From 4d880158e63fb11f38310fa6d6d97db4b9d4f1c0 Mon Sep 17 00:00:00 2001 From: Cedric Date: Tue, 12 Apr 2022 22:34:40 +0200 Subject: [PATCH] Update example notebooks Now the example notebooks can be run with the newest version of sktime. --- ...tivariate_time_series_classification.ipynb | 31 ++++++----- ...nivariate_time_series_classification.ipynb | 16 +++--- ...me_series_regression_and_forecasting.ipynb | 55 ++++++++----------- 3 files changed, 49 insertions(+), 53 deletions(-) diff --git a/examples/multivariate_time_series_classification.ipynb b/examples/multivariate_time_series_classification.ipynb index 4817e93c..e59af942 100644 --- a/examples/multivariate_time_series_classification.ipynb +++ b/examples/multivariate_time_series_classification.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ "\n", "from sklearn.model_selection import GridSearchCV\n", "from sktime.datasets import load_basic_motions\n", - "from sktime_dl.deeplearning import CNNClassifier\n", + "from sktime_dl.classification import CNNClassifier\n", "\n", "sns.set_style('whitegrid') " ] @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -344,7 +344,7 @@ "3... " ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -357,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -366,7 +366,7 @@ "array(['badminton', 'running', 'standing', 'walking'], dtype='.predict_function at 0x7f92202dbd08> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "WARNING:tensorflow:6 out of the last 6 calls to .predict_function at 0x7f920c450a60> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "Best cross-validation accuracy: 0.30\n", - "Test set score: 0.95\n", - "Best parameters: {'avg_pool_size': 3, 'kernel_size': 7}\n" + "Test set score: 0.97\n", + "Best parameters: {'avg_pool_size': 3, 'kernel_size': 9}\n" ] } ], @@ -445,10 +447,13 @@ ], "metadata": { "file_extension": ".py", + "interpreter": { + "hash": "f3450e8c3d94667823cbd249e39f48751496baf296bd9f48014f45b9f5879e48" + }, "kernelspec": { "display_name": "Python 3.7.5 64-bit ('sktime_env': conda)", "language": "python", - "name": "python37564bitsktimeenvconda32171b479f94475faca0770add1f14dc" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -460,7 +465,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.6.15" }, "mimetype": "text/x-python", "name": "python", diff --git a/examples/univariate_time_series_classification.ipynb b/examples/univariate_time_series_classification.ipynb index d7e8cdb9..b57bee05 100644 --- a/examples/univariate_time_series_classification.ipynb +++ b/examples/univariate_time_series_classification.ipynb @@ -22,7 +22,7 @@ "\n", "from sklearn.model_selection import GridSearchCV\n", "from sktime.datasets import load_gunpoint, load_italy_power_demand\n", - "from sktime_dl.deeplearning import CNNClassifier\n", + "from sktime_dl.classification import CNNClassifier\n", "\n", "sns.set_style('whitegrid') " ] @@ -222,14 +222,12 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -253,7 +251,7 @@ { "data": { "text/plain": [ - "0.6180758017492711" + "0.8940719144800777" ] }, "execution_count": 6, @@ -302,7 +300,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best cross-validation accuracy: 0.68\n", + "WARNING:tensorflow:5 out of the last 30 calls to .predict_function at 0x7fcb70222950> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "WARNING:tensorflow:6 out of the last 31 calls to .predict_function at 0x7fcb7009e0d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "Best cross-validation accuracy: 0.55\n", "Test set score: 0.53\n", "Best parameters: {'kernel_size': 9, 'nb_epochs': 100}\n" ] @@ -336,7 +336,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.6.15" } }, "nbformat": 4, diff --git a/examples/univariate_time_series_regression_and_forecasting.ipynb b/examples/univariate_time_series_regression_and_forecasting.ipynb index 87f05491..8f2b00af 100644 --- a/examples/univariate_time_series_regression_and_forecasting.ipynb +++ b/examples/univariate_time_series_regression_and_forecasting.ipynb @@ -31,7 +31,7 @@ "from sktime.forecasting.compose import RecursiveTimeSeriesRegressionForecaster\n", "from sktime.forecasting.model_selection import temporal_train_test_split\n", "\n", - "from sktime_dl.deeplearning import CNNRegressor, MLPRegressor\n", + "from sktime_dl.regression import CNNRegressor, MLPRegressor\n", "\n", "sns.set_style('whitegrid') " ] @@ -79,14 +79,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -119,7 +117,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Regression score: 0.8288660084374327\n" + "Regression score: 0.836166590717957\n" ] } ], @@ -139,19 +137,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -184,12 +180,13 @@ { "data": { "text/plain": [ - "0 266.0\n", - "1 145.9\n", - "2 183.1\n", - "3 119.3\n", - "4 180.3\n", - "Name: ShampooSales, dtype: float64" + "Period\n", + "1991-01 266.0\n", + "1991-02 145.9\n", + "1991-03 183.1\n", + "1991-04 119.3\n", + "1991-05 180.3\n", + "Freq: M, Name: Number of shampoo sales, dtype: float64" ] }, "execution_count": 6, @@ -209,14 +206,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -294,7 +287,7 @@ "regressor = MLPRegressor(nb_epochs=500, verbose=False)\n", "\n", "forecaster = RecursiveTimeSeriesRegressionForecaster(\n", - " regressor=regressor, \n", + " estimator=regressor, \n", " window_length=window_length)\n", "forecaster.fit(train)\n", "predict = forecaster.predict(fh)" @@ -308,7 +301,7 @@ { "data": { "text/plain": [ - "113.03383581075074" + "125.35559120428135" ] }, "execution_count": 11, @@ -328,14 +321,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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mP//5D87OzixdutTUb0UIIYQwreTbE/r/lZBZO4JH86o9jyw3DdZN0sXZ+50ST6/ZCVnEcgj/2bBttn0Cgh6978vTpk3jwoULrFu3jn379rFlyxZWrlyJoig899xzHD16lLS0NDw8PFi0aBGg2+PSwcGB//3vfyxZsgRXV1fDxiyEEEJUR/9eYflPfu3h7DrQakFdxQb8FAU2vKxLyh5fCRbWJV5Sxd5BzbJ//37279/P8OHDGTFiBJcuXeLKlSs0adKEAwcO8Mknn3Ds2DEcHBxMHaoQQghR9aSc002Gt3a6+zW/DpCXAWkxlR5WiU6tgLNrIXQ6eLcu1SU1u4cs6NFie7OMTVEUJk6cyCOPPHLXa6tXr2b37t0sWLCAzp0788ILL5ggQiGEEKIKu9cKy9tuT+yPPQJ1GldeTCW5GQcbXwH/TtB1Sqkvkx4yA7OzsyMnJweAbt26sWrVKv3XSUlJpKamkpSUhI2NDcOGDWP8+PGcPXv2rmuFEEKIWk2rhZTzd88fu61OE7ByqlrzyLRaWPs8aDUw4htQm5X60prdQ2YCLi4uBAcHM3jwYLp3787gwYP1PWS2trZ88sknXL16lY8//hi1Wo25uTnvv/8+AA899BBPP/00Hh4eMqlfCCFE7XbzGmhu3T8hU6vBr13VWml5ZBFc3g2DF+h2FCgDSciMYN68eXd8/Z///OeOr+vWrUv37ncvfx07dixjx441amxCCCFEtXC/FZb/5NcB9nwC+dlgZV85cd1PyjnY/h40fhDaPVXmy2XIUgghhBBVj36F5X3mkIEuIVO0kBBeOTHdT1EhrJ4IFrYw9Avd9k5lJAmZEEIIIaqelGhw8AYb5/uf49tO9znuSKWEdF+7P4brETDkM3DwLFcTRk3IMjMzmTx5Mv3792fAgAGEh4eTkZHBuHHjeOCBBxg3bhw3b94EdCsSP/zwQ/r168eQIUM4c+aMMUMTQgghRFWWEl187xiArSu4NTLtPLK4Y7B3HrR5FJoPLXczRk3IZs6cSffu3dm8eTPr1q0jICCARYsWERISwtatWwkJCdEXR92zZw9Xrlxh69atzJgxQz/RXQghhBC1TEkrLP/Jr6NupaWiGD+ufyvI0Q1VOvrAgI8q1JTRErKsrCyOHj3K6NGjAbC0tMTR0ZGwsDCGDx8OwPDhw9m+fTuA/rhKpSIoKIjMzEySk5ONFZ4QQgghqqqbsVCYU8qErD3kpOj2vaxs297VFaYdvvDexWvLwGirLOPi4nB1dWX69OlER0fTokUL3nrrLVJTU/Hw8ADA3d2d1NRUQFejy8vLS3+9l5cXSUlJ+nPvRavVEhUVdcexwsJC2aD7PgoLC+/6fonqKS8vT/4uRa0lz3/NZ5dwgLrAlVxrbpXwd21VWIeGQPzhtWTWe7BS4gOwu36Iuke/J7XJIyTnuUMFn0mjJWQajYazZ8/yzjvv0KZNGz788EP98ORtKpUKVTlWItymVqsJDAy841hUVBQ2NjblbrOqOXz4MD/++CPffvstYWFhxMTEMHHixHuem5mZyfr163n88cfv+bqFhcVd3y9RPUVFRcnfpai15PmvBdK2AVC//YO6eWLFKWoMO+3w1SbgW1nPRW4abJwD7s1wG/MZbqXYqxIo9hcJow1Zenl54eXlRZs2bQDo378/Z8+exc3NTT8UmZycrN9I29PTk8TERP31iYmJeHqWb6VCdVBUVFTma/r06XPfZAx0Cdny5csrEpYQQghheinRYO9ZcjIGYGYOvsGVW7F/4zTIvQEjF5Vq4/DSMFpC5u7ujpeXF5cuXQLg4MGDBAQE0Lt3b9auXQvA2rVr6dOnD4D+uKIoRERE4ODgUOxwZVUWFxdH//79mTZtGgMGDGDy5MncunWL3r1788knnzBixAg2b97Mvn37ePjhhxkxYgSTJ0/Wb5u0Z88e+vfvz4gRI9i2bZu+3dWrV/PBBx8AcOPGDSZNmsTQoUMZOnQoJ06cYN68eVy7do1hw4bx0UcVm1wohBBCmExpVlj+k197SDwJhZUwZenUSjizGnq9Ad5tDNasUSv1v/POO7zyyisUFhbi7+/P7Nmz0Wq1TJkyhZUrV+Lj48OCBQsA6NmzJ7t376Zfv37Y2Ngwa9asCt//j5g/WHNhTYXb+acRjUcwNKDkZa2XL19m5syZtGvXjunTp/PLL78A4OzszJo1a0hLS+PFF19k8eLF2NrasmjRIhYvXsyECRN45513WLJkCfXq1WPKlCn3bP/DDz+kQ4cOfPXVVxQVFZGbm8u0adO4cOEC69atM+RbFkIIISqPouiq3gfde/rNPfl10O0fef0k1O1kvNhuxsPGqbr7dX3ZoE0bNSELDAxk9erVdx1fsmTJXcdUKhXvvfeeMcOpVN7e3rRrpytYN3ToUP3elAMHDgQgMjKSixcv8uijjwK6CfdBQUFcunQJPz8/6tevr7/2999/v6v9Q4cO8fHHHwNgZmaGg4ODvqabEEIIUW3djIOC7LL1kPm2132OO2K8hEyrhXWTdFX5R3yrGyo1oBq9l+XQgKGl6s0yhn8vVrj99e0FB4qi0LVrV+bPn3/HebJySAghRK2Wck73uTQlL25z8ATnusadR3Z8MVzaCYM/BbcAgzdf4hyyP//8k+zsbAAWLlzICy+8IFX0SyEhIYHwcN3eWhs2bND3lt0WFBTEiRMnuHpVVzclNzeXy5cv07BhQ+Lj47l27RoAGzduvGf7ISEh+mHQoqIisrKysLOz089DE0IIIaql23tYepRxxaRfR+NV7C/SwN75UDcE2o0zyi1KTMgWLlyIvb09x44d4+DBg4wePVqq6JdCgwYNWLZsGQMGDCAzM1M/NHmbq6srs2fPZurUqQwZMoSHH36YS5cuYWVlxQcffMDEiRMZMWKEfhXqv7311lscPnyYIUOGMHLkSC5evIiLiwvBwcEMHjxYJvULIYQwrIxY2PaebsjOmFKiwM69dCss/8mvA2TG6+Z5Gdq5TZAZByEvlGvj8NIoccjSzMwMgN27d/PQQw/Rq1cv/UR8cX/m5ubMnTv3jmM7duy44+uQkBBWrVp117U9evSgR48edx0fOXIkI0eOBKBOnTp8/fXXd50zb968ioQthBBC3FvKOdi/AAJ6Q8Oexr1PWYYrb/ProPscfwycfA0b0+FvwakuNB1g2Hb/ocQeMk9PT9599102bdpEz549KSgoQKvVGi0gIYQQQlRBdTuB2lw3j8pYbq+wLE9C5tUKzKwg9ohhY0o8DVf3QcenQW1m2Lb/ocSEbMGCBXTr1o0ffvgBR0dHMjIyeO2114wWUE3g5+fHhg0bTB2GEEIIYThWDrp5WjE7Sj63vDITID+zbCssbzO31NUFM/Q8siPfgrkNtB1r2Hb/pcSEzMbGBldXV44fPw7ohuLq1atn1KCEEEIIUQUFhOpqfeWkGqf92xP6y9NDBuDfEa5HgKbAMPHkpsHJ36H1Q2Wf01ZGJSZkX375Jd9//71+H8rCwkJeffVVowZVUYqimDqEKke+J0IIISqsYSigwOVdxmn/dsmLsq6wvM2vPWjyIOm0YeI58ZOuvU7PGKa9YpSYkG3bto2vv/5aXz/L09OzSpdWsLa2JjU1VRKQf1AUhdTUVKytDbPflhBCiFrKpy1YOUGMkeaRpUSBrRvY1Snf9bcn9hti2LJIA0e/h/rdwbNFxdsrQYmrLC0sLFCpVPrCprm5uUYPqiL8/PyIi4sjJSXF1KFUKdbW1vj5+Zk6DCGEENWZmTk06A6Xdukm4Bu6BER5J/Tf5ugLDt66iv2dJlYslvN/ws1Y6D+7Yu2UUokJ2YABA3j33XfJzMzk999/Z9WqVTz00EOVEVu5WFhY0KBBA1OHIYQQQtRMAaEQvQFSY6BOI8O1qyi6OWQtR5e/DZVKN2xpiIr9t0tdNDFeqYt/KjEhGz9+PPv378fOzo7Lly8zefJkunbtWhmxCSGEEKKqCeit+xyzw7AJWVYi5N2sWA8Z6FaCRq2H7BSwdy9fG4mn4cpe6Pt/Bt+z8n5KdZeuXbtKEiaEEEIIcG0IzvV09cgqOiz4T/oVluUoefFP/ywQW95CrkcW6UpdBD9ZsVjK4L4JWdu2be/aIBt0E8RVKhUnTpwwamBCCCGEqKICQuHUKt02SmYWhmmzvHtY/pt3G10B27ij5UvI9KUuxhi91MU/3Tchu70xthBCCCHEHRqGwvH/QfxxqNvZMG2mRIONi24fy4qwtAXPluWv2B++FDS3oKPxS138U4llL25LTU0lISFB/yGEEEKIWqpBD0Bl2PIXt1dYGmLlpl8HiD8B2qKyXVekgSPf6UpdeLWseBxlUGJCFhYWxgMPPECfPn144okn6N27NxMmTKiM2IQQQghRFdm6gm+w4bZRUhRIjqr4hP7b/DtCYY6uzbK4XeqiowHnxpVSiQnZZ599xm+//Ub9+vXZsWMH//vf/2jTpk1lxCaEEEKIqqphqG7IMu9mxdvKToa8DMMlZH7tdZ/LWv7i8Lfg5A9NBxomjjIoMSEzNzfHxcUFrVaLVqulc+fOnD5toC0JhBBCCFE9BYSCUgSX91a8LUOtsLzNpYGu4n9ZErKkM7pSFx2eNnipi+i0aJ7a/FSx55R4R0dHR3JycujQoQOvvPIKrq6u2NraGipGIYQQQlRHfh3Bwk5X/iJwcMXaMtQKy9tUKt08srIkZEcWgbm1QUtdZBdk81XEV/wS/QvOVs7FnltiD9nChQuxsbFh+vTpdO/enbp16/L1118bKlYhhBBCVEfmllC/q2Em9qdEg7UT2HtWvK3b/NrDjfNwK73kc3PTIPI3aP2QQUpdKIrC5iubGbZ2GMuiljG68Wj+GP5HsdeUepWlubk5QUFB+Pr6Ym9vX+FghRBCCFHNBfSGtBhIv1qxdlLOgXugYffG9Ouo+xx/vORzw382WKmLa5nXeG77c7y6+1XcbNz4eeDPvBPyDk5WTsVeV2JC9sQTT5Cfn09SUhLjx49n3bp1vPHGGxUOWAghhBDVXMNQ3edLFegl06+wNND8sdt8gwEVxB0r/jxtka7URb1uFSp1kV+Uz9cRXzNi3QgiUiJ4o+Mb/DLoF1q7ty7V9SUmZIqiYGNjw9atW3n00Uf5/PPPuXjxYrkDFkIIIUQN4d4UHLwrNmyZcwNupRluheVtVg7g0bzkArHn/oSb16BT+XvHDiQcYNQfo1gYuZA+dfuwfvh6Hg98HHN16RcHlCohCw8PZ/369fTq1QsArVZb7qCFEEIIUUOoVLpessu7y16E9Tb9hH4DJ2Sgm0cWfwyKy1uOfAuOfuUqdZGcm8yru1/lmW26ZO7bft/ycc+Pcbct+24DJSZkb731Ft9++y19+/alcePGxMbG0qlTpzLfSAghhBA1UECobuL89cjyXa8veWGMhKyDrk5a6n1G9pLOwuU90LFspS40Wg3LopYxdO1QdlzbwfNBz7Nq6Cq6+HQpd6gl3r1Dhw506NBB/7W/vz9vv/12qRrv3bs3dnZ2qNVqzMzMWL16NRkZGbz88svEx8fj6+vLggULcHJyQlEUZs6cye7du7G2tmbOnDm0aNGi3G9MCCGEEJWgYS/d50s7/5q3VUYp0WDlqBv6NDT/vyb2xx0F9yZ3v64vdfGfUjd5KuUUMw7NICotiq4+XXmz05vUdaxb4VBLvcqyvJYsWcK6detYvXo1AIsWLSIkJIStW7cSEhLCokWLANizZw9Xrlxh69atzJgxg/fff9/YoQkhhBCiouw9wLNV+eeRGXIPy39zawxWTveuR3YrHU7+Bq3GlKrURXJuMjMOzuDxTY+TeiuVuT3n8nXfrw2SjEEpesgMLSwsjKVLlwIwfPhwxo4dy6uvvkpYWBjDhw9HpVIRFBREZmYmycnJeHh4VHaIQgghhCiLgF5w6BsoyAFLu7JdmxwFTQcYJSzUavBrd++ELPxnKMy972T+rIIsjiUe43DiYQ4lHCLmZgxqlZrHAx9nUtAk7C0NWwLM6AnZ+PHjUalUPPzwwzz88MOkpqbqkyx3d3dSU1MBSEpKwsvLS3+dl5cXSUlJkpAJIYQQVV3DUDjwBVw9AI37lf66nBuQe8M488du8+sAez6B/Czdykv4q9TFIqjXFbxaAVBQVEBkSiQHEw5yOPEwZ26coUgpwtrMmmDPYIY1GkYv/140cGpglDBLTMgSExOZMWMGx48fR6VS0b59e9566607kqf7Wb58OZ6enqSmpjJu3DgaNmx4x+sqlQpVBbootVotUVFl3MldiBogLy9Pnn1Ra8nzX/WoNK40UVuSfnQlyRq/Ul9nkxxOfeBanh05Rvo7tVM8qatouXpwHbme7QCwj9+Db8Y19jQexaEdczh98zRR2VEUaAtQo6aRfSOGeQ+jlWMrmtg3wUJtAUBeQh5RCcaJs8SEbPr06QwePJjPPvsMgD/++IPp06ezePHiEhv39NRtgeDm5ka/fv04efIkbm5u+qHI5ORkXF1d9ecmJibqr01MTNRffz9qtZrAQAPteyVENRIVFSXPvqi15PmvosK74JZxErey/N1k7wegbrt+4FT6RK5M6nnCnqnUVScS62vHoeuHOBT/I0fq+XPzxioAGjk3YkzTMXT27kx7z/YGH468rbhfJEpMyNLS0hg1apT+65EjR7JkyZISb5qbm4tWq8Xe3p7c3Fz279/P888/T+/evVm7di0TJ05k7dq19OnTB9CtyPz5558ZNGgQkZGRODg4yHClEEIIUV00DIXt70FWIjiUPIoG6Cb0WzqAo6/x4rJ1JcutEW9dWc3Oy7r8xUujIdQ5kE5t/0snr07lqhtmaCUmZM7Ozqxbt47Bg3U7uW/YsAFnZ+cSG05NTWXSpEkAFBUVMXjwYHr06EGrVq2YMmUKK1euxMfHhwULFgDQs2dPdu/eTb9+/bCxsWHWrFnlf1dCCCGEqFwBfyVkMTsh6NHSXZMSrav2b4wVln+5lHGJl5zNiCvK5IW2L9L/ygnqnlqL6pHvwM7NaPctqxITslmzZjFjxgxmz54NQHBwsP7PxfH39+ePP+7e2dzFxeWePWwqlYr33nuvNDELIYQQoqrxbAW2dXT1yEqbkCVHQ+MHjBZS2NUw3tz3JtYqFd8lJtPevSNseB9aja5SyRiUIiHz9fXlm2++qYxYhBBCCFFdqdXQsCdc2qXbMLykXq/cNMhJNvym4kCRtoivIr7iu1Pf0apOK+Y3n4DXkuGwYaqu1EXH8u9baSwlFoZNTExk0qRJhISEEBISwosvvnjH5HshhBBCCEA3jyw7CZLPlnyufg9Lwy7QuJl/kxd2vMB3p75jZOORLO6/GK+63cHCDhJO6EpdeLc26D0NocSEbPr06fTu3Zu9e/eyd+9eQkNDmT59emXEJoQQQojqJCBU97k0Vfv1e1garofsfPp5Ht34KIeuH+Kdzu/wfsj7WJlZ6fapvL2tU8eJBrufIZWYkN1eZWlubo65uTkjR44kLS2tMmITQgghRHXi5Ad1mkDMjpLPTTmn67VyNEy5i81XNvPEpie4pbnF4gcX81DTh+6sdRo4BLyDoNlgg9zP0EpMyG6vsiwqKqKoqIh169aVapWlEEIIIWqhhqG6iv2FefpDeZo8Zh+eTb+V/Xj/wPscuX4EbfJZXe+YumLbamu0GuYfn8+ru1+lqUtTfh/8O0EeQXef2OkZeGa3rresCirxuzBr1iz+/PNPunbtSteuXdmyZUupVlkKIYQQohYKCAXNLYg9DEBMRgyPbXqMX6J/oZ5jPf68/Cfjt46nX9Fl5jpYEZUahaIo5bpVRl4Gz21/jsWnF/Nw04f58cEfq0RNsfKQVZZCCCGEMJz63UBtjhKzgxWFSXx89GPsLOz4uu/XdPPtxi3NLXbHbGRj2OssM0tgyYaHaODUgIENBjKowSD8Hf1LdZuo1Che3vUyybnJ/F+X/2Nk45FGfmPGVWJCFhsby8yZM4mIiEClUhEUFMSbb76Jv3/pvmFCCCGEqEWsHLjp1573YtcTlrCaLj5dmNltJnVs6gBgY25Dfxs/+iffIGPMJ2yzKGLjpY18FfEVX0V8Res6rRnYcCAP1n9Qf82/bbi0gfcPvI+TlRNL+i+hlXurynyHRlFiQjZt2jQee+wxvvzySwA2btzI1KlTWbFihdGDE0IIIUT1cjTxKNMtM0jVFPBK6+cZG/QsatW/Zkj9tcLS2SeYMS71GdNkDIk5ifx5+U82XtrInCNz+Pjox3T27syghoPo7d8be0t7CrWFzD82n5+jfqadZzvm9px736StuikxIbt16xbDhw/Xfz1s2DB++OEHY8YkhBBCiGpGo9XwTeQ3fHfqO/ys6/DztRhatPeEfydj8NcKS1twqqs/5GXnxbiW4xjXchwX0y+y6fImNl3exFv73sLKzIpe/r24cesGx5OO80TgE0xtPxULtUUlvkPjKjEh69GjB4sWLWLgwIGoVCo2bdpEz549ycjIAJAVl0IIIUQtF58dzxt73iAiJYKhAUN5s/1r2H3aSlePrOWouy9IjtKVx7jPCstGLo2Y7DKZF9u+SGRKJBsvbWTLlS3kanKZ1W0WQwKGGPkdVb4SE7I///wTgF9//fWO4xs3bkSlUhEWFmacyIQQQghR5W2+spkPDnyAFi1zus9hUMNBuhcadL//Nkop56BBjxLbVqlUBHkEEeQRxGsdX6NIW4S1ubXh30QVUGJCtmNHKYq7CSGEEKJWyS3M5aOjH7H6wmpa12nNnB5z8Hf4x4K/gN4QvQFSY6BOo7+P592ErATwaFam+1moLWrUEOW/lZiQFRUVsWvXLuLj4ykqKtIfHzdunFEDE0IIIUTVFJUaxWt7XuNq5lUmtJrAc0HP3Z0s3d5G6dLOOxOylHO6z+5lS8hquhITsmeffRYrKyuaNGmCuoLVdIUQQghTik3LxdfZBrVaVfLJ4i6KovBz1M98evxTXKxc+O6B7+jk3eneJ7s2BOd6unlkHSf8fdwIe1jWBCUmZImJiaxfv74yYhFCCCGMJjoxk4Gf7eW9IS34T5f6lX7/pMw8XlkRydPdG9KzSeVXk1cUhcw8DU425Rv2yy3M5ZXdr7A3fi+9/HvxQZcPcLF2Kf6igFA4tQqKCsHsr/umnANzG12yJvRK7PLq0aMH+/btq4xYhBBCCKP5bs9ltAr8fizWJPf/7Wgsey/cYNziI/xv/+VybxdUHrkFGl5YHk6HD7eTna8pVxvn089zIvkEb3Z6k89DPy85GQPdvpYFWRB//O9jyVFQpzGozcoVR01VYg9ZUFAQL7zwAlqtFnNzcxRFQaVSceLEicqITwghhKiwpMw8/oiMx93BijMJmZxPyqKJp0Ol3V9RFFafiKN9PRdc7Sx5f/1ZLiRn8/7QFliYGXc60JUbOTyz9DgXkrN4Y0Az7K3Kt7l2kEcQBx89iOrfKyaL06CHrg5ZzE6o21l3LOUc1OtSrhhqshKfgtmzZ/Prr78SGRnJiRMnCA8Pl2RMCCFEtfK/A1fQaBW+HdsOM7WK1SfiK/X+J65lcCU1l0c61uWbJ9rxXK8Alh2+xlOLj3Azt9Bo9915LpmhX+4jKSuPJf/tyMQeARVqr0zJGICtK/i01U3sB8jLhMy4Mq+wrA1KTMi8vb1p0qRJ2f8ShBBCiCogJ1/DskNX6d/Ci+C6LvRs4s7a8HiKtJU3ZLjqRBw2Fmb0b+mFWq3i9f7NmDemDUcvpzNi4X4upWQb9H5arcKXOy7w3/8dxc/FlvUvdKN748qftwbohi3jjunKXdw4rzsmKyzvUmK/pb+/P2PHjqVHjx5YWlrqj0vZCyGEENXBimOxZOZpeLp7QwBGBvuyIzqZQ5dS6drI+Psg5hUWsSEygf4tve4YLhzVzo+6brY8s/Q4w7/az9dPtDNIPNn5Gqb9HsGWM0kMD/Jh9sjW2FiacL5WQCjsnQuX90Jehu6YJGR3KbGHzM/Pj5CQEAoLC8nJydF/CCGEqH5+O3qNw5dSTR1GpSnSKvyw/zLBdZ1pV083Cb1voCcOVuaVNmy5IzqZzDwNI4N973qtQ31X1k3qipeTNU/+eIRlh69W6F4xKdkM/2o/26OSeWdwcz59OMi0yRiAX0ewsNMNW6ZEg5kVuNQ3bUxVUIk9ZC+88EJlxCGEEMLI0nIKeGvNadrWdWbFs7VjUvWWM4nEpt3irYGB+mPWFmYMbOXN+pMJzBjeAlvL8k1yL63VJ+LwdLSiS8C9e7/8XW1Z9VwXJi8P5601p7mQlM3bgwIxL+Nk/21nk5j6WwSW5mp+Ht+JkAA3Q4RfceaWUL+bbmK/a8O/9rCUFZb/VuJTmJaWxnfffcfFixfJz8/XH//pp5+MGpgQQgjD2nw6EY1W4fjVdG7mFuJkW3O3oQHdysZFey5Rz82Wfs297nhtZLAvvx2LZeuZJIa3vbvnylBuZOez61wK47s3wKyYYrQO1hZ8/58OzNoUxQ/7LnP5Rg5fPNYWR+uS/460WoUFYRf4POwCrf2c+OaJdvg42xjybVRcQChc2ALZydDkQVNHUyWVmH6/8sorNGzYkLi4OF544QV8fX1p1apVZcQmhBDCgNZHJmBraYZWgT0XUkwdjtEdv5pORGwG/+16dzLUob4rvs42rA437rDl+sgENFqFUcF+JZ5rplbxzuDmzB7Ziv0XbzBy4QGuphY/RejmrUIm/HSMz8MuMLqdH78/E1L1kjHQTewHXU0yWWF5TyUmZBkZGYwZMwZzc3M6duzI7NmzOXToUGXEJoQQwkCSM/M4dDmV8d0a4GJrwc5zyaYOyei+23sJJxsLxrS/OxlSq1WMaOvLvgspJGfmGS2G1SfiaeXrVKaaZ492rMtP4zuSkpXP8K/233fO34WkLIZ/tZ/d51OYMawFn4xujbVFFR0KdG8KDt5//VkSsnspMSEzN9eNanp4eLBr1y7Onj3LzZs3S32DoqIihg8fzjPPPANAbGwsY8aMoV+/fkyZMoWCggIACgoKmDJlCv369WPMmDHExcWV5/0IIYS4hw0nr6MoMCzIh55N3Nl9LgVtJZZ9qGyXb+Sw9WwST3Sue985YiOCfdEqsC4iwSgxnE/K4lT8zXtO5i9Jl4A6rJ3UFRc7S5744TC/H71zd4E/T11n+Ff7ycrTsHxiZ8aG1K/a5alUqr97ySQhu6cSE7LnnnuOrKwsXn/9dX744Qfefvttpk+fXuob/PTTTwQE/F2Ibu7cuTz11FNs27YNR0dHVq5cCcCKFStwdHRk27ZtPPXUU8ydO7ccb0cIIcS9rD+ZQKC3I408HAht5kFqTgGn4kv/y3V18+O+y1io1fwnpP59zwlwt6eNv7PRhi1XnYjDXK1iSBufcl3foI4da57vSueGbry26iSzNkVRWKTl483RPLfsBE28HNjwYjc61Hc1cORG0uFpaPOobmK/uEuJCVloaCgODg40adKEpUuXsnr1avr06VOqxhMTE9m1axejR48GdBMsDx06xIMP6ib0jRgxgrCwMAB27NjBiBEjAHjwwQc5ePBgpe7zJYQQNVVsWi7h1zIY0kY3ZNSjsTsqFTV22DI9p4AVx2MZFuSDh6N1seeObOtL1PVMoq5nGjSGIq3C2vB4ejV1p469VbnbcbKxYPFTHRjbuR6L9lyiy5wdLNwVw6Md6/LrxM54ORX//qoUv3Yw4htZYXkfpVpl+fvvvxMfH49G8/eGpLNnzy6x8VmzZvHqq6/q65alp6fj6OioHwb18vIiKSkJgKSkJLy9df9ZmJub4+DgQHp6Oq6u1STzF0KIKmrDyesADGmt66lxsbMkyN+ZnedSmNK3iSlDM4qfD10lr1CrLwRbnCFtfJix4SxrwuMJ9HY0WAwHYm6QlJnPe0NKnsxfEnMzNTOGt6Sxpz2fbb/ArBGteKxTXQNEKaqSEhOy559/nnbt2hESEoKZWemz2p07d+Lq6krLli05fPhwhYK8H61WS1RUlFHaFqIqy8vLk2dflNqKI3E0rWNFdtJVonS/A9PSVcXPEekcDD+Ns3X16rEo7vkvKNLy495Y2vvaoE2PIyq95Pba+9qw8uhVhtZTii1NURaL9yZjb6nGV5VGVFSGQdrs4Aw/j/YDcuTffw1UYkJ269YtXn311TI3fOLECXbs2MGePXvIz88nOzubmTNnkpmZiUajwdzcnMTERDw9PQHw9PTk+vXreHl5odFoyMrKwsXFpdh7qNVqAgMDiz1HiJooKipKnn1RKheTs7mUdol3BzcnMLCB/vhDDjdZGrGPRJwJCax4L05lKu75//1oLOl5RUzp35rAxqXbhuhJjTPPLztBmoU7PZpUfL/H7HwNB3+5yohgP9q0bFHh9kTNUVwiXeIcsl69erF79+4y33TatGns2bOHHTt2MH/+fDp37sy8efPo1KkTW7ZsAWDNmjX07t0bgN69e7NmzRoAtmzZQufOnav2ihEhhKgG1kcmoFLBoNbedxxv4eNIHXsrdkbXnHpkiqLw3d5LBHo70rVR6avU927mgYO1OWsMNLl/8+lEbhUWlar2mBC33beHrG3btqhUKhRF4dtvv8XS0hJzc3MURUGlUnHixIly3fDVV1/l5ZdfZsGCBQQGBjJmzBgARo8ezauvvkq/fv1wcnLi008/Ld87EkIIAegSlPUnE+jUwBXPf01uV6tV9GrqzrazSRRpDTdUZ0q7zqdwITmb+Q+1KdMv9NYWZgxu7cPa8Hg+HK7BzqpiWymtOh5HfTdbgus6V6gdUbvc96kLDw832E06depEp06dAPD399eXuvgnKysrPv/8c4PdUwgharuz1zO5lJLD+G4N7vl6aFMPVh6PIyI2nXb1qv8Cqu/2XMLT0YrBrcteZmJksC/Lj1xj8+lERrUrf89WXHouBy+lMrVfExnlEWVS4pDl8ePHyc3NBWDdunXMnj2bhATjFNETQghhOOsjr2OuVjGgpfc9X+/WuA5malWNGLY8k3CTAzGpjOvaAEvzsm3KDdC+ngv+rjYVHra8XWR2hBH3xxQ1U4lP7fvvv4+NjQ3R0dEsXryYunXr8tprr1VGbEIIIcpJURTWRybQrXEdXO0s73mOk40F7eq51Ih6ZN/vvYydpRmPdixfOQiVSsWItn7sj7lB4s3ybaWkKAqrTsTRsYEr/q625WpD1F6l2jpJpVKxfft2Hn/8cR5//HF9XTEhhBBV04lrGcRn3NLXHruf0KYenEnIJMmI+zka2/Wbt1gfmcBDHfxxsrEodzsj2vqiKLA2ony9ZJFxN7mUksOocmyVJESJCZmdnR3ffvst69evp1evXmi12jsKxAohhKh61kcmYGmupl8Lz2LPC22mK/Ow+1z1Hbb83/4raBWF/3a991y50mpQx462dZ1ZcyK+XDvFrD4Rh5W5mgGt7j1ELERxSkzIPv30UywtLZk5cybu7u4kJiYyfvz4yohNCCFEORRpFTaeuk5oU3ccrYvvMWrq6YC3k3W1HbbMyivkl8PXGNDK2yDDhCPb+nIuKYuzZdxKqUCj5Y/IBB5s4VXi91yIeykxIXN3d2fcuHG0b98eAB8fH4YPH27suIQQQpTT4cuppGTlM7RNyUNnKpWKXk092HvhBoVF2kqIzrB+OxpLVr6GiaXYJqk0Brf2wcJMxZoTZRu23BGdTEZuISNluFKUU9mXogghhKjS1kcmYGtpRu9mHqU6P7SpO9n5Go5dKcU+Q1WIpkjL4v1X6FjflTb+zgZp08XOktCmHqyNSEBThgR19Yk43B2s6NaodLsDCPFvkpAJIUQNUqDR8ufpRPo198TGsnR7VHZtVAcLMxW7qtmw5abTicRn3OLp7hWbO/ZvI4N9uZGdz76LN0p1flpOATvPJTM8yAdzM/mxKsrnvk/Of/7zHwA++eSTSgtGCCFExey/eIOM3MISV1f+k52VOZ0auFWreWSKovD93ks0qGNH38DiFy6UVWgzD5xsLEpdk2zDyQQKixRGylZJogLum5ClpKToNwg/e/YsZ86cueNDCCFE1bM+MgFHa/Myb5Ldq6k755OyiUvPNVJkhnXkchon424yvlsD1Abe9snK3IzBrb3ZciaR7PySqwqsOhFPoLcjgd6OBo1D1C733Tpp8uTJLFy4kMTERGbPnn3HayqVip9++snowQkhhCi9vMIitp5NYlAr7zJXqw9t5sGHG6PYdS6FJzrXM1KEhvPd3ku42lkabQPvkcG+LDt8jT9PXWdMe//7nncxOZvI2AzeHhRolDhE7XHfhKx///7079+fr776ikmTJlVmTEIIIcphZ3Qy2fkahrQp+16ODevYUdfVll3nkqt8QhZ3s4DtUclM7tO41PPkyiq4rgv13GxZEx5fbEK2JjwOM7WKoUFl/54L8U8lbmk/adIkwsLCOHbsGAAdO3YkNDTU6IEJIYQom/UnE6hjb0nnhmXfKFylUhHa1J3fj8WRV1iEtYVxEh1DWHP2Jpbmap4MMV7iqNtKyZfPwi6QkHELH2ebu87RahXWnIinR+M6eDhYGy0WUTuU2Kc9b948fvrpJwICAggICOCnn35i/vz5lRGbEEKIUsrO1xAWlczAVt7lXunXq5kHtwqLOHI5zcDRGU5qdj7bY7IZFexLHXsro96rpK2UDl1KJeFmnkzmFwZRYg/Zrl27WLduHWq17h/4iBEjGD58OFOnTjV6cEIIIUpn+9kk8jVahpZjuPK2kIZuWJmr2XkuucyLAkpDU6TltZUnScrKw8HKAgdrc+ytzXGwtsDR2hx7K92fbx93/Os1eytzbC3NUKlULD10lYIihfHdDFMItjj13OxoV8+FNSfiea5nACrVnYsHVp2Ix8HKnH7NDbvKU9ROJSZkAJmZmTg7OwOQlZVlzHiEEEKUwx+RCfg4WRNc16XcbVhbmNElwI1d51J4b4gBg/vL8iPXWB0eT0tfR1Ky8snK05CVpynVSka1CuytzLlVWERHP1saedgbPsB7GBnsy1trTnM6PpNWfk7647kFGv48fZ2hbXyq9PCuqD5KTMieeeYZRowYQadOnVAUhaNHj/LKK69URmxCVEkZuQXM2BDFW4MCcbWzNHU4QpCRW8Ce8yn81wAlIHo19eC9P85w+UYODerYGShCSM8pYN6283QJcGPZ053u6G3SahWyC/5KzvI0ZOUV6pK1/L//fPv4rcIielfi/PnBrXz4vz/Osjo87o6EbMuZRHILimS4UhhMiQnZ4MGD6dixI6dOnQLglVdewd3d8F3ZQlQX26OSWXUijhY+jvy3m2ErhAtRHptPJ6LRKmUqBns/oU09eI8z7DqXTIM6hnu+5287T1aehveGtLhr6E+tVuFobVHqTbmjoqIMFldJnGwt6N3Mg/WRCbw5MBCLv+bnrT4Rj7+rDe3rlb9HUoh/KtXMTw8PD/r06UOfPn0kGRO1XmRsBgBh0UmmDUSIv6w/mUCDOna09K14YdK6brY0dLdj57kUA0SmE3U9k2WHr/JEp7o09XIwWLuVRbeVUgF7L+i+J4k389h38QYj2voZvCitqL1k0y0hyigyLgOAw5fSyMwrNG0wotZLzsrjYEwqQ1p739XzVF6hTT04dCmVWwVFFW5LURT+b/0ZnGwseLlfEwNEV/l6NfXAxdaC1Sd0qy3XhMejKDAq2NfEkYmaRBIyIcogr7CIqOuZdKjvgkarsOe84XoRhCiPTSevo1UoVzHY+wlt6kGBRsvBS6XbXLs4m04lcuhSGtMeaIqzbfWcc2lprmZwax+2nU0iM6+Q1SfiaF/PhXpuhptjJ0SxCVlRURH9+/evrFiEqPLOXs+ksEhhXNcGuNhaEBZVfTZjFjXT+pPXaeblQGNPww0Fdmjggq2lGTujK/YLx62CImZtiiLQ25FHO9Y1UHSmMTLYl3yNlo83R3MhOVsm8wuDKzYhMzMzo0GDBiQkJFRWPEJUabfnj7Wr50JoMw92RCejKdKaNihRa8Wl53L8arpBe8dAt7l210Z12HkuGUVRyt3ON7tjiM+4xftDmmNWzedaBfk706COHT8fuoaluZpBrbxNHZKoYUpcZZmZmcmgQYNo3bo1NjZ/bx3xzTffGDUwIaqiiNgMvByt8XS0pm+gJ6tPxHP8ajqdGrqZOjRRC208eR3AIKsr/y20qQfbziYRk5JNI4+y977Fpefyze4YBrf2rhH/Pm5vpTR/23n6BXriZFu6FaFClFaJCdlLL71UGXEIUS1ExmbQxl9Xi6h74zpYmKkIi06uET9wRPWz/mQCbfydqetma/C2ezXVrajfGZ1SroRs9qZoVCp4c2CgoUMzmVHt/Pjl8DXGGnEPTVF7lTipv2PHjvj6+qLRaOjYsSOtWrWiefPmlRGbEFVKek4BV1JzCfLX1R1ysLagc0M3tkdJ+QtR+S6lZHM6PpMhrY0zdObjbEMzLwd2niv7PMkDMTfYeOo6z/dqdM9NuasrX2cbDr3Zh87yC5gwghITst9//53Jkyfz7rvvApCUlMSkSZNKbDg/P5/Ro0czdOhQBg0axOeffw5AbGwsY8aMoV+/fkyZMoWCggIACgoKmDJlCv369WPMmDHExcVV5H0JYXC3y13c7iED6NPMg0spOVy+kWOiqERttT7yOioVDDbCcOVtvZp6cPRKGlllKO+iKdLywfqz+LnYMLGH8febFKKmKDEhW7ZsGcuXL8feXrdvWP369UlLSyuxYUtLS5YsWcIff/zB2rVr2bt3LxEREcydO5ennnqKbdu24ejoyMqVKwFYsWIFjo6ObNu2jaeeeoq5c+dW8K0JYViRsTdRqaC1n7P+WJ9A3abCYdJLJkopJ1/DzdyK1a9TFIU/IuPpWN8VLydrA0V2t9Cm7hQWKey/mFrqa5YfuUZ0YhZvDQyUPR6FKIMSEzJLS0ssLf+uHaPRlLwJLOgmQNrZ2emv0Wg0qFQqDh06xIMPPgjAiBEjCAsLA2DHjh2MGDECgAcffJCDBw9WaHWPEIYWEZtOYw977K3+nnrp72pLU08HGbYUpaIp0jL6m4O0nbGVh745yKI9McSkZJe5nejELGJScgy+uvLfguu54GBtzq5SDlum5xQwd6tuv8r+Lb2MGpsQNU2JCVmHDh345ptvyMvLY//+/bz00kv07t27VI0XFRUxbNgwunTpQpcuXfD398fR0RFzc90PNC8vL5KSdD/IkpKS8PbWzYUwNzfHwcGB9PT08r4vIQxKURQi427S5h+9Y7f1CfTg6JX0Cvd6iJpv2eFrRF3PZERbP7LyNczaFE2febsJnbuLmRvPcuhSaqnKqKyPTMBMrWKAkZMeCzM1PRq7l7r8xfxt58nOv/d+lUKI4pW4yvKVV15h5cqVNGnShN9++42ePXsyZsyYUjVuZmbGunXryMzMZNKkSVy6dKnCAf+TVqut1E1mRe11PauQtJwCvCzy7nrmGtnmUaRVWLYzgtCG9pUST17e3XGIqu1mXhGfbI6lrbcN41taoGpVh+RsZ47E5XAoNpfF+y/z3d7L2Fuq6eBnSyc/W9r72mJneefvzYqisPpYLEFe1iTHXsLYpYmbOmrYmJnPpgORNHS1uu95l9PyWXY4nkFNHdGmxxFlxN+n5fkXNVGJCZlarWb48OG0bt0alUpFgwYNyvybj6OjI506dSIiIoLMzEw0Gg3m5uYkJibi6ambg+Pp6cn169fx8vJCo9GQlZWFi4tLibEFBtacJdWi6roQmQDE8mCHZgT6Ot3xWtOmCrP23CAq05znK+l5jIqKkme/mnlrzSluaRQ+fqSDvqp+INCzg+717HwN+y6ksO1sMjvPJbPzUjbmahUdG7jSN9CTvoGe1HWzJfxaOonZl3llQAsCA41fLd7NL4/5+8O4UmDPoMBG9zxHURTeX3QIJxsLZjzUyehbJMnzL6qr4n6RKDEh27VrF++99x5169ZFURTi4uL4v//7P3r27FnsdWlpaZibm+Po6EheXh4HDhxgwoQJdOrUiS1btjBo0CDWrFmjH/7s3bs3a9asoW3btmzZsoXOnTtLl7eoMiJjM7C2UNPU6+56TGq1itCmHmw+k0hhkRYLM9kiVtzpdPxNfjlyjae61L/vFkf2Vub0b+lN/5beFGkVImLT2XY2mbCoJD7YcJYPNpylsYc9tpZmWJqpeaCFZ6XE7uFgTStfJ3adS2ZS6L0Tsk2nEjl8OY0Ph7estvtVCmFqJSZkc+bM4aeffqJePV0hvGvXrjFx4sQSE7Lk5GTeeOMNioqKUBSF/v37ExoaSqNGjXj55ZdZsGABgYGB+uHP0aNH8+qrr9KvXz+cnJz49NNPDfD2hDCMiNgMWvo43TfZ6hPoyYrjcRy9kkaXgDqVHJ0oi7ScAm7eKqRBncrZGFpRFP5v/RlcbC2Z0rdJqa4xU6toV8+VdvVceWNAM66m5rA9SpecHbmcxoBW3jhaV16l+NCm7ny58yI3cwvvqlB/q6CImRvP1oj9KoUwpRITMjs7O30yBuDv769fPVmcZs2asXbt2ruO+/v760td/JOVlZW+VpkQVUlhkZbT8Td5ovP9q3N3b1wHSzM1YVHJkpBVYYqi8PSSo0Rdz2L9i91o5GH8OX9/RCZw9Eo6c0a2wsmmfElUPTc7xndrwPhuDcjJ12BpXrm9sL2aefD5jovsuZBy18rOb3bHkHAzj08fDqr2+1UKYUr3/Ve9detWtm7dSsuWLZkwYQKrV69mzZo1PPvss7Rq1aoyYxTCpM4lZpGv0RLk73zfc+yszAkJcCMsKknKtVRhhy6lceJaBvmaIl745QR5hUVGvV9ugYbZm6Jp5evEmPb+BmnTzsq80ofF2/g542JrcVfV/pq2X6UQpnTff9U7d+5k586dFBQUUKdOHY4ePcqRI0dwdXUlPz+/MmMUwqQiYjMAik3IAPoGenAlNZeYFKnaX1Ut3HWROvZWfP1EO6ITs/i/9WeNe7+dMSRm5vH+0ObVuvfITK2iZxN3dp9LQav9+xeOWZuiatx+lUKYyn2HLGfPnl2ZcQhRZUXGZuBmZ4mfS/F78vUJ9OSddWfYHpVUKUNhomxOxmWw98IN3hjQjAdbePFszwC+2R1DSIAbQ41QYPVqag6L9lxiRFtf2tVzNXj7lS20mQdrIxI4FX+TNv7OHIi5waZTiUzt16RG7VcphKmUOIcsNjaWn3/+mfj4+Duq9H/zzTdGDUyIqiIiNoM2/s4lrvr1cbahubcjYVFJPNszoJKiq36u3MjhdMJNo+7BeC8Ld8bgaG3O4510E8+nPdCEo1fSeHP1KVr7OlHfwJP8P9wYhbmZijcGNDNou6bSo7E7KhXsPJdMCx9H2a9SCAMrMSGbNGkSo0ePJjQ0FLValvOL2iUrr5CLKdmlTh76Bnrw5c6LpOcU4GIny///LTtfw5M/HuFaWi6ejtZ0qF85PUcXk7PYcjaRF0Ib4fDX6kQLMzWfP9qWgZ/tZdIvJ1j9fBeszA2z9+Ke8ylsO5vEa/2b4ulovL0mK5OLnSVB/s7sPJeCq50l0YlZfP14sOxXKYSBlJhhWVlZ8eSTT9K5c2c6duyo/xCiNjgVdxNFgaC6zqU6v0+gJ1qFuyY/C513150mLj0XF1sLPtwYVWkLIL7edQkrczVPdal/x3FfZxvmjWnDmYRMZm00TOX3wiIt/7f+DPXcbBnfrYFB2qwqQpt6cDIug7lbzsl+lUIYWIkJ2ZNPPsmXX35JeHg4Z86c0X9UBdezZO9AYVwRcRkAtPFzKv7Ev7TydcLdwYqwKEnI/m1dRDyrT8TzYu/GvDkwkMjYDDacvG70+8al57IuIp5HO9bFzf7urX/6NvdkfLcGLDl4lc2nKx7PkgNXiEnJ4d3BzQ3W41ZVhDb1QFEgp6BI9qsUwsBKHLI8f/4869at49ChQ/p/fCqVip9++snowZUkK19LTEo2Ae4ygVoYR2RsBvXdbEtdfVytVtGnmQcbTl6nQKOt9HpRVVVsWi5vrzlNu3ouvNi7ESqVih/2XeajzdE80MLTqInLd3suoVLBhO73n+v0ev9mHLuSxqsrT9LCxwl/V9ty3etGdj6fbb9Ar6bu9G7mUd6Qq6wWPo4EuNvRN9DznrtWCCHKr8SfFps3b2b79u38/PPPLF26lKVLl1aJZAxABaw8HmfqMEQNFhGbUWK5i3/rE+hJdr6GI5fTjBNUNaMp0jLltwgAFjwchLmZGjO1ircGBRKXfoulB68a7d43svP59WgsI9r6FrsS0NJczZePBQPwwvJwCjTact3vk83nuFVYxDuDm9fI3iO1WsX2qT1rzEIFIaqSEhOyxo0bk5WVVRmxlJmtpZrVJ+Io0kohTmF4iTfzSMrMp00ZE7JujepgZa5me1SScQKrZr7YcZHjV9P5cETLO3qeujd2p2cTdz4Pu0BGboFR7v3jvssUFGl5phSrXv1dbfl4VGsiYzP4eHN0me8VGZvB78dj+W+3BjW6116lUtXIZFMIUysxIcvKymLAgAGMHz+eZ599Vv9RFThaqUnKzGfvhRRThyJqoNIWhP03G0szujWqw3ap2s/RK2l8seMCI4N9GRbke9frbw4MJDtfwxc7Lhr83pl5hSw9eJWBLb1LnSANaOXNkyH1+H7fZbafLX1CrdUqvL/+DG52VrzY+94bcAshRHFKnEP24osvVkYc5WJvqcbF1oIVx+Po1bTmzdcQphURm4GFmYpAb8cyX9sn0JOw6GTOJ2XX2rk2N28VMuXXCPxcbPlgWMt7ntPUy4GH2vvz08ErPBlSj3puhqsFtvTgVbLyNTzXq2w14d4cGMixK+m8sjKSTZO7l6ro6dqIeMKvZfDJ6Nb6shpCCFEWJfaQ/bPURVUre6FSqRgW5Mu2M0lGG/IQtVdkbAaB3o7lqrPUJ1D3C0JtHbZUFIW31pwiKTOPzx9ti73V/X/3m9qvCeZqNR9vPmew+98qKOLHfZfp2cSdlr6lWyF7m7WFGV89HkyhRsuLy8MpLCp+Pll2vobZf0bTxt+ZUcF+FQlbCFGLlZiQtW3bluDgYIKDg2nVqhWBgYEEBwdXRmylMrqdHwVFWv6ITDB1KKIGKdIqnIwr+4T+2zwdrWnl60RYLU3IVp2IZ8PJ67zcr0mJ30MPR2ue6dmQjaeuc/xqukHu//uxWFJzCni+jL1jtzWoY8eska04fjWdT7edL/bcL3ZcICUrn/8b2gJ1Nd6vUghhWiUmZOHh4Zw4cYITJ05w8uRJvvjiCx577LHKiK1UWvo6EejtKKsthUHFpGSTU1BEGz/ncrfRJ9CD8NgMbmTnGy6wauDKjRzeXXeaTg1cS72F1ITuDXF3sGLmxrMVnndXWKRl0Z5LtK/nQscG5d8JYFiQL4929Gfhrhh2n7/3PNVLKdn8uO8yY9r5lTt5F0IIKEVC9k8qlYq+ffuyb98+Y8VTLmPa+XEy7ibnEqvmalBR/egn9JeyQv+99A30RFFgZ3TtKRJboNEy+ddwLMzUfPpwEGal7DGyszJnWr8mnLiWwebTiRWKYV1EAvEZt3g+NKDCqwHfHdyCpp4OTP0tgqTMvLte/3BjFFbmZrzav2mF7iOEECUmZFu3btV/bN68mblz52JldXe1a1MaFuSDuVrFimOxpg5F1BARsRk4WJvToAKTzFv4OOLlaF2r5pF9uv08J+NuMmdkq1JNhv+nMe39aerpwJzN0eWuA6bVKny96yLNvBwINcBCHxtLM756vC25BUW89Gv4HSV2dkQnsSM6mZf6NMbDoWbsVymEMJ0SE7KdO3fqP/bt24ednR0LFy6sjNhKzc3eij6BHqyNiC9xAq4QpREZm0EbP+cKzQlSqVT0CfRg74Ub5BUWGTC6qulAzA2+2R3Dox39GdDKu8zXm6lVTB/YjKupufx8qHzFYreeTSQmJYfnQxsZrFZWIw8HZgxvyaFLaXwedgHQ9QTO2BBFQ3c7/vOv/TGFEKI8Six7MXv27MqIo8LGtPNny5kkdp1LoV9zT1OHU6OlZufzyKJDFCkKjdztaeSh+2js4UCAhx22liU+VlXarYIiohOzeK6U85+K0zfQk2WHr3HoUmqNLs2SnlPA1N8iaVDHjncGNy93Oz2buNO9cR0+33GBUcF+ONmWvoSEoigs3BVDfTdbBpUjISzO6HZ+HIxJ5fMdF+jUwJVT8Te5fCOH/43rINtjCSEM4r4/Ob/88sv7XqRSqZg0aZJRAiqvnk3dqWNvxYpjsZKQGZGiKLy28iRXU3Pp1dSdmJRsdkQno/nHUI6vsw0BHvY09vg7WWvkbo+LXen2gzS1Mwk3KdIqZa7Qfy8hAW7YWJgRFpVcYxMyRVF4Y/VJUnPy+f4/XSuUkKtUKqYPCGTQF3v5atdF3hwYWOpr9128wcm4m8we2arUc9fK4oNhLYiITWfyrxHcKtDQN9Cjxv6dCiEq333/57S1vXtz3dzcXFatWkVGRkaVS8gszNSMaOvD4v1XuJGdTx37qjXPraZYeugqYdHJvDekOeO6NgB0wzfX0nK4mJzNhaRsLqZkczE5myOXU8kr/HsI2c3OUp+gNfF0YEgbH1yrYJJ2e0J/G/+y1a+6F2sLM7o1rkNYVBIfDGtRI7ecWX4kli1nknh7UGCZa37dS3MfR0YF+/G//VcY27leqTf6/mrnRTwdrRgZfPeOAIZgZ2XOV48HM+zL/SgKvD2o/D2BQgjxb/dNyP773//q/5ydnc1PP/3E6tWrGThw4B2vVSVj2vvz3d7LrItIYHy3BqYOp8Y5l5jFzI1R9GrqzlP/mDdjaa6mkYcDjTwc6P+PguxarUJ8xi0uJmf//ZGSzfrIBDLzNHy58yIfj25tkMnXhhQRm4Gvs43BJmr3DfRg29kkoq5n0dyn7FX/q7KLyVl8sOEM3RvX4b9dDfdvbtoDTdhwMoGPt5zji0fblnj+8avpHLqUxtuDArEyL3sh39Jq5uXI4qc6kFNQRP06httVQAghih1byMjIYPHixaxfv54RI0awZs0anJwq/huwsTTxdKCNnxMrjsXy3671a2RvhKnkFRYxeXk4DtbmfDK6Tam+t2q1Cn9XW/xdbQlt9nfSpSgKZxIymfZ7JOMWH2Vs53q8OTAQG0vj/SAti8i4DIP0jt12+72HRSXVqIQsX1PEi8sjsLU0Z96YNgYtiurtZMOE7g35YsdFxndrUGKNr693XcTZ1oJHO9Y1WAz306VRHaPfQwhR+9x3NupHH33E6NGjsbOzY/369bz44otVOhm7bXQ7P6ITsziTkGnqUGqUOX9Gcy4pi0/GtMHdoWLDwSqVipa+Tqx7oStPd2vA0kNXGfT5XiL/Gio0pdTsfGLTbhm0yKeHgzVt/J3ZXsPqkX2y+RxR1zP5ZHRrPBwNX/bhmZ4B1LG3ZNbGqGKLxUYnZrI9KpmnutTHrpgtmoQQoiq7b0K2ePFikpOT+frrr+nevbt++6TbWylVVUPb+GJprpaaZAa0MzqZ/x24wriu9Q06vGhtYcbbg5vzy9OduFVYxKivD/B52AU0JixdEhmXAVChCv330i/Qg8jYDJLvUVy0Otp9PoXv913mPyH16BNonEU09lbmvNyvCUeupLH17P1ruX29KwZbS7M7htGFEKK6uW9CFh0dzcmTJ+/YOunEiRP6r6sqJ1sLHmjuybrIBPI1Nb/2k7GlZOXz6spImnk58Hr/Zka5R5dGddj8Ug8GtfZm/rbzPPTtQa6m5hjlXiWJiL2JWgWt/AzbG3w7adlRA3rJbmTnM+33SJp6OjC9DKsgy+Ph9v408rBnzp/R96wxeC01l/WRCTzeqS7OtlVvgYgQQpSW0QroXL9+nbFjxzJw4EAGDRrEkiVLAN28tHHjxvHAAw8wbtw4bt68CejmFX344Yf069ePIUOGcObMmXLfe0x7fzJyCwmLqv4//ExJq1V4ZUUkWXkaPn+0LdYWxpvj5WRrwWePtOXzR9tyMTmbAZ/t5dcj1yq8r2FZRcRm0MTTweC11Jp5OeDrbMP2av5MarUKU3+PJDOv0OjPBIC5mZo3Bzbj8o0cfjl87a7Xv9kTg7lazdPdGxo1DiGEMDajJWRmZma88cYbbNq0id9++41ffvmFixcvsmjRIkJCQti6dSshISEsWrQIgD179nDlyhW2bt3KjBkzeP/998t9726N6uDlaC3DlhX0vwNX2H0+hbcHBdLE06FS7jm0jQ+bp/QgyN+ZN1afYsJPxyttc25FUYiMzTDKJtG3q/bvu5hSrav2f707hj3nU3hvSHOaelXOMxHa1IOQhm4s2H6ezLxC/fHkzDxWHotjVDs/PI0wh00IISqT0RIyDw8PWrRoAYC9vT0NGzYkKSmJsLAwhg8fDsDw4cPZvn07gP64SqUiKCiIzMxMkpPL15tgplYxMtiX3edT7rkhsCjZ2YRM5vwZTd9AD57oXK9S7+3jbMPP4zvx9qBA9lxIof+CPYRVwn6QV1JzuXmr0CgJGeiGLfMKtRyIuWGU9o3tyOU05m09x5A2PjxWCasZb1OpVLw1KJD03EIW7ozRH/9+32U0Wi3P9pTeMSFE9Vcpe37ExcURFRVFmzZtSE1NxcNDNzHc3d2d1NRUAJKSkvDy8tJf4+XlRVJS+X8Ij27nh1aBNeHxFQu+Frr110bKzrYWfFzKEheGplareLp7Q9a/0A13B2vGLznG9NWnyMnXGO2ekfqCsM5Gab9zQ1fsLM2q5bBlanY+k5eHU8/NjlkjWlb6M9HS14mRbX35cf9l4jNukZFbwLJDVxnc2od6FdgAXgghqgqjrxHPyclh8uTJvPnmm9jb29/xmkqlqtB/7FqtlqioqPu+3tzDimUHYujhni81ycrgy0M3uJCczcx+XiRdi8H4fVPFm9PHjaURKn49co3dUQm82t2DZu6GH6LaefIG1uYqitLiiMowzvMS5GXFlpPxPNHUrELPZF5eXrHPviFpFYX3whJJzc7n00E+xF2+WCn3/bdhDc3YcFLhnd+P4ONoQU5BEf3rqirt+yCqjsp8/oWoLEZNyAoLC5k8eTJDhgzhgQceAMDNzY3k5GQ8PDxITk7G1dUVAE9PTxITE/XXJiYm4ulZ/HJ6tVpNYOD9V3k9mWXHG6tPkWfvTXBdFwO8o5pv29kkNp67xMQeDXm8j3FX0JVFm5Yw+lIq036P5JXN13khtBEv9m6EuZnhOnmv7thPa38XWrYw3pY4I3IdeGVFJEWOvmVayZmWU0DU9UzOJmQSdT2TpNQMPnq0E34updtWqCIW7rrIsfhbfDi8JYMrefj6nwKBp1MtWLgrBnsrc/o082Bg1yCTxSNMJyoqqtj/+4Woqor7RcJoQ5aKovDWW2/RsGFDxo0bpz/eu3dv1q5dC8DatWvp06fPHccVRSEiIgIHBwf90GZ5DWrtjbWFmhXH4irUTm2RlJnHaysjaeHjyCsPNDV1OHfp3NCNP6d0Z1gbHz4Lu8BnYRcM1naBRsvZhEyjzR+7LbSpOyoVbL/PnLgirULMX9tLfbw5mnGLj9Bp1naCZ2zj8e8PM3NTFPtjbnAi4RaPLDpEbFquUeM9eiWNeVvPM7i1N493qrx5Y/fzXK8A3Owsyc7X8HxoI1OHI4QQBmO0HrLjx4+zbt06mjRpwrBhwwCYOnUqEydOZMqUKaxcuRIfHx8WLFgAQM+ePdm9ezf9+vXDxsaGWbNmVTgGB2sLBrb0ZkNkAu8NaW70JfrVma6cQQR5hVo+f7QtluaVMr2wzBytLZj/cBAqlYqvd8UwoKW3QbYjik7MpKBIa/SEzM3eiuC6LoRFJzGhR0POJep6vc5ez+Ls9UzOJ2Zx669VmOZqFY087OkSUIfm3o4EejsS6O2Am70Vf+yL4J2wZB5ZdIjlEzpT183wPWVpOQW8+Es4/i42zB7ZqkoM+ztYWzBrZCsiYzNoV096vYUQNYdKqexCTwYUHh5O27bFbzx84OINHvv+MJ89EsSwIN9Kiqz6WbQnhlmbopk9slWl7AdYURm5BfSdvxtvJxvWPN+lwkOXPx28wrvrzrD/jd74OtsYKMp7W7jrIh9vPnfHMScbCwK9HWju7USgtwOB3o409rS/70bZUVFRFDn68MQPh7G1MGP5xM4Gndyu1Sr8d8lRDlxMZfXzXWjpW/W3TRO1hwxZiuqquGe3xm/81rmhG34uNqw4FmewhCw7X8P7f5zB19mGl/s1MUibpnQ6/iafbDlH/xZePNLB39ThlIqzrSUfDGvJ88tO8MO+yzzTM6BC7UXEZuDuYIWPk/HrWY1p58/VG7n4udgQ6O1Icx9HvJ2sy9wD1dLXiV+e7szj3x/i4W8PsXxiZxrUMUxS9u2eS+w6l8KM4S0lGRNCiEpQ4xMytVrFqGA/Pt9xgfiMWxXu/biWmsvTPx3lfFI2oPuh2K+5cfbyu58CjZbJy8PJKdDQtVEdugS40cLHCTN12YeUcgs0TF4ejpudFXNGVY1hqdIa2Mqb/i28mL/tPP2ae9LQ3b7ki+4jIjaDNn7OlfL+3R2s+Gh0a4O01dzHkV8mdObx7w/z8LcHWT6xMwEV+D6Abt7Y3K3nGNTamyeqwLwxIYSoDarmRCEDG93OD0WB1ccrNrn/QMwNhn61j6TMfBY/1YGWvo68vupkpW8YPXfrOTafSSQu/RZz/oxm6Jf7CZ6xjWeWHmPJgStcTM4q9ZZDH6w/y+XUHOY/3KZa7gX4wbAWWJmreWP1KbTa8o2+37xVyKWUHIL8q2dPUKC3I8sndEarKDyy6BAXk7PK3VZaTgGTl4fj52LDnCoyb0wIIWqDWpGQ+bva0rmhKytPxJV7b8SlB68w9ocj1LG3Yt2kroQ282DBw23JLdAwbUVkuZOBstoRncSiPZcY27keO1/pxZE3+/DZI0E82MKT0/GZvPfHGfrO30OnWWFM+TWc34/GEpd+75V4f566zq9HY3m2ZwBdAupUSvyG5uFozduDm3Pkchq/HLl7r8PSOBWn2081yL/6ThJv6uXA8gmdURR4ZNFhLiSVPSnTahWm/R5BanYBXz0WjIO1hREiFUIIcS81fsjytjHt/Jm2IpIjl9Po1NCt1NcVaLS8v/4Mvxy+Ru9mHnz2SJD+B1UjD3veGdyct9acZvGBK4zv1sBY4QNw/eYtpv4eSXNvR94apJsU6OFozbAgX/38uGupuRyIucH+mFT2XbzB2ogEAOq62tK1kRtdAuoQEuBGgUbLG6tP0cbPianVfB7cmHZ+/BGRwJw/o+ndzAOfMg5LR8SmA5SpLlhV1NjTgV8nduax7w7xyKJD/DKhc5n2m1y09xI7z6UwY1gLmTcmhBCVrFb0kAEMaOWFvZU5K8swbJmanc8TPxzml8PXeK5XAN892f6uXoPHOtalb6AnH/0ZTdT1TEOHracp0s0bK9Ro+fKxtvct4VHXzZZHOtbli0fbcvStvmyZ0oP3hjSniacDGyKv8+LycNp/uJ0HF+yhsEjLZ4+0xcKAxVVNQaVSMXtkK4q0Cm+tOVXmXtCI2JsEuNvhZFP9e4Qaedjz68TOmJupePS7Q5xNKN0zeexKGp9sOcegVt6VvnepEEKIWpSQ2VqaM6iVNxtPXS/VfohR1zMZ+uV+ImMz+OyRIF7v3+yek+ZVKhUfjWqFk60FL/0aTt5fNaQM7dPt5zl6JZ1ZI1uVevK6SqWiqZcD47o24Pv/tCf83X6sndSVVx9sSvt6Lswd04b6BlqVZ2r+rra81r8pO8+lsO6vXsHSUBRFN6HfyPXHKlNDd3t+mxiClbmax74/xJmEm8Wen55TwIvLw/F1tmF2NVvYIYQQNUWtScgARrf3I7egiE2nrhd73ubT1xn19QGKtAorng0psVyGm70Vc8e04XxSNnP+jDZkyADsOZ/Cwl0xPNLBv0KlO8zN1AT5OzMptBGLx3VkYCtvA0Zpek+G1Ce4rjP/t/4MN7LzS3VNws08bmTnG70gbGWrX8eOXyd2xtbCjMe+O8zp+HsnZVqtwrQVkfp5Y44yb0wIIUyiViVk7eu50KCOHSvuM2yp1Sos2H6eZ38+QVMvB/54oSut/ZxL1XbPJu78t2sD/nfgCjujkw0Wc3JmHi//FkETDwfeG9LCYO3WRGZqFR+Nak1OfhH/t/5sqa6JjM0AqHEJGUA9Nzt+eyYEeytzHvvukP69/tN3ey+xIzqZtwcHVvs5dEIIUZ3VqoRMpVIxup0fRy6ncTU1547Xcgs0TPrlBAu2X2BUsB/LJ3TGw7FsRUJf69+UZl4OvLoystQ9NMUp0iq89GsEuQVFfPlYW2wsZeunkjT2dODF3o1YH5nAtrP33i/ynyJiM7A0U9PMq+LbL1VF/q62/PZMZ5xsLXjih8OEX0vXv3b8ahofbznHwFZejJV5Y0IIYVK1KiEDGBnsi0oFq/7RSxaXnsuorw+y5Uwibw8KZO6Y1uXa99LawozPH21LVp6G11aeLHeJjdu+2HGBg5dS+WBYCxp7ln61XG33bK8Amnk58PbaU9y8VVjsuRGxGTT3cayye3cagp+LLb9ODMHF1pInfzjC8avpunljv+jmjc0Z1VrmjQkhhInV3J9C9+HtZEO3RnVYdSIerVbhyOU0hn25n7j0XBaP68jT3RtW6IdTE08H3hwYyI7oZJYeulrudg7E3OCzsAuMDPZlTPvqsZ1RVWFhpuaT0W1Iycpnzp9R9z1PU6TlVNzNGjlc+W++zjb89kxn3OwtefKHwzz90zFuyLwxIYSoMmpdQgYwpr0/8Rm3eGvtKR7//hBOthasm9SVnk3cDdL+kyH1CG3qzsyNUZwvR4HOG9n5vPRrBA3r2DFjWEuDxFTbtPJzYkKPhiw/EsuBizfuec6F5GxuFRbVioQMdL+M/DoxBE9Ha45fTeetQTJvTAghqopamZA90NwTB2tzlh+JpUtAHdY837VC+yD+m0ql4uPRbbC3Mmfy8nDyNaUvhaHVKrz8WwSZtwr58rFg7KxqTe1eg3u5bxPqu9nyxupT3Cq4+++gJk/ovx8vJ2t+fzaErx8P5skQmTcmhBBVRa1MyKwtzHh/SAtefbApPz7VwSgFQd0drPhkTGuiE7P4ZPO5Ul/39e4Y9l64wXtDWhDoXTMnmlcWawsz5oxqzbW0XOZtvfvvICI2AycbC+q52ZogOtOpY2/FgFbeMm9MCCGqkFqZkAGMaufHpNBG9yz2aii9m3nyZEg9vt93mb0XUko8/+iVNOZvO8+QNj482lHmjRlC54ZuPN6pLj/uv3zHCkNAXxBWEhMhhBCmVmsTssry5sBAGnnYM+33SNJyCu57XnpOAZOXh+PvYsOsES0lSTCgNwY0w9PRmtdXnaRAowUgJ1/D+aSsWjVcKYQQouqShMzIrC3M+OyRIDJyC3l91b1LYSjK39XSv3ws+K79MkXFOFhbMHNES84nZbNw10UATsffRKtAkL9MahdCCGF6kpBVghY+TrzWvynbzibx69HYu17/fu9ldkQn89agQFr6SoJgDL2beTI8yIevdl7kXGIWkXEZALQp5U4MQgghhDFJQlZJ/tu1Ad0b1+GD9WeJScnWHw+/ls5Hm6Pp38JLVr0Z2btDWuBgbcFrq05y/Go6/q42uNlbmTosIYQQQhKyyqJWq5g7pg3WFmqm/BpBgUbLzdxCXvglHC8naz4aLdXSjc3VzpL3h7YgMjaDLWeSpHdMCCFElSEJWSXydLRmzqjWnIq/ybxt53htVSRJmXl8+ViwUUpviLsNae1N30BPoHbVHxNCCFG1SdXRSvZgCy8e7ViXb3dfAuDtQYGSGFQilUrFzBEtAYUHW3iZOhwhhBACkITMJN4ZHEhkbAYN6tgxvlsDU4dT63g6WvP9fzqYOgwhhBBCTxIyE7C1NGf9i91Qq5B5Y0IIIYSQhMxUjLlDgBBCCCGqF5nUL4QQQghhYkZLyKZPn05ISAiDBw/WH8vIyGDcuHE88MADjBs3jps3bwK6SvUffvgh/fr1Y8iQIZw5c8ZYYQkhhBBCVDlGS8hGjhzJ999/f8exRYsWERISwtatWwkJCWHRokUA7NmzhytXrrB161ZmzJjB+++/b6ywhBBCCCGqHKMlZB06dMDJ6c5tgMLCwhg+fDgAw4cPZ/v27XccV6lUBAUFkZmZSXJysrFCE0IIIYSoUip1Un9qaioeHh4AuLu7k5qaCkBSUhJeXn/XhPLy8iIpKUl/7v1otVqioqKMF7AQVVReXp48+6LWkudf1EQmW2WpUqkqXPJBrVYTGBhooIiEqD6ioqLk2Re1ljz/oroq7heJSl1l6ebmph+KTE5OxtXVFQBPT08SExP15yUmJuLp6VmZoQkhhBBCmEyl9pD17t2btWvXMnHiRNauXUufPn30x3/++WcGDRpEZGQkDg4OJQ5Xgq6XTbqtRW0lz76ozeT5F9VRfn7+fV9TKYqiGOOmU6dO5ciRI6Snp+Pm5saLL75I3759mTJlCtevX8fHx4cFCxbg7OyMoih88MEH7N27FxsbG2bNmkWrVq2MEZYQQgghRJVjtIRMCCGEEEKUjlTqF0IIIYQwMUnIhBBCCCFMTBIyIYQQQggTk4RMlErbtm2LfX3s2LGcOnWqkqIRovLIsy9qM3n+K48kZEIIIYQQJlYtErKSMnRROQ4fPswzzzyj//qDDz5g9erVJoyo5pNnv2qQZ9805PmvGuT5rxzVIiETQgghhKjJTLaXZVnl5OTw/PPPk5mZiUaj4aWXXqJv377ExcUxYcIE2rVrR3h4OJ6enixcuBBra2tThyyEQcizL2ozef5FbVFtesisrKz46quvWLNmDUuWLOGjjz7idk3bq1ev8vjjj7Nx40YcHBzYsmWLiaOtmczMzNBqtfqvi9sCQhiOPPumJ8++6cjzb3ry/FeOatNDpigK8+fP5+jRo6jVapKSkrhx4wYAfn5+BAYGAtCiRQvi4+NNGWqN5evrS0xMDAUFBeTl5XHw4EHatWtn6rBqPHn2TU+efdOR59/05PmvHNUmIVu/fj1paWmsXr0aCwsLevfurc/SLS0t9eeZmZlJ9m5gGo0GS0tLvL296d+/P4MHD8bPz4/mzZubOrRaQZ5905Fn3/Tk+Tcdef4rV7VJyLKysnBzc8PCwoJDhw7Jb0KV6OLFi/j7+wPw2muv8dprr911ztKlSys7rFpDnn3TkWff9OT5Nx15/itXlZ9DdjtDHzJkCKdPn2bIkCGsW7eOhg0bmjq0WmH58uVMnTqVKVOmmDqUWkeefdOSZ9+05Pk3LXn+K59KuT07soqKjo7m7bffZuXKlaYORYhKJc++qM3k+Re1TZUesly+fDlLly7lzTffNHUoQlQqefZFbSbPv6iNqnwPmRBCCCFETVel5pBNnz6dkJAQBg8erD8WHR3Nww8/zJAhQ3j22WfJzs4GoKCggOnTpzNkyBCGDh3K4cOH9dd8+umn9OzZU7bdENWKIZ7/W7duMXHiRPr378+gQYOYO3euSd6LEGVhqP/7x48fz9ChQxk0aBDvvvsuRUVFlf5ehCg3pQo5cuSIcvr0aWXQoEH6YyNHjlQOHz6sKIqirFixQvn0008VRVGUn3/+WXnjjTcURVGUGzduKCNGjFCKiooURVGU8PBwJSkpSQkKCqrcNyBEBRji+c/NzVUOHjyoKIqi5OfnK48++qiya9euyn0jQpSRof7vz8rKUhRFUbRarfLCCy8oGzZsqMR3IUTFVKkesg4dOuDk5HTHsStXrtChQwcAunbtytatWwHdctxOnToB4ObmhoODA6dPnwYgKCgIDw+PSoxciIozxPNvY2ND586dAV2NpubNm5OUlFSJ70KIsjPU//329vaAboVmYWEhKpWqst6CEBVWpRKye2ncuDFhYWEAbN68mevXrwPQrFkzduzYgUajITY2ljNnzuhfE6KmqMjzn5mZyc6dOwkJCan0uIWoqPI+++PHj6dLly7Y2dnx4IMPmiR2IcqjyidkM2fO5JdffmHkyJHk5OToKzOPGjUKLy8vRo0axaxZs2jbti1mZmYmjlYIwyrv86/RaJg6dSpjx47VF3YUojop77P/ww8/sG/fPgoKCjh06JCpwheizKp02QuAgIAAfvzxRwAuX77Mrl27ADA3N79jSfQjjzxC/fr1TRChEMZT3uf/nXfeoX79+jz11FOVGK0QhlOR//utrKzo06cPYWFhdO3atbJCFqJCqnwPWWpqKgBarZavv/6aRx55BNCtJsvNzQVg//79mJmZ0ahRI5PFKYQxlOf5//TTT8nOzpYaTqJaK+uzn5OTQ3JyMqDrId61a5dU9RfVSpWqQzZ16lSOHDlCeno6bm5uvPjii+Tm5vLLL78A0K9fP6ZNm4ZKpSIuLo7x48ejVqvx9PRk5syZ+Pr6AvDxxx+zYcMGkpOT8fDwYMyYMbz44oumfGtClMgQz39iYiI9e/akYcOG+iGeJ554gjFjxpjyrQlRLEM8+zdu3OCZZ56hoKAARVHo1KkT06dPx9y8yg8ECQFUsYRMCCGEEKI2qvJDlkIIIYQQNZ0kZEIIIYQQJiYJmRBCCCGEiUlCJoQQQghhYpKQCSGEEEKYmCRkQogaqWnTprzyyiv6rzUaDZ07d+aZZ54pV3uZmZksW7ZM//Xhw4fL3ZYQQvybJGRCiBrJ1taWCxcukJeXB+iKiHp6epa7vczMTJYvX26o8IQQ4g6SkAkhaqyePXvqt9zZuHEjgwYN0r+WkZHB888/z5AhQ3jooYeIjo4G4IsvvmD69OmMHTuWPn368NNPPwEwb948rl27xrBhw/joo48AyM3NZfLkyfTv359p06YhZR2FEOUlCZkQosYaOHAgmzZtIj8/n3PnztGmTRv9a1988QXNmzdn/fr1vPzyy7z++uv61y5fvswPP/zAihUr+OqrrygsLGTatGnUrVuXdevW6c89e/Ysb775Jps2bSIuLo7jx49X+nsUQtQMkpAJIWqsZs2aERcXx4YNG+jZs+cdrx0/fpxhw4YBEBISQkZGBtnZ2YCuZ83S0hJXV1dcXV31+yr+W+vWrfHy8kKtVtOsWTPi4+ON+4aEEDWWJGRCiBqtd+/efPzxx3cMV5bk9j6gAGZmZmg0mlKdV1RUVP5AhRC1miRkQogabfTo0UyaNImmTZvecbx9+/b88ccfgG7FpIuLC/b29vdtx87OjpycHKPGKoSovcxNHYAQQhiTl5cXTz755F3HX3jhBd58802GDBmCjY0Nc+bMKbYdFxcXgoODGTx4MN27d6dXr15GilgIURupFFkWJIQQQghhUjJkKYQQQghhYpKQCSGEEEKYmCRkQgghhBAmJgmZEEIIIYSJSUImhBBCCGFikpAJIYQQQpiYJGRCCCGEECYmCZkQQgghhIn9P5eZFlHGQve2AAAAAElFTkSuQmCC", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -368,7 +359,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.6.15" }, "mimetype": "text/x-python", "name": "python",