DYsGU+qkwT9rqbXd8fZkSUF7RWllL13U6Gl9lPDpZ4c2W39x3YyzldlyhT7h9l/eJ5jc4p1ELD6QQorlSWtKmwa8QzIOT3L9HmMVDpPuhpC/eQO+LqJUEpxaLLIK89uvAlGcoqDU+GEE0op3n/dPfziiTH+r5dup097Ek9ZN8BeslRNEjYdilV/54/sP87ttTHe8OwtZNIpTh6x23xivFw3UmnDmFQT3Vcu2xP7msF6bCdPhdlaxt4heTAfKiZVslJkgeHmOaAyTzrbx9rBHDuPzsAZCxc/HdsG15NKU2v0pBwPO1NgpC9bl0NHTvc5wokuk3lLuqp3ttDoSUVRDb1563gIWRZp4UaTpFLsPT7PSasKZKgBCjJ51g95PSnz33NeGylpHmOVumfsIp0jL1V7g0WDtotVyKQyC9uGpW+klFLXLGZHlhQ0JZelykyp6mOknIlBT+6ewedsODdAEavfviEeGytrIxWsUnGVNFlq9cnywW/Z2fgA/Wvqp6dzpE2k881wPak63Tc+V6Fcs+rFbAHSWYayisNHSliWIpXq4GV6US1Ctp//evQIt+8c4y9/70zeeaFrQihk02RyebPcNHdhYPc1q6mKl+v6ZRv6bRb7ibEyL3OuMVXgNdF9Ff1deif7jFWmRI594/PaSAXNwcpQtFIM0sJI6VX30zYM8ejhGUjryTlIkrOetBrGCzR4UiN9WQ6WnNhm0LJIJnRfADVlO3i9HW/Sbdg8QAfVkm2w29J9ISpONKh7Ux75ed2QbPDSfUbFq+22Z6w2IYLqfGO/wY51igndpw1gTRhMZcBqcf5SF06IyDf0429E5P7mv8XrYg+gPakMNWZLPoNJNa5evTfmzqMzbBwukK7O0Tdo3xCPHp1fcF7n9m3hRIUMWaqsHcjB2E644R1w5+ftAZqrGxaVyZNR0QgnDk/ZN9jGkcaV2lDWolyz3EoM/p9BQWWOfTOK91/7a56yboA/fu6pC07L5gtm8bQmqfWW4Qz//JZnuUU2HerisTFP/4xLLnnqAqZzVLWQw2uk0laZEll3b69g28fbwomSZU9WQ7lmxVYJsn2cvnGIxw9Pu3sJBRJ96LGYodZE99UnzO48KZ8q6K5wIgJPyjVSXk+qSyPVqm4f2IZG0t15Uvo32HvckyMFkLHFR30FfS8F8KTm3MogTb9TZSH7QdoRTvh5UvZ4LdbQqRbL0JMCLtePr16MjiwpaEVVhhozfkbKWUllF3pSO4/O2jXvpmfI948wOpCzt3gWQ6m1034qTVllyFKxV8YTT9r/K03B0EmN52cKbtWCQGjhSTlGasNwY+WGgYw9sR6aLLLWu1Jvh1oZlMUtj0+xfjjP9e95nq0WbEI2VyBlKJ0FUNk+BDhlJMvvnuP5HvTk+Ogxz2RjWnHCuVm1Aq9ackoiObSbRcoqU1JZ9/tpe5O3bN/+PYuW/fmHsk2eaGUeCiOcvmGIuXKNA9MVtnj75dc24k4sC+g+z4Q53JelpALWkTTe9NARTnTpSXmNlPd+6Zbua1UB3UEm4O68zSkoVo25cpVjM2W32oTbLjDU3wczBJKgz9baFBlu6UnlyKiqvyflUIlVhbTzepeIcKLTzrwH9eMe5w+YBZ7Uz1cuvEaqaGik3FIw9o+tlGLnkRmeum7A3gcnN8DTNgzaFGAQ5ZOmT8oqTU6qrBnMNZaH8VB9AJLJk1UVVKt9rTqhgyfVUFYnnaM/ZX9mpxqFadv7phV/9tLtbcsp5fJ9ZFTZv4KznrCdSuGbhpqGcdmexPZOU5fimkrQm+i+WrWJ7tMGsJrKcWS6FKxtcH/PeS1Fdgy+C8/+QAA7jhkk0Lp9r9ZVidh0X2tPyjZS9SB+hGWRnF2NM7loYlKOt3PSs+CkZ9vPu/akWhSXdRCUprQ8ybwAquZ62FtW9y0wUiMDCxez7dvWnlTVVuAt+J1cda+nckYqQ0ZVmCvX7Dy7dtAe4FwF20i16s8S8aQ60X3PE5FbReQ/RORZIvIA8ABwWEQu9mtYRE4Wkf8SkYdF5EERuVwfHxWRW0Tkcf242nPNh0Rkh4g8KiIXeY6fp2nHHSLyaekot4sAXrqv7GekFubsAByZLjFTqvLU9YPaSA1y+oYhHjs0bVefNl552zd9Udl03+r+ZiPVmDOSyhbIUaFUNdgKwIsWEvTDU/Yks77Bk8rRn7EH/35DI6X0yjfXN8DvP/OktucVCgWyVDk26zO56YnhsH77NYWm4TA3hkKYZJBHDmlqx1Tc0CScsKpl0ilhxCkEqyedbL6PI44nFagsku1pzFXtPg9mWxiprB2TAnjc8QZN++7Eg7A9qVX97em+snKMlKExMZGgW9V6jcoo1H2OIckPwqX/Bac8v3tPqg3d9w83P0pZpc0XHNCydqebIzXav0CBNzLozBPmMcZ5ncu04PucOWQ/Dm6oH0vnSKsKoDqLJ/R4mqtCKtOGZVjqRgr4Z+xE3q8DPwb+RCm1EXubDpO6JFXgz5VSZwDPA94vImcCVwA/UkptB36kX6P/92bgLOBi4CoRh5Dnc8ClwHb952sku4KzEpUaMyWfyadJ9usM8J16N9vTRvXNmhvk+U9dy2y5RpUgu2dWXXqoL2XZddimPEbKo+wD20jlqfjH0prRQoJ+eKrI6v4s+YxHOJLOkaPGYD7DnjGzyeL2h+3+vvisU1vSfA76+vrJUeXwpJ+Rsj/bdFlRVmn60k0GeW4MVViNRYpHDupVc5g8qXQOq1phdCBXF4joiTpX6G/ypExjUpb2pOz2FnhSZVsFOZDPMDqQ4+B0teEz+/bdqTkIDGZZULcPsD2pQtbdpygw3edXFikOus9Bts/1lEOjuNCTOjg5z2d+vIOZIDvnQsuKM09qI3XKqDcmpTcmHbQFINWqOd03X1XUpMXCdvqQnSPplaBnnPqaPjJ0l+6DdDrX3pNaysIJIKOUulkpdQNwSCn1CwCl1CMmDSulDiql7tHPp7Erp28GXgM4ysFrgNfq568BrldKlZRSu4AdwHNEZBMwrJS6Q9kc1lc818QDEVQqQ4aq/2TfHJPSA9xZwW9fpSeJ/CAvfto6CtmUPUEFMlIZ5mtpCppm60T3pbMFMmIxOx+QamlJ95UalX0A6RxSK3Pqmn52j5ltQvfTh20V4gWntfeiAPr7+8lKjUOTPpOQvnmny1AhQ765pMvcGDKwhtX9WVdhaWxIvFuvaEVgQ1xHf0/9fX0cmfZ4UgFTCuaq9q3Xn/EYWKVg7pj7m64ZyHFkNkDCrVth3Z4wh1p5aVD3pAi66aFJnpQjnMhFK5xwkO2PTjjhiUnd8tBhwKbWaiYGxIHrSdXVfQcni+QyKXvcNNXXHB3WFehNNg516L6K2FvIN/9O04dgaFPjMW0Mc1Q6x6WceFdFaU9qGdJ9gHd52jwqAgU8RGQr8CzgTmCDJ951EFivT9sMePet2qePOdXXm4/Hi1TWTN3XlJvi/Nj375tg43CBdXl9fW6Avlya337aemaqKbMNFcH1pOZqKXItjVSjJ5XRiaCzQTcmbCGcODJdbGmkqFXYumbAyJNSSvHIXnsCSOc7bx0w2G+/99EJnzwvPUlOlZRtpFJNRmr+ONK/htM3DtXpPlNP6v+w957BlmXXedi3T77x5dBppqd7ZronIQ0wADiEwAQwlBhkWjRh0gRN0bAplJlKkk2XraLlgskqUywVJVOJlClaFCWaoplEogBBACkSOQwmYGKn6fTyve/ddPL2j7X3SfeEG3oS/FbV1Jt+797zzjv3nP3t71vfWis1VoW0+pVka6EeSSxKaz2SQ6erk6JFfCByUnqyiNI5ooWhQY/EatPE1kA8hhMN4IxbLgFAI9NxKWVBrydyUhN3QZ8gP5bqOPEKMam55T7JpNrgnOOXP/4C/tF/fAmMAS5XJwMQGTmzzXaObKy3TCr0zuSkllti+OFg8s4qQ58jyNsI9beB1kb6e+L3mPDKWyNFUiKDpr++3X1lIPVmxtgRY6wH4E3i/+W/H5n0FzDGmgD+HYCf5pyXrT55eSZe8v283/UhxtgXGWNf3N3dnfQU80PRoCFEr9I4ke5+IGnzV28c4k2nFygfBUQW2r/2tlOwQxVbnQkGuIUhAE6Lms+IMXBOILX+IL0mI/fpAqRGoylHbXuj9LwrkHsvamYrQ3QSuHuljusHQ/hBee7rhe0+HHkuFZN56wKk9rsVBb1S7nNC0cE58xkND4D6Ci5utvH8Vo+MGJNO5s3IfSz00k1aDy7R1+V7cTjyYHtiNAU4JhoJLhbxvshJpc6pL+7ZxhoAGrK4P/TIzj2J4yyS+wh8mnmmDADQLLQtbQa5r6LBbJiw789rnPBdAkUjD6TulHGijV//iyv4lU+8iKal4W+9/wJ8qOj0pnh2oqa+sdy/03Pi5yYzmHS5TRu13jRMygc4ywGp3hbQ3Ex/T05EgFch99F9F3AFql6woXgDuPtUznmbc97inGvi/+W/s3u03GCM6SCA+i3O+e+Jb28LCQ/i6474/g0AZxJvPw3glvj+6Zzv553zP+Ocv51z/va1tbVJTrH43FUNlhJOXielx+6+w6GHK3sDaifkihtegNS3XlwHV3Xc2OtWnwSPF8y+r1DR6vCAFpuz76GftdMSmmbQecwEUlotGgLn+AF2ek48ql6GSIifXWnADzludcsXz89e3ocF8aBWgJSiyWF9FQAuFsNDh8NnNOE2FcN9oL6Mi5tk477RGc1mnFB0KKGfdsjtXwIUDbU1KkTe7TlRDmhix5aiou8JkJLnPtgHDi7T/zeon+Fq08ReT8wLmmTBz7j76iVMqmlqUBQ1X0YqiqqOE1FLqTtgnPDkc5Nh33dC7rOP6JpqBv6vv7yKx+9dwSd+9r348DffC65oUZeRiSKnTnK358SO2AyTWmvTOtCbhElFch9HmJ3PxblgUlmQEkyKueW1UgJcAyjQ9ZKc1OsZpOYN4cD7dQDPcs5/OfGjPwTwQfH/HwTwB4nv/yBjzGSM3QMySHxeSII94TZkAH4k8Z5XLhQdNTWc3N2nxjfpkzcJgN58ejHhJKKbU1MV1Gs19AajShYS7XagYiBByhbgduptwIc+BTzw3am3GGLq6kSNWpORmfd0U9hooynAMoRsJhvdXqnIS13ZG2BJz+TtikI8EP1BBcBGcl9Ii6x8wEYd4M9/iR7e+nJk435264hyBtM0aVU0+Iwab64m5b79l4Cls1hdpMVzp2dP16lcGCf68lTkuf/rvw783o/T/zel3Geg5/jg2oRMSkpt4nwaajGTYoyhbWnw2RQmnip3X8oZOSdISXOEkbn/7pTcZ7bQsz3c7I7wDedXo/6cYR5jKYsww6QCYlJrkkllWhctNOnv6Y8m/DxBTCpUMkAy6tD1HQMpMQBVDSaS+wKoAqT8uKO7/DkP0tOtX6N4xUAKwOMA/isA38IYe0L8910AfhHA+xhjLwJ4n/g3OOfPAPgdAF8D8FEAH+Y86tj4EwB+DWSmuATgT1/B86ZQCaSqK7eTiXbKYXz1OgHJI6cXEkwq3hEahgmNe3HHgsJj06LnhtRxQuVeusbj5FvjXbwI0yIgcEbT5qTSk3OvJ2s9kiES4qviIewMyhei24cjbNbEzV/VvVo8EPao4rqI26LjZHaYz/w+8B//NwKC+gru32iBMeD5rd4UDWbjeVJOqEDLthY6uAwsn8emyNXdPrSnm/kkmNTATzCpMAC2no6LTIXcJwulA0WfkEklmrsCqGmZTZA8hthQtWt6vrW5KKI6qSK5LzFNeG4mJXOkWSbVoM9xnnyXqL96UThwpd0fIJDK7WNXFJkZXo5DTaVjuS8NUopwyw2q7nEgwaRAs+iSf3Mvx36e+D1rVlhunIg2wAp0PWfMUDSrbiLR7BWNso4TcwXn/C+Qn08CELdUy7znIwA+kvP9LwJ4+M6d3QShaGhoHPsVi3A2h4HAw1dvHeLcaoNqazJyHwAYpgUdA7y0049HweceO25d4kKDGvrFLV1EmCInNS+TupEcNZAMsfjIfoalBYOgRfxdtRCwMTYGZCwEk7Krzl1cl0M7BFcSerrMFwFAfQUNU8Ndy3UCqWWdZMD/8PPAt/188bETbGAUqDCTBbFhSCB1z3sjGfRmZwTIwYWT9mNjSoJJ+ZRjTDrhpLsvAikT2kQ5KWruGkKFAqCWx6RUg+Q4AAs1Hd5oBrmPi9xotlwx+SxoJp2PaLg6dUTPTQ6TAmhTNesCKnoCviBMNReSIKXo0Kaqk0qXoHR6BHxRbWEmJyVZ7mA4OZMKoIBn5b6jm/S1gEmtWLw8JyWOHYJBNxJNjNWMmebrWe57w4eqo6ZxHFSBFE+CFO12vnq9G4+3kF29EyBVMy1oLKAu12URxu30PWhQuB/XeOS1dAFg1eihdp1pQSo97+n6wQi6ynLcfST3maLeyfbKJctbXRtr1nRyn1117mIx7NqCOciHd/9y/Bqx0F/YaJHcd+G76Ptf+BcTHRuKgmHAqF+ilPt6twjMV86hbeloWRoVNEc5qcmZVN8Tj17gpcG1thwtvvL3umxCJiXkvoEXwOdKDki5KTbbsjRy+E3keuS0iEXz0HLek+x7GOVoZjRP5LhN6d8JkJo13AGB1HYfNV1NqQV8GqcmMGac6PbpvItyUhKk9nuDCTqrxCA15k699El6XjYzHjZh4Fo2wopi3vjYpim7qSReL+/JTM77tYhjkCoKzUJd8atBKur1Ron2oW1jp+fgzadFq5JbXyGHUsIqrhkm6ko4AUjRsUdi5guBlJCE8lq6gOqkAMCbGqSGGblviFOLtXQxKDAVk3L8AHt9B8uGHK1RAVJiYXPtil1mBFIBeNLqvP9S/BoBUhdPtHEjPuvFAAAgAElEQVR1bwD7zDcC7/wJVFZPJCSrgU8gFbn7dp6lr2sPAABOLdaISanTyH1kQe8lc1L7CZBqxIYfKfe5mLDmSLj7jmwfPlRY2SJn307lGBqGRoMhJwFAuRGQzCaPbST7Hs4yQDAZOTI5gPge9aY0BqWOTW3KXtju4b6NZqqTP1c0KNOAVKYt2qEAqbUCd19y6vflvarcaxKkEvc558CzfwSc++bC6cJLZpXcF+ekDEM6ExN/980v09dTby8/x1chjkGqKFQDdYUaNQZlO55kTkrVI/vqI6cX6aZ67t8DF74zLU0oOhpaiJd2JgMpyaQAkGQFAOZC/nu0WUFqBK7Xot3djc4Ip7OmCYAegsCDNQGTkp0jFo1049PCED9ngUvW7qIQ16Vjh2Dy4Q0DoHMlfo3oZ3Zxs4WQAy9u9yczTyTkvoGvQGUcyw1x7befoa8bZP8/vVQXTEoaJ6qOzQFwgKnoRR3IfQJXuagnQErWZ9l80pwUufuORh6BlBLGv8PpUbI9McW1YWrUGmkSuU++RuaI8q5jVu4DZrehS5B6pZiU0cCl3T7OrzXTP1N0sLwBgEWRcff1+nTesdxnUw5QSqOJbjZPXK9w+CbkvlR/va0ngcOXx0xTdB7CoKGHE8l9ARRYeUzq5peoXm/hdM6bX904Bqmi0CxYzKOypFE1bZYt74ciIXrvWhO48me0MDyUaZChEkg9e7tXntOR/bW8xCj04R59LWBS8mEJ3OkeYt8Z4C+vDfC3f/dJOH6Al7Z7OLeWky8TdVKaqkBVWCmY3Dqkc2jrNPRtLIdRcO4G83BUds3FA+aGCpgmEvSHN+jrd/4fwH/5/wBrFwAQSAHAc1tHk5knEguttIm3ZL3RzteA9imgRv0STy/VcKMzIoko+d6KY4dMGWdSq/cDi3el5JW6oaFuqAKkJslhkHOwJ5iUKZnUJ34e+IXTwIsfB+55T/TyhqnC5hPKffI1EZPKWciTxoloyu2MYOIVufskk5oPpHytjtuHNs5lc8KKTrnfSSNMqwRHwxEUhph9i9HxUYhuNnU1jAxWxccW3f6hkOFCbhSu/gV9vTcntS9zUibH/sDByC24J8WxmaJC02XOVXzGn/unwFd/Gzj99upn9lWIY5AqCs2EyehmPShreCoWzAd+/uM4chlGto2Fmo6Fug5c+XNaGM9/S/o9qoGGxjHyAnzxaqf42IkmkCkmJWo8is4bAHx3Opllv3uIXUfFv/vyDXz06S0M3ADvvT+n1izh2rI0pbSR7W0BUk0tmCwBK15jwKvYGMTOJFUTCWVZY7T+AHD/+6OX3r3SgKUr1HlCNvYt6xAvcwxMjYAkcnttfy0uogbJfX3HxyivMDf32HSv+JzBi5q7ekDvNu1YP/Bvx0wdq02T5glNXMwbMymTib/zid+mr24PePMPRi9vmBrNtZpESpSMSIJEbk4qYUG/Y0wqK/dJJjWHDd0d4DCge+2ezEaMqzrJ6pOGXNjFdekNhlhpmrFMbnej8hMZTNGx2VTx5M3D8mPzAFy0LyWQEr/r5c+ObWiiEIB4qqWAc+DFnYLCePFZGYZBLA0Q9+I28Kd/h/5917vLz+9VimOQKgrNhMHpptjvl1s5ORg4FGz1ffSGo6iGCNe/AJx403guRjVQUwPoKsOfv1DSGUO200+B1EGhs0+eNwCE3uSLgxeEYN4IC2067k/9mydg6Qoev3d1/MWqQecVBjB1tZRJybZBDTWczImlxs0xJ2GvAVQoOsmPkQzaXE+9VFUYTbmVNnSgHEwSTKoXFdy69Dv2no+kPiC25++NxHuqGEkoGSBLj8lwjugz3XgQWEh3/FppGhgG6nRyn00gZWTbRa0/CNz9jdE/G4YGGzpCbwIAjHJSYlHPzUklpO95c1IZJuXJmkIJkrM2meUccPs48ARIZZgUU3Wo2Q4mZZGZEj0YjtJdWg4uA8vn0u9Rdaw1VLyw1atMJXBGS3QEUpwTSBUBiHj+TwpcfPZ2QZMfcd6Woaefiy0xz/a7fgl4539bfG6vYhyDVFFoZjQ8sNQ8EQbR9FQPGoYjh7ofBx6ZJk4/Nv4eVYcSuHj07iV87GvbxTeqZFIBixf5wV6x1AdEi8NEC4+IZ24dwYKDe06s4V3nyODxTfevR+aI7LkDIPOEppTmpPb7Dmq6Ch1eXOxcFlLug4cjezJnkiar5TPtp5JxYaOF57aOYlmuarIsACgqombs8uENXODEm6OXShv6/lBcg9CDH4R4umiHLHavTsDilkShDzj9ws90pWGi5084LVa4+yST0lkI9HdIIv72XwB+4tMpO3jD1ODwCUGqYCRN+jXJnNQMo9iT4cbuvp2ejbf+vY/jo09vxQrCrDVY3ggAx65D98LZlRyQmoZJyesgrsvQzoDU/kvAyvn0exQNqzUFIy+IOqbnBg+ouBiAKkGqcwUY7AB3vSv/PbLbus5RN1Q8e7uASQmZ0tT12HYe+sDtJ+j/3/RfvC4KeYFjkCoOzYIqQKq0Vir0I0oeKjTz6e6VOrD1FE3OPPOOnGObgO/gR959Flf2BvjdL10ff404NgAMXECVBXfD/UL7OYCIjfApQOqLVw9gwcH68iJ+88feiT/48OP4xe8vaM8oZTvfgaWrpTm1/b5Lyf/Am4pJmaxC7kvUeCiaKdhIurNHMt50egF7fReHjtgMlDGphGQVgVTgAdc+Tf9/9+PRS08t0sK0MxLH9V383T98Bn/1H/5F/qytBJPyk33z8hqpilhrGTjyJ2VS5O7rjjz4XIXBgrTZI5NfaJoqnEmZVIYx5F7DZHPeuZnUgI6hqPjUc7voOz4+9rWtRGeXWUGKQGFrpGCzbaFhpktFmUqNpSu7wciQwCwY33Bkx/bz4QE9ryv3pt+j6lgWM9CeK2I64tiSSamGuM/lVO7V+/PfI4BFCRzRYLng+OKzMk0jXVZw+0lg6Z7yNeZVjmOQKgrVgBpOwKR4iAAqWpYGXTehwadWQje+QD/PY1KiSeZ3PryJh0+18a8++3L+sSVIeTxObg4nY1J8ih3sE9d2YbAAjUYbhqbgzWcW08PykqHGTiCjgkntDVwaVxC4k+3KIiblVw5sI/bKoBlC7nOKmdSjdxM7vNZ1o/cXHztmA/LlCD3g6l8Cy+dTxZPLDQOWruD2QM6aGuGPnqC2ksO8no9hzKQikHL7dPwSJnXkqeBT5KS6Qw+hokHhAZk9AGBjvBa+bmiwYcSte8oiwxjymVSOcWIeJiUA8VMvUHvPz10+oIGhwOwgJRj3pUPg3vXxe0XRCKRGZe7SZGRyUo5tx84+mSfNgpSio20CCgOe3SppphwGCMUSrWlSMRhvDpA+thjV4tu4f71V7CAWn1XNNBIlFB4pBifeVHxOr0Ecg1RRaBaYb6NlahVyn48ADGtNE616DToLqAD2xhdo1kuehVOrAYEDxjnOrTbRK5K2BCXve9RKCQDVSU2Qk2JT7GD3OmK3VVXHBKTlvkom5VDXhEm7KaeME+UziyR71XUBgm6fkuzKuER5YbOFlqnhqdtCWikdNUHX3AlZND0XvgO8/Gng7OOplzLGcHqpjlsSpLwRegKchnmuKin3JXNSwwP6WgBSq00DNvSpRnV0hy6ZFwKPXI9GK2pam4ymkPsmM2VkQKo0J5U0ThCj/OjTt/FP/uzS+HuKwhsCRgN+EOI/vbiHhqHiZneEWz1pq58VpGiRv3wIvP+hjbEfK6oxHUhlwFuFH9dIybq95azcp0LjAe5ZbZQzKR6DlGoIRSLqaVjSqUansfWLdb14ioP4rGqmET8zvgt0rhWztNcojkGqKDRaXBfqerkdOgzgcxWrTRMnV9q4uGbhmy6sAdc/D5x+R76FUz7ovo2arhY/EGK30/cA3UjYWK2CGikAUFQETAULneqKdhHOsJc+r7JQ45yApStwSnNSCSY1hdzX1HilcSIUTCRmUr1cqQ8g88RDp9p4aose8BduVzsqD50wBpLBLm0O1h8ae/mpxRpu9Og6hwnbfy5IRUwKCKGAgwGjcpBaaZpwIICkzJUoj69o6Aw9aqMT+sCoC9QWc1/eMLX42FURFa2WjD/PNU44+PyVA/x3/+rL+MU/rZ6X+tGnb+OlnR6BiV7Hjc4IPdvHBx67CwDwpZuCSUw6jy0bAqRsZuG7Hjkx9mNF06HDh+1OKvelZVAdfpyT2n+JpM+ls+n3CJfpxRPteN5Z7rEDhEyBpjCooj4xzr2WgJRoSFw3NDh+mJ/zFhummpGQ+0YHAHhUYvF6iWOQKgrxQbctvSKJT0xqtUVWzgUDYINdoHsNOJMj9QGpgsSaoZbUMoi5SS6HYSZAqkzuA/V6M+BjOOFu0B6JG7+qtx6QkvtMTYVdwKQ4pzqNlabQ0qcwTrS0andfyKhOS9MTD2+RBALgb3zjOTx4imS/X/zjp8CLFnyx0B6OwliSK2E7p5ZquCZAarcTg9/IK87ZOPKSqfoETMqEw3UwcCDw8JWXO3CLbP/C3dcdurHd3j4s3NTUDRUODCiTWNCzcl8ek8qxoD93fRc//Gufqz4+6J756X/7BP7xpy4LJlWPcnvffHEdlq7g2R0BqHPKfXdvrkcdPZKh6lMyqYyhxECANZmT2nmWWFS2XETU6z2w2cLLB8NiJYUHCKCibqhkEw/c4k4cyRCjXeoG3b/DnEkOXGwyapYZbyCjRgGvn3wUcAxSxaFZAA+waDEclUlPPIDHFbrh5e715pfoZ6dzTBPy2ADgj2DpKuyyRQdA3+UwzcQDVXEThYoJE171LCwAfhAicKST6s4xqZ7jwws49Z+blEkpGgCGphZWGicCqGiamug44ZYyKQB434Mb+OA33gcAuLrbxTO3yhPKxKQESI0E+OQc//RSDdtDYsu3dmOQKmNS0rEORa9kUqtNIxrz/tS1bfy1X/00/s9PvpT7Wunu6448MNldwz4ErHwm1TTJgj4RSGVyL5O6+z75tes4vVzDBx47A0MtX252+w5sL8T1gyHJWkYzanR813IdFzfbeHpbsNUZQWrUp8/93tPjUh9ALjqNhRhVjeiREfopo4iWZFJbTwGbOX2xVQ0IfFzcpOf4he0iB16AAAqZO1SDPl/JpLL1Y8kQG+yaAKm8TbDj0edXSxonBqJRQJlS8xrEMUgVRaJyu4xJBb4PjytUYS6bQPbFHMeFM/lvSlTN13QVbhEll3OTskyqwnnDVQNmVUGsiO7IgwXZ8mYaJuWWMilZW7YSgdQEOSnGaCCfFlRIrD4CKGiaWjTiHU5vfIrr2LmTfFdTOH7/KzcLjh03r43kvhIgObVYwwj0tz11dQuyhrM0JyXXP1UDhhIAS5iUAKnnblBNXa5zEKAcpqKiM3BFG52AikkLFh2yoBtUvFrZLUMyhngCbeFrFDV63X73CB9891lstmtwg4L7XMT1A/q7Xj4YkrtPyH0KAzYXLDxwoo0no7zibCB1bYuezQt3b+b+XNXoWttV/SNlBJ4Y06MihAKdiZyUfURqSo5hJWJSJ+k5LraJBwi4QoxIlk+MugSIqpb/HiBiUg1TMqnxz9Z26POrW0Z8LMmkXkfOPuAYpIpDyFOLBi8dIe94LgKuYLVlRC2DoiawRTsSPW4ZY+myB17eokYsZeQz1KwEy2mNa+nJYLoFg3nYOareIXeHLmoRSE1jnPBKmdR+n373csOc3N0HUM9EtYJJhUHkqIzOZ9StlEHlg/7oXU18qqiIWiy0XTuEL7tCSCaVA4Jvu2sJiiGs6Add/DfvocLNfHef+DwDwNAUMEVPsLT8hWGxrkMR98tel1jAiYWCuVzC9Xhk+1BVMQyyRO5rCAs6gOq8VJDOvWRzUi/t9PD3PyYa8LKYSdUVD9/3llPRfV5mtJGsaevIRugKua8zwomFGnRVwYMn22I8yxTjRbK/Y5vYwoN353f3VoWL1pl0Om/oR0wkZBoaakj1hZH1P49J0Wb25IKFlqUVF9xyYlJ1Q4s3eaNO9WZSMildjAXJYYWOS9evbpkxk4pA6phJvTEi0U24bFfvuh4CCCalJPIATC3WjTM5KQD5GrhYMH0osJJyX/vU+GsToegWTHg0NbYiOkMPNTbZeHcACSblCKkyf9HZk0yqYQh334Szf1QDDbU6JxVwJpiUfHgPSuU+ANHDuFZT0S/aeIiNQdcOYrkvyhuNH//Mch2/+ePfAB8a7ltW8KOPn6W3lHyeI5/FLFCOcikAWMYYVhYIwCRIFQYP4HGiclGHghLjRE2nnBSAaqt4xt33Dz72DC4nuvh/6vldfPWakIsUDVA0hFBwusmwUNejwvCykoXkENDAJrfmjc4oKpp+SDCPUaBiq1NxLQpi74A2BY1m/kIsBwDa9jQgRWDgMw0teZtvP01f8+Q+sU4wxnBqsYbdXsHvEvd53VDj+9zuluZeAYzlpPLkPjsCKWM8J3UMUm+QiCq3Q/Qcv1Cm8H0PAVQs1vW4y7Z9SJS5qDmjdEiJnBRQwKQS4+NrtQSALJSDlGpIkKp+0DoDNyH3TZeTMjWlsC3Svuh3uBoZJyYcnqaZqCl+ZU7Kj5iUrB87qH54haxRF30Tc0PIXp1RAE2XLE0yqfzjv/WuJWhmHd/70Ao22xYYy18YpNw38iEWngRwl7DA9WVanG/tE0PPlRLFubuhrKsRndPdXuGiw4S8CqC6YWuQzkldun2Av/+xF6If3+iMoCCeahxywIaOk016BkoVg+gYie4LwjhxozOM2k+99cwifuE/ewQeNNzcq+h7VxDD/mHq78iGPi2TCuJBgR40tHSxTtz4AlBfzd9QCqYDgIxTRdeEB/CjnFRC7iszTSSOXyb3yZxU0zJjKbFqwsJrFMcgVRTi4V0Qs5CKdt4EUgralh43Xy2RWACkmdREIKWgXktIPBVyn6pbqCn+hHKfhxqmYVJJuU+F44e5TjmZk1puyI4Tk8t9NYXcVWUuNo8raFp6uhBxQiZlqWHpwgAAB6MwllhH5XkjAKJAewjGGOq6Wm6c8Mm0EMksSct2TmwukyX4pjBmlIKU+JGqJ0wZZfdiVM9UNcNL3P8CqA34+JOnb0cz0W50hlATIHXtYAiH69gQWFC6GRNx/WAUdfFQvCECrYatIxunxfcYY/jAY3chVAzsHVaMuckJ2wsQ2H14ilU4LVgzxKDJqeQ+WuRdrqKhhVQqcPlTwLn35m9UNSsqoK6V9b8MyZSVYlKjzgQgZaXkvjx3n+sSSDUsKwapyDhxnJN6Y4S0Q+t0AxWZJwKf8iPtmhbLfc7RxCAlH95RXl1GokddvZ7Y+VVJZ5qJphpgeyK5z0WNzWqcoE7Lbk4Lmf2+g7alwdAU6rI9qdwnRqQAxdccoQ9fyn1K4riVxgl6bU0NK80qnVGAmtwYVDAped7RwmNopcaJMSZlNEtHIpxaI7nOBF2PvEVHHt8J6Ti6bk7k1mJRzV6V3CekZ3GPPLxhgnPgk8+REeH6wQiaBCmm4skbXTjQsSouoalNIvcN8Za7FlHTAZV7sEMdIQfWM9OhFd1AfzAoLt0oiCt7A9RhIyxxxukCpDxn+pxUBFK7zwH9bRpKmPtLrJhJldZJ0oTlcbmvKieVtaCPH98Vcl+jlpT7Dsg1OOmz+irFMUgVhQCptloFUh4CMLRrGbmvzCaew6Tyc1JitANUNGoTsBwZqom66mN3AibVGXpoKLPIfV5pnmF/4FKNFDCd3KfXYAlmVyj5hQFcrqTlPmAC40QMUnTexdd8fxSgIZnU8IAk2jJHlV6P+sLVDTUfSELZ1Z6ThCMBtqKk4IwAqe99eAUXN1ulTMoOJEglZmcVWNABgBlxYXlpCLnvkhiB9NiZOs6u1PHZy/vgnONGZ5iS+56+eQgHBhbEJi+S+0qME3t9F+stE5t1eu0gpPtruZG+d3TDgso9PHmjYh5TJi7vDlBnNlgJE9FFTZPrTWjMCH1A1RCEHE6ooq6GNKIHICaVF1otut5WWZ0kD+BzRsYJJWHimSgnZaM+idxXSxgn3N7rjkUBxyBVHEJ+aUomVVArFQQ+1exIB06Fo4qOHeekakaJVp/ISTXrE7Cc6PgmaszHTs8uHwUAcvct6RnnVumxE0yqZIR81G0CoAWuaP5VNvQ6TF4OUmHgI+AJC7qMSrmPzldOrM3dGAjjxMEwQL0umdRBNQAmdscEUsVMauhxNIxEnqHi2JZFn8sPv32jGAABIPSjQmHdSMirJfeiJjuZTCj3PXdA1+dUS8W7z6/ic5cPsNd3MXADtMRH7HKGJ28cApoV1WDFTCp/QXb9EH3Hx1LdwEadgHYQ0PVZyvSRVHUTOvyJcq7JuLTbRwM2NKv4PpHuvonlPmFB7wxdeNBoA9R9mZ6lxbvy36NbUQ6Q5L58dsnDAF7IKLeUUDAmy0k5BG7IZ96eAKmGaaQ3X68z0wRwDFLFIXIozQomFQYeoKhQFBbLfaNu6e41ZlJ2LPeVgRRX0KwX5yzGQkhmV/eHePDvfrQ0D9AZuljUha4+UeuiONFuihHyeTZ06jaRcI5NwaT0CpDyAx8+cphUpXGC/j5TglRJ3mh/6KNVly2A3GoA1GrRwlMv2h2HEqSQYVIT7IwBkQwvkBIBgAcY+YCmMGJSMkoWHsOsR8cuDXEvPr1Hv3tBD/Du8yvoOT7+5KnbAICHTtDfcWXfwTO3jggAhYwYWdALFuTuiJjLUl3HmgCpvk/vyTIpVTdgwC/vqZkTV/YGWNR8KGVymZTuprSg7/cJpCwlEI7K5eL3aJPJfaGoByQLelLWniAn5dmRSpN3v0iQUjQ9LZm/zrpNAMcgVRxC7msooqC2cFcfxFQ8WRR3B40TPhQ0G03qqP4D//dE566LgY2OH6IzLH6YO0MPC5o/GYsCgPoKfR3sRQBbyKSaJi3MPJgKpLSQFoiiax4Is8o4k5pM7jNL5T4fnCnoOUFaYq0CQD0JUlqB3Cc6iPhUoxTV0px9T/mxE1Nua3pZG60QIx9YaiSmrQKFFnQAMCwJUhWLspD7nt624UMF8x289/41GKqCfyoax771NC1w/+G5PfQdn44tGsxWGSe6ouv9Yt3AqrjsxSBlzQRStw9HNCW6TNYW1811ppD7FA17fQcuVJhKQMy7rP+dJpgU56Vt0cKAXKxjTtBKuc8E/BFUhcHSldzju7JtF8sc+5hJvYFCFiMKJlVU0MsDH4rsIhzNZXEqZj7pBGx+0jhRLD2ZhgFN04Af/zjw4PdMcO6Uk5JRlmDuDFy0VHeyfBRAsl19FejdhqVJqTK9Ow5CjoOhi1XZXBaYAqTq0AJa2IqYVOD748W8QDl7BaLXWqxM7qPWQkHIUbeS/RIrdpgJkKpVyn2CSUkJ9PGfKj92ollrw9RyizMBAKGPgQ8s14307rhk4TFrcfeT0hAA++y2jUChsoKFmo5vurCGW4c23nR6AQ9v0rF+74ktAEC93kgwKQFSBTmpzkAyKQMrApMPPXrPYj3N8JmYbF22+cqLnSMHDcUrdVJOzaSEBX2v78CHBpMFlDcq2RhQMT+P8rojL8h1yAa+hzCStRPPT9WG0mhE06TrRv794gsmFY32kHEMUm+gEAtIldMsDAOwiEklbqSqD1vIQ+XGCTnzZcoJmaoJLXTxT374UQDljqrO0ENT8SYHKYAs8L2tKCeV3R13hi44R9xcFpgCpCwoQgopmiklmVS7psf5vcW7gVNvKz+2+Jyk3Jd7XUICKQBoNBLXpEqS02sRayjMSSW6oDcMFfixj9G03KpkdULuK21ILOS+pYYes3u9XrrztiySjny3Su6jz2IUIFXn8/2P0iiav/PtF6GI1/Q9YLNtoVavxwYBPX9DI6MTMSkdKzVasPdtoG1p0LM9/zQDdSUoH0aaE9tHNmrMizu+5IVQQ1xvOgv61qENj2sw4JPRppRJJXLSkRoxfl3CgJpXt6yMJFcl98m1x+mhVlAO4QckJYIxsuOL4YrHxok3UoiFQQ0cNAy1uMls6EORMt80tFnsvGXHifwFU3YqnnCBlyESp3JhKNK8OefoDl00mDu53AfQ4L8Ek8o+YFKGiWqk5DlNEnodTIB3IZMKfARcpdq0M48B3/urwN/8bO4sqVSIz0dnwgpeYJzg4jjNaeQ+zcrIfcXMOJQFmmv3Axvj4z/GQuZQ3AHquoqBUyT3BRh4XPSRFPfk5ptK7e2ytMEeDcrPQbRB8qBB0WOQ+vaHNvGZn/sWfON9q8DOs7CVGnaxiJ/+tvugaImcVIVx4lDmpBoGlgwCqRtHwZjUBwBQDVhKELGvMOTFw/1E9B0fAzeACTcGibwQYOBNmZO6djAEF1N9MeoA9ZKcVNQWzUZNPqM590sQ0Dyp8dxrBUhJ1m930TDzNzWe54Inl39xb46NFXkdxDFIFUUiD1A23I+HAXWcBuLdKzABSFkp80EZk6pPDVIWEDioaSXOQdCD64ec6qSmYlKbpUxqT/TtW2kaca5j0toLURTbMlX0C7q4h8I4sVATxbxv/aHq2hEgWoAMCVK5bMePBs01kwXUlUyqnjFOFM9bCqCQu2/S0ETBpdND3dQw8oL8WWGhj4EnmBQEMJ18a+mh6w1a8Bx7WPo6hB44GEIoUI1aap7TiQVx79z8EnDirfiZ913EX3/7mWj4HoDKtkiSSS3VdSyKAvprRwGWikCKxTmpf/TJl/Btv/xnxd3EQSwKAAzulG+YxH0aePkbpLEQFvSX94dUY+U7Qu6ryEkBwt1brKSEQbKRcuJ+qdowybXHPkLN0DDIuc+HthuNpk/F/d9ZfuzXII5Bqiikiy1wYGpKLh0HABb6ULUcua8yh0FJZcYouVlWs9OoTeHsAyKpUualiuQhmay2qnaX2WidAAY7sNR82Ux2m1idSe6rATxAU+eF4BoGBCTt2pRFh4IhGQoX551/zeXU33bdADYfEe+t+F26lQKpYV6egSeKs80K1pcMxsgU4vSiAs2x3A7nADgGHhWjr4oAACAASURBVKecVOcKff/kW0oPXa/TgueMqkCK8oCnFmuCIWXkQc8Gtp6CdfYd+O+/9T6oCosYPYBoM1b0mXaGLgxNQU1XsaDT/bQ/YnEZQzJUAwYLIpD65PNUUNwpkf8kSOncKd+QyT58k469Fxb0awcDGIZFxbahNxlIVbh7eZho/5UcQV+lSkjJzj5EXR/fMA1dH57vU6PebKzeV37s1yCOQaooMkwq7+HyghDgIXWcBtJsQbrgCo+frpUosyw3rGlBSnagpvcXJqtF4tmEW67TZ6O1CfAQDZc6MWRZpqxfIZASO9IpjBMAsKB7hbtuYlIqWuYUbASI5T6UyX3xyO62pQHv/4j8QfV5Bw4QhqgZKjjPYQ3i84zkvmlCgFRDgNSY5CdZGleIfeyJmVMSZAuiKZiU5wzx+1+5iS9dO8h/YeDBh4pzaw3aBGUX8e2naXE+9fb4e4l7XFEYDE0pvBe7Aw+LNR2MsagVmQttrEYKgAApX+Q+eeQCDUomF8smrkrglhsnxD3iT8GkQqbhZmcE07TiMT1lFvTMZG4gfyPJxWasaWkk8X3oU8DJtwEn3lx+TlFO6ggNczwndbMzgoYAjCU2SsvngEd/tFQafq1iyifl/0chXS++DaOASfVsHxqCmEkldyZrF8uPn5CHCvt3hT5CMDRrM+SkAFhKOZOSEovOnfIHNxttGnNQc+iBzC7GO0c2DFXBUl0HZMHlNEwKwILqF3cnCAMoqqhNmyYmkvtoPAIASlivvRf4od+tlM2SEk49qk/xIzmHji1LCtTp5D6AmLnTQ028b+zcE4Xfyw0D+O5/AHz+n1feh+26BZer8JwR/tc/egbfcO8qHr17fIHlgQeXqzi/1gR2SU5OhbTTn3hT/L0EkwIASyse7dIZuhEgNTUJUnpBTkqHzj14AUff8XEknLfDolwdJJPiUAK7gklJuW9yC/ooYAg5qAn0vmCYE8l9diInnc+kor6gAN2DH/pk9TmZMZOqGafHQOpGl5oBMzVxb/7kV6qP+xrFMUiVhWYCPnVWyAOpo5EHBWE0KC0CqbWLhQ0so9AtGowG0Rol9yalzgqL08paQqqUzsTi2hR6ELWwQgLJRosGxln2LoDxfN32kY31tkldtmewoANAS/WxUwCuPPRjR+U0IXbJGgR4F8h9gdhhtizxO+57X/Wxo0GWiYUne89ExgkWdaieOMwW4BxFct+YrTghJS43DDKUnHms8rDtmgYHBkajITpDr9BROXRc+FBwfq0BdMxxJnV0CwBLd/0WkjYNY1QKFQmApGdpNZcg5UDDu8/nKBKaGX2GnYEXMalCaz6A7SMHS4KhTcKkeODBD0JoFdOEEXgY+LRZSjWBLgOpCdui8TAAhxJJpRNHIidFzY7T1+VWdwQVIViV0eh1EsdyX1kIq62pKXBybqLuyIOGAIZkUgMxSO/eb6s+th7bc4uYlOe5CKDkSx5lITTpWkCOpyJ3n9Tw1WBaJkW2Y6N/A8A4k9o6srEpm4JG7r7pmFRT9cYXeRlhEEus04SiAmBQuQ+FFQ2apBk+pqZE+YLJzlvmGYbFhauzGieAsZzUmHswcexp7pe2pcOGjl6fTAdFtUe9wRA+NGJSqjmek+rdAprr+cXVYuR5GUglmZQiNja/9mOP45surI+/WDWgimL1/YETbSCLjDYAyX0npSlugpyUzoJcw8FYhD4OHZIZW8nWZaVMKu48X1onKRQDNq0EJ6+7fYh6gdynsxDK66yRbFEcg1RZiAQxDfcbXzA7AxcK41HnZDzynwPv+jDwTT832bG9uBo/D0hsh/IA2WLGyhCjPMxRvhwXnb/YNVdKINlorAJGC/rhVXH8TE7qyMGGBCl/SrlPGDhaqpe7MQBAtn9tRhFA1cFCvzQPGEAhqW+akEzqj34Kb3nqI1AQjh8/wXZmzUnVK+U+JV8iK4i6ocKFgcGALOjdAibVH47gQcX59eaYjAeAmFR2hIx0oUUgpRTeiz3bJ7cmEAHg2Y2CvI5qRDVZV/Zi6/ygBKQ6Qxcbov5qEnefhqD0eFGEHnb6Ae5bb8JK5o7LLOhagkmVDT3lQVzeMk0oKkl+9mFUs5c08dzsjtA02DGT+rqI2hIw6hQyqc7QJSYl+6RZC8B3/O/VdmWAXiPGzBc1mXTcGZmUkOPUwTYMVSlkUt2hi7algXmj6ZgUY8DyWbDOFRhqOl/HOceWkPsAzGCciEGqsOcgD2bfBSoaEPrFw+Y4jUdo16ZcHE6+lf7b+RruvvRbOMn2x8sWpHGCKzPKfb0SuY8+g2nvF8YYPKZHdVLdAiY1sB2E0LDeMqNREKk4uh3lKlPnDAAOsbSySc59x4+BO5KIC8BENcACFwDHF652Esco71G5Zkm5rzonpSEobuSbCB762BoEeOe55VjuZ0qF3Bdv4KraorFZ73NrQcjD1KE9OU7nZmeEpqFEReuv9zgGqbKorwCDPZiakjuArzP0oCKEoU8JIgDQ3KAef4FPTCq3v5YLH6qoe5ny2ICoZcrv3QXQ+S/VyRwyFZMCyA10cHlsOm/f8TF0g4TcN1tOqqG4hbtuFgbUJmqWEE2Ai9grzapKJKsnjZXz5L56398DQHmvsfMXTCpkSrQ4TRxmC3D7xSPBBQCqqpY2a0wQnmJFgy8Hbv6wydHIBtM0Mc03D6RuloCUYFKammucCEMyQDRlDlAeu0giVg0wcCxZCj5/ZT/6dimTGnhYsQSbmKDjhAG/uGg6Eb7nwQkY3nnPSnyPr95fztZyOk7kPaOMh1DVGYEkwaSAtKlEMqnK4vfXSRyDVFk0VoHhHkwt3zjRHbpQk0xqmmhuAODAcA81I1+rd10XIRQsTsukNJMssL3bpZM/O0MX61JGn4ZJAQRSnWuoa2kL+raYYRXJfcFs7r4Gcwt33YwHsVll2hAzv4odlTTDJzJNTH382OZelJMyDWOGPEMb8Iaoy/Rndpcv5D7TmH7DZOtLWGFxIazsSJ6MkeNAlaChGemclDei+qCs3BeBFBmETD3fgi7/lqikILpnChZ6cR73LOm4tBvLfWXMpzN0sWxOw6T8ieQ+x3HAFQ2P37sa3+MVtv8IwBImm1EOeDM+Y+4VICaVBClxL3pBiO0jGw0NxyD1dRH1VdHtO7/YtjN0oTEed5yYJhJsx9LyJTnPo3qgqeU+IOqvVwSAgAApKYHMwqRCD3dpB6ndsSya3MgaJ6YEqTpzc8/bD0IoCKDPxaS84h54PITHZygUliH+TgPe+GcagdQMxxb5nTqjPGZRvqtmTn+vbJy8C2ssHiCYdfgNHB++50KTGwPNihkyIJx9SDv7gHy5L2cxlowlZlKSfRdcJ3GNzy7QzzfbFs6u1AvlPtsLMHQDLIvZcOVMKpGTqjBOPHXjEGHg4cHTy5QHFPI91h8sfV9cJ1XecYbxcHbFwGoLC7rMYRLgbh3aCDlQ13Es9zHG/gVjbIcx9nTie8uMsY8zxl4UX5cSP/s5xthLjLHnGWPfnvj+o4yxp8TPfoVNvQWdIxqrpOsqQS6T6gzJ3TfThy1Bqr9TmB/xfMpJLcyyYIr+emXzajoDD2tSApmFSQG4R9lK7Y4lSMU5KbHgTDH0EABqzIHthWNdG3q2DxUhtFnYK0CLUFAm99Gguanlvuj4EqSK5T5rBiCRC349IOZQ5O6bBaTWT5zBhnKE73iQ7slOBqSu7A2gIYgNQlrG3ReBVJVxQs3N7fYdOYAvwaQ0q7iwVFzjuxbpuXv07iXqDl/AfKIxIIb43RMwKT1hnPj3T97ObTD9yed3oCPAg6eETX73Wfq6/kDx8YFUV3vGWCGrZwjjGsxpQ+SkssXfN7uiK4rO0nWdr+N4JZnUbwD4jsz3/kcAn+Cc3wfgE+LfYIw9COAHATwk3vOrLC6H/scAPgTgPvFf9pivXIiuEYvsKLd3X2fgQgWfjTa3JEhtFd6kvuchZCq1mJn6+HGn8jwpASC5MpJApmVSC2cAACeVNJOSlf3rrbhjB4CpmVQNBG7ZzQHZ/kPos8p9ikZMquC68NCHG7LpHZUyIrnPL5T76tN2tQcikNL8AQxNyZH7ZgcpNDegcxc/+R66J7PmiUu7fWgIYMppv6podxWK69ffpq9jcp8oKpVMSstXJOQYnEju851iqQ+I7qXTLXr92wRIFVnQpa1+QZMgVXJsRQFnCjQWYOD6eObWIT78r7+Mn//DZ8Ze+oWrB9BYCFNe83v+Cn099Wjx8QEC32THmRxWzzmHwoOYvU4bpmRS6ZKFmx3xO1VeXcv5OolX7Cw5538OINtj5XsB/Evx//8SwPclvv9vOOcO5/wKgJcAPMYYOwGgzTn/DKct9W8m3vPKR2MVALAYHsIL+NgodjJOBLOBVEPUf/S3Ixkk2zTU973ZKXlrE+hvo65x2HmmDD/EwA2wak5Q4JgXTTr/VRymmNRen7qvN6Nd8Wxyn4X8QuT9vgMVQbwwTBuqLub45Ds2ZfPaqQuoo+PTeeksB6S4bHM1O5OSDr9CuW+WYwtWvxSSUy5rQ7+0O4DOApgSXLUMS5b1gY21zDk3o3MGUFjKIcElZZwoY97iGl9YM6Ew4PF7V9AsYVISpFqa+HnVhkyvow4HA8fHZZHz2s2MqveDEF++dgAdftzX8fGfAf6Hq9GzURoJNpo3TsPxQ1IM5mFSopgXAEZiyKFkUpaKY7mvIDY457cBQHyVn+YpANcTr7shvndK/H/2+69O1AmkFjglfrOup+7QhYJwNtqsW3QjCbkPGGcNge/NTslbmwAPsK72c2UtuVuOJJBpmZReA4wWgVSGSa02zdgYMK1xQgyEtITbLCuZ7fVdqAhhzWAQABBb0AvkPt+nztOzMykBUvDHJeJwHpCKWUnD0MacZ65o49OwZmBpAlwWJEiNxplUXUNcs5No6wMAGOzRgpcdOqmZdD0ikMpnUhJcmkkLehmTEgD2yGYNX/qf34eLm+2J5L6WJgvLKzZkjTWssUMcjjw8v0XnnpXcn9vqxY1bZe5MqbCep/6G9JDM7HU5GpFzWJ9V1rba1KhZEa5Ncb/c6o6w2jShIjw2TkwZeXoWL/l+/kEY+xBj7IuMsS/u7u7Of1aCSbUCSiqPD/dzCKRm3ZE0NyLjBDCePA38Gdv/AJH0ssk6BaYPodPr4kGblkkBQHMdS7ybkkJ3+w7WWokFRibBJ50nBQB6HSZoAcye+8GAQGomWQtI10kVDIMLZ80DAtGCZTC/kO005pD74ByJHGZ6QT4a0GJUnwWkBJOqOfvQFDaWk7q000dT4zFjkCxHSrmDXZLG8+QjYZ0H4o4TeXlGIAFSEzIpBG40yqNpqoVGB9ktvalMtiFjzXWc0nt4+WCE57Zog3qUmcz9zK1DYlHAbIu9HneSrxvqmHzbGVLLNXNmkKLWSHVOTFDeize7I5xatKJhjW+EeLVBaltIeBBfRctg3ABwJvG60wBuie+fzvl+bnDO/xnn/O2c87evra0VvWzyEEyqGZBrJ7kztr0AnlwoZv2wmxspJpVdkIPAT8+RmSYESK3xTi5jiHR6fUYmBRBIhZ0U29nruVhrJhZKb0CL2zRFiXoNRiiYlJ8n94XTTyuWEcl9+Uwq8D34XMHCtE19o+PTeTXVnFEjIofTnMWtGbW6of59WSZ1NKQFrzkHSLH+DhbrRkruC0OOK3sD1LQw/gzlhma4D3zsfwEOb0QburEwmim5L+SAF6RBqj/GpKpyUplCcUCwyyImRfd6TZmcSW2oPVzdG+DZ23TuO0fpNlDPb/URlS9WjXHJC62WAqms3EflLeFsTlAgYt6NUBpt6Nrs9hysty0q/j6W+3LjDwF8UPz/BwH8QeL7P8gYMxlj94AMEp8XkmCPMfYu4er7kcR7XvmoLQFMQd0fH0khu00AmD0B2VynuUw5TSY55wgDb7a2KEDUdWIFB7lMSj64LXUOJtVYw0LYKWdS7qB6kmg2jAbMkOYbZeW+g74NhfHZXU/Sgl5gVgnFNNR5jRN1NRwD2EAsqjMBiZSRRp3cnFRvRKDemAVca0u0YPW30bY09BJOtpvdERw/FIn2jNz36X8IfPpXgEufKB5NI7q3A4mZUpnr0hcsJXL3+e5ErYuSBcV1k6Yh5w2D7Aw9NAwVmpSeqzZkQiF4cacX5XCyOakXd3q4f1Vch1nlfk+ClDZW49UZOFAYn6nuDUDEpKyQWKxkmbs98XyGM+bSX4N4JS3ovw3gMwAuMMZuMMb+BoBfBPA+xtiLAN4n/g3O+TMAfgfA1wB8FMCHOefyTv4JAL8GMlNcAvCnr9Q5j4WiALVl1P1xJrV9JKQ+YHYmZS0Co25u1Xnf8cFmbaQKiOQtw3JwkCtrSUknAqmZmNQGWkHMpLwgxMHApTlSMtxB9STRbJhtGL5ojutmmRQtGjM/YMKCXtNVeAGnmWCJCII7k5OqqcEYwLoesbTWLFKiUafd93CfFrWs3CeZ1LQDMgG6z8WGqWmlXXKXdulzMJVE7lXKbTzx2WRNEzJEOycAhY13+64PU1NgyG7fvl3RsSEeSCqjaRa0iwLlYTbaFnVkZ2o1q2+so+4fwhMzpb7x3lUcDN3UvfL8Vg8X1sQzM0vrImuBJvgin0kdDYXBwZxP7jO8HhRGz5EXhNgfCKWDv3FA6hUTJTnnHyj40bcWvP4jAD6S8/0vAnj4Dp7adFFbhOnTQ5Z8uLYOR9AkSM1Km2uLgH0Y5aSSx9/tOaIeaA5Zq7GGxWAftk/1RskSMyn3NSaVQPKiuY560EMQ0AIpJ/KOM6kJRrsnw2pDH9DimN11dyVIzXrNFW1sjo+eGMcQBgECGFicWe6TU5ED3Mosxq7rQ5mlea2M+krEpLKzkw4H9Bks1Gf4HAECqf4OWpYW5YgARB0dDBaMy31hAhCK5D6zGQ0ClEwq2xqpb/ux1AcI40TJ9ZebHtFuCYhZ2MAJxq7vSzt93LveJOYyyX3eXAMDxzKOMDRW8W0PrOMvXtrDft/F5oKF7tDFTs/BvatN4AXMttg3N4H9v6RzN7Scz5MAuDYnk2L2EepGG0M3SD+foX8s933dRGJXn2RSW4f2nWFSPEBDdBHIuuRUFs5eJwEArU0s+HsIQj6WB+gOPdq9cmFsmDEnBQBNIYfu9enBmlvusxagebQxyNrEDwdizPms1zyRkwLGzSo89MGZBkuf8dEQC7mlhGPn7voeQiizt1yqLwkmNb7zPhQ776kHZMporAP9bbRMPSX3XdrtY6GmQ+EJq7VkMr3txLkVgVTaOAHkMKlk3z5AGCdKNmeZThZAnM/K1kp5QYgrewMCKX802QRqUR6yxg7xrnMrOLlIz8ZOjzYCL2zT33N+VZzjLDmp1gbVl3GOmjE+8+loSM/SzO6+yA0qO6H76RrG0H/DMKljkKoKawGGLxfMGERuH9mk0wOzf9g1suw2w/G5T3t9ynnpszSvldE6gaa3N3ZsgBxPS3WDHlxgxpwUPcwLQRdhyKOHIAVS3hDQpwQpcwGaS66qrGTWFUA4M0glLOgAYLvp4/PAn22GjwzJpJTxjhOe54kxILOC1Eok92VlLenum7lrdnMD6O+S3JdgUpd3+zi/1gBL5jDkvdJPgFSjKCeVJ/elr8vAyWNS04GUnM+VNU9c2x/CD7kAKae824QMYSR5sG3ju998kowGiPNSz2/T7z2/LK7DLNe8uUF/56iTO+Jdyn0zu3ujwYfxuI7dPoHsWsuszvu9juIYpKrCase7+mT7n0MbGy05Nn5GkBJ1JbUckNrt2VDn6VEHAK1NNByy4md3ry8fDHFqqRYlb+dhUmusC8cPY5BK5aT6MzCpNhR3XGINQo7eaM6cVMKCDuQxqTnygEAEUpY63mDW84hJzdxyqbYMDA9yjRMyJzV7OQTlpFqmMib3nV9rkpNOLsZiqCa6L8fvL8pJ1ZaA4UFUQA2MS7i9rNw3A5OK5L4MeL+0Q6+5b71FdUmTMKkm/S2/9J0n8H1vPYUN0eLr9iFd4xe3e2iZGtYbYvmcBUiitmjbqBsa/JCn6jCHUjGYFUh0i4DePkLNIFNJahNZ5aB8HcUxSFWFtQAtWjATTOrQxomWeGhnXRjEbqcWiOMnFp7dvkPtf2al+wDQOgHLPRBjI9ILw6WdPu5dExKIos+oq4uuE+wQjh9gN1fuG06fkzLbULwBFISp894fOFD4nOxVyH1FY7v5PGNA5PEBWCwcO7YnCoXnZ1Lq2KIWgdSs16W5AYQ+1rQR+q4fjc/Y7Tm4Z60BhF4sawnnaNK4UCj3bTxM7935Wrncl2JSFSCl6sSInMP49BM5qWS8tCOkufXG5NJzohsMAKy3LBiqgusdAo7nt3q4b6NJ7BKYDaTkNextJaYtxwA7GM0JUkDUZLaRkftWm5JJzZi/fJXjGKSqwlqA4kp3X8I4cWRjQ4LUrJRcyH2WT9LWKGOcMFU+u3wDAAunwcBxiu2ljt0ZuNgfuHEyeRYWBUQPs+w6sdtz0DK19Nj1GXNSANDEMNVG5+rekNpQAXMYJ8iCXjS2m/EAyjx5QMYARYeljG8MfM+DPw+Tqq8AdpfGLCC9qEkL+uwgRexhHV1wTozklrBfn1qsCcuy+MXWYrzArT8IPPIDwIk35x/31Nvo680vw9Ly5b4j20t3nfed6g4lVjvFpOrS3ZeR+y7vDnBywaKJxm5/Mqep2STQ3qGGsarCcHqphusHQ3DO8cJ2D/dvtAh8gRmZlACp/nZikGV8v9gSpOZhO6LJbE3KfT0HbUs8n749edPn1ziOQaoqzAUovp1qc8M5x9ahjY2GWBDmlPuMHPfgbs+BoczYvFaG6MZ8P7uRWoxfErbiKJk8645Kt+BpTawlmFSKRQFUzDutBV3ISW02TJ33pd0+tXMBZr8uoj6lqIBaCx0ok0hCZaGZMNm4BV12s2jOzKRoJPkiS3dCd/wAjiMMMPN0PwGwAuqu0rP9qEbo1GJNyH1y8iyLmcDaBeD7/3nxNOqle0jyu/XlWO7LmmGGXrrDR5XcB6RyXUCxceLK/gBnV8UmyelNfi+eeQy4/rn4n8t1XD8YYa/vojP0CKSCTFukaUI2mO5tEYAiHqcBIJqUPBeTSgw+HLkBdnoOVuXzWZX3ex3FMUhVhdjVtzCM3FrdoQfHD7HeFDuReSzoAHTB1FJMqu/AYDP2BZSxdgGAAKnEsaUEEjOp2Rdlx1rFGouZ1GoWpNxBNH5j4hDOpBXFTuUvLu/20ZCdrGd9wMTilif3BSGHzj3o5pTnmw1Vh8mCsc75oefAh56yvE8VomB2AbQ4J7sIKPOCtwCpxZBAqu8kmNRSLS33AUBLTOHN9uvLBmPAybcCN7+SK/cFIceR7ccgtfciDUmsOm4GpGILehqkru4lQModFINpNs68E+hcjRyMdy3X8fLBEM/eJtXj4mYrtuDPcs2NJj0X/Z2YSQmpknMO25aGpjmZlH2EhZqO/YGLa/tDnFkS93ZVLdrrKI5BqioESLXZIJKeZAJ1oyEcYLPSZqMFMAWKcwQzM/jwVteGoczZusRswWmexgXlesqZeGmnD1NTyFrrjyZzPBWEZ61ilR3C9gLs9Z20acJ36UGewTgBACu6nWFSA9y7JK7HrMBqtgF/BEv0cUsef3/gwIQL05r9egAAVCO3d1/o2XDZHBKLYFLtkDY1kkntiJo6ALPfL8L40A5oHHvP9nCrO4KqMNqM8cyGSTKpWgWYADS6YucZWFx0EUlIuNLuHoHUn/wtAqB3/Hj5Mc0WYB9F/5TdvpMgdTj00Bl6uGdFgtSEch9AIAUANz5P/1yu4XDk4c9f2AVjwMOnFxJy3wxMijHhqIyZlPw89wcuFJnvuwM5qfNrTez1Hby406ONKefEpI5B6uskxILZwiha6OVgv9VZBwbKUBRaNEddar4pbtKDgYuDgSvkvvnqrb2Vi7gvy6R2+zi31qQ5VXMyKb++jjXE7r60aUIUW86Yk1oznJTT7PJuH+cWpQ16RiARLK0eLZjxddk5tGExD1Z9yvPNhgCp7FiK0B2Bz7Mw1AikmiEtznJR2zq0YUAWZc94fGsBUM2o5u3I9nGra2OzbUGVnSWSrsf2hEwKAO56F8BD1HefAJCufTscJUAq8IAr/wl49L+O5bCiMNM5KUVhaBjpJrNX90kyu3tFsAdnCpDafBN93aY5Unct0zH++MnbOL/WpLxiOIfcB9A1PLo1Zpx48kYXBpujXZkMMUL+/k1yQ3oBF07NGZo+v4ZxDFJVIRbMZXUYLWiSSa3J0evz3Ei1RcDuil5ydDwpx+ls/nb6wepFnGe3YNtxg8yoAh8A7O5kC01B8AYxqYOBi57tjxfyAtODlACSNc2OdtqOH+DlgyHuaotbdmYmRQ+s3NUn2c5Olxa9+twgpUNHIIqoY6AKPRt8nntFMKm6aHgsWcNzt49QZ3MUZQNiZ7+OmkN1dX2RkyLTRA5jiJjUBKMpTj8GMAXWTWIlSbkvmppb18nSzgNg9b7qY2ZACsDYuA4JUvesNqi5rzeF3KdbJK8Kh9/dgo1tHdl4yxnxvMic1KwbyYXTwOFNNMz0YMInXu6ixuQctjmAxGgC3pDyZyLOrzXiESvHOamvkxAL5qruREWOW0c2FAYsGncApGT/vsQI+RdFbYcOf/Zdmgi2fA4GC8D6WwBoUb7ZHZH9HABG3ckkm4IwFzaxwIZ47ga1vkl3QBcOpWlzUmJjsKLZ0YiEl/eHCDlwpiUl1hmvuWDGlhjDnrK4d4mhNBt3hkkBiNrdcM4B34YyK4gAsfSMdNPTp28d4Yxch+Y5fm0JhkcA2LMpJ3Vy0UoMrkyClJjCO8m9Y7WB9Yeg3PwcFJZ296WYVOcKfXPpnupjmi3KXSWimZnOe2VvAMbI9ABPbpimMPE0N6Oc1MXNFh47S5uER06JQtnwDoDU0U3UNLqnJZP6yvUuzi7IZr5zAIlmAd4QJxesyFhyfr05RvF8IwAAIABJREFU2/ic1zCOQaoqxMKwrse7+q1DGhwWd1Wen0klR0e8tNNHTVeh+Pb0C3wm1OW7AABa7yYAcshxjphJjTqTD2rLicYqzaC89jIVdq62EjmXSO6bvsEsACwqNo7EIiYbnZ5szglSgknpXh+awlIy6MEhLXqNO8CkZM5rX3SCOBx50LkL1ZgDRIwWAIY2BlAVFtXtPHPrEKdbkmHOcb/UlyMTT3fkYuvQxglpPwfSi/HaRQBsMkABgDPvALv55bHBh90kSB0IkFo+V308aZxIzKaqm2qKSV3bH+LkQo0MG84M0nNzHRCbO8YYfv1H346f/JZ78T1vFlJnNNBzxo3kwmkaTCi6wsgu7l+93sV9K5kWVLOEXgdCHyz0cd9GEws1HSsNI2ZSxyD1dRJyV6+OovzI7UMbJxasxIc9z+51GRjuo5Z4eF/a6ePetQaYN5wbpAwBUuaAxnBdStrPOZ9b7tNE7uD2rWsAQN2mZbiCSU0r92kGoNWwqMTXXDY63ZSXY1bGkBweqKsYJdoidY6Iwc4FJHQAWIJJyYF7N7sjWHBhmHMcW1FE3d4RTi5auH4wwm7PwfaRg1MNPlmH77KoLUGxu1AY8NztHvyQk+kgkocSG5DNh4G/fQk48abJjr3+IOAc4W6tm8oDRkyqrpObTqvFUmJZmC2SBr0hMYPLfzY2sfjK3gBnV8UNI6Vns5VzsIJobUbNcQGgZen42fdfiAYtRvf3rM9om0bl1Yb0bA7dAFf3BziyfZxbugNMSm6evRE+8I678MF3303tvmRO6lju+zoJowmAYUm1cSSY1PaRjc0USM3xYbdIUmhZOjpDF0HI8fTNQzy8YQLg88k3APQlmiVpjQRI7fShMNDD6w3php2DScmuEw13HwoDJWZlRDmpGR7i2iIWWS9ir5d2+9hom7AgpYpZmZSQapweLCM9+PCw15vv2DJUE4YoOt4Tnadvd20CqdqcLE0kw88s1XG9M8TTN4n5rFvh3Bsa1JbARgdYrBv4wtUDAMC5tUYs22YZcVG/vrxYfxAAcFG9kZL7jrJMauks5ceqQrZmcnrAH/808JvfgwdxJSX3Xd0f4Gzk7Ovl/w1l0YybwOaGN2POVcYCgZTevw1NYRg4Pp64TiUAd0u5bx4gkWuHb+MH3nEGP/v+C+Lfd8A5+CrGMUhVhaIAVhtLyjDFpDbbFvUCA+YDkuYG4A1wYYk6Kjx98xCdoYf33CNu/HkXHqOODm+hPiTZ4npnhBMLNZiaGs2zmScnFXWdYEc4u9JId5uYJQ8go7WJxWAfPYda9FyWPeTm6TUIJCbcHo4NPuz2hCQ078Or6lFOSjKpW4cjmMxDrTbn55kEqYMRPntlH7rKBEjNyQBry8Cog4c2m5E56J7VRkK2nePcRWH5BXYjY5xwUdNVuh87V4DlCeVD2eX7N/4q8MRvAQAe8Z+O8jrdoYvu0ItBaia5L24CmxvzMikBUuzoRtQV4onrXTQMFXJU1Xw5KXEQucmQcSz3fR1GbRmL6KFn+xg4Pnq2j82F2p1jUgAeaA7Rd3z8v1+h3NG7TosbbN6FB8A2W0XTIZCKWCBApglgPiYl6mtWcYj7NjJgJJnULA9x+xQWvN2oRc+l3T7t6ufp2g6kduAk99GC2Xd8bB8czndsGaoBDRKkaNd6SzAp6w4xqdNLNez1HXzquV285cwitNC5AyC1BPAQbz9JkuFCTcdyw5hdtk1GfRlobuIcbowZJ6IaqaOb0cJdGXLjs/9i9Hnd7zyFvpD7ru7TOacKeYHJ3X1AbINPdntPhjfndbHaxOwPb6Bt6egOXXz1ehePnF64M3VSkdxnp78fyX3HbZG+fqK+jDbv4cj2sCVqpDYXzDuTkxKV/ucs2un9xqev4qGTbSwbYrc5L5MCsKuuYcElkNo6sqOuzjGTmgOkdAuO1sIa6+LCRkbvn2dxa51A06F8wAvbffRsX3Syltd8RiDRLDIAOEcpue9L1zrQwzvkelINKIGHlqlFct9LO31YzAObt+WSZFKibuf57R7edW5FjES5AyAF4G1rJG+dW2tQDiPabMwJsOsXcS68murEEYGU7wD2YdzctSpOvgW479uBv/lZ4H+6Bbzlh3DP8EkMHJIPr+5J+7nMSUkmNUVOSvbX623l/9wdkBw3T5lI+wRwdAt3LddxeW+AZ2/38ObTi7EkN5fcJ7tLjNLf9+d8hl7lOAapSaK2jGZ4lGoVs9kWYy6YMl+yWjCpU3psp/3Wi+sJ+/b8TGpfXcOCRwv+zpETmxtswaTmME4AcdcJWTQYxagDgMXSzDTRPgnD76EGG5+5RO6nh0+16QFTtHRh6TTBWFRjU9PjLh+fu7yP+jxTipOh6kDgYqVpRHLfs7cOKZ82z4YGoM/KTrPW99y3JsZQ3BmQemiRrsk9koXMm3uRsXYRp4KbcNx0ndRCXQcGNFJGNrqtjNYm8EO/QzKiogJnHkPD72LVv40g5JH9/LRsAyRrqqZhUs0JmNQ8EihAEqt9iLOrdTx18xBuEOLCZoucg4pO6YZZQ4uNE6l4g1nQX7Hx8V9XUV9GPfgaOKeuygBid59mTZboLQrxICyHBwAoqf8dD58AvK/Rz+8ASB1om6i7A/S7u+g7fgxSd4JJAbAWN/FAOMTqvZkFZrhH+a5ZAEV0NNhkHXzmMpkyHjjRBp6151/ohX25YWhR7uXzVw7w6KoOHOKOMCkELpYbBvYHDg6HHnYPe4B1B44tmNRDJxfw8Z/5Kwg5aFH7s/nLFWSx8LIywA+/6y6870HBJCJGPOfxV+5FjY9QE5ZrgHJ259fiEfMTM6mcYwPA3WwHA9fHtf1BbD8HZut+0j4BgMXW+Gx4o/nZZW0R6L6Mu+9pRP6M+zdawI4z/2ZJ3g9ZkLoTUuKrGMdMapKoLcPyKV/xgpjKuZkEqbmOvQSoJpTEbu2BE63ZC2FzYtcknb9znUYPbLazOan5mJS2sInztQHtiJMx3C+eM1QVEUgd4DOX9nF+rUk9ziYdXFcWZhv/X3tnHlxXdR7w36fNkizZli1blmRLtoWNMdjglcWEnRhnw2lSltKULCVpJyR0JskMmUwTmilJoCmdpLTJZCGhISTTNhshJIGhbAkBY4LxihewsWXLlhfZ1matp398975F0rMl3SPeu+b7zWjevee9d/Tde+473/m+853vcPIE0yYU09x6Euccrx1opSER9ht9Toq+HqaUjeNIWzdbD5xIRiVGHXQUT9QOt6+XuVXlqqBAnxcfzyJAZwv/vGYhl88LBh3dEQJgUpnSAMDkTl1T55xj37FOzSHZHiiuTJsnno5gvVadNLOvpZNdRzqSliCM7hqKxqultu/lod/vbvdgSVVAZwuzgtRNEkbIDicT/OkozGRJeXAlvoWYkhoOJRUU9bZRQC87DrYxqbRQR2g9HpRUItHkQR762IX85LaLdB7AR+RgQEuxrpXqbNoOwLTUOam8guidz/hp0HZocHn74UTm7hETZNmezlH6HZwXrvLv9WBJBXsRVU8s5nCbZodu6+pNLoj1EN1HXzeVZUUcae9ma9MJxkXNrZeQPQyhT8+24NPdNyiarSdCAEwqgbVTcVKV1PHOHjq6+zSrRXtgSQ3X3TeQ8mpcXhF10szm/SfYfbg9mbMP1N1XWDry+aMZy6DxJU2rNBAP6xhVSR1LBHjMrCjVbWR8KKmCZAh6GokQdAucOHMI9/Ghne3NrUlLpDdactYE5VXQeoBL51ZycUPQqSeUVHRLqrVkBn3k0Xd4B5BqSbXoHEcUdyXoWqmu44OjiDqOwvjRWlKadqdadL3OitnaBn4sqXLoOp64D8/tUAVbHW4HHnXgUTAu4e472t7Nut0t1IbjgMgKNlBS4XxiSE9n9GclnJvsHFB3dzsg0ZXghBn0ShFVPY309vXT2KLP+IyKkhR33yiVVF4eVNQzK7+Z518/zPHOngGWVNvo5tRmLNd7ffT1we91d0SfpyueBD3t1AXrouaGmWBOtzvxcCjMEIKecPdZ4MSZQzDCnCStHOvoSYZw+xjVQ7CyfcDkbI+neQCgsGgcB2QqBcfUt542JxXR1QckFvQmRsMhHYcTCn7EFI3HFU+kKlBS7w1T0fgYYZZUQMfRRDs+s11dTVWlYVZ7H5ZUD+fVTKSv3/HbTU1cWDfeT90JJXU8vdyH8i4o0ui3zqPp5WFnHHUwk5dH6/g65sgBjnZ0J4KQ1N13SOd3InT6UjGLuYVHeGxjE0ByjRSo4g3v3UiYsVxfG9cNfq9nFHulDST4/ZX2tXHNOdO4dkEQrNF7Mro7LqGkMlhSFoJ+BhF0tBXo5Gv1xBRfr4/Jx7Lpg8NcPVpSJUX57KGa8W1vUj6uILFBHB1HRj9yTSWMgkq9BueizUkBMqGWajnKsvqKRILMqPtfATBxJrQ2UV2mj/+zOw4xrXwcpXketkeAYE6qiyvOnkZJYT79DlbUBu0Y2SUXDCqGVFLRnxXKpsGJ/ell3W1+6gZOTmxgnuzlSFt3YuffhJIarasvpGIWNe5AYh1WIiUSQGtTMinuSJgyV6PsDr02+L1uH9F9SRfr925dzk0r1DVPr4f9nhIZJzLMSZkldQYR7ONTIUHQxISw8T0soAR19508lj7i8RiCXlyYzy43nYrOPck1UqAuFh9KqvoCQOCNp5NlJ49rlujRzkkBlFdzZU0fD992UbIs4v5XAFTUg+unWnSDv+7efuZXT/A3oZxfBP29lBQIV52jVuYFNUE7+rKkBs0beVgnBZrcdaBrq8eDWyusqnop9XnNnDi0j/3HOhlXkKdJT9uaRx/ZF1Ixi5K+Nio4wYTigsRaMgBONCX3wBoJ+QV6T47sHPxeT4ef6D4Y3J4+ds5NZJzIpKQscOLMIZyTErWk3r9YM3/rqN6TJQXpLr8w7NfDaKekMJ/NvTMocR0sHJ/iymn3pKTKq3Qn0y2PJMs6VAGMek4KYEI1he1NFBWkPKY+LKlJ9QCUdexLFF17zrTAxVIUbW0KJNfN9ffwmWvnce8HFjFlXLA2KKrsoTVwPCk7fb2655MPa2dKg4Zcp+ar8zH3EpBXrwMO2ftCYr8qEVFLKuqzWH0+AGs/XMEf77xKUy2BBj2M1pIC3d/q8PbB5b6i+2DwPKCPnXPz8vR5HioEXfIj71X3VmFKajgEltS19YU89LELqQujhnq7/M1JQbqSCiOHos4DoJvBre/T7Q8W5+/Wwr4eHb2VRRy9hix4HxzcqJmsIamkolhSE2p1hB3uZwT+LCmAY28miladNz1oTw8ukNDX39fNnKll3LB8pj8XS0mFhtCnyB45VVQqk+eoe689JVrTo7uvfNYyTrpCSg+uY/vBNv0tOQfHG0dn6aRSuxQkn8J9aykvTlkO0XFElfho66+cq4q7rze93Fd0HwxtSfkIES8sGdqSiomrD0xJDY+i8VBQwrV1cOncFMvAx2Q1DD2n4yOkOKB+Sinb3Qy6XCFn9wdui6jrUgYy61J93ffn9PojuvvApd+X3s7oP7DyGg29P7aHi+ZMZubkEqaVF/txsUCyc0ntHBJzjB6WLEyqh5YUJeVxuUJiL6cjKS4/j+6+CWWlbHANlDevY2dzGysbKrWD7jox/OSymSgq1a1D9q5NL28N5thGa0lNmatKLnVg0N+nz4uP6D4YHK3pI0AIdBA91JxUTMLPwZTU8BCBqWfDwc3p5T4W80IGS8rTRDi6OLCHAra6OupPbtPC9oghvwOpPFtdCM1BpowOD0pqQuBWbW1KlvkYBeYXaN0tb/KT2y7iqc9c4a9u0O0mIL2j9zlZXVGf3mF6DLJJKKmjbyTLutu9KSkRYXPBAmo6d1BMF1fOn5q0vsP7FoWZF2kkXpj6B3Q+CpLP00gJt7NPdfn5WmxfPBGQISwpT0pqKEuqzyypM5PpC+HgpnRfvS8lVVqpHXyaJeVpIhzNwSYCr/bPobJ1i7rPErnSPLn7Cot1PuNgoKQObVOLIooLJ1grxYmU+Zeek37uS0U9tOxGRCjID34GviypKt07ieaUQY1Pl9ykeji2J/ks+rLSACbV6bOYGijgUUkBbClcQKH0cU15o2ZX8Kmk5lyh93rXs8my8PmZMEpLaup8zdG5/5Vkma9UUXn5urh8SCXloT0zuftiEn4OpqSGz/SF6ttOUySelFReXtpW1Vq3P3dfcWE+MypK+FP/uRT0duhIM8wQ4cuSAt3YLrSk9r+i9yxK8t1w5Hsi1ZLy4O4D7XgOvZaeScBXxzChVrdgCBV2WDf4s6R6OpIDDY8ptMgvhJrF8MZTybJuD+uBUthTeh79Trh97iENmgiVVBDQEomGK3Wt15ZfJstam1TJjDZ6sHgCTF8Ebz6fLEtk4fCgvCfOhNf/L5m6Cfws5gV93rpa0xWVLyvtLcKU1HCpOk9fD25KlvnKOAE6LzXIkvLXMcypLOP5/gU4ydMOyLe7D6DqXO1wTp6A/euhdkm0+koqNGVTGBLd36dRTz6Ud/X5GhCQajH4sqRENOdbc4qS8mrtBJ15OC8Vpr3xNKjhnPfqIOPYXj33OCcFcPfN76Br8jzmn9yoBS279TkcSYbyTBSMg7NXw2uPJl1+h3fowGG0mfMB6ldqeqRwsOHLkgJYdbe6hp+7L1nW2+UpcKIUdj0DD6xKlvmIHHwLMSU1XKYHSio0+ft6wPX5ie4DqJync16pLhxfnQ4wr6qMzvxyXM1S2PmkjsILipM71fqgZgng4Ikv6kizZnG0+kQ0d9qeF/Xc5z441Rfoa9OryTKfUU9VC9SSCtvTpyUVJGrlcDC/6NOSAlVSAK/9Ri1Nz0rqrGlllCxYrS659sOqpHy4+kIW3aDus9ce1Yi8N56G2ZdFq3PWSn3+wmSziXvu4b7MuQLqLoLdzyXLvM1JBc9b06tJl6KvyMG3CFNSw6V4onbC236r5+HI2NeIpO5CdUuEE+IeAycAPnF5Aw9+dAV5896pP7Q9L6qL0UOIe4Kzroa574SXf6Dntcui11m/Uq3XzpboGx6mMnW+1tO0Plnmy5ICdQ91HU9aar2dwf5AHtamTG7QMPQwkjJcY+PreZnSoErjzT/qNfisO2TRDTrI2/Qzbd/Kef7qbrgKJtbpc7j/zxo5d9bV0eqsX6ntF/7+E1t/eLovNYuhaYMqVef8ufuONyaPwwG2ufvOYBa8Tx/6Y3uTI2Nf1k7dxfq65wV9SE8e82pJVZaN45KGSjj3/YCDxrUw/z3e6gdU4a35Nlz1j3DjQzDVQ8dTfwngVKmG7rMKD3MX+QXqnkzdhsFXIAwkR+5hFg6fVlpenu5MG8reuE4tep8dfc0S7dS2/U7Pwxx2vqg6V13oz9yjc71zrvRXd14+LPuIWmpPfUXno6LWXzJJLZ4tv9Tf54HAVRlGQ0alZrEOZA5vS0ZWRkgpliA1ndP+V9Qybt7q13IdY0xJjYRz3qevz38zmYTTV8cz9RydbN/6a9j7okYkhYrLJ5VzdZQPsPxv/dc/fgpc9tmkyygqtUvVpfKH+2DH4xp5Vr/ST90NV+m9bmvWOYaWN6NlyEhl8hydEN/1jJ7vf8Vvx1C7VC2QnpNq8cxc7nftS+0SOL5Xn/WKWcFgwTMrbgsWfYu2he+6S6fo/OsFt4w+0XEqC67XqMqm9bDrOV12ES4fiUroft6/Hrb8So/PXh293qUf1tfJc9Tybt6sfdesd0Sv+y3ClNRImNIAKz4Ba78DD9+oYZxzLvdTd14eLL5F/eg/fI+6Vxb+pZ+6B3LNXXDtl5NzG7lMYQms+U9VJs//u3aexaPYjn4ozv0LcP3aKWz5pS4oXXSjn7pFYPblOppv2gB7/qSWuC9ql2puxGfugQMb/CnukJog6KV5Cyz+kF+3cMiiG1WR1C7VwY1PxpXD6nvh7Hfrqw/mv1sXgW/8X430izrPlcqUs3SQuvkX6gKtXQaTZkav973fgC+2QN0latWHCnC2KSnviMh1IrJNRHaKyJ1ZE+S6r6kF0rILLvyErivxxaqvwF/9D0ybr3X76owHctbVsPKOsal7LDh3DVz9JcCpy8UXVQt0buql78Pz92tH4bOzX/5RjTALI6sWrPFX91nXaCf5hyAizGeHCYk8eBSVwSWf8lt3SGEJ/PXPYc23xqb+hR+Emx/2N29UOlnv85/u18Agnx19Xh5c/jnY+YRayMs+4rfuiz+p82jP3RdY+TP81T/GiEtdnJqjiEg+sB24FmgEXgJuds5tyfSdZcuWuXXrhtgDxhdNr8K0c6OFtRrDxzl1hc661I/rJmT77+HhG/T45p/6cbGksus5ePHb6jJbdbffuvv7dW6xv1eVq29rp/FltbZ97Dl2pvDyg/DrT+vg9PZ1fgMQ+vvgsc+pZbn4Fn/1hvz6Dk0ZtfrerFhSIvKyc27E0VRxUVIXA3c551YF558HcM59NdN3xlxJGWcO636grtux6BiMM4vudnU7L7l19Bks3qaMVknFxQyoBfamnDcCF2ZJFuNMw6drxTizKRoPV2RvtuHtSFzmpIbyYwwyAUXk4yKyTkTWHTp0aIivGIZhGHEiLkqqEUgNdZkB7B/4Iefcd5xzy5xzy6ZO9ZjuxzAMw8gKcVFSLwFzRWS2iBQBNwGPnOY7hmEYRsyJxZyUc65XRG4Hfg/kAw845zaf5muGYRhGzImFkgJwzj0GPJZtOQzDMIy3jri4+wzDMIy3IaakDMMwjJzFlJRhGIaRs5iSMgzDMHIWU1KGYRhGzhKL3H2jQUQOAW9GqKISOOxJnGwQd/kh/tcQd/kh/tcQd/kh/tcQyl/vnBtxloUzVklFRUTWjSYZYq4Qd/kh/tcQd/kh/tcQd/kh/tcQVX5z9xmGYRg5iykpwzAMI2cxJZWZ72RbgIjEXX6I/zXEXX6I/zXEXX6I/zVEkt/mpAzDMIycxSwpwzAMI2cxJTUAEblORLaJyE4Ric0WnCKyW0Q2ish6EVkXlE0WkSdEZEfwWpFtOUNE5AERaRaRTSllGeUVkc8HbbJNRFZlR+p0MlzDXSKyL2iH9SLyrpT3cuoaRGSmiDwlIltFZLOI3BGUx6IdTiF/nNqgWETWisirwTX8U1AelzbIJL+/NnDO2V/wh24D8jowBygCXgUWZFuuYcq+G6gcUHYvcGdwfCdwT7blTJHtMmAJsOl08gILgrYYB8wO2ig/R6/hLuCzQ3w2564BqAaWBMflwPZAzli0wynkj1MbCFAWHBcCLwIXxagNMsnvrQ3MkkpnBbDTOfeGc64b+ClwfZZlisL1wIPB8YPAmizKkoZz7lng6IDiTPJeD/zUOdflnNsF7ETbKqtkuIZM5Nw1OOeanHN/Do5bga1ALTFph1PIn4mckh/AKW3BaWHw54hPG2SSPxMjlt+UVDq1wN6U80ZO/dDnEg54XEReFpGPB2VVzrkm0B80MC1r0g2PTPLGrV1uF5ENgTswdNPk9DWIyCxgMToSjl07DJAfYtQGIpIvIuuBZuAJ51ys2iCD/OCpDUxJpSNDlMUl/HGlc24JsBr4pIhclm2BPBKndvkW0ABcADQB/xqU5+w1iEgZ8DPgH5xzJ0710SHKsn4NQ8gfqzZwzvU55y4AZgArROS8U3w8564hg/ze2sCUVDqNwMyU8xnA/izJMiKcc/uD12bgF6gJfVBEqgGC1+bsSTgsMskbm3Zxzh0MfrT9wHdJujJy8hpEpBDt4H/snPt5UBybdhhK/ri1QYhz7hjwNHAdMWqDkFT5fbaBKal0XgLmishsESkCbgIeybJMp0VExotIeXgMvBPYhMp+a/CxW4FfZUfCYZNJ3keAm0RknIjMBuYCa7Mg32kJO5aA96PtADl4DSIiwPeBrc65+1LeikU7ZJI/Zm0wVUQmBcclwDXAa8SnDYaU32sbZCsqJFf/gHehUUKvA1/ItjzDlHkOGjHzKrA5lBuYAjwJ7AheJ2db1hSZf4K6AXrQ0dXHTiUv8IWgTbYBq7Mt/ymu4UfARmBD8IOsztVrAC5FXS0bgPXB37vi0g6nkD9ObbAIeCWQdRPwxaA8Lm2QSX5vbWAZJwzDMIycxdx9hmEYRs5iSsowDMPIWUxJGYZhGDmLKSnDMAwjZzElZRiGYeQsBdkWwDByEREJQ4ABpgN9wKHgvMM5d4nn/7cM+Bvn3KdH8J0251yZTzkMI9ewEHTDOA0ichfQ5pz7erZlSWUslJSI5Dvn+nzWaRhRMHefYYwQEWkLXq8QkWdE5L9FZLuIfE1Ebgn219koIg3B56aKyM9E5KXgb+UQdV4hIo8Gx3cFSTmfFpE3RCSjdSUidwd7+bwgIlVBWb2IPBkk93xSROqC8h+KyAczXMdTIvIwsDHIYPKboN5NInKjx9tnGCPClJRhRON84A5gIfAhYJ5zbgXwPeBTwWe+Afybc2458IHgvdMxH1iF5jz7UpCjbiDjgRecc+cDzwK3BeX3A//lnFsE/Bj45jD+3wo0U8kCNHfcfufc+c6584DfDeP7hjEmmJIyjGi85HRfoy401cvjQflGYFZwfA1wf7CdwSPAhDDX4in4jdM9dw6jyUWrhvhMN/BocPxyyv+7GHg4OP4Rmj7odKx1ur9PKPs1InKPiLzDOXd8GN83jDHBAicMIxpdKcf9Kef9JH9fecDFzrnOUdbbx9C/1R6XnFTO9BlIboXQG8gSJmctSvlMe+LDzm0XkaVoHryvisjjzrkvj0B2w/CGWVKGMfY8DtwenojIBWP8/55HM/gD3AL8ITjeDSwNjq9Hd1EdhIjUoBGMDwFfB5aMmaSGcRrMkjKMsefTwH+IyAb0N/cs8Hdj/P8eEJHPoWHzHwnKvwv8SkTWouH17Rm+vxD4FxHpRzO8//0YymoYp8RC0A3DMIycxdx9hmEYRs5iSsowDMPIWUxJGYZhGDmLKSnDMAwjZzElZRiGYeQspqQMwzCMnMWUlGEYhpGzmJIyDMOrWZ2fAAAACUlEQVQwcpb/B5SH0k84vVPcAAAAAElFTkSuQmCC", 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" ] @@ -873,12 +865,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -899,10 +891,10 @@ "source": [ "**Summary**\n", "\n", - "* Looking at the plot of predicted and true values it is possible to see that the predictions are following the general daily cycles defining the day and night cycles.\n", + "* Looking at the plot of predicted and true values, it is possible to see that the predictions are following the general daily cycles defining the day and night cycles.\n", "* The model however does not capture the weekly or daily cycles relating to the workday weekend split and the commuting behaviour of individuals in London.\n", "\n", - "To test if the addition of an moving average term to take into account previous errors and correct for them. The use of an ARMA model is tested in the following section." + "To test if the addition of an moving average term to take into account previous errors and correct for them, the use of an ARMA model is tested in the following section." ] }, { @@ -916,9 +908,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "An ARMA model is an extension of the AR model described above. In this case, the model suggests that a time series can be predicted not just based on the historical behaviour of the system but also taking into account the difference between the predicted and true values of previously predicted points.\n", + "An ARMA model is an extension of the AR model described above. In this case, the model suggests that a time series can be predicted not just based on the historical behaviour of the system but also by taking into account the difference between the predicted and true values of previously predicted points.\n", "\n", - "As with the AR model above it is assumed that the dataset being predicted is stationary and thus no time series differencing needs to be accounted for. \n", + "As with the AR model above, it is assumed that the dataset being predicted is stationary and thus no time series differencing needs to be accounted for. \n", "\n", "The following outlines the procedure by which an AR model can be fit on observed data and used to predict the future values of a time series using the functions `.ml.ts.ARMA.fit` and `.ml.ts.ARMA.predict`. " ] @@ -934,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -969,7 +961,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -978,7 +970,7 @@ "3200.611 2330.177 1939.448 1677.704 1337.237\n" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -996,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1005,7 +997,7 @@ "\"The RMSLE is: 0.9016821\"\n" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1016,12 +1008,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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KHgXFSqX7mjypFdb3BIuPOBkDpwbZ/iUzUHCaFpjlv66Gow9E2+YZT4YXfqDrLh/4wAd48MEHue+++7jtttu46qqrePDBB9m+ffuCqhNevOUtb+Gf/umf2LFjB3fddRdvfetbufXWW6Pt/2qEa5xWHN2XxKQSWCBuuk+W1pc5PY3UMsHll1/O9u3bu+4zOzvLD3/4Q17+8pfXt5VKpbi7tjqwYtV9iSeVwAL1yVhipFYPfDyexYK7PAfomn6OJ3ZSLBYBcByH0dHRrkt1JGgDr4w7Lm9EqXhokCQmlcAGcdJ9qrbkRiqJSS0ihoeHOy7tvmnTJo4fP87JkycplUp8/etfB2BkZITt27dz/fXXA3q9qfvvv3/R+rxi4fVA4vBGvvc38N7ReNr2Cj2WMNM/wQpB3HRfKh19uxZIjNQiYv369Vx55ZVcdNFF/PEf/3HT/7LZLH/+53/O5ZdfznOf+9ymRQs/97nPcc011/CUpzyFCy+8kBtuuKG16QStUDEP9Hf9k3597Lbo207ovgQ2cGIUCDlL70mdnnTfEuK6667r+L+3v/3tvP3tb1+wffv27dx0001xdmv1oRfxgVIw/jPYcG7nfXY8H+6/Du67Ds5ZkFHRGxK6L4ENYqX7FEjiSSVIED168Ub2/QA+fjmc3NN5H5cC2fdD+775QcVMVSZYXajTfXEYqaUXTiRGKsHqRC9FWt3lMYpdlsmIsxRN4kklsEGs6r7akuZIQWKkEqxW9FL/rv7Qd4llhU0UrlXhwxfBQ//p3zYknlQCf8RK9yXCiUWFOk2VUqfl7+5loA/y0NdLLlm2XS3A1AE49Zj/9/v1IcHqx9QheODL3fdZ5cm8p42R6uvr4+TJk6fdgK2U4uTJk/T19S11VxYXvaj7gjz0YWevgQxg4kklMLjvOvjKm7rfB06MdF+i7ls8bNmyhYMHD3I6rtrb19fHli1blrobi4te4jpBCnaqkJ6UY0Eler8nwekJpwIofd90ot3ce8lWOFGrwo8+CZe9CTK5Dm07S67uO22MVDab9S1BlGAVIW66L2xMyh1Quh2X0H2rD4/eAmc9DQbW2R1Xn9QEuRct75VD9+il5zddAE/8pc5tJ3RfggQxoCfhRIwxqSBFbxMJ+upCtQyfexl86jn2xwaaMIWk+5yKfq11UagqB1KJkUqQIHr04o0EeehDe1IW8a4w7d/2Afjhx+yOSRAv3DSFicftjw00qQkpnAjqpSWeVIIEMaAXb8SK7nPshBk29A3Yxxl+djPs+Y7dMQnihfd6Vi1XMAgyGepZxOMjykiMVIIEMcB9ACVl//AGETc00YkW7dsMOn77tT22llCEyw3ea3jYcjWDICKesOq+oF5aUhYpQYIY4BqYVCYemXiTt2NRdcIm3tX6Pmj7idhiecF7PY5YrmBgk1hu63W7+3elnhNPKkGCeOA+eOlceLrP7+Ft/a5AbQcZdHpYC8tJjNSyg9d4VAt2x/pNapQCVPd9wrbt/i+pOJEgQQxwH7xUJh51X1hKrp7T4kP3pXP++3U6NqH7lhd6iY/6qUh7pYZb21iwj0o8qQQJYoH7AKazy6sqRCDhRA1S2cZ7G6ia/+89cr99AD9BePRkSPw8qUUo/5UYqQQ9Y+/t8ON/WepeLC/UPalsTOq+mIUTKZNnH6akU7e2S7Pwz78A17/Brt0E4dEUYwybDtHhuLACHu+xy1yCftpUnFjV+MxV+vWyNy1tP5YT3AcvnYFy2Ic3oAIvVEzKZ2BIZ+zbdo/t1natrF8f+YZduwnCYzE8qVQ2vpy9xJNaBdj7A7jzn5a6Fwm8cB+8njypoBJ0GyMVNFidASSEcMJHgp7EqxYfYb1u8F8avj4ZM7S2jecdlDFIjNQqwE+/CN//0FL3wp4aWsk4eDfc8YnO/3fPRaiYlG3CbYiYlJ8hkZRWVVkbWOWjHPS0V6vYtZ0gHHqKG/nci8ozGeu2XzsEZQwSdd8qQJBg9WLApXJOBzxwPXz3/Z3/3ySciDsmFcaT8pGgS0onUYYSTgT0pMYftWs7QTg4UdB9He4XL63t/WzVdiKcWP1QannQKJX5pe7B4sHxGYx7Ek4EkImHVfcFFU6E9qR8YlLe/x3fadd2gnDoxZPylaC7SetZ+/YDS9ATT2rlw1kmnlT5NDJSQQfjMHSfbX29qGevbhxA0uH6HjQJuTBh13aCcOglJuV3vzgexqD1u4K27SuckOBtxoDESEWB5VKKpmKZzb6S4VejziucwCdOs6BtS7ovlCcVQPabSoX0pALSfcvB+z8dEGtMypO03m2/dgi0AGdC960OBCnq+bHL4cu/G28/KnPxtr+cEJTuCyPlDlxxwswwbWr3BRFOuEYqjCdlQ/clq/4uDnpa28yn5JGXMWj9Lt+2g+bsJXTfykcQum/8EXjwy/H247TypFQwTyeM6inIelJOrVG6KBYJetpUcA8x8+6WMNrkSVkY1wThEUVZpI4S9F7u80Q4cfrAj2LxIo44gHsTlU8jT8o9350G5NYZZuQKPCfk7DWgAexJgh4DTZkgPOKsr9eLus/Gq19CJEYqCtjEpA78OPrvT+f162nlSfklOXqW6oB46uvFaQDDStD9aNBeqKcE4dCkBI1YOOFVsUJM8dGE7lv5cOm+bgNPdkC/Hrgr+u93aafTyUj5GZKeVE8Blj5wHM/AYDN7DTIwGNlvKh1uUIsjCTlBePTiSfmJG3q6zwOqWBNPahUgyOw4Y7yduePRf3/GNVIrhO5TCr70evi78+Dhr8F//AGc3GPZhl/+SMsMMwxXH3Q5jchlvzUt+w0dkwooQU+M1OKgl3Pud7+0MgahYlJ+womkwOzKR1OcocMFDbIKZlisNE9q/hTs/E/9/sa3Q+EUOBX4LYtK7r40SMsM08YjCTTDrDUmHnEUmI0rmbeX6gcJwqGnmFRAui9MfDSQBP008KREJC0iPxGRr5vP20XkLhHZLSJfFJGc2Z43n3eb/2/ztPEnZvsjIvL8uPtsDZu8mjiN1EoRThROLXw/+gS7NnxVT1EIJ3wMSU/qvqAS9IhjUk2z+kTdtyjoJTct8GQszL0YYEw6TdR97wAe9nz+IPBhpdQ5wATgJg/9LjBhtn/Y7IeIXAC8CrgQeAHwCZEljuS1ImjRUIhnYHDzGFaSJwWwZmtj28B6uzZ8aZAI6D4/aW6Y1XODVrNIpe09KXcp8cAS9MSTWhREEpMKmMxrxRgEiL2uduGEiGwBrgL+xXwW4DmAmzB0LfBS8/4l5jPm/79i9n8J8AWlVEkp9TiwG7g8zn5bw8qTsjRSB++Bv94Kc+Od93Fv5JVSu2/+pH7d9qzGNtuVYv3igK0B5VCGxC8mlfHfr91x3tdO3x8mmTfQoONV91mKMhKEQ5P3aiuECcgY9FRxwi8+uro9qX8A3gW4Z249MKmUckfqg8BZ5v1ZwAEA8/8ps399e5tj6hCRt4jI3SJy94kTJ6L+Hd0RlMLx26cdJh6H0jTMHuu8z0ozUi7Ft+3ZjW22y0b40n2tAeU48qRcTyqMKCNATEpSlkYqYA5Wu/cJ4oP3PgpTQaTbcfXJWMyJ5UuI2IyUiLwIOK6Uuieu7/BCKfVJpdTTlVJP37Bhw2J8ZQNBKJwglGDY41zvbKXRfU/8JRgx841aSE+qI93XKs2Nke6LfGBwJeiWtfsCl3MySGJSi4NectOC0n09JZb73Yur15O6EnixiOwFvoCm+f4vMCoirqpwC3DIvD8EbAUw/18DnPRub3PM8oDf7NiNFYD9wBBodmzajFo44dTgyE+jbRO0J5XKwMhmeOdOnUNmTfcF5epjTHKsxwEsrmkgr9uVoFsKJ4JWEPB+T4L4US9dlOlBONFpPSmXMUg372/T9ukqnFBK/YlSaotSahta+HCrUuo1wHeBl5ndXg/cYN7faD5j/n+rUkqZ7a8y6r/twA7gR3H1OxT8BsxeKJb6wNNtVh+TJ7XzBvjnZ8Ndn4y23flT0L+usQRAOhsD3efOMHvIH/HLN4pTOBFGgh7UA2z3PkF8qN+LOfuJQWDGIIRXn0jQO+LdwDtFZDc65nSN2X4NsN5sfydwNYBS6iHgS8BO4CbgbUotsylg0CKQEMKTCjjzhuhjUm6C7c1/AsXp6NotnGpW86XzIeg+n4UJm5bq6LJft2N9JegxytvDSNDr+3ZZmiRJ5o0eD38Ndt7Y+f9eEU/kEvRWxiCGZN4lNlKLksyrlLoNuM28f4w26jylVBF4eYfj3we8L74e9oigcuhu+3Rs20LeHrWRmtxr2q/C5D4448nRtDt/CgbWNT5n8lAt27URuPBmnDGpHhKF/Si5VIiySE1UXgfpcFK7L3rc+Y96UnDBi9v/32tIbIUTgSXoPdB9fmrQ09CTWn0IqsCB8IHTbh5YPSYVsZE6tbfxvjQTXbvzp6B/beNzOmfvSfk+vK3CiQi9HTfGmIrJk6pL0C3LIgVZ0j7xpKJH4LXNcuEnqXGo+4LGMFeruu+0gp/bHDfd57ZZs/RG/DDxOIydq99HTvd5PKl0zr7vvt6rG1COQfXkHXRs216MmBT4x+ogUfdFBeUEE6ukM+FjUkErq0QZw3SXfUk8qVWAoBW5wX5g8JvtKNVoM8qZcaUI04fhzKfoz6WIjJRSDeGEi0xumdF9PkmxPVWetpCgWyfzOu3fe+F6W6lsQvdFBeXjSXm9nbDCqaAxqVB5dd0YA1Z3xYnTBkEX4IMePKkY2u6GyX2Aahip4lQ07Vbmwam00H1hhBM+M8xW4USoTPw4clOCxgFCVEEPQuV51WC21Q8StIdy/D1jCDcxqE+YfIQwYaqfBFXIng7CiVUPK0NiOTD4BdqbvDRLGXc3TOzTr65YIipPyqUN+0Ya29K5EBL0gOc8HWLRQ9/r2UMcIJC8PQq6L4AXmHhS0cCpdTYi0Bwfjfr574nW9svBMm25qSJLhMSTigJ+M5JI6L4Ox3m3R+lJzZnSUqNP0A9AVMIJ1yPrW9PYlsmFT+b18xjiWE9qgScVoZfm/i9M7b4mgY6Pgc3kk5hUVFAqoHAijCcVdDIW432eCCdWAYLOvCH6ihNNRirCmfG8KWg7OKa9nqiEE65HlvcYqZ7ovqAPb4TCiUjqpQWRoIcsi9T63ote4iMJ2sNvoUkv9Rx1TKredi+LHvq0nQgnVgH8ZiQ9SdD92jZGKtNnT5l1w9y4Nh65IciPREj3dfKkLIUT1ksYREn3tQSr46gKESqZ10KCntB90SGwBD2MJxVjfHSFxKQSIxUFgubsiOXM2Num32wnavpm/qT2okSi9aTqRqo1JhVS3dfRePfiSVl6aVa1+9x7JUApmjhiUu73Jp5UdAgsQe+l4oQfJRfjfZ6o+1YBfG8k78AQku7zmxln+vT7boOfDebGG6WLovSk6nSf10jlw+dJBX54bWI7AScGsQknvBL0EDPjbn3qpURPgvZQNX/PGEztPkvhhK9AqDUdIkoJeuJJrR74zY4jyZPwo/vyzZ97xfy49qTAGKllJpywfXhD1TQL6klFaACBeimaXsoiBZGgJ3RfNAgsQc/YG6nA1HMIWts3BzMRTqwe+F5sr5EK60n5qPsyfd33s8XcOAwYIxUp3TetH6hsf2NbGAm6r4fpNEoLefe3aTvw7DUG4UQ9TyqkkQoknEjUfZHA8aP7epik+k2A6yxNLzUqO7XtelKJBH3lI2iFgkw+PCftJ8qI2ki5MSkwnlREybzFKe1FeW/8MLX7gtB9rjfi3d+q7ThEGQEl6Kl0b8m8QXK8ErovGvhVnIhCgh602n+o+9yn7YTuWwXwk4k3JfPZ5kn53UgtdF8UCr9KEcqzjZhUn6H7ooh3laab41FgqqCX7Nr3WwvHW6TVu38QBB0YelHgBcmTijWZN0R8JEF7+AkneokDBq5+EqOKNRFOrAIETv7Mh5hJubRWp0Gnle6LYHbszZECbVSUow1Xr3A9KS/SeUDZGfAg59wVH0A4AUKQh9fWkDg+19PdJ4wBDFQF3b0XE08qMvhK0D1VISKXoLd6UlHGpBJPavXAN+HOOzCErDjh55JHSffNGSPljUlBNOKJ4nSz/BwafLqNws/Xe10Eum8lelJNcugkJhUJfIUTXoo1JuFEHOumJQ/Grr4AACAASURBVMKJVYQ46b7AwglX3RcB3Te5X78On6lf88P6NQrxRDtPyu27jcIvSO0+N67j3T8IgsYYUz0o8Pxm3qGqoFtI0FMhlo1I0B6q1v0eaFL3hfSMg6ZaxLEkTeJJrQL4qWS8wgkIN6gtpnBi/52agjvjIv3ZLWEURa5Uabq5JBI08o2sPKkA58VVyEE4AUIQui8WT6oWoydVC0dTJugM5XS/B1z6NtYyV71UQfdhgBIjtcLhLgwGwSToYGdIguZJZSOMSe3/IWy5rGFUXXouEk+qHd0XxkhZ0n1xVEHvxZD40n0hlupoKmTcxXin0npWnxipaBBEgh5qQhNErdnqSUXIGCSe1CqB13vy5Y1DGKm6AfQRTqQjUveVZuDI/XD2FY1trhqvVxm640B5pr26D+zq9/mp++rCiVTjs3XbAbj6VMiqEH5ldFIhvJ2mmXeX5RckhLw9QWcEkaD37BnHkSflJ5xIjNTqgE0cIEwZHd8ikBHTfcd26pvzrKc3tkUlnHDVgfmh5u11T8oiJhXEe3WFDe5n27b9KBa3/TCTjiDCiZ6SeTvdiyENYILOCCJBT/VY5sqPpUmFoPtsGIMlRGKkekVTvTSfi50J40n5zHYW0H09GinXEA14lnePSjhRN1LDzdvrOV5h6D4f4UQsdJ9nWW1r4YTbD9U9hhlKORhwUBOX7kvUfZHAqdH1erpCmPq9GPB+saH74qyCnqj7Vji8N49vRe589/26td9R3dfqSfU4O67M6dfsQGNbbkgPmr0KJ1wDmGv1pMwDZkP3+WbLOy2eVJQ0SIsnFXY5jW4DT1M8LeigFpB6FrHvd4LOCOKRhPHqbVIKQlWc8BNOJJ7U6oBVKZoYZjtRS9DL8/o15zFSItr76dWTKnXwpOrxtIB0X9Ck1abafXFJ0C0VW47PwKMU4JGgQ/BBLWgV9FQIDzBBZwSJ7bj3Srf9WhFEgu60jC3JUh0JFiAQ3We2h6lUHpTuiyom5VJy2cHm7fk1EXhS7jIdHei+oJ5UUBpEQgwM3jZ9C2/2IEHv1CdvsNq277YS9MST6h1BDUmYYse2ydmt/fFDfUFVP1o78aRWNqxyGcJI0P2C+BEv1VFp40lBo35fL3ANYCe6L2hMKohAYAHFEqW6rxcJuo+Bba1m0XpM0Lb9JOi2go8E7RGE7q8rTS3vxTAS9EgrTiR03+pAoJu0le6L0pNyvTTjSdV69aSMkcq2GKn8cGMtqLAodVL32dJ93sHYRzgRKpnXJ97lDSj3FJPq4kmlUvaij0CSZSdJ5o0SQdS93uRsiP56Qkh1X1DhRGKkVjasPKl89/26tb9Y60lV5iDTv1DRE8XqvK4n1ponVZegB4ynBZlhOiEHBm/7QQLKtrEdP3q4J08qIPWU8gg+olrJ+XRFUEouFcKTapGg3/TgUd7xhZ8wOe9hHJomTCErWiTCiVWOIMHqekwqxooTkcWk5hdSfRDNwoflTuo+MwsMbKSC0H2t6r6YAsrWaz75DGqtBhCCG5Kg8VFXgt5tvwTBEMSrd5Wm1p5U8/X8j58c5Ib7DvOma+9u2g54FJshJkxJMu8qR9BZPYSsOBFUOBGRuq8yv1A0ARF5UrN6cHT76sK2LFKgJEcPrQV2HkNgI9VjFYF2g1qrAQSLQc3zG/2SnMMIShIshNWEqTfhhGMu7737JyhXXYal1mg37CKZibpvZWF8tsS/37GXA6fmgx0QNHAKHiMVRoLuJ5yIKE+qPNfZk+pVOFGa0bGt1uWoU5axusD5QCEXPXQ8A0Db/3sk6FHnSTXRfbaDmoUEPYyHmWAhAidQh/CkWtIVpub1BNRRcHBivr69fi2jriO5UoQTIvIOERkRjWtE5F4Red5idG4pcHSqyJ/d8BAPHwnoNdhUnAhjpJTPgNmLvL0dKvMLRROgPalaWa/aGxblWcgNL9xuTfcFpFhTKWMQJSTdF0CC3lM9Nj8Jei+Bdj8JuruSa6Lw6wlBJehhJgYt98pUocLYkH7O956ca+xT96Rs6b6AjMEKqDjxRqXUNPA8YC3w28AHYu3VEiKX0aekXAsqE41Zgu6nNGv1pHotMFueg1w7us8Yl15W5y3NLFT2QY90n49wAkxOUEzS3FQmXBygU/tNRsrSkASqgu6ELxeVYCGCCickxDlvCSVMFSpcslUvc/P4+Hxjnya6L8r7fOXkSbnczK8B/66UesizbdUhm9anpBLGSPlJ0F1vJ1TVbB91X1S1+8pz7T0p15DYLEzYCpfua0Wd7gsjnPCh+yCE6ikgV19XVIWYdHRqv0mCbmmkAkmWe8gfS7AQNnSfdZ5UC91XqLB9bJDhfIa9464npRrGz3q9Kr94tzsZW9rhPoiRukdEvoU2UjeLyDCwau/sbFpfkEo1QkWVd/l4iLniRI8z40oHdV+YNZ9aUZ5dqOwDTzJv0ME4IN3nDgqhFyb0e3h7TOb1rTiR6byfX9tByiLZtJ2gPQJNmFS4c+7Zr1arUajUWNOfZdvYYBe6L8J49woSTvwucDVwmVJqHsgBb4i1V0uI3ui+oMKJMBJ0HyqxbqQiqN3XTt1XNyQ9tN+J7hPRA3IYuq9r7MVL91mo+2we3qiFE00G0DVSUXuY3gEziUn1hEAUa41Qq0R79itX9XVaYKTctqEHWlt/j1KK49OemPNKEU4ACrgAeLv5PAj0xdajJUbOmu4LI5ywuZECelJhDGA7VDrEpKLwpEqz7ek+0JRfmMG4I8XioUFs6D63wGvr97T7fhF7TypwTCptPzGwkaAn6r5oYOPV9yCEqVaMkRrIsX39AIcmClqG3sQY9EZrf2vnMS5//3f40/94AOVdcXwFCCc+AVwBvNp8ngE+7neQiPSJyI9E5H4ReUhE3mu2bxeRu0Rkt4h8UURyZnvefN5t/r/N09afmO2PiMjzLX+jFXqLSfl5O2HoPnfA7DZLS4crudQOnZJ5w6z5tKDtDnQf6P4HpvsCKqrC5I8EkbfXJehhPCmf9pvoPstrGoh6Tui+SBE0Jh1mYuAZTyo1fYzrSTkK9p+ab0P32UyAmydjd+w5CcDn7trPfz863nwvLiGCfPszlFJvA4oASqkJNOXnhxLwHKXUU4BLgBeIyDOBDwIfVkqdA0yg6UTM64TZ/mGzHyJyAfAq4ELgBcAnROIjSV0jVU+W84OVBD2ETDyIcCKVaVBDvdTuq1W0NxMX3VctQra//f/S2YjpPqeZBgkT1+lWFxA8EvQQnrG3nXb/b5KgR2i8WytOJHRfb/BbesXdHmZi4Gmv4qH7zl6vn8+943MttLaluq8+tuhj7j84ySVbRxkbyvHvd+xrpp6XEEG+vWKMggIQkQ0EEE4oDVevnDV/CngO8GWz/Vrgpeb9S8xnzP9/RUTEbP+CUqqklHoc2A1cHqDfoZBNQYZq/abwRdBZPUReYPbHe09xz95xY6TSgPQ26JQNzx2HcMJx9LGZDkxxaLrPJ/YCdjPMoLlG0Ei4jXSpDo/s15ruCxgfSXln9atWA7U4sPHqe6iCXqk0jNT2MWOkTs41DCD0VLuvUnPYeXiap5+9lldd9gRu3XWME9MF0+7yp/s+AvwHsFFE3gfcDrw/SOMikhaR+4DjwC3AHmBSKeWOpAeBs8z7s4ADAOb/U8B67/Y2x0QOOXo/u/tex9aTtwc7IKi6BxoDfUQKnH+9/XHu3zdOrZ5x3uOS4OU2q/K66NVIuRXOW0si1du3ofuCxAFahBOhvJEAEvS4YlKpdI/S/G4S9HRSFikqBPW8Q5W58sSkDN032p9l7UCWkb5Mw0iFVfd5qqA/cnSGUtXh4q2jvO7nzyaTTnHDfQcB+O/dJ4O3GQO6GikRSQGPA+8C/ho4ArxUKXV9kMaVUjWl1CXAFrT3c15v3e3a17eIyN0icveJEyfCN2RoEFUNODAEqiPXkicVQcUJpRT37p8gTY2S+69Upjd1X30tqW50X0gjVTWqoU6elA3dF9SQ1PNHstHHdaAxOw6dJ9XmPvDmptiu5Byk2HE9JpXQfZEgaIFpb73EoJ6Up+1qVb8f6c8iImwfG2Tv+Dz14rVgr+7zTID3nNCk1/lnDLNxuI9XX7aVhw9NAvCnNzzEbGnp7pOuRkop5QAfV0rtUkp9XCn1MaXUw7ZfopSaBL6LFmCMioh5QtgCHDLvDwFbAcz/1wAnvdvbHOP9jk8qpZ6ulHr6hg0bbLvYgJm9qsADpsWgFmZg6LDmy+GpIsemS+RTDoWae5NmepsZx+lJVX08KRu6L7Ds15yXtIWHaZNS4ApWepSgV2oOX7nnIMVKrUU4YYxsqOrwPknOibovGgQRTiygWO3jo06tymAuTTql46xnrx/k8fE2nlSoajYOx6f187lpjZ5EvvuF5/F7v7BNf7dKsStombgYEITu+46I/JaJDwWGiGwQkVHzvh94LvAw2li9zOz2euAG8/5G8xnz/1uVUspsf5VR/20HdgA/sumLFdKukYpy2QiXYrFMzgQ6FTu9d98EAGePpCmoDPPlqt1g3A6ut9NO3GC75lOntrt6UhHHAd3zncpEu1ZVLxJ0Lw1p2vnbmx/hf15/Pzfed7hFlNED3ddVaRajuu+2D8IPPxZtm8sZgSXovdVidByH/lym/nnb2CCHpwrUmiZjNs+QJ9XCqXFitkQ+k2I4r79jIJfh5zboyapDip3L3Ej9HnA9UBKRaRGZEZEgPT4T+K6I/BT4MXCLUurrwLuBd4rIbnTM6Rqz/zXAerP9negEYkwZpi8BO4GbgLcpFeP0z6X7gl7sJne/QxygF4qlLpxoPubBw1Pk0im2jKQpqSyHJgp2g3E7VDqsygsR0H1BYlIR0n21csOw2tB9thJ023OulMf4OEzMlbnm9scBODAx3+xJ2QptgpyXeu2+mNaTuu398K0/jbbNuDFzDD73Cpg9bn9sUKFN0/Lx9hJ0pWr0ZRvD9faxAZSC+WLZY6Ry9s+QpADF8akCG0fyNPkiZp+h/lzwgtsxIOO3g1KqQ/al73E/BZ7aZvtjtFHnKaWKwMs7tPU+4H1h+mGNuicVYmDourZRCEmxt82WG/vAqXm2rO1nOFPlCFmOThbY0atwwq1wnm3j7fRM9/l4UqHpvk5GqtToc9rGk3KFC10Kx7Z6O7bXM53V/VMOj43PUjMLBT16bBYu8uR22aYVBPbqvUuYJDEpdt8Cj94Mj/83PPll/vt74QR8/psk6JZKU0njOA592YbKbpuRoc+Vygy77doYqfpES9+L47MFNgy1TCDN95+zaYSdh5exkQIQkbVomq0+wiil/juuTi0pYi1FE2L2WhdONB9z4FSBLesG6E/VKJHh4ETBDJg9OJldPale6b5FVvfVKg1PJIwBTGW6qLW8uUyWcUDleO6DGidm9KBy1mg/u0/MgjLJzk2edwjjvdTJvEoteWHSwDjyU/16crf9saEk6JYxqbR+rvs9RsqVoc8XK810X9AC0G6/zYRpfLrIto2jbffZsWmEW++ZoVpzyKQXP2cqyHpSbwL+G7gZeK95fU+83VpC1GevYQYGP0VVCE+qg3Di4IT2pHJUqODSfene1H3dvJ24Pak46D7XINp4mDaeVF2CbkP31RrGUzmMz+pB5ZlPXM/e8bm61Dg03Sc+s/XW+GhczHlhIp5248BRY6TGf2Z/bCAJugon+6/fZ1mU4zTRfaMDOdb0ZymUw9J9zWKuU7MFNgy396R+6+lnc/3vX0FqiSYdQcziO4DLgH1KqV9GU3iTsfZqKdFLHCBoWRQremihcGK2VGVivsLWtQNItYRk+vRKnT3TfSZ5r6twoteYVNR0X4dzXvXEpMKIMroZKfeauIbEVlHl8ahdI/WMJ66j6iiOThiFpVt0F+xEH37eeusCfHHRfdOH42k3auy5Ffbfod+PP2p/fCAJes0UmLWNSTVin0o1032gxROFUqXRbjprP7k24910obzQSJl9zh4b4uIto6RSy9dIFU28CBHJK6V2AefG260lRMpSIBBUgt5E34RIuPMMJu7S9lvW9kOtRDqX59BkwX7AbEVXI2XOS7VXTyoKui8AxVIre+g+i/wxL8XiW3EibT8xcGoe4USN8dkSawey7Nioab6jU4ZyDbPoYT03rMtKxEq1xEdjqjgxcySedqPE4fvg339Dv+9fp+k+2/MRNCYdqixS873YaqSetGGQ+VKlQauGYSPMvZhCsbGDJ7USyiIdNFLy/wRuEZEbgH3xdmsJYQY2ibxeWoj1gbz7eto+OKGNydZ1A1Atk8n1a8OVSvdWu69uSNoYKXf2HZcnFSXdp5QxUnlP27bCiS75T00SdONxBQ6GKy3kMO2Mz5QZG8rXZ7HT8+Y8hamC7iZ2dpPFh1Wa2WIlGKkJrarkrKfBFW/TMdkZSw8w6CQ1VEzKKE1NrLnVSO3YOEy1WqXqrkEbRt1n7sU0Tke6b6nLIgVR95mpBu8Rke+ik2xvirVXSwlb1VMQCfqC3JQQCXeeQdD1pLau7Ydqkb7+AcaPl6mOpcn05EnN6wci3eG2sHkIWuHnSUVJ9zlVQLVI0G0plm50nzvoSLO3kwpQd1nVIGUmAYbuGxvKM2aUVVMFc37DelJu+Z2Wvh+eLLBuMEefm1ga13pSfaNQnITpFWCkpkxNgNd+BQ7eo99PH4Y1W4K3EXiSGkLdV6fk9L3Yn232KX5u0xApFKWqGcjTuRCxVzMpx6nfg419PPHRJUSgbzc1+DajSyTdB5wRa6+WEiJUyYTzpDpmnBt33134rEfhxNHpIrlMinWD2mgM9ms1XtGxbLsVlS5VysEYqbiSeXMh6b42EwPXkNbpPgtxQ3322qXEjFegEMaQtAgnxobz9GXTDOczTM+5nlSIpTq8sQ/P/VKq1nj+P/w3H/ivXW0mTBF7Um67th7JUmDqoF46pm+0kXZRLXY/phWBJOgtsv/AnpRHONGG7tuxcZgUDgV3FfEwKwmYezGNw+hAtsP3L/MCsyLyh8AxdIHYb5i/r8fcryVFTUIaKb9kPjAz9BB0n+cBOD5dZOOwSbyrlhga0nLUQrXHKuiV+c5GBOweglb4StAtVub1xoTanUu3nUwPdF/dkLQxgk3Fa0OkLHjEDSdmSowNaQ9sbDjPTMGcJ28Mw6bv7nGeft+3f5KZYpWv3nsQ1SqciJruc++/+aUtShoI0wdh5Cxt2N37PqiE20Ugui+amFR/i5HasrafbEpRqHgKWFur+xoxqZG+FiPleJ6zJUSQPKl3AOcqpVbAXRcNHMkgypJ66laB2KVYwFIO7V0l1mOkZkqNIGe1xNDgINm0MF+lNyPVbb0niIjui1Ddl+5A41VbPSmbZUCaH16dfNvymHiL14YpAmuOKZUrzJXTdZplbCjHdMHjSYlYVstwGjN2T3/ufOwUANPFKpVslVzYEl1B4HoWvVQ+WSxMHWxQe5mQnpRNMr91TEq3rVIZRBXJtxipVEoYzipmqt5k3nCTsRQOw30t93nNyNs70f+LhCB03wH0shmnDWqSJmVDsYCPGsxDD4lFrbem2EujP9pImYeqViKVybNt/SCzlV49qYKPkbLwSFrhzlDTHeI2Yei+VIdzXqf7vBUnLNtOd5Fy16qeuoAhFiY0BtD1mjbUjVSeWW9MCuyUie4qzS0xqTseG+f8M0cYzKVxajEn87rPg61HshSYOgRrzKo/YT2pwBL0ELX7zH5KMqRQTXlSLobTVaarnglTSLpvKJdamKhbLXV+XhcRHU2kiLzTvH0MuE1EvoFebRcApdTfx9y3JYOSDBIi4c6Xk4ZwJXqgifs+Pl3k55+0Hu9Cgk/cMMjMXtWbus/PSGXyvXlSmb7OVQis6D6PIelG96V7TOb1fvbC/S3gSVmw8NSMAZwvlYEBRvp1G2NDeWaKxebvt5XmtyzEWHMU9x2Y5NWXPwHHUTAdMj4SFO55Xu6eVLUEc8dhzVb92aWG3TSMoAhacSblWU8qaMUZc22clDZSrXQfwECqwlQlQ81RpF2mI0i1j5b7fE1fG0qvVlkWRqqbJzVs/vaj41E5z7ZQ9fxWChzJkFIBB4YWBU7Hfbz1tWypJ8/7YqXGdLGq6b567CXHmWv6ma9KbzPjarG9/NxFT3RfqXM8CiwpOZ+JwQLhRJiySA1xwwJUSx4jZSucaBSYLZb1MSP9uo2xoTy1kluaqr/Rvi3d5xF97D05R7HicOHmNWxd14+4+9jK20HXtvvmH3ffxz1/Ye+TxYKbbDzS6knZ0n0BEstdNagtxWriijXJIKgFwgmAPsrMqyzHpot2hQha6L41+TamwFukeQnR0ZNSSr23dZup4TdpltBYtXBSGQu6z4d6cvepCydCZIV7YgwnZrQzu3G4r7HabTrPxpE8BSeFUy0Fk2y2Q2Ue+tZ0/n9PwomijyjDyGeDzALrE4Ocj7qvh4oTdeGE/q77Dkzyb3fs5W9+62Iy1WJzySWwS1kwxxTK+j5wA9ZjwzkOijvx8BhBK1FGCpzG/bLryAwA550xzIOHpkg9VkNJGglTQeTRW+DH/wK/9rcdvl81Bu3aMqf7CjpOx8B6/ZppxHit0FQ130+CHq4WoyMZ0jht6b4cZYoqx8GJApu919S9fzv2u1mCPpxv50ktD7qv43gmIn8uIueZ93kRuRW9/PsxEfnVxergUsDKk/IOal09Ke+aL5YKnHSu/v74jJ7pbRjJNynmNg33USZLrdLD4FApti8u6yJOT8qNAQUx4MrrvbbzpEwbTbX7bL20dNPn937tIb567yG+v3u82eCmbT2phgS91GqkhvLkcfvutm9hYL1Jo+a87Do6TTolnLNxiC1r+0nhUKwRrmBwrUzXxGXv/b/c6b6SNt70jejXsJ5UkIr8Lt1v672a81kjTYqF6j6AjFOiSE7nTtpMPFpiUiN9bSaGtQpklrGRAl4JPGLev97suwH4ReD9MfdrSaFSGTLU6ksodIWf0gyaPSkbBY7XYzCDoLuC5sbhZiO1cSRPSWVRFcuHzItqwd/b6SVPqlvbNgv8+dF9dZFGtvHaY0wqn9GPyg0/OWR+S0hPylNfr2iMlKuq0kbKDDDZkJ5UXTih792Hj8ywfWyQvmyarWv7SYtiuuSEq8Xo7tupP95rsdyFE0Wz9ETeRC7SWUB6lKC3f/4r1RrTZcfuHve0V5M0glqg7gNI1UqUyJpVEEJM9Mwx7T2p5UH3dTNSZQ+t93zg80qpmlk+fmk1iTFDpTKkqVGpBQhwBqL7vMIJG5moJ0kPwHE4bui+TSN9TQKBjcN9lMj2RrN0EU48emyG3SdLOGEHH19PymJm30T3BVD3uXGdICx1Cw3iHrP/pI4VfWvnMT0RCB2TWuhJuUZqw1CevronFSYm5cY+GnTfz47NcO4ZeiDeMmqqWvRqpDpdI28/o/SklGqsdRYVXE8qbzwpN1eqFwl6m3vx5GyJcqXCF+8+xFzVeCuWC6pWSbcXTiiFVIu6LNqEpSfVQmuP5NqYguryN1IlEblIRDYAvwx8y/O/LpzQyodKZchSoxzISHkl6N3ypELIRL10n/l8aLKgq00M5JpKDW0czlMmi8RkpK69Yy97JyuMT82Ga9s3JmVBhQSl++rqPouAslcIYz7PFCscniqyeU0f8+Ua1XLB40m5/baJSTWM1EAuXZf+jg3nyEsZhTR7gbbJvKKFEzVHcWiywLb1+nHdulaf/8mCez+KpZEy/ejkCXivRVQxqblx+IeL4e/P70252opSiycF+pr2IkFv49Xfs2+CFIoaKa770QGTgmLnSVVxY1ItRso8//0DQ+wPSfcpM8kaWsbCiW5G6h3Al4FdwIeVUo8DiMivAT9ZhL4tHVJZMlSpVG08qS6L33krTvSQy4BTY9/JOZ6wbkCXzffQfaMDWaqSI92LqqqDkVJK8d1dJ6iQYXJmjkI5hILQq4hrB5ugckvhzQWotdJ9NjRIqyflsOeEXj7jWTvGAKiWvZ6URZ6Um5xt+lOsVJuy/AdyGYbTVSqpfEM8EjaZV9U4PlOk5ig2j+prOpLTbZ6YqxrPwTKlwL3fOhmLJk8qInXf3Z+Gqf1a6FCeiaZNWOhJgb73e/KkFt6Ld++bII1DJp1m78k5y+U0dNtVMoi0yZMycvmhoSEeH5/zTPSC3Iu6rxXVje5b5sIJpdRdSqnzlFLrlVJ/6dn+TaXUqxene0sDlcqQlRqVmmVMqhOd5JZFAUu6b6Ente/kPGevM46sJ0FWRMjk+0lRCzfjdBx9U7aRoP/s2CyHJguMDA2QVlVNLdjCG8dph1B0X4dzvoDuCxPvasSkHj2mB7Qrz9FGymnypGyMa3Pb5UplQZb/aLZGWTwDQ9qC7vNWQVcOhyf1gLt5jbmm5n45Mue2bRlj9POkHI+BD7ukSyu8CxGW5zrvZ4vilBYJeasphPGkfCTod+89RVochvrzHJkqWk46jCHpJJwwBnXNyAgnZkoUHLeMVhBPSl+rMvqY4dzKFE6cvkhlyVCjHMiTWqjAW7iP07zEs63SzAy2yqly4NS8XqIDGh6DmdXn8n3N221QddeSWujt/OhxXRHrCWOj5KjWq7Dbte/jSYWh+zrVQayr+zwxKQiWn9ISUEY5OgcFuPQJa/Um72+xyU1pycEqVar1RF4Xw5kaJeUZGFKWyd+eskhHpvQ1PXO0uZrCoRkHpRRWy42Df0zKPXfZgeg8qZOehQhLIanmdihNN3tREC4m5XSOSVVqDg8emiaFYrAvx+FJd/Vsy5iUSrWn+4wntW5U/44js25JqiAxKd12ydHj0kql+05fpNKkA8ekXOqp23LjrcKJcHTfqZkCc+UaZ693PanmQqr5vhYPywZuYLqNBP3x8Xn6sinGRofJSSWkkfLxpMJ4JOmcj7rPUxYJAnppC/OkTs6VGc5n2DzaTzolSC2kus8dxI3xbOdJDaerFPEYLtuZd12C7nDEeFJn1j0p/XmmlubwVNE+pcCdt4rgyQAAIABJREFU/HTqj7s926+vY6/plErByT0werb+XI7SSM00x6PAeFLR1e57fHyOWq2CoBjo79dGyirGqJWgFZUyZZFaPSlTVmtU5zYemXVz1IKzEUWl2xxqk4O1EoQTpy/SWbJB1X3e9Ye6ZZy7dJ/tzBjqN8rBU/ohbRip5jWa0rlmWscKrifVxtvZd3KObesH6evrJ0eN/acsS8e4ffKTt0MIui+Ius+G7muJAyqHk7Nl1g3lSKeEDUN5UqYUlW7bNYA2ogx9vaqVyoLK00PpCvOOZ5sN3Vevgq49qcNTBQZzaUZcQ2jui5LK8rNjM+Hpvo7qPteTcj36Hr2puRPa49l8if5cijAmVZxu5Ei5CKXu80rQm+/FXUdn6DMpBf39g0wXqzhWtRirIGmqClNxorW2nn4Ox9auISVwaNotSRWE7tP7lhx9bwxk29F9K8RIiciAiPyZiHzKfN4hIi+Kv2tLB0lrui+4BF0CeFLemJStJ6VvlEOn9EP6hHV6aY7WGnXZfMiERPAsHb/Qk9p3ap6z1w8g6Rw5CRmTqhS63/BWdJ8nttNV3eepOBG07ZZzjnI4NVfWa3cBm9b0kXHKPXpS+jpVK+UFntRAqsqck6Va8/xGm7w6dx0qp8KRySJnjvbrJV2gfl+UyLLn+Ky5F0PQfR1jUq4nNdC8f1iMG6rvTGOkooxJlWba0H1hYlKdhROPHJ1mMKXPibucTg2LYsdmclt1hBQOudYCsIb9yOYH2LpugD2n3EmEDd2nx6XWpaR0O8tcOOHBp9GFZa8wnw8BfxVbj5YDUjZGqkZrUc8FaK3dZyucMAPhoVNziOh1ZACPui9nXvR2J0zViUr7mFTNUew/Oc+29YOQzvYQk/KpZmFF9/l5Ui10n3fZDT+4A209JqU4OVdmvTFSZwxlyVIJlyflfr8xcLVqheEWT6pfKpTIcmqu3Oi7bTKvya06MlXgzDWe62nuF5Xu06IKW0+q6heTMtfCVYj2Kp44tUe/nvkU/Rop3Tfdhu4LE5PqLJx45OgMO9Yb9dyQ/q4KNhJ0fT0rDqRRjcmGizr70c/zLtjEnfu0rD5Q1RlDaxcM3defWdnCiScppf4GdJahUmoe8CmutrIh6SxZqpSCCCdcA9R1JVfVIkEPR/cdmZzjjJG+BjfdskZTLq8Hh0IhxIyzbqSa1X1Hp4uUaw5nrx+EdI4MVQ5OzGNVvlEpXRfQb60qsIwb5dqXomn1pOoycRsDaI51apyaK7F+UBuWs0ZMW94FFSGgJ+U0HZtSlXpxWRd9phbbiVmPjN62Cro55th0iTNGvEZK3y9DQ4NaVJGxjUm5nlSnmJRHOOHdPyzchRPXPVG/xk739eBJtZmk7jo6w7lj+lqPDA8BUFFpO884laKihJS0ed7qceQ+fv8Xn0TKGJTrf/RYgLb1NSy4dF+mg0p2hXhSZRHpB736nog8Cc+SHasRksmSFieYkfKWoulau8vY9R7ovqOnZnnCOo830hJ7yfW5RioMHedW3272dvaNa4O3bf2AlrqjKJTKTBcsZO61ij5PbZSDByfm+fWP3s5PDhvDapMtn1qYQP3Tg5Mcn5hpXqwtFN2XNV9V1XSfWT1386C+jnWZuE2eVD1+mUZJmgy1BZ5UnjJFchydKtb3ta+CntH9nm/0G6gPwGuGh0MKJwJWnHAnI70m9JZm9LM1uEF/jp3u6yEmlco2Pf/lqqMTqdfo+2PNsPakysrmemrhRNWBNB2WjAHI9LN+KM97f+OpAJwIknBv+j1X089IlnYCpJVjpP4CuAnYKiKfA74DvCvWXi0xMhktnJgvBZEsexMogyzVYanugfrM+/jUbEM0AQuWZHfVfeGMVHtPyo0/bV03UB+4s1TrhW6Dtd3eACqluPorD/DAoSk+dttevTFwbEe0QMBzzveOz/Hij/2A/7znseaHK0yelDl+tlimUlMNus8YqfpqqFZ0X4NKVIZSHs43e1JZVaZEVivB3L7bVM1OabrPqZUpVx3WDniNlMmrGR7iyKSJEdpQckErTtSNVI+lkVwFXm4QEDj8E/jpl3prE/R5KncyUrYVJ7wFphvjxeHJAkrBWcP6fsnk+hkdyGrJd2BPqmroPkFo4+m0CKcuPlvn8c3NB3j+zYRpznhS0u7+XUGe1D3AbwK/A3weeDqwL8Y+LTkyWU1rzZYCzrzdBc06xaS8F9uq4kQzxz89V9C0m4u61No1Unq/YoSe1JGpIiKmVqDrsaGppOBttzeADx2e5vbd4/z6UzZ75LMBS7q459wTB/jT/3wAgIyqotItCjkIqMBr9gam50wuijFSGwf0YDFZdlfODZHfJel66a2BXLOsOO2UKEuOQ0Y+blcFvarPSzpLraLP47o2RmrtyAgnZks4KculV1zPyK/iRLaHVAgvXG9HBHJDsPM/4atv7q1NaMS2oohJNYl4GhOmgxP6vjnDfZwyecaG8pRUynrSUenkSbU+V+b5LBQC/AZzreaqXajwFWSkvgZUlFLfUEp9HV0J/Wvxdmtpkc3myVBjNpAnZai8bjGp8qx+yIBQix6amFOWaiORF/SgIen6INzXr/9XKkbnSR2dKjI2lCeXaSw1kKPK0WmLh9kT4PXi2w8fQwT+/EUXkMmaGE9Qus+o2CqVMh/9zqPsOjrND3af5ClbR8lSpeqt2hBK3KDP+cycppjqRsr8hIm6kQrRdiptKu1XGWzxpKRaJJ0b8HhStgVmtSdVq+pjRr2yLWM01o8OoxSUlMVqyBBA3dcinOg1JuXNZcoPeb4nRFkuL9wK6JHEpFxFZbqpXwcNA7Gx33hAmT7GhnKUainLGGOasgOprnSfm1iu79Fatcxcyec7zFg1XeswyXJq+rd1y21cJAQxUu8HviYigyLyNHQ9v9fG262lRTan6b7ZYsCBJ5VZMKt38b+uv5/52WnuPuKJHznVzvErL+qBdiOMoNooiQQLKosPDGgvq1QKkcfUQYJ+ZKrYUIiZ78pSrVdhsGu72Ujduus4T906yobhPGdv1NUcAtFPTlWf83SOcrnE393yM9762Xvpy6Z430svIkdVc/8uwuRJ1Y2UyUUZ0r99rE8POidLbm09dyYakBoGkDQ10eKcVk+KSpFsvr/FSNnMvDOaTjSDztrBhZ7UmEn+LNhQTxAgT6pVgt4r3edR4OU8Rsp2ifcF7bp1+yLypFrW8AJNk2dSwrpcQywzNpSn6KTsKk6kUpSdFBlqC5Oj68IJ15Nq0PG+z6e5X+u0dWufWle3XkL4Giml1DeAD6OXkP8M8BtKqfti7teSIpXOGU8qCN1nBkxZ6Ek5juKmBw4xICXuPFjSsxsbqXVLcmSWKmet9Qz0hUnoG61/HDCeVKUYxki1LFtucHSq2FCImZna2j7FcSsjtbCaxaHJAj89OMWvnL8JgCeeqVdIrQVZkkE5xkjpgd5t770vvpALN48wmKlRdDyDv03hzRaZ+Mx8M93n5r2MFz1lrsDueqbSOKLpviGvJ6UUVAvk+wcbRsqqIGmtTvc5rpEaWCic2LROexDztbSduMH1MvxiUu7MPgrhRN1IeWjuSgimoKldtwJ6m5iUU7Wrfem43murJ1XgzNE+0o5bFaafsaE881WxY1Ik3ajJ1zoRqhYMk+IWUtbXOhuEjjfXarpi7uPWe6y1assSouO6UCLyUWiK1q1Br8z7P0QEpdTb4+7cksEUmJ0tBpx512/S5pt736l5rUjqg8lanhvvP8yrveX0/Vzp+kOvDUdOqox6a70VTsHAuvrHgQFjpHrxpFoouSNTBZ75RPMd5mE4czBtGZNyDWBD3ffVew4C8OKnbAZgx+Z18ACMT82wya89pwqSwkllyagqv/2MJ/CHv7qDjcO6/fX9wnw5w3p3/1ATA30e5gpFYLBupNylUI67pzhMMq+kqEmajNQY8BoppwrKoX9gkKOHilRrDplOld47tW/UfdSNlJfu0xOA9caT0kbKwgC6/e9WWQWipfvWbtfvvc9Kr0aq2MlIuUvIFyE9RCC0lKJyceDUPFvXDkD1WL3tDcM1ik4Kp1oJVurHTICLNdeQlJsL4lZLzZPKupGq+QubzP06VekQk2pN41hCdFu88O6Wz/fE2ZFlBTMYz5eCBvEzbWe8Ow9PM2DU+v1Da/j2zmO8+rwQ5X/M4D6ap772kO7gKehfW/84MKAfrGo5RMUJd1XeVKP9uVKV6WKVM9Y0B2Y3DabYGYruG6BYqfG5u/bz2bv28cwnrqvH2HZs1iZlfDKIkdLnfKYCa0Rx4ZmDdQMFsCarmC+kUMokQFrlMjV7A3PzurRQIzfNGCl3nAwZk6qiPalBL91nztPgwBCO0jlqW1IWyZ9eus+pIQJrvJMaYzSGBwZJCXqGHtSQeO/XoHRfr8m8pZlG3MibI9Uz3dcpJuUpxJsPaqRUWxHPwYkCv3Tuhqa40dhQhSoZatVCQCOlPeM6K9B6H1QKzcbb3Is5qTZSGLq1DUx08qRaS4stIToaKaXUtYvZkWUFc7GDqWQ0b9xOKrzzyBRrUrqNTWPr+PzBKdSFWZ0JbaMGy7hGysRBZo/D4fu0J7Xxgka3jfigWg7pSbVJ5AU4Y42buKpv2A2DwvHD9sKJN3zuAW6fPk6lpjhjpI/f+4Un1XfZvF4PGLOB5LN6hjlREtYA29a2VBLPOpxy0kzMV7QHZLOsdotwYr5QaMk10r/7yLynsDDYKQdTGWroPKmBnHdmrNseNomf+0/Ns8WK7qvWJeji6LqATZOaahHSeVLpFCP9WQq1VHChgJe6CyxB79FIFT0xKdf7gRjpPo8nFRR1uq+RDlGs1Dg+U2LL2oGmNJGxoRQF0tSqZQJFeoxwolDrRMkVm5kPEVQ6x4CqcdhvEmmu1WQpBWkWese15vSWpUQ3uu9LSqlXiMgDsFCkr5S6ONaeLSXMzLtYChIf8XpSzQPVzsPTnLsuBbNw5tgY43tKTJVhFAKq2FxlkL5R1uTM57v+Gb7/d3rGuu1Znn7r/ZxymLJI8wtEE+5s7IyR5sDsxoEUx2dK1BxFOuVffOTkxCTrgXknx+/8/DZ+6dyN9bWZXAwb0cd80ByPVJrxgmIbsG1t82xvMONwlAyPj88ZIxXCkzLea6FUrFebABprMs3S8NQkYIKmR4JeIUNOalo1WW+7mY577MQcP+8mLCvVSAjv1r6JUYhTrVOUTX13Jzz9WTu6L5AnFWHFiVpFT25cQ1LyGqkYhRNgZ6SUo6+LRzhxyMQTt67rhzmvJ5XiMdI4VbuKE/O1lFYPtJ7PSmFBgrykc4yI4oFZn3NvrtVUNWOMVCe6b+mFE93ovneY11VdTLYtzKBWKAapgVVtBC8XeFLTvO5MgVnYunkjAPsnK8GNVH1Wr43EqDtWTu4HFFTmoL8RkyKdoUoaJ4j4oBVtPKkjU+5SD83CiY0DKaqO4vhMsbEMRBfccPdu3gh8+LVXsHnrE9vvlEpRIUMhiOhDGSM1r2euG/ubyZP+VI2KynBkfI6nnb3WcqkOY2wybvWOIus3LvSkZqtpJucrWj2XDricRn1RwDRV0uRTLbPXiptsO8JALs2eE7Mw4qET/QYMxwhKUllSqtYsP3f7bkrnrBnIMVtKWdB9nv18yyJF4Em1GpIojVRxWtNzXjEGhPOklKcsmvn9bm3LLWsHYMrjSQ0LP1PpuvIySNtK0h4j5eNJAaSzDKYUE/PBjFRJdZCgLyPhRLeVeY+Y133uHzAH7DfvVy+MrLhUsYhJtSRGjs+WODZd4pxRPfs9+4yNZFLC4xM+Ml4vWmb1I1njSU0dbOwzsL7pkIpkUWGroLcYqWN1uq/VSOnfdGjCf7AoVmocOjEBwOaxtV33rUqWUpBEZDMxmC7rfqRU87nMqyJFyesltcFOgu40JMMApVKp2SOpVxLPccwNTgfNZfIIJyoqTT7VkoZgaNFUto/tY4M8dmLO3sCmdM5OSlWbE3mhyZNa059lrmoSS4PUYfQanCCLHrrfFxatRupVn4chE62Mgu7LDy/0TG3qR7pwK897PCk3kVcLJwr6/kul2TCU1wVmLcQqKpVupFO0HleYhL41zdtSWQYzDpPzPt/hVkGnA8tQ96SWnu7raKRE5JkicpuIfFVEnioiDwIPAsdE5AV+DYvIVhH5rojsFJGHROQdZvs6EblFRB41r2vNdhGRj4jIbhH5qYhc6mnr9Wb/R0Xk9b3/bB+YGWspkCdlYlJuRW4zyD18RM/8tg/rz/mBNTxl6ygPHjUDewil2UiunZFa13RIVXJ65VhbtKH7jkwVWDuQbYgGzHnZ0G+M1KS/kXr4yDR5ZfrTrQo6oFJZSkEoVjMxmK2aQaZlxp6aP0UpN+oxUuGX0yiVS23r35XI2tfX8wgnyqTJS6uk2D1PfTxpw5D2pGxzvIxXn6bWLJqApoUnR/uzzFban7+28IogfJfqiKAsUquROu/X4I036fdR0H35NQu32whsXNQrz6frz/6BiXmyaWHjcL5JgZfLpMhmcxZ5UlUcNDUMLLxOs0dhuEVmlM4xkK4F8KR0H8pkUEgX4cTS033dRCYfQyfyfh64FXiTUuoM4BeAvw7QdhX4n0qpC4BnAm8TkQuAq4HvKKV2oOsAXm32fyGww/y9BfhH0EYNXT/wGcDlwF+4hi02mIGhXC75V/v2xqSg/gDvPKyN1JZBc3xukF85fyO7T7lFOi0WJkMPmEMZpQe6mcONffpbjFQqp1eOtUU74cRUsaHsg/qsar0xUgcDeFIPHpqiX8ooSflSByqdQ1XLFMo+kmsjEJipugHllod+/iSpwTF2HTUUUQ95UuJU63X7gKY1meoJk0FXz/XEpMoqRVZaPCm3gGp2gCduGOTQZIG6WDnQMiMNdV+GWmOxw3rfmz2pxvkLcC82eVJ+dF8Eix62ixu5k5xeC80WFy7TMV+ucssjpuq6jXFtWqpHX8+DEwXOGu0nlZIFK1Ln87n2dfLatu3gkGoYKe/kQCmYOQpDZzQfk8kxkKoxMReM7nNIodoljC8j4UQ3I5VRSn1LKXU9cFQpdSeAUmpXkIaVUkeUUvea9zPAw8BZwEsAVzl4LfBS8/4lwL8pjTuBURE5E3g+cItS6pRSagKdVOzryfUEz4zKtxK6G5Oq13DTN8fOI9OcNdrPgDIDeX6I556/iSodXPe2bZvgpqlUPJx1YPZY84DYQvc5ktMrx9qirSdVbF6PyBiZvNRYO5ANZKQeODTFaLamuXO/wH8mT04qHJ7yadck886U23gC5XmoFhgc3chj43PMl20TqKv1gR50YmSTcMLEjcpkGrliQRcm9HpSTppcqyflLk0xsJ7tY4MoBRPufMOipqEjuu91NagLryc1kGW63EE11g61IJ5Uq3AiCrrPo8BzJ1FRSNBb5Oef/sFe/uUHhqEIKvmHZgm6S/edmm+UL2tZkTqf6yOlglec0EaqzZhRmtHP7HCrkeqjP1Vlrlyj3G3sMga1RgqVaqMgXUZ5Ut2MlPcXtt4VFosJgYhsA54K3AVscuNdwFGop8WcBRzwHHbQbOu0PT6YAUpXnfC5oZwWT8pc3J/sn+Sis0Y8s+NBztk4xMZRPYMLRMm1JNwNZFQz1Qcw0OxU1tJ5Uk4YI9XJk/IaqYYhPmttfyC676HD02weVEi3taQMUpk8eaocmfTxBF1Pqh1dVTgFwOjYmSil1/SxW/W3QZmBToxsovtmjsDAGOsG8436halMcE/H7F9UaXLScm/NndCvgxvqeV9Tbh5LkPvF9L1sBrWRBUaq2ZMquzP0IG3bxKTc2XdPdJ8rE2/jSUVhpEy7U4UK77nxIT7zw73tjYEfHE/tTsdV9xX/H3tvGixJdp2HfTf32t++9DLdM9OzYrDvAEHsICAJlMM2paBFEqQFwTKhMKUQbcKUSEqU5FDQDkUQlkJhSkSIsimLtsggJRMBCCQlgCSIZbBjFszWe/fbqt6rPffrH+fezKyq3KqqOYMG34mY6J7qqnz5sjLvd7/vfOccnJEKxBSTsiwTKsr3YgySTCp5XgNRJDwDUiYs0RXlJE/yE+caQEnPqd4lct8rGWM9xlgfwCvE3+X/v7zsD2CM1QH8JoC/yTnvJf+Nk5Y2F+Dl/JyPMMYeZ4w9fnh4uNzBEiBV2KgxMR6B/p8mol7rjPDGe9dpJIBWAVQNjDG8/5X3AACevNEpPg9x48iO2zU1BLoCr2V91JTcF6om1NCdbyghMANSthegPXSx25xlUghcnFup4maJMfJ7XZuYVEE+CqA6LwMeOmX0dKaiJ5/Z5MMr2MjOLnWyePJWD/NN5pWthcS0Y0zJfZ0XgPVL2GqYcWsodV7jhAonVGZn+AwO6D6yqJ8hkOgIUGpTI4o/AwKn1rRSk1gwWxU9sSjPKfcVufsUXYwBuQNMKtmzT9Xp+ixtnIjHdPzy7z2Lf/X5KzjsO3jsPKkS7d4cE4CjnBS5e4OQozN0sNWUTsFJJlWxLOgIYLvlpOcAKnyekpPqi31+fSonpVmwaD4tjvPME6GPEAoARvdvprvvu1ju45yrnPMm57zBOdfE3+X/l4JXxpgOAqhf55z/lnh5X8h4EH8eiNdvAjif+Pg58VrW69Pn+yuc89dxzl+3ublZ5vSyQ+weNAToFzWZ5ZOLGgIXX7pMAPSGe9eISSWsrt//MC2eX7m8X3weYlHrOAw+V1BRA6ArfvV7304P8LS7RzVgcLfcwMZkeKMJO+uBkLJ2UuQ+BB52V6zIop4VYUhW2Lripg48nA5FM6HDz98BAsL1pEXuvomHV4DU+uYumpaGJ2/3Ek1gS86TEolwDgaNBZPuvvbzwPol7LSsKSY1j9ynwJFNQ2V0LgPDA6C6ASgKNkVD26jbehnHpmCYso3OLJOy4zqpqpFtP06LMkwqKlZW5x9NPx0SiKZt4nr1zljQrSb2ujb+zy9cwV9+3Xl8/mPvwgdfQxvIk8EcIBg9/1Qn2R44CDnINAHMMKmqRdd/v1sirxb6CMDSGV5fMqndyc9oJgzQd5VrnuAB5YlBk8i/m+ukSnXnWCQYYwzArwJ4inP+TxL/9O8BSIfehwD8TuL1HxMuvzcB6ApZ8NMA3scYWxWGifeJ1/70Qom7CReCVLJOCgACD1+83EHD0vDIbhNwBhMtVkyTbtLb7V7a0WaPDaDnAh40coPZXdK/3/mzwId/fybPwzUTBvOLZcrpmGJSt0VeKEvuq5saRm6Qy9hOxh5CDlSZmz86XoRmmDDg43hYsLiFPgIocPlUrumFzwJf+3UAAKuu49EzTWJSjM2RN/IjUAuZBiOZk3L65Khavw/bDWsyJzUnk7KDBEgdPAV8/FXAU/8BqNMGq1nRYKgKOrLb+hxynxya3NTT5L4kk8pwjaVFGXdf4vcjkFqCSblZIFW5Yxb0r1w9hhdw/MibLuDMSgWWQfe6584hl0sLuphyfNCn33lTtunyJmuZ6lX6+/5xuem5AZRYlk1e98Ee/Tnt7tMs6JzOv0juCxnd5wRSd2HHiTsQbwXwowC+xRiTXdN/FsA/BvD/MMb+Kmh44l8S//ZJAH8OwHMARgB+AgA45x3G2D8A8GXxvl/knJfQypYINZb7ShXFyTopAAh9fPGFNl5/cY26MbjDWckCwMFJH2HIyQGUd2wAfZfDg4Yq82M93WrO9h4DwDQLJto0Vbhk+zGEIe34EpLcNVGQeHZltoElAieypTt+GFvUp6IjHEYW3Nmiw5RgmomKclJ8zXkIP02r/4N/CNz4Ev29uo5HdwP8my9dFZ0xSk64TUxRDpiGihqiIvvrdV6gP9fux7Zt4WjgwAtC6GWbwCbyAHaoxrmJvW/Tn3Y3GpXOGMNmw0TbliBV1OaGR4YS2UanYUxtICaYVBKk7lBOKpFzm3s0/XR4QyEbTu3kl2VSvkPnZTbx5O0uVIXhgW16UEyTFmR3no4tknmLYaaysWss99kTake9Ste/1Ij3MESgKPDTNhP9PXqmUlo7aSGdfydvsxcGCKGiaqhgqcaJu6B337LBOf8jAFkr8LtT3s8BfDTjWJ8A8Ik7d3YFIQBHY0G00GZGYhoqABz3h3j+cIgfep1QKJMDD4Hofdx3cbUzwr0btekjTh4bwMAN4UGDyn3aYabVeIhgmgkT3nxMSg4lTLCdy0dDaAqbHLKYYIsSmGwvKAQpEy6gr6S+ZyJUExU1KCH3+Qh4ChPoPB+/x1rBo2ds2F6Iy0dDXAKAz//vwAPvA+79/uxjS+MEiL3Wkk9IWxx//RK2ByY4p6LtXaVkgaZgGnYA+FDp+wSA9nPxe2qxVL1RN3Bkl2RSCefgWOSkGkY2k2paenpCPiuS7ynMSSnU2WKZBrPuCDBS8ph6dTkmleiA/tQLfVzarEf3b6VCAOKXKeKXIedJiR6LUiaP5b7JnFSrTr/TlYOTEscO4PMMd1/vJrGoacesFo8HKZL7Qig0KiZN7pPf3fey3HdXR8LZVQhSidlGAPDE9SMAIh8FCJBKAJFMyLMgKvjNDPHQ9xwOn1HTUKmnZwXTLRjwyXpdNoSt+tjTIvnu8tEQ96xXoScblCoqLeCBC0un120vO/fVGdIDa4R2KeMEVAMWC/ITvgAQBvAmHl4XGB/HFm4AUDU8ukvX6YlbXeCN/x29/kyBUpxgUj5U1PUEG5FgsnZvNGNrr2uXl/tEsefYlyAlFvUkuCZAarNhxt3WC5lU3M1iKIqcJ84dmFgwa6Yay0jzGCfSdt3T56Bo9HOWkfu8IaCnbOD0ynJMKhodX8eTt3p49Ez8LFUkk/LmZFKKEk3cjuW+9JyUrtE68fxet/jYYQAfbHYzEfjA5c8BZ183+xnNguI7sHQlv1YqTIBU2nfaeZ4219NM7SWIU5BKC6nb62E5JsUUPHNEi8hTNzuo6CpefrZFD9PB08Dqhfj9AqQsFtDiWXRsEEgFTORUnNlCxGQougmTzcekuEdJ3P/l967JYNNsAAAgAElEQVTid79FrqHLR0Pcl8byhIxjaTGTyoq2uHZa6JQyTkAzYDIfJ+PinJTHkw+vD7RfmHnbpa06dJVRXuq9f58YaBGYSPkWgAeVHJUyDp4EVi4ARg3bAqT2e84cvfvoPUOfWJpSwKQ2Gyb2JEgVLfgJqW0kQKo2vQlOMKmaocU5vVIWdPEeo1rccYKpi41iT4Y7zGBSS+akRElIP6QSgkd242fJsuQUgQXaIom2aId9B62KDlNLuDK12bzu5cMSTCr0iUlNu/uu/QltyB754OxnxHTh3VYlv94w9OFDQd3S0t2pN78CnHl1bDp6CeMUpNJC2C7XLF4CpAL0PeAXP/ksAOCJ62289sIqMZBnP0M7wkd+MH6/WADPtzR89WrBjSqLeV0gZKI3oNPL3d1oRgUmPAydEjkSEc/eJMu+zQ387jdvIww5Lh8N06VIzZiU+/zsn9MRnZjVIKURZlqoBLBl3H3EpBIPb5KNiDA0BQ9uN8jhB6RbbadDdhAA4IQa1abJ2H8S2H4MABIgNQeTEkxj7BGTUrhPuaT28/H1SYJU3cSBHAlSKPfFzrqB+BUNacywe2T6SDQkVRQGVZ+jV518j14r7jihqIuNYk+GO1tcTj9/SblPgNS1AQH5o7uxdF6x6Nr4czGpRF1d4OGgb8dSHzDDpGQq4bA7RK9oqGok900ZJ57+/+j6XnrP7GfE5uDiehWXj3KukzBlEJOaei48m/KkZ1+bf34vUpyCVFqIm2rVCEv1wHr+aBztdvZP+rHU9+RvU0eIi2+L3y+Y1IUVHV+/fgIvyLGKy2JeO0AoG9imtHRJhmpYBFJzyH039kkmO7e1js8+c4gr7SEcP8S9GynOC8GkKkax3NceumhYQqbUSiRgNQM694pbuvAAbphw9wWuyBcx4K//EfDRL0VvfexMC9++2SUZs4x5Qsh9nHM4XEFVMinfIcazTfVp6zUDmsLIhl5a7qNFfORzeFChhB4wPKKNxwNiwWmeid6+0TAxljbx0nKfGsl9UfPY//V+4JfuB8CBe+N7UTXmaF8k35PLpKbkvkW68cvwRrPOPuCOyX0vCBEjyaRUIcUFZUdpAJN1dQHJfZFpAshkUjoCPLPXR26EIbwwxYJ+5Y+Ae96UPphRbA7uXa/hytEw230bhgh4Qu6T32l/H/g3f4n+/1yKnPgSxClIpYV0QBkh2kVzWXiAkR+7dnT4BFKck2586T2TI58FSJ1v6Rh7AZ6+nXOjCilx4EqQ8ianlaaEHjGp8iB164jMku955UWM3AC/9KnvACC5bCam5L68PnudoUs1Rr5bziWkUp1Uz/bhF4C3F7LJFlOdF4DWeWDn5cDmQ9FbHzvbxPHIw62unTrzaybEznjoBvC4CkuC1OF36N9EEbWiUAPRRZjUyOfwZWfr7jX68xV/GfiR36L6NxGbdTPuUl3IpOQYEA0DTyxMYUAJ9sAlua51D3DPW6KP6POAVNT8tlqck2KK2NEvw6SGOUxqGZAiJvWdTojtpon1egJQxD0azGP4CP3YhSiME9GU6MAjUEyCSaJRwFNFIMUDeJxBN2QHD5ccoPtPAPe8Of0zmgmA4/51A2MviMsk0o4dyX2J5+Lrvw5c/iz9PS3n9RLEKUilRSInVcaC7gQM2yt0I1pKiFedXwGOr1Cbm/NvmHy/2Emda9Ai9YUX2sgM0bx2YPuiv1ax3KebFZjMw7BISkjEQZtGabzy3l08sFXHp57Yw0PbDbzuQkofX/EwmmXkPglSgVvOJaQa0MTYjW5eXioM4IQMih4XUGPUjmqMkvGysyTnfPtmt1zRrchJdQYufKiw5Myn/Sfoz+2XRW/dblkxSM3Ru28o6t4AACO69jCbwKV3UxJexGbDRDTDtWjBj+Q+JdHd3COJUsYbPjxxfN1ItO4pCvn7GbUcd5+oGWRM7OiXMU5kufsqyzWYFZ994iigOsZkCCkunMfdF/q0CVV1cJGTiuS+k2v0DK8lZqiJ52DFBJ4uYZxyQwZNT7SZuv5lAJyYVFqIDfa9q/R8RpMAUs7b5yyW++RzsfdNUn/+xuNAczf9sy9ynIJUWkibrk6tgXJbDIXEpKpVeqD+wss2KF9zQ5R1nZsCKcYARUdDD/Hysy38xuPXcyg5NTvt2z7t8pyBqPHIl/uAklOFRRwdU25MM2v42T//CBgDfvoHHkqv4ZJMSrj7nALjxHpNFHWWaa+iGQn7bH5LFy9ksERhNEJv1uov4pGdJhQmQKrMKHYh37SHDhVQS5C6+TjlY9bikffbDYvcfaXbIhHbGXo8lnBEr8G073SjngSpggU/IfdFm+fQBw4EuP7MFeCtPzXxEU1ev1LdLLyJ3Ev6e2Jn5J3JSaXlRM3lOlkIue/JdhC5P6NQFARQEMxz/MCL68JCD24Qxs4+aYhZv5T4GfR9Xlo38Z0STMoNFRhGEqS+QN9DFssRa9fFFm2CskCKh5Tvii3o4v69/Q3gwluAjQfyz+1FjFOQSguxoDa0EK4fYpg3OiL0MfaBmqix+MGXi9389S/RQyZ77CVDMwHfxY+9+QKeOxjgCy9k1CaLXX3fEVNZpcV6uhVSyrk7drnk8sj1MRyKh0Wv4p0PbeHxv/MevPfR7fQPqCTfxXVS+Rb09apKi3NJuU/hPhjCfPMED+GEStS9I5JBUxb6iqHi4Z0mvnL1uJwsJ4wT7YELDyoMOU7j6ueBe944Id3urhBIcTV2sv3bL13Db37lRtqRYyblIS7QHEmQmmXHmw0TIRRydhYyqTgfFPU0DAWTap4FKrOs2DDnGE4YdYfPyeslasymmdT8vSRjd983b5zgH/3uk3SMZTtZCNNFPzRJ8ZiKYJ7x7kBC7qMRHAwFICXun/vXTDy91y/YAPtwQ4ZqZG5wiZ21zqbno4CISe1UAUNVoqL8mUMH5BysW9KC7lO+u/MCsPPK8r//ixCnIJUWqgYwFTWVFrS8RD6XOamKXDDFInjjS8DZ10zmo2QIG+37H6MOxt+4keHyC31wpsD1QyiaAYyoBiuPScmdlGuX28XudW3qCCHPC5jU6adDVNZX9HwLOufkjNysiluspHECAAz4+c6n0IcbAhXLoPxH4BLLTGFSAPCm+9bxlavHCMuAlGADJ2MPPteoCeywTfbzC2+deOu51SqNRGBGBCIf+61v4W//v9/IPG8AGLg8zqflMKmaqaFqqPBZiWatCXffiZ3ISR08OSFRJkO3JEiVkfvERqmQSYn7PZGT+taNLh76uU/hN758rfDHRPV9CXffr/7RZfyLP7yMb93sxp0s5gU9GULuq9UaeMdDWzP/HDCt/Hh3IAHecrRLEOek2s/R5iA5mFQwqYtrBgaOnz/uJgzhhnQfRJsDdwgYec8//WwlcNGsaJnPke97CKCgYUoLugfsi84nu68o97u/SHEKUlmhWaiJlvft3KI4sSMRch/dSCOycE7no6JjVwDfRs2gG3uUxdTCAFzMBmKqQUlTIL/ATtykbkkmdTzyUIFMipexiUu5TxgnMkCq7/jwAo5Ni8WfK3NsCJAa54BJ6MMOkoWILnWbzwDvN9+/DscPMfRSJpBOh8gDdscePKjQ4FNdCgBc/L6Jt55bpevVDwzAGxUXUAtJbuDxeDGPmFQ6wG42TAGCRXIfMb4QCrqOYH+BR13zV+9N/YhlyflMJeU+uRjndZyQOS8h9z1/OMB/8y+/ANcP8fXr+XWBn3vmEI/+/Kfx1att6oJi1BCEHJ97hkokPv3EXrzZmWd6biLGgy6G3MQPvf4eGNrs8hcyDXwe40TgiZyU7JofxO6+9nMT8jCA6Hu/uELvfzpP8uOU764aiYa9WfVjMmQ9oj9GzdQyDVSBT13QiUmJnGrnMv3jd5HUB5yCVHZoJioCpHo5SXweBvCholGXg95c4NbXaEGazkfJEDZaRWGo6CrGWYtb6CMUGr+SZCI57j7JpHy3nAPqZOSiEjGpcl0hqE4q34Iua6TWK4nPFR6bzl0vZFIB7FAkfVWDdvlTjXyTIUsCnj4c45vXjvDcQU7fNJH8J5ASraiOxcM7Jd1KkOr5KuDZeGa/oB9bZJzg8fc57hAbzLj2G9LhV7Itkh2whDXfIQmnkt6Sqm7psLlevsN6IZPyJ5gU92189Ne/CkN0LclrUwmAJFkAn/m6uN56Fd++2cXxyIOhKfj0E/vxfbSgKePo+BgjWHjXw7MsChAgNQ8Ayt9ZnJcOPzZOiI75EyGNUy0BUnnmiTCAG4GUngCpnFZq0u7uO6gaWma9ZBBQnVTNSLA0uQlOkYZfyjgFqazQaLYRgPxO6KK9SFN0N0bgx01Oz70+/TO6Fdloq4aay6RCIQtFTjaglNznOOVA6njkwWIOOFi5jsclO05I9rk2D0hFcp+XuzGQD2+U9HX79JBlyH2tio6/98FHsdmsw/Nc/P3/8ETOsUNAUennqxqN+k6bbQSS+wDg2NUAf4xnitxagu0MvBCqBKlRh77PjKnFm3WzHJDIbhYeEqaMYwA8M4dZMzQ40BGUYVLSIDBHToqFPp7dO8HffM8DOLdayWTdMlSBYvttwS6NGr54mfKwHxL521Ewx8j7lOh1CaQeO5t+TcKyTs3oA57ISRE4N3VO9+X4hOz/iXIIABGIW2qIC+vVQiZlh0DV0CKZfaZh9XTIZ9i3UTfVTCZFcp+KhiXOPfDLKTUvQZyCVFaIRq0ACnf1PhQ0a2I1Dj1qKbJ2H1BbT/+MVomaulYMNbvWKBpMBqh6AkBKyH32qJzcFzEpvVo83h2IQEpRGAxNybSgy04da2bic4XHFoYVPUAvb2PAA4wDRlq9aiQks2zw/vG33ouLWy2cbWr4w2ePyO2XcWwwhUAqsv2LfJcy+bi0KjoaloaOmPn03O2j6N/CMCVnIrvaOzzu9jDu5H6fmw0T41AFfBs928M3s/KXXJoyQpq2ClAuDQCsLCalwYYBv8yGZqIeKE/uS+SkQBuOdzy0hWrefS5CdhB/4ZYYMWfUcL0zRtPS8P0PkiHp9kBc1wUdfqNBD6FWy2yKzNm8IBVMyH3bNQWMsbhkYWdqPmyiSfPDOw08tZfHpPyE3CeYlFeWSdkk92WoNGFA424aVmLj4fQo3/Vd0AopGacglRWJuSx5u3qF05fdqosbJ/CAwSEVlmZFomo+n0n50cwXPQlSue4+eljs0jkpF5WS857o+LHcY2kKnCy5TzSXXTF5/LmiEOxizcy/5pSTQsykJEjl7TDFOWwII8d//s5B+nvCOCfFNJkHyM53nVut4sCmYz5zIz5m6uLAAwAMIy+EpovrMTrOBdeNuolRqCP0bPzIv/wifvCf/jGCHAAc+knnoADNjPulbqpwuA7fLXGvyHogRQMPM4rFkxZ0cT89vKHj/FoVFUPLvs9FyMLTccJteutkjDMrlaim6WZf/NwFHH5eEMIf96Fa2fcJV3Qw7qdvMtIiaUEHgRT9MsKEINpoRRGN9PHw8E4TV46G6eAtirPtgNaISeNEHkjF3ddrRk5OSoBU00pIuHY3P5XwEsUpSGWFakDlLlSFZTMpcSMFXMVqQ+ak5JedAyR6JUpWVwwNoywZhAeRC0yTtRKqma8Zi51U4NlwcgptZRyPPLQ0H6xMPgqYmBNk6Wqh3Lcix0WUlRJBhY557JWLIscIpMayIDZHBgUARYPGQxiqgkFWb0MxeqVne1Bk/YjTzwTAc6sV3BKpqKevH0Tzt1Ib/IpFfOj48aZjnA9SOy3KSbnOGN+8QexvkMYyBUgNXA6fSyaVD1I1U4MDA6E7h9yn6hjbNl72C5+OmE8Uib6HoWDFb7lAv1tFV0owKQKeqjTyGDXcPBnj3GoFG3UTmw0T13pBfD5zxo3jMSqwYVSzrzdXNWjwC6XJKCTDFAxyuy6u/d63gMoa0NiZfH/EpHw8sttAyIFn9lMkP8GMiUkl5nNldeKQMcGk1MycVBgECHiSSfnF69ZLFKcglRWaBeY7aFhadk5K5AFClshJhSV2JIlOztUC44SUbnQpDzXP5MtyAgxMeMUTbgF0Rx4aarnx7gBmQCrrYe4MqODXYn78ucJj07mvGGGhuy+AEst943yHXBSisp4k1ozji7xKd+xR3ijwck0Z7354C9cFSFWYi7/yJhpBnnrPiCT70AliJpXD0gDg/s06HK7DGcdsJxXAeQKkpplUhnGiZmqwy+akosVYRyA6Mvz8bz+R8h762WIoAF62Rd971dAw8vINCYc9Gw/vNFBhcQumm4JJAcCju01cPZbjKubPSV3rjFCBkwtSUHToCMr3vpwyTmxWBJPcfwLYeWz2WZVyaOhFOc29Xsr1F5uOEApqppD7fEd04iiTk3Jy3X1cMKmJLuinIHWXhegm3LT0bOlJLAyarkNRldjKaXcz8wD0gUqUCK+Z+cYJyaR0WbjaOld83iCQKuzgDpL7Goo3p9wnQUrJZFKdkUtj16MJn+XlvpbBc9krA0fA1bjvWCT3FTApIWvkS6xknOiOPai6TFZn12D9l685h1qN/u0tF2pRF4N+KpCEoi+gDz25KcgBqUtbdTjQJ4ww6QAYT3H2Z3JSWXIfMSlexgkqrNY212CIicK/99R+9P3/ztdv4np7EMl913sklz2wRt97Je+ag+rqDgcOHt5pRExqAAN924/Y6ZvuW8eVE3FdF3D3XeuMUGM2KrWcoaGqBg0BTbYuE+K6OMJRuV5lVIKy/21g91Wz708wHTnxOfUZ4vEU54o0TsiBjSVzUnWRk0orGA6FYqCrcsyIWLe+y0wTwClIZYeomKeCuHwmZYjuyVANyjV5wxJyH+2Mc7V60V/LUJW4f1fzbPF5gxLW5UDKQ03xytnPgQkmVdHVbAt6sm8fUK4tkip7JvLCjYEPNbagS7dZIZMiXT8XpHgg3H0+mVVCaW9Pf3gNTcGH30XFsr/w/ovklgLS7xkh943cALqZNMJkg9RK1QA0s5hJiXux73BoknUX5KRqhgaH6+BlLeiKhpuDECbz8Ne+7yL8kEcz0X7q334d377RARdM4WqXzueeJi0xVV2FnQNSxyMPXsDx0E4zAqmDMS3ikkl95Pvvw7sfo1zv83vHxec8FTc6I9TgwMplUga0BZjUiUNAsG4BuPZ5uu/ve/vs+yXT8WzKNSGjTlJ8nz4U1GSdlJS1S+akqoaGkKeXifAgAJOsTtHovj9lUndZlGFSYcykANAiWKZ1kR6PMajqanYRqOyvZWmxtbeR0a4oed4ATOahPSzebZ7MbZwwonyAmZOTmgWpMhZ02TPRL9wYhFLuUxIMrdA4QVbbqqHlXHMfAUjG1HUp9/VyAfD+3Q368aGLpkUPfmreSORsho4Pw0hcjwIGaFpVhAlJLpVJccmkwrj7yfAIAMs8fsPSRA1W2WJeHdd7tOB96I00UuRr104ik4GGEPLUnj+mv0iHbNVQs3OviJ1959cqaGj02b0hHfesqEdTFYa/8BoaIPr7375efM5TIZkUM7MXeUWjLiNFJg8A1PVCXJcT8aitWwx44T/T/Z7oOB+FHjf1reo5xfwJuS9y99nC2ZkLUvHx6yatGWn5UR76YKpYU2RXnFHnFKTuqhBtXfJzUnQj6Zr4klUt0booLydVJQs65/kySOjDk8lNuYuqpRchRqFK669fPJcJwt0HZw4mpU8aJ/x0JtUeyOayc8h94hxaqo/e2EvvaxZKJpVojimj0DihRzmpPInVCymPoBsm8prXxuctOzeMIyaVJclxRYXjh3HT0BLnbVWqMFm8UUqVEsV16blxH0mEHi06Svpj3hAW9HKTeamY9/aQvu9zDQXn1yr42rWTaAKsghB9l/79uY64vn7CIJSz8B/16T7ZrJtYFY7QW8JuLuU+AKhXaYH+xpXD4nOeipvtHtU+5nyXTDWgMb8kSIl7X9XRETi/ajEa0XP+jemdIVQDAJuQ+1Lzo+LYARQyTij63EyqZtK6lJqX4gGUiEkl8qOn7r67KDQLCFxiUln5EbF7jXbFqlHoqIqODdBuKrdOirog100NGAp7c70ApMRNajG3UO6zvQC2F8KEU55JaWbUO83SlEwJZ4ZJlXH3iXNoaB78kKebMhJMKpL7ZBQxKdHSp1Yg902ClJ/ZvHb6vOGPifUiKycVgAtGbJaU+wBga7UJCx7+5w88DCDDni9Byg7RqCbyXTn3IeWkdChBWblPjYADvotXn1/F41c7eOGQ+uFpCNB1qGfjreHkROGKrsL1w3T7POLRLCtVAysGLdC3hiFUhWFjYuYTLahjZ5w/cywl2sdikc/ZkCkaGSdGZeaxSYehoqI9puu/YgI4uT5bxCuDsagExdAUaAorZFJknEg8S3kgxRhtVEWdFJBRDhEGUCMmldjonTKpuyhUahrarOTJfSInNbfcJx4Sb0wNREMON42RCCZVNzVgIECqNjszaSIEALb0ML/nIIATMQ7DCOcAqURbGmJSsw/Y2A0w9gKs1cXAw+Tn8kJcl7oiiqjTHH5ih+lDGifEcbVKejPfiXPXS8h9IVxOIGUkh83l5bvkpsMbo2aoUFgOkxKPnDXBpPLB9cLWGlaMED/xVurBlyf3dZ0AK1Uzlodz7kNNVRAoBpQyNUehh4Bp2JepMd/Gm+5bx37PwR88TffmZl3D0KU8lTM1ByvOv6Rfd7kRbFY0tHQBUn2OrYYZdaIAELcf4uVyrjIGjg9P1g7m3OuKJnNSJZhU1NRXx5HwnjS0gGS5ylr25xJjTDJZfdI4oWuT93bRZkxMRZa9QVNt6GFAJRbi/KM4NU7cRSGMEw1Lw9AN0ndtYrdjyES1qpVjUnq8qFXEjZRe0Eet+huWDrzr54DNh7NbLckQN15LD3HYz1985O5VC+3ycp8EyeGhME7MnrfMhc0v99HiUZMglWMQCKCgbiQe3iLTBDBlQc+WWJ1wCqSA/LxRYtPBGNVvZdVJyeJs00qwnbTcRTLEomZoCkxNodEtKccGgK4TolXR4+udYT+XwVUrmuGVG4GPoc8iFxt8B2++nzqq/F9fuIqaoWKtosHhCj79xN4MSMXSVvp1lxvBpkWz1gDg1iDAVnOqNCIhZx8U3N/JaA8cmGyy239aqJpO7r4yxglp2FE0HI6IISrjNm2kimoZvRi805/92CAUMSkZeUwKEKmKMX0O6XIf4wFUbSonBZwyqbsqEsYJIH33Gor2MKaR0HblrjS3TioekRDtMNNqSMTQs4al0Syjj36xeDEWU1F36wr+45P7+JXPPZ/5VgkCWjAuz6QaYlpnf09Y0GfBO2qJVDPj61HG3SfOQdbJ5OVeAimDyLxVnuVfhrCg1/KS+JwKhYE5JLnEpgMAGlkSMQ8QimJXoyK+x82Hgc0H889bs2jhC3w0LD3jutD9c2JzrFT1eHdcsOhwzYIelpsnNfAYHMhpyA4urldhaAr8kOPRM03UdSDkCv7dV26gWRe/3xSTyqqr69keVIVaADW0ED5XcLvnYac5dd8I8NXhF27CktEeurCEiSNivimhagZ0+JlFsBMh20OpOg5G4v1S8cgDKd1KXJeMYn4pa3OFAD4JUkUbSqMKuCNSYJBunGA8gKpO5aSAU5C6q0KjBbYZ5Rhmv+iRQw9JtJglb6QyOSlvVGhDdWRnhXlCNfHO+xt4cLuOzz1zlPm27siDigBKOIcFXVbQ92/D1NXUrhZRc9la7AQsxaQUehhNsWim2tvFw6uoKjRViaz8ePvPlDi+DvAAFV3NroMJA8ivIhqqCORvDqJNhwSpDLONaEYMAEZrG/gr/w74a39QfN5RMnxMJRGpMqjsgg60qnpsligw2jDNhMZLzGcKPfQcDo/FDIkxhv/+7ffjDfeu4X/7oVeiqlIfS9sLcd+O6FspclK59zno+WpaGhhjqKkhXOi40h5iZ5pJyZ6AbE6QGrgzc9PSQtV1aCzILvZORmKG162+BKl9+jOXScV1kplTEGaME3PIfVYLcHpRTmqaFXpBCIYQalQ6890NUnOufn+GIrJD082StjMe2g7qAExDftnycmbbfgEk5CGbbkCkyyA8DGBLJjXnuWuhh+2mlS47ieiOvVIP7kQkmZT2EBw/BOecmmqKiMZ0zGucEOehc9HDLad+JJJYP/BLwPFV4IH3FB9bfD91ncMNQvhBSECXDB7ACem1CSaVtzCoOuWAvIKmwTwGqZqhAefeW3zOQOwSc0fZLC2M50mtVBKzx3bzp6wy3YICTpuJvMGUgYduwLHSqAM2IvD5W+99EH8LIIZ79AyOK28DPOAn3/cy4Fcx4e4DskGqN/bQrNBzVFN9uNDgBRzbrWm5Lx6JcTgoD1KdoRPf6zlMiikGjNI5KfoeQqbhyrEH6IiZVDUnJ1VmCoI0TrBEnZSMIrnPbAJ2N8pJTbcA69s+NITQpCs5CYAr9+Qf+yWIU5DKCnEjV0V+JI0xDMf0kFjS3RdJLM1M2y+AhDyUz6R44MHnLHKMzXXuosHkflrLFRHdsZeYJVUSpKrrdFMLJsU54AUchpYAKcmk5jVOAIBehRHSOad2WBc7TF1e840Hyg9pE99PXSfWMPICNKdBSowBURU2WctUZG/Xq3E/xqz6sTCI2lxVzTk6TctkttNHM5OlyeJPleQ+GWdenXtoJVG3kwtSoY9jm2Nzowncxqxt/ehZwO3jne9/P77xyvehJXs2Jtx9QE5OyvYjaX2rCtgipzXDpMSuv6mHOMi5t6ejPXRhsWKQgqpBZ2VzUvSeY5tjFDABUmWY1KRxIs8IY+jELifYTtGzarWAzuXMnFTf9lBDCF0yKQlSerXYPfwSxKnclxViUZWDD9Okp5EtOi+YxsRnYBZQ5sTCUMlxPYVhEM98mSc0I27Vn6Ot92wv8eCWBClFAeo7QH8PpphsOg3g7aELXWU0mloyKaUk0OoVaCXkPlOf85okzqEmaxczXE+O6LDOdhJjtAtByoqkxyzXI3g8RmMuCVf+bKeXXfGW0qoAACAASURBVBLBY8vySiVxbbYeyT20aiRAKid46OPE4dheE7m/aZC6+TgAoHH/m4RxQ0hUZd19Yy9SDJp6CJfT77CdYZxYNRExqX/2n57DP/nMM7nn3xm4aKriZ+f1qZS9++bISR2OAnhyv18WpBJMKs84ocuNw72J7hVFI3WsFmB3oakKDE2ZsaC3hy5UhNClAiQdyZdKqBEvQZyCVFaI3ZZskJq2Mx7ZgklFOSlxo+ZRfSAGhEIm5cOHQov9vOceuNQFOWdH2B17WDPEzy3bYBagvFT/dgRS02DSGTpYrRq0AwxcWljKzKoCAL1KRg5kJNmlo9IoycySIXajNU0wqYxxGnZAeSXsvoLmggHFxgw9zjNkGUoQUudpIF60S0UEUv3cfBcABFyhnJSMglygZpYDqdB34YYqzqy30t9/8yvE+NYTrDbhYquUME5IJsUCN5KHNxvpxomWwaOc1O9+8zb+4xN7ueffGbpYt0TeLW9Dps7j7hOdMQZJkBJyX979olcSubqMxrtS1pamrIf/HPCuvws89l8Vn5fISdHxZ9tR7XVtqAhQlZtr6Rh+298uPvZLEKdyX1YIkKoIuS9t0RlLkJI7Eun2ufh9+ceOOhTkt0bhgY+Aq2jNDVJxMV9eo8zu2MO6GQIuyjMpAGjuAkfPwRQW1mkmFRXyAgKk5gAUvQJVFJc6Oa6nZZhUVaPvMisXYCfNKh/5LHD5s/Q754UW92O0tCy5j1ouAYhykaViAqQ2c919PhRiMu/4WaBV0OcRgC5AyrFHyMsahr4HHyrObwqGMN2FfP9JGvCXlLnFfQgk3H2ZOSkfzYq0t7vYWWvip7/vQVzanMoFKirAVDR1HlnQb3XHkZyYFUdDFxfMAPBQwKREg9k5clJ7A48KvwH6fc1Wfs2eZhUPPRXM2Exuxr7/fyw+J4A2C04PCAPRdi0NpELoEqR2XwH8vYwhoN8FcQpSWSFotokcJuUIuc8SN+j1L9Kfl96df2w9ZlK5rVHCxPTMeUI1RU5KhRuEcP0QhjZLmntjH2sSpOZiUrvA5T+EqUu5bxLA20MX6/UkSM0BKHoFiljY8h5ey1yGSdH/ZjkqbR9o1hP5xUc+WHzsxIwwM6vxLg/gcwZLVyYLVIsiAVJVQ4PthQhDDiV5DJ4wTlQN4B0l3I4ADIvuxeFwCC3k2ecV+gRS20IlmGZSvVvAhTdPvqZXEyNpCowTCSaFwIFuWPgb78rINWomWgbH3oGNoePjZOTB0fO7T3SGDlZFJ4siJqXCL2ecEJvSW70A59cbwIkiaqSKWPd07860+5DOdaHNmHToOX1YKeUW+z0CKXORZ+gliFO5LysiuU8aJ1KYlACpiDbL4r6i4sxETsrS0yUzgPIA0cyXecJqAvZJtFvPywOsGuLf5mJSZ+n4nHaD09N5O0M3bmWTkG5KhV4F88dQFZae1wmXAClhnLBUyaSmrgvnADjGPubfGCQ622eOMJENg+dlxgnjRGa9kbguTFHJDVYyDIucYs/cPMQjP/cpPJs2gA8AC32YhoGG6J03kZMKQ6B/m2adTZx3g1pKIV/u84IQIzeI3H3wnQJzg46mHsLxQ3z7Zjc6bt6Qz87ARUsvIW0rQu7LGboZhWCvT+8P8ep7VmLFIC8fBUwwqapBzYxn+lRGLdcWASlxv9jd1JzXXs+GxsK4C/p3eZyCVFbIegwuk/gp7X8ESEX5kR/9beCDHy9mJVFOagxLz5kpI+ZJrVbnXJAbO0B/P7eYDyC5b0VbICcl8jQrNnWinjFODBJynz8nk9IsMG8MS1MwdmeB23GnHJXzRMSk6LgzTC2Ma43m3hjoFZoh9Bs/ilf1/lPGjKAQPmfzSX3AhHGikpXDFAtmrWJOlAMUHtoie/uT1w7gBiGevN1LOW8ODT4atUqiZivBpEZHtEFrTIGUUafmvAB0lYGxdAlX5thkTSKBVM73q5pRV4rHr8YjO7oZ7cs452gPXbR0uSHLd/cBgOOW6MIhNqV9X8HbH9yMQaowJ53M1WngaeM05GZsIZASTMruoqrPtgDb69pQEEazv77b4xSkskLshkyPHtrUHnUiJxX1Sbv/ncBrP1R8bFWnG9ruQlepyWQWawimLcVlorELDA9R03NyLyCJZUVfgEmtUQ+55phAKvmA2V6AgeNPMqm5clJV0S4q3SE3I7HOE+KhrCjSODF1fLF7XYhJPfgBcj0+93t47f5vwg/5bCutMBAgNefioJl0DZ1+tpVbnHu9Mt91sSoEUjcOabHf684aKLhYMFfq1URz5AST6t2iP6fzdgkmxRiDpampikTUEqkSy325HUpUI9pofDUJUqN0kBq5ARw/FO4+ln8/CrbtuuW6cAAAZxrecv967GAt6q8pTTacZ7seZe51kc1YJPf1UnNe+90x1caxU5C6u6NKM4J0h6a+plrQRceJ0vZqGYwB9W1gSOMGrIwcBuM+OFMLk8Iz0dgBwLHKaf5MHpNqLsKkVgmk6sNrACaZlOw2sT5hnJhH7iPZzMwwH4xEbVplKbkvw90nFoaRj/lt/2/8CPDRLwDn3wANgpFNL8g8gMdZ1AlgrjAbgDuIJdxpR5gAksacINVokDR00BEglVJ7tHdCQLNarwo2yjJAalruq9PASPm/GTJozKSk3OcWMCkdVXWWSZ1kMKm2KC6vqT7dX3lMU7BtzysGKc+j4z58ZpXuFwHI2H5Z/gc1CwAHAjeTGQci37WQYmBOyX2Ja845x2FfdGk5lfvu8qgRSLHREUxNSZUpZJ1UbuFuVtS3o5oKS1dStXqFB9BlMd9cx6bWRS2P6h/SHH4yD9BQF2BSZh2ob6PalyAVL8ZtUbuyPsGk5jNOREwqR2KtmgswKVWCFB13VjKj/3cX6fIR/QwDWpbZJgzghcriIJXISWWde6s2x/cI4OzZ8/S5kHI7aUzq8j5tdlYbVdEb0pyU+/oCpKblvgSTAkDPUQqTkm7FSGItYlKaCRM+DFWZkPiymJRseFxTvHypD4g2Mtz34BWMAvmTZ+n5/aAYxBjlpJP1dannH/d6zMox2g4da6HNWCT39agFWOJe6Y19+J5sjHt3LP93x1m+FKGZ1NpoeCSYzuyCaTtzFqomo74N9Okmz2INjIvpsPOG6K/X8KlvXxqTOh7Rudc1ccPOw6QAYO0+WIMrAKZBSjCpCXffvHLfCJbG0m3/Uu5biEnR92QwOu7M8RMFsXPXpslQDeqFhzSQ8uFyZS5jQxQGLfhy5z0zx0uc+0ptvu9RrZM0tckIiNKY1JUDArD1ljBNyJliMnq3STqa7lZgNqdAKl3uk13dI0OJX2C2UXWw0Itk8Ae3yaaexaRkB5QK84q7NYicVBkb+pefp5qo11xcn/yHglZU0bPmZ4+QH7tL3OeJnNS03LffF/ko4FTuY4x9gjF2wBj7duK1NcbYZxhjz4o/V8XrjDH2ccbYc4yxbzLGXpP4zIfE+59ljJVI+NzBqK0DQ2JSaQum7U7lpOaJ+lbEpCqGOuOQA+dUy6AtkDgV/fVqDsmJae6+4yE90AsxKQBYuw9G9wqAyWT4kWBSGzXJpLw53X10Hk0tSLWgj4XEWp1T1gIQMSmV0y58JucVxk0955b7Ej9D5RldSsRAxbmNE0Ahk+JCqlypz7nZUHWMtBVsIptJ3ewQ0NTleJFEWx8AJPc1dmYT8dI4Ie3UmpLeXmwapAKnAKSoxELWSf30+2jA4Mko3ewgJWiLlWdS1Ak9u6CXc47bx5SvZtObsLLF/L5Ns6Iw+4zKzZhlLnAfRm7Q3kxvQGk/B3Aq9wH4VwDeP/XaxwD8Puf8AQC/L/4fAD4A4AHx30cA/HOAQA3ALwB4I4A3APgFCWwvSlQ3gNFRapsbzjnGTjxPZu5o7JArKvDSLcuyLcoimnRtA2AqLJt2emkP24QEwpT5JDkAaJ2HMjyAimCSSQ2nmJTvzCn3iRHymp9qnJDstbaQcUKcR0jXfNbdF8+qWkbuU7ksAJ8FQTcE6vP07ZNhNqJFB8BM7YvrefC4GucC5whe38IG6+LR3SYO+s7M9Nz9Y8orMfk9CpCIYrAXd8efPmdwwKPJvZaeshlDfH9GMqhfbJxA4OJ/ev9DeNfDW3jPI9tgLNvdJ5mUiQJrOxDdqxoLIlUgLa51RnDdqedf0UkhKYqod6edWeRsu1LuW2QzpgF6TTApDWMvQCi+0/2ekwCpP+NMinP+OQCdqZf/IoBfE3//NQD/ReL1f80pvgBghTG2C+AHAHyGc97hnB8D+Axmge9PL2obwLCdCiK2F4LLDhOLfNlSGhkewtLUlLoX6e5ZpLOCCtS3YY4FSKUwEsmkaopPO7u5816bYOBYQ2/i2nSGLixdiR1sC3ScAIC66qezV5mTWgSk5CIb+LRgToNgYhrq3LVMiZ+hhhlNicWsquoSOSkrcvdNbjxsx0UIZf5yBQDVtTN483aAH37DeQQhj9iwjH1hnIiunzYFUsPDdEdbZJ0nkDO1FPaKWO5rlLag01ywn3zHJXzix18PRWFoVfRMkGoPHFi6Ai1wimVtsUmqwsF+z8atkzF+48vXZt72rZtd6MIgE4HUx64BP/WN/OMDCYfkOJMZO5GLdcGCW9G/Tx5fbiQnmNSfdbkvI7Y557fF3/cAyG3HWQDXE++7IV7Lev3FiSSTmlowj0fucjsSueMa7KfnvKLeXQvepI0dqMN9MAaMUphURzApi7nz56OAaE7RFutOMKmjgYP1WqJWZ0GQamhernFisZyU+J5CD5ae0o4mMVBxZYHFHgCgGlAy5D4uinkXyklFcl965wbb9RBAiRnsHMFqW2j6bey06NonJT/OOfZPiAlFi7Hosh/FsB0ZjWbOGYjyUqauZDIpVWHUC5LzUsYJTI28X6noOMk0TrhYr5lUm1Qkawuw3WBd7Pdt/Nrnr+BnfvNbM6Pqv32zB0MRv4sEb6NabpqAFjOprInFtnAO1hbtCmHRuA7pDJZy4mHfQdMSy/6pcSI/OBfl/XcoGGMfYYw9zhh7/PDw8M4cVOSkLHWWSZ2MPGhMvLZQTkqAVH8/FQQl3V+oTgIAGrtg/T3UDG1mngyQ0Onhzp+PAqLz35gCqfbAnVwo/YL8wnRIkGJublPfharlI7nPF+M0so0TrcqiOSmDhkhiduEJA+ogstCxC3JSjuPCh0LTkOeN+hYwOMSK6J2XZCSHAweBPyVriS77AAhUhodRycbMOQOAK0AqwzgxdALUDFU0JJbTc/OYVGKYpohWRY/MQNMR9ZL07eINmVA4NlkX+z0HT+3RuV/rjCbe9p29HnYbKfOYykTUcWY8AyIyXJFKWEgxAKIms9MW9/2ejZ36guf9EsWLDVL7QsaD+FO0DMZNAOcT7zsnXst6fSY457/COX8d5/x1m5sFxXRlo7oBhB5WNHum5uVk5FJBHLC4uw8QTGpWBumNqG3KQnUSQNSpnBKnacYJF01Loz55izAp4QrbUbtTdVLOZF7EG5Wf+gsk5D4v1ZYvQWoh9hrJfV667V8wKZ8vUEAd/QwDLBTuvqnvNBTzpJoLgVQT8G2YzAdjs/kux/MQQsHaIgywvg34Y7RUAp6kG/R6ZxTLWpHcR132cflzwBf/D7JepzEpOShSMqkM48TA8WOjimRIJXJSE7+CpWUaHTqyl6RvF+ekBJO6YA5x0LPxnT0yR0yD1NX2CNt1cQ8qc36fiYLouO5t2t0n5PhF5T4x+HDa4r7fs7Elm1eeyn2p8e8BSIfehwD8TuL1HxMuvzcB6ApZ8NMA3scYWxWGifeJ116cEA/ehtKfqZM6GXtR0eZyOamD1IRydyhAapHEKUAOv3EHqwZPtaBTE1hR77IIkxJy347amzh3YlKJc3aHxeOukyHeW2d2rty30DWXm4nQz5BYA3FoNcr9zB2qARakd86nrvZKXLQ6T4impWx8ktqU1BVy39oCcp+8F5s+pZCTXdavdUZQo/s8mZOygV/7IPAp0cg2j0klQCotzziw/WhAXzQkM7d1kTEzz6pqaJmW8ahNlzculuPMBqBZOGcM8NReH/s9+jnXEyDlByGuH4+wUZUgNee9oifboilgbJZ1LyVrAyIn1Zth3gd9B1uyefKfdeMEY+z/BvAnAB5ijN1gjP1VAP8YwHsZY88CeI/4fwD4JIAXADwH4F8A+EkA4Jx3APwDAF8W//2ieO3FCfHgrbP+jExxPHLjeoNFmJRmEjiMT1J39b2R6O21iAUViNxWu2o3dbE/HrlYreriwV2ASZl1QK9hS+lF14ZzPin3cS5AqmDc9cRxyT7bwJDMKVONN0fL1KZNMCk1tSMEsGC/tOhnGGA8gIJw5rrziEktcO5VUYszaqOSsiC7nocA8zWXjUKAVN2n7g3JeVXX2mMYUtaW11ydKuYFShknUs0qAIaun3D2iePmyX3aLJOqZYxhp759gt2XYVKMAbUt7Ko9fOP6SfTytXYMUre7NryAY6Mi8q7zOmNlHdP4GIyxmYJbYElZG0jkpOjzY5ea2B70HGxEDPDukPv+1M6Sc/7DGf80M8dC5Kc+mnGcTwD4xB08tfIhdq8tjNJzUnKHyRbE+soKYJ+kzh86GYhW/ovUAwFRrdSueozr3vmZf24PXJxbrZZ7cLOivomtXjdimX3HhxuEcY2UNwbAKaFcNkQH5xpoUXD8cILVOI4LMCwmVSQs6BVdna0JWqbDugw1rrNJA6kQCzIpCVLjjuhsPcmOPc8FmDJ/dxIgkp4rbhuAMQlSnRG2airNYZIzkjQzZjwyalMFrUAqk0rLSQ0cf7JGCsiX+4zGRLslAAK4ZxWDo4EL2wvpXvfG5e71+iY2unGj3QvrVVztDKP/v9Kmv69WpAFhzmW0tgWARXWS062LgGSjgAXZjnD3VcSUhbFHI03cIMSGlIQXXbde5Lg7zvKlCrmrZ7Mg1R64sOT9s/BuZwUYn0QtgJKs4WRAcl+9siCACCa1zU5SczvHIxdrNb2cBJIV9W2sIzZOzHSbcMWDPY/cJ3aZNU4glbzuthfAn07izxMTFvQUO3TEpBbcGACRk1GHP7sgL5OTkgWio/ZMgSYAeJ4PvuiCJqRbdXiAmqFOgNT1zghnIoNAIic1zaTKGCcy6qQGtj/ZbQLIZ1Jmg44ZxsfKYlJXBaBcWK+WM04AQG0LdSF9vvfRbbzmnlVc74yjf74iWNWqKUFqzu9T1SiV0KdpwmlNYGXHiYXzRmYTCD3UVHpeRm4QFT9vLipTvkRxClJ5IRZMKT0l42jgoGWKXeuiX3ZlBbC7sHQVIQe8IAlS9CDUrEVBipjUFo5nd/Sc43jokRNsGSZV28QaP4kknJm+faKIcy7jhFEHmIJqSDvl8VQN1lK2/0ILOi3OC0usQARSJptlUuACpJZhUqM2nXtKMe/C0lB1jRbDwQEalo6BM5mT2pl2sUV1UgnWlmacSHRvB2LjxLSEO3QScl8ZJhWBX8ymqiZJoOFUIbIElItr1fL51/oW1kVz5o994GGcX63gVncc9fK7ejSEpSuo65zYyJK9O9PGaUSjQpZhUgCqIT2DIzfAvmh5tSEvwaLP/YscpyCVF0J6qmMEe+rhOuw7aJgL0v3o+CT3mZqk5PHCI40TirrgTVpdAxQdG7wzywKHLtwgxHbTXJJJbQmQCqPjAokO6BGTmiMnxRhgNlARD1dyc0AgtYRZJWFBTzdO0M9aOFkNRGytrvGZ4zMeAEyJBl3OFRXJpDqpg+xczwVbdEFTVMopDfbRsLSISdlegL2ejR2Zw5BM1GoC42NEFSRGPfseqqwCAyoJMTVlZjMGTMl9ZYwTUzIigCgXNw3eV9tDqArD2aa45mWYVH0LptvB8//wB3D/Zh07rQo4R8RErrRHuLBWAwv9xZ/9BEhVUlig78rc3BIWdMQgNU6A1Loprv889YsvYZyCVF7oVUDRUAuH5AFIdEU+HDhoGmInuSglt1rAuBvlXJIOQmmcWPghYAxo7GI1bM+wQCmBXFyvLZmT2kaT9+CLXZ+U+6JZUq5INs8DUgBgtmAF8cMl42jgLNd3bNo4kVEnVV0KpOizdS1IOX4ITdMXyxvpFrW6ESCVXNT8IITv+1DUJVLM9S1gcIB6AqRuHNNGabs2lWhv7E4W01ZT8lEyth8Dbn8dANVJAZOdODjnGLrBbE6qSO4DACfOG2XVj11pj3ButQJdTMItJT3XtgAeQrVJ8ttt0fMhc5hX20OSD0N/fqlPhhhMKs89eZ97QQjulWCUeSFAqiIUiaTctyoPecqkvgeCMcBqRV90ctE57DuoG3dC7jtJTOeNj38yXBKkAKB1Dpve7RlH1ZUjAo8L61Wqwl+USQlHl+XSwyzlvmgqr5Rj5gUpqwUzkA9XLINMyH1LGSeomNcNwok+dZ4YYbDQQEUZEUjNMimF+1AXaRgso7oeufuSjOFoQE7T5UFqHw1Lj9oUSdv1Zm1K7kv26Xvw/cAb/3r2cc++Bjh4CnBHEYNM5upsj76DGXdf3uIsx6MnmFTciWNSNiNAqUV5sVL34jpNnsbBkwCA7WYMUmHIcbUzwsWNmgCpJZjU8AAIw5lNx/HIhck8hEyNzSrzhgAp0x/AUBWcjF0c9Gw0LQ0mZMH0Evf5ixinIFUUZjOSniTTcfwA3bGHug7SpBfZGQMk9zk9SEdyMpHfX5ZJAcDWw9h2rsw4wa62h1AYhLuvpOMpLYR1uSrmVrWHLhqWBkPIl/AWZFJWE6ZPi8owk0ktAlIKgYioTwEmd/XDkbBKV+cwekyHYAA1LZyxuDMeQtOW+D6rq+Tu0ycLtPd6NjQseWwxhLNhalGd1PVj+v42qlNW60ZiAu/rPwy8+Sezj3vmNcRQ976ZYFLxdRlEHdCn66TymFTc5VuGrLMaOpMs7fLREBfXq7EbsAyTOvs6AAy4/iUACSbVs7HXs+H6IW3wAm9xEGnsEMilbDqOhx5MeAiVJUBEXCPmdLHVNHHQc7Dfc7DVtBJ5v1O573sjrBasgBZMyXSO5KRPgy1XtS0s7nUumRrdqJzzBEgtcfytR1EJ+mj57YmXr3ZGOLNSgaHQdNBl3H0AUPOISR0NnFjqA+KclD6v3NeE7gsmlShEvnVio64F4Exd/LqYk3OZkjLLeETnW6nOYfSYDvHgN3Q+2QEhDKEhgLrIfDAZgklVTXViMd7v0Ywg7Q7IfU1TieS+210busrQkOQvKffJsFbyj3vm1fTnza/ClBuDxII80wH91leLj5uSk6oIJjVOTCw+GXno275gUuJeNEuAVGUF2HoEuP5FAMBKVYepKdjrjiP7+cX1ZZmUKOYf7M9sOjpDFwY88GVAJDH4cLtpYb9n46BvUx5aFkKfyn3fI2G1YMoF04ubNAKUd1iKMlsSpCbzLz3bjzusLwOCW48AAC7h2sSU0SvtUZyPApZy9wFAQxSBtgfuZEukRYwTAGA1oXm0ACW7ZVzrjLBphWCLgioQjbywxK4+yXZGI+GorM55vskQbKNl8InODXL3qszjdJwOAVLrNQMDJ3YPys7WSzGp2hYQetjUxxgIkNrr2thqWFD4VDFvUu6rFIBUcxdongVufDkyCCVl7UESpDqXgT/+ZeCx/xpYuzf7mBKk7ASTMmaZVAwo1YTc18g/Xxnn3wBc/zIQhmCMYadlYa/n4Go7IZUvk5MS07Mx2JsxThyPXJLkllpb4hHy200T+z2bmFQj0Rw4j61+F8UpSBWF1YQh8iPyAZAgVVOWBSnpwBFMTSyYh30HKrsDg8k2CaQeYDcm8iNR4tcTILWEuw9AVFPSHjqTzWUjkJpzYbZaUMSiknx4r3VGWDPD5XaAYlqslcKk+gP6ntdaJReytBC736bB0RsnmJRHiXvVXOLcK2vA6Diy+MvO3Ps9GybzoJlLgHfUWLWHsRfAC0LsdW2SumQzVyn36RVy7QHFTAoA7nkTcO1PYKqzEmtPNLNtVXTg6h8Ts3/7z+QfL4VJpeWkYkCpJeS+khuQ3VcBThfo3QAA7DStiEkZqoLdVoVAalH22hRstHdrxjix37NhMB/KIp1gZAjTF+wuthoW9nsODvsOtpqJDvKnTOp7JKwWDE8umJNMqsK8xfreyRC7UMuXcqLsr2UnrNbL7I7XMTI28BC7Ee1eBw5Vnp9brQK2aPtSZqFJC6MGV62iGRzDC8L0vn3AQnIfc3oAOIbimnPOcb0zwooeLA6q4thw+rCiXX28OAwESG2sNBc/vgQpnaOXYFJcsFZtXsBORnUNcLpRMaZ0U+51HTRUbzmGKUBqA3RPDB0fez0b2y0rqh+bYA1S8itiUgBwz5uB/m00XZrSk8xJyZHvK1WdmBRT81kUELOhCZCadfddPhqCMeD8WmU+uQ8AmmfozwH1wN5pWbjdtfHEzR4ubdWhKqJj+6LPZ+MMAAZ0b6JqqPBDDldcl+cOBqirS4IUYwTI3gjbTQsD0Q1mp5lgUqc5qe+RMFtQBUhJ/VyClMXcOyL3VYJJkLraHkGHWBjm7Qs2FcP6PTjPDqNj3z6hHf2ZFQsYC5Aqs9BkhG2sY5Od4HjoojNysTHRAX1ILq15d5tWE4yHaCrOxDV3/BAt3V9eBrF7CUdlvKiNRE6qWV+GSdH31dB5xBIAoNej77i6jJQomPemQfffkZgJdq0zREP15iuang5Rh9UCAXXf9nG7O8ZuM8mkEt9jY4dMCGXuz/NvBACstb8GYBKkukkmdXwZaJ0rPqaiiNZICZCSxgl3UjE406qQYSNympb8bqNROtQV4txqBXtdG1+9dozXXhAschm5TzPoGnZvxPk0ce7P7g+wanCwZd13WkWAVHycV55fSch9p+6+742wWlC9IVQE0Vymw4GNtZoBxXeW29VXJkFKyomXj8SiAyy38ABwqmdwhh1Fi/EtUetxZqUiCjIRSzcLhFfZxAa6uHxEtWSzHdAXWJSFM2nLcKJrIkcl1NVgOfYqclLS2QyIUQAAIABJREFUOJHMj4zG9DPYMjtYaZzQqP5H5gIPjrsAgGZzCQCUIKXRd3jUd8A5x9O3+zRheZl7UbRdagqQutYZwfZC7EwwqQRIbT0KrBYwHhnbLwP0GpptqpdKbgzkoMKVikFMau2+cscU36OMmpT7EjnMK+0RLm6I58eZw4IOJEbpEEi9+5Ft+CHHyA1ikArcxeU+gAC5ez1mgZ4PzjmeOehjxQiXBxG9Anh2ZKEHgMfOtBJM6hSkvjciao00mpD7NuvmcvZtINq91gJawOS03MtHQ5yTz9IyCw8At34Gu6wNW5y7ZFK7LWt5uQ9AWNvEBuvi+UNiIZM5qdF8fftkRIuxE11zCVJVxVusa7uMKeNE0vrr2MIyv8zDK+ukdNF0V5gQ2if0Ha80lgEp+p5WFTrP9tDFjeMx+o6PKnOXvBdp4V1X6Hv86lXawOy0rPRF7d0/D/zEJ8sdW1GBzYdQOXkWwCyTMlTRheP4crHUJyMJUp0XUOldBjCbw7xnTTxI7pBAtuzCX9sENYElue/V51dINgRikHKH80vZyWieBbo3JqTKw4GDk5GHurZk7hUQIDXJpAxNoZzUMjVYL3KcglRRWHGT2UFCetpsCCvnMjeSbgFWC9rwAA1Li6ztl4+GOFcXRaZLMqmgfgYGCxCI6vZbXRuMiQLFO8CkWH0Lm6yL5w9pB76enAzrDuY3TQARw9zWR5F8c60zotpqLLkYi5xURafan+Su3rVH8Jm+3FhtAVI1lRZiKfl1RFfttWXyXYkuAhVdRXvg4MnbdFyD28vdK3oF0CysMPoev3Ql0W3BG5KslXSDaWbsICsTW4/CPH4GwKQFvTt20arqYHaX7sey7Myi7xGBB3z81VD+2evEyAt6RsdugM7QxblVsclzB6IvZMmaRlUjoBJyH2MMH3rzRbzq/Ep8TG+02P0to3UO6N1ERbZFcwM8u0/Xv676y+eM9Arg29hp0fm+71HBDpddt17kOAWpohALwyobYhTJfQKkFp3FlIz6DjDYw2bdpFHdIce19gg7FbHbXJJJ8dY5+kv3OgDg1skYWw0TuqokQGpxJqU1d7DKBri8T6xsgkl5o8XkPpGUP6udRDmpa50RdpqWmCS8pNwX+gR2iEEqDDl8ZwxfWXJhUONiXgCReeKkT3JTs75EoXBU+9LFet3A0cDFU7d7YAxQgyWvCwBU1mB5XdQMFY9foXvj7EpVyLbLbZaw9QjU0SFW0ZthUlE+CpiPST3/B8C//ovRS7tGvKm53U0oBgC5++Zl9Yn+egDw4bfdh9/+6FvjtlbunFOnp6N1HvBtrDDaaPTGHp7Zp/vEUvzlgUSrAN4YdVPDJ/+Ht+HjPyxq1nznrrGfA6cgVRxCktsxxhg4pBnHTGqJvncyGttAfx/rdQPtgYNbJ2O4QYgt686AFGvSLCnWuwmAHt5dsbPC+KR88jsjzBXanXUO6fgzdVKLPMTCWbXLOtHG4EZnjPNRJ+slrrnY/VfFvCopD3VGLnTugi+r0wuQqkZMikC2J0BqKQfeBEiZOBo4+Mb1E1xat8ACd2nWjcoqmH2C82tVjL0AG3WDpKJFZdtkiJq9B9nNmZzUSkUHerfoBbmpKoohNa3Fza9EL71RfTYyH9w6obxddK+7g/LOPhmNSZCaCW/BnKsM8bvu8iMAtPl99mCAVkWHFrrLA4luRaUPj55pxnPZAueuyUcBpyBVHCKhvKONMHR8UUQZipzUHQApwaQ26iaOBi6e3qPFbMMKSWJZ0t2nrNKDoPUFSJ3YOLsiQep4KakPAKwVYj1+dw8KA1aqUyC1qHFCr2EbnciCTvmFOQbX5R0bQAP08Ep32e0TWxRQLvl9iu+rosrCbDq+rMFaDmBjkNqsG7jdtfGFFzp4+30iz7Usq6+sAuNj2gwAePnZFrEGd7A8AAqQeki5NpE3ipiUyP3I2VaF8ZafAl7748DHrgN/Zw9QTbyWPRVJ8rcEk4rudXcRJhU3gU2NZZmUqJVaC6kjzGHfwbP7fTy4XQe7E5KckPtmwnfuGmcfcApSxSGY1IY6pMSmHBzWMEVz1jvEpGo62gMHX7t2DE1h2LSC5RcGAEZtFQNuQR/STvV216ZkOEDGiSVMEwDAhAtqg3WxVjOofkTG+GQxEGQMaJ7BRtjGUHRW2OvZBFK+s6RxgkBK9wdomFpUEPvUXg8m86Aay4IUgXRFESAlQHA0vAMgJWZtwe5iq2nhuYMBxl6At10Ui+/STGoFGHVwflWA1Dlxbywq2yajsQuYTTyo7k1Y809GHlpVPWZGaWPo0+IVPwR88JeJbegV4Myr8DL+LE5G9H3eEgah7ZZYjJ0FmFR9K2oCmxrLXhextlSDPkxNwUHfwTP7Azyw3RBsZ0kmJSzoM3EKUt9jIRbZDXWIgeNH5oY7JvfVd4DAwdmKi+ORh8evHuOR3Sa0O5FjAGAaKm7wTVQG1zF0fIy9gM4dEExqOZBCnRaVTdYlW3syRkf5YxzyormLtbCNoRtEIyMIpMbLW9ABwOljpaZHi9oTN7uoKj70Zbo2APHQQyVmUgPHh2OLURHL3C+KQiBrd/HfvvVi9PLrz4lzXvZ+qa4JJkXHecVZwdzcOwBSjAHr9+OSujcx+beXZFLWyuIS1/ol7IZ7uC1KLG6f2NhsmFFT24WYVOsc2e9FPnciOCcAWKo2jZ49Zp9gs2HiiVtddMceHtyq35m1RVjQZyJYsr7zRY5TkCoKVQPMFtbYECPXn2RSdyQnRT28zmqUPP3S5Q5edX5luWGEibB0FVf4DurDa/F4d5k3Gp8sD1JCntlEF+94MLELdkf0EC8MUmex4h9i5PjRyIjza5Xl2Wui79ta1cCxqNN54lYP6yYHW/b7VFQADAZ8KIxyUt/Z60dGjaWZt9UC7C4ubTXwKz/6WvzdP/8I2c+B5e9FIfe97dIG3nL/Ol5/rxi06A6WBykAWL+EC7gdSaB+EKLv+FQjNTwsz6LSYvVerPhH6Pb6CEOOW90xzrQS12MRkDr7GvozkfeKwpPzqZYAKbMFgAHjY2w1TPzxcyT7PbjdoG7wd6ROajz7um+f5qS+56KyghX0MXACHPTFCOaasXx+BIiKBnfYSfTSq++RILW83FfRVVzmO2iOr+OwJ0YvTDCp5XJSMKro8wo2WBfvfTTReHQkOq8vClKNXdS9I4xdDy8cUe3OPasVkkGWYVKJWUQrVeP/b+/Mo+SsqgT+u9X7vqfTna27s6cDZCMmEBLGsAYVBI7CLCKjMCiOes7giIMLzhwP4KijzhnH0ZERcUFhcIgLuIGIqCTNErKHQPZ00tk66fTeXW/+uO+rqm66k+7+XlJV8f3O6VPf96r61f3qfd+779533320dvQQjRo2NZ+wCyhDtqcIZGQj/b0U52VxvLOXLQdOJOzh40ZJAVzROJ73X9IQd+k4CJygv5tpZRl8/7YlauFAeIshoGIa1eYQXXbR9AlrUZXkZaqSKhzhfNRQlNUBMC56kKMdPexv7Rxo2Y/F3Vc9V9tr79o3vxf7zUMo70hEB4mdrZr41TJ7fJEdAIfNOJGrnofBuFCAZxGvpEZCfjkltNHe3Ufz8S5yMiOU5QIYB3NS2rFXmGOxoisax9uOIbwllZURYRc1ZJg+Olo0zLeyIEFJhZyTAmjPKqdSjjN3QsK6mUBJFVSOrdLiWjJMPxUc56Xdx6gszNZgEnAyJ0X3Ccryszja0cPOIzrfWBQ2q31AZg70a9Ta4ZPdbD3QRnGmdXE5VFIxwiYKDggGLJ3HBpaPNQBmMBXTiGAoaN8NJKREyrfuvlCWVB0Ak6WFfcc62RNEgwaMxRrMyNKtRoZSUmNNnjyY3FK1pOyC24aqAsryIoBxYEnlq2svOnDzTR3oeSV1bpFXTlG0jY6ePva1djKhNA+JbXMRsmOwSqo6opbUP62apVtp93aGfwAs+yIa0t13aDsAlUXZ6o7r7w7v7gPG1UxiVV1k4LboHRpWO3Z3n8o8Xo7RtPMos2uKNeIJwkf3SQQ6jqgl1d7LNruAsiDDQXQfaOfW38PsmmI27D/OluY2xhegLpaxbpAZMKSSCkb14ddJAdB5dGC5MyU1FYCyLlVSB0/oM1RVmKsBCo6U1NqdR+npjzKtylpOPR3aWQfRkaNh4iJoXhffjDHApfXa1Rrbh62xtmRkuxOPhGAwN9jl59195yD55RRET3Cyu4/m1k5qSnPjo9ewI5KcIsgqoLDnCFv+5SpuX64PsjMXC3AwcwIAkWOvA3Z790CJhOkYLJGiajI7BoXqtgfuvrFbUgA1coSDJ7qZU1Mcfv8r0DnGolpo3UNZfjZt3X1stlkbQu/hE/uObOjvZt6kUvYc7WTd3lbG5xPe6gYdVLxJSdlOKKySCvLVnWgeWD7W9W6DqZhGFKG2Ry36fTYgZkJxhl5TGHdfQSXRrHwmSwvPb9d7e+o4q1jb7PUU1Y6+3nGNquCO7RxY3jPGXacHY+cBg6UWk8vzEnYnDhs4YdtscBi6d/edg+SVk993nK7eKHuOdVJbkrD+wIFLThcNHogvtgNngRMA7VkVdEXyyT3+BsW5mRrxdDII+Q3RMQTULoAj26E1IQoqNidVPrY6bYdSLep6mlNb7K4zLpsCrbsoL9A5l6ZdR5lQmkek31G6mIws6O/VABg0V11Daaabuq17CGPiZbHfJaQiCZK7Hn09XtbfC9He8It5AXKKOJzXQGPfFgD2BXkkM23y1zADJhGkrI76yIFYAEJDpZU5WCgc7OE0Gipn6OuR1waW9wbb0DgI++88xlWN6lF55/yJCYOxsCHogSU1KAzdxXzXWcQrqZGQX05O/0ky0HVStaV5bkb1AUMtGgy7UDCBkvxs9mTVU9G+Lb69e3uweDK8JcXst+vr5p/EyzoOaxLLsc55FVRBJJMllfo7N9Y6sqQASqfAsV2xhcdrdhxlRnWhu/UjGdnQ38N5E0uIiG7zMC7PQVAG6Hqj3o6B80Z9jpR3QaW6Q4++ES9zNfdiaSmdxzzZRle3BjdUFuaQ2x3MX4a7F6VmHvMjr9PT309FQTZlQRRrGEuqcpq+Ht42sDxmSTlw93W2Mn9yGTvvv4Zp4wrdbUoY3A+Dw9D7e9JmLynwSmpkWF99qd3GoLY0162SspbUABwFToBG822WqUzs2kZVgc18HCyeLHSgpCqmaiTUlp/GyzqOqBU11mStkQgU1XDVZMO3b72QaeOK3AUIlE2BtmbKc9Qa6e03uoDSxZICiCmp/OxM/vbiev7hihmIKyutbIq+tu6KlwWWVNj5URHNnTeUknI0YGqtXECxdNK+b72d382F45oNJbbR4FiZ/BbKOEGdHCCaaGmGsaRyS9QNenj7wPKYJeXA3dfVOnDBsKtNCWNKarAl5RPMnnvYCLVxNky8tjRhkZyLeYahLCmH7r6qwhxe6asj13TTmG2V4UmHlhRA3TLY/0r8YWs/PPb5qICiGjLa9nPpTOuSDCyGsNZO6RTAUBU9FCuaWV3k1pKyiuOTb5ujLhwX2UnAyg4cS1RSjgInQF1+RxLcfUHdLtx9QEf1hQBEd/5RlVRZXny+Z6TJZYfDbq5466QWPrJyery8rVk3O8wZ4zYpFdPf7O5zZUnlloKJQk98A0dnA+Dg/980J+Wj+849qmYBMFN0zqWmJC+hw3RkSfW0xUet0ajW72j0WlmUzR86JwMwF9sBtR/SB9eRImTcHB1dtu7U844jY4/sCyiujbtqIOHhDSlzqf4W46M6MJg3qZRrzhvvzpIqqxvY0YPDuoeypBxa9eVToXV3fDfe2I62bu7FzIopHDBlZOxdo2uZSqySyi0Jv2avcibklnDLxGbee3GCwjuxP5yVVjlN3X0D5gEdrJOCocP+Y4ETYS0p22aDLSkfgn4OUjkdMnL41KJ+3r1oEnUV+QlbMDvo5AvtIli7d43ToAzUktraP542k8fs/q1a2H7IjasvoLpRXw9u0of50BYorwtXZ3GtdjBB5+DKerUdfXHnXl785GX8+IMXkWvTGDl5eKsbteMNBh3gTknllujoe7AllZkbbh+sgPIGMP3x+l1FsVmK8rJpis4gp3ktXb3RuCVlQ8hDEYlA/QrY9ouB7rMT+8fm6guonqtKJHFg4GquLlgCMkBJORp0xELQEyypaL+mevIh6OcYGVkwbhYVJ7fxwI3nk5kRSZgHcNDYRcFW1dbl5ypay1JVlIMhwgvRWUw5bhcmnmxxE9kX+xK1NmnZrA9z5zGN+gtDca12wEHItbO1abVqRbZsoqIwR9d3uZxjHDcbMNCyJV7mSklBLDoxhkPXMBPVHccbz+hrj6O5F0txbhZN0ZkUdO5nPEc0BZArJQUw51p9jva8EC9rax5b0ETAlIv1ddcf4mW9HYCEb9Nga5ItP4uX9TsKQQ+ek47DcaUdG1z7wIlzj+rz4MD6+Kg+aGwXnUPMkrKuLZdzDBCL6Hsuej757bvh6A6bKy3knFEiOYXa0bRshH0vadmEkEqqRPfCioVEx5R32Px6Eag5X+fQAmIPr4NBx7g5+tqyMV7mak4KYtGJMRy6hqmaoW6zzav1vNdtdF9RbiZNUQ3rXpa9jUVTSlThulJSM65UK2Hjj/W864R6KEonjb3Oqlnqltv5fLwsSLobdnF2zQVwwV/Cc1+EQzaCMLaY11HgxOq/h7Xf1GNXkYNnEa+kRsr483REYjcPdDonVVYHkUw4aDs1x5ZUXEmdpwWvPx0+V9pQ1C6A7b/RUPSMbF0IGYZJi/V1tx0Vu7KkAGrmwcEN0N83qG4X7VmvbXdwU7zMpSVVMVWtj0CxurSkQJcU7HweOo46d/dVF+fSUTabA6aMm/KbyOloUcvBlZLKKYJZq+DVH+rvsuNZdV/WLx97nZGIWlO7fh8v63W0wBlgxcc0eGK3tdRcZFaBgffEG88OrNuHoJ+DNFyqr1uf1FeXk9XZ+Tqi2v0nW7dbSyrYmqO9sE47g3WPaAcUZBhwxcpP6cO28XEYf354l0Jxrcq7y45gXbpYa+ep4jhs5+hcdQygnVr1XNjXFC9zqaRqF+gC2wMb9Lyz1V2HCTBtpXbse9ZoeDQ4c/dlRITPXHcBP+lfyvzutbDjd/pGsGjWBQtvVbk3PQHbf62uXRv5N2YaLtWBQeDC7Wl3Zl1SVq9zjftf1nNXLrnE/mO/9W7EBmN+TurcY9wsfZACN0ifwxB0gMlLdUuAvu6EjsGNkirNyyIjIkypLITG62HvGsDAzFVO6o9R3gA3/wAu+yxc9zU3dU65GHb/Ud2sLZt1zZqLcOiaC/Q12IbB9cNbf4m6PbtOxOt3paQSt5CIRlUZBtfjgpoLNL/h/pd0UFZW59Q1vGJGFVfe/GEyTB/88h5VgMFcmAvql+uz+vsvw9anoGFF6B2udcG6wKb/0/MD6+MZOsIioolsAyV19A39/cNGOyZ6HNqaNd1Vy2Y9d2W5ngW8khoNs9+hbpC9TfEknK46nslLtCPb+iRsWq311s53UnUkIkwpz9ctAObeYL9vqc7LuKZ+OSz7KFTNdFTfCg1nX/MNdd3UL3cTxVYxHYonxiesgxGyq3VjDZeqNbLreQ1H7zrurmMonqBW8L4XoWWT1l23zE3doK69qllqiex8Dub9Vfi5l0FMblyq1k3HEVUiLkf2IrDi43Bos2ZWWfKB8HUWjddnZtMTGnR0aIvem66omafu4b5u/Y66ZWNLiJtIhl24P94+5/tfVss1M9ftoOAMk5lsAdKKt9wBGx6D794AGJi60m5y54C6S6BkMjx6i85Pzb0x/EgqgUduX0JBTiZkZ8Dyj8H0K53VfUY570YdvT75ccBAw11u6o1EoPE6eOG/NBLxpYc0IGHiYjf1T1ysncGGx9UKh3j6qLCIwISFGoHXbReBTrnITd0BNfNg3fc1tdUFN7mtO2DpnRqFN+0y93U3Xg/bnlJF6EqBN14HT/4jrP2WnoeZ5xrMhIXqwv3t/bpw2IViBfj0MR38/utUDSZp2aS/iXf3uUdErhKRrSKyXUTuTooQhVXwnid0FNvdBpf/s7u680rhzj/Birs12m/JHe7qBsYV56qSEoG3fhImpclIKpIBN/x33OpzOXqde712DD+7Sy2Ghbe4sdJA3cCLb4P1P4LffUFHrmEizAZz0Yd1vcvWn6mFZhcoOyNwKa78tPu6A2a/A971MMz/a/d1RyJ63yy+zV2dwSDj2ft1V12XLtaZV2tw1u+/pIPTOde5qTcS0bmzC9+vA+yDG9QVnUaISVxFnaKISAawDbgc2AusBW42xmwa6vOLFi0yTU1NQ73lhp52OL7XnUvLc3raD2tgyey3uavTGHj0vWqplTfAbc842V8rRjQKz31B3XIXvh+mX+6ublALcN+LKrur+ZGAvm51a0+5yLmrL6354mxo2w9X3gdLP+i27pbN8Ozn4S/uiSe2dcXJQ/Cty9RCfvtX3N7nI0BEXjTGLBrT/6aJkloK3GuMudKefwLAGHPfUJ8/40rKc+7QdRyeuQ8ufJ9mFvF4TsXeFzVQZfHtXnmPgjBKKl3mpCYACZsVsRcIGVPq8aCT01ffn2wpPOnCxIX65zlrpM2c1OkQkdtFpElEmg4dOnT6f/B4PB5PypMuSmofkDjrPNGWxTDGfMMYs8gYs6iqymHiVI/H4/EkjXRRUmuB6SJSLyLZwE3A6iTL5PF4PJ4zTFrMSRlj+kTkQ8AvgAzgQWPMxtP8m8fj8XjSnLRQUgDGmJ8DP0+2HB6Px+M5e6SLu8/j8Xg8f4Z4JeXxeDyelMUrKY/H4/GkLF5JeTwejydl8UrK4/F4PClLWuTuGy0icgjYFbKaSuCwA3GShZc/+aT7NaS7/JD+15Du8oNeQ4ExZkxZFs5JJeUCEWkaa0LEVMDLn3zS/RrSXX5I/2tId/kh/DV4d5/H4/F4UhavpDwej8eTsnglNTzfSLYAIfHyJ590v4Z0lx/S/xrSXX4IeQ1+Tsrj8Xg8KYu3pDwej8eTsnglNQgRuUpEtorIdhG5O9nyjBQR2Ski60XkFRFpsmXlIvIrEXnNvpYlW84AEXlQRFpEZENC2ZDyivJV2yavisiC5EkeZ5hruFdE9tl2eEVEViW89wl7DVtF5MrkSB1HRCaJyDMisklENorIR2x5WrTDKeRPpzbIFZE1IrLOXsNnbXm9iLxgZf2h3aIIEcmx59vt+3UpKv+3RWRHQhvMs+Wjv4eMMf7P/qHbgLwONADZwDpgTrLlGqHsO4HKQWWfB+62x3cDDyRbzgTZlgMLgA2nkxdYBTwJCLAEeCHZ8p/iGu4F7hris3Ps/ZQD1Nv7LCPJ8tcAC+xxEbDNypkW7XAK+dOpDQQotMdZwAv2t/0RcJMt/zrwAXv8QeDr9vgm4IcpKv+3gRuH+Pyo7yFvSQ1kMbDdGPOGMaYHeAS4NskyheFa4CF7/BBwXRJlGYAx5nfA0UHFw8l7LfAdo/wJKBWRmrMj6fAMcw3DcS3wiDGm2xizA9iO3m9JwxjTbIx5yR63AZuBCaRJO5xC/uFIxTYwxpiT9jTL/hngrcBjtnxwGwRt8xiwUkTkLIn7Jk4h/3CM+h7ySmogE4A9Ced7OfVNn0oY4Jci8qKI3G7Lqo0xzfb4AFCdHNFGzHDyplu7fMi6Mh5McLGm9DVYt9F8dCScdu0wSH5IozYQkQwReQVoAX6FWnitxpg++5FEOWPXYN8/DlScXYkHMlh+Y0zQBp+zbfBvIpJjy0bdBl5JnTssM8YsAK4G7hSR5YlvGrW10yaUM93kTeA/ganAPKAZ+GJyxTk9IlII/C/wUWPMicT30qEdhpA/rdrAGNNvjJkHTEQtu1lJFmlUDJZfROYCn0Cv40KgHPj4WOv3Smog+4BJCecTbVnKY4zZZ19bgB+jN/vBwJS2ry3Jk3BEDCdv2rSLMeagfWijwDeJu5NS8hpEJAvt4L9njHncFqdNOwwlf7q1QYAxphV4BliKusGCndMT5Yxdg32/BDhylkUdkgT5r7KuWGOM6Qb+hxBt4JXUQNYC021kTTY6Mbk6yTKdFhEpEJGi4Bi4AtiAyn6L/dgtwBPJkXDEDCfvauA9NjJoCXA8wR2VUgzyr78TbQfQa7jJRmfVA9OBNWdbvkTsXMa3gM3GmC8lvJUW7TCc/GnWBlUiUmqP84DL0bm1Z4Ab7ccGt0HQNjcCT1trNykMI/+WhEGOoPNpiW0wunsomZEhqfiHRp9sQ/3C9yRbnhHK3IBGLa0DNgZyo77q3wCvAb8GypMta4LMP0BdMb2oX/p9w8mLRgL9h22T9cCiZMt/imt42Mr4qn0gaxI+f4+9hq3A1Skg/zLUlfcq8Ir9W5Uu7XAK+dOpDc4HXraybgA+bcsbUAW6HXgUyLHlufZ8u32/IUXlf9q2wQbgu8QjAEd9D/mMEx6Px+NJWby7z+PxeDwpi1dSHo/H40lZvJLyeDweT8rilZTH4/F4UhavpDwej8eTsngl5fEMgYhUJGRwPpCQVfukiHztDHzfHSLynlF8/lIR+alrOTyeVCPz9B/xeP78MMYcQdPqICL3AieNMV84g9/39TNV92gQkUwTzxnn8SQdb0l5PKMg0YIR3bfoIRF5TkR2icj1IvJ50X29nrIpexCRhSLyrE3++4uhsj7buu6yx78VkQdE9+nZJiKXDCNOoYg8JiJbROR7QTZsEVkpIi9bOR4MknuK7jlWaY8XichvE777YRF5HnhYRBrtd79iE4ROd/wzejwjxispjyccU9FtFd6Brqx/xhhzHtAJXGMV1b+je+ssBB4EPjeCejONMYuBjwKfGeYz8+37c9AMBReLSC66l8+7rRyZwAdG8H1zgMuMMTcDdwBfMZo0dBGaTcPjSQre3efxhONJY0yviKxHN818ypavB+qAmcBc4FfW0MlAUymdjiDZ64u2nqFYY4zZC2C3SqgD2oAdxpht9jMPAXch373VAAABK0lEQVQCXz7N9602xnTa4z8C94jIROBxY8xrI5DX4zkjeCXl8YSjG8AYExWRXhPPMxZFny8BNhpjlo6lXqCf4Z/T7oTjU30uoI+49yR30HvtwYEx5vsi8gJwDfBzEfk7Y8zTI5La43GMd/d5PGeWrUCViCwF3VpCRBrP8PfVicg0e/43wLP2eCew0B7fMFwFItIAvGGM+Sqaffv8MyOqx3N6vJLyeM4gxpgedEuFB0RkHZqp+6Iz+H1dwK3Ao9YFGQWCyMHPAl8RkSbU8hqOdwEbrAtxLvCdMyWvx3M6fBZ0j8fj8aQs3pLyeDweT8rilZTH4/F4UhavpDwej8eTsngl5fF4PJ6UxSspj8fj8aQsXkl5PB6PJ2XxSsrj8Xg8KYtXUh6Px+NJWf4fZPFkGmrQxwwAAAAASUVORK5CYII=", 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", 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" ] @@ -1038,12 +1030,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1064,11 +1056,12 @@ "source": [ "**Summary**\n", "\n", - "* In comparison to the calculation of the RMSLE using with the AR model, the ARMA model performs slightly better \n", - " | Model | RMSLE |\n", - " |:------|---------|\n", - " | AR | 0.93451 |\n", - " | ARMA | 0.90168 |\n", + "* In comparison to the calculation of the RMSLE using with the AR model, the ARMA model performs slightly better\n", + "\n", + "| Model | RMSLE |\n", + "|:------|---------|\n", + "| AR | 0.93451 |\n", + "| ARMA | 0.90168 |\n", "* The model however still does not capture any seasonal (weekly or daily) components relating to the workday weekend split and the commuting behaviour of individuals in London.\n", "\n", "Given the clear seasonal components related to the working week cycle (commuting mid week), a SARIMA model is tested in the following section." @@ -1108,7 +1101,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "scrolled": true }, @@ -1154,7 +1147,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1163,7 +1156,7 @@ "2694.939 1621.096 1125.6 902.2144 706.491\n" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1181,7 +1174,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1190,7 +1183,7 @@ "\"The RMSLE is: 0.778137\"\n" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1201,12 +1194,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1223,12 +1216,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1250,15 +1243,16 @@ "**Summary**\n", "\n", "* In comparison to the calculation of the RMSLE using with the AR and ARMA models, the SARIMA model performs significantly more reliably\n", - " | Model | RMSLE |\n", - " |:-------|---------|\n", - " | AR | 0.93451 |\n", - " | ARMA | 0.90168 |\n", - " | SARIMA | 0.77814 |\n", + "\n", + "| Model | RMSLE |\n", + "|:-------|---------|\n", + "| AR | 0.93451 |\n", + "| ARMA | 0.90168 |\n", + "| SARIMA | 0.77814 |\n", " \n", " \n", "* Looking at the bike share predictions vs actual values it is clear that the addition of a weekly seasonal component to the model has provided a marked improvement on the models ability to capture the commute and weekly habits of those using the TFL bike sharing network.\n", - "* There are still hour to hour fluctuations in the predictive performance of the model however the macroscopic trend of predictions is now being captured strongly." + "* There are still hour to hour fluctuations in the predictive performance of the model, however the macroscopic trend of predictions is now being captured strongly." ] }, { @@ -1325,7 +1319,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1340,7 +1334,7 @@ "47 2 0 93 6.5 1 3 1 2015 ..\n" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -1356,7 +1350,7 @@ " 134 4 0 1 ..\n" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1388,7 +1382,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1403,7 +1397,7 @@ "74 4 -1 72.5 28 1 3 1 2015 ..\n" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, @@ -1419,7 +1413,7 @@ "770.8824 453.6013 31.5 754.1548 610.25 166.5 3618 ..\n" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1442,7 +1436,7 @@ "source": [ "**Note:**\n", "\n", - "Unlike in the generation of lagged features which do not remove the maximum number of rows from which the features are generated. In the case of the windowed features the `max[lag]` rows of the dataset are removed." + "Unlike in the generation of lagged features which do not remove the maximum number of rows from which the features are generated, in the case of the windowed features the `max[lag]` rows of the dataset are removed." ] }, { @@ -1454,7 +1448,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1463,7 +1457,7 @@ "\"There is 13900 data points in the training set\"\n" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, @@ -1473,7 +1467,7 @@ "\"There is 3476 data points in the testing set\"\n" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1502,7 +1496,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1522,7 +1516,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1531,7 +1525,7 @@ "72.52 139.94 685.03 2112.95 3593.51\n" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1549,7 +1543,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1558,7 +1552,7 @@ "\"The RMSLE is: 0.2601446\"\n" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1569,12 +1563,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1591,12 +1585,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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odIouWCISAN4B3GsfugVYgRUu7AD+cxKPeZOIrBWRtV1dXVM2VoOhmJiQoKHSKbpgAVcB65VShwCUUoeUUkmlVAr4IemwXzuwyHW/hfaxUSilblVKrVFKrZk1a9Y0Dt1QzihVXntLZSwcLp9hGwxTRikI1ntxhQNFZJ7rtncCG+2fHwTeIyJBEVkGHAO8NGOjNBx1/HFLJ6d97THCsUSxh1IQiaTJYRkqm6JVCQKISA1wOfBR1+F/E5HVgAL26NuUUptE5B5gM5AAPmYqBA1Hwp7uYQYiCfpH4lQHivpRKIhMh2UEy1B5FPVTqpQaBlqyjv3lGOd/A/jGdI/LUBlEEykAYvb3Usc0vzVUOqUQEjQYikI0bhn0eLI8BMtUCRoqHSNYhoolYjuraJk4LLdgKSNYhgrECJahYok4Dqs8Lv6ZC4eLOBCDoUgYwTJULNF4eeWwTKcLQ6VjBMtQsUQSZZbDMlWChgrHCJahYnEcVrkIVirl+tkIlqHyMIJlqFi0wyqfkKDrZ+OwDBWIESxDxaIdVtmEBF0Oy1QJGioRI1iGiqXcHFbCVAkaKhwjWIaKJVJ2DstUCRoqGyNYhoolWmYOyy1SpkrQUIkYwTJULOkqwfK4+BuHZah0jGAZKpZoua3DMg7LUOEYwTJULJFy63RhFg4bKhwjWIaKpZwdVpkM2WCYUoxgGSqSZEo5TW/LxmG5Q4Imh2WoQIxgGSoS7a6gnFozmf2wDJWNESxDRaLzV1CeDstUCRoqESNYhopE74UF5ZPDSpgqQUOFYwTLUJG4dxkuF4eVKiCHdfODm3h008GZGpLBMKMYwTJUJJkOqzzcSkYvwTxD/uX6Np7e3jVDIzIYZhYjWIaKJMNhlUlI0B0GzOewkillSt4NRy1GsAwVidthlUtIMFFAlWBSKVPybjhqMYJlqEi0w/J6pGyKLpIphUj653znmJJ3w9GKESxDRaIdVl2Vr2wcVjKlCHitj2y+DRwTKeOwDEcvRrAMFYl2WHVVvrJyWFqwcg05lVIoZRYVG45ejGAZKhLHYQX9GQUYpUwypfB5rZhgLlHSOS5jsAxHK0UXLBHZIyKvi8irIrLWPtYsIr8Xke329yb7uIjId0Rkh4i8JiKnF3f0hnIl6goJlovDSqQUXo8Hj+SuEtRVhCYkaDhaKbpg2VyilFqtlFpj//554I9KqWOAP9q/A1wFHGN/3QTcMuMjNRwVpEOC/rJZh5VKKbweq1BkLIdl2jYZjlZKRbCyuQa4w/75DuBa1/E7lcULQKOIzCvGAA3ljQ4J1pdR0UUipfB5PHhEcrqopC28JodlOFopBcFSwGMisk5EbrKPzVFKddg/HwTm2D8vAPa77ttmH8tARG4SkbUisrary6z6N4wmmkjhEQgFvGUTEkwphcd2WLl6CSZS1t9hQoKGoxVfsQcAXKCUaheR2cDvRWSr+0allBKRCX0ClVK3ArcCrFmzxnx6DaOIxJNU+b0EfJ6yc1hekZxVgtpZGYdlOFopusNSSrXb3zuBXwFnAYd0qM/+3mmf3g4sct19oX3MYJgQ0USKoM9DwOspn9ZMKYVHwJPHYSVNDstwlFNUwRKRGhGp0z8DVwAbgQeBD9infQB4wP75QeD9drXgOUC/K3RoMBSMdlh+W7DyLcQtJRKplJ3Dyi1KiaQuay/9v8VgmAzFDgnOAX4lVr8ZH/AzpdTvRORl4B4R+StgL3Cdff4jwFuBHUAY+ODMD9lwNBCJ2w7L57EW27rWOJUqyZSVv8pXJWgcluFop6iCpZTaBZya43g3cGmO4wr42AwMzXCUE02kHRZYHdt93qJHyMckmUrh9UjeKkFn4XB5RDjLhoFInMc2HeLPz1hY7KFUPKX9CTUYpolIPEXQLroAiCdK35UkVdph5Qr7pUzRxbTwu9cP8g/3bqCjf6TYQ6l4jGAZKpJoImkXXVhhwHIovHA7rFzD1TksExKcWoZjCcCa5BiKixEsQ0USiaecsnYoD8FKJNWYDiuZMkUX04HuilIu6/WOZoxgGSoSXdauc1jxMliLlVIKr0j+KkE7eWUc1tSiu6KUy3q9oxkjWEfAy3t6zMWhTIm6Fg5DmTgsu5LRk6dK0MlhmffklKJDgeXwHjnaMYI1SfZ2D/Pu/3meP23tHP9kQ8mR7bDKYfZsLRwWvCI5142ZdVjTQzRhHFapYARrkvSPxAHoDceKPBLDeAxHE3ztoc0MROLOMWvhsMfZELEcZs9WayZ7HVau5rdmHda0oB2WyWEVHyNYk0TPtnR821C6rN3by23P7ubRjQedY5F4kqDPXdZe+hejZErhGatK0GzgOC0Yh1U6GMGaJLpyaCRmBKvU6bNd8Lq9vc6xaCJFld9VdFEGe2IlXQ4rZ5WgyWFNC1HjsEoGI1iTRM+6wkawSp6+sBUKfHlPDwCJZIpESmU4rFiy9P+PSaUdVm5RSpp1WNOC/qxHjcMqOsXuJVi26FmXCQmWPjrPuLNrmN7hmCNSlsOyFw6XQ6cL22Hl69aeMOuwpoV0Dsu8rsXGOKxJ4oQEjWCVPNphgRUW1JOMoM9LsIzK2pMpe+GwmIXDM4l2WCYkWHyMYE0SExIsH/pH4syqC+L3Ci/v7XEmGxk5rDII9yRT9sLhPFWC6YXDMz2yoxtnHVYZvEeOdoxgTZJKdlj7usMMRxPFHkbB9IZjzK2v4qQFDazbk3ZY5bZwWG+B4hXJ2ZFdOyvjsKYW47BKByNYk8Qpa68wh6WU4urvPsN3/rS92EMpmL5wnMZqP2uWNPFaWz8DEUtsM1ozlcHFKGkvHPZ4cndkN81vpwftsPQkta03zK9fMRudFwMjWJNEv3krLSTYNRSlfyTOhv19xR5KwfSFYzRWBzh7WQuxZIo/bD4EQNC9H1YZhHuSyi66kLEXDufaK8swebId1r1r2/jkL14ti0nO0YYRrEkStcNKlRYSbOu19gTaenAwoz2QUopfvLwvo5tEqdA3Eqcx5OdNq2Yxr6GKO57fA1gOq6yKLpJWWXu+dVi6StDshzW1ZOewdEi50iarpYARrEkSrdBOF+22YPWF4xwciDjH93aH+dz9r/Pb1zuKNbScpFKK/pE4TdV+/F4PHzx/KYN2SNC943A5bODotGbKUyVomt9OD/ozrh1VOrpSPnncowUjWJOkUkOC2mEBbO0YdH7us3srukvIZ4JIPDnmBXogEkcpaKgOAPCesxZTG7SWHwZ9Hmd/qbJaOOwZewNHU3QxdSilnM+6dlg6RDgcLf33zNGGEaxJot+0lRcSDFMd8AKwuWPAOT5gC9ZMhwQv+9aT3P7cnry3awFtqvYDUF/l571nLQKgOmAJl98rZbEoNOl2WEd589tUSrGjc3D8E6cZd3eLmP0e0U0DjMOaeYxgTRL9pq20XoJtvSOsmFXLwqYQWw+mLyhaqAZGZu5DnEwp2npH2N8TznuO7nLRaAsWwCcuPYZ/+7NTWNpSDUDA6yn5ogullGsdVp4qQVfz21zbj5QTd724lyu+/RTdQ9GijsMtWNkhQeOwZh4jWJMkmkyvwyr3i8NEaOsNs7ApxHFz69mS4bAsoRqcQYel3e1YPd50qLIhFHCO1Vf5ue7MRYhYbZkCPk/JF11o0+T1ePDkdVipUeeXK/evbyelii8KUVcEJTskOBI3DmumMYI1SbTDSqZUWYSTpgKlLEezoDHE8fPq2NU15CSkHYcVmbkPsQ7JRMcIy/ZnhQRzUQ4OS4f5vB6s/bBytmYafX45srd72Fk2kci1QnoGMQ6rtJiwYImIR0Tqp2Mw5YSeZUHlhAUPD8WIJlIsbApx/Lx6Ugq2HxoCXDmskZlzWJFY5gUkF+mQYCDvOX6fp+TX1KQFyzNGL0G3wypfwXpowwHn52L/HZFcDsvksIpGQYIlIj8TkXoRqQE2AptF5LPTO7TSxn2RrJTCi7ZeK1e0sKma4+bWAThhwbTDmjnBCtshmbGWFuiii/qq/BsTBLxlIFj2hdvp1j7GBo5Q3g7rwQ0HsKO1GX9TMcgsujBVgsWmUId1glJqALgW+C2wDPjLaRtVGVCZgmWVtC9sDrGkpQavR9jbMwykc1gzWXShlxSMmcMKx6iv8uHz5n+r+8shJGiHnT12leBYnS6gfBcPv3FwkG2Hhjh/RStQfOHN6bDMOqyiUahg+UXEjyVYDyql4sARvZNEZJGIPC4im0Vkk4j8vX38ZhFpF5FX7a+3uu7zBRHZISJviMiVR/L8R0o0nnRmgZXyxm3vswRrQWMIr0doqg7QM2yF3IrhsHQodkyHNRIfMxwIVkgwVuJ5yEyHlVuQ3Bf3cm3PtN0uZT93RQtQfMHS4hR0hY0rdQ1mKVDoBo4/APYAG4CnRGQJMDDmPcYnAXxGKbVeROqAdSLye/u2byul/sN9soicALwHOBGYD/xBRI5VShXlXRNLpKiv8tM/Eq+YbhdtvWEaq/3UVVkFDK21AQ4P2YJl567CsSTxZMrpIDGdFOaw4mMWXAAEvR5iidL+H+riA4/dSzCXIB0NIUGdH9KLu4v9d+jPdl2VPx0SNK2ZikZBVxWl1HeUUguUUm9VFnuBS47kiZVSHUqp9fbPg8AWYMEYd7kG+LlSKqqU2g3sAM46kjEcCdFEylnbMxIr7XDSVKErBDXNNW6HlXaZgzNUKahDsWPnsGJOl4t8+H2lv3BY56x8Y/QSPBpCgloUQvbi9OILljWe+iqf074rXSVYGZGVUmJMhyUinx7n/t+aikGIyFLgNOBF4Hzg4yLyfmAtlgvrxRKzF1x3a2NsgZtWookUrXUh9naHKyYkaC0arnF+b6kNsrG9H7AcVsBn5YIGRuI014wtElPBiC5rH2cd1pKWmry3g1V0MZO5t8mgHZZX8ndrT2SEBGdsaAWRTCn++q51fOTC5Zy1rDnveTpPVF0igqULLOqqfM5EzIQEi8d4DqtunK8jRkRqgfuBT9qFHbcAK4DVQAfwn5N4zJtEZK2IrO3q6pqKYY4imkjSGLIdlmuG3zkY4SsPbMwoez9aODQQYW59lfN7S02Aw3YngoFInIW2+5qpPFa4gBxW73Bs3JCgvxyqBJ2ydu2wRp+TKmGHNRRJ8PvNh3h5T8+Y5+nPTakIlnZYdVV+R6jSu41bAqaUqqjmAcVkTIellPqn6Xxyu5DjfuBupdQv7ec85Lr9h8Bv7F/bgUWuuy+0j41CKXUrcCvAmjVrpuWd5A4Jui+Yf9rSyZ3P7+Wa1fM5Y0n+mWS5kUimGIwkMgoYWmoCDEYSDEcTROIpFjSF2HV4eMbcSnYOKxJP8tbvPM3NV5/IRcfOIplSDEQS44YEy6HTRbZgje+wSusCGrWbC49Xjalvr/LbglVkIXA7rHgyldEoYNh+//33H7fz1LYufvm35xdtnJVCoeuwqkTkYyLyfRG5TX8dyROL1Rfnx8AWpdS3XMfnuU57J9a6L4AHgfeISFBElgHHAC8dyRgmi1KKWCJFk30hdIcGDvRbW264u5ofDfSPjO4Y0Vxr/f27D1ul7QubrN58M9WeKbtKsDccY1fXcHptmD1m7YTzUV6dLgSRfFWCpbtwWBdTjDcxiCVSiKQFq9jrsNIOy0csmcp4n2iHtbVj0PkMGKaXQqsEfwpsBa4EvgbcgFUkcSScj7WW63URedU+9kXgvSKyGqtsfg/wUQCl1CYRuQfYjFVh+LFiVQjqGX1DjpBgh136fbQJlu7Jl+mwggDs6daCNbMhQXcvQaWUM3HQM1/d5aKpZhzBKodOF8rlsMqwSlAL1XgTg2giRcDrweex1owU2ylqh1Ub9BNPpDJC/WF74XBPOOYIm2F6KVSwViql3i0i1yil7hCRnwFPH8kTK6WeASTHTY+McZ9vAN84kuedCrRg1VX5EIGIy2HpTQ2POsHK0fW8RTusrizBmuGQIFj/E+24wnb1lq5crK8aP4dV6g5L73XlLbBKsFQd1ngTg2giRcBnNfiF4gtvJG6NJ+j3jHJYw7bD6gvHiCSsJti6obJheih0sYyeMveJyElAAzB7eoZU+uhZVtDvpdrvzQwJOg4r/5YX5YhucZSdwwLYbTus+Y0hPDKDDstVnRlNpEY5LF12XBMce15mFV2U1gU+Gy1Aukow1xYiGWXtJYUaowQAACAASURBVKa/E3FYQZ8Xn7c0BCuaSBL0eZz3iLvMPew4eWuT0FLPgx4NFCpYt4pIE/CPWLmkzcC/TduoShz9oQv6PIQCXic0pZSiw85htR9lDqs3R9dzHRLU8fuGkJ/6kH/GGuBmOKx40vk/aKEasr/XjiNYuhy/lNHhPq/XclgweguRZAmHBPVi20KKLoI+q8EvFL/oIhJPUeX3EvRZl8rBqP05qAkQjlmuqtdei2jCgtNPQSFBpdSP7B+fBJZP33DKA3e7lip/WrAGIgnCMWtG1tY3QiplbWl+NOCEBN37SoV8+DzCHluw6qv81FX5ZmyLEXfu0AoJWs+rk+GFOqyAV4glUyUd0tG5HL1wGCxR8rreX4kSDgk6XSLGK7pI2oLlKTWHZY1nyH5vN1UH2Nsdpns45rzukXjSyWsbpoeCBEtEvpLruFLqa1M7nPJAx+ODPi/VAa+TO+not1zV6kWNvLi7h8NDUWa71i2VM33hOB6x8nYaEaG5JkDnoLUWqz7ko75q5hyWe1uXSDyZDglGM0ODNfaannwE7NlzPKkI+EpTsByHJeL0sMwWpdJ2WHYOa7yQYDxJoJQEy3ZYutWYdu16Ybw7klIpLdqKSaEhwWHXVxK4Clg6TWMqedI5LA8hl8Pq6LPCgWcutdZftfUdPWHBvpEYDSH/KMfYUmuFBX0eIeT3WoI1gwuH9cXbncOaqMPSJdSREl7snUplVgnC6It5Kbdm0lGJccvak5lFF8Uva7cclp7UDLocFqQbQlvnmpDgdFNoSDCj24SI/Afw6LSMqAzIDgnqC+UB22GduawZHrcqBU9f3FS0cU4lveG48yF1owsv6kN+RIT6kI89h2em4GTEDsH0ha0GxHqG6y66EEl3TciH7ls3EkuOW1FYLBJuwXJyWPkFq9jl4NnEJrBwOOjzOEUXxf47oolMhzXoOCzrfWIc1swy2Zba1VidJioSt2BVB7zOG/VgfwSvRzhtcSNwdFUK9ofjNORocaRL2/UGiTPrsBI02yKa4bBcRRc1Ad+4eSktaKXczNS9Dku7j+x+gYlUynGcxQ6lZeMsHC5kHZar6KJUHJZTdBFJF11A5mfcCNb0U2gO63XS+195gVlYC4grEl3xFPR5rSrBXtth9UWYXRekvspPc02g7NdiPb29iyq/lzOXNtMbjjEnRz6u2eWw9PeZrBLU3eMzclguh1UTHNtdAVQHfM7jlSrJ5GiHlR32S6YUAa+HaCJVciFBp6zdFRIcjMSdrWqc8xIp6qt8eV3kTBNNpKgP+dM5rLFCgiVeaXo0UKjDejtwtf11BTBfKfXdaRtViaM/dNkhwY7+EeY1WBf1BY2hshesb/52K//2u62AVXSRq8VRq53D0qG0+io/w7EkiRlYkxKJJ50LR84qwVhy3PwVpB1WKe8cnemw7GNZ7iORUk6updS6tWc7rK7BKGd8/Q88t/Nw5nmJJEGf1xGsRJHXxzk5LG/uHFabCQnOKGMKlog0i0gzMOj6GgHq7eMVSXaVoDskOK/BmvEvbArRXuYhweFogj3d1t/QF47l3Lk37bB8Gd+Hpjm8Fk+miCeVM6aIax1WPGn1ehyOJsZdgwVpwSpph+XKYXnGyGHp0FWpO6yuwSixZGrUpC6mQ4Il5LCq/F78vjxVgn1GsGaS8RzWOqw9qdYBXcA2YLv987rpHVrp4uSwXFWCSikOuBzWwibLYY237cDG9n6e3XF4zHOKxXAsSddglL5wjOFYMuc2HU7RhcthwfS3Z9LiopPf7hyWdbvVRX68gguAkN8StZES3tcs4V6HJfkFSzuBYhcrZJO9cFhXZGZf5J2Fw57SymHpdVg6h6Xfd4ORBFV+j3OuYXoZU7CUUsuUUsuBPwBXK6ValVItWCHCx2ZigKWIU9buSwtWbzhOJJ5inp1TWdRcTTSRYm/32C7r3x99g8/cs2Hax5yLe9bu50O3v5z3dl2EsKHN2qSxcayiC1cOC6a/PZNeg5XhsFyCNRxLMhRNTshh6fVbpYgWII+kHVausnbtBEqu6CKrNZOOUoxkudpolsMq9t+hHVYwT1k74ERVTFn79FNoDuscpZTTlFYp9VvgvOkZUumTrhL0Egr4UCrdsVw7rMuOn0PA6+HWp3eN+Vi7Dg9xcCDibDU/k6zf28sz23O7u1Qq3f18w/4+gJwhQd2eSVcJ6oXF0114ofNUOjST7bCGowm76KIAwbILM8IlPENOO6x0Bd3oKsG0wyq1kGB281s96cvOG8ayqgSLLVhph5UZEnR3tNCbmhqHNf0UKlgHROTLIrLU/voScGA6B1bK6A9fwOchZIcDXt5t7aS6uNnaE2p+Y4jrz1zEvWv35y1vjyVSzjoOvYfTTDIUTYzqQK1xX0hedQRrtMOa21DFgsYQx8+rB9Ihwf5pFiw9vibXJpruMU9IsAKlHxJ0HJaHsasEfaUZEsxufqvdSLZgRZOpjKKLYgqWUspqxuv3ZiwcttaJpUvd5zVqwTIOa7opVLDei1XK/iv7a7Z9rCKJJpJOTze96PSnL+xl+awaTpxf75z3NxevQBC+/8TOnI+zryfsNDDdfGDmBUuH/HKtPxp2Xby1YOVaOFzl9/Ls59/MpcfPAdKiNu2CFdNbqfucUu6RWNJxXOFYkuFYYUUXIX/pF124HVa+tVZuwSpVhxXLclhR10Veb4wa8HkQsaohiylY7vWWboelhUpPhlprg/i9UtKdUo4WChIspVSPUurvlVKn2V9/r5Tqme7BlSpROzEMELJn5229I1y3ZlHGItX5jSH+fM1C7l27P2e4YI9rl9JiOCyds8lV0Rd25XN0uLKQxp76nOkWrLAjWFZ+IRJPEo4naLVzagMjVk6xJjC+YHk9QtDnGZVPKSUyNnDMU0GXSCnnwlrsUFo2WqDiSUUqpRwxcL/m7uUiYInzdAqvUoq7XtjLQXuHhVFjtsW0yu91lbXHCdoTHJ37bKz2U+XzmpDgDDBeWft/2d8fEpEHs79mZoilR8wOE0B6du71CO86fcGoc0+YV088qXLmdPS2HKsXNbI5S7C+9/gOfv1K+1QPPQMtVMM5QmH6NnezW726fyyqA178XnF2KJ4utGCFAl6Cfq/jsHROrWvIashbyMJhsMad63UoFZL2xdw7ZpVgeiJV7HLwbNxh51gy5VQNZnfch7RgeTzTG9rcdmiIL/96I+/94Qt0Do4WLXdxlbtBsuOw7MlQc3WAoN8I1kwwnsP6qf39P4D/zPFVkegtByAtWJesms3sutGdIHRIKpeL2d09TFO1n/NWtLCjcyhj++3bn9vD/evbpmP4DsOx/CFBLQgn2Lkpn0fG7XoOVgf3hpB/BnJY1pirAz7HYY3EkrTWWYLVOaAFq7BNtasDvpIOCer1s+51WDlDgo7DmtHhjUvUJVjxZCrtsFwXeS1qAZfDms6y9s0dVvXr/p4wf/mjl5ySdU0kh8MCXNEV7bACVPk9Joc1A4xX1r7O/v6k/gJeA3rtnysSd0hwbkMVIvC+cxbnPHesRal7Dg+ztLWG4+fVk0gpdnQOAdYH+vBQlC57247pIr3R4eixaTE7wc7JNVYHCt4rqiHkpz+c/vBPxyx5JGZdHKoDXqr8HqLxFOF40gkJ6hlz4YLlnfKQ4OGhaMF/++GhKD9/aV/e25OpHA4rlX2Oq+iilB1WIi1YkRyC5Tisac5hbT4wQMDn4bt/cRpvHBrkiTe6Mm53Oyy9XMD63fpMa/feVO2nyjisGaGgHJaIPCEiurvFeuCHIvKt6R1a6RKNp5wLw8rZtaz90mVcvGp2znP1BTOXi9lzeJhlLTWOKOjCi67BKErBoYHcsfWpQru+8Bg5LO2wclUI5sPtsDa293PcV37H/p6p7fqhy9pDAS9Bn5eBiLVNuV7IrMW+dgIhwal0WD3DMS741z/x4IbcxbSReJKfPLvbEbTfbDjA53/5Ot1DuScp2jH5xugl6M5hTeUkIRJP5gyZTQR39CCWTDkXd/ckIZrlsLwemV7B6hjguLl1nGbvqDCYtfGo22HphcNgNQyAdHVpc02AkBGsGaHQKsEGpdQA8C7gTqXU2cBl0zes0kb3O9PoPaFy4QhWVn5kJJbkQH+Epa01LG2pocrvYUvHIJAWqt5wPOODPpUkkinnA5krXKkFVotpri4X+WisDtA3YhVqbD04SCyRGpWjO1L0hS7ktxyWLgypCfoI+b3OppKFFF2AJXxT6bA2HxggEk85rjmbx7d28k8PbWaTPUnRDXvzNVDVDsvj2sBxpqoEv//ETt72nWec319r6+MPmw9N6DHcTW/dDitnSNCr88LTV3ShlGJLxyDHz63PO6nMyGHlCAnWTGNIUCnFS7t7jAhmUahg+URkHnAd8JtpHE9Z4A4JjkdNni4Ke3usgotlrTV4PcJxc+udSkG3s5rKsGA4lmDtHqu4czhrkW02WmDnNYRorgnQEBq/4ELjdljaMRyY4s0sw/Ekfq/g93oI+rz02SHI6oCXmqBLsCaSw4pPXdHFG4esyUc+Z6JfH+0UdRFCvh15czmsXFWC07EOa2N7P12DUecCfssTO/nir17Pe/7+njB94cyF8O7y9XieoovskKDXk+5SP9UcGojSMxzjhPn1VNt56OyJm9thiYjjsvRktdp+bzXqkOAUTi5f2d/HdT94nqv++2mec7Vue2FXN2/+zydG5dsqhUIF62tYGzbuVEq9LCLLsXoKViTWYsLCXrrqPLM3XdK+rLUGgBWzap2qQXeZ7aGBqROsW5/axfW3vsCQvahWM5zDWejwWE3Qy9+9eSXvPWtRwc+jN1UEKzcD0JGndHiyjMSSTsFLld9Dr32BDAV8VAd8jlBOJIelw6D7e8J5O4AUyhsH9eQj9/9Ph59Gsi7c+XbkdRxWRg5r9IaNgWkoa9/VZblELbJ94Tidg9G8s/+/+NELfPO3WzOOxZIp5/8VTaTdfSQjJGj9HJiGsvZfv9LOHzYfcnp76oKLE+bX4/GIVSU6hsOC9Gurf1/aUs3y1hpn0jSVDmt3l3UtGIomuOHHL7LT/h+8sKubXV3DjjOfSpRS3PbM7imfXE4lha7DulcpdYpS6m/s33cppf5seodWulgNOgvLjdQGdEgw88O9296Vd6ktWEtbqjk4EGEkluSg6yLXdYS5Azcv7OommVL0DscyPpz5QoI+jxDwerjx/GXOwuBCaAj5GYwkSKYU3UOWkLRPtcOKJZwcQtCXzj9V+60O+vp6PZGydv0Ytzy5k7+9+8h6O79xyLrAdOZxyHqGHMkWrHwOSyl8trPy5Mhh6Wq6dLf2Ixq+QyyRYr/djUUvzdBLFvT/dN3eHl7Z1wtYG33u7xlxLrCaaDxFrb1EwgoJju+wPJ6pEd7e4RifvudVPnznWq79/nO8cXDQyRcfN7cOsCY22WF7PdnS49aFF3pJy4cvWM6jn7oIwA4JTp3D0q/tjz+wBqVwBGp/j3X8jYOWg1dKjdtgu1C2Hhzka7/ZzM9ezF/8U2wKLbo4VkT+KCIb7d9PEZEvT+/QShd3Wft4OH3qskRhX0+YlpqAU/a+xBaufT1hDg1EnOrCqXJYsUSKV/ZZHSv6wvEMkdLi9d0/bedz971mjTeWpDrgLbgy0I0u0BgYiXPYzi1N9axtJJ5yXqMql9sNBbwZrqqQThegy9qt16F7KMpAJDHpC1AqpdiuQ4J5CmcGsh1WbPQGh24SKeUIlRMSdJ2qL+xTXXSxr2fYeex+uwO/Fi5dSPOlX23ky7/eCMD2TuvvHrVtSDLlrOnLl8PKLrrweTxTIljP7DhMSsFHL1pOe+8IH/zJSzy7o5slLdXOBpK1Qd+oatk/bOlkXkMVy1qsz2a2w/J4xHm9p7pK8EDfCK21QY6ZbQnqPrtX6X67zZsOOd/14j4u+NfHp0S0ntvZDcCmA/1H/FjTRaEhwR8CXwDiAEqp14D3TNegSp2J5LD8XmvR4VDW7G04mshYlKs/FLsPD3OwP8KquXV4PZKzUjCVUtz84CZnlpVKKe5f1zbmHlSvt/c7F4S+kVhGTk3f77md3Ty9vcs5Vmg4LRt3t4vDg9OTwxqJJZx1MG63Gwp4HSHzSHqd3HiEAl7n4tk7bF2QJ9uQuK13hHAsybyGKrqHYzld04DjsDK328jrsJIuhyW5HFbmxX6qQmk7u9LdWLRQ6dBgW+8IyZRi1+Fhth0aJJpIss12locGIhl/SzSedMQhlnSXtaeci222YE1VWfuT27poCPn5P285jp/ceCbdwzGe39XtVMCC5cTdk8pwLMFT27q48sS5zkTBnyVYbqa6SrC9b4QFTSFCAS+z64LssycHuvfoNvuz/9img7T3jeQM608UnStzhxs3tvezo3OoZIo/ChWsaqXUS1nHSrctwDTjLmsvhBpXfsR5jESSKtfFdHGL1TR3b/cwhwYizG8IMbsumDOk1DEQ4fbn9nDn83sAeH5XN5+5dwNfHiMRrostwLrgaJESSTus3nCcHjsXFI4duWD1jcTpHrbG3zkYzXsxngzhrByWpjrgdSoDawK+gh1itd/rbPyoX4NCBSuVygzLbLXzVxce0wqkQ0tu9H5hujJR53Li+XJYSjm5K73jcGYOy/ruCNYUOaxdLsHqH4mTSKac987+3jD7e8LEEtZmmtsODrHNnvmnVGYuNppIUWe/n+KusnZ9G7hbM1n/16lwWEopntzWxYXHtOL1CCcvbOD/vutkAE5a0OCcVxPwZUz4nnyji2gixRUnpkPh+rXNlQ6Y6irB9t4RFtpbFS1urmZvd5h4MkVHvx0SPDRIIpli/V47FHuEC/UTyRQv7u5xKmw7ByO83tbP2//fM1z2rSc55Z8eK0r7uGwKveoeFpEVgAIQkT8HOqZtVGMgIm8RkTdEZIeIfL4YY8guax+P6sDo+HgknunSGkJ+mmsC7Oke5uBAhDn1VcyuC+Z0WPqYtvBP2a7o168e4OHXcv9bXt7TkxaScNwRqZaaoOO2eodjROIpe/PDZEGdLXKhQ4J94RjdQzFaa4Pjriu7f11bxr5gD7/W4QhyLsKxZNphuYQ/5Pc6YdiJCK5+rJFYkl5bqHIJTTaplOKK/3qKr/1ms3NMX7TPX2kJVq6/W+ewRhVd5K0SVHi9mSFB98VcO6zJhgTdf6tSyhHOXV1DzoV6IBJ3QplgOSx32f7r7f1s7xx0xqd3KUimFImUcsKz7pAgpEVbVw66Q26T7XTRORChPxxnS8cgXYNR3nTsLOe2d52+kHs+ei4fOG+pc6w2K4f16KaDNFX7OWtpemN1JySYo+BKVwlORWhOKeU4LLAms/t6whzoGyGl4NSFDQxGEjz+RpfjrLKrMifKa+39DEUTXLdmIWC5rD9sOYRH4BvvPIlYIsXjb3Qe2R82BRQqWB8DfgAcJyLtwCeBv562UeVBRLzA94CrgBOA94rICdP1fA+/1pGzWGAiIUGwPww5KpCCWeGqJS3VbDowQDiWZG5DkNn1VU6LITeH7Jnr7sPDHOgb4elthzljSROnLmzgC798jY/+dC1///NXnG4TqZTi5T29XLLK+tD2j8SdD+fsuiBD0QRKKcdZdA/FMooaJooWxv09YRIpxakLrZlsvsKLkViSf3lkC/evb3MunN99fAf/+tuteR3HiJ1jA6jyZeWw7HFXF1hwAWlxG4olnIpDXTCi+cdfb+Rv7lqXcVF6eU8POzqHuP25PWxst2L/Ww8Osqg5xPLWWiB34YWuEtROQ3/P67BSo0OC7rJ2LV4Bb+5FxWPx0IYDnPWNP7DDzj89uOEAp3/993QORNh1eJiT7LV4/eF4xky+rSfsFFeE/F5eb+9n26Eh1iyxFuK22f9vLcK6eCHqKrqA0RWS6RyWTKpjx77uMFf+11Nc/u0n+cFT1k4JbsECOGtZc0Z+sybocyZusUSKP27t5LLj5+Bzrb/y+3RZe27BUip/DjIf3UNRfvVKW4bgHB6KEU2kmG/vrbekuYaDAxFncnCZXQB194t7nfscqcN63p78fuiCZQBsau/niTc6Wb2okRvOXsIxs2t5aXfx+50XWiW4Syl1GdYWI8cBbwIumM6B5eEsYIc9nhjwc+Ca6Xii/nCcL/7qdf7yRy+OWgs1kbJ2sC6c2V0Ush0WWHksfdGbU1/FnPqgs47n1f19Tqm2e8b+4IYDbO4Y4JJVs/j29as5Zk4duw8P88CrB7jj+T0AbO8con8kzvkrWwn5vfSFY074Y059kOFogpF40rmw9IatHFehFXbZ6DVbOv9xysJGIH8e6561++m2Xc36vb0MRuK8cXCA4ViS19oyE8C3P7ubf390K93D0XSVoEv4qwM+R6gKLbiw7mfd52B/xKkwzA4JvrS7h99uPMgv16ebEj/02gGq/B5aagJ85YGNpFKKbYcGWTWnjjn1uq/haIelc1jaXYzE9bYb+QVLC1WudViJSRZdKKX4/hM7San0RevxrZ0MRhL870v72dU1xKq59YT8XvpH0oI1r6GK/bbDaq0NctriRp7dcZiuwSgXHTsLj6QLL/T7yl104Q6fZbvLQhyWUoqD/REe39rpfGbAcq5/dcfLpJQlIg+8eoDj59Uzu350n083NUGv85l4ZV8vg5EEl5+QWRmbLroY/bnQYy4kLPjPv9nMX/74Ra77n+c5+1/+yKd+sYG7XZV5+nOyoMlKEyxpqUa5/j9vPt7qqvPkti4nPHykG6Y+u+Mwx82tY0lLDUtbqnlyWxcb2vq5xO7gc9ayZtbt6S36LgDjdWuvF5EviMh3ReRyIAx8ANiBtYh4plkA7Hf93mYfm3Iaqv3cduMaOvoj/OWPX3RmQIlkimRKTSgkaFUgZTusVEYOC2BJS41zsZxbX8Xsuip6w3G6BqNc9z/P873HrdniocEofq/QUhPgf560jl14zCyWz6rl/r85j8c+9SYuWTWLO57bQySe5Jd2E92zl7XQWO13QoJej9BcYwmW++LcPRxjeAoclp59n7TAmqHnEqxYIsUPntzJqYsa8XuFdft6eWVfn/M6uBdNPv5GJzc/tJnvPb6Tw0MxJ/ToFv6QPzOHVSg6H+Ye4+HhzImK7gD/zw9vpnsoSjyZ4pHXD3LZ8XP4/FXHs35fH2f9yx/ZdmiIVXPraKkN4pGxHdZIlsMaKyTo82SHBDNvB/B5PVaxQoHO5Nkd3U5uYp2dD1lnl6j/5Lnd9IbjrJhVQ0PIz0AkLVgnzq+nZzjG6+39rJxdw8kLGpzCgBPm1TO3vsoJCWo3lc5hKaKJpPO7ExIcVSUoOYX3jYODXH/rC5zzf//IB29/mff+8AUnxPr5+19n1+FhbrnhdB742Pm887QF3HTRsnFfh5pAOgqi/196jaRmrKIL/Vl25+ae3XGY3208mHHexvZ+fvTMbjr6IySV4oPnL6W1NpgRWtWRiAV2DmuRvSnsszu78XqEVXPqmFtfhVJwhu1m+8KTF6xEMsW6vb2cu6IFgBPnN/DyHus9cMlxacEajCaKnsca7xP9U6AXeB74CPAlQIB3KqVeneaxTRoRuQm4CWDx4txNaQvhjCXN/PD9a/jQ7S/zzu8/xw/fv4b59u6iEwkJVge8o0J7uUrjl7ZWOz9rhwXw85f2EUum2H04XYE1u66K0xY38pvXOmgI+TMSyAAfuWg5f/HDF/nKAxu5b10b169ZxOKWamtR70icmqCPmoCXWntm6X7DW+u0kpMuugj4PFQHvOy0P4QLmkK01gZo7xvtNH7z2gEO9Ef4xrtO5jt/3M76vb0EfV48Ygn4czu7+cSlx9AXjvG5+17j2Dm1/Pymc9li94GDtMMK+Dx47UWgMLEclhZnd9iyxxUSjCdT9AzHeNvJ83hs80H+7uevcN2aRfQMx7j61PlcfvwcNrb3MxCJs6ipmhvOXozXI7TWjs5DKqVG57CcoovcQpN0lbXrWXUyR0jQ69E9+EY/RiqluPXpXWztGKB7OMYVJ8zhd5sOMqsuyCkLGli/r4/OgQj7e0a4YGUrz9iTheW2YLkd1onzG/jDlk62Hhzkfecsznj/HTOnlgVNIaeiLZoVEowlkkTjKRqq/QxGE6PEWjsZr4iTm9M8uukgf3v3euqqfHz+quOYVRvkM/du4K4X9rFmaRMPv97Bpy8/lvPs/OG3r1+d8/XMpiZodetPpZSzzqwhqx2ZU3SRI7oSyiFYX//NZrYeHOT6NYv4p2tOpMrv5Wcv7SPo83D/35znTOy2HhzMWLemXzedw1piF2Rt6RhgUXMIn9fDqrl1HByIcNnxc3h5T+8RhQQ7+iNEEynn83Tignoefr2DWXVBp5LyrGVWLu+l3T2jrjUzyXhX3eVKqRuVUj/A2mH4BODKIopVO+BuubDQPpaBUupWpdQapdSaWbNmZd88IS44ppW7Pnw2AyNx3vm9Z/l/f9oBTEywanIUXUTjuR2WZm5DlRPG0OECPYM9NBBhdn3QSepfsLLVmXVrzl3ewkkL6rlnbRsLm6r5x6utVJ/upD4UtXbjtRZMJjMcVs+wlcOabNGFfp4Ddq6tpSbI/MZQTof11LYuZtcFufjYWZyxuIkNbf28sLOb4+fVc+lxs1m3r5dIPMk/PrCJnuEY//nu1TTXBDh/ZavTw1HnsLKFqtDGt5AuutAXC69HnDAlpMOD565o4V/eeTIv7e7h73/+KnVVPi5eNQuPR7j5HSfyretW86nLj3X+d7PrrUrP/nCcj929noP9EYZjScdBOjksp6w9d/lwUinnf+zJ0eki4QiWB4/kzv1s7hjgm7/dynM7u2nvG+EfH9jEszu6ufG8pZyzvIV9PWF+t8lyBJ+6/FjnQrm8tZb6kC9DsNwXrZWzap3fawJeFjSGWNhU7YQEo05IMF3WHoknHYesRTuaSOL1iJM38npkVEf6328+RGPIz58+czF//aYV/NkZC7no2Fn8+Jld/PPDW5hdF+QjFy7P+RqOhQ4fHJoglQAAIABJREFUD8cS9NvRlMasdmRjhQTTDis94Pa+ERY0hvjF2v184LaX6B2O8cAr7bz9lPkZm6GumFXLrq5hJzfa3jdCXdDnnNNSE3A+i4vsMOEqW1wuOnYWPo9MWLC2HRp08sX6urK42br+nDjf+l9efOwsZ5I0ryHEouZQ0fNY4111nVdBKZUE2pRS09tCfGxeBo4RkWUiEsBaCzbtG0metayZBz9xAacuauQWe7v7iYTLavIVXWQ7LPsC0RCyepPNtvd2OjgQwesR9veOkEopDg1EmVtfxYXHtOL3CpedMLpTvIjwd28+hroqH9+67lTnA9lY7bfXYVll6zVBH8mUyihBPjwUsxYOT9Jh6b/BGofVzXp+Q27B2nhggFMWNiAinLGkiVgixUt7elizpInzV7YSS6T47H2v8dCGA3zysmM4eeHo2Z2zA6w/U7Am4rB0vk6HsZa0VGd0Ttd5zFl1Qd69ZhH3fPRcFjaFuG7NojHDw3Pqqjg0EOWh1w7w8OsdPL/rcEYfOCeHNY7DiidTaeeRI4flhATtXoO5cg177MWnd3zoLP746Tdx31+fyyfevJIPnLeU0+3Q0o+f2U3Q5+HkBQ18/JKVHDunloVNIdthJZxcyYnz02uYVs6uY0lzNXVBHyvn1CEiLGwKcXAgQiKZShddZFUJakHQf3sskcpoMuv1jHZYB/pGWNpaQ7NrM9GPXbyCw0MxNuzv41OXH+tMPiaCfq+EY0l6w3FqAt5RS1fGDgnqHFZ6F+/BSIL3nbOE/7p+NS/u7uHa7z/LcCzJX5ydGfVZPquGoWjCCUW29aYrBMH6LOuwoBasPz9jITddtJxVc+rsz3ThgpVMKa77wfP82++s9ll7u23Bsq8/qxc1snxWDe86fWHG/c5a2sLLe3qmrLPGZBjvE32qiOigpQAh+3cBlFKqPv9dpx6lVEJEPo7V19AL3KaU2jQTz72gMcRdHz6b/T1hntt5mLecPLfg+1YHvaMW9kVyOKzG6gCN1X7m2BtBznElit968jwe2nCAzsEohwYiXLCylYVN1Tz3+UudPaCyueLEubxy3OyMSqfGUIC+cJ+zMFhfRPSFOuD1OGGxI3VYYO3G6vUI8xtDPL29C6WUszYqHEuws2uIt508D8C5aAKcsbSZM5c14/MID204wMWrZvG3F6/M+VzaYekLVc1kQoL+zJDgylm1GR3m3YIFcNriJp7+P5eM+7iz64NsaOvjUdu5HBqIOmuwwHIX7i3j81WZxRLprUOchcM5ytr1flm5BEtfmJa0VCMirFnazBq7bPukBfUEvB72doc5a2kzAZ+Hd69ZxLvXWAGN+pCfLR2D9IVjVPk9zGuoIuS3FluvnF2LxyN89E3LHWe5oDFkTYQGIk4OS7/XorZgNWQ5rFhWMZPXI6NaTB3oGxkVkjprWTPnLG+mdzjOu8/IvMgWip6w6PB4Y/Xoz1R6Hdb4OayD9nqp+Y1VXLN6Ae19I/z7o2+wak4dpy9uzLjvillWNenOziHm1Fc5zszNkpZqth4cZKEtZMfOqeOLbz0esP43E3FYWzoG6LNL/sFyWH6vMNf+3zXYDjabs5Y1cf/6NnZ2DbNydm3BzzeVjPmJVkpN/oo1TSilHgEeKdbzL2qu5vrmieXFagM+e3Flyrno5GvvdOL8eufD0lwdwOcRGqv9vOv0BTy04QBbDw4wGEkw285v6QtoPtxiBTizsWFXSBBw+sUtaal2Wu5MNoelnwegxRbT+Y1VDMeSDIwknAvVlo4BlEqHl+bUV7GwKURb7whrljRRG/SxZmkT+7rDfPu61U54IhvtsLRgVU+m6MIVEgx4PSxuruZpVwNcR7BcW8kUsih5dl0Vh4diToVX50DUcVhejzASz1yTlK9KMJ5MOb3scjksbUR89o7EuUKCew4PM7sumDM6EPR5OXlhA+v29mZMHDQNIT8DdkiwIeS3Z/0hDvRFnFzrx998jHP+QtsJtPWOoF8lvU2HLkDSW9ZE4umii2yH5Q57KqU40B/hyhMzJ4siwk9uPMvqt+gtPFTvxgkJRhP0j8QyQnYa/dnN1TTAcVj2/++Ana/VIvC3F6+gJuDlpAUNo943y2dZobidh4c5b2UrB/pGnKUBGp0u0E7LTfaGqQDf+v027nl5P+etaOEvzl7sTEwAXrTDejs6h0ilFPt7wixqqh6VVsjmvBWt3Hje0oy9wWaayV+RDAWjQ2vhaJKGamv1fjypRjksgFved0a6o4FHOG5eHeetaHVaN621q3e0C5soDdV+YokUh4diHD8v6OR59veEaQj5mVUXdBa+TrasHdIOq9W+wB87x4q5P7Gtk2tWW4Wdr9sl67qKEOD8Fa28vKeH+fYM8/s3nIFSiqaa/NubODksvw4FZu4IWwg6/zUcSzKnPkhLbZCReNJZj6YrBMebIGSjJxbW5orCocGIUyHYWhsgGk9m9NPLtw7LCgnmrxJMuLu55wkJ7u0JO3mpXJyxpIl1e3tHXSwB6qusAome4bjzvz1pQQNz6qtyCrcOabX1jjih7YDPalOm//6cIUGXGHgks6xdt7man+U+gEmFAd1oEU87rNGCNVanC31Mi2+H47CssYoIN56fu1pxbn2VU6Q0FE3QPxLPCAmC1e0CYFHz6L+9MeTncNaawXV7exiOJfj95kNs7hjgd5+8yLntxV3W5GkknqS9b4R9PeGcQpjNouZqbn7HieOeN50YwZoBnD2xYpa7yN62wE19VeYH5YGPXYBgNz8VeMlusTS3YXKCpS8SHf0jrFna5Liott4RmmsCNNcEnDf/ZMvaAccl6sKIC1a2snxWDbc+tYt3nDofEWHjgQFaawPOLBTgq+84ISNx3TyGUGnyOayJrMNy9xxsqg44zrB7KEZ1s4+uwSh1Vb6ck4yx0BOLufVVLG6upmsg6qzBmlNfRf9IPGfH8mzc7lzGqBL0eSRv0cXe7mEuPCZ/EdJVJ83luZ2HOXNZ86jbtEi19Yadn7/5rlNQ5M5n6Gra9t4R5/ygz2sLlvX3p4su7DVoycy1idll7ToHmkuwjpS0w0rSG445RQ1u9IQhZ5VgIFOwDvRFEMkM6+dDRFgxq5adXUNssteULc4SkCtOmMPWgwM5K/QaQv6Mno8APcNxzl7Wwqq5tfzgyV1Od55USvHSnh6Wz6phV9cw2zsH2ds9zOpFjaMetxSZnH82TIjsHU31BbmQSkOvHeIJ+DzMawixYb/VcV2HYSaKvkjEkyojJHhoMEJjtT9DICYSUsvGXeEE1sz/pguXs+nAgNNSamN7PyfOzwyRVAd8BYmUGx2O0aKzrLWGmy5a7qwhKQSPR5z7N9cEnHHrSsGuoWhGOLBQtMN6y0lzmdNQxaHBiNPeaHZdkJFYMmOn43wOK5ZIC1au/bDSVYKC18Oo6rpwLMGhgahT2JOL0xY38ZtPXJgzHJYWrBFnYXjA58lbcBL0eWmtDdLRP5JeEOy3QoLaYdWHskKC8RQB1+NlF12kBWtyk7Wx0G582HY4R57DitBaGyy456gWkJ88u4eGkJ+LV2VOLGbXV/HP156c8/W29p/LdFg9w1FaagIcP6+eREqx3W5KvK1zkL5wnBvOXgJYEZuBSGKUQJYqRrBmAOfDEEuX7wITnq0vbq52chzjrdzPR6PrYuQuulDKypm5xWIirY2y0Rc4dwjt2tMW0Fob5AdP7SIST7K9cygjHDhZnB1gA3prdeGLbz2+oNmtG33/ppqA4wx1pWDXYJTWCYYDwQqFXnXSXN53zmLm1AXpHIg6lXaz66sYiScz1u7kc1ixZLrowp3DitgdSlKOw/JYRRdZDkuXLruXTkwELS5D0UROQctFa22A7uFYemNGrwe/TxzBCvm9GftIxbIcltcjuCObeh1fdkHCVKA/B05IcIwcVs6y9qxOFwf6R5zWSoWwYlYt7X0jPLr5IO87Z/GEohsN1QEGownnPaCUonc4TpMtWICz4FeXpV9xwhxm1wX501arP+DiMSYypYQRrBlAO5VwtsOaQHsnSIcJQn6v0yVgorgXQ7odFlgXardgTSSkNup5shwWWAL9oQuW8tS2Lv7qjpdJphQnT8EiRMdhHWEeQ9+/uXq0wzo8GJ1w/soam5db3ncGK2fXMbveyot19FuFHY0hP5ECBSueTBHwZW3gmFJ85M61fPXBTS6HZd2e3SFij94wdJKC5RapQgWrpTZA91A0h8OyBDvo8ziVhmA1vw1kCVa2w6oOeAt+/omgPwedg1ESKZUzhzWRThcd/RHmNRQurLrwwu/x8IFzl05o7A0hP0qlu6cMRRPEkimaa/wsbakh5Pc6Fa8v7uphfoNV3HTMnFq22tuUGIdlcKhxzd7A5bAm0N4J0rOguQ25E92F4A511AS8zo7IYFVtZTisIxCAdJVg5kX+pguX84k3r3Sq5vQixSMh22FNlkyHlc5hgeWwJhMSdKMd347OIeqqfITsLU0GXR3Q85W1Z6zDcjW/3dU1zP6esKvThccuB88UrL32GqzJzqQnJVg1QdthpTtYBHxe5+8N+r2WYMXGcFiul+NA3wjzG0OTfu+PhbVZaXrhePaiYRi704V74bBSio6+kQnlmXVp+7WnzZ9w9CS9nY/1XtX7uTXXBK1WTnPr2NIxQCyR4pkdhzl3RSsi4mwOCbmrD0sRU3QxA+gLoW6AO1mHpd9Usycx09dkhwTdlXRNNQGaq6cmh3XGkiY+eP5SzlmemcD3eT185opVvOnYWWxs73fWlRwJ2TmsyRKy/96maj/VAUtQuoeiROJJBqOJSTksN/r+OzqHqQ/5HUfX68o/5HVY7hyWq0qwNxxjVjToOCxfnnVYe7rDNNcEJu1O6kPp90JDqLD3heWwYi6H5c2oEqzyefj/7Z17kFt3dcc/R1fSarXrffiB48RxbCe2866JTQiQOJSYYlJooDA0fUDSUiAttKUtw4TJTEvboTNAaQu0hQk0w6MU+gBKpgUKaQvtQPOwQ4idlgQ7JMXOy28n+9Ku9Osf9/e7utJeaVfSSvde7fnM7OzdK2n1u9Lv3nPP+Z3zPYWQh1WaqzAwFDJYMt/D6kbCBfiJD0P5LEdO+Z5ovSwTwEghSzYjkeE6LyPkPGF6rsyZ6TkmSuWW1tq2rV3Bu/ds43VXtF5H5s5pV4vlui6sHPL3X7RuhH958Am+9fAznJ6a5VU/4dc9ulqqcOfzpJOOUaacsOwLVPv+tOxhWYPV6tpMmGLeI+dJkHSR9TIMZDPMzFUYL+ZZObw0a1jFfJbff3XjFNhw0WqnDOY8bth+diBV1S4um9N5mauG85yYKM0rGm6X59mMwWPPzXD2WCG4Kz9pa2iKea9x0kXZBHVYzsGYni0zWfJT78uhwuGoOqzHj080TWlfiBoPK+JiHsXqYb91zZlQCDDvSbVRY86raS0/U5fW7nm1mohHTk1z8dnd0yoo5r1ATmo8IunidTvWc9n6sYYX90LWPxanGtNKSDCTkYaF8Qvhvo/AYFnRZncMF69bwefvnePj3z7EyqE8V9vzxJWapGX9CjQk2BOK9VmCc52tYbWbIQj+naTL8qpq7jnPouph5TxpSZE+TkSED9/4fF64eVVH/ycICbqU/KE8xyZKbddg1RP+3kYKucAjdA0jRwdzLYUEnb7hxEw5uLA3Urp4/Phk2+tX4N8UuILRVpIuoJrinbXZro6BbIbBfK2HVVM4LBIY4unZsm/oWzACrTI8kA2MTdQaVjGfbZr+Xcj7BuuJ093LZowi3JgV/JR28EOyQJB4cf//neJVl68LPPUt1sNKy/oVqMHqCU7jzjWIq3ZWbc0gjBdzvOMnLwgKb9vFnYz1mnsrh/JBgW4nNVhpxYUEqx7WAMefm4lUuWiH4YFsYKTCNV0uhDNSyC1Qh1VbOBwYrNJcjTRTpk6t3V1EO/GwRCSoEWxlDQv8UN5ANoOI1BikQv0a1lyl5pwIF0A7Q9KtkCD454ELrUZlCS6En/FY4clTrXtYnVAfEnQ3QOM2JHjhuqpXGr52jA/l2X3RWl7WQvlH3Cy/q1IMZGzLi4kg6cK/mhRa9LBEhHe9YlvH43ET3HlWVc8iR87LMFLIdqQjmFbcjYUz2hc8b5j/fOQo9zzqpwJ36mGJCGtHBnjs+KSfdJH3v39XQzMymKXUQPw2XIclIojAcRv6mZwp14nf1so2PfTEaYzx10k6YXQwx/GJaNmiKFziisuKBOZ5WIWcF2RizszNzxJ0x+VqsNZ10WsJr+eOtGOwbEjwydNTZKSzteZWGKkzWMcnSuQ8Cc7v4YEs560qUjFmno7hJ2/a2ZMxLhXqYfWIYj4b1GFNt+lhLRVVD6u2M6+7UK8cynek1J5WwmntAG+5ZjODOY9PffdHgep8p7h1rJFCrrqGZUM4jTysSsVYaafacJnzsErlShBWiwoJfufgcUTgqg5Dpu7CuNiLuZPleuL0dKBGEj4GFxIM98OqV7ooh1puQHdqsBzuPBi0a2ut4tbjnjjl96trV9ewnfcdyGZqPKyVQ/mabMo/uuFSPvj6n+hKhmUvUYPVI4YHPCZLtR5Wq2tYS4VbwxquCwk6z2tlqP/OcmLL2mE2rxkKDNeaFQP8xnUXULFF1bkluAA55YsV4TWsyZKvGpHLRCZdzFZqO/GC77WHe5i5zDsvI0idNNN3Dh7j4nUjTfUYF4MzVK16WOG1qfAx+CHBTE3H4fpjdIbXNcFsV5JsMQTnwSKTSuop5DI88+wM3z10rKPwazuEBXCPT5TmJY3s2rqm4xuWJLD8bqNjohhqwe3uKNu5i1sK6tewhgeyfsquvaj86jWbG2ar9TO/+MLzAskax80v3sTn7/1xR0LAYQIPazAbGMYTEyUGcx55LxPpYbkeWeH1n4xQY7CceoZXJ347VSrzvf87xU0vrj2udhgd9I3sYiMDrjRgarYc3JwN1Cdd2MedF5mv97DscUzPVvAy3U0Eqhqs9gx7Iedx32MnyWaEj/3SjqUc2oKMFastRk5OlpYkGpBE1GD1iKEBr5p04TysFroWLyXXbl3D8edmAo/hBRvHyYZaBlxv+1Mpvkfw2TdfWSPI2wlRHtapyVlWDuXJZxsYLLsv3NbBk1rZInexCqSZ7IN7Hz9BqVwJWsZ3wqVnj/DMmdb6t64aznP45FRgaMJNKLNeJsisC1LdQwYpY4/RGFOTdNItXFShnYQLqN6A3vrKC3suJjs6mAsVDpe6mv4fJ2qwesTQQDbI3pmZLSNSe8fcS3ZtXcOurVVxzZtfsombYxlJOnC9nZYCl9o+UqhmDJbKFQq5DDmvQUjQ7svVhcvCnAmFBDOZqnr7dw8dJ5sRrlyCmre3XXs+b7v2/JZes2p4gMMnpwLPyd0kBU03cx4zc5UgLFjvYYF/LKWQWn236DQk+PKL1nLWSIE3Xx3dRqSbjA7mAq3F4xP962HpGlaPGMpnQ9JMlSDNV1leOPHZs0YLFELrhAWrAhHlYTnvoybpot5gBR5WbUjwuwePsf3csY6acXbCanvhdNGEqryRf+zOK3HFxfVrWOC3UQnXoXWL4Q4N1htecC5/9JpLYzmvRwfznJmaZa5c4fTUbGThcz+gBqtHDA14IWmmcmqKcpWl5YoN43zjt3dx+fqxGimpwbw1WBEeVimkxedwxcODdRd8z/bDKhs/TXz/kdO8cPPSKIq0g0u8mGewQh4WVEOa9VqC4HtYs3Nm0a062sUZ9dEIHcGks3pFnqPPzvCUDdmuGk7fMSwGNVg9oljnYbVag6X0D04SJ+dlgrBXkHRR9sVTw7iki7CH5bwP15m2PumiUjFMlypUTLWANw6c+PFCBsupNNSntUPvQ4LjbXpYcfKizasolSt8/cBTQLS0VD+gV80e4TwsY3sYqYelQDUkVrAGyxhq2sJDaA0rlHTgIoKuLun0lF3DkmodVtDZOsabI9emxRkq5yUGx51v7GFlpN5gdTfUNmwzQdsNCcbJVZtXMZDN8MX7jwBLUzOYRNRg9YjRwRzlimGyVFYPSwlwF+7BnBckVdQnXpQiki5cSNBJFZ2ZniUjvuflxG9nIkKJvWZ14GHZLMFGHtbU/DUsl7nqhwR74GHl0xsSLOQ8Xnz+qqBRoxospSNcf52TkyX1sJQAJ8/kPCyY32LEpbUPRIQEXVfb0lwlWPOpelhVVfS4mLeGVde11xksly6f92rT2sEarHKl62tYl68f4xdeuGFeS5y08NJtVU3AfjVYmtbeI1wLgFOTs+phKQGDQUgwE1yQ6xMvgjWsiISEcatKMlEqVw2WlTQKQoIx1ftBdf0sPy9LsLZL9Ef//SBQ23crW5MlaLruKQ7mPf74tZd19T26yUu3VUtV0hjWXAxqsHpEWFF5era8LNXQlfkMhkKCDT2sqLR2632MFXMUB3ydymzGfzyTEYyJv0Adqi1G5idd+Md92Tmj/OZ1WxgpZLnwrBEuO6fagdp5kXNlUyP+q0Rz3qohNq0e4tizM30bwdGrZo9wci/Ow1o5pCefElrDsmntMN9glSKSLlypz9ig72EdhVBI0A+jzczOV4/oNeNDebyMBK1bnNFxHlY+m+F3Xr418rXOw6oYP+liJN+fXsNS8gtXbuB7Pz4Z9zC6hhqsHuFc9FNTJVs43J93QEpruJBYIecFF/PZuhYjkXVYmaqH5dKx3T4nGutCgt1e+2lGzsvwyZt2contyeTGsphu2+545twaVpezBPuBt+zaHPcQuooarB4R7go6HRIDVZY3g+G09gYeVlRIMBMKCbrstnDSRcWY4P/EGRIE+MlQMsBAnYfVDHc8lYrTEtRzZrkTywwQkQ+KyA9E5EER+bKIjNn9G0VkSkQesD8fD71mh4jsF5GDIvIRSZmuUSHnUcj5PWvUw1IcNWtYDZMuItLaAw8rT9HWD2XDSRehLMEkJfjUp7U3w63T+R5W95UulOQT1wz4JnCpMeZy4BHgPaHHDhljttufW0L7Pwa8Bdhif/b0bLRLxNhgnlNBWruefEq1cHYwnwnWqOavYTmli5Bae0bIZoShvBcZEgzXYSXp5ihXl9bejLA0kyZdKBCTwTLGfMMYM2f/vBtY3+z5IrIOGDHG3G183ZrPAK/p8jCXnLFiLpTWnpyLiBIfbi2nkPWCm5h5HlZQh1VbozRW9LvKurYY2Xl1WPGntdcTrGG1EBLslTSTknySMAN+Bfha6O9NIvI9Efm2iFxj950DHA4957DdF4mIvFVE9orI3qNHjy79iNtkdDDHycnSvFbgyvIlKBzOe0HR7GyjNaxsrTRTfSPOTF1IMEjWSNBcq09rb4ZXU4elSRdKF5MuROQu4KyIh24zxnzFPuc2YA74nH3sSWCDMea4iOwA/klELmn1vY0xtwO3A+zcudMs8PSeMVbM8YOnngXi6zasJIvBGmkmGxJstIYV8jDy2QwrbamES7pwHpZrfJjEkGBV6aI1D6sX0kxK8umawTLG7G72uIjcDLwKuM6G+TDGzAAzdnufiBwCtgJHqA0brrf7UsXYYJ6nTvsSNOphKTBf/BaitAT9ey5nkADevedC3F8u6cLLuG6+tXVYSfKwRos5CrkMZ48VFnyuVyPNZGqSTpTlSSxp7SKyB3g3cK0xZjK0fw1wwhhTFpHN+MkVjxpjTojIGRG5CrgHeBPw0TjG3gljxVwocys5d71KfLg6rMFQHdZMfdLFnN+8MJwYe8WG8WDbNR4Me1hOminnybxmj3EyUsjx37deF5R5NKN+DStOEV8lGcRVh/UXwADwTXsS3m0zAncBfygis0AFuMUYc8K+5teBTwGD+GteX6v/p0lnNKTvpR6WArB+vEg+m2H1cD7oEhxVh9WstYaT+cqEswRtWnuSwoGO8UUKszqDNT0bfwG0kgxiMVjGmAsa7P8i8MUGj+0FLu3muLrNWKhtgXpYCsCuLau577bdjA7mODVZAuaHBGfLlabhsMgsQVs4nOaLfNVgzZemUpYn6Z3NKWRMPSylDhEJwmO5JuK3zRIOouqwjCH19X7ueKash6VJF4rOgB4SNljqYSn1OG9oXtLFXPPWGkP1Shd2rWuyTwzWtBosxaIzoIeEQ4KqJajUk80IItEeVrPQXrFeS9A+dbqU7kahuoal1KMzoIfUeFgpvpAo3UFEyHkZZqLWsJqs3wxHhAQBJkvpFll2HuNUyRos9bCWPToDekjNGlaKLyRK9xjwMszOzW8v0iwcVoxIugA/JJjmi7xTpNc1LMWhM6CHhLvKpnltQekeuWyGUrlcs28hHb36pIsgWaE0l+obI9dBWbMEFUd6Z3MKEZGgFkuTLpQo8l4meg2ricEayGaserv/HOeZTKZ8DcseTtXD0pu8ZY/OgB4zZlOY1cNSoshnM/M6DvuyRI29CxGhmPdqxG8h/WntVQ9L17AUH50BPWZMPSylCTlPWq7DAlgxkCVXl3QxVSqnOrMu8LBKmiWo+MQlzbRsGbWp7Xq3qESRz3rz1NoX07zw9159CeeMDQL9U4cVeFhzmnSh+KjB6jFjxRz5bCa4C1aUMPlsgzWsBQzPnkurnXzcdd2YZLUWaRVneJ2HpUkXit6y9Jita4c5b2Ux7mEoCSUfGRJsrnRRTyak6p5mD8uzBmraNaJUD2vZox5Wj/nVqzfz5qs3xz0MJaHks5mgj5XDDwku3rsItxNJc1q787CmSxoSVHx0BvSYTCZZ/YmUZJHzMpEdh1u5WIfnV95Lb0iwPq1dky4UnQGKkiCi6rAWKhyupyYkmGIPqz6tXT0sRWeAoiSIfDbaw2rFu6gJCabYK3GHMaV1WIpFZ4CiJIhopQvT0hpWbdJFekOCIn743K3pNSueVpYHarAUJUH4ShdVg1WuGMoV0/YaVpo9LPATL5zHqSFBRWeAoiSI+josZ7xaCQmGc3rSnqjgjK9IVY1eWb6kezYrSp+R82q1BAOD1UrSRT95WPZYcl5HtiJSAAANT0lEQVQGETVYy510z2ZF6TPqPSy33VJIsCZLML1rWFA1WJpwoYAaLEVJFK4Oyxjfy3Le1rJdwwo8LPWuFDVYipIoCrZuasZ6VrPl1psX9os0E9SGBBVFZ4GiJIhR2y/t9NQsQJAh124dVuqTLkQNllJFZ4GiJIjxot9+5uRkCQh7WK0YrOp2muuwoGp80+4pKkuDzgJFSRCuweeJCWuw5lpfw9KQoNKvxDILROS9InJERB6wP9eHHnuPiBwUkYdF5BWh/XvsvoMicmsc41aUbrNyyPewTk0uTUgwzVqCUK29UpULBeJtL/Jnxpg/Ce8QkYuBG4FLgLOBu0Rkq334L4GXA4eB+0TkTmPM//RywIrSbepDgtW09uUnzQTVmjL1sBRIXj+sG4AvGGNmgB+JyEHgSvvYQWPMowAi8gX7XDVYSl/hQoLOw2qncLif0tqzarCUEHHOgneIyIMicoeIjNt95wA/Dj3nsN3XaL+i9BUDWY9i3uPkRCdJF+F+WOm+0DtvMe2GV1kaujYLROQuETkQ8XMD8DHgfGA78CTwoSV+77eKyF4R2Xv06NGl/NeK0nXGi3lOdJAl6C7yeS9TI9OURjTpQgnTtZCgMWb3Yp4nIp8A/tn+eQQ4N/TweruPJvuj3vt24HaAnTt3mkbPU5QkMj6UCyVd+NM330LSQT+lgqvShRImrizBdaE/XwscsNt3AjeKyICIbAK2APcC9wFbRGSTiOTxEzPu7OWYFaVXjBfz1TqsDrQE0140DOphKbXElXTxARHZDhjgMeBtAMaYh0Tk7/GTKeaAtxtjygAi8g7gXwEPuMMY81AcA1eUbjNWzHP45BTQZkjQPrWfPKy0r8UpS0MsBssY88Ymj70PeF/E/q8CX+3muBQlCYwXc9XC4Q7qsNKu1A795S0qnaOzQFESxngxz5npWcoVE4jgthMS7AcPK+tpSFCporNAURLGeDGHMb4Armsv0k4Dx34wWBkVv1VC6CxQlIQxPlRVu2invUg/hdFUmkkJk/4ZrSh9xpiTZ5rwDZZIbTHwQlQ9rPSvYWU06UIJobNAURLGykBPcJZSuULOyyDSipag/7sfQoIqzaSE0VmgKAnD6QmenCwxO2da9i6qWYLpP70DD6sPjK/SOToLFCVhjActRkpMzZZbVnmo6u+lPySoHpYSRmeBoiSMobxHzhNOTMyy7/ETbDtrRUuv76di2yCBRKWZFNRgKUriEBHGi3kOHDnNI08/x+6L1rb0+qAOqw9CgirNpITRWaAoCWS8mOc7h44B8LILn9fSa/upDksNlhJGZ4GiJJAxWzy8efUQm9cMt/z6s0YKrBsd7MLIeounSRdKiKR1HFYUBd/Dgta9K8ddv3sthT64yKuHpYRRg6UoCcRlCr7sovYM1vBAf5zaQTNKVbpQ0JCgoiSSLc8b5uzRAi/YuDLuocSKprUrYfrjNkxR+oxffslG3vii85b9hVpDgkoYNViKkkBERNvCowZLqUVngaIoicXroxR9pXN0FiiKkljUw1LC6CxQFCWxeEEDRw2PKmqwFEVJMJ6nHpZSRWeBoiiJpZ+6Jyudo7NAUZTEomtYShhNa1cUJbHsvmgtp6dmGbdNLZXljRosRVESy8bVQ/zuT22LexhKQlA/W1EURUkFarAURVGUVKAGS1EURUkFsRgsEfk7EXnA/jwmIg/Y/RtFZCr02MdDr9khIvtF5KCIfEREtJJQURRlGRFL0oUx5ufctoh8CDgdeviQMWZ7xMs+BrwFuAf4KrAH+Fo3x6koiqIkh1hDgtZLegPw+QWetw4YMcbcbYwxwGeA1/RgiIqiKEpCiHsN6xrgaWPMD0P7NonI90Tk2yJyjd13DnA49JzDdp+iKIqyTOhaSFBE7gLOinjoNmPMV+z2z1PrXT0JbDDGHBeRHcA/icglbbz3W4G3AmzYsKHVlyuKoigJpGsGyxizu9njIpIFfhbYEXrNDDBjt/eJyCFgK3AEWB96+Xq7r9F73w7cDrBz507T5iEoiqIoCSLOkOBu4AfGmCDUJyJrRMSz25uBLcCjxpgngTMicpVd93oT8JWof6ooiqL0J3FKM93I/GSLXcAfisgsUAFuMcacsI/9OvApYBA/O3BRGYL79u07JiKPdzDO1cCxDl4fN2kfP+gxJIG0jx/SfwxpHz/4x3Beuy8WP+lOaYSI7DXG7Ix7HO2S9vGDHkMSSPv4If3HkPbxQ+fHEHeWoKIoiqIsCjVYiqIoSipQg7Uwt8c9gA5J+/hBjyEJpH38kP5jSPv4ocNj0DUsRVEUJRWoh6UoiqKkAjVYDRCRPSLysFWHvzXu8SwGETlXRP5DRP5HRB4Skd+y+98rIkdCKvjXxz3WZlgF//12rHvtvpUi8k0R+aH9PR73OKMQkW2hz/kBETkjIu9M+ncgIneIyDMiciC0L/IzF5+P2HPjQRG5Ir6RB2ONGv8HReQHdoxfFpExu79hV4g4aXAMDeeNiLzHfgcPi8gr4hl1LQ2OoeXuHA0xxuhP3Q/gAYeAzUAe+D5wcdzjWsS41wFX2O0VwCPAxcB7gXfFPb4WjuMxYHXdvg8At9rtW4H3xz3ORc6jp/DrThL9HeDXQF4BHFjoMweux6+DFOAq4J6Ejv+ngKzdfn9o/BvDz0vKT4NjiJw39rz+PjAAbLLXKy+Jx1D3+IeA32v3e1APK5orgYPGmEeNMSXgC8ANMY9pQYwxTxpj7rfbzwL/S/+IBN8AfNpuf5p0qPVfh98up5PC9Z5gjPlP4ETd7kaf+Q3AZ4zP3cCY7agQG1HjN8Z8wxgzZ/+8m1p5t8TR4DtoxA3AF4wxM8aYHwEH8a9bsdLsGBbbnaMZarCiOQf4cejv1KnDi8hG4Pn4/cMA3mFDI3ckNZwWwgDfEJF9VsgYYK3xJbrA91rWxjO0lqhXc0nTdwCNP/M0nh+/Qq06TlRXiKQSNW/S+B0stjtHQ9Rg9SEiMgx8EXinMeYMfvPL84Ht+Ir4H4pxeIvhamPMFcArgbeLyK7wg8aPJyQ6vVVE8sDPAP9gd6XtO6ghDZ95I0TkNmAO+Jzd5bpCPB/4HeBvRWQkrvEtQKrnTR2NunMs+ntQgxXNEeDc0N9N1eGThIjk8I3V54wxXwIwxjxtjCkbYyrAJ0hA6KAZxpgj9vczwJfxx/u0CzvZ38/EN8JF8UrgfmPM05C+78DS6DNPzfkhIjcDrwJ+0RpdbBjtuN3eh7/+szW2QTahybxJzXcANd05/s7ta+d7UIMVzX3AFhHZZO+UbwTujHlMC2JjxH8N/K8x5k9D+8PrC68FDtS/NimIyJCIrHDb+AvnB/A//5vs024i+Wr9NXeTafoOQjT6zO8E3mSzBa8CTodCh4lBRPYA7wZ+xhgzGdof2RUinlE2p8m8uRO4UUQGRGQT/jHc2+vxtcCiu3M0/S9xZ5Uk9Qc/E+oRfKt/W9zjWeSYr8YP2zwIPGB/rgc+C+y3++8E1sU91ibHsBk/++n7wEPuswdWAf8G/BC4C1gZ91ibHMMQcBwYDe1L9HeAb1yfBGbx10Pe3Ogzx88O/Et7buwHdiZ0/Afx13ncufBx+9zX2bn1AHA/8Oq4x9/kGBrOG+A2+x08DLwy7vE3Oga7/1P43TfCz235e1ClC0VRFCUVaEhQURRFSQVqsBRFUZRUoAZLURRFSQVqsBRFUZRUoAZLURRFSQVqsBSlCSKyKqQm/VRIOfs5EfmrLrzfLSLyphae/1IR+eelHoeiJJFs3ANQlCRj/Er87eC3egCeM8b8SRffLymtLrKmKhyrKIlAPSxFaYOwZ2N7Fn1aRP5LRB4XkZ8VkQ+I39Pr61YuCxHZYUU+94nIv0YpnNv/9S67/S0Reb+I3CsijzQRBx0WkX8Uv/fT56ziCSJynRUW3W+FUwfs/sdEZLXd3iki3wq992dF5DvAZ0XkEvveD1jx1S1L/DEqSkuowVKUpeF84GX4grd/A/yHMeYyYAr4aWu0Pgq83hizA7gDeN8i/m/WGHMl8E7g9xs85/n28YvxlUJeIiIFfHWBn7PjyAK/toj3uxjYbYz5eeAW4MPGmO3ATnzlAkWJDQ0JKsrS8DVjzKyI7Mdv3Ph1u38/fqO6bcClwDetA+ThS9gsxJfs7332/0Rxr7EabeJ3c90IPAv8yBjziH3Op4G3A3++wPvdaYyZstv/DdwmIuuBL5nathCK0nPUYCnK0jADYIypiMisqWqeVfDPMwEeMsa8qJ3/C5RpfL7OhLabPc8xRzW6Uqh7bMJtGGP+VkTuAX4a+KqIvM0Y8++LGrWidAENCSpKb3gYWCMiLwK/DYyIXNLl99soIhfYv98IfNtuPwbssNuva/QPrIL2o8aYj+ArtV/enaEqyuJQg6UoPcAYUwJeD7xfRL6Pr1D94i6+3zTwy8A/2DBlBXAZiH8AfFhE9uJ7ZI14A3DAhhkvBT7TrfEqymJQtXZFURQlFaiHpSiKoqQCNViKoihKKlCDpSiKoqQCNViKoihKKlCDpSiKoqQCNViKoihKKlCDpSiKoqQCNViKoihKKvh/PuafvDycoJQAAAAASUVORK5CYII=", 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T+DXwduDLSqmb3OeLyGrgWmANsBB4QEROVkqlZrThBkMJ0QrLzGEZqpFySQm+DHhRKbV/nHOuAe5QSsWUUnuB3cD5M9I6g6EMUEo5c1jGJWioRsolYF0L3O66foOIPCsit4pIs31sEXDQdU6HfcxgqArcaUCjsAzVSMkDlogEgNcCv7APfQtYiZUuPAz8jz41z93z/mpF5D0iskFENnR3d09xiw2G0pB0Bay0mcMyVCElD1jAXwKblFJHAZRSR5VSKaVUGvgumbRfB7DYdb924FC+B1RK3aKUWqeUWtfW1jaNTTdUOpVkXki7VFXaKCxDFVIOAes6XOlAEVnguu11wPP25buBa0UkKCLLgVXA+hlrpWHWsfXQIKf+2+842BspdVOKwq2wKinQGgxTRclcggAiUgO8Aniv6/B/i8hZWOm+ffo2pdQLInInsBVIAh8wDkHDiXCgN0IipTgyGGVxS02pmzMh7jSgUViGaqSkAUspFQFac45dP875NwI3Tne7DNVBLGmNd+LJyrDcZSusEjbEYCgR5ZASNBhKQixh9frxCun908YlaKhyTMAyVC3RClZYpjSToRoxActQtUQTVsBKVIjCShnThaHKMQHLULU4KcEKUVgmYBmqHROwDFWLTglWjMIy67AMVY4JWIaqJWO6qIzOP2VcgoYqxwQsQ9VSaaYLU0vQUO2YgGWoWrTCqpiUoHEJGqocE7AMVUs0WVmmC1OayVDtmIBlqFqMrd1gqCxMwDJULbEKU1gpU0vQUOWYgGWoWrTCqpTSTMYlaKh2TMAyVC1aYVViStAoLEM1YgKWoWqJJSrM1u5eOGzmsAxViAlYhqolo7Aqo/NPpTOB1azDMlQjJmAZqpZopSksVzONwjJUIyZgGaoWxyVYMXNYRmEZqhsTsAxVSyUrrAqJsQbDlGIClqEqUUpV3MLhpEthGZegoRoxActQlSTTCj0NVCkKK12ES/DmP+3mJ0/un6kmGQwziglYhqpEqyuoIIWVmrha+z3PHuaBbUdnqkkGw4xiApahKom5VFWl7IdVjMJKpZWpM2iYtZiAZahK3AornkyNc2b5kCxiP6yUUmZ+yzBrMQHLUJVoheX1SAUtHLbaKVLYJWgUlmE2YwKWoSrRCqs+5KsY04UORAGvp+AGjsl0mnRlvByD4bgxActQlWiFVR/yVYzpwh2wCqmoVEqZRcWGWYsJWIaqxFFYQX/FKSy/z1MwKFl2fROwDLOTkgYsEdknIs+JyGYR2WAfaxGRP4jILvt/s+v8T4jIbhHZISJXla7lhkonlsgorEopzaRNF36vFHQJppUydQYNs5ZyUFgvUUqdpZRaZ1//OPBHpdQq4I/2dURkNXAtsAZ4JfBNEfGWosGGyieW1HNY/opJCepAFPB5KOQTSaZNStAweymHgJXLNcAP7cs/BP7KdfwOpVRMKbUX2A2cX4L2GWYBUVthNYR8pBUkKyBoZRSWp/A6rJQydQYNs5ZSBywF3C8iG0XkPfaxeUqpwwD2/7n28UXAQdd9O+xjYxCR94jIBhHZ0N3dPU1NN1QyGYXlAypjT6y0UoiAzyMF56mSaZMSNMxefCV+/ouVUodEZC7wBxHZPs65kudY3l+mUuoW4BaAdevWmV+vYQxRZw7LD1j1BMOB8s4wJ9MKn0fwiBR2CSqTEjTMXkqqsJRSh+z/XcCvsVJ8R0VkAYD9v8s+vQNY7Lp7O3Bo5lprmE1ohVVnK6xKMF6k0wqPCN5xFFbKKCzDLKZkAUtEakWkXl8GrgSeB+4G3mqf9lbgN/blu4FrRSQoIsuBVcD6mW21YbYQdbkEoTIC1kQKSymryoVRWIbZSilTgvOAX4uIbsfPlFK/F5GngTtF5J3AAeCNAEqpF0TkTmArkAQ+oJSqjCJwhrIjmkjh8whhv5UGTFTAWqxUWuH1CB6P5HUJ6iBmSjMZZislC1hKqT3A2jzHe4CXFbjPjcCN09w0QxUQS6YJ+b34vVaSoRIUlg5YXslfrV27CE1KcGpJptL8fMNBrj1vCV5Pvql0w0xRapegwVASookUIb+HgM8OWJWgsJTC6/EUnMPSx0xKcGpZv7eXf/3182w60FfqplQ9JmAZqpJYMk3Q5yVgK6xKWDycSim8HgrOYSWdlOBMt2x2MxK3Zh7cW9IYSoMJWIaqJJpIEawwhWWZLgorrJQ9sWVqCU4t2lFaCYOa2Y4JWIaqRCssv6Owyr+TTyuFpyiFVf6vpZLQjtJKGNTMdkzAOgGe7egnEk+WuhmGSTBmDitV/ukerbAKuQS1sjKmi6lFpwLjFTCome2YgDVJookUb/jWn/n50wcnPtlQdlgKy4Pfa7m+4sny74yshcPgFfJu4OgoLJMSnFL03mlGYZUeE7AmSSSeIpFS9EUSpW6KYQJSacUXfreNQ/2jzrFYIkXInzFdVIKtPZlOO3NY+dJ+eg7LpASnFq2wzBxW6TEBa5Lo0ZZxDpU/+3pG+M7De7LUcDRhKSydEqyMhcPgGafSRTJtvQZjuphajMIqH0zAmiTaOTQaNwGr3OmPxAHYuD+zjiaWTGUtHK6E0XMqncbnKVxL0FmHZRTWlBIzCqtsMAFrkuhRV8QErLKn307bbjrQ5+x7lauwKiElmFITKSxta88/x2WYHPq3HjMKq+SYgDVJ9BbrJiVY/uh5xkg8xfYjQ8BYhVUJ6R6tsDweIZ+ISrpcbEZkTR1mDqt8MAFrkjgpQROwyh6dEgTYsK8XyCisYCUpLHctwXwLh9PugGUi1lShlZUJWKXHBKxJkkkJmnVY5c7AaAKPwILGEE/v70MpNXYOqwJs7am0wit2tfZxUoL6XMPU4KzDqgAVPtsxAWuSZBRW9X2JjwxE6RuJT3ximdAXidMY9rNuWQsb9/WRSCnSCkJ+r6VYPFIRC4dTaYXPK3hF8i4Odqsqo7CmjozCMu9pqTEBa5I4tvYqNF2847an+eRvni91M4qmP5KguSbAuqXNHBmM8mL3MICTDvR7pSI6o5S947BHJO/iYPccllFYU4dWWDpwDYwm+PGT+42xpQSYgDVJnJRgorpSgkopXuweZsvB/lI3pWj6Iwkaa/xcsKIFgHuePQxA0N680e/1VES6J6WUY7rIN52SNYdV/i+nYsidw7r/hSP8213Pc6A3UspmVSUmYE0S7RIcjVdXz9A9HCOWTNPRN8pgNLvKx73PHc6qJlEu9I/GaQr7OWVePWcvaeKHT+wDMgor6PNUhOkimVJ4PILXkz/ll3RFKVOeaerIncPS14dj1TVYLQdMwJokeg6r2mztnX2ZgLTDtoiD9WP+wM82cfv6A6Vo1rjolKCI8O5LVzAUtTqakEthVUalC0theWX8hcP6XMPUkGtrN2swS4cJWJPE7RKsplx2hytgbT886FwejCZQKrNId6aIJVPOYuBC6JQgwFVr5rO4JQxkFFagQhRWSlkKq6BLMGVMF9NBbmkmfX3EKKwZxwSsSaK/tGlVGWt4pgodsGoDXrYeziiswVErUOWmCaebt966nhvv3Vbw9kQqzXAsSXNNAACvR3jXJSsAqAm4FFYFfIZZCitf8dtZZmvfdXSoLAaDzn5YWmHZissorJnHV+oGVCoxVypwNJ4i6POWsDUzR0dfhOYaP6fMr2f7EbfCskabOnDNFAd6ItQF/QVv14qvqSZzznXnLyHg83DB8lYAApViunCvwxpnexF9biXz4PajvOO2Dfz2g5dw+qLGkrYld8dho7BKh1FYkyTmGpFXU7WLjr5R2ptrOHV+AzuODDkjfR2o9PzQTBFJpJwOJR8Do9Z6scZwJmAFfB4naAH4fZ6K2JxPV7rwiOR1Ac6mShf/u6kTmPkBUD5iifwpwWr63ZcLJmBNkphrwXA1VWzv6IuwqCnMaQvqicRTjrVXpwJnOiUYiaeyPotctMLSKcF8BL0e4uMEvXLBKc3kye8CnC0pwZFYkj9uOwpkq8ZSkE4rJxWo1+rpAdJIrPy/M7MNE7Amibtyc7XkspVStsIKc9qCBgC22caLwdFk1v+ZIJVWxJPpcRVWX56UYC5+X+UsHPaO4xKcLQrrD1uPOvNGpbbnu3/njsJKmLJspaKogCUiF4tIrX35LSLyJRFZOr1NK2/cnWS1WNuPDceJJdO0N4c5eV49HnEFrBIoLJ2SiY6rsKyUYFO4sMIKVIrpwrVwWOXZQiR7DmumWzd13L3lECLW5VSJBxLu3/nYOazq+N2XE8UqrG8BERFZC/wzsB/40bS1qgJwj7yqJZfd0Wel/9qbawj5vSxqDrNfpwRHM1t4zFTnr0e44yksx3RRO47CqhTThV44bPfmuWm/lHvhcIWmBPsjcR7Z2c3FK+cApVdY7sFQZl8s7RI0CmumKTZgJZU1nLsG+KpS6qtA/Yk8sYgsFpE/icg2EXlBRD5kH/+0iHSKyGb771Wu+3xCRHaLyA4RuepEnv9EiSXSziiwWlKCnXYVi3Z7HVNrbZBeuwiuW1nNlPFCzx2Oq7BG43g9Qn2wsCHWX0HrsLTC0tezbp8FKcF9PRGSacVFKy0HZ6kDrw5OQZ/HLBwuA4q1tQ+JyCeAtwCXiYgXKDxkLY4k8BGl1CYRqQc2isgf7Nu+rJS6yX2yiKwGrgXWAAuBB0TkZKVUSb41sWSKhpCfgdFE1aQE9RqsRU1WwJpTF6CzPwpkz10NjiZoqS2cgpsqdIcxkcJqCvsRPbrIQ7BCFFYyrZwdh2FsvcDZYGvXy0Xq7AFGqV+HHgzVh/yudVhmDqtUFKuw/gaIAe9USh0BFgFfPJEnVkodVkptsi8PAdvsxy3ENcAdSqmYUmovsBs4/0TacCLEkmlnIr9aXIIdfREaw37qQ9brbqkN0DsSA7IV1kzNYxU3h5WpclGISlk4nNYLh+1fba6KynIJVqjC0kEhbC/qLn3Asr5jDSGfU77LuARLR1EBSyl1RCn1JaXUo/b1A0qpKZvDEpFlwNnAU/ahG0TkWRG5VUSa7WOLgIOuu3UwfoCbVuLJNE22VbpaUgPaIahprbNSgkopBkcTzrqmmXIKjroUVqGKCLrw7XgEfOWvsJRSJPXCYcmfEnQrrHyVMErNJ371HL999tC45+jPoaZMApZO/9WHfC5bu1FYpWLcgCUiQyIymOdvSEQGx7tvsYhIHfC/wD8qpQaxDB4rgbOAw8D/6FPz3D3vt1lE3iMiG0RkQ3d391Q0cwyxZNrpCEdzql588q7nKmqDw2I5OhhjfkPIud5aGyCRUgxGkwxGk7TbqcKZUlh6oJBWhTfX6xtJjLsGC7TCKr8O3o3ut70eD16PTglmtzld5inB3245xOO7e8Y9J1ZmAUsrLJ0StHarzp7DUkqVRQmpamDcgKWUqldKNeT5q1dKNZzok4uIHytY/VQp9Sv7OY8qpVJKqTTwXTJpvw5gsevu7UDe4ZpS6hal1Dql1Lq2trYTbWZeYskUdSEfHsm2tW/c38dPnjzAI7umJ1CWkoFI3FGVAK111uXekTiDowkW2eprpqoTuEe4Ok3zpm8/wc+fzlSMHxidOCVYCcVvdcft9eAErNzOPFnmKcFYKj2hktW360r6pX4dboUF1sAot5bg/27q5KIvPFjy4FoNHNfCYRGZKyJL9N+JPLFYs+DfB7Yppb7kOr7AddrrAL217d3AtSISFJHlwCpg/Ym04USIJdKEfF5qAr6slOChAcuY4K5qPlvoiyRodnX+LbVBAHqGYwxGE7Q31wAz7xIEax5LKcXGA30835kR//2R+LhrsAACXiGeTJf1KDkTsDyOgWQ8l2C5vRSlrEXeEw0MMilBK0CUutJFRmFZ7Ymn0pl1WPaAafvhQY4MRqvGfFVKinIJishrsVJzC4EuYCmWSWLNCTz3xcD1wHMistk+9v+A60TkLKx03z7gvQBKqRdE5E5gK5bD8AOlcgiCNfIK+j2E/N6slOBh2zWn1yzNFqKJFKOJVFbFiFbbCXh4IEo0kWZBYwiPzLzpAiyFFU+lSaWV05HEk2lG4qmsIJsPPfeWTCv83sJuwlKig5PXg7MOq5JcgjpQTVQCSytlnRIs9VxcRmFZ36FEMhOwIrbpotdenB5NpKgdZ/mE4cQp9t39D+BC4AGl1Nki8hLguhN5YqXUY5UkMkMAACAASURBVOSfl7p3nPvcCNx4Is87VcSSKQJeD+GAh6hrpH9kcHYqrIFRXeJobEpw37ERwCow2xD2z2BKMFthacWlOxIdOBsmMF34bdtdPJl2LpcbuuKDNYdlHRvrEizfHYcz28yP3y59XthfbnNYGYWlVWA8lSaRSjuL06NlbtyZDRT760wopXoAj4h4lFJ/wjJFVC1aYdX4c1KCtsLqnGUBK982HXqt1d4eV8AK+Z2tRqYbd0owlkw5n4NWWHr7h4lGvTpIlbO13VFYQsYlOKbSReZyqZVJLk4nP0GnXm6mi1yFFUtYac0GO4BF4in6XArLML0Uq7D6bTffI8BPRaQLKy1Xleh8fNDnJRTISQnqOaz+UdL2Qs/ZgP5Ruh13QZ+X+qCPvbbCagj7aAj7SqewEnp9jPXVHLb/1wXH36tMpwTL2dqetNWT1+tyCY6nsMosYOXu2lsIfbuzDqvkpZmyFdZQzK7+XxtgMJokEk86jmATsKafYhXWNcAo8GHg98CLwGumq1Hljs7HB30ewn5PTsCKErTX9RwbjpWqiVOOVliNOem11rqAkxJsCPmpD/pncA4r2yXopAS10rJTgxMprIBOCZaxwtKxyFo4PLFLsNxKMzmVzicyXaTSBLwefB7rMyl14I0lrRJstbYJZNjOHuiB20gs5ewIYALW9FPswuER22qeVEr9UCn1NTtFWJXo0WLQ56Em4HM6yuFYkqFokrMWNwFwcBalBXXV8+ackksttQHnB9sQ9tsKqwQpwUR6bErQ/q8dZ4WoKIUl4rgEx610UWYvxdm1d6KUYCJNwOcpGJRnmlgiRdDncb4jWrXrdPhgNOEM0MaruGKYGordXsS9gDgqIqmpWjhciehaYkG/l7DLJXjYLg573rIWIFMsdjbQr00XYxRW0LncENJzWDOXEtQlAq05LKsz0aaLESclOH7ACvmtn0E5dzhaYXmzqrVnn1POpZmcXXsnVFgpAj4POpNeDrb2oM/rBKyhHIV1ZCDqLCEwCmv6KWoOSymVVZldRP6KEtbxKzXuCs4hv9cZ6R8asAwX5y1vgT/NLmt7XyROwOtxJsM1rS7FZc1hzZxLcDSRojHspz+SyAo2Y00X489hhW0F5k4xlhuOwiqylmDZmS5Sxc9hBX3WWjOvR0r+OmLJNCG/x1nuMOQoLGvg5jZXlfOAZ7YwKQ+vUuou4KVT3JaKITslmFFYR2zDxcq2WlpqA7PK2j5gF5HNrXqure0+jxD2e2kI+RmJp0jOQE4qEk/RYo903S7BaMJajzUcy678XQgdhMu5mGnaWYclBV2CybTKbHxYZgHLUVhFuAS1mvGKlI3CCjoKK2O6gOxBqVFY00+xC4df77rqAdZRoI5fNeCkBH0ewgGXwuqPIgLzGkK0N4crPmBtPthPz3CMl502j75IPO8CXF3tosHewqMhbLuposkx811TTSSeWcgcTaSz1vhE4smibe06YJVzEeNkOhOwCrsEFQGvh1gyXXYpwXgqZf93KeFYkrDfm+WkjSfTjgnG65GSm0cyCsuew8pJCbrT/tEJFkUbTpxiFdZrXH9XAUNYzsGqJOMS9DqVLtJpxeGBUdrqgvi9HhY1hSs+Jfith3bzybusyljWvlJjA9AcW2HpdSkN9nqVmSjPFE2knI7D7RIEK/iMxJMEfJ4JFwPXVEBKMJUuRmFl1EmpU2m56EFewllAnOaS/3qQX27qyD7PXt8I1mtNlrgo8URzWB0mJTijFDuH9fbpbkgloYtf6pQgWD+0wwNRFjRa1czbm8M8uL0LpdS4mweWMyOxlF12KUV/JMHS1pox52i3lK4mof/PhPEiEk86lTdyO4uRmKWwJkoHQmUoLCdgSWbH4bEKy/pODlF+pgtn80P7/2jCsoPnZiHKXmHluASzFJZJCU474/6aReTrjJP6U0r9w5S3qAJw5rD8HqeEzGjC6txPaqsDoL25hlgyzbHhOG31wYKPtb9nhG2HB3nl6QsKnlMqtHnhQG+E/tE4Z9U0jTmnVacEbWWlldZMGC8i8RT1IR9ejxBLprJcc5F4ipFYaoxJJB96kWo5b8TppAS9GZdgrohKpTOdfbkqLF1kWHfuuZ28XpAPtsLKLZg4w0QTKWoCPud91XNYdUEffq8wFE0S8HpIpNMmYM0AE6UENwAbgRBwDrDL/jsLqNpPJ2O68DoBKxJPcrh/lAVNlsJa3GJttbHjyNC4j3XLI3v4wM+eKcmX/dFd3bz2G48VLEmk54D2HhuhL5LIKsuk0aYLPXc1kwprNG4FpJDPY9cSzKT0RmJJhotVWP4KMF1kKSzrWD7Thd9XHgtuc3EvGLa26LCVVs4gIZZMZUwXHin5ejKtsHJTgkG/x0klN9f6Cfo8JmDNABPth/VDpdQPsbbyeIlS6utKqa8DL6OKawm6be16dN41FGMknnJSgheuaKWlNsAtj+4Z97H2dI+QSit2Hh0/sE0HWw7282zHQMHNJnUHvuPIUNYOy250Ll8rrHpHYU3vfFA8mSaZVtQEvAT93iyXIFjqcCSWLKp6ts9rdUiRMp7D0grL51qHlauitOkCoNz2o4y5OvOEa4uO0URuwMp2CabKQGEFfd4xKUH3dEBzTYCw32vmsGaAYk0XCwH3Wqw6+1hVokeHAV8mJfj03l4AlrTUAtZE/nsvW8EjO7vZuL+v4GPtswvHbjs88+uwte1b/whz0QtxNx/sB8irsAI+D2e2N7J6obWfp1ZYA9OcEtQdXTjgyygsV+c3EksVHbDAmscq55SgDk4ed2mmfC7BMjVduN2B8WQmfZYbsOKptGMhLxeFFcynsHzerIAV8nuNwpoBig1Y/wk8IyK3ichtwCbg89PWqjInKyVof2l//OR+6kM+rjgls8Px9RctpaU2wFf/uCvv44zGrXkvgK2HZj5g6ZRfoVTYiN2B64BVaF+pu2+4hL+7aBkA9UFrTmnaA5bdtrDfcmrGktb2InoyPBJPMhJPTVj4VlPj95a16cKtsKRgtfZMwCo300XMpT7cmyDGchVWIp2TEiy1wkrbCst6zx2F5fc4g6HmWr8VsMq4tNdsodhagj8ALgB+bf9dZKcKq5J8KcGOvlGuOWuhs7U3WCrrXZcu55Gd3ey3lZSb/b2ZY9sOz3xKMLequZuEa9+fXjtl2DjBzr2AtRYr5Jv2gBVx6gRaluNowkoJapu9o7AmqCOoCZe5wkqpiddhWRtQlukcVjJbYenfUH6FZf2GfB6Z9tTmXc90srtruODtsUTKmsPKMV24U4JNNQEzhzVDjBuwRORU+/85WCnAg/bfQvtYVRLP4xIE+Jt1S8acu3qBlSo7Njx2nmhvtxWwzl7SxLbDg1lbtP/86QN8b4L5rxNlOJZdwsiNrsen56TAGkkWQ1NNwKk9OF1oNRQOZBRWJJFyXIuRuGW6KD4l6HNckeVIZgNHKbjjcCqtnHRa2aUEXQErlkwXNl3YxWbBSn9O5+sYiib48J2b+ZvvPFEwaMVs16KI4PeKszg94PU4g6EWkxKcMSZSWP9k//+fPH83TWO7yho9Wgx4MwHr1Pn1nL6oYcy52qWWLyjojQ9fdfoChmLJrDUpdzx9kJ89dWDK2+4mt6p5vtt0wAXyLhzOR0PYP2NzWDUBrzO6jcZTNIQtC/KwM4dVZEowUN4pQbfCclyCBSpd5Lut1MSSuaYLrbCyo248lUkJ+qbZ1r79yBBKWfOtb/neUxzKKVadSiviqbRTHFm/t7rWYdhRWH5CfqOwZoKJXILvsf+/JM9fFdcSTOHzCD6vh+baAAGfh+svWpp3gbC2vkbyBIV9x0Zoqw+yblkzAFtdxoujA1G6hqZ3P63xTBe6vdpMAflNF/loCvsZiGQU5XSMkvXIvCZLYSWpCfioCXrpHYmRVhOXZdJMh+mibyRe9JYl0USKWx/bWzCV56504aQE88xh6ZRgmQmsrPfBSgla192dfGZjVFthyfSaLvS88Xf/bh1HBqP8ZvOhvG3WKUq9ZEC3TyusjOnCzGFNN8VuL/JGEam3L39SRH4lImdPb9PKF/fEcGPYzxMffyl/e/7YdCBkKoXnMzbsOxZheWstp85vwCOZH1A6regaijEcS+ZVZlOFfuxInrbp9mqFFfJ7subnxqPRpbC6BqOc9u+/5+l9vVPRZAcnJej3EfR5iCWs0kzhgJfagI9uO9gXsw4LrIFFvkHFZEmnFa/48iPc8siLBW+/7fG9TpB8bNcxPvvbrTzfOZD3/FQeW3uuikqm03i9gkemdpCQSqsx6uN4yZrDSrlcgq5BQjKtSCuyKl1Mp+li66FBWmoDXHFKm70IODsroNuoFZYeDATt30GN/dtuqdW2dqOwpptiXYL/ppQaEpFLsGoJ/hD49vQ1q7yJuUaBYO0JVaj8kh7h50u77Tk2wrI5NYQDXpbNqXWs7T0jcccVNp0qazzThb5tUXOYhpDPWW9VDE01fmcOa8+xEWLJNM925O+IJ4uu+5c1hxVPEfZbdmP9vpXKdHGgN8Kx4VjBuZEXDg3y6f/bykM7uoDM96NQp6cDlkfGdwnqHYmnMiX4v5s6uOKmh5xByN5jI/wqpwbgRBRSWG7ThT4nyyU4jUpx25FBTltQj4hQG/SNGRzGchSWOyUIme+WlRL0Tnnx280H+6c9tV5pFBuw9CfxauBbSqnfANNbiruMiSVTzpd4IvSXOldhDUUTHBuOsXyOVcpp9YIGth2xAtbRwahznvvyiZJMpXl89zHn+nimC21prwv6WDanlsZwcelAsBTW4GiCdFrRY5tNTnSEnkskPnYOazRhVb6oCfoyAes4UoKRKRwh77AXghcacOiOSL8OpzhsgR46o7A847oEdXHcqVRYz3cOEE+mOTZsvZafPbWfj/xiS8Hg2jUYpSvne+uew4qnXKaLPAErOAO29mQqzfYjQ04GoTbgc1LkmlyFFchJCWqFZaUEPVOaEjwyEOV133ycl3/pYe559rBjyNrTPczF//kgB3sru7D2ZCk2YHWKyHeANwH3ikjwOO4763BXlJ6IkN/aPTU3KOzvsb5wy+dYBWVXttXR0TdKLJniyMD0BKy7Nh/izd97it1dQyilMuuw8qg/nR6rDfp416UreMcly4t+nsawn7SyNrvTndzhgakNWKM5LsGB0QRKYacEvfQM64BVrOnC56RGe0fi/P75IyfUPl2Sq9Dnp9NPozkLaPU2HLk4CstDQZdg2q2wpjBg7bHdrDrI9kes97rQIORDd2zmn+7cknUsnko7BiX3wuF4Mu201TEzuWoJTtXreHD7UX6zudN5vD3HRogn084cbW3QexwKy7q+rLWWhpCPuQ1Bgr6pTQnu7xlxdjL+wM828fjuHgA2Heins3+Up/ZObYpd88uNHWw/Ur6byRcbdN4E3Ae8UinVD7QAH5u2VpU58ZyU4HiICLV5LNN7j1mdwLI5tfb/GpSCg72jHHF1ct1TmBJ8co/1pe8aihFNpJ2J+dyRJWQUYW3Ax2vXLuRN6xYX/TxajQ2OJpzA0dk/dYEXXArLbyks9/WagM95bcejsOKpNMlUmjuePsD7frKRgcjk0zETKSxdMSG34kM8WUBhqYzCKuQS1ArLK1ObEtzTbaU1nYBl/z9ou1p3HBni0V3dgGWceP7QAC92Z6dCY4k0dfYSCXdKEMgKXuBSWDI1ASuVVvzTnVv40B2bufLLD7N+b68zX7x6QSNgfU9yf6N6sKXb7fdZAwU9WP3L0+ez4ZOvoCbgm3Jbu64Cf+tbzwPg2U5r8b5WVjtcQUVN0Wc9EEnwsV9u4dsP5Z93LQeKXTgcAbqAS+xDSawiuFWJXptRLDVB7xhjwwH7i7fULuW0tNX6v79nhKODUTxipSCmUmFp48NAJJE1b6VHlr/c2MHf3boecC3MLVKhuNE1B/sjCY6NTE9KcDSRIuD14PNmm0HCAW+WqiredGEXMU6knDTmsZHJDxa0whqKJvOaOXRxYK0U9f94AVtc0q2wxnEJWrb3qUsJRuJJDtmKX1fg14FLd55fvG8HH7z9GZRSHB2MMRRNcmQwmj1vlUo7a/rcC4chE6z1McfW7p2agPVsRz/9kQRvvmAJybTinbc9zb3PHSbg87Cizfrd1QV9Y+ZyH9h2lIDPw7lLLRdv7hyWiDhtDfk9JFJqyhSh/r2smlfHnLoAB+yMzEF7j70dR60BwZ+2d3HmZ+6fkrmuJ/f2oJQ1v1quFOsS/BTwL8An7EN+4CfT1ahyx5rDKj4jWhv0MZzTaY3Ekta28nZHudwOWHuPjXBkIEpbfZD5DSGODubvNL/6wC7+7JqPuufZw+Oqsa7BqJOG7B9NZKU/9A91/d4eHtnZTTKVdo7VFOkMdNPoqid4zG5T91Asq5M6UbQjEMj6LMIBn7OUAIpXWO4tRnQx4J48i72LIZZMsffYiFMIuSvPZzioFZb9nuj/hWzwKTuQ+TyecVyCypnjmiqFpTMBkAlY+r9eN7i7a4h+e28rXcRZKbJS27FEmnq7QLK7NBNkgnUsx3ThmSKF9fDObkTgo1eewk/fdQF+n4f7tx7llHn1jvOv1pUSttqvuP+Fo1y2ao4z6PHnpATd6HTnVKmszv5R5tRZdvklLTXOAFe/5zvtAdH9W48yFE1OScpd9ycvdg87n8nOo0NsPzI4pQ7aE6HYXvd1wGuBEQCl1CGyi+FWFW5bezFYP4ax+XG3Mmiq8dMQ8rG/J8KRwSjzG0LMawjSNTRWYaXSiq89uIvvPGJVwtjfM8IHfraJD/x0U8Ef+NP7MgV4B0YzCktc82t9kUzKJxK3StL4JtitNx86YPWPxulxVYJ3d2AnSiSedDqJrHJYfmsOS1NXpEvQvYljr72GrLdIhaWUylI0L3ZZFfgvXTUHyJ8W1J3+aNxej2R3EIW2etFeDK/LJZirotIu08VUrV/S81eQUVaOwuqLEE2knM70+c6BrF0H3Dtux5Ip6u2OP5HK3jtKD2QyO3lnFg5PReB9eGc3a9ubaK4N0N5cwzf+9my8HuH0RY3OObU5Cuv5zkE6+0e5cs1851iu6cJNaIoDVkffKIuarC2KlrTUOIPNDvu9PjIYZSCSYIMra3Ki/PnFHsJ+L2llOSi7hqK86quP8sqvPMrpn7qPP23vOuHnOFGK7Y3iykqUKgARqZ2+Jo2PiLxSRHaIyG4R+Xgp2pBra5+ImoDXcd1poolslSYiLJtTyz47JTivIcTc+lDe0XnPSIxUWrF+by/xZJpHdlkjo/X7eguWc3p6Xy9hv1XEsz+SUVittcFMwBrRHXX8uOrw5aIXGA/Yc1hz6qxySZ3jpAUf3dXN23+w3umwn3ixhy//YWfB8yPxzOaMbgNM2HYJaopNaYb9mYok+n3IV04rH2/9wdO89ycbnbkE3WlfusoqhJwvravnsMaYLgopLNth4fW6qrXn2Q/LCljHvw5Lz9do9OegA5bfK44qHHAprH09I8584XOdA+w6Ouy0z125JZ5MO0oldw5LB233LghglWZKTtLXPhBJ0DUUpW8kzpaD/Vx+cqYo9V+snMOv3/8XfOTKk51jdUFv1hzWfS8cwesRXn7aPOdYIGcdlhvtJJyqArid/aMsarYDVmsthwdGGYklOTwYZW27FWif3NvDLnvZxImWQusajLKra5g3rWsHrLTgwzu6SaYVn3z1adQGfPxh29ETeo6poNhe907bJdgkIu8GHgC+N33Nyo+IeIGbgb8EVgPXicjq6Xq+x3cfy1tF/Xhs7WDlx/M5kHIX4i5trWV/T4SjgzHmN4aY2xDM29kdHbA6l9FEis0H+3l0ZzeLmsJctWYe/3P/Tt774w28/6cbs6yv6/f2cs7SJppqAgyMxp0f59z6oGO60MqiZzhuBYRJzF+BS2FFEhwbjjs/sEMFjBdKKW68Zxt/2tHtvN+3Pr6Xr/5xV16FCdkpwZAvZw7LPh7wZbY2nwg97zWaSGW9D26++dBu3vCtP2elNg/2RnhkZzd/2HqUP2y1ftDbjwzh9woXrGgB8iss7RLM7Lyrbe2FApb1P2s/rDE7DiunEsbxKJON+3s5/8YHeGSnZZzYsK+XNZ+6j62HBtlzbJhFTWFaagMMRBIkUmnH4NLRG+HFLiughf1enuscYGfXEGcvbsIj0OEaoMSSGdOFu5YguB2SYxVWrnW/GPpG4rz25sd46U0P89/3bSet4HLXLgoAZ7Y3OQMpYMw6rN+/cITzl7U41f/BnRKcOoU1FE1w95ZDWXO8SlkLtRc2WgFraUsNaWUNSJXCCaK3r8+UbjvROawnbEPWG85tp6nGzwudAzy0o5t5DUHeecly1i1rZv00OROPh2JNFzcBvwT+FzgF+Hel1Nems2EFOB/YrZTao5SKA3cA10zHEyVSaT551/Nc//2nxjqejsPWDlAT9I2pU5ersACWt9bQ0RdhYDTBvIYQ8xpCjMRTDMeS7Dgy5KRY3EHskZ3dPPFiD5eumsPnX3cG5y9vYe+xER7Y2sXXH7R8MYPRBNuODLJuaQtNYT/9kYQTpOY1ZBRWv51W6IucmMIK2c69rsEow7Gkk3opZLx4cHsX2+2c/Mb9fSil2GTvIfbEiz1Z5/5mcyc33rOV/b2RvAqrxqWwijVc6PuBpdz6Rqz3ITcluHFfHxv39/HthzIq9p7nDgPQ3hzms7/dSjSRYufRIVa21dFWFyTg9YxZkwR5TBeJ7HmcXLTC8rh2HB67DiuNbxLrsL798B7SCmeN3kM7uokn0/zg8b3s6R5hRVstDSGreonuGBc0hugZifNsZz8i8PLV83i+c4DdR4dZvbCB+Q2hrJRgrsKK5jFd5JZC8njEMZvko2c4xmO7jmV1pIlUmvf/dBOH+6O0N4e5ff1Bmmr8rG1vGvc9qA36rJ2Qkyk6+0fZ3TXMK1bPyzpnvJSgbnMxAes7D7/I9d9/iutueZLzbnyAf7j9Gee3ClaGI5pIOwpraau19OVxO5OyblkL9SEfD+/sxhazTop5sjy++xgNIR9rFjZy+sJGNh/s55Fd3Vxx8lxEhPOXt7K7a9hx/ZaKontdpdQflFIfU0p9FHhQRN48je0qxCKsavGaDvvYlOP3evj+W9chAm/53lNZauV4bO1gpRtyHUhW0BursPTvc35DiLn11gjwyECU67//FJ/9v60AHLVVx/yGED95aj9DsSSXrmqjtS7IT951Afd/+HL+5rzF3PXMIboGo/zmmU6UggtWtFhVKFwpwXkNIUYTKRKpNP1aWYxYCqwmMDmFBZbK2mNP2C9sCtFWH8wbsJRSfONPu2lvDrOgMcTGA33sPTbizH39eXcmYG09NMhHf7GF7z66l91dw44b0a12a/w+R2EVuwYLMilB9/zesZydmLvtH+vNf9rN7i4rwN69+RBnLW7ii3+9lo6+US7+zwd5aEcXp8y3Kii01QcLKKzslGCutTuXLIWVJyWolFXW6HgV1ovdwzxgp3r0RqP6/2+2HGJ31zAr2+qsxeDRTMBaY69feniHpe7PX9ZMXyTBUCzJqrl1tDfXZKUEdUbBqnhuKSw9p5UxXeS4BAu4HTv6IrznRxs493MP8JbvP8V1333ScdHddN8OntjTwxdefwa/fv/F/N1FS3n/FSud96wQ+jszEks5A4zlc7JnPsYzXTgpQVfAerajn19u7Mh6Dd1DMb543w729YwQS6Z4wzntnDyvLqsiik6du+ewAB63B2+LW8KcMq8epWDt4ia8HnEGm5Nl/d5eLljRitcjrFnYwPYjQwxFk7zkVEuZnr/cyha458JLwUTbizSIyCdE5BsicqVY3ADswVqbNdPk+9aN+UaLyHtEZIOIbOju7p70k61oq+PH77yASDzF6775Zzbut0Zyx21rL2C6yA16y+xFxICjsAB+99xhuoZijmPr6GAMEXjN2gX0RxKIwF+sbM16rHdespxEOs3n7tnG5+/dziUnzeHC5a00hv1ZLsG59nMcGYg6wbJvJM5ILFW0wy4fTTV+XrR/hK21QRY2hfPOYT29r49nDvTz3stXsm5ZC5v297HB7jBPmlvHn/dYo8p4Ms0/3bmZxnCAJz7xUu54z4V85rVrgGyFFQp4HJfg8ShEHZzdQbU3JyXYPRTjilPaCAe83PCzZ3h0VzdbDw/ymrULuWhlKx+98mQuWTWHv79iJR962SrAUrBFzWFNZLrQCstWUJDtEnSK48r4C4dvX3+Aj/5iC9d//ym++dBuvvHgbvxeD68/exHPdg4wGrfSzBef1Eo8ae3ivKKt1qkPmQlYlmrefmSIk+bWZRkYVs2rZ1FzmE47YCmlnJ2E/V6PY2tvtOc6x1uHlauwNh/s5xVfeoRHdx3jgy89ie9cfy5eEb7zyIsc6Ilw6+N7edO6dt5wbjvhgJfPXnM677lsZd73wk2ta1cFPR/UmFPs2VFYebIrGZdg5vP72h938dFfbOHdP9rgDAZ/sfEgybTitrefz6/efzE3vu4Mzl3azIsuc4t+37TCaqsPEvZ72XZ4EJ9HWNAY5pT5luft/GUtJ7z/XCKV5kBvhFPtx1xjf5Y+j3DxSZZx6IxFjYT8npKnBSeSCT/GSgE+B7wLuB94I3CNUmpaUnET0AG4V7C2A4dyT1JK3aKUWqeUWtfW1pZ783Fx2oIGfvm+i6gNern2lif5wu+2MRJLHp+t3S774x5pRe2N4dzotVgA8xuDzGuwFNZP7W1GDvRGrLUuA1Hm1AW5zJ5IPnNRI8212ZWyls2p5arV87l7yyECPg83vXEtHo/QGA4wEIk7KkKruIOu9E3vSJxIfPIpQbAUll6/01oXYFFTKK/CemRnN16P8IZzFnHukiYOD0T5vy2HaKrx8+YLlnCwd5SDvRG+/MBOth8Z4guvP4MFjWEuXNHKQnsE6p7Dqgn4HGU1mZSg7iy8HqHHlRJUSnFsOMap8xv46rVn0dE3yvXfX48IXH3mAgBuhDJ+GwAAIABJREFUeOkqvnrt2XzsqlNZ0WaV3JpbH6JrKOYE3BcOWTUVB3PnsCaytSvlqARPHpeg7tid4rd5FFZ/JM4nfvUcf9x2lK7BGP/9+x38+plO3nBOO69YPY94Ms0vNx5kNJHi2vOWcNEKaxC0Yk6ds2WM7hjdAeqktjpOW9DgtO/kefW0N4c5Mhgl6bKwB3zWVvNW8du0Y87JTYe6awnmKqyHdnQRTaa4/8OX8ZErT+GqNfP563Xt/GJDB/9613N4PcJHrjwl73s4Hvq7MhxLOo67ppxyZAF71+Fi57A6+6PMawjyyK5u/vrbT9AfiXPH+oNcsLyFlfb3A6wqN70jccfsowd27U3WAFZEHJW1sCmM1yNOwDpvWUtWseliOdATcZ7nUP8oaZVRclo9n7esxVmKEPB5OHtxM+v39eR/wBliol53hVLqbUqp7wDXAeuAq5VSm6e/aXl5GlglIstFJABcC9w93U+6al49v/nAxVy5ej7fe3QvsWT6uNJltUEfSmXXTcun0lprA84PZ15DiLZ6W/0MRvF6hFgyTfdQjKNDlu39PHt05XYyufn7K1ZSH/Lx+dedwXx7TZAuTDsSs2zhejFnR69LWdgKa7KmC8jenXhOXZCFjWEO9UfHrMp//tAAq+bWURPwce5SK+3w6K5jnLukmUvs0d1//n4733roRa49b/GYeQXIcQn6vc5o+XgUop730vMuS1trskwXA6MJEilFW32QK06Zy903XMxpCxq4cvU8RwnnQyusP794jF9t6uTBbV0opTIKK16cwkqkVFYVc8g2XWRVcy+gsPbZabP//uu13Pfhy/jdhy7lhpecxIdfvopz7MWx33tsLwDnLm3mAy85iUVNYdYsbHA6RT1XsnxOraMqTppbR8jvZdVca5FrS22A9uYwqbTi8EA0y0wRcCksvb+as2jatc+cfp25CutQ/yhz64MsbslkI9532UqS6TSP7jrGOy9ZPu7nUQj9XYnEk/TZaii34PP4KcGxCuvIwCgvP20eP3zH+ezvGeGamx/nQG+Ev70ge2cHvXh5zzErI9HRN0pd0EdDOPP91a93cYs1SHvlmvm8+YIlXHzSHBonsWHq+36ykY/9wiqfpS3zOmAtb61l7eIm3nRee9Z9zl/ewtZDg2Oq2s8kE/2inZYppVIislcpNfN7uWfakLRTkvcBXuBWpdQLM/HcTTUBbn7zOXQPxXhoR5djWS4G3RmOxDM74MYSKUINwazzLGt7DXu7R6gP+VFKOUU1X3XGAv5vyyEO9FouwkVNIUJ+Lw997CU0hPJ/jGsXN/HMv70iay1VU9hvGQsiCWqDPidA6o464PVMmcLStNYFWNgUZjSRoj+ScNSgUornOwe4/OS5AJy6oJ6w38toIsW5y5o5aW4dbfVB7nn2MKctaODTdgowF62wgj5r0axu9/HNYdkKyx51ntRWxwPbjjrOO70ou81WpCva6vjdhy6d0NwwtyHEUDTp7LV0dChKJJ5yAspojkuwUKWLeDKN36sVlnUslU9heTwF12HttzcMXWZP4p+2oIHTXBt0tjeH2d8TYWFjiIVNYRY2hXn849a2dw1hP8OxJL22Cmiq8dPeHGZX1zAnzbXUwtv+YpnjsFxkq4PO/lGnMw9qhWXb2htzFFZmJ+9MLcFcpXioP8oC2z2nWdJaw+vPaeehHd289/KJ03/5qHUUVsqZD2rIVVjjrsPKnsMatX9jC5vC/MXKOXzxr9fyjz/fTHONn6tca7sAR2292DXCuUtbLEt7UzhrBwhtvNCqa25DiBtfdwbAcSus3pE4Ww8P0lxj9TF6Hd0S+zk8HuE3H7h4zP3OX95CWllznFecMrfo55tKJuqR1oqI9nULELavC6CUUmO32J1mlFL3AvfO9PNq2uqDvPE46uqBZboAe98pe7l1oXmwNQsa8XoypV/m1luptHdcvMwJWF2DUc5eYrmeWmrHL5qfu/BXp2E6+0apC2bUiK4Lt3xOrWW6mII5LLBdewGfk77r7B91AlbXUIxjw3Fnp2a/18PaxY08uaeXdUtbEBEuP7mN+54/wrfefE7B/bi0wtI2d61+jyfgej1C0OdxUoInza3j/q1H6Y/Eaa0LZgJWXfYgwzPBZL5Oud7zrOUm7LJLF+nnjOaYLgq5BBOunXhFxqb90jkKK19KcN+xCCJkqRM35y5tpqNv1FFbbhrDfpTKpEwbw34Wt9SwyzZlAFzr2hOu3Z5/6egbdZ4v6PNaCstOCTaE/Ii4X7ttusjaD2uswnIHWc3nX3cGo/EUDaHidxVw494ZfGA0QUPIN8aooRVWvqIBjsKyX4OuPDHfVnt/dfYiRHDqDrppb64h4PXwoq2wDvWPsrApWyXqgKUVlpvGsJ8DPSNZx+5Yf4Cb7t/B+ctb+Otz23npqZnMhC7R1hdJ0DMS52BvhIDPw7z68ZXp2UuauO78xVnLAWaaiXYc9iqlGuy/eqWUz3V5xoNVpaJNAG6nYL45LIBPvXY1P3r7+c711QsauHLNPFYvbEAEy1o6Ep/wy1WIRjvN0dk/mqWwtAty5dxaugatNE7tCboEAefLffI8q1N7eGfGBPOcvUeWez7k4pVzqA/6ONNeu/Xp167hD/90uVMkOB+6A9BlpCaTEoTsBd5aNWi3onYIaoVVLNrUEk9ZCunoUMxJqcypCzjKSquMQtuLJFLprDVluZ15ptZg4ZTg/t4R5jeECgZ+XTNvXZ6ApVX8AXs5gd/r4fRFjayYUztm/hRggd3hdvRFiCUy7r+MwrK+/2G/d0xKMKMks1OCSikODYztzPVj55okjgc9yBmOJemPxB0Hau5zQAGF5ctOCR62528XuNp6zVmL8qa0vR4rs6LXtLkXDWuWOCnBsYONpjwK65kD/QxFk6zf28uHbt+clQl4ak/GOLHr6DAHeiMsbg5POPiqCfj4wuvPzPq9zjRVu0XITKJH+u61WIUUVk3Al/XD++abz+Fr155N0OdlQUPIcdDNb5zcKEdPJB8esAJWrZMSHMXvFRa31DiddM0UKKzWOuuHv6KtjktXzeG2P+9zRtLPHxpAJLOrMcB7L1/JHz9yudOp1gV9zvxbIXQHkquwjsd0Yd3POr/e9Zx6His3JVgs2jgT8Hl42anz6B6MOoYLvaRAKeVKi+Vfx5NIqayAJTkV2d1zWB7Jr7D290SckXo+XnLKXE6dX581GtfoAciB3ohz+R9eehL3fujSvI8V9HmZ1xCks2/UtU1HxnShv/86BQwQs52EOhWWa2vviySIJtKOWp9K3AqrL5Jwvr9uxq10EchOCWqD0cLG4tq6sq2OPd3DdPRF6I8knAClOX95C397wRIuyzMVoVOC7veqNxJn+ZxaPnLlKQzFkllLDJ7a2+PMm+3qGmJ/T2TM85UrJmDNAHouZSRHYRXjNPR4xEnrLW6pYctBa5uBuZOYWIZMIEmkFHXBjKPu6FCUppoAra7R8lQorNbaTAf/3stW0j0U465nOgGrXtuKObVZSijg8xz3a9PBzal84ffy0StP5uq1C47rcXSga64NOO3WTsHu4RgBr6fgfGEh5tpK+LJVc1jeVkvXUIzB0YxDM5VWDMeSzt5HhRSWew4LLMt3tkvQLt00Tkpwf88Iy1oLK9XFLTX8/h8vc+Yy3OjPs6Nv1LmcWyk/lwWNYct04cxNWaaLWCJNPJkm5PfY23JkSjO50225pgsnCExDwMq1tR+vwgp4PVnpTV03c6LBlmZFWy0HeiN879G9+DzC1WcuzLq9JmCZp/KpWb3/nLvAdu9InNa6gJM+3WrvZj4wmrCWYpy5kPqgj51HhzjYawKWwUWty3ShyVeaaSKWtNQ4o9XJpgSbXO49d0pQKWipCdDiCjAnorB0p9ZWn3m+i09qZfWCBm55ZA/ptOKFQwNTkl5wdoD1Z9p7w0tXcer848taZwUsWxm6FVZbfTBrIrwYmmv8vPHcdt596Qrm1QdJppVjftCB2b3os5CtPZ4nJZhWmc0Q0+6FxXmqnFs7XMezlk4cD9qAMBxLFr379Jy6AD0j8Yxd3WulEnVqPOjzEg5k9pGy1mplfhO5gTd3Qe1UErAdjMOxFAOR+BhLO4xfmklECLk2cTw0EKW1NlD0b3xlWx3JtOLHT+7n1WcuOK6grDMy7gK4fSNxmmsCnDKvHo/ANjtgbdzf6xQRWDWvjg37+hiKJVkyye/FTGMC1gzgWGZjGetyKq2Oay0XkDUKmtcwuZSgO91YF7RSMjp13Vzrp6U2+/bJkk9hiQjvu2IlL3aPcP2tT3F4IMoZUxCw/F7LHRg+AUUIGYXWUuOnuSaAiGsOayjGnONMB4L1mr/4xrVcsKLVCVC77VJf2pDR66qoUShguU0XYDkFU2nFp+5+nnf/aEOWwvJ4xu5GrK3Ly8ZJCY6HO0gVG7Baa4P0DMeyFZbP48zhBX2e7JRgInsx/UwqLLAyIZG4Vlj5ApZeh5X/e6YdvWCl3BfkmWsrhF63l0or3n3piuNqt3s7H03PSJyW2gDhgJflc2odhfXUnl4CXg/nLGlm1dx6pyRapSisyQ+hDUVT65rQhYwT7LgVlt3Z+L0yoTuwEPVBn+0ws+bW9I7IQ7EkzbkK6wRs7TqlopWK5jVnLqB3OMbnf7cdyFRMOFGCPs8JlZKCzOttrg3g9QjNNQGndlr3UIz25hP7UetBhi7Do9OF2goOhW3tiVTamUOBjPp4sXuErsFoptLF/2/v3IMkuaoz/53MqqzXdE93z1vSDJoZZvQaYMQMeiLxkqWRVvYIe8PIgQEbwgKFsY03ljBaBayCDWIXY/zA7EIILyHLCwve0GIpsPEKWNayDbLQCL0weoyEgGFGM5r3TD+quqrv/pH3Zt3KyqquR1dlZvX3i6jo6qys7ptVN/PkOfc75+iQYDifyxisXj2sngzWCk/Xxaur/3yDpT2ssOii1hwSVMpXQDqO4ODJWeSzDib7EFe0o5TL4MycrxKM8rDaVboA0NB1+NDJuZZqzCjMmtJVW1d1HXUIG6xqbQGnZueDa8RFG8bx+M9OQimF7zx7BJdumvDz5tbVk5fTYrDoYQ2BYiC6aGyL3k0BXaCuEFo7lu86NGXwq134EzysppsseZgq2mtYvRusTVNFvP9NW5pyTkQEv3H1Znz9d96ID99wAd5wfrMirRfyWTfIpeoV42GZhNFVJa/effhsuWvBRRhjoPYfmUbWleDCe6ITD6uqIlWCJ2cqOFuuBZ6IEV2EQ4Iv6TBkO9FFO4qeG8i8OzdYfgjUKCzrHpZ/HuQzLnJZp0Fw0uBhhUpQHTw5h3NC+UlLyYpcBodOzUKpuprWxkjmW0nn81k3aC/SSs3YivF8Fv/plh34+N7oXMN22O18gHqrEdtgHTgxi0d+fBzPHT6Lm1/nr48ZJSwQLZdPIvSwhoCJj0+HOqvmu6hHCNTvgnoNBxomih5OzMwH61dGeDFZzGLK8oj6qXThOoI7bryo5evb141h+7ql6wH69kvPDXLTesV4wuZENx5CbUHh+HSlb4Nl3n/0bDkI1wD1xplFz21Z6aJSW8C4V79QilYCnpyZx0ylanlYTqTo4ifHprFmLNdzbp2If6NzfLrS1RoWUA/l2XlYQN3DMgrMcjXkYbn1Ir9ZF0FC7aAoem6gpovy4q7dvgZfve2Khgu9TS7jYG7e765wZq7alOC8GO+64lXdDxrNHpYJMZsbL6PC/eTfP4OMI/g3r/HFSOb8WzOW6yuaMkzoYQ2JYs4NVIK9elirSh6KnttT6RmbsIdlDNdk0UPJc4PQU7ey8Dj56M0XNymruiUICQYeVg5Hp8s4Nl3Ggupe0h4mn3WDz348nwk8QuNhrSxkFwkJNqoEawsq6A5tDJ3rIFJ08dKxmZ7Xrwxm7J3mO5kcPNMHzdy4GYzowq500RD2lLrB8v/ObMcy8V4o5TKBui9qDct1BJdvWdW03WAEJC+fMmtt/Z2nnWL3nwPqBmuV5WEBwGM/PYlrt68Jbsg2rMyj5LmpCQcCNFhDo+RlMF2uLy4DrRdvWyHiF/b8NauiQC+Yk9F4VsZwTZU8iNTXx/pdE0obgeiiVM8hO3a2YlW56G3d0MYILcby2WAN06xhjeezbUUX4ZDgdLkW7F+vnuHAiUgc/smx6Z7XrwxG0t/NGhZge1hOgwcVlThs38QFbVSU36fqyJnywAQXgH+DZkKrdi3MTjEqQWOgu/WweqWQ9W8yjYdlboCMBH7deC44p/furN/UiQhuufRcXB+RzJxU0nMLnXJKlodlEme79bAAv21Iv5gFZeNBhT2LqZKHl0/PpSZMsFSYShnmc3j12hU4Net3hAX697AAP1n4+SNnMZbPBAbStJ4YL2QaKsTb+HlYlkrQQcO+JhnZyNrtkODLp+Zw+HQZF/QZgjXS9nCNvVYYhagpU+SFDFYu4yJvqwSrC0ExZsAyWDWFw/pYu1HedYsdLo3ysBYjn3Vw9Gw1ON4NHeZg9YuIBNX0gbqy1RgpEcFFG8bwg5+ebKq0YeoRpoXldUWKkaKXCfKwjPS12zWspcIo+OohwXr+EeBP9HzWWbTp3ahRCK1h/erujbj7oRfxhYf8DsNrVvR/ATIe1ng+a4UEdf+lQrZNLcGQ6EKkQQ5vkpGDBo6Wh/XdF/yeYldubR3O6oQgJNihwZos+rUCTZsZ0w/LkMs4jXlYoeovGcvDGmQOlsEOgUepBBfDqAQPnpyDCPoO3XfDykIGp2b9+XBiurna/IdvuBCvnCmn/iaUIcEhsSKXCUoz9eNhLQUrQx5WEBK0PKx+FIJpZdu6MUyVPGwwfbayLv7DTRcFbTxWjy1BSFBfxMby9SKoJ6yQYDvRhZep30A4TshgaQ/LdQQija1H/nn/MUwUsw0lsHphvEuDlXEdTBa9hrYhjSFBX9k5X1N+F+JqrTHXzOqsbJpgdlo5ohfs6v6dHqNNPuvizFwV337mMM5ZWYgskjsoVoY8rLFcpuH/79w4EVnHMG0sv6tSTBQ9F0e1vDd+DytadDGh125uvWwjXt+n4i6NvGn7Gjz20V9o2HbjjvW4fPMUnj18ZknuTgMPq5ANPDpjeMYL7dewbEGC0+Rh1Q2W7WEppfC9F47iyi2rFi1uuhjmIt6N97Gq5CstPV0jMJcJeVhW48NKSCWYsQyW8cIGua5qzoexfKapy0En5LMOXj49h5dPz+Hzv75rqYfXlomihyNnfKN+YqYSWcJpFKDBGhKlXD0kGLeHdcWWVXjzBWuCGPulmyZx2eYpjOkT9qqtq3HV1tWxjC1piAg+9+u7grYa/bJ23IguMsjri3PQfymfwYLyEz/DF8z50BqWv05Vf93cXYdLM710bAYHT83h9rf0/31ecs44zl9V7Mr7WLXCw/NH6uWMGlSCWQd5r17lvFJrrHThWCpB43lmezAknWKiCr2sXwH1QgC/cdX52LNj/SJ7Ly0rC1k8d9ivWnFcV7kYRWiwhkQp5walmeoqwXgM1kUbxnGP1cJkz471Qz/B0sRUyVuyC4BZ1xjPZ5FxnSAvKeMICvqCOV9TCDvf8zWFbES4zHDa6rHlWHlYZv3q6j7XrwDg5tee03XqwCotbTdz3S7gm8+4DR5WuPhtxsrDquiiwAM1WCbS0INCEACu2bYaR89WcMdNFy7lsDrCDgken64Mdf1smNBgDYmSl7FKM/mGq9vSTCT9bJwswpH6Wkw+6xusQtYNLtaV6kJDXUSlVETx28a/ezrwsJwGD+u7+49h/Xgem9v0Exskq7WhN2IKz7LEuawT9ISbna+h3FQvsS66MB6WN0CDZcRHvXpYb71wXWRrlmGwspDFmTk/gfzEdKXrws9pgQZrSJRyGZSrC6jqbqtAfB4WiY/1K/N48PevxebVfrWEgufi9FwVec8yWCHhhWk5Ek4cBhAUj62LLtDgYT320xO4fMvUwMoZLYbxsMyx2QbJc+trWDOVWpNK0LXWsOaNcGOA54zxsHoRXMSNKcz88xOzOD5TaarhOSrwijkkzGLxdKVGD2uZ8+q1Y8HF2Fyw/eRPf1uzwWpevzEhQVNNoS66cOA69eoQZ+eqDRXzh425cOZCBiuj+7yZ4zfjz7UQXVRqC3AEA021KOUa8xHTxJW6AseD//oy5uYXUnkMnUCDNSTsBnFz8/7Jl1lmeU6kGXPTks86DSFBm0iDpT2mNWM5eBkHp3QeVlh0UQ5Vjxg2xlh6IdFFcNz6Ru5UhMGyRRfhkOggCNSyA6oGP0i2rinhvMkC7nvMb45qtwkaJWiwhoQJM5yZq6JcrSGfdWML05DkkLc8LHNBDudiGY/LFl2YkOBEwa//aOdhObq544K+0A9y3WcxVjd5WNLwu/GwTIXxVqKL+aoa+HGkOSQoInjLBWuDRo1TMXrVg4QGa0iY3JUTMxXMhRrVkeVLIfCw6kWHmz0s31vKhUozAb43UPQywXtcy8Oyq6LHRV0lqEUXrqt/bzRYR3RicDjXDACqWtaeHfA5s2E8j/e9cXNqE2zffMGa4PmoelgUXQwJU+H65Mx84GERYtSA+Wwb0UXVeFiW6EKHkyeKXkNJoSBxWKmgzFO3RZaXErOGFRZdmPlv1nb//P/uB9BYpzCjrfKCVgkO2sNyHMFHb754oP9jkFy5dVWQJjGqa1g0WEPC1O87NUsPi9RpFF10v4Y1Ucw29C3L6JCg0hXOgXjVqGO5DDzXaRJdmJ9rxnK448YLsaD8YsNvsbwE40VWa8ov/pthCL0dRS+Dy7dM4R+fPxqr0GaQ0GANiYkCPSzSTLCG5bktRReVdgarkG2o+2iHBONOUAf8tZU1Y7nAkzSJwzl93CKC979pa+R7bQ9rGKKLUeAdb9iI6XK1oer9KDGaR5VAip6LrCs4OTvvK7foYREABc+EyJzWootqc9JsPSSYbSjaaosuykPIXeqEP711Z9BM0Mz7fAdjModr1rDiFI+khV6qkaQJGqwh4bcY93ByZh5z87XgDpMsbxpEFy1l7c1lieohQS/SwwKsztYxrmEBwBvOnwqeB6KLDua/azysBdXUXoUsT2KZASLyKRF5RkSeFJGviciE3n6+iMyKyOP68XnrPbtE5CkR2S8in5EUasInilmcmq3QwyIBDWtYLStdmJCgLbrwfzavYTnBa6adTZwqwTDmGDuZ/25IJRi3p0jiJ64Z8E0AO5RSrwXwHIA7rNdeUErt1I8PWNs/B+A2ANv0Y8/QRrtETBSy2sNaiP2ulyQDkzjbTnQRmYflWHlYlkrQkXoVjBndHSBJN0fBGlZHIcF6Hla5utBgsMnyJJaZrJR6UClV1b8+DOC8dvuLyAYA40qp7ymlFIB7Adwy4GEuORPFrCW6SM5FhMSH6YnWiaw9KkdpolgXXWQcgUjyQoI2YVl7OxpqCVJ0QZCMxOH3AviG9ftmEfmBiPyDiFyjt50L4IC1zwG9LRIRuU1EHhWRR1955ZWlH3GPrCx4ODU7jzI9LKIJ8rC8uoc132INK1zJPJ91kM+6gYdlPCs38LDil7WH6SokaAzWkPKwSPIZmOhCRL4FIKrJ0p1Kqfv1PncCqAL4kn7tEIBNSqljIrILwN+IyCUAomIBKmKb/4JSdwO4GwB2797dcr9h43tYFRQ8lx4WAdC4hpVddA3LqnSecTClc/tK2uiZ2pTG+0qkwXKNwerGw1rAfJWiCzJAg6WUuq7d6yLyHgA3A3ibDvNBKVUGUNbP94nICwC2w/eo7LDheQAODmLcg2SikMV0pYbqgqKHRQCEit8GsvbGe6xKhOjitmu3YO9OX75c1B6WG/KwZivJCwmKCNaP54Mq8+1wg+K3GEppJpJ8YpG1i8geAH8A4E1KqRlr+xoAx5VSNRHZAl9c8aJS6riInBGRKwD8C4B3A/jzOMbeD6YKdLm6QA+LAKiHBP3it/4FuhwWXUSsYW1fN4bt68YA1BsP1j0sf58kqgQB4P/8/rVBSaZ2uPrzWNCiC4YESVx5WJ8FkAPwTa1Of1grAq8F8HERqQKoAfiAUuq4fs/tAO4BUIC/5vWN8B9NOiut+l5Juusl8XHuRB6OAOdMFCAifi24Dkoz2RS9Rg/LrGXNzicvJAh0Xg29WdZOleByJxaDpZR6dYvt9wG4r8VrjwLYMchxDZoJ60Slh0UAv5njDz52fXAR9zJOU6WL+QhZu00pZLDMhX5Wy9rTmr8UFl1wDYtwBgwRuzFc0u56SXzYHkfWlTaVLqI9jFIQEvTnlBNSCaY1lBYYrNoCK10QADRYQ8Uu+c/itySKKA/LGLCs08LDCosujEpwvha0ok8jdQ8LLH5LANBgDZWVtofFkCCJwMtEr2FlXQk8pzBGwBBWCc5Vaqn25G1Ze6XK0kyEBmuojOUywUmYp+iCRJB1HZQj1rDaeRetRBczlXQXWTaqR9MmxWNppmUPDdYQ8Su2+14WPSwShec6TZUuKtX2Bst1BIWsG1zg7ZBgWtevgHoCtFE7MiRIOAOGjFEKUtZOovAyTlOli0oHgoOS5b2bXWcr1VTfGBkDPDffXtZPlg+cAUPGrGNR1k6iaJWHtVg4rJRzI0szpXkNK5xPxkoXhDNgyNDDIu1olYe12MW66GWait/OzddSP88yjgRV57mGRWiwhsyElrbTwyJRZFt4WIuFw8ZymUD27li1BNOurHMcCWoipv1YSP/EVZpp2bKSHhZpg7+GFSp+20Gl8g/9wjYo/TZbdJHmkCCgPawqRRfEhwZryJhqF2leDCeDw8/DqjVs66Q9/FVbVwfPTUhQqfRXVHGl7mHRYBHOgCGzfd0YJopZjOc7KwBKlhee26wS7ER0YWNEF0D6PXnXFcxFVKsnyxN6WEPmxh3rcf3F61JbLocMFj8PKxwS7K7Kg2tVxEi7J++KYI4eFtFwBgwZkfTWdiODJ5uRSA+rm4u1vWvavRLHkUDWTtEF4QwgJEF4rttc6aLLSuVuNZbNAAAN8klEQVQNIcGUe1i2rL1VtXqyfEj3bCZkxPAy0bUEu2le2BASTPkaliPC0kwkgDOAkATh6X5YStXXsboNCTaKLtJ9imdcqRe/TfmxkP7hDCAkQZiLcnXBMliLFL8NM0oeliv1NT16WIQzgJAEYQyWXe2iUlNdeRe2h5V2r8Q2vmk/FtI/nAGEJAjjRdj1BP08rN5UgmkPCdoGi6ILku7ZTMiIEelhVRe6uliPkkqwwcNiSHDZwxlASIIwHla52uhhLds1rAYPi5er5Q5nACEJIq9b2pd1PcGFBYXqQh95WCMVEkz3sZD+4QwgJEGYav6nZucBAPML3Uu6R0mo4ArXsEiddM9mQkaMSV3N/8S0Nli61Ug3F+vGkGC6T3FzLJ7rQIQGa7mT7tlMyIgxqRt8Hp+pAEBQpqn3kOBorGHRuyJATAZLRO4SkZ+LyOP6cZP12h0isl9EnhWRG6ztu0TkKf3aZ4S3W2QEmSz5BuukMVi1/kKCo6ISzKbcUyRLQ5yz4E+UUjv14+8AQEQuBnArgEsA7AHw30TE3CJ+DsBtALbpx54YxkzIQCl5LrKu4MSMHxIs9+BhuSMouqDgggDJCwnuBfAVpVRZKfVjAPsBXCYiGwCMK6W+p/wia/cCuCXOgRIyCEQEE0Wv2cPqJiQ4QonDGWsNi5A4Z8EHReRJEfmiiEzqbecC+Jm1zwG97Vz9PLydkJFjspiNEF0szzwssx6XdrUjWRoGNgtE5Fsi8nTEYy/88N5WADsBHALwafO2iD+l2mxv9b9vE5FHReTRV155pc8jIWS4TBa9uugiKPzaY6WLlF/oKbogNplB/WGl1HWd7CciXwDwdf3rAQAbrZfPA3BQbz8vYnur/303gLsBYPfu3S0NGyFJZLLo4cWjZwGgXqm8V9FFyj0srmERm7hUghusX98O4Gn9/AEAt4pITkQ2wxdXPKKUOgTgjIhcodWB7wZw/1AHTciQmCxlA9GFkbV3Vfx2BKu102ARYIAe1iL8oYjshB/WewnA+wFAKfVDEflrAP8KoArgt5VSNf2e2wHcA6AA4Bv6QcjIYUQXSqme1rCcUap0QdEFsYjFYCml3tXmtU8A+ETE9kcB7BjkuAhJApPFLOZrCmfL1Z7ysAD/Qu9IY3gwjbgUXRCLuDwsQkgLTLWLkzPzVh5Wd4bHFRmJi3zGpeiC1En/jCZkxDAG68RMpac8LMDPxUq7QhCoKx65hkUAGixCEsdkSRfAnZm3ZO1dhgRHxcNiaSZiwVlASMKYMB7WdN3D6vaC7TgyGh4WRRfEgmtYhCSMKSskmNEX6m7XcByR1OdgAZaHxTUsAnpYhCSO8UIWIjok2EMeFuCrA9NeqR2wPKwR8BZJ/9DDIiRhuI5gZSGLkzOVIKzX7RqW72Gl/yKfYeIwsaDBIiSBTBY9HJ+u4MCJWWycKqDodRfec53R8EqCPCwaLAKGBAlJJJPFLF4+NYd/3n8Ub7twXdft4d0RWcNynd48TDKacBYQkkAmix72/fQEytUFvPXCtV2/f1RUgsZO0WARgAaLkEQyUfSglN+B+PItU12/f/14HhtWFgYwsuFiPKxRCG+S/uEaFiEJZLLoJw9fs21NT6G9e993WerrCAK2h5X+YyH9Q4NFSAKZLPm5WG+9qPtwIAAUvdE4tdlxmNhwFhCSQLatXYGxXKan9atRgrJ2YjMat2GEjBjXX7Iej31s7bK/ULOBI7HhLCAkofAibcvauYZFaLAIIQnG2OxRkOiT/uEsIIQkFiYOExvOAkJIYmHiMLHhLCCEJBZ6WMSGs4AQkliC4rcZii4IDRYhJMFQ1k5sOAsIIYnlii1TeO/Vm3Hh+vG4h0ISABOHCSGJZaLo4WO/eHHcwyAJgR4WIYSQVECDRQghJBXQYBFCCEkFsRgsEfmqiDyuHy+JyON6+/kiMmu99nnrPbtE5CkR2S8in5Fue4YTQghJNbGILpRS7zDPReTTAE5ZL7+glNoZ8bbPAbgNwMMA/g7AHgDfGOQ4CSGEJIdYQ4LaS/pVAP9zkf02ABhXSn1PKaUA3AvgliEMkRBCSEKIew3rGgCHlVLPW9s2i8gPROQfROQave1cAAesfQ7obYQQQpYJAwsJisi3AKyPeOlOpdT9+vmvodG7OgRgk1LqmIjsAvA3InIJgKj1KtXmf98GP3yITZs29TJ8QgghCWNgBkspdV2710UkA+CXAeyy3lMGUNbP94nICwC2w/eozrPefh6Ag23+990A7gaA3bt3tzRshBBC0kOcIcHrADyjlApCfSKyRkRc/XwLgG0AXlRKHQJwRkSu0Ote7wZwf9QfJYQQMprEWZrpVjSLLa4F8HERqQKoAfiAUuq4fu12APcAKMBXB3akENy3b99REflJH+NcDeBoH+9PAmk/hrSPH0j/MaR9/ACPIQmsBvCqXt8svuiOtEJEHlVK7Y57HP2Q9mNI+/iB9B9D2scP8BiSQL/jj1slSAghhHQEDRYhhJBUQIO1OHfHPYAlIO3HkPbxA+k/hrSPH+AxJIG+xs81LEIIIamAHhYhhJBUQIPVAhHZIyLP6urwH4l7PJ0gIhtF5Dsi8iMR+aGI/J7efpeI/Nyqgn9T3GNth67g/5Qe66N625SIfFNEntc/J+MeZxQicoH1OT8uIqdF5ENJ/w5E5IsickREnra2tfzMReQOfW48KyI3xDPqRlocw6dE5BkReVJEviYiE3p7y84QcdFi/C3nTYq+g667c7REKcVH6AHABfACgC0APABPALg47nF1MO4NAF6vn48BeA7AxQDuAvDv4x5fF8fxEoDVoW1/COAj+vlHAHwy7nF2OI9ehp93kujvAH4O5OsBPL3YZ67n1BMAcgA263PFTegxXA8go59/0jqG8+39kvBoMf7IeZOm7yD0+qcBfKzX74AeVjSXAdivlHpRKVUB8BUAe2Me06IopQ4ppR7Tz88A+BFGp0jwXgB/qZ//JdJRrf9t8Nvl9JO4PhSUUg8BOB7a3Ooz3wvgK0qpslLqxwD2wz9nYiXqGJRSDyqlqvrXh9FY4i1RtPgOWpGa78DQaXeOdtBgRXMugJ9Zv6euOryInA/gUgD/ojd9UIdFvpjUcJqFAvCgiOzThYwBYJ3yS3RB/1wb2+g6J1zNJU3fAdD6M0/r+fFeNFbIieoMkUSi5k0av4NOu3O0hAYrmq6qwycNEVkB4D4AH1JKnYbf/HIrgJ3wK+J/OsbhdcLVSqnXA7gRwG+LyLVxD6hbRMQD8EsA/pfelLbvoB2pOz9E5E4AVQBf0ptMZ4hLAfw7AF8WkfG4xteGVvMmdd8BWnfn6Pg7oMGK5gCAjdbvbavDJwkRycI3Vl9SSv1vAFBKHVZK1ZRSCwC+gASEDtqhlDqofx4B8DX44z0sfiNP09DzSHwj7IgbATymlDoMpO870LT6zFN1fojIewDcDOCdSi+e6FDaMf18H/w1oO3xjTKaNvMmbd+B6c7xVbOtl++ABiua7wPYJiKb9Z3yrQAeiHlMi6JjxP8dwI+UUn9sbd9g7fZ2AE+H35sURKQkImPmOfxF86fhf/7v0bu9B8mv1t9wN5mm78Ci1Wf+AIBbRSQnIpvhd1V4JIbxLYqI7AHwBwB+SSk1Y22P7AwRzyhb02bepOY70HTcnaPtX4lbVZLUB4Cb4KvsXoDfdDL2MXUw5jfCDws8CeBx/bgJwF8BeEpvfwDAhrjH2uYYtsBXPz0B4IfmswewCsC3ATyvf07FPdY2x1AEcAzASmtbor8D+Mb1EIB5+Hfv72v3mQO4U58bzwK4Me7xtzmG/fDXesz58Hm976/o+fUEgMcA/GJCx99y3qTlO9Db74HffcPet+vvgJUuCCGEpAKGBAkhhKQCGixCCCGpgAaLEEJIKqDBIoQQkgposAghhKSCTNwDICTJiIiRdgPAegA1AK/o32eUUlct8f/bDeDdSqnf7eI9Z5VSK5ZyHIQkEcraCekQEbkLwFml1B/FPRabQRgsEXGVUrWl/JuE9AtDgoT0iIic1T/frIt3/rWIPCci/0VE3ikij4jf12ur3m+NiNwnIt/Xj6sj/uabReTr+vlduuDp/xORF0WkpdclIp8QkSdE5GERWae3vUpEvq0Lp35bRDbp7feIyL9tcRzfEZEvA3hKVx35W/13nxaRdyzhx0dI19BgEbI0vA7A7wF4DYB3AdiulLoMwF8A+B29z58B+BOl1BvgZ/n/RQd/90IAN8CvIfcfda3IMCUADyulXgfgIQC/pbd/FsC9SqnXwi/6+pkO/t9l8KuLXAxgD4CDSqnXKaV2APj7Dt5PyMCgwSJkafi+8vuRleGXy3lQb38KfqM6wK+n9lndcfUBAOOmbmIb/lb5RUKPwi8+uy5inwqAr+vn+6z/dyWAL+vnfwW/dNdiPKL8/kpm7NeJyCdF5Bql1KkO3k/IwKDogpCloWw9X7B+X0D9PHMAXKmUmu3x79YQfc7Oq/pidKt9gHr7iaoeiymY7Fn7TAc7K/WciOyCX4/yP4vIg0qpj3cxdkKWFHpYhAyPBwF80PwiIjsH/P++C7/TAAC8E8A/6ecvAdiln+8FEBVmhIicA18J+T8A/BH81ueExAY9LEKGx+8C+K8i8iT8c+8hAB8Y8P/7ooh8GL4U/zf19i8AuF9EHoEv2Z9u8f7XAPiUiCzAr759+wDHSsiiUNZOCCEkFTAkSAghJBXQYBFCCEkFNFiEEEJSAQ0WIYSQVECDRQghJBXQYBFCCEkFNFiEEEJSAQ0WIYSQVPD/AaQt3MujBWhTAAAAAElFTkSuQmCC", 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" ] diff --git a/utils/graphics.q b/utils/graphics.q index b44576e..d2e7a95 100644 --- a/utils/graphics.q +++ b/utils/graphics.q @@ -151,7 +151,7 @@ plotprxpred:{ // @param label {string} plot label // @return {<} embedpy plot plotTimeSeries:{[dt;series;label] - plt[`:plot][dts:q2pydts dt;series]; + plt[`:plot][q2pydts dt;series]; plt[`:xlabel]["Date"]; plt[`:ylabel][label]; plt[`:title][label," vs Date"]; @@ -180,3 +180,67 @@ plotResiduals:{ plt[`:show][]; } +// @kind function +// @category misc +// @fileoverview Plot results in scatter plot +// @param trn {float[][]} Data points in value flip format +// @param tst {float[][]} Data points in value flip format +// @param ttl {string} Plot title +// @param clt {long[]} List of cluster labels +// @param s {boolean} Indicates whether to show plot or not +// @return {null} +plotResults:{[trn;tst;ttl;clt;s] + $[clt~(::); + plt[`:scatter]. trn; + plt[`:scatter][;;`c pykw clt]. trn]; + if[not tst~(); + plt[`:scatter][;;`c pykw`r;`label pykw"Testing data"]. tst; + plt[`:legend][`bbox_to_anchor pykw 1.05 1;`loc pykw"upper left"]]; + plt[`:title]ttl; + plt[`:xlabel]"X"; + plt[`:ylabel]"Y"; + if[s;plt[`:show][];]; + } + +// plot new dataset - inputs trn and ttl +plotDataset:plotResults[;();;::;1b] +// plot clusters from single dataset - inputs trn,ttl,clt +plotCluster:plotResults[;();;;1b] +// plot clusters for training and testing data - inputs trn,tst,ttl,clt +plotTrainTest:plotResults[;;;;1b] +// plot kmeans and add cluster centres - trn,ttl and results from kmeans algo r1 and updated results r2 +plotKMeans:{[trn;r1;r2;ttl] + plotResults[trn;();ttl;;0b]$[(::)~r2;r1`clt;r2`clt]; + plt[`:scatter][;;`c pykw"#ff028d";`marker pykw"*";`s pykw 500;`label pykw"Original centres"]. flip r1`reppts; + if[not(::)~r2; + plt[`:scatter][;;`c pykw"#21fc0d";`marker pykw"*";`s pykw 500;`label pykw"Updated centres"]. flip r2`reppts]; + plt[`:legend][`bbox_to_anchor pykw 1.05 1;`loc pykw"upper left"]; + plt[`:show][]; + } + +// Plot clusters and dendrogram +// @param d {float[][]} Data points +// @param lf {symbol} Linkage function +// @param dend {dict} Results of HC algo +// @param clust {long[]} Clusters - results of HC cut function +// @return {null} +plotHCResults:{[d;lf;dend;clust] + // initialize subplots + subplots:plt[`:subplots][1;2]; + fig::subplots[@;0];axarr::subplots[@;1]; + fig[`:set_size_inches;18.5;8.5]; + // set plot title + ttl:@[string lf;0;upper]; + // plot clusters + a0:axarr[@;0]; + a0[`:scatter][;;`c pykw clust`clt]. d; + a0[`:set_title]ttl," Clustered Data"; + a0[`:set_xlabel]"X"; + a0[`:set_ylabel]"Y"; + // plot dendrogram using scipy functionality + .p.import[`scipy.cluster;`:hierarchy;`:dendrogram]flip value flip dend`dgram; + plt[`:title]ttl," Dendrogram"; + plt[`:xlabel]"Point Index"; + plt[`:ylabel]"Distance"; + plt[`:show][]; + } \ No newline at end of file diff --git a/utils/util.q b/utils/util.q index fe17ff6..74cf50e 100644 --- a/utils/util.q +++ b/utils/util.q @@ -41,4 +41,3 @@ ttsTimeSeries:{[tab;tar;sz]`xtrain`ytrain`xtest`ytest!raze(tab;tar)@\:/:(0,floor rmsle:{ "The RMSLE is: ",string .ml.rmsle[x;y] } -