diff --git a/PLASIM/hyperparameter_optimization.py b/PLASIM/hyperparameter_optimization.py index 390c7dd..7dd533a 100644 --- a/PLASIM/hyperparameter_optimization.py +++ b/PLASIM/hyperparameter_optimization.py @@ -8,17 +8,20 @@ First you need to move the code to a desired folder by running python hyperparameter_optimization.py -This will copy this code and its dependencies to your desired location and will create a config file from the default values in the functions specified in this module (Just like for Learn2_new.py). +This will copy this code and its dependencies to your desired location and will create a config file from the default +values in the functions specified in this module (Just like for Learn2_new.py). -`cd` into your folder and have a look at the config file, modify all the parameters you want BEFORE the first run, but AFTER the first successful run the config file becomes read-only. There is a reason for it, so don't try to modify it anyways! +`cd` into your folder and have a look at the config file, modify all the parameters you want BEFORE the first run, +but AFTER the first successful run the config file becomes read-only. There is a reason for it, so don't try to modify it anyways! When running the code you can specify some parameters to deviate from their default value, for example running inside python hyperparameter_optimization.py n_trials=10 + will run the code with all parameters at their default values but `n_trials` will select 10 trials for optuna to optimize the hyperparameters with (optuna will only be given 10 runs in this case) Other parameters include: study_name: (string) - The name of the study which tells optuna how to call the file storing the trials + The name of the study which tells optuna how to call the file storing the trials. We recommend only one study per folder, otherwise the way optuna labels the runs (IDs) is not consistent with `runs.json` count_pruned: (bool) Whether optuna counts the runs which were pruned, i.e. the runs that were stopped because they looked not promising @@ -68,43 +71,48 @@ def objective(self, trial): hyp = {} - lr = trial.suggest_float('lr', 1e-5, 1e-3, log=True) # learning rate - lr = literal_eval(f'{lr:.7f}') # limit the resolution of the learning rate - hyp['lr'] = lr - hyp['batch_size'] = trial.suggest_int('batch_size', 128, 2048, log=True) - """ + #lr = trial.suggest_float('lr', 1e-5, 1e-3, log=True) # learning rate + #lr = literal_eval(f'{lr:.7f}') # limit the resolution of the learning rate + #hyp['lr'] = lr + #hyp['batch_size'] = trial.suggest_int('batch_size', 128, 2048, log=True) # convolutional layers - n_conv_layers = trial.suggest_int('n_conv_layers', 1, 4) - hyp['conv_channels'] = [] - hyp['kernel_sizes'] = [] - hyp['strides'] = [] + #n_conv_layers = trial.suggest_int('n_conv_layers', 1, 4) + #hyp['conv_channels'] = [] + #hyp['kernel_sizes'] = [] + #hyp['strides'] = [] hyp['batch_normalizations'] = [] hyp['conv_dropouts'] = [] - hyp['max_pool_sizes'] = [] + #hyp['max_pool_sizes'] = [] hyp['conv_l2coef'] = [] - for i in range(n_conv_layers): - hyp['conv_channels'].append(trial.suggest_int(f'conv_channels_{i+1}', 8, 128)) - hyp['kernel_sizes'].append(trial.suggest_int(f'kernel_sizes_{i+1}', 2, 10)) - hyp['strides'].append(trial.suggest_int(f'strides_{i+1}', 1, hyp['kernel_sizes'][-1])) + conv_channels = ut.extract_nested(self.trainer.config_dict,'conv_channels') + for i in range(len(conv_channels)): + + #for i in range(n_conv_layers): + #hyp['conv_channels'].append(trial.suggest_int(f'conv_channels_{i+1}', 8, 128)) + #hyp['kernel_sizes'].append(trial.suggest_int(f'kernel_sizes_{i+1}', 2, 10)) + #hyp['strides'].append(trial.suggest_int(f'strides_{i+1}', 1, hyp['kernel_sizes'][-1])) hyp['batch_normalizations'].append(trial.suggest_categorical(f'batch_normalizations_{i+1}', [True, False])) hyp['conv_dropouts'].append(literal_eval(f"{trial.suggest_float(f'conv_dropouts_{i+1}', 0, 0.8, step=0.01):.2f}")) - hyp['max_pool_sizes'].append(trial.suggest_int(f'max_pool_sizes_{i+1}', 1, 4)) + #hyp['max_pool_sizes'].append(trial.suggest_int(f'max_pool_sizes_{i+1}', 1, 4)) hyp['conv_l2coef'].append(literal_eval(f"{trial.suggest_float(f'conv_l2coef_{i+1}', 1e-6, 1e6, log=True):.7f}")) # fully connected layers - n_dense_layers = trial.suggest_int('n_dense_layers', 1, 4) + #n_dense_layers = trial.suggest_int('n_dense_layers', 1, 4) hyp['dense_units'] = [] - hyp['dense_activations'] = ['relu']*(n_dense_layers - 1) + [None] + #hyp['dense_activations'] = ['relu']*(n_dense_layers - 1) + [None] hyp['dense_dropouts'] = [] hyp['dense_l2coef'] = [] - for i in range(n_dense_layers - 1): - hyp['dense_units'].append(trial.suggest_int(f'dense_units_{i+1}', 8, 128)) + + dense_units = ut.extract_nested(self.trainer.config_dict,'dense_units') + for i in range(len(dense_units)): + + #for i in range(n_dense_layers - 1): + #hyp['dense_units'].append(trial.suggest_int(f'dense_units_{i+1}', 8, 128)) hyp['dense_dropouts'].append(literal_eval(f"{trial.suggest_float(f'dense_dropouts_{i+1}', 0, 0.8, step=0.01):.2f}")) hyp['dense_l2coef'].append(literal_eval(f"{trial.suggest_float(f'dense_l2coef_{i+1}', 1e-6, 1e6, log=True):.7f}")) hyp['dense_units'].append(2) hyp['dense_dropouts'].append(False) - """ # remove arguments that remained empty lists (this facilitates commenting lines to remove kwargs to optimize) kw_to_remove = [] @@ -173,16 +181,16 @@ def main(): arg_dict = ln.parse_command_line() - trainer_kwargs = ln.get_default_params(ln.Trainer) + trainer_kwargs = ln.get_default_params(ln.Trainer) # extract default parameters for Trainer class trainer_kwargs.pop('config') trainer_kwargs.pop('root_folder') # this two parameters cannot be changed trainer_kwargs['upon_failed_run'] = 'continue' for k in arg_dict: if k in trainer_kwargs: - trainer_kwargs[k] = arg_dict.pop(k) + trainer_kwargs[k] = arg_dict.pop(k) # add kwargs parsed from the input to hyperparameter_optimization.py # create trainer - trainer = ln.Trainer(config='./config.json', **trainer_kwargs) + trainer = ln.Trainer(config='./config.json', **trainer_kwargs) #create Trainer class based on `config.json` and trainer_kwargs supplied above # deal with telegram kwargs for k in trainer.telegram_kwargs: diff --git a/VAE/test_committor_dario.ipynb b/VAE/test_committor_dario.ipynb index 9c007e8..7083cce 100644 --- a/VAE/test_committor_dario.ipynb +++ b/VAE/test_committor_dario.ipynb @@ -2,46 +2,24 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-01-25 08:30:10.337706: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n", - "In this environment you cannot import Basemap\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:From ./xforanalogs/NA24by48/Z8/yrs500/interT15fw20.1.20lrs4/Funs.py:46: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Use `tf.config.list_physical_devices('GPU')` instead.\n" + "==Checking GPU==\n", + "==Checking CUDA==\n", + "==Reading data==\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2023-01-25 08:30:14.495344: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-01-25 08:30:14.532673: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", - "2023-01-25 08:30:14.776780: E tensorflow/stream_executor/cuda/cuda_driver.cc:328] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", - "2023-01-25 08:30:14.776825: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (apollo2048g): /proc/driver/nvidia/version does not exist\n", - "2023-01-25 08:30:14.776841: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", - "2023-01-25 08:30:14.778348: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "==Checking GPU==\n", - "==Checking CUDA==\n", - "==Reading data==\n" + "2023-01-31 17:05:21.384701: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2023-01-31 17:05:21.385608: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n" ] } ], @@ -201,6 +179,7 @@ " config = ut.json2dict(f\"{folder}/config.json\")\n", " percent = ut.extract_nested(config, 'percent')\n", " area = ut.extract_nested(config, 'area')\n", + " nfolds = ut.extract_nested(config, 'nfolds')\n", " \n", " for k in range(len(runs_grouped_list)):\n", " if runs_grouped_list[k]['args'] == {}:\n", @@ -217,7 +196,7 @@ " data= pd.read_csv(f\"{folder}/{value['name']}/fold_{0}/history.csv\")\n", " #print(tau)\n", " df = []\n", - " for i in range(10):\n", + " for i in range(nfolds):\n", " df.append(pd.read_csv(f\"{folder}/{value['name']}/fold_{i}/history.csv\"))\n", " #print(f'{len(df) = }')\n", " dg.append(pd.concat(df, keys=range(10),names=['fold', None]))\n", @@ -423,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -443,409 +422,6 @@ "runs_grouped_list[k]['args'] = {}\n" ] }, - { - "data": { - "text/plain": [ - "[{'args': {},\n", - " 'runs': [{'name': '0',\n", - " 'args': {},\n", - " 'transfer_learning_from': None,\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-03 12:51:55',\n", - " 'score': 0.1213470034301281,\n", - " 'scores': {'fold_0': 0.14062954485416412,\n", - " 'fold_1': 0.11060571670532227,\n", - " 'fold_2': 0.13495248556137085,\n", - " 'fold_3': 0.1404670923948288,\n", - " 'fold_4': 0.10966644436120987,\n", - " 'fold_5': 0.1362023651599884,\n", - " 'fold_6': 0.10028944909572601,\n", - " 'fold_7': 0.1362161636352539,\n", - " 'fold_8': 0.11391176283359528,\n", - " 'fold_9': 0.09052900969982147,\n", - " 'mean': 0.1213470034301281,\n", - " 'std': 0.017505827265927247},\n", - " 'end_time': '2023-01-03 13:17:16',\n", - " 'run_time': '25 min 21.3 s',\n", - " 'run_time_min': 25.35},\n", - " {'name': 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14:58:45',\n", - " 'score': 0.16532817780971526,\n", - " 'scores': {'fold_0': 0.1743471473455429,\n", - " 'fold_1': 0.16074725985527039,\n", - " 'fold_2': 0.16290079057216644,\n", - " 'fold_3': 0.18525566160678864,\n", - " 'fold_4': 0.16492974758148193,\n", - " 'fold_5': 0.17781835794448853,\n", - " 'fold_6': 0.13959527015686035,\n", - " 'fold_7': 0.1675722450017929,\n", - " 'fold_8': 0.17560860514640808,\n", - " 'fold_9': 0.14450669288635254,\n", - " 'mean': 0.16532817780971526,\n", - " 'std': 0.013667211057837638},\n", - " 'end_time': '2023-01-03 15:02:38',\n", - " 'run_time': '3 min 52.9 s',\n", - " 'run_time_min': 3.88}],\n", - " 'tau': [0, -3, -6, -9, -12, -15]}]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -865,7 +441,7 @@ "\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog', marker='o', alpha=0.25)\n", "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/T15/NAE/France/yrs500/'], fig2=fig2, ax=ax, savename='./Images/analog', marker='>', linestyle='dashed', alpha=0.25)" + "test=Compare_CNNs(folder, ['../PLASIM/xmodels/T15/NAE/France/yrs500/'], fig2=fig2, ax=ax, savename='./Images/analog', marker='>', linestyle='dashed', alpha=0.25)" ] }, { @@ -877,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -913,20 +489,6 @@ "0.02+-0.01, 10, 10\n" ] }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -951,7 +513,7 @@ " ,'North Hemisphere (64)' : './xforanalogs/NH24by128/Z64/yrs500/interT15fw20.1.20lrs4/'\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog', marker='o', alpha=0.25)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog', marker='o', alpha=0.25)" ] }, { @@ -963,7 +525,71 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "France SWG\n", + "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.40+-0.03, 50.0, 10\n", + "0.29+-0.02, 50.0, 10\n", + "0.22+-0.02, 50.0, 10\n", + "0.19+-0.02, 10.0, 20\n", + "0.18+-0.02, 10.0, 10\n", + "0.18+-0.03, 10.0, 10\n", + "France SWG VAE\n", + "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.39+-0.02, 5.0, 10\n", + "0.28+-0.02, 5.0, 10\n", + "0.22+-0.02, 5.0, 10\n", + "0.19+-0.02, 5.0, 10\n", + "0.18+-0.02, 5.0, 10\n", + "0.18+-0.03, 1.0, 5\n", + "France SWG PCA16\n", + "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.38+-0.02, 5.0, 10\n", + "0.27+-0.01, 5.0, 10\n", + "0.21+-0.01, 5.0, 10\n", + "0.18+-0.03, 1.0, 50\n", + "0.18+-0.02, 1.0, 50\n", + "0.17+-0.02, 1.0, 50\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "runs = {#'France SWG' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", + " 'France SWG' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z0/globa_logit/'\n", + " #,'France SWG VAE' : './xforanalogs/ZGonlyNA24by48/Z16/yrs500/interT15fw20.1.20ZGskip2/'\n", + " ,'France SWG VAE' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z16/ZGskip2/'\n", + " #,'North Atlantic (64)' : './xforanalogs/ZGonlyNA24by48/Z64/yrs500/interT15fw20.1.20ZGlrs4/'\n", + " #,'France SWG PCA16' : './xforanalogs/ZGonlyNA24by48/Z16/yrs500/interT15PCA/'\n", + " ,'France SWG PCA16' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z16/pca/'\n", + "}\n", + " \n", + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGVAEvsPCA', marker='o', linestyle='solid', alpha=0.15, dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -1019,20 +645,6 @@ "0.10+-0.05, 1, 5\n" ] }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -1055,7 +667,7 @@ " ,'France SWG PCAwhite64' : './xforanalogs/NA24by48/Z64/yrs500/interT15PCA/'\n", "}\n", " \n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGVAEvsPCA', marker='o', linestyle='solid', alpha=0.15, dpi=200)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGVAEvsPCA', marker='o', linestyle='solid', alpha=0.15, dpi=200)" ] }, { @@ -1098,20 +710,6 @@ "0.10+-0.05, 1, 5\n" ] }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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", @@ -1131,7 +729,7 @@ " 'France SWG PCAwhite64' : './xforanalogs/NA24by48/Z64/yrs500/interT15PCA/'\n", "}\n", " \n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGVAEvsPCA', marker='o', linestyle='solid', alpha=0.15, dpi=200)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGVAEvsPCA', marker='o', linestyle='solid', alpha=0.15, dpi=200)" ] }, { @@ -1143,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1152,11 +750,11 @@ "text": [ "Raw Analog\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.40+-0.05, 50.0, 10\n", "0.29+-0.05, 50.0, 10\n", "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", + "0.19+-0.06, 10.0, 10\n", "0.18+-0.06, 10.0, 10\n", "0.18+-0.05, 10.0, 10\n", "North Atlantic (64)\n", @@ -1181,21 +779,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1228,7 +812,7 @@ " #,'Z64/fw20.1.20epoch10skip2' :'./xforanalogs/ZGonlyNA24by48/Z16/yrs500/interT15fw20.1.20ZG10epochsskip2/'\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" ] }, { @@ -1240,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1249,11 +833,11 @@ "text": [ "Raw Analog\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.40+-0.05, 50.0, 10\n", "0.29+-0.05, 50.0, 10\n", "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", + "0.19+-0.06, 10.0, 10\n", "0.18+-0.06, 10.0, 10\n", "0.18+-0.05, 10.0, 10\n", "Z16/yrs2000/skip2lr5e-5\n", @@ -1278,21 +862,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -1309,7 +879,7 @@ " ,'Raw Analog/yrs2000' :'./xforanalogs/NA24by48/global_logit/yrs2000/interT15/'\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" ] }, { @@ -1321,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1359,21 +929,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1410,7 +966,7 @@ " , 'NAE Gaussian (16) KL.99.01' :'xforanalogsL2loss/ZGonlyNA24by48/Z16/yrs500/interT15fw20.1.20kl.99.01lr1e-3skip2/'\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" ] }, { @@ -1422,120 +978,36 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Raw Analog France 5%\n", - "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", - "0.40+-0.05, 50.0, 10\n", - "0.29+-0.05, 50.0, 10\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", - "0.18+-0.06, 10.0, 10\n", - "0.18+-0.05, 10.0, 10\n", - "Raw Analog France daily 1%\n", - "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 1, 'neighbors': [1, 2, 3, 5, 10, 20, 50, 100], 'delay': array([ 0, 3, 6, 9, 12, 15])}}}\n", - "0.32+-0.05, 50.0, 5\n", - "0.23+-0.05, 50.0, 5\n", - "0.19+-0.05, 50.0, 5\n", - "0.16+-0.04, 50.0, 5\n", - "0.15+-0.04, 50.0, 5\n", - "0.15+-0.04, 10.0, 3\n" - ] - }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "runs = {'Raw Analog France 5%' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", - " #,'NAE ResNet (16) France' : './xforanalogs/ZGonlyNA24by48/Z16/yrs500/interT15fw20.1.20ZGskip2/'\n", - " #'Raw Analog Scandinavia 5%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/interT15/'\n", - " #, 'NAE ResNet (16) Scandinavia 5%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/Z16/yrs500/interT15fw20.1.20skip2/'\n", - " #, 'Raw Analog Scandinavia 1%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/Per1interT15/'\n", - " #, 'North Atlantic ResNet (16) 1%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/Z16/yrs500/Per1interT15fw20.1.20skip2/'\n", - " , 'Raw Analog France daily 1%' : ['./xforanalogs/NA24by48/global_logit/yrs500/interT15daily1percent/',2]\n", - " #, 'Raw Analog France daily 5%' : ['./xforanalogs/NA24by48/global_logit/yrs500/interT15daily/',2]\n", - " }\n", - "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" - ] - }, - { - "cell_type": "code", - "execution_count": 69, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Raw Analog France 5%\n", + "Raw Analog France\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", - "0.40+-0.05, 50.0, 10\n", - "0.29+-0.05, 50.0, 10\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", - "0.18+-0.06, 10.0, 10\n", - "0.18+-0.05, 10.0, 10\n", - "Raw Analog France daily 5%\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.40+-0.03, 50.0, 10\n", + "0.29+-0.02, 50.0, 10\n", + "0.22+-0.02, 50.0, 10\n", + "0.19+-0.02, 10.0, 20\n", + "0.18+-0.02, 10.0, 10\n", + "0.18+-0.03, 10.0, 10\n", + "Raw Analog France daily\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 100000, 'T': 15, 'chain_step': 1, 'neighbors': [1, 2, 3, 5, 10, 20, 50, 100], 'delay': array([ 0, 3, 6, 9, 12, 15])}}}\n", - "0.33+-0.05, 50.0, 5\n", - "0.24+-0.05, 50.0, 5\n", - "0.18+-0.05, 50.0, 5\n", - "0.17+-0.07, 10.0, 3\n", - "0.17+-0.06, 10.0, 3\n", - "0.17+-0.06, 10.0, 3\n" + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 1, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([ 0, 3, 6, 9, 12, 15]), 'num_steps': None}}}\n", + "0.33+-0.03, 50.0, 5\n", + "0.24+-0.02, 50.0, 5\n", + "0.18+-0.02, 50.0, 5\n", + "0.17+-0.02, 5.0, 3\n", + "0.17+-0.02, 10.0, 3\n", + "0.17+-0.02, 10.0, 3\n" ] }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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pARYuXMiQIUNYunQp48ePb/R5IiIiSEhIaPQ6eFXvQ05ODmPGjOGzzz7zup/L5cJi8c2vbUPW8YuPjycqKuqE+91www3V92NiYoiIiGjw+1JQUNAcvxMB1zbVFAjtQmvREt/LEoeTzftL+CW/mJ/3FfNLfjFbDpTgcHoAsJoV3RMiCbWW1unxqzInP5orhnXijK5xHJcYNFpLfC9bKJ+3T41tm0TLJr/DAnw71HMl0EMplaaUCgKmAp/U3EFrnaa17qK17gJ8CNyitZ7XkGMb455J6YRazbW2Wc2KaWd0rveYg8XlOOr54yoqrX8fPr0divYC2rj99HZjexMZMWIEeXnG3JUVK1YwcuRIMjMzGTlyJFu2GEObzjnnHNavXw9AZmZmda/UAw88wCuvvFLnnDabjeXLl/P444/z7rvvVm+vahwvvfRSMjIyuOqqq9Da+NL0kUceYejQofTt25cZM2ZUb69p4cKFZGZm0q9fP6677jrKy8sBmD9/PhkZGYwePZrbb7+d8847r0Gv/fXXX+eyyy7j/PPPZ+LEidhsNsaPH8+gQYPo168fH3/8MWAkbr169eKGG26gT58+TJw4Ebvd+KJj+/btnHXWWQwYMIBBgwaxY8cOAJ588kmGDh1K//79eeaZZ7xef9asWfTs2ZOxY8eyfPny6u2ffvopw4cPJzMzk7POOosDBw5Ux3vbbbfVOseOHTtqLcy+bds2Bg8e3KDX7wMB1zaJtkdrzd6CMr7ctJ9/fL2VG99aRdYT39DvoQVc9uL3PPjxJr7ctJ/wYAtXD+/M05cNYP7tWWx6eDL/uyOLv13cr87fs2CLiawe8SzecpArXv6B8U9/y3++3cFhW7mfXqVoBGmfhBA+47MeP621Syl1G0bFKTPwmtZ6k1Lqpsrnjx+bftJjTzemqmpnVVU9TQpCrWaGpcWd4HUYQ2e6tY843cu3XP+7D/ZvqP/53JXgPu6DhdMOH98Gq9/wfkyHfnD2Yw26vNvtZuHChfzmN78BICMjgyVLlmCxWPj666+5//77+eijjxgzZgxLly6lS5cuWCyW6iRl2bJlXH311XXOO2/ePCZPnkzXrl2Ji4tjzZo11cnJ2rVr2bRpE8nJyYwaNYrly5czevRobrvtNh588EEArrnmGj777DPOP//86nM6HA6mT5/OwoUL6dmzJ9OmTeOFF17gpptu4sYbb2TJkiWkpaVxxRVX1Pt6ly5dysCBAwG47LLLSElJ4fvvv2f9+vXExcXhcrmYO3cuUVFRHD58mDPOOIMLLrgAMBKq2bNn8/LLL3P55Zfz0UcfcfXVV3PVVVdx3333MWXKFBwOBx6PhwULFrBt2zZWrFiB1poJEyawZMkSxowZUx1Lfn4+f/7zn1m9ejXR0dGMGzeOzMxMAEaPHs0PP/yAUopXXnmFJ554gqefftrra+rWrRvR0dGsW7eOgQMHMmvWLKZPn96Qf/4mF4htk2jdHE43Ww/U7MUr4Zf9xZQ4jKWDlIK0+HD6p8YwdWgneidF0SspisSo4Hp77Kr+nnmr6ulwupm/IZ/ZK/bwt/9t5qkFW5jYpwNXDO3EyG7tpGJ1AJP2SQjhSz5dwF1rPR+Yf9w2r42W1nr6yY5tChdlpjChdyJLlnxLcUxPZs5Zz4vf7uCuCen1HlNW7uaIrZx2EcFNHU7rcHzSd7LtDWS32xk4cCA5OTkMHjyYCRMmAFBUVMS1117Ltm3bUErhdDoByMrK4tlnnyUtLY1zzz2Xr776irKyMnJyckhPr/vvO3v2bH73u98BMHXqVGbPnl2d+A0bNqx6nl1VDKNHj2bRokU88cQTlJWVUVBQQJ8+fWolflu2bCEtLY2ePXsCxhDV5557juzsbLp27UpaWhoAV1xxBS+99JLX152VlVVrqOfrr7/OhAkTiIszvqDQWnP//fezZMkSTCYTeXl51b1taWlp1Unj4MGDycnJoaSkhLy8PKZMmQJASIgxdHnBggUsWLCgOpErLCxk27ZttRK/H3/8kezsbNq3bw/Ar371K7Zu3QpAbm4uv/rVr8jPz6eioqL6tdXn+uuvZ9asWfz973/nvffeY8WKFSfc35cCsW0SrcPBEsex5C6/mJ/zi9l5yIancnBAeJCZjKQoLhqYQq+kKHolRZLeIZKwoFP/c3xRZorX5RtCrGYuHpTKxYNS2XaghNkr9jJnbS6fr8+nU1wYU4d15NLBqT6bxiBOj7RPQghf8WniF+h6J0UxdWgn3lmxh0GdYuus51fT/mIHkSFWgnxY7CVgnaxn7pm+lcM8jxPdEX79eaMvGxoayrp16ygqKuK8887jueee4/bbb+eBBx5g3LhxzJ07l5ycnOox60OHDmXVqlV07dqVCRMmcPjwYV5++WWvQwqPHDnCN998w8aNG3G73SilUErxxBNPABAcfCzJN5vNuFwuHA4Ht9xyC6tWraJjx4489NBDOBy1l/3wNvTzRNsbKjw8vPr+22+/zaFDh1i9ejVWq5UuXbpUx3F83Ha7/YQxzZw5kxtvvBGof45ffT0Ov/3tb7nrrru44IILWLx4MQ899NAJX8Mll1zCww8/zJlnnsngwYNp167dCfcXIpA53R52HiqtTu5+qfw5bDtWFCslJpReSVGc07cDvZKi6J0cRcfYsGbtceuRGMmD5/fm3snpfLlpP+/8uIcnvtjC3xds5axeiVwxvBNZ3eOlF1AIIdqANp34AVw+pCNr9xby/OIdZCRF0SHK+zegHg/sK7TTJT7c6/Nt2vgHjTl9zhqFc6yhxvYmEB0dzbPPPsuFF17IzTffTFFRESkpxrfcr7/+evV+QUFBdOzYkffff58HHniAQ4cOcffdd3P33XfXOeeHH37ItGnT+M9//lOd8IwdO5Zly5bVG0dVchUfH4/NZuPDDz/k0ksvrbVPRkYGOTk5bN++ne7du/PWW28xduxYMjIy2LlzZ/W13nvvvUa/H0VFRSQkJGC1Wlm0aBG7d9ddjqSmqKgoUlNTmTdvHhdddBHl5eW43W4mTZrEAw88wFVXXUVERAT79+8nLCyMhIRjX4AMHz6cO+64gyNHjhAVFcUHH3zAgAEDquOo+nd44416hvTWEBISwqRJk7j55pt59dVXG/36hWhuRWXOWsndz/nFbDtgo8JtFFwJspjomRjBmRkJlb14UfTqEEV0mNXPkR8TYjVz4cAULhyYwo5DNt5buZcPV+fyxab9pMSEMnVoRy4f2pHEev4GCiGEaPnafOJnNil+P6Ent7+7lqcXbOGxi/tjruebzxKHi8KyCmLCgpo5ygBXVb2zEVU9GyozM5MBAwbw7rvvcu+993Lttdfy97//nTPPPLPWfllZWSxcuJCwsDCysrLIzc0lKyurzvlmz57NfffdV2vbJZdcwjvvvMOvfvUrrzHExMRwww030K9fP7p06cLQoUPr7BMSEsKsWbO47LLLcLlcDB06lJtuuong4GCef/55Jk+eTHx8PMOGDWv0e3HVVVdx/vnnM2TIEAYOHEhGRsZJj3nrrbe48cYbefDBB7FarXzwwQdMnDiRX375hREjRgBUb6+Z+CUlJfHQQw8xYsQIkpKSGDRoEG63UezooYceqp6DeMYZZ7Br164GxT5nzhwmTpzYyFcvhO94PJo9BWXH9eKV1KoGHR8RRK+kKH49qkt1L17X+HAs5pYzGqRb+wjuP6cXv5/Yk69+PsDsFXt4+qut/GPhNsalJ3Dl8I6M7ZmA2aSYtzaPJ7/cQl6hnZQfvqmeRyiEEKLlUac7BC2QDBkyRK9aVXc9vuOVlrtYsuTbWks4LNl6iCcXbGHq0I5cNbz+Kp9mk6JnYkST/JEPhNK6TbacQyM1ZAmB1hKDzWYjIiICrTW33norPXr04M4772zWGE6kOWJ46qmnKCoq4tFHH/X6fM0CO1WUUqu11t7XW2khGto2QWC0Cy1drWSlRtGTmsoqXNXLJlQleJvziymtML7YMJsUXePDq5O7qvl4rXVeXM7hUt5btZcPVu3lsK2C5OgQ+qdGs2jLIcpdnur9Qq1m/nZxP0n+aHttk2iZGtIeitanvvapzff4VRnTsz2r9xzl/VV7Gdgxhj7J0V73c3s0+UUOOsaFNXOEoqV7+eWXeeONN6ioqCAzM7N6bl1bMWXKFHbs2ME333zj71BEKzZvbR4z52yoXuMur9DOfR+tZ9O+IqJDrdVFV3YdKaXqe8/IEAu9kqK4bEhHeiVF0jspmh6JEYQct1xCa9YlPpw/TM7gzrN6svCXA8xeuZcvNh2os5/d6ebJL7fIB0chWgBv7eHMOUaV9pb0O1yVvB5fwVicOkn8arhxTFd+yS/mqQVb+dfUTCJCvL89hWVOosOcRIUEzvwNEfjuvPPO6h6+tmju3Ln+DkG0AU9+uaXOwuYOl4eXlxpDkTvFhdErKZILB6bQKymSXklRpMaGNtlC5y1dkMXE2f2SOLtfEmn3fY63MUH7agx9FUIELm/tod3pZuacDSzffhiTUphMRhE3s1KYlHHfVHnfZFIoBaaTPG+u3Fa177Hnjh1X63lT1ePjz0udmL7fcYRXl+2qnlOdV2jnvjnGms2S/J06SfxqCAuycPfEdO79aD3PLd7OvZPS6/0wsK/QTkSCRSqhCSFEANh6oITP1+fXmo9XkwLWPzSRSPnCrsGSY0K9vp9JMa1zuKsQrUGFy8Oq3QV8u+VQve2h3elm+fbDeDR4tK5xq/F4NNrb9sr7gTBDzOH0cOd76/j7V1uJCw/y/hMWRFzEsdvIYIt8wYckfnX0TIzkqmGdePOH3QzuHMtZvRK97ud0afYXO0iOCW3mCJuP1lp+SUSzaU3zjUXz2HqghM/W5zN/Qz7bD9pQCoLMpupvhmtKjgmVpO8U3TMpvdYwsSodIkMod7kJtrSdobBCBLL8IjuLtxxi8ZaDLN9+BFu5C6tZEWwx1ZqjWyUlJpTl953p5Uwnp/VJEkPPsW3u4/etkVQaz9U4h+dYYumuPF5rzaUvfO915IEGMjvFUFBawYFiB7/kF3OktIIKL68XwGpWxIbVTg7bhQcRW3kbFx5MbLiVdpW3cWFBLapoV0NJ4ufFxYNSWbu3kP8s2UHvpKh6k7sjtgqiQ62EB7e+t9FqtVYXI5HkT/ia1hqbzYbT6fR3KCKAaa3ZesDG5xtqJ3vDusQx7cI+TO7Tge92HKmTrIRazdwzKd2PkbdMVcOojhWGCCGzUyyfrc/nmldX8NI1g6XKtRB+4HR7WJVzlMVbD/LtlkNs3l8CQHJ0CBcMTCa7Z3tGdo/n658PNHl7qKqGbNI8nw3rG3mQEhPKP6dm1tqmtaaswk1BaUWdnyOlFRytvC0oLWfTvmKO2MopdrjqvXZ0qLU6SYwNq0wQq3oRj78fHkRYkDngPzO3voylCZhNirsm9OS3s9fy5IItPHFJf6z1ZP15hXZ6JLS+5CguLo6CggJKSkp8ep2CggKCgvz7wUFiCIwYrFYrdrvMHRK1aa3ZcqCE+evz+XxDPjsOlWJSMCwtjmtH9GFS3w61Km3WTVakEMDpuCgzhYsyU2pVm53YZx93v/8TF7/wHa9PH0andlLsTAhf21/k4NutB1m0+RDLtx+mpNyFxaQY2iWO+8/JIDs9oc7n0dbQHnobeVBf8qqUIjzYQniwpcFFGJ1uD0fLaieJxxLEYz+5R8tYn1vI0bIKnG7vI5SCLabqXsT6ehZjw4JoF2H0MEaHWutdQq5KUxe2kcSvHvERwfz2zO787X+befvHPUwf2cXrfuVODwdLylvdordms5n27dv7/Dpbt26tU76/uUkMgRODEGAke5v3lzB/g5Hs7axM9oantWP6qDQm9+lA+8jgeo/3lqyIpnPBgGQ6RIVww5uruPiF5bxy7VAGdozxd1hCtCpOt4c1u4+yeOshFm0+WN2rlxQdwnkDkhjbM4FR3duddAh7S28PayavvqjqaTWbSIgMafBSPVprSspdFNgqKCirMG5LK++XVnDEVsHRMiNx3H2kjILSCmzl3nsVTQpiwoKIDTOGmMbVGnoaxM7DNt5fmVursM3pVmVtk4lfWJAZcwN66EZ2i2dSnw7MWZNLZqcYBqTGeN3vUEk50aHWNlX6WwghGqO+by+11vySbyR78zfks/Owkeyd0bUd141KY9JJkj3RvIalxTHnlpFMn7WCqS99zz+nZjKpTwd/hyVEi3ag2MG3Ww6xeOtBlm47TInD6NUb0iWW+87OIDu9PemJka1ulNnJVCWvgUApRVSIlagQK10Ib9AxDqebwjInR0rLOVpq3HrrWdxxyMbR3cZ9Tz1lD053SZ02mfgppQiymAiymOqdBFrl+tFpbMwr4u9fGUs8RIXW/WZFa8g9aqdb+/A298sohBAN5W1NqT98tJ7P1+9j+6FSdlUmeyO6teM3WUayFx8hyV6g6tY+grm3jOI3b6zipv+u5oFze3Pd6DR/hyVEi+Fye1i7t5BFmw+yeMshfs4vBiAxKphz+yWRnd6eUd3jpTBVCxdiNdMh2kyH6Ib1Kno8miK7k0GPftXkS+q0ycSvSud2YWw/aDthadqQynHEd3/wE/9atI37z+7lNbmzV7g5bKuQb6SFEKIe3taUKnd5+OqXg4zq3o7rJdlrceIjgnn3hjP43XtreeSzn9l7tIw/ndv7pPNWhGirDpZU9uptOcTSbYcodrgwmxSDO8dy7+R0xqUnkNGh7fXqiWNMJkVseFC9hW1OZ0WBNp34hVjNdIwLY8+RshPu1619BNeO6MKry3fxxab9nN03yet+B4odRIVapMS1EELUoLVm077iE66x9/b1ZzRvUKLJhAaZef6qwfzf57/w2vJd7Cu0849fZRIaJH8LhXC5PazbW2gst7D1IBvzjF69hMhgJvftQHZ6AqO6xxPtZUSZaNtOpbBNQ7XpxA+MUq0JUcEcLC4/4X4XDExmzZ6jvLJsF32So+nkpVqQ1pB31E7X9hG+ClcIIVoErTUb84qrl17YU1D/F2yteT3UtsJsUjx4fm86xoXyyGc/M/XlH3j12iHSeyvapEMl5Xy71VhXb+m2wxTZnUavXqdY7pmUTnZ6e3onRUmvnjghXxS28Wnip5SaDPwTMAOvaK0fO+75C4FHAQ/gAn6ntV5W+VwOUAK4AZfWeoiv4kyMCsHhdFNsr38tD5NS3HlWT3777lqeWrCFpy4dQJCl7hIPpeXG+iFx4bK2kRCBqqW0TS2N1poNeUV8viGf/23Yz56CMswmxchu7bgluxsuj+b/Pv9F1thrxX49Ko3kmFDueHctU55fzuu/HkY3+TL0lEj71PK4PZp1ewv5dstBFm05xIa8IgDaRwYzoXci49ITGN1DevXEqWvqwjY+S/yUUmbgOWACkAusVEp9orX+ucZuC4FPtNZaKdUfeB/IqPH8OK31YV/FWFNqbBg7XDbKnfUXe4kND+L2M3vw6Oc/88b3OdyQ1dXrfvlFdiJDLMbaf24nmOUXXYhA0dLapkCntWZ9bpFRjXNjPnsL7FhMipHd47l1XDcm9u5AbI0vwiKCLT4ryy0Cw6Q+HXh3xgiuf2MlFz//HS9PG8KwtDh/h9UiSPsUeOqrRHzYVs6SrcZcvSXbDlFY5sSkYFCnWO6e2JPs9AR6J0VhkvmuIoD4ssdvGLBda70TQCn1LnAhUN14aa1tNfYPB6/Fa5qF2aSqi714TlDoc1haHOf1S+KTn/YxqFMsgzvH1tnH4zEq7nRuFw5HcyCuK5hkroMQAaJFtU2BSGvNT1XJ3oZ8co8ayd6o7vH8dlwPJvZJJCbM+6iHQCrLLXxnYMcY5tw8iumvr+DqV37kqcsHcMGAZH+H1RJI+xRAvFUivvuDn3h6wRZyC+1obRQ4Gp+RSHZ6e7J6xNfb9gkRCJQ+UUnL0zmxUpcCk7XW11c+vgYYrrW+7bj9pgB/AxKAc7XW31du3wUcxWjQ/qO1fqme68wAZgAkJiYOfvfddxsUn81mIyKi7vATj9aUn2SJhwq35vGVFZRUaP40PJioYO/f5gRZTJjd5aAUmOvOc6gvhubk7xj8fX2JIfBjGDdu3OqmHK7UUtsmf9Nas7PIw8r9Llbud3PEoTEr6NPOzNAOZjITLEQEBdY324H6XrZEjX0vbRWaf611sOWoh0t7Wjk3zdpq5jU1ddsEzdM+NbZtaot+v7iMI466n5MtCi7obqV/vJlOUSZMLeD/tLSHbUt97ZMve/y8/RbU+e3RWs8F5iqlxmCMWT+r8qlRWut9SqkE4Cul1Gat9RIvx78EvAQwZMgQnZ2d3aDgFi9eTH37HixxcKDoxMVe7k8q5c731/H+3jD+fF5vr3/ILGZFT3Zj1i4IT4Do2t9ynyiG5uLvGPx9fYmhTcbQYtum5qa1Zu3eQuavz+d/G/eTV+jAalaM7h7POf2SmNi7A9FhgTuUPZDey5budN7LCWe6uffD9Xy4bh/WmCQevbAPFnPdOfICaIb2qbFtU1tU8MXnXre7Nfz9NxObOZrTI+2hAN8mfrlAxxqPU4F99e2stV6ilOqmlIrXWh/WWu+r3H5QKTUXY/hDnQ9XvpAQGUK500NhmbPefTq3C+c3o9J4cclOPl2f73UIi8utOVxWTmKEGUoPgjUUwmSegxB+1mLbpubg8VQmexvy+d+GfPYVGcleVo/23DmhJxN6JQZ0sicCT7DFzDOXDyQ1NpTnFu1gX6Gd564aRERwmy8s7o20TwHEF+uoCeFPvmx1VwI9lFJpQB4wFbiy5g5Kqe7AjsoJyoOAIOCIUiocMGmtSyrvTwQe8WGsdaTEhFLucmOvqH/Y5zn9kli95yizlu+iX0o0afHhdfYptruIDIKwIDMU7gFLMATV3U8I0WxadNvkC0ayd5TP1+/nfxvzyS9yEGQ2kdUjnt9PTOes3olSjU6cFpNJcc+kDFJjw/jTvI1c/uL3vDZ9KB2iQ/wdWqCR9imA3DMpnbs/+AmX51inq1QiFi2ZzxI/rbVLKXUb8CVGSeLXtNablFI3VT7/InAJME0p5QTswK8qG7JEjCEMVTG+o7X+wlexemMyKTrFhbP9oA23x/s8SKUUd4zvyW9nr+HJBVt45vIBXhdvP1hSTqfYMEwmDQW7oH26VPoUwk9aetvUVDwezZo9R/l8Qz5fbNxfneyN6RnPPZOMZC8qRNop0bSuGNaJ5JhQbvnvaqY8v5xZvx5KRocof4cVMKR9CiwXZabw+P9+4XBpBS63lkrEosXz6TgLrfV8YP5x216scf9x4HEvx+0EBvgytoYIspjo1C6MnMOl1FcDJzrUyu/O6smfP9nEa8tzuHlstzr7ON0ejpSV0z4iGDxOKNgJ7Xr4OHohRH1aetvUWB6PZvWeo3y+3kj29hdXJXvtuXdyOuN7SbInfG9sz/Z8cNNIrnt9JZe+8D0vXD2IrB7t/R1WwGir7VMg+nlfMfnF5Tx6YR+uGdHF3+EIcdpkgP1JRARbSIoOYV+ho959BnWK5aKBKcxbl8egTjEMT2tXZ5+iMieRwVZCrCZwlkHRHl+GLYQQgJHsrdp91JiztzGfA8XlBFlMjO3Znvv6ZTC+VwKRkuyJZtY7OYq5t47k17NW8utZK/nrlH5cPrTjyQ8UohnNWZOL1aw4r78sRSJaB0n8GqBdRDB2p5ujpfUXe5k2ojPr8wr558Jt/GtqBO0iai/foDGqhXaMDUMpwH4UPC7fBi6EaJPcHs2qnILKZG8/B0uMZC+7Z3vO7Z/EmRmS7An/S4oO5YObRnDL22u496P17D1axl0Teraa5R5Ey+Zye5i3bh/j0hOIDZe1+UTrIIlfA6XEhOJwerBXuL0+bzWbuHtiOr97bx3PfL2VZ/tsJ2n1E1ht+3CFxnO49zRsHcdxtKyCuKoGxO0ERxGERDfjKxFCtEZuj2ZljWTvUEk5wRYT2entOadfEuN7JUoVRRFwIkOsvDZ9KH+cu4F/fbOd3KN2Hr+kP0EWWe5B+Ney7Yc5bCvn4kGp/g5FiCYjnwIaSClF53ZhbD9ow+X2PuGvY2wYM7K6sufb10k68ipB2lgL0Go/ROK6fwNQ0HEc4cEWgqv+qB3dDfE9wSqVzYQQp8bt0azYZSR7X2w6luyNS0/gnMqePUn2RKCzmk08fkl/OsWF8dSCreQX2fnP1UNk2RDhV3PW5BETZmVchsw/Fa2HfCI4BVazic7twth5qP5iLxN7J5K04kOC3LUXgDe5y4n/+U1sHcdxsKScjrGVa8Bot1HspX06mOpWBBVCiJqqkr3PN+zji40HOGwrJ8Ramez1M5K9cEn2RAujlOK2M3uQGhvGPR/+xCUvfses6UPpGBfm79BEG1TicLLg5/1cOjjVa7V2IVoq+XRwisKCLKTEhJJ7tO6CnmD88Yp3H/L6nMV+GACH0117cXh3ORzNgbiuIHMbhBDHcXs0P+46YvTs1Uj2zswwkr1x6ZLstUnr34eFj0BRLkSnwvgHof/l/o7qtFyUmUJiVAg3vrWKKc9/x2vTh9A/NcbfYYk25n8b9+NwemSYp2h15JNCI8SGB2F3ujliq/D6vDMimSBbXp3trtD46vtHSsvR1Og2LC+G4jzjj7cQos2ZtzaPJ7/cQl6hnZQfvuH3E3rQITqUzzfk8+Wm/Ry2VRBqNR9L9jLaExYkTXibtf59+PR2cFZ+CVm013gMLT75G9GtHXNuGcn0WSv51X9+4F9XZHJW70R/hyXakDlrckmLDyezY4y/QxGiScmnhkZKig7B4XRTWl632Mv+IfeSuvQ+TO5jvYIaKO50ZvVjj6buXMHSQ2ANg7A4X4UthAhA89bmMXPOBuxOoz3JK7Rz1wfrAYxkr1cC5/ZLIjtdkj1RaeEjx5K+Kk67sb2FJ34A3RMimXPLSK5/YxUz3lrFQxf0YZqsoyaaQe7RMn7YWSAVZkWrJJ8gGkkpRae4MLYfsuF01U7girpPAaDDyiewlO7joI4lLshDzM7PKUnNxhlprFXk0ZoSh4vIkBr/DIV7wBIMQeHN9lqEEP715JdbqpO+muLCrCy/bzyhQTLHRABuF+z9ATbPN3r4vCnKbd6YfCghMoR3Z5zB7bPX8eDHm9hbUMbMs3thMsmHceE7H6/bB8CUzBQ/RyJE05PE7zRYzCa6tAtn+0FbnWIvRd2nUNR9CkdyNnLzF4WMCjrMi64HSfnuQfaOeQp3qLHI+6GSckKDzFiq/5BpKNhlVPq0yLoxQrQF+wq9zxk+WuaUpK+tK7fBjm9gy3zY+iXYC8AcDJYQcDnq7t/KpguEBVn4zzWDefSzn3l56S5yj9p55lcDCbHK74Voelpr5qzJZViXOCksJFolWSjnNIVYzXSMrb9xSIk089vBIXx9JJ5XE/6I2Wkj5fuHMDnLAHBrzWFb7QqgeJxwdBd4PL4MXQgRIJJjQk9pu2jlSg7A6tfh7cvhia7w/jWw5X/QYyJc/ibcuxMu+BdYvfz/GPKbZg/X18wmxZ/P782fzu3FF5v2c+XLP3Dk+L+bQjSB9blF7DhUysWDpLdPtE6S+DWB6DAr7SOD633+rC5WxnWy8Pj2FH5Iv5egkj0krfg/lMcFQInDha3CVfsgZxkU7fFl2EKIAHHPpHRCj+vBCLWauWdSup8iEs1Kazi0BZb+HV45C55Oh0/vgEObYehv4NrP4J4dcPF/oPeFEBxhzOM7/1mI7ggoiEyC4GhY+TIU7/P3K2pySimuz+rK81cOYtO+Yi5+4Tt2HS71d1iilZmzJpcgi4mz+yX5OxQhfEKGejaRDpXFXkocrjrPKaW4Y0goPx+2cdfmDN7r/1s6//QP+npeojT5D6BMxpDPWAvmmqm4/ShYQiFSqpkJ0ZpdVDmXpLqqZ0wo90xKr94uWiGPG/b+aAzh3DwfCnYY25MzYdwfIeMcSOh94iV++l9eu5BL/nqYdbbRU3jd/yA40revwQ/O7pdEQlQIN7y5ioufX87L04YwpIsURBOnr8Ll4dP1+UzonUh0qNXf4QjhE9Lj14Q6xoURbPX+loYHKe4bEcrBMs0j+0dxuNc0ko8sp93PbwJGhc8jpV6GrpTsA0eRL8MWQgSAizJTWH7fmbw+OZzl950pSV9rVFEGv3wG826Bp3oYSdoPL0JsFzj3abjrF5ixGMbeA4l9Tn1d16T+cPkbcPBneP9acDtPfkwLNLhzLHNvGUlMWBBXvvIjn61vfT2covl9u/UQBaUVXCLDPEUrJj1+TchsMip97jhk8zo9r297C1f3CebNjeV82OEizknIo9O2D3GFtqOo6/kU2Z1EBlvqFnM4utso9mINaZ4XIoQQomnYDsHW/xm9ejsXGQVZQqKN+Xrp50D3syAkqumu1/0sOO8ZY02/z+8yhoO2wpL0nduFM+fmkdzw5ipue2ctuUft3Dimq5TfF402Z00u7cKDyOrR3t+hCOEzPu3xU0pNVkptUUptV0rd5+X5C5VS65VS65RSq5RSoxt6bKAKsZpPWAnqyt5B9Ik38+xqB0sTp2PrcAbt179E+L7vADhoK69TIRTthoKdxtAgIcRpa4ttk2hGh7fBsn/AqxONnr1PfgsHNsKga2Hax8Z8vUtegb4XN23SV2XwtTDmHljzJix9uunPHyBiw4P47/XDObd/Eo/9bzN/mrcRl7vlF0WT9qn5FZU5WfjLQS4YmIzVLIPhROvlsx4/pZQZeA6YAOQCK5VSn2itf66x20LgE621Vkr1B94HMhp4bMCKCrGSGB3MgaK6QzfNJsXMEaHc+IWNVzabGDLh93T64QE6rHqSvFF/wdGuD/lFDjpEhWCq2fa4y+FoDsR1bZXf3grRXNpy2yR8xOOG3FWw5XOjZ+/INmN7h/6QfZ/Rs9ehX/O23eP+aKwL+82jRgGYAb9qvms3oxCrmX9NzSQ1NpT/fLuT/CIH/7oik/DgljmgSdon//hswz4q3B4uzmxdy6EIcTxffq0xDNiutd6pta4A3gUurLmD1tqmdXX/VjigG3psoEuIDCE61Ir28oc+MdzEHUNC2VWieHOLYt8ZD+IKSyD5h0exluyltMJFXmEZTs9xXX/lxVCc10yvQIhWq023TaKJOO3GEgsf32ZU4XxtInz/HESnwNlPwu82wk1LjcQvqX/zf2GnFFzwb+iSBR/fCruWNO/1m5HJpJh5di/+clFfFm85yK9e+p6DxV7WOGwZpH3yg7lr8uiREEHfFB/0wAsRQHz5lVgKsLfG41xg+PE7KaWmAH8DEoBzT+XYyuNnADMAEhMTWbx4cYOCs9lsDd73dJQ7neCq4Fi7bOgcBMPaa97ZVE6SBfp3u5vhPz9E4tI/8WOfhykPiuWXvUexmk3HzVnYD+YtYGqaxWub630I1OtLDG0yBmmb2oimfi+tFcW0O7KSdkd+JK5gHWZPOS5zGEfaDeZIp2kUxA3CZY0AO7BuB7Cjya7dWJaUm8g8mEPwf6eyZtBjlIV3atR5WsL/y1TgjkHBPL+umLP//g13DQ4hJbLFDdvzefvU2LaptTpY5mHVbjuX9bTy7bff+jscn2kJv8PC93yZ+Hn7evP42WtorecCc5VSY4BHgbMaemzl8S8BLwEMGTJEZ2dnNyi4xYsX09B9T0eFy8PO3HzMhbs4/iVc5Soi127ijW3wn8ndORD7MKnLZjJix1PkZj2OxxqOAjrEhBARVPOfSkG77sZaTqepud6HQL2+xNAmY5C2qY1okvfyyI5jSy7s/QG0B6JSYPA0yDgHS+fRJFqCCOhFd4b2h1fOYtjWJ+D6ryGywymfoqX8v8wGxo8s4rrXV/LYKicvXjOYUd3j/R3WqfB5+9TYtqm1euarrSi1jbsuySIpOrTuDuvfh4WPQFEuRKfC+AdrL6PSQrSU32HhW778KiwX6FjjcSpQb81lrfUSoJtSKv5Ujw1kQRYTqUmJOKM7c3ybHGKBmSPCKLBr/rnSjiO6G/nDZhJUspekFX8FjxMN7C90cLSsZllubcz3c1U04ysRotWQtknUz+OBvSvh64fgueHwr0Gw4E9QXmIUTJnxLdy5Cc59CrqdCZYgf0d8cjGd4Mr3oawA3rkcym3+jsin+qZEM/fWUSTFhHDtayv4cHWuv0M6FdI+NSOtNXPX5jGyW7v6k75PboeivYA2bj+53dguRAvkyx6/lUAPpVQakAdMBa6suYNSqjuwo3KC8iAgCDgCFJ7s2JYkIthCQvsEDng0QSV7qPkFXEY7M9P7BfPq+nKG7HIyuesgDmTeToc1z5C45p8cGHwXWpk4bCvH5fbQPjLYONDjhKO7oF0PaleBEUKchLRNojanA3Z9C5s/h61fgO0AKDN0GQWDfw3pZ0NsZ39HeXqSB8Jlr8PsqfDhr2HqbDC3zAIoDZESE8qHN4/k5v+u5u4PfiL3aBl3jO/REpZ7kPapuZSXsHHzZlIKV3J7ehQsXwEl+8G237gtyYeCuqO1cNlhzgz49gmISISIhONuEyGivXEbFt+qf89Ey+Oz/41aa5dS6jbgS8AMvKa13qSUuqny+ReBS4BpSiknxqyIX1VOWPZ6rK9ibQ7xEcHYK+IpRhNUUvnNUaXLMoJYvd/FP1c6eH19OQWOodwd+ituzX0PV2g7jvT5NQCFdidOtz5W8dNZBkV7jMV/hRANIm2TAIzer61fGpU4t38DzlIIijDWwcs4F3pMgNBYf0fZtHpONBaK/+x3MP9uY72/wE+EGi0qxMqs6cOYOWcD//h6G7lH7fx1Sj+CLIH7Zam0T5VOZ3hlua1uAleyv8ZPvvHlToWNfsDsIGBt5bHWMGModGQSJGcaS2l5pSGxD9gOQv5Pxm1FiZf9FITHe08QwxNqbwuNbdW/jyIw+PRrCK31fGD+cdterHH/ceDxhh7b0qXGhrLD1Y4KDVbbnurtZpNiZKqFdQfdHHEYCeGT9guItR7hym0f4QqJp6jb+QDVFT87xIRiNSmwHwVLKEQG9AwTIQKKtE2tXOWHxrFFubC2xofGgl3H5uvt+d5YIzUyyVjqIP1cSMsCS7C/o/etIb+Gwt2w7BmjF3P0nf6OyKeCLCaeuqw/neLCeObrreQX2Xn+qsFEh1r9HVq92nz7tP59+PR2o3IuGMMrP70dXOXQeWTt5K1OUrffewJmCT2W0CX1h8gknGEJPPDNETp26sqt5482ng+OrJ187V1ROczzONEd4fI3am+rKIPSg0YSaDtQ+XOwxu1BOLzdeOyuu9wXJquXBPH43sTK26DwU3s/vbWHok2S/udmpJSic7swtrs9OPEARdXPfbj5+Pl6ij85p5NsLmTshpdwh8RhSxkFgMPlIbegjKToUEKsJijZB9YQCIluvhcjhBCBqMaHRgXGh7Z5N8NXfzbaSoCE3kbCk3EOJGW2veHyZz4IhXuNeYzRHaHfpf6OyKeUUtxxVg9SY0P5w0fruezF75j162GkxHiZ0yX8b+Ejx5K+Kk47fHJb3X0tIUbCFtHB6IHrflZlgtfhWKIXkWh8PjquN+2rDfm861jDm6OHQfv23mMZ/2DtJBTAGmpsP15QGAR1OfkoLK3BUVQ3QayZNBbnwr41UHrIKChV51oRNXoO29cYYnpcgrjrW/j8rtrt4ae3G+eQ5K9NksSvmVnNJjq3C2OnR6NNx4oCHCqrWxjQg4mbHLexNvlxElc/hSs4Gkd8XwBcHk3u0bJjFT+P7ob4nkYCKIQQbZW3D40eF5QdgUl/NRZTj0vzT2yBwmSCi543ekfm3Wx8OO4yyt9R+dwlg1NJig7hxv+u5qLnljNr+lD6psgXpgGn6ATFeC568VhCF5kIITGNHh45Z00eCZHBJ676WpUcNWVVT6UgNMb4ad/zxPt63EbbVbPXsFZP4gE4tMVYp9NR2LDrO+3w+e+NpDI0DsLiatzGGu9pW/syrA2RxM8PwoIsJMeEstdkxhmejLV0H+3DFAe9JH+RocHsO+MBOi65l+QfHyU360kqoox1mKoqfraLCCY2DGMsenxPmUgshGh7nA745RPvw7IA3BUw4tbmjSmQWYJh6n/h1Ynw7hXwm6+gfbq/o/K5kd3j+ejmkfx61kou/8/3PHflIMZlJPg7LFFTdIr35C+6Iwy8okkuccRWzuItB7ludBpm00kSx/6X+693zGQ+NuTzZFzlRjJXMzH89A7v+5YXw5f3e39OmYzkr1ZCWHUb42Vb5a1VetBbAskQ/CQuPAiLyYQ7NB6lNdf1r+CZlQ7K3cfvqdnvjMA04mE6Lrmb5O//zN4xT+IOja98luqKn/ERoAp3Q1xXmSAshGgbDm2F1a/DT+8Yc55NZuNb8uNFpzZ7aAEvNBau+gBemQBvXwq/+bpNzBfvmRjJ3FtGct0bK/nNGyt55MK+XH1GC6/a2pp0HF438atveGUjfbY+H5dHc/GglCY7p99Zgo12rmZbt+SpeuYopsJNy8FeAGVHK28LvN8W74MDm4zHztITXD+0RiIYW3+C2JjexVaylmIgkMTPj6xmRXiwmVLaM7a3B9jLa+vLOVSmaR+mGNvJwuc7nNz2VSkPjW6HecRDpC67j5TvH6pe4L1KdcVPDabiPPmQI4RovZwO+OVTWD0Ldi8HkwUyzjMKl5QcgM/uaNicHGHMR7ryPXj9XGONv1/PP7XCES1UQlQI780YwW9nr+VP8zbyzS8H2HyghPxCB8kxodwzKZ2LMltRUtBS2A7C1gXQob/xRY6PPujPWZNL76QoMjpENdk5A1K9cxT/fGy4adwpnM/pMP5d6k0Ujx57fGCTcWs/6n2eIpykdzHWuD242fhyr6ogjsxTPC2S+PlZp7gwth+y4QxLZGwvzfguB2s9PyktiAeWlHH3N2XcPbwT5w27n+TvHyLpx/8jb+TDRhWoStUVPzmI1RIK4e2a++UIIYTvHN5mfABY947xgSK2C5z1EAy8qvZQKKVg4SPoolyUfDt8cimD4NLX4N0r4cPr4Fdvt4kpA+HBFl66ZjDXvvYj32w5VL09r9DOzDkbACT5a26L/s9YJ+/SWRDf3SeX2H7Qxk+5Rfzp3F4+OX9AqTFHsUnaQ2sIWJMgKqnhx3g8UF5UNzH0dlucB/s3Go+dZfWf02mHebfAhg8qh8J2MIrZRCYeK3QT2UGGn3rR+lv2AGcxm+gcF86OQzZc4R2MbfZjyV/naDP/mhjOw8vs/O17O3v79OLWzNtJWvMMiWv+wYHBvze+MalUXfHTs5sQSzAERzT7axJCiCbjKjd691bNgt3LjvXuDZ4OaWO9DxOqnJPz7eLFZGdnN3fELVP62XD2E8b6fv+711jvrw1MGbCYTeQcqfsB0+508+SXWyTxa077N8CaN2H4zT5L+gDmrs3FpOCCgck+u0ZA8Xd7aDIZvXenui6q02EkgH/vTc21r6t5nMY8xvz1RkVUb72KwVE1EsEaSWGtxx2M2NpIQRtJ/AJAaJCZ1NhQ9hbYcYV3QGkPZsfh6uejg008lh3GP1c5+O+mCvZ2HMHjGUfosPlNXCHtONL3ulrnc3k0uQWldGA7Ecm9wRJ0/CWFECKweevdG/9nyLy6YYUOxKkbdgMU7oHvnjXW+BtVT2GIVmZfoaOe7Xav24UPaA1fzDSG/Y29x2eX8Xg089buI6tHexIipQp6QLOGgDXZGOpb31qKNy4x7tesflpStUTGfmPocEnl7b61xnPe5imaLDWWwehg3EZ2qNubGJ7Q4qvnS+IXIGLCgnA4PRwqKccZkQxozI4j1c8HmRV3Dwuhc5SJV34q51rb2bzR8TAdts/BFRpPUbcLap1PA/kFJcTrLcR27NNmvskQQrRgVb17q1+HnKWVvXvnVvbuZUs71hzOetj4kPXVg8YHq74X+zsin0uOCSXPS5KXLOv8NZ8t843f+XOeOvWeoVPw464C8grt3Du59VewbTUaspZizeqnHfqd+HzlthrrJ9ZMFCt/inIhb7VRIdVbT2NITD09iB1qJ46hsQE5akISvwDSIToEu9ONzeHCGZECWmMuL6h+XinF5b2CSY008bcf7Fxgv4pP2h0hccPLlQu8j65zzsNHCylnK4md0lEB+B9QCNHGeKvOljwI1rxu9O6VHYGYzkbv3sCr2kSVyYBiMhlrpZXsh7k3GuuldR7h76h86p5J6cycswG781g12FCrmXsmSXLQLFzl8OUfoX0GDP61Ty81Z00uEcEWJvbu4NPriCbU1GspBkcYP+26nXg/t6vG8hjHJ4mVvYh7VxiPXV5GDZiD6hlaetzj8IQTj8xr4oqmkvgFmE5xYew4ZKPc6cEZmQpozOVHa+0zMtXKM+NNPLi0jEn7b2ZBTBGJq5/GFRxTvcB7TSVHD+EkmOSOXU6+Xo0QQvjK+vdrf3NbtNdILrTH6N1LP8eozJmWLb17/mQNganvwKsT4L8XQ0gUY0sOwNrWWSinah7fk19uYV+hXap6NrcVL8HRXXD1HJ8WFbJXuJm/IZ9z+iURGmT22XWED/hjLUWzxShic7JCNlob6yJWDyv1kige3QV7fzC+2PQmNK6yx/C4pLBgJ6x5q0krmkriF2DMJkW39hHsKSir7PlLBe3BXFFUa7/usWb+PSGcPy8zMenInXwd+XDlAu9PUBFVdz0ix9FccpSVjsnJBFnkA5UQwg+++nPt4TpgJH0h0XDrSundCyRhcTDkOmORZ2cZClp1GfWLMlMk0fOH0sPw7RPQYxJ0H+/TSy34eT+lFW4uHiTLXYkmpJTxNywkGuJ7nHhfV0VlL+Jx8w9rPj6yw3jsrvB+Dqfd6AGUxK/1MJsUXdqFsb/YweGSCpyRnVAluzFVFNfaLy7UxFPjwnh6heKivX/gs9A/k/Tdn8kd+1T1Au81eY7uYaey0jkxXr7tEkL4XlmBMW9n11LYtQRK9nnfz1EsSV8g+uGFuttO80OHELUs+j+jbP/Ev/j8UnPW5JESE8rwtFNZuE6IJmQJgugU4+dEtAZHITyehtd5hkW5jQ5Bun4ClFKKpOhQUmNDUSZFRWRnPNa6C40GWxQzR4RyZp9UrrTfi8tRSoflf8bkrWqRdmM6upsdBwopsjub4VUIIdoUeyFsnm9U53thNDyRBu9PM+buxXQyvhH1Jlq+gQ9I9X24OI0PHUJUO7DJKOQ09AZo39OnlzpY4mDptkNclJmMSaa8iECnlFEcpr6/jafxN1N6/AJcbHgQQRYTewrKqIjqTFBxDiZnSa19lFJc0zeYTlG9uGXF73jF9gSxy/9CQdYjaLO19r6ecqzFe9hDGh2kYpkQ4nSU22DP90ZvXs5SyP/JGLppCYGOw+HMByBtDCRngtlad44f1K3OJgJHvWXUJVEXp6l6+YZoGHuvzy/3ybp9eDRMyZT/u6IFaUhF01Pk08RPKTUZ+CdgBl7RWj923PNXAX+ofGgDbtZa/1T5XA5QArgBl9Z6iC9jDWThwZbKeX+l2KuTP1ud/cZ2spIYfgYPL72RRwufp2j533Fl3VNrgXcAk9OGtTSf/SoZp1ujtZaKn6JNkbapkZx22PujkejtWgr71oDHZVQvSx0KY+41Er3UIWAJrnt8U1dnE77l7UOHOVgSdR9rE+3T1i9g17dw9pPGfFIf+2hNHgNSo+meEOHzawnRZHzwN9NniZ9Sygw8B0wAcoGVSqlPtNY/19htFzBWa31UKXU28BIwvMbz47TWhxEEWUx0jY8g96idIroQVLQLk6vucM6MdmbaTZzMy98c5YaC2fy4NJbYrBvqJHZmx2E85mBcHg85R8roFBcmFT9FmyBt0ylwlUPuqsp5eksgd6Ux4VyZIWWwscB3lyyjdy8orGHn9Ed1NtE4NT506KJclDJBVDL0u8y/cbVibaJ9clUYyzfE9zSq+PrYL/nF/JJfzMMX9PH5tYRock38N9OXPX7DgO1a650ASql3gQuB6sZLa/1djf1/AKQP/gRMJkWndmEctJo4oLsQXLwL5Sqrs1/7MBPDJ13Bgq8LmFjwCR8sjqPv2EuwHJfYWUvzUG4nNnsFOw956NwuXCp+irZA2qb6uJ2wb+2xoZt7fgSX3Rg10KE/DL/J6NHrdAYER/o7WtEcKj90fLt4MdmROfDpHbD9a+gxwd+RtVatv31a+TIU7ICrPjSGgPvY3LV5WEyK8wck+/xaQgQ6XyZ+KUDNyQG51P5G6ni/Af5X47EGFiilNPAfrfVL3g5SSs0AZgAkJiayePHiBgVns9kavK+vnE4Mbq1xujwoVzng8bqPp//VrP3pCJcUvsFf/xdF737DCT+uja1wutm38Xu02coOZSbYYqI5R3229H8HiaFFxiBtUxXtJsK2i9ij64kp3Eh00SYsbmMhWlt4FwoTz+JobD+KovvgslYOkcoD8lY3T3ynKRD+T7cWNpuNbz2pDAtJxPnJfawZZKFZ/1i0HT5vnxrbNjUFa0Uxw3/8P4riBrEhzwp5vr22R2ve/9FOv3gT61d+d/IDWjFpDwX4NvHz9hfBS01SUEqNw2i8RtfYPEprvU8plQB8pZTarLVeUueERqP2EsCQIUN0dnZ2g4JbvHgxDd3XV043BofTTc6hYkxHdqDcdq/7qA4z2b/wj9xb+jx3/hTDpWMHkxp1bCmHnflFdE2KBBSusATcYQl0bBdOdKjvv4WD1vHvIDG0uBjabtvk8cDBn4/16O1eDo7KNULj02HQ1cbQzS5ZRIS3I4KW1pVQWyD8n24tFi9ezNjsbIh9kNCPbyU7yQ4Z5/g7rNbI5+1TY9umJvH578HjoN3UF8hOyPD55ZZsPURh+QpmTBhAdr+TLMTdykl7KMC3iV8u0LHG41SgziJOSqn+wCvA2Vrr6iXttdb7Km8PKqXmYgx/qPPhqi0LsZrpnhjNbnN33Ae3oSq/qa9Jm4OxZ/+Z8kX38Leyp5n29Z+5clRPMhOP/6fXWMoOYK4oYa+7IxVx0bSP9FKcQYiWr+20TVrD4a2VxViWQM4ysBcYz8WmQe+LjKGbXUZDZAe/hipaiP5TYclTsOiv0HMymGR6QBNrve3TgZ9h1Wsw9HpohqQPYM6aXKJCLJzZK6FZridEoPNl4rcS6KGUSsMYHDQVuLLmDkqpTsAc4Bqt9dYa28MBk9a6pPL+ROARH8baYlnMJromRJNn7klZ/haUu7zOPp6gSA5nPULy4rt5qeIxpix+mEsHp3Be96A6+ypXGcFHt3HImUyFuwPJ0SFS8VO0Nq23bdIaCnYeWzQ9ZynYDhjPRXc0PqinjYG0LCnJLxrHbIHs+2DujbD5M+h9gb8jam1aZ/ukNXx5vzE3OHtms1zSVu7iy00HmDIohWCL+eQHCNEG+Czx01q7lFK3AV9ilCR+TWu9SSl1U+XzLwIPAu2A5yuTi6rSw4nA3MptFuAdrfUXvoq1pVNKkRofzWFrb47u+Rm8JH+usAT2j3yI1GV/YLbpCc5b9SB7imOZ4PVLfg9WWy4lFSXkVHSmU3yUVPwUrUara5sK9xxL8nYtheLKxbUjOlT25mUZt7FdZE6WaBp9LzV6/Rb/DTLOk16/JtTq2qcq2xbAzkUw+bFmWb4B4IuN+7E73VycmdIs1xOiJfDpOn5a6/nA/OO2vVjj/vXA9V6O2wkM8GVsrVF8dAQh3fpyYOcGPK6KOs9XxHQlf9gf6fj9n1kQ/hDuHAdJe47gCmnPkT7TsHUcV2t/c0URrvxfyCnvRMekDlLxU7QaLbptKtlvJHi7vjWSvaM5xvawdpVJ3p3QZQzE95BET/hGVa/fR7+Bn+dB34v9HVGr0qLbJ2/cTqO3r10PY5hnM5m7NpdOcWEM7hzbbNcUItCdMPFTSg0F9mqt91c+ngZcAuwGHtJaF/g+RHEqIsLCsPboT/6ODTgr6vb82RMGUtR5Eh1y5kNlHhfkOETC2n8D1En+0E48R3aw21FMSqduhAU3T9EXIU6m1bVP69+HhY8wtigX1tZYpLX08LF19HYthSPbjP1DoqHzaBh+szF0s30v6XkRzafPlMpev8eg94VgkqF0VVpd23S6Vr4CR7bDle83y/INAPsK7Xy34wh3jO8h01WEqOFknxL+A1QAKKXGAI8BbwJFVFaEEoEnODiUjt37ExYS4vX58AMr62wze8qJ3vhm/SctPUTetnUUFRU3VZhCnK7W0z6tfx8+vR2K9qLQULQX5t0MT/eCJ7vBB9ONfeLSYMKjMONbuHcXXPEOnHETJPaRpE80L5PZ6PU7vAU2zvF3NIGm9bRNp6uswPhyoNuZ0GNis1123ro8tIYpMsxTiFpONtTTXOObqV8BL2mtPwI+Ukqt82lk4rSYg0JI6daPw7s3cdRWe5F3i/2w12NCHIf4alcFE9LqFn0BwOXg4K717I9MJiQmkbAgCxHBFkKsJvlGTfhD62mfFj4CzuOWZPG4wH7E6PnrMgaSBzbbt+VCNEivCyCxL3z7mNEDaPbp7JGWpPW0Tadr8WNQXgyT/tpsQ8+11sxdk8eQzrF0bhfeLNcUoqU42VfEZqVUVUs+HvimxnPSwgc6awjxnXuTGBNea2EgV2i8192dKohZP+7n1Z8ceLTXZYMAjakkD8f+bew/WsL2gzZ+zi9m1+FSDhY7sJW78HjqO1aIJtV62qeiXO/bXRWQ9XvoOFSSPhF4TCajQuOR7bDhfX9HE0haT9t0Og5tMYZ5DrkOEno122U35hWz7aCNKYOkt0+I450s8ZsNfKuU+hiwA0sBlFLdMYYsiEBnDSUqOYOUdhFYKitzHu49DY+59hp9Wlmw4mZR6L2UbFnCI8vt2F31J3AmZwkhR7dhKi/C4wGbw8WB4nJ2HSrl5/xidhyysb/IQbHDiVsSQeEbrad9qm9pBVlyQQS6jHOhQ3/49nGjiIeA1tQ2nY4v/whBEZB9f7Neds7aXILMJs7rl9ys1xWiJThh4qe1/j/g98DrwGitq7uBTMBtvg1NNJmgMEIT00ltF0mIxYyt4zgODLwNZ2h7NOAMbc/+QXewZ/y/MUcn81zQs0w98Hf+/NV+DpZ66j+vdhFUshtryV7Qx/bTGsrK3RwqKWf34TJ+yS9m+8ES9hXaKSpz4nKf4JxCNFCrap/GPwjW0NrbrKHGdiECmVIw7o9GddmfZvs7moDQqtqmxtr2FWz/CrL/AOHtmu2yTreHT9bt46zeCUSHySgJIY530iEHWusfvGzbqpTaA3TySVSi6QWFYW3fnRS2cbDETknHcdg6jmNnfhFdk6Krd8sd8ySx2z7inM3vcIZjM3/56gbOyhpNRrv6K7aZy49icpZREdkRbQ2r87zWYK/wYK+o4Igx351gq4mwIDNuj6bc5ZbFVUWjtJr2qf/lxu3CR9BFuajoGlU9hQh0PSdB8iD49knoPxUs9cwTb0NaTdvUGG6n0dsX1w2G3tCsl16y9RBHSiuYkimjJYTw5nTKwEk1j5YmKBxTfHc6RIfRLqKeP8wmM0fTLyc3+++ERMTwT57E8e0zLN9VeMJTK085wUU7sJTuNzK9kyh3ejha6qTC7WHrfhub9xezt6CMI7ZyHE53I16cELW0vPap/+Vw50a+zZ4Hd26UpE+0HFW9fkV7YN1//R1NoGt5bdOpWjXLqPY66f+a/UuAOWvziAsPYmzP9s16XSFaitOZZCwTt1qi4AiI60ocOwmymNiZ7326QUV0Vw6c+Qwlm97h4p0fkr9uI2/tuom5tj4cKtO0D1Nc1z+Y8V1qNuoai/0gZqfN6P07bh7hiThdmkKXk8IyY46I2aQIDzYTFmQhPNhMqNUslUPFqZD2SYjm1H08pA4z1vYbeBVYGt7+tzGtu20qK4DFf4Wu2dBzcrNeusju5KufD3DF0I4EWWR5GyG8OdkC7nfV9xQQ0fThiGYRHAmxaUQU7CTIbMJqNuH0Mu9Om62U9r+W3cnDCVr+NDOL/0KSayKPM5WDZSE8s9IBcFzyB8pVRvDRbTgjknGHxDUqRLdHU2x3UWx3GedUEB5sITzITFiwhTCrGZNJEsG2TNonIQKIUnDmH+HNC2HNmzCseYf4BZI23TZ9+wQ4ipp1+YYq/9uQT4XLw8WDZJinEPU52VcikfX8RAD/9G1owqdCoiCuK8pkIjU2lFBr/XPs3PEZXMHfeNV1NtMtC5gfNJNBaivlbnj1p/J6jvJgteViLd5trEd2mrSWyqGiDmmfhAgkaWOh8yhY+nTddSnblrbZNh3aCitfhsHTIbFPs19+zpo8urUPp39q9Ml3FqKNOmGPn9b64eYKRPhBSBRYQrBExJOijnDYVk6h3Xs57lx7EI9yDV95BvOU9UU+CHqYl9zn8Yz9Uu7/tpSsVCsjUy1EB9f+LsFcUYT5aBkVkal4giKbLPSqyqFl5W4oqXw5VhOhQWaCzCYsZhNWs8Ja2aNplt7BVkfaJyECjFIw7n54/VxjnteIW/wdkV+02bZpwZ/AGmbM92xmewvKWJFTwD2T0mVaiBAncLKhnieqJa611o82cTzCH2I6oUJiaG/ZS5CljEMljjqTENqHKQ6WaX7w9GZS+eP80fJfbrZ8ylnmtfyl6Bb+nt+Ff6yC/u3NZHW0MirVQrvQyiRQOwkq3oU7JB5neJLPhn84nB4cTu9LRZhMVCeBFpMiyGLcWi0mtAaX24PFLHMCWhJpn4QIQF1GQ9oYWPZ3GHwtBIX7O6Jm1ybbpu1fw7YvYeJfIDy+2S8/d20eABdlyqLtQpzIyT7plnr5AfgN8AcfxiWaW0gUtO9FdHwSKTGhmI9Lzq7rH0xw5WjQUkK533UDN7juJdlayuv6ARakf8oVGSaO2DX/Wu3gio9t3Pl1KXO2lFevBWh2HCa4cBvK5WjuV4fHY1QStTlcFJY5OVhczr5CB7sPl+Fwufklv4SNeUVs2V/CzkM29haUsb/IwRFbOUV2J/YKt6w/GHikfRIiEGXfD6WHYOWr/o7EX9pW2+R2VS7f0BWG3djsl9daM2dNLmd0jSMlJvTkBwjRhp1sqOfTVfeVUpHAHcCvgXeBp+s7TrRQJhNEpxIaEkPHoBzyC4oodxnJTlUBl9fWl1dX9Rzc/wz2J2fSfv1/6Ll7Ng/ErGL/6N+xjVSW7nWxLNfJC2vLeWFtOelxJkZ3tJKV6iHFvQ1neBLu0Ob/VvBEtIYKl4cKF4D3JSWUMnoOLWZVOaT02HDSmkNLhe9J+yREgOo8ArqdCcv/AUOuM6pJtyFtrm1aPQsObYap7/hlDce1ewvJOVLGLeO6N/u1hWhpTrqcg1IqDrgLuAp4AxiktT7akJMrpSZjTGQ2A69orR877vmrOPbtlw24WWv9U0OOFT4UHIG1Q29Sw/ZxIH8vtnKjOMv4LkF1Knh6COLAkLspTTqD9j89T6dvf0d4r2vo0udCrukbTG6Jm2V7XSzNdfLqT+W8+lM5XWNMZKU6GJVW0KA1/wJJzeSw7ATJYXVCaDJhtSgsJhNBZhMo7yNdPVpT7DDmV55sIOzJ5i+c6NnWNvWhse2TtE1C+Fj2/fDqWbDiJciqr8hl69VmPjvZj8Kiv0KXLEg/x6eXqs+cNbmEWE2c3beDX64vREtysjl+TwIXAy8B/bTWtoaeWCllBp4DJgC5wEql1Cda659r7LYLGKu1PqqUOrvyOsMbeKzwJZMJU0wqSWGxHM7bztGi4hPubksZjb1dHxLWPUf7Ta8Rsf8HDgy6k9TIJKb2NjO1dzAHSj0sy3WydK+LNzaW88bGg3QIg7EFWxiZnkJafHirmJSttbEuodPlpr6ew+OVuzzsPlzm28BOoqUVRm1s+yRtkxDNoONQ6DERvnsWhl5vTCdoI9rUZ6dvnzSSv8l/88s3i+UuN5/+lM/E3h2IDLE2+/WFaGlONibt90Ay8Cdgn1KquPKnRCl14kwAhgHbtdY7tdYVGEMcLqy5g9b6uxrfgP0ApDb0WNFMgsKJ79KfxKTOJ03K3CGx5A//I/sH3UVQ0W46fXMb0bvmV/fqJYabuCQ9mH+cFc7sCyO4bXAI0UGaD346xB3vrWPGW6uYtXwXW/aXoFtYT6Dwi8a2T9I2CdEcxt1vJAU//sffkTS3tvHZ6fB2WPEfGDQNOvTz2WVOZNHmQxTZnVw8SIq6CNEQJ5vjdzqTlVKAvTUe5wLDT7D/b4D/NfJY4UtKEZXYCWtEHPl7tuAuP0HPlFKUdDoTe/v+JKz9Jwk/PU/4vu85mHk7rrD21bvFh5q4sEcQ/SLsxMVG8F2ei6W5bj7+KY85a/OIjwhiRNd2jOoeT0aHKFmOQdRxGu2TtE1CNIfkTEg/F77/l7Gge2iMvyNqFm3ms9OCP4ElFM78k88ucTJz1uQSHxHM6O6BVTNAiEB10jl+p8HbJ3Wv3ThKqXEYjdfoRhw7A5gBkJiYyOLFixsUnM1ma/C+vtJSY3A5K/C4nGjv/ySVrGzt8ntSwxaSvucdUhfeyubO09gXP7rWcJByp5uCoyVkhEFGTyhNg/VHzaw55OJ/G/P5dH0+UUEwoL2ZzAQTPWOafk0+p6OM3F9WNek5W2IMLoe9Rf5/bARpm9oIeS+bTmPfy4iIsxji+Jycd+8lJ+3Kpg+s9fF5+9TYtqmm2IJ1DNj6P3Z0vZa9q34Gmn+0u61Cs/CXMs7qbGHZ0iXNfv2WRtpDAb5N/HKBjjUepwL7jt9JKdUfeAU4W2t95FSOBdBav4Qxvp0hQ4bo7OzsBgW3ePFiGrqvr7TkGLTTTunBXRQXFVFqlMH0LvkScnuMJHHNP+i380XSytZxcOCtuENiAdiZX0TXpOhah/TrBFdawig2xbAyt5TlOcWs2FPC0jwnUSEWhneJZWS3eAZ0iq2uoLl4y0He/GE3h0vKiY8MZtoZnclOT2jQa8n9ZRWpvYac8nvQlAIhhkPb1rbY/4+nSNqmNkLey6bT+PcyG8oW0WXHfLr86jEIi2viyFodn7dPjW2bqrld8J+ZENuFblc+STdL8Kkd30Te+j4Ht97EHReMoHdy25lD2ljSHgrwbeK3EuihlEoD8oCpQK2v+5RSnYA5wDVa662ncqzwL2UNJSKlNxHRh6gozKW4rIJiuxO3l7l5zvAkckf/lZgdn9Du5zfp/M2tHBxwC7aU0V7OXHl+VxnRlHFWApyVAI5B4aza72LZXhfLdxziq82HCLPCiOQgokIU87eXU15ZR+VQSTn//mYbZkcB47pHY5TSNKOVqfJWgTKhlRmUCaU1eFygzK2v7KXwRtomIZpT9kz45VP4/t8w/kRrmwtaQvu05g04+DNc/hb4KekD+GhNHhkdIiXpE+IU+Czx01q7lFK3AV9ilBV+TWu9SSl1U+XzLwIPAu2A5ysLh7i01kPqO9ZXsYrTENGeoJAo4gv30q68BFu5i0K7E4fzuGqWykxh9ymUJg6hw+q/k7TyMYrzx7I38Uog2uupawqxKEanWhmdaqXCHcLaA5VJYJ6Tkoq6yWa5W/PaqiOMSyrHcpKhocrtIKSgaphKzaSwZsJoMm4xoU3mGvuZqu+Dqk4qjfumykSyal8FVG5Tstafv0jbJEQzS+wNfabADy/CGbdCeDt/RxSwAr59shfCov+DzqOh1/lNeupTsfOQjXV7C7n/nAy/xSBES+TLHj+01vOB+cdte7HG/euB6xt6rAhQlmCI744qPUJkcR6RIRbKXR6K7E5KHM5aywQ4Izuyd8yTxG39gLgt7zLywE8csd5BWYehDb5ckFkxPNnK8GQrd3g0Z79f4nW/w3bjucggiAk2EROijJ9gRWyIiZhg47G9FILC3cSEmAi3ahQapY8lrr7rA6xKAE2YXA6Cj26hKjE8llAqL8nlsYSy5nO6RpJZHbVS6Br3vb6iqu3aA66KuvvV97gF945K2yREM8u+DzbNhe/+CRMe8Xc0AS2g26elT0FZAUz+q1//Bsxdm4dJwYUDpZqnEKfCp4mfaGPC20FwJBTtJZhiEiKDiQ8PpqTcRbG9AofLY+xnslCQcQWlHYYR++OTpPzwMEWdJ3K47/V4rGGndEmLSZEQpjhYVrfXLzIIpvQMprDcQ6FDU+jQ5BQZ92v3EipYVwqA1UR1QmgkiSZiaySMMSGVj4MV0cEKq7lhf/gW5lTw2vpyDpVp2ocprusfzPguQaCr1vrTKHd5zYianXI54GBjvhw+SYJ4/OOwdhApC+0K0aa0T4d+l8GKl2HEbRDRsDnYIkCsfx++ehBK8sEaDoe2QNIAv4Ti8WjmrMljVPd4EqNC/BKDEC2VJH6iaVmCoF034xvB4jxMuIgOtRAdasHudFNkd2JzuNBAeUw3vu/7F4YUfkbstjmEHVzHgUG/w+w4QvzPb2KxH8YVGs/h3tOwdRxX7yWv6x/MMysd1XP8AILNcOugECO58sLl0RSVG8ngL/tshISHGslhueZoZZJYWO5hd5GLow6N0+P92hFWjN7D6sSwdm9iTLBi8xEXb2ysqI7vYJnmmZUOgHrja05VSenBMk3KygPcMzKSi9JPJQGvTKKPn99ZX9FXzwmKAQkhWq/s+2DjR7D8nzDp//wdjWio9e/Dp7eD0248dpYajwH6X97s4azMKSCv0M49k9Kb/dpCtHSS+AnfCIur7P3LBUchAKFWM6FWM64ITYnDRZHdiTZZOdJnOqVJw0lc/Qypy+9HK3P1UEur/RCJ6/4NUG/yV5U8ee1Rq4fFpGgXqmgXCsoBXZPq31drTZmL6mSw0FE7OaxKGHcXe/jpoKbYy5zD45W74ckfHczbWkGwReF2QcyOMoLNiiAzBJsVwRZqPa5ve3DV85Zjj60mUA0YhrMwp6JW0pxX4mbmwiKAU0z+hBDiJNp1gwFTYeUrMPK30vPfUix85FjSV8VpN7b7IfGbsyaPsCAzE/skNvu1hWjpJPETvmO2Qlwa2I9CUR54nICRdMWGWYkNs7Izv4iIYAulcb3YM+5Z0r64BrOr9h8Yk7uc+J/fPGGv3/guQT7rPVNKEW6FcKsiJfLkRVncVb2Jlb2H9y32vuC9W0NEkKLcDTYn2Eo8lLs05W6ocBu39fU0njRmqJUYBlkqb2skisFmWJnvqtVTCmB3aZ78rkQSPyFE0xtzD/z0Lix7Bs5+3N/RiIYoyj217T7kcLqZvyGfs/smERYkH2GFOFXyWyN8LzQWgiKhONdIAmswKUVSdAhOj6bYHoTJ5fB6Cov9ECnLZuIM64AzPAlneCLOcOO+xxoZUIVGzCZFXKgiLtR4XN8cxIQwxd+yw4Gq9Qwj6uzj0ZoKt1GltNx1LCEsd9fY7oZy17HHFW5w1Hi+wlV3e2G5p/Kx99ewr6SeJ4QQ4nTEpUHmVbDqNRh5O0RLcY6AF50KRXu9b29mX/18gJJyFxcPkv83QjSGJH6ieZgtENvFSAKLcsFdUetpq0nRLjwIHZEAtgN1DtfmYJTHRfiBVVjKayePbkvYsWSwMjF0hXcwEsPQ9mDy73/z+uYgXtf/5OsfmZQixGIsZ4EPlku66pMSr0lpcqS56S8mhBAAWXfDutmw9Gk47+/+jkaczPgHa8/xA7CG+mVNxjlrckmKDuGMrrIkiBCNIYmfaF4h0RAUAcV5UHakztNq6PVGuWjXsQqXHnMwBwbeVj3UU7kcWMv2Yy09gLU0H2vpfqxl+QQX7yF8/wpMNYqHaGXCFdq+unfQSAwrf8I64Amq28vW1BozB7G5eEtKQy2Ke0ZG+i8oIUTrFtsZBl0Da96E0b+DmE7+jkicSNU8voWPGF/cRqcaSV8zz+87VFLOkm2HmTGmK+aTrM8rhPBOEj/R/Exm4w99aCyo43r3ekwwble+AraDRsnvIdcT3nEcLrsTh8uNtoRQEdWFiqgudc+tPVjsRyoTw8qfsv1YSvcTvu87LBXFtXZ3WyNJCGqPKTelOhk0eg874AptB6puz1fE3kWnVHUUfDsH8XRiq5mUHizTpESaG1HV8xRs+8oY4lWy328fHoQQASDr97D2v7DkKbjgWX9HI06m/+V+b6s/+Wkfbo/m4kwZ5ilEY0niJ/wnOBIsIRDeHkoPHdveY8KxBBAwAVFAVKgFh9NDkb2CksolIepQJlxh7XGFtcce36/O0yZnGZaaSWFpPq6juUQVbidi33e1Fm7XyoIzLKFWD6HFfpjonP9hqixU05Cqo80lYu8iEtf9G1PleoANja0qKc09WMK4vj6skrbtq9q9uUV7/VoSXAjhR9GpMHi68UXQ6DuNuX9CnMDctbn0S4mmR6KMSBGisSTxE/4XnQohMUYiUE9xlyohVhMh1hDiI6DE4aTY4aTc1fDSlx5rGBXRXamI7lq9zSisEg0eNxb74crewqohpMZw0pCjWzE7bV7PaXKX02H10+h1/wZlQisTKHPlrQmtzNW32mSusw1lop1TE7IjqMZ2E5jMx52rnluTGa3MRO+aX5301Ywt4acXsZZVJta1RseoWvdNtnJwRdbeXl/RnOMXZz/+vrfrrH6j1hBewK8lwYUQfjb6LmO455Kn4KLn/B2NCGBb9pewMa+YB8/r7e9QhGjRJPETgSE4AuLTwbbfGOJZ7+rfBrMJYsKsxIRZsVe4KXIcWxi+0UxmXOGJuMITsbcfUPfpChtd50+lvpkFhWnnGj2G2oPSnlr38bhrPPZy66xAaRfKU4HyHP+8B7S79q2n5uPK/Sp7Ieu8V65S4n9586QvPx5gT8Pfribjh5LgQogAEJUEQ34DP74IWXcZ6/wJ4cWctbmYTYoLBib7OxQhWjRJ/ETgMJkgKtno/SvcA8et51ef0CAzoUHGwvBl5W7cWuPRGo9HG/c91N7m0Y1KED1BEbhC22O1H6rznCu0PUf6XteIsxqqex1PQ5cvf+01Nmdoe3ImvISq9aJ1nft5B22Mrbkgrq67T+279T1fz7v74XW1h/RW8UNJcCFEgBj9O2O457dPwMX/8Xc0IgC5PZqP1+4ju2d74iN8UN5aiDZEEj8ReILCoH06OIrAWQYVpcatPvGQTotJERXasP/SWoOrMhHMPVhCckyIkSB6NB6M5NDj0Xg0xo/Hg1tDQZ9rab/2X7WGVHrMwRzuPe20XnJTONx7Wq05flAjNpP1pMmux1xhzLn0lWEz6lRs9VdJcCFEgIhIgGE3wPf/Ngq+tO/p74hEgPl+xxH2Fzv403m9/B2KEC2eJH4iMCkFoTHGDxiZmtNemQjaoKIMjpvPdqqntyoFJoVSivCgBv4qtDsPIoPRVVVHw9vjHPQbIrqOJ/z4nsUavY1aG4/d7sb1NjZEVQGXU6042myqCvZIVU8hRE2j7oCVr8K3j8Glr/k7GhFg5qzNJTLEwlm9fFh8TIg2QhI/0TIoZfQEBoVBeLyxze0CZ6nRI1hRZtw/Sa9gk+gxAVWj6mgwp7a2es3eRo9H40az90AJ8RHBeHRlb6PWuD3USCCNbSdLGm0dxwVOoudNjwkw8EoZ3imEOCY8HobfCMueMRZ3T5QCHsJQWu7ii437uWBAMiHWussrCSFOjU8TP6XUZOCfgBl4RWv92HHPZwCzgEHAH7XWT9V4LgcoAdyAS2s9xJexihbIbAFztLEoPFRmVI7KRLByeOhJqoT6Q83exiomkyI2zHrSY90ecGtPZU+ip97hqceSx8bPaWzNpG0SIsCM/C2seNno9bv85MWoWjNpn475ctN+yircXDxIviwUoin4LPFTSpmB54AJQC6wUin1idb65xq7FQC3AxfVc5pxWuvDvopRtDJKGXPGrKFeegXLjs0XrLFWX0tjNoEZk/FxAFODjzu+l9GlNbrG0FS3R5NbX7nSVkbaJiECUFgcnHEzLHkC9m+ADnXXYW0LpH2qbe7aPDrGhTKkc6y/QxGiVWj4J8dTNwzYrrXeqbWuAN4FLqy5g9b6oNZ6JeC9Dr0Qp8tsMXoEo5KMUuFJ/aF9BkR3grB2vi1mEkCUAqtJEWwxERpkJjLYQlSohdgwK+3Cg0iIDEbVu1BFqyNtkxCBaMQtEBwNix87+b6tl7RPwLy1eZzx14Us3XaYwlInn/y0z98hCdEq+DLxSwH21nicW7mtoTSwQCm1Wik1o0kjE22bNRTC20FMJ0joZTyO6waRSRAcBUrmEbRy0jYJEYhCY2HkbbD5M9i31t/R+Eubb5/mrc1j5pwN7C82pmqUlLuYOWcD89bm+TkyIVo+X87x89Z9cCpTjUZprfcppRKAr5RSm7XWS+pcxGjYZgAkJiayePHiBp3cZrM1eF9fkRj8f/3qGH5YU3uj1kahmMrF0etdm66pYnA4Wbxpv0+vETAxmA6Debv3GJrn/4O0TW2EvJdNp7neS7OrL2dYIij66B429vuTz68XgHzePjW2bWoujy4uw+6s/ZLtTjePfvwTMUXb/BRVyyftoQDfJn65QMcaj1OBBvfVa633Vd4eVErNxRj+UOfDldb6JeAlgCFDhujs7OwGnX/x4sU0dF9fkRj8f/0Gx+BxH5sjWFFqLC1RVUFU1TdE0st2r/sqFm/YQ3a/Tg3at2HnrLFvree9bTMsXred7Mweda9Tva+3badyncr7QeEQEuU14mb6/yBtUxsh72XTadb3Mvgu4hc+Qnb3SEgd3DzXDBw+b58a2zY1l4IvPve+3aHl9/k0SHsowLeJ30qgh1IqDcgDpgJXNuRApVQ4YNJal1Tenwg84rNIhTgZkxmCI40fX/jloP9LmJv3QlxX/8bQPKRtEiKQDZsB3z8Hi/4Prpnj72iaW5tvn5JjQskrtHvdLoQ4PT5L/LTWLqXUbcCXGDUIX9Nab1JK3VT5/ItKqQ7AKiAK8Cilfgf0BuKBucroLbAA72itv/BVrEKItkPaJiECXHCksaj7Vw/Cnh+g0xn+jqjZSPsE90xK5w8frafcdWxd3lCrmXsmpfsxKiFaB5+u46e1ng/MP27bizXu78cYxnC8YmCAL2MTQrRd0jYJEeCGXg/f/QsW/RWu/cTf0TSrtt4+XZSZwq7DNv650JgLnhITyj2T0rko81Rq3AghvPFp4ieEEEIIccqCwmH0nfDl/ZCzDLqM9ndEohn1S4kB4ONbRzGgY4xfYxGiNfHlcg5CCCGEEI0z5DqI6GD0+vm4srIILEfLKgCIDQvycyRCtC6S+AkhhBAi8FhDIev3sHs57KpTOFe0YkV2Y236mHCrnyMRonWRxE8IIYQQgWnQNIhKkV6/NuZoWQVmkyIyWGYkCdGUJPETQgghRGCyhhi9fnt/gB3f+Dsa0UwKy5zEhFpR9a5TK4RoDEn8hBBCCBG4Mq+B6I7Gun7S69cmFJY5iQ6TYZ5CNDVJ/IQQQggRuCxBMOYeyFsN2xb4OxrRDI6WVUhhFyF8QBI/IYQQQgS2gVdCTGfp9WsjCsucxEqPnxBNThI/IYQQQgQ2sxXG/gHyf4It80++v2jRCssqiA6VHj8hmpokfkIIIYQIfP1/BXFdYdHfwOPxdzTCh45Kj58QPiGJnxBCCCECn9kCY++DAxtg86f+jkb4iMPpxu50ExsuPX5CNDVJ/IQQQgjRMvS7FOJ7Sq9fK1a1eHt0qPT4CdHUJPETQgghRMtgMkP2fXDoF/h5rr+jET5QWGYkflLVU4imJ4mfEEIIIVqO3lOgfS9Y/Bh43P6ORjSxo2UVAMTIHD8hmpwkfkIIIYRoOUwmGDcTDm+FDR/6OxrRxAol8RPCZ3ya+CmlJiultiiltiul7vPyfIZS6nulVLlS6u5TOVYIIRpL2iYhWriM8yGxH3z7GLhd/o6mSbX19kmGegrhOz5L/JRSZuA54GygN3CFUqr3cbsVALcDTzXiWCGEOGXSNgnRClT1+hXshPXv+TuaJiPtk7GUA0iPnxC+4Msev2HAdq31Tq11BfAucGHNHbTWB7XWKwHnqR4rhBCNJG2TEK1B+jmQNAC+fRzcx/+qtlhtvn0qLKsgyGIi1Gr2dyhCtDq+TPxSgL01HudWbvP1sUIIcSLSNgnRGigF4/4Ihbth3Tv+jqaptPn2qbBy8XallL9DEaLVsfjw3N5+Y3VTH6uUmgHMAEhMTGTx4sUNuoDNZmvwvr4iMfj/+hJDm4xB2qY2Qt7LphOw76UOYlBkT4IWPMqPRcloU4sfHujz9qmxbVNz2bbHgdXjCbi4WrqA/R0WzcqXiV8u0LHG41RgX1Mfq7V+CXgJYMiQITo7O7tBF1i8eDEN3ddXJAb/X19iaJMxSNvURsh72XQC+r3s+Bj892LGRu6Bob/xdzSny+ftU2Pbpuby/JbvSQmH7OwR/g6lVQno32HRbHyZ+K0Eeiil0oA8YCpwZTMcK4QQJyJtkxCtSbczoeMZsPRpGHgVWEP8HdHp8Hv75Ha7KSgowOn0z7zJc7oFExlsYd++hua7oiGioqLkPfURq9VKXFwcZnPgz0v1WeKntXYppW4DvgTMwGta601KqZsqn39RKdUBWAVEAR6l1O+A3lrrYm/H+ipWIUTbIW2TEK2MUjDufnjzAljzBgy/0d8RNVogtE8FBQWEhIQQHx/vl3l2FdsdRLcLJzk5sdmv3ZpVVFSQnJzs7zBaHa01NpuNgoIC2rdv7+9wTsqXPX5orecD84/b9mKN+/sxhiI06FghhGgK0jYJ0cqkjYHOo41ev0HTwBrq74gazd/tk9Pp9FvSp7Wm3OkmRCp6ihZCKUVERAQlJSX+DqVBfLqAuxBCCCGEzyllrOtnOwCrXvN3NC2evypqOt0at9aEWOXjqWg5WlIFWvnNEkIIIUTL12U0pI2FZc9ARam/oxGN4HC6AaTHTwgfkcRPCCGEEK3DuD9C6SFY+Yq/IxGNIImfEL4liZ8QQgghWodOw6H7WbDsH1DeMubciGMcTg+ADPUUwkfkN0sIIYQQrUf2/WAvgBUv+TsScYrslT1+oVYzZrOZgQMH0rdvX84//3wKCwub/Hpz585FKcXmzZtP6zwRERFNFBHVr7vqJycnp8nO3ZJcd911JCQk0Ldv3zrPffHFF6Snp9O9e3cee+wxP0TXcvm0qqcQQgjv6lsrS9ZaajryXjYdf76Xp7xGVupg6DkZlj8LQ2+AkCjfBtjGzVubx5NfbmFfoZ3kmFDumZTORZkpjTqXw3VsqGdoaCjr1q0D4Nprr+W5557jj3/8Y1OFDcDs2bMZPXo07777Lg899FCTnruxar7u42mt0VpjMrX+fpvp06dz2223MW3atFrb3W43t956K1999RWpqakMHTqUCy64gN69e/sp0pZFEj8hhPCD+tbKkrWWmo68l03HX+9lo9fIyp4JL42FH16A7D/4LsA2bt7aPGbO2VDdU5dXaGfmnA0AjUr+HBXe5/iNGDGC9evXG+e96CL27t2Lw+HgjjvuYMaMGQA88cQThISEcPvtt3PnnXfy008/8c0337Bw4UJmzZrFf//731rntNlsLF++nEWLFnHBBRdUJ345OTmcffbZjB49mu+++46UlBQ+/vhjQkND6712TX//+9957TWjsuz111/P7373OwAeffRR3n77bTp27Eh8fDyDBw/m7rvvPul7UhXPuHHj+P7775k3bx6dO3f2GsuJYv/oo4944403UErRv39/3nrrLf773//y7LPPUlFRwfDhw3n++edP+gXLpk2buOOOO9izZw/XXHMNBw8eZNq0aQwdOvSkr+VUjBkzxmtv54oVK+jevTtdu3YFYOrUqXz88ceS+DWQJH5CCOEH/lwrS4iWotFrZCUPhIzz4PvnYPgMCI31SXyt3cOfbuLnfcX1Pr92TyEVbk+tbXanm3s/XM/sFXu8HtM7OYo/n9/H63MOlwer2YTZdKxddLvdLFy4kN/85jcAvPbaa8TFxWG32xk6dCiXXHIJ7dq1Y8yYMTz99NPcfvvtrFq1ivLycpxOJ8uWLSMrK6vOtebNm8fkyZPp2bMncXFxrFmzhkGDBgGwbds2Zs+ezcsvv8zll1/ORx99xNVXX13vtausXr2aWbNm8eOPP6K1Zvjw4YwdOxa3281HH33E2rVrcblcDBo0iMGDB3t9D+x2OwMHDgQgLS2NZ555hi1btjBr1iyef/756v28xVJf7JmZmTz33HOsWLGC+Ph4CgoK+OWXX3jvvfdYvnw5VquVW265hbfffru6h+2cc87hlVdeqfWFj8Ph4LLLLuODDz6ga9euZGRkMHjw4AYnfVlZWV5/l5966inOOuusBp0jLy+Pjh07Vj9OTU3lxx9/bNCxQhI/IYTwG0n6hDi5Rv+eZN8Hmz+D75+HM5t2iKAwHJ/0nWz7yThqLN5elQDl5OQwePBgJkyYAMCzzz7L3LlzAdi7dy/btm2jXbt2DB48mNWrV1NSUkJwcDCDBg1i1apVLF26lGeffbbOtWbPnl3dGzd16lRmz55dnfilpaVVJ1+DBw+u7nmq79pVli1bxpQpUwgPDwfg4osvZunSpXg8Hi688EJCQ0MBOP/88+t9D44f6pmTk0Pnzp0544wzau3nLZYOHTp4jf3o0aOcffbZxMfHAxAXF8c777zD6tWrq5M2u91OQkJC9fnnz59fJ7avv/6azMxM+vQxEveKigp+//vfA1BaWsott9xCUFAQ2dnZXHXVVXWOX7p0ab2vu6G01nW2yd/ShpPETwghhBCtT4d+0PtCY7jnGTdDWJy/I2px6uuZqzLqsW/IK7TX2Z4SE8p7N4445esZiZ8xf60qASoqKuK8887jueeeo3///nz99dd8//33hIWFkZ2djcPhAIy5oF26dGHWrFmMHDmS/v37s2jRInbs2EGvXr1qXefIkSN88803bNy4EaUUbrcbpRRPPPEEAMHBwdX7ms1m7HY7ixcvrvfaVbwlJSfa3lBViWSVE8XiLXatdZ3kSGvNtddey9/+9rcGx7F27drq5Hjfvn1EREQwatQoAObMmcOll17K+eefz69+9SuviV9T9Pilpqayd+/e6se5ubkypP8UtP7ZoUIIIbxqSVXzpk+fzocffnja8SxevJjo6OjqinkN/bDRGh05coRx48YRERHBbbfdVuu51atX069fP7p3787tt99+2h9c/SZ7JlTY4Lt/+TuSVumeSemEHjcfL9Rq5p5J6Y06n8PprnO+6Ohonn32WZ566imKioqIjY0lLCyMzZs388MPP9Tad8yYMTz11FOMGTOGrKwsXnzxRQYOHFgn6fnwww+ZNm0au3fvJicnh71795KWlsayZcvqje1k1666/rx58ygrK6O0tJS5c+eSlZXF6NGj+fTTT3E4HNhsNj7//PNGvT+nEktN48eP5/PPP+fIkSOAMcd8/PjxfPjhhxw8eLB62+7du094nuDgYHJzcwGYOXMmFRUV1c/l5uZWD8Gsb57g0qVLWbduXZ2fU2mHhw4dyrZt29i1axcVFRW8++67XHDBBQ0+vq2TxE8IIVqAeWvzGPXYN6Td9zmjHvuGeWvzTvucVd+ob9y4kbi4OJ577rkmiLS2mlXzAkVWVlb1B46vv/661nMul8tPUTW/kJAQHn30UZ566qk6z91888289NJLbNu2jW3btvHtt9/6IcImkNAL+l4CP/4HSg/7O5pW56LMFP52cT9SYkJRGD19f7u4X+Orejo9BHtZvD0zM5MBAwZQWFiIy+Wif//+PPDAA3WGP2ZlZZGfn8+IESNITEwkJCTE6/y+2bNnM2XKlFrbLrnkEt555516Y5s8efIJrw0waNAgpk+fzrBhwxg+fDjXX389mZmZ1ZUnBwwYwMUXX8yQIUOIjo5u6NvSqFhq6tOnD7fddhtjx45lwIAB3HXXXfTu3Zu//OUvTJw4kf79+zNhwgTy8/OrjznnnHPqVPK98sorWbJkCenp6QwYMIARI0ZUD5dNTU2tTgo9nsYN9a3piiuuYMSIEWzZsoXU1FReffVVACwWC//+97+ZNGkSvXr14vLLL68eeioaoKo0bGv4GTx4sG6oRYsWNXhfX5EY/H99iSHwYwBW6QBoX07nx1vblJeX5/U92LVrV51tc9fk6ow//U93/sNn1T8Zf/qfnrsm1+s5Gio8PLz6/gsvvKBvvvlmrbXWP/74ox4xYoQeOHCgHjFihN68ebPWWuuzzz5b//TTT1prrQcOHKgffvhhrbXWf/rTn/TLL79c5/wlJSU6OTlZb9myRaenp1dvX7RokR47dqy+5JJLdHp6ur7yyiu1x+PRWmv98MMP6yFDhug+ffroG264oXr7tddeqz/44AOttdZff/21HjhwoO7bt6/+9a9/rR0Oh9Za688//1ynp6frUaNG6d/+9rf6zDPPrBPTokWL9Lnnnltr26xZs/Sll16qzzvvPD1u3DhdUlKizzzzTJ2Zman79u2r582bp7U2/m0yMjL09ddfr3v37q0nTJigy8rKtNZab9u2TY8fP173799fZ2Zm6u3bt2uttX7iiSf0kCFDdL9+/fSDDz540n+TsWPH6nvvvVcPHTpU9+jRQy9ZsqQ6xilTpuhJkybp7t2763vuueek52qoWbNm6VtvvbX68b59+2r9e73zzjv6iiuuaLLrNUZ9vy8NcnCL1g/FaP3ln5ouIN322qbm8MLi7XrhL/v9dn1fKikp0VprXVpaqgcPHqxXr17drNf39relKdlsNj19+nR900036f/+978+vVYg8ufvjTf1tU8yx08IIfysZuU8h8NBSEh+reebunLe8Y6vmpeRkcGSJUuwWCx8/fXX3H///Xz00UeMGTOGpUuX0qVLFywWC8uXLweMggZXX311nfOeqGre2rVr2bRpE8nJyYwaNYrly5czevRobrvtNh588EEArrnmGj777LNahRAcDgfTp09n4cKF9OzZk2nTpvHCCy9w0003ceONN7JkyRLS0tK44oor6n29S5curS5+cNlll5GSksL333/P+vXriYuLw+VyMXfuXKKiojh8+DBnnHFG9VCi+qr9XXXVVdx3331MmTIFh8OBx+NhwYIFbNu2jRUrVqC15oILLmDJkiWMGTPGa8W8Ki6XixUrVjB//nwefvjh6l7JdevWsXbtWoKDg0lPT+e3v/1trep2AHfeeSeLFi2qc86pU6dy33331fue1JSXl0dqamr149TUVA4cONCgYwNS+57Q73JY8TKM/C1EJJz8GNHstNaU1yju0trMmDGDn3/+GYfDwbXXXlvdFrYW4eHhzJo1y99hiJOQxE8IIQJcU1fOq1Jf1byioiKuvfZatm3bhlKqepH5rKwsnn32WdLS0jj33HP56quvKCsrIycnh/T0unN6TlQ1b9iwYdXJRVUMo0ePZtGiRTzxxBOUlZVRUFBAnz59aiV+W7ZsIS0tjZ49ewLHFnbOzs6ma9eupKWlAcYwoX/+859eX3dWVhafffZZ9ePXX3+dCRMmEBdnFP/QWnP//fezZMkSTCYTeXl51YmPt4p5JSUl5OXlVQ8dCwkJAWDBggUsWLCAzMxMwFg3bNu2bYwZM8ZrxbwqF198ca3zVxk/fnz18LDevXuze/fuOonfM888U+95G8r4sriVGXsvbPgAlv0DJv/V39EIL8pdHjQQYmmdid+JhpEK0Vx8mvgppSYD/wTMwCta68eOe15VPn8OUAZM11qvqXwuBygB3IBLaz3El7EKIdqOQGubavbM5eTk0KVLl1rPN3XlvCrequbdfvvtPPDAA4wbN465c+eSk5NDdnY2YEyqX7VqFV27dmXChAkcPnyYl19+2et6VKdaNc/lcuFwOLjllltYtWoVHTt25KGHHvJL1by3336bQ4cOsXr16upKgSermFdfTDNnzuTGG288pViqrlH1vhy/3dtzVZqix6/mXB0wijYkJiY2OP6A1K4bDLgCVr1q9PpFJfk7onoFWvvUXBxO74u3CyGajs+KuyilzMBzwNlAb+AKpVTv43Y7G+hR+TMDeOG458dprQe2pIZLCBHYWmLb1NSV845Xs2qe0+mkqKiIlBSjOMPrr79evV9QUBAdO3bk/fff54wzziArK4unnnrKa/GExlTNq0qu4uPjsdlsXqt4ZmRkkJOTw/bt2wF46623GDt2LBkZGezcubO6h+y9995r7NtBUVERCQkJWK1WFi1adNJKd1FRUaSmpjJv3jwAysvLKSsrY9KkSbz22mvYbDbAGEJZVUHPV5555hmvVfMamvQBJCUlERkZyQ8//IDWmjfffLO6N7hFG3M3eFyw7O/+jqReLbF9aioOpzGCoWo5ByFE0/Plb9cwYLvWeqfWugJ4F7jwuH0uBN6snIf4AxCjlArcr+GEEK1Bi2ubmrpynjdVVfPeffdd7r33XmbOnMmoUaNwu9219svKyiIxMZGwsDCysrLIzc1tsqp5MTEx3HDDDfTr14+LLrqoemHhmkJCQpg1axaXXXYZ/fr1w2QycdNNNxEaGsrzzz/P5MmTGT16NImJiURGRjbqvbjqqqtYtWoVQ4YM4e233yYjI+Okx7z11ls8++yz9O/fn5EjR7J//34mTpzIlVdeyYgRI+jXrx+XXnpp9RpW3irm+UOXLl246667eP3110lNTeXnn38G4IUXXuD666+ne/fudOvWrbrXt0WLS4OBV8Hq16Eo96S7+0mLa5+ail16/ITwPW8VX5riB7gUY4hC1eNrgH8ft89nwOgajxcCQyrv7wLWAKuBGQ25plT1bHkx+Pv6EkPgx0ATV84LlLbpVKp6ioapqprn8Xj0zTffrP/0p6at4tiW+fv/ZZNVzDu6W+uH22n96e9O+1RN3TZpP7RPgVTV85d9RfqZr7boAlu5X67f2vn7d7i1k6qeoLxsO34ixIn2GaW13qeUSgC+Ukpt1lovqXMRpWZgDHUgMTGRxYsXNyg4m83W4H19RWLw//UlhjYZQ0C0TVFRUbUWv61SUVFRq6CHaLhXX32Vjz76CKfTSZ8+fbjxxhvlvWwi/v5/WVBQwNatW5vkXD06nEXS6jdZYT4DR2jAzV30efvU2LbJ1/IKjR6/g/vzKDJ7e4nidPj7d7i1a8o2ypd8mfjlAjXLjaUCx49rqXcfrXXV7UGl1FyM4Q91PlxprV8CXgIYMmSIbuhwlMWLF/t96IrE4P/rSwxtMoaAaJv27dvntZS/t+IuomEeffRRHn300erH8l42HX+/l0FBQU1X/j6zBzybyRnOZXD2v5rmnE3n/9u78/ioqvvh45+vIayRYECtCg8EEaiQkATCnoASFqnsIJsCsggoS7E8rUvRVOuvLlAtFaVuwVpkE4OgYPnJUpbKFqAICgZsfAjiAlRKJAGSnOePe2eYTGaSSTKTyfJ9v155JXPuufd+58zMyZzlnhvw+qm0dVOgnT5xFs6c5bbmzbhGtOHnb8H+DFd1fq2jAiiQ1/jtBW4TkUgRqQmMAta65VkLjBNLZ+C8Mea0iNQTkWsBRKQe0Ac4HMBYlVLVh9ZNSlVn4bdAh/vhwFI491Wwo3FXbeunnCt51KoRoo0+pQIoYCN+xphcEZkB/B1rSeK3jDFHRGSavX0xsB5rOeLjWEsS32/vfiOQaq1YTA3gXWPMx4GKVSlVfWjdpJSi+xxrkZdt82HwK8GOxqk61085V/J0RU+lAiyg9/EzxqzHqqBc0xa7/G2Ahzzs9xXQLpCxKaWqL62blKrmrv0ZxE+GXa9A94ehUYtgR+RUXeun7Ct5BVb0DAkJISoqitzcXCIjI3nnnXdo0KCBX8+ZmprK0KFD+eKLL3xavdebsLAw521bysrxvB3WrFlToaZoJicnExYWxty5c73m6dq1K//85z8B/5ZNoEycOJEPP/yQG264gcOHCw6Sf/zxx8yePZu8vDwmT55colvjVETataKUUkqp6qfbbKhRG/7xXLAjqdwOrYQX20JyA+v3oZWlOsyl3PwC9yutU6cOBw8e5PDhw0RERLBo0SI/BXzVsmXL6N69O8uXL/f7sUvL8bwdP66NPmMM+fn5wQvOR45GX2UxYcIEPv648OB4Xl4eDz30EBs2bODzzz9n2bJlzlveVFba8FNKqWoqJCSEmJgY2rZty4ABA/jxxx/9fo7U1FREhKNHj5bpOBMmTPB4Q/eS2rp1K+Hh4cTExBATE0NSUlKZj+lPS5YsYcaMGUXmWbt2Lc8++yxg9b7Pnz+/PEIrk5dffpkWLVogIpw5c8aZboxh1qxZtGjRgujoaPbv319+QYXdAB2nwGer4Idj5XfequTQSlg3C86fBIz1e92sUjX+souY6tmlSxdOnToFwODBg2nfvj1t2rThtddec+Z5/vnnWbhwIQBz5szhzjvvBGDTpk3ce++9hY6ZlZXFzp07efPNNws0/DIyMvj5z3/OlClTaNOmDX369CE7O7vIc7v64x//SNu2bWnbti0vvfSSM/3pp5+mdevW9O7dm9GjR/v8uXXE8+CDDxIXF8fJkye9xlJU7KtXryY6Opp27dpx3333AfC3v/2Njh07EhMTw9SpUwvdt9XhmWeeoVWrViQlJXHs2NXPirfyCAsLK3SMefPm8ac//cn5+PHHH3e+Xt4cOXKEpKQkWrZsydNPP83MmTPZu3evL8VWIomJiURERBRK37NnDy1atKB58+bUrFmTUaNG8cEHH/j9/OUpoFM9lVJK+cmhlbDpKevG0+GNodcTEH1PmQ7p6FkGGD9+PIsWLeLxxx/3Q7BXufaoJycn+/XYpZWQkMCHH37ocVtubi41alTsf40DBw5k4MCBwQ6jRLp168bdd99daNXeDRs2kJ6eTnp6Ort372b69Ons3r27/ALrOhv2vglbn4URKeV33spiwyPw7Wfet2fuhbxLBdOuZMMHMyDtbc/7/CwK7nq2UHKO21RPh7y8PDZt2sSkSZMAeOutt4iIiCA7O5v4+HiGDRtGw4YNSUxMZMGCBcyaNYt9+/Zx6dIlrly5wo4dO0hISCh03DVr1tCvXz9atmxJREQE+/fvd67KmJ6ezrJly3j99de55557WL16Nffee6/XczukpaWRkpLC7t27McbQqVMnevToQV5eHqtXr+bAgQPk5uYSFxdH+/btPRZPdnY2MTExAERGRvLiiy9y7NgxUlJSeOWVq9ejeorFW+yxsbEsWrSIPXv20KhRI86dO8cXX3zBihUr2LlzJ6GhoTz44IMsXbqUcePGFYgnLS2N5cuXe4y9uPJwNWnSJIYOHcrs2bPJz89n+fLl7NmzB4D+/fvzxhtvFFhNNicnhxEjRrBq1SqaN29O69atad++PfHx8R6P7y4hIYELFy4USp8/f77PHX6nTp2iSZOrC+g2bty4fOunANARP6WUquj82KvujWuP+p49e+jatSuxsbF07drV2cPbv39/Dh06BEBsbCxPPfUUYPXkvvHGG4WO6a1H3XHbjuHDh9O6dWvGjh3ruBE1Tz31FPHx8bRt25YHHnjAme5q06ZNxMbGEhUVxcSJE7l0yfriuX79elq3bk337t2ZNWuW84ticZYsWcKIESMYMGAAffr0ISsri169ehEXF0dUVJSzh7eo3vTjx4+TlJREu3btiIuL48SJEwC88MILxMfHEx0dzZNPPunx/CkpKbRs2ZIePXqwc+dOZ/q6devo1KkTsbGxJCUl8d133znjdR8VPHHiRIGlxNPT071+sYSiX4NmzZrx5JNPOp9/WUdrwXq/eLpO6YMPPmDcuHGICJ07d+bHH3/k9OnTZT6fz+o1hE5T4UgqfHek/M5bVbg3+opL9yI/33A5N79Aw8/RAGrYsCHnzp2jd+/eACxcuJB27drRuXNnTp48SXp6OgDt27cnLS2NCxcuUKtWLbp06cK+ffvYvn27x4bfsmXLGDVqFACjRo1i2bJlzm2RkZHOxlf79u2d97/zdm6HHTt2MGTIEOrVq0dYWBhDhw5l+/bt7Nixg0GDBlGnTh2uvfZaBgwY4LUsXKd6pqamAtC0aVM6d+5cIJ+3WDzFvnnzZu666y4aNWoEQEREBJs2bSItLY34+HhiYmLYtGkTX31VeJXb7du3M2TIEOrWrUv9+vULdDoVVx6umjVrRsOGDTlw4AAbN24kNjbW2Uhcv359oVuIfPLJJ8TGxtKmTRvq1KnD5cuX+dWvfgXATz/9xPjx45kyZQpLly71eL7t27cXmDLr+CnJLA9P/3+kkq86W7G7NZVSqjpw6VX/WU4O1K5dcLsfe9U9ce9Rb926Ndu2baNGjRp88sknPPbYY6xevZrExES2b99Os2bNqFGjhrORsmPHDo9TqYrqUT9w4ABHjhzh5ptvplu3buzcuZPu3bszY8YMnnjiCQDuu+8+PvzwwwJfknJycpgwYQKbNm2iZcuWjBs3jldffZVp06YxdepUtm3bRmRkJKNHj/b6fLdv3+78YjRixAhuueUWPv30Uw4dOkRERAS5ubmkpqZSv359zpw5Q+fOnZ1fdryNBIwdO5ZHHnmEIUOGkJOTQ35+Phs3biQ9PZ09e/ZgjGHgwIFs27aNxMREZyynT5/mySefJC0tjfDwcO644w5iY2MB6N69O7t27UJEeOONN3j++edZsGCBx+d06623Eh4ezsGDB4mJiSElJYUJEyawdu1a9u3b52yku/L2GgA0atSI/fv388orrzB//nx++9vfFtj32LFjjBw50mMsW7du9XkRDk896qdOneKmm27yaX+/6DID/rkIXu8FuTl+G1GvEoqrQ15sa3dIuQlvAvd/5PNpcnKtKYa1PVzjd/78ee6++24WLVpEdHQ0n3zyCZ9++il169alZ8+e5OTkABAaGkqzZs1ISUmha9euREdHs2XLFk6cOMHPf/7zAuc7e/Ysmzdv5vDhw4gIeXl5iAjPP/88ALVq1XLmDQkJITs7m61bt3o9t4OnhkJR6b6qV69egcdFxeIpdmNMoQaLMYbx48fzhz/8odjze2rs+FIe7iZPnsySJUv49ttvmThxYpF5Dxw44Px/8c033xAWFka3bt0AeP/99xk+fDgDBgxg5MiRjB07ttD+/hjxa9y4sXNqLUBmZmZQ7nHpTzrip5RSFZ2fetXdeetRP3/+PCNGjKBt27bMmTOHI0eskZCEhAS2bdvGjh07+MUvfkFWVhYXL14kIyODVq1aFTp+UT3qHTt2pHHjxlxzzTXExMQ4e9S3bNlCp06diIqKYvPmzc5zOxw7dozIyEhatmwJWFNUt23bxtGjR2nevDmRkZEARTb8EhISnL2/jqmtvXv3dl7jYYzhscceIzo6mqSkJE6dOuUcbfPUm37hwgVOnTrFkCFDAKhduzZ169Zl48aNzp7tuLg4jh49WqhHfPfu3fTs2ZPrr7+emjVrFmhMZWZm0rdvX6KionjhhRcKlYW7yZMnk5KSQl5eHitWrGDMmDEMHDjQY6OvqNcAYOjQoQWeo7tWrVp57E0/ePBgiVZerBA96sc/AZMLudkEakS9yur1BITWKZgWWsdKL4GcK9aCJZ6u8QsPD2fhwoXMnz+f8+fPc91111G3bl2OHj3Krl27CuRNTExk/vz5JCYmkpCQwOLFi4mJiSn0nnrvvfcYN24cX3/9NRkZGZw8eZLIyEh27NjhNcbizu04/5o1a7h48SI//fQTqampJCQk0L17d9atW0dOTg5ZWVl89JHvjeLSxuKqV69efPTRR5w9exaAc+fO0atXL9577z2+//57Z9rXX3/t8TmlpqaSnZ3NhQsXWLduXaliABgyZAgff/wxe/fupW/fvkXmrVWrFpmZmQA8+uijXL582bktMzPT2WEUElJ4ejD4Z8QvPj6e9PR0/v3vf3P58mWWL19e6abZu9MRP6WUCjaXXvVvMzIKT4nzU6+6O0896rNmzWLevHnccccdpKamkpGR4bwuKz4+nn379tG8eXN69+7NmTNneP311z1OKSxpj3pubi45OTk8+OCD7Nu3jyZNmpCcnByUHvWlS5fyww8/kJaW5hxFKK433VtMjz76KFOnTi3y3N4aOjNnzuThhx9m4MCBbN26tdhrJIcNG8bvfvc77rzzTtq3b+/1WhsHT6+B+zb3dAd/jfhViB71TU9BvttzvJJtpeuoX9Ec5VPG649zrhQe8XMVGxtLu3bt+PHHH8nNzSU6OppWrVoVmv6YkJDAM888Q5cuXahXrx61a9f2Os3TfVn+YcOG8e677/Kb3/zGYwz9+vVj8eLFXs8NEBcXx4QJE+jYsSNgdcY4RvAHDhxIu3btaNq0KR06dCA8PLyYUvHOl1hctWnThhkzZtCjRw9CQkKIjY1lyZIl/P73v6dPnz7k5+cTGhrKokWLaNq0aaHnNHLkSGJiYmjatKmzPEsaA0DNmjW54447aNCgQYEGm6dr/MaMGcOgQYNo1aoVU6dO5dKlS/zyl7/kpZdeonHjxmRmZhITE+OXVU5Hjx7N1q1bOXPmDI0bN+Z3v/sdkyZNokaNGrz88sv07duXvLw8Jk6cSJs2bcp8vmDShp9SSlV0vZ6wRiCuZF9NK0WvujeOHvVBgwYxffp0zp8/zy233AJY15M51KxZkyZNmrBy5UrmzZvHDz/8wNy5cz3ez8nRo/6Xv/zFmdajR48ie9QdjatGjRqRlZXFe++9x/Dhwwvkad26NRkZGRw/fpwWLVrwzjvv0KNHD1q3bs1XX31Fht1wXrFiRanL4/z589xwww2EhoayZcsWj73grurXr0/jxo1Zs2YNgwcP5tKlS+Tl5dG3b1/mzZvH2LFjCQsL49SpU4SGhnLDDTc49+3UqROzZ8/m7Nmz1K9fn1WrVtGuXTtnHI7X4e23vUzpdVG7dm369u3L9OnTefPNN0v9/H3hGPErq4EDB/Lyyy8zatQodu/eTXh4ePlO8wSrwVKSdFVQ9D1lbiBn2w0/19s5uN/7zTHSNH78eK/H6dWrF1euXHE+/vLLLz3m27p1a6G0WbNmOf92vZeba/22YcMGj8dzjfXhhx/m4YcfLpRn7ty5JCcnc/HiRRITE53XqxV1LLCujXO/t1ytWrW8xuIt9mHDhhU658iRI7124Lh6/PHHPS785Ut5uP6dn5/Prl27WLVqVYH869cXuG0lYHUKpaWleTz+0KFDmTFjBh999FGR10v6ynU2irv+/fvTv3//Mp+jotCpnkopVdFF3wMDFlojfIj1e8BCv45GOHrUly9fzq9//WseffRRunXrVmh574SEBG688Ubq1q1LQkICmZmZXnvUHVMfHRw96t40aNCAKVOmEBUVxeDBgz2u3la7dm1SUlIYMWIEUVFRXHPNNUybNo06derwyiuv0K9fP7p3786NN97ItddeW6qyGDt2LPv27aNDhw4sXbrUpxs7v/POOyxcuJDo6Gi6du3Kt99+S58+fRgzZgxdunQhKiqK4cOHF7rm5KabbiI5OZkuXbqQlJRUYIGW5ORkRowYQUJCgnNRBl9iFxH69OkDWLd+cFwzGUwLFy509tJHR0czefJkwPpS1bx5c1q0aMGUKVMKrFpYbsIblyxd+V1xI35VwQMPPEBMTAxxcXEMGzaswGe9Ovj8889p0aIFvXr14rbbbivTserVq0dKSgqvvvqqx+v7lHdS1ukxFUmHDh3Mvn37fMrrWNEsmDSG4J9fY6j4MYhImjGmQ3Ai8g9PddM333zjcUpbhqepnsonWVlZhIWFYYzhoYceomHDhjz99NPBDqtcOa6D8vfzDvb70tvnxS8cq+a6j6gX07lS3eqmQEr7+j9sT/+B6T1vpVaNqtv4C6Zgf4arumB8borirX7SqZ5KKaWqhNdff523336by5cvExsby8yZM4MdUrkaMmQIJ06cYPPmzcEOpXLx03VqqvRyrljXANcM0YloSgWSNvyUUkpVCXPmzGHOnDnOx55Wo6zKHPf8UqXgh+vUVOnlXMmjdo1rKv090pSq6LRrRSmlgqQqTbVXKlD0c1L+yrvMc67kVenr+1TVVpnqKG34KaVUEISGhpKVlVWp/mEoVd6MMWRlZREaGhrsUKqNYNRNOVfyC6zoqVRlUdnqKJ3qqZRSQRAREcG5c+cKrfJ47tw5atasGaSoqhYtS/8JZlmGhoYSERERlHNXR97qpkDK+s8P1KsZwjffaOMvULQ+DJzKVEdpw08ppYIgJCSE66+/vlD6l19+We2W+Q4ULUv/0bKsPrzVTYG0+O0v6NaiEcMTK86qiFWNfoYVBHiqp4j0E5FjInJcRB7xsF1EZKG9/ZCIxPm6r1JKlZbWTUqpiqo61k8/XrzCdXUrx1Q5pSqzgDX8RCQEWATcBdwOjBaR292y3QXcZv88ALxagn2VUqrEtG5SSlVU1bF+yrmSR/aVPBrU1WmISgVaIEf8OgLHjTFfGWMuA8uBQW55BgF/NZZdQAMRucnHfZVSqjS0blJKVVTVrn46n30FgAY64qdUwAXyGr9bgJMujzOBTj7kucXHfQEQkQewerwAskTkmI/xNQLO+Jg3UDSG4J9fY6j4MTT18zmCXTeFA+ddsro/Lo/Xwf2cgdi3uHxFbfe0zZc0LUvftmlZlm67+zZ/101QDvVTGb43QdleoyLd+xzcG/jzlcd7rLT7+JK3LO/fivA/vqwC9v4rp/OV5/vPY/0UyIafp7twuq8N7C2PL/taica8BrxWstBARPYZYzqUdD9/0hiCf36NoVrGENS6SUReM8Y8UMTjgJeB+zkDsW9x+Yra7mmbL2lalr5t07L0X1kGQMDrp9J+b4JyK4OAna883mOl3ceXvGV8/wb9f3xZ6fuv7LEEsuGXCTRxedwY+MbHPDV92FcppUoj2HXTumIel4eynNPXfYvLV9R2T9t8SdOy9G2blmXptpdHmQS7fipOeb8v/H2+8niPlXYfX/KW5f1bFej7r4wkUDfoFJEawJdAL+AUsBcYY4w54pLnF8AMoD/WdISFxpiOvuzrh/iC3vOhMQT//BpD9YtB66bqQ8vSf7Qsy0dFr59U5aWfYQUBHPEzxuSKyAzg70AI8JYx5oiITLO3LwbWY1Vcx4GLwP1F7evnEEs1zcHPNIbgnx80BodqEYPWTdWKlqX/aFmWg0pQP6nKSz/DKnAjfkoppZRSSimlKoaA3sBdKaWUUkoppVTwacNPKaWUUkoppaq4Kt3wE5F+InJMRI6LyCMetouILLS3HxKROD+fv4mIbBGRL0TkiIjM9pCnp4icF5GD9s8T/ozBPkeGiHxmH3+fh+2BLodWLs/voIj8V0R+6ZbH7+UgIm+JyPcictglLUJE/ldE0u3f13nZt8j3ThljeEFEjtplnSoiDbzsW+TrVsYYkkXklEt59/eybyDLYYXL+TNE5KCXff1SDkoppZRS1VmVvcZPREKwVrfqjbX08V5gtDHmc5c8/YGZXF0Z60/GGI83Yy5lDDcBNxlj9ovItUAaMNgthp7AXGPM3f46r4c4MoAOxhiPN+4MdDm4nSsEa7WxTsaYr13Se+LnchCRRCAL+Ksxpq2d9jxwzhjzrN2Quc4Y8xsPMRb53iljDH2AzfaF+M8BuMdg58ugiNetjDEkA1nGmPlF7BfQcnDbvgA4b4x5ysO2DPxQDpWViNQDXgEuA1uNMUuDHFKlJSLNgceBcGPM8GDHU5mJyGDgF8ANwCJjzMbgRqSUKgmtD6unqjzi1xE4boz5yhhzGVgODHLLMwjri6gxxuwCGtiNNb8wxpw2xuy3/74AfAHc4q/j+1FAy8FNL+CEa6MvUIwx24BzbsmDgLftv98GBnvY1Zf3TqljMMZsNMbk2g93Yd1rKWC8lIMvAloODiIiwD3AstIcuzLyNAJqp3saYR0KvGeMmQIMLPdgK7iSlKX9Xp4UnEgrvhKW5Rr7PTkBGBmEcJVSbrQ+VMWpyg2/W4CTLo8zKdzo8iWPX4hIMyAW2O1hcxcR+ZeIbBCRNgE4vQE2ikiaiDzgYXu5lQMwCu9f8ANdDgA3GmNOg9Uwx+qtdlee5TER2OBlW3GvW1nNsKebvuVlymt5lUMC8J0xJt3L9kCXQzAsAfq5JtgjrIuAu4DbgdEicjtWx4DjdcgrxxgriyX4XpaqaEsoeVn+1t6ulAq+JWh9qIpQlRt+4iHNfV6rL3nKHohIGLAa+KUx5r9um/cDTY0x7YA/A2v8fX6gmzEmDutD/5A97a5AiB72CUQ51MQasVjlYXN5lIOvyqs8HgdyAW9T94p73criVeBWIAY4DSzwFKKHtEDMDR9N0aN9gSyHoPAyAupthDWTq6PCVbnOLpUSlqUqQknKUizPARscM1uUUsGl9aEqTlX+EpEJNHF53Bj4phR5ykREQrEafUuNMe+7bzfG/NcYk2X/vR4IFZFG/ozBGPON/ft7IBWrEnAV8HKw3QXsN8Z85yHGgJeD7TvHNFb79/ce8pTH+2I8cDcw1ni50NaH163UjDHfGWPyjDH5wOtejl0e5VADayrjiiJiDVg5VDDeRljfB4aJyKvAumAEVgl5LEsRaSgii4FYEXk0OKFVOt7elzOBJGC42DcXV0pVSFofKqeq3PDbC9wmIpH2SNMoYK1bnrXAOLvnsjPW4hKn/RWAfe3Sm8AXxpg/esnzMzsfItIR6zU568cY6tkLyzgWiegDHHbLFtBycOF1ZCfQ5eBiLTDe/ns88IGHPL68d0pNRPoBvwEGGmMuesnjy+tWlhhcr+Ec4uXYAS0HWxJw1BiT6SXOgJZDBeNxhNUY85Mx5n5jzHRd2MVn3sryrDFmmjHmVmPMH8o9qsrJW1kuNMa0t8tzcblHpZTyldaHyqlGsAMIFHvFxBnA34EQ4C1jzBFHz6T9j2o91kqWx4GLwP1+DqMbcB/wmVxdqv4x4P+4xDAcmC4iuUA2MMrbCFAp3Qik2m2qGsC7xpiPy7kcEJG6WKtDTnVJc43B7+UgIsuAnkAjEckEngSeBVaKyCTg/wEj7Lw3A28YY/p7e+/4MYZHgVrA/9qvyy5jzDTXGPDyuvkxhp4iEoM1dTMD+3Upz3IwxryJh2s+A1UOlUB5jbxXB1qW/qNlqVTlpp9h5VRlb+eglFIVmb3g04fm6i02amDdPqMX1i1P9gJjStvYrk60LP1Hy1Kpyk0/w6ooVXmqp1JKVUj2COinQCsRyRSRSfYtPhwjrF8AK/Ufc/G0LP1Hy1Kpyk0/w6o4OuKnlFJKKaWUUlWcjvgppZRSSimlVBWnDT+llFJKKaWUquK04aeUUkoppZRSVZw2/JRSSimllFKqitOGn1JKKaWUUkpVcVX2Bu6q6hGR+sA/gJpAJNZ9aXKArsaY/GDGppRSSimlVEWmI36q0jDG/NcYEwvcD/yvMSbGGNNZG31KKaVU9SUiRkQWuDyeKyLJfjr2EhEZ7o9jFXOeESLyhYhscUtvZj+/mS5pL4vIhEDH5CHGZiIypohtJY5TRKaJyLhi8kwQkZe9bMvyIXRl04afqozaAnrzUaWUUkoBXAKGikijYAfiSkRCSpB9EvCgMeYOD9u+B2aLSE3/RGYRkZLO/GsGeGz42UocpzFmsTHmryWMwy9K8fwrPW34qcroduBwsINQSikRaSMin4jIlyIyT0T+LCLxwY5LqWomF3gNmOO+wX3EzjFCJCI9ReQfIrLS/vw+KyJjRWSPiHwmIre6HCZJRLbb+e629w8RkRdEZK+IHBKRqS7H3SIi7wKfeYhntH38wyLynJ32BNAdWCwiL3h4fj8Am4DxHo53q4h8LCJpdoyt7fQBIrJbRA7YddSNdnqyiLwmIhuBv4rI9SKy2n4ee0Wkm52vh4gctH8OiMi1wLNAgp1WqKxLGWeyiMy1/463y/JTu2xdv+vdbO+fLiLPux17gYjsF5FNInK9nRYjIrvs46WKyHV2+lYR+R8R+QdWI3WE/Vr8S0S2eXhOVYo2/FRldDPwbbCDUEpVbyJSG1gFzAbaAZOBW4wxe4MamFLV0yJgrIiEl2Cfdlif3yjgPqClMaYj8AYw0yVfM6AH8AusxlltrBG688aYeCAemCIikXb+jsDjxpjbXU8mIjcDzwF3AjFAvIgMNsY8BewDxhpj/q+XWJ8FfuVhFPE1YKYxpj0wF3jFTt8BdLYvkVkO/Npln/bAIGPMGOBPwIv28xhmP3fsYz1kjIkBEoBs4BFgu32pzYt+itNVCjDNGNMFyHPbFgOMxHqtRopIEzu9HrDfGBOHtQ7Ek3b6X4HfGGOisRrgT7ocq4ExpocxZgHwBNDXGNMOGOjlOVUZ1W6IU1UJfwfeFJEJxph/BDsYpVS1lQQcMMYcAbCnNy0QkXpYX2ouA1uNMUuDGKNS1YIx5r8i8ldgFlYjxRd7jTGnAUTkBLDRTv8McJ1yudJeTyBdRL4CWgN9gGiX0cRw4Dasz/0eY8y/PZwvHqtO+ME+51IgEVjjw/P7t4jswWWqpYiEAV2BVSLiSK5l/24MrBCRm7AWxXONZ60xxlFGScDtLvvXt0f3dgJ/tGN83xiT6ZLHn3E68jQArjXG/NNOehe42yXLJmPMeTvv50BT4CSQD6yw8/wNeN9u/Ddw+Y74NlYnncMKl793AktEZCXwfrFPsJLThp+qdIwxb2N9iJVSKphigf3g7MnPMsbsFJH7gPeMMetEZAWgDT+lysdLWJ/JFJe0XOwZbmK1OlyvP7vk8ne+y+N8Cn5HNm7nMYBgjWD93XWDiPQEfvISX/Etp6L9D/Ae4JiSeA3woz0q5+7PwB+NMWvtmJJdtrnGdw3QxaUh6PCsiHwE9Ad2iUhSgOJ0KK5sXF+rPLy3YdxfK0+cz98YM01EOmGN5h4UkRhjzFkfjlEp6VRPpZRSqnQuYfWqA/yBq18oG2P1REPh6UpKqQAxxpwDVmJNw3TIwJraCDAICC3FoUeIyDX2dX/NgWNYs4+mi0gogIi0tEf7i7Ib6CEijeypkKOxpif6xBhzFPgceyTMGPNf4N8iMsKOQUSknZ09HDhl/13omjsXG4EZjgciEmP/vtUY85kx5jmsaaitgQvAtX6O07HPf4ALItLZThpV3Hls1wCOUdcxwA57ZPA/IpJgp9+Hl3K2n+duY8wTwBmgiad8VYU2/JRSSqnSeRdIFJFjwL+AT0XkJSCTqw1C/T+rVPlaALiu7vk6VmNrD9AJ76NxRTmG1XDYgHUNWg7WtXCfA/vtRUj+QjEz6exppY8CW7DqjP3GmA9KGMszXK1fAMYCk0TkX1grng+y05OxplZux2rQeDML6GAvgvI5MM1O/6Vj0ROsqbMbgENArr0QiqfFXUoTp6tJwGsi8inWCOD5Ys4B1uvZRkTSsK6dfMpOHw+8ICKHsK4PfMrz7rwg9mI7WCOU//LhnJWWGOPLiKhSSimlfGH3+r8M5GD1PutUT6WUKoaIhBljHKuuPgLcZIyZHeSwqhRt+CmllFJKKaWCSkRGYo2I1gC+BiY4FsJR/qENP6WUUkoppZSq4vTaA6WUUkoppZSq4rThp5RSSimllFJVnDb8lFJKKaWUUqqK04afUkoppZRSSlVx2vBTSimllFJKqSpOG35KKaWUUkopVcVpw08ppZRSSimlqjht+CmllFJKKaVUFff/AbCTYNNQUqTVAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -1547,17 +1019,19 @@ } ], "source": [ - "runs = {'Raw Analog France 5%' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", + "runs = { 'Raw Analog France' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z0/globa_logit/'\n", + " #,'Raw Analog France 5%' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", " #,'NAE ResNet (16) France' : './xforanalogs/ZGonlyNA24by48/Z16/yrs500/interT15fw20.1.20ZGskip2/'\n", " #'Raw Analog Scandinavia 5%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/interT15/'\n", " #, 'NAE ResNet (16) Scandinavia 5%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/Z16/yrs500/interT15fw20.1.20skip2/'\n", " #, 'Raw Analog Scandinavia 1%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/Per1interT15/'\n", " #, 'North Atlantic ResNet (16) 1%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/Z16/yrs500/Per1interT15fw20.1.20skip2/'\n", " #, 'Raw Analog France daily 1%' : ['./xforanalogs/NA24by48/global_logit/yrs500/interT15daily1percent/',2]\n", - " , 'Raw Analog France daily 5%' : ['./xforanalogs/NA24by48/global_logit/yrs500/interT15daily/',2]\n", + " #, 'Raw Analog France daily 5%' : ['./xforanalogs/NA24by48/global_logit/yrs500/interT15daily/',2]\n", + " , 'Raw Analog France daily' : ['./xforanalogs/5fold/T15/NAE/France/yrs500/Z0/global_logit_daily/',2]\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWG1dvs3d', marker='o', linestyle='solid', alpha=0.2, dpi=200)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWG1dvs3d', marker='o', linestyle='solid', alpha=0.2, dpi=200)" ] }, { @@ -1569,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1578,11 +1052,11 @@ "text": [ "Raw Analog France 5%\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.40+-0.05, 50.0, 10\n", "0.29+-0.05, 50.0, 10\n", "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", + "0.19+-0.06, 10.0, 10\n", "0.18+-0.06, 10.0, 10\n", "0.18+-0.05, 10.0, 10\n", "NAE ResNet (16) France\n", @@ -1596,10 +1070,10 @@ "0.18+-0.06, 1.0, 5\n", "Raw Analog Scandinavia 5%\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [1, 2, 3, 5, 10, 20, 50, 100], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.36+-0.05, 100.0, 20\n", "0.23+-0.04, 100.0, 10\n", - "0.14+-0.02, 100.0, 10\n", + "0.14+-0.03, 100.0, 10\n", "0.09+-0.03, 100.0, 10\n", "0.07+-0.03, 50.0, 10\n", "0.05+-0.03, 50.0, 10\n", @@ -1616,21 +1090,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -1648,7 +1108,7 @@ " , 'NAE ResNet (16) Scandinavia 5%' : './xforanalogs/ZGonlyNA24by48/Scandinavia/Z16/yrs500/interT15fw20.1.20skip2/'\n", " }\n", "\n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog')" ] }, { @@ -1662,41 +1122,27 @@ "text": [ "NAE for France\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", - "0.40+-0.05, 50.0, 10\n", - "0.29+-0.05, 50.0, 10\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", - "0.18+-0.06, 10.0, 10\n", - "0.18+-0.05, 10.0, 10\n", - "NH for France\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.40+-0.03, 50.0, 10\n", + "0.29+-0.02, 50.0, 10\n", + "0.22+-0.02, 50.0, 10\n", + "0.19+-0.02, 10.0, 20\n", + "0.18+-0.02, 10.0, 10\n", + "0.18+-0.03, 10.0, 10\n", + "NH for Frnce\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.38+-0.05, 50.0, 20\n", - "0.27+-0.04, 50.0, 20\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.05, 50.0, 10\n", - "0.18+-0.04, 50.0, 10\n", - "0.18+-0.05, 10.0, 50\n" + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", + "0.38+-0.02, 50.0, 20\n", + "0.26+-0.02, 50.0, 20\n", + "0.21+-0.02, 50.0, 10\n", + "0.19+-0.02, 50.0, 10\n", + "0.18+-0.03, 1.0, 50\n", + "0.18+-0.03, 1.0, 50\n" ] }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -1708,18 +1154,20 @@ } ], "source": [ - "runs = {'NAE for France' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", - " ,'NH for France' : './xforanalogs/NH24by128/global_logit/yrs500/interT15/'\n", + "runs = {#'NAE for France' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", + " 'NAE for France' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z0/globa_logit/',\n", + " #,'NH for France' : './xforanalogs/NH24by128/global_logit/yrs500/interT15/'\n", + " 'NH for Frnce' : './xforanalogs/5fold/T15/NH/France/yrs500/Z0/global_logit/'\n", " \n", " #,'North Hemisphere shallow (16)' : './xforanalogs/NH24by128/Z16/yrs500/interT15L2Conv2dense1linear/'\n", "}\n", " \n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGNAEvsNH', marker='o', linestyle='solid', alpha=0.15, dpi=200)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGNAEvsNH', marker='o', linestyle='solid', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1728,11 +1176,11 @@ "text": [ "France 500 yrs\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.40+-0.05, 50.0, 10\n", "0.29+-0.05, 50.0, 10\n", "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 20\n", + "0.19+-0.06, 10.0, 10\n", "0.18+-0.06, 10.0, 10\n", "0.18+-0.05, 10.0, 10\n", "France 100 yrs\n", @@ -1746,10 +1194,10 @@ "0.18+-0.09, 5.0, 50\n", "Scandinavia 500 yrs\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [1, 2, 3, 5, 10, 20, 50, 100], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.36+-0.05, 100.0, 20\n", "0.23+-0.04, 100.0, 10\n", - "0.14+-0.02, 100.0, 10\n", + "0.14+-0.03, 100.0, 10\n", "0.09+-0.03, 100.0, 10\n", "0.07+-0.03, 50.0, 10\n", "0.05+-0.03, 50.0, 10\n", @@ -1766,21 +1214,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1798,12 +1232,12 @@ " ,'Scandinavia 100 yrs' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15'\n", "}\n", " \n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog_NAEvsNH')" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/analog_NAEvsNH')" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1812,10 +1246,10 @@ "text": [ "Raw Analog 500 yrs\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'allowselfanalogs': True, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [1, 2, 3, 5, 10, 20, 50, 100], 'delay': array([0, 1, 2, 3, 4, 5])}}}\n", + "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", "0.36+-0.05, 100.0, 20\n", "0.23+-0.04, 100.0, 10\n", - "0.14+-0.02, 100.0, 10\n", + "0.14+-0.03, 100.0, 10\n", "0.09+-0.03, 100.0, 10\n", "0.07+-0.03, 50.0, 10\n", "0.05+-0.03, 50.0, 10\n", @@ -1832,21 +1266,7 @@ }, { "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ,\n", - " ],\n", - " dtype=object))" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1862,12 +1282,12 @@ " ,'Raw Analog 100 yrs' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15'\n", "}\n", " \n", - "Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/Scandinavia_100vs500', marker='o', linestyle='solid', alpha=0.15, dpi=200)" + "test=Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/Scandinavia_100vs500', marker='o', linestyle='solid', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1898,409 +1318,6 @@ "runs_grouped_list[k]['args'] = {}\n" ] }, - { - "data": { - "text/plain": [ - "[{'args': {},\n", - " 'runs': [{'name': '0',\n", - " 'args': {},\n", - " 'transfer_learning_from': None,\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2022-12-03 12:27:31',\n", - " 'score': 0.1225809708237648,\n", - " 'scores': {'fold_0': 0.12191295623779297,\n", - " 'fold_1': 0.11515339463949203,\n", - " 'fold_2': 0.1325659602880478,\n", - " 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", @@ -2322,12 +1339,12 @@ "\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/Scandinavia500vs100', marker='o', linestyle='solid', alpha=0.15, dpi=200)\n", "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/u1yrs500/','../PLASIM/xmodels/Scandinavia/u1yrs500'], fig2=fig2, ax=ax, savename='./Images/Scandinavia500vs100', marker='>', linestyle='dashed', alpha=0.15, dpi=200)" + "test=Compare_CNNs(folder, ['../PLASIM/xmodels/u1yrs500/','../PLASIM/xmodels/Scandinavia/u1yrs500'], fig2=fig2, ax=ax, savename='./Images/Scandinavia500vs100', marker='>', linestyle='dashed', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -2337,875 +1354,20 @@ "France SWG\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.40+-0.05, 50.0, 10\n", - "0.29+-0.05, 50.0, 10\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 10\n", - "0.18+-0.06, 10.0, 10\n", - "0.18+-0.05, 10.0, 10\n", - "k = 2\n", - "runs_grouped_list[k]['args'] = {}\n", + "0.40+-0.03, 50.0, 10\n", + "0.29+-0.02, 50.0, 10\n", + "0.22+-0.02, 50.0, 10\n", + "0.19+-0.02, 10.0, 20\n", + "0.18+-0.02, 10.0, 10\n", + "0.18+-0.03, 10.0, 10\n", "k = 0\n", - "runs_grouped_list[k]['args'] = {}\n" - ] - }, - { - "data": { - "text/plain": [ - "[{'args': {},\n", - " 'runs': [{'name': '0',\n", - " 'args': {},\n", - " 'transfer_learning_from': None,\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-02 09:50:46',\n", - " 'score': 0.11810880303382873,\n", - " 'scores': {'fold_0': 0.1366051882505417,\n", - " 'fold_1': 0.1090371161699295,\n", - " 'fold_2': 0.10287388414144516,\n", - " 'fold_3': 0.11376054584980011,\n", - " 'fold_4': 0.12576140463352203,\n", - " 'fold_5': 0.12062173336744308,\n", - " 'fold_6': 0.11506316810846329,\n", - " 'fold_7': 0.12651394307613373,\n", - " 'fold_8': 0.12070352584123611,\n", - " 'fold_9': 0.11014752089977264,\n", - " 'mean': 0.11810880303382873,\n", - " 'std': 0.009435761038928204},\n", - " 'end_time': '2023-01-02 10:15:34',\n", - " 'run_time': '24 min 47.7 s',\n", - " 'run_time_min': 24.79},\n", - " {'name': '1--tau__-1',\n", - " 'args': {'tau': -1},\n", - " 'transfer_learning_from': {'run': '0', 'optimal_checkpoint': 55},\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-02 10:15:34',\n", - " 'score': 0.1259147770702839,\n", - " 'scores': {'fold_0': 0.14199323952198029,\n", - " 'fold_1': 0.11840556561946869,\n", - " 'fold_2': 0.1113288477063179,\n", - " 'fold_3': 0.1202298179268837,\n", - " 'fold_4': 0.13557834923267365,\n", - " 'fold_5': 0.12912699580192566,\n", - " 'fold_6': 0.12146425992250443,\n", - " 'fold_7': 0.133195698261261,\n", - " 'fold_8': 0.13236698508262634,\n", - " 'fold_9': 0.11545801162719727,\n", - " 'mean': 0.1259147770702839,\n", - " 'std': 0.00942056331358263},\n", - " 'end_time': '2023-01-02 10:18:54',\n", - " 'run_time': '3 min 20.3 s',\n", - " 'run_time_min': 3.33},\n", - " {'name': '2--tau__-3',\n", - " 'args': {'tau': -3},\n", - " 'transfer_learning_from': {'run': '1--tau__-1', 'optimal_checkpoint': 4},\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-02 10:18:54',\n", - " 'score': 0.13927969783544542,\n", - " 'scores': {'fold_0': 0.1516883224248886,\n", - " 'fold_1': 0.13554474711418152,\n", - " 'fold_2': 0.12681029736995697,\n", - " 'fold_3': 0.14076311886310577,\n", - " 'fold_4': 0.14219026267528534,\n", - " 'fold_5': 0.14415274560451508,\n", - " 'fold_6': 0.13125991821289062,\n", - " 'fold_7': 0.14807195961475372,\n", - " 'fold_8': 0.14439691603183746,\n", - " 'fold_9': 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "runs = {'France SWG' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", - " }\n", - "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGvsCNNFrance', marker='o', linestyle='solid', alpha=0.2, dpi=200)\n", - "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/u1yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNFrance', marker='>', linestyle='dashed', alpha=0.2, dpi=200)\n", - "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/NAEu1yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNFrance', marker='>', linestyle='dashed', alpha=0.2, dpi=200)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "France SWG\n", - "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", - "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.40+-0.05, 50.0, 10\n", - "0.29+-0.05, 50.0, 10\n", - "0.22+-0.05, 50.0, 10\n", - "0.19+-0.06, 10.0, 10\n", - "0.18+-0.06, 10.0, 10\n", - "0.18+-0.05, 10.0, 10\n", - "k = 2\n", "runs_grouped_list[k]['args'] = {}\n", - "k = 0\n", - "runs_grouped_list[k]['args'] = {}\n" + "tau_index = 0\n" ] }, { "data": { - "text/plain": [ - "[{'args': {},\n", - " 'runs': [{'name': '0',\n", - " 'args': {},\n", - " 'transfer_learning_from': None,\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-02 09:50:46',\n", - " 'score': 0.11810880303382873,\n", - " 'scores': {'fold_0': 0.1366051882505417,\n", - " 'fold_1': 0.1090371161699295,\n", - " 'fold_2': 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", 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ms/GGeO7cufzhD39ofmM4bdo08vPzj5lkfc4551BSUsLZZ5+N2+0mOTmZCRMmcOaZZ3bhXRGia/W21zfAgw8+2O2v77bm+HWnRYsWkZeXR2lpKQMGDODXv/41V199NXfccQeXXHIJf/vb3xg0aBBvvvlmWOMUIlSjETpbqMV3REJeXh4fffQRq1atIjY2ltzc3OYRCYF66gONSFi8eDG//e1v272+2WwmNzeX3NxcJk6cyEsvvcSVV17JnDlzWLlyJZs2bWLChAkMHDiQ3//+9yQmJnLVVVcBxoiEpmJXAE8//TSlpaXMmDGjzWuuX7++uaewsLCQ+Pj45rZ46dKlXHTRRXzve9/j0ksv5fLLL291flf0+A0YMIBDhw41P87Pz2+VoHZK02TN3vA1ffp0HQx7g1Ov+OAjvfFQ5TFflXWOoM7vkKJNWhes8/v16ccfdf31OujTTz/t09dvGUNBQUFYYti3b19YrhtpMXzzzTettgFrdQS0L8fzFWzbpHVkvCZ6i5b3Mlyv794gEtqHcPL3t9PX2iYROh1pm5aty9dj7n5XD/7lf5q/xtz9rl62Lr/N84J5DcfFxbU6Z/z48c2Ply9frr/73e9qrbXetm2bjoqK0p9++mmr4x599FF97733aq213rx5sx45cqQuLS3VWmtdVlamt2zZokeMGKGPHDnSvG3//v2t4tm+fbveuXNn8+O77rpL33jjjVprrdevX6+HDh2qTz/99Ob906ZN01lZWbqkpERrrbXH49GzZs3SzzzzTPMxBw4c0IMHD27zPjzyyCP6Zz/7mdZa6yuuuEIPGjSoed9vfvMbvX79eq211osWLWrzeYLV8v5prbXT6dRDhw7Ve/fu1Y2NjXrSpEl68+bNfs/vSPskQz19FFbW4/Z018ruGD1/ThnyJoQQQggh2rdgag6/XTiRnOQYFEZP328XTgz5aASAs846C5fLxaRJk/jVr351zBDQQMaPH89dd93FKaecwuTJk/n5z3/OuHHjePDBB5k/fz6TJk1i3rx5FBUVtTrXbrezePFixo0bx6RJk9i6dSv33XcfABMnTqS0tPSYGCZOnEhSUlLzsFKlFMuXL+ezzz5j6NChzJo1i8WLF/PII480n3POOedQWFh4zHW///3v8/nnnzN69GgmT57M7Nmz+dnPfgYYPXFNQ9u7Yt3VRYsWMXv2bHbs2MGAAQP429/+BoDFYuGpp57izDPPZOzYsVxyySWMH992b3AwZKinD5dbU1RVz4CUbhryCd4lHkZBN5bHFUIIIYQQPdOCqTkhSfRarvU5ZMgQNm/e3Pw4Kioq4Lxj3+Nuu+22Y/YtXry4eb3MJpdeeimXXnppm/FMnz69uXpnS2az+ZglHIDm+X++srOzee211wJeY8WKFa22DRgwgG+++cbv8QsXLuSmm27inXfe4Xvf+14b0QenrQJc55xzDuecc85xX8NXSLMNpdRZSqkdSqndSqk72jhuplLKrZS6qKPndrWKWif2Rld3XQ5c9VDd9SV4hRCB9cS2SQjRN0j7JETkiouL44UXXuDPf/6z3/l9kS5kPX5KKTPwNDAPyAfWKKXe1lpv9XPcI8D7HT23M5avL+CR97ZTVNVAxtdruOLEweSOPrZ8c0FFPSMz4zGZjr96TlDqSiEqAWKSu+d6QvRhkdo2ie6hdetCAz3V9qJqvtxTRk2Dk4RoK3OHpzEmOzHcYfU6xnSZ7iHtkxAilELZ4zcL2K213qu1dgCvAf7qJN8MvAUUd+LcDmla9LKoyqhAVFLTyFOf7iZvR/ExxzlcHo7UdOPC7mBU+XQ5uveaQvRNEdc2ie5htVqx2+3d+kY+VLYXVfPRtmJqGpwA1DQ4+WhbMduLAq//JTpOa43dbsdqtXbXJaV9EkKETCjn+OUAh3we5wMn+B6glMoBLgBOA3xXRWz33M549P0d1DuPXT+v0eXh76sPtOr1K7M7SI6xEWM7dh2nkNFuqDwAaSOgl3waLUSEiri2SXSP1NRUysvL/ZbZ7mn+u6kIj8N9zKe3HuC/G6tI1Nldfr3y8nJsNluXP29PYLVaSU1N7a7LSfskhAiZUCZ+/rKXlh+zPgn8UmvtbjH0JphzjQOVuha4FiArK4u8vLyAAflb9wSMnr/8bWtbH68UUZaOd4pOX/MzqhNHc2DIpTjMsRDg02V7g5O8LYeP3WjeD6Zu+2QRu93e5j3r7ddvGUNiYiIOR/f3vDocjuY1doYPH87o0UcXiV6yZAkDBgzo1hhaWrJkCa+//joWiwWTycQ111zDhRdeyGWXXUZdXR1vv/02ABs3buQ3v/kNr732GqtXr2bRokX89a9/bV635uqrr+bHP/5xwEpgLperO/4eIq5t8hUJr4neorfcS4/WHK7VHKzxcKjaw6EaDxtL3QGPHxHV9Ymt3W5vVUhBhETI26fOtk0idLrjvUdb/8eLnq28vJydO3cGdWwoE798YKDP4wFAYYtjZgCveRuudOAcpZQryHMB0FovAZYAzJgxQ+fm5gYMKGe1/0UvMxKiGDDW/2KOWUlRZCZEB3xOv/L2kdBQQE5JHow6G6b9AGLTWh+25TC54/u1Pj9thDHnrxvk5eXR1j3r7ddvGUNhYWHwC2Q++x0YMAtO+QUk+Pk9dsD+/fsZMmQIADExMWzd6n9KRvM6LCGoAusbg69nn32Wb775hvXr15OYmEhVVRXLly9nyJAhREdHU1hYyLZt2zj77LMpLS0lOjqaIUOGsH//fgYMGMBzzz3XvOBzTEwM/fr183sdMBqvbvh7iLi2yVckvCZ6i554L2sanGw/XMO2omq2FlazraiaHUdqaHAaZcOtZsWIzARirLWtRrA0WVqUxKJZgzhxWGqXzWfsifeyhwp5+9TZtkmETmFhIdnZ2SGdfxzo/3jRs2mtsdlszQvOtyeUid8aYKRSaihQAFwGfN/3AK310KbvlVIvAv/RWi9XSlnaO7czbj9zNHcu3XTMf5ZWs+KKEwcHPKe4upHEaCvR1g4O+XR7P7nZ9jbseAdGnQXTF/tNAFupOAAZY8Asq21EtMOboGQHbHgZplzeJQmgP/v37+fss8/m1FNPZdWqVSxfvpyHH36YNWvWUF9fz0UXXcSvf/1rwCi9vHjxYv7973/jdDp58803GTNmDHa7nZtvvpm1a9eilOLee+/lwgsv5IMPPuDee++lsbGRfv368cYbbxAfH3/M9X/zm9/w6aefkphoFI1ISko6pizz7bffzoMPPsjZZ5/dKvbJkyfjdDr58MMPmTdvXpffm06KuLZJ9D1aa/Ir6tlaZCR324qq2VpUzaHyox9OpsRaGZudyA9OGMzY7ETGZicyIjMem8XUPGfd9/+zKIuJWUNTydtRzNvfFjIsPY5LZw7kwukDSI+PCsePKTpO2qc+qGn+cXx8fK8pPiVCrzNzkEOWWWitXUqpmzAqTpmB57XWW5RS13n3P9vRc483pqY1T5qqepoUxFjNzBoaeOy+1sYQ0eEZ8QGPaZN2g9sN2/4NFfvhvD+2f47H6Z3vN7xz1xRd54VzW28bvwBm/dj4vinBX/s8fPMCxGXC3J/C7BugtgzeuOLYc3/0TruXrK+vZ8qUKQAMHTqUJ554gh07dvDCCy/wzDPPAPDQQw+RmpqK2+3m9NNPZ+PGjUyaNAmA9PR01q1bxzPPPMNjjz3Gc889xwMPPEBSUhKbNm0CoKKigtLSUh588EE++ugj4uLiuOOOO3j88ce55557mmOpqamhpqaG4cMD/y3Onj2bZcuW8emnn5KQ0Lqn+u677+buu++OmMQvEtsm0bs1ON3sPOLbi1fDtsPV1DQYSwcpBUPT45g0IJnLZg5inDfJy0qMCvgmsOn/s0ff30FhZT39k2O4/czRLJiaQ4PTzYpNRbz69UF+++52HvtgB/PH92PRzEHMGZ7WfRWrRYdJ+9Q3dcf84748T7c36+gc5JB2KWmtVwArWmzz22hpra9s79yusGBqDvPGZfH5559RnTyKO5du5NnP9vDzeaMDnlPX6KbM3khapz4xNQEe6DcRzrg3+NMaq8FeAvEZnbim6H7a+JTAfhjW/s1I/DopJiaGDRs2ND/ev38/gwcPPmZe3BtvvMGSJUtwuVwUFRWxdevW5sRv4cKFgLHw6dKlSwH46KOPjlnANCUlhf/85z9s3bqVuXPnAlBbW8vJJ5987E8VZOn7u+++mwcffJBHHnmk1b6TTjoJgC+++CKYH79bRGLbJHqH4pqGo8mdtxdvb4kdj3emVZzNzJjsRBZMyfH24iUwul8CsbaO/3ccaBHnaKuZhdMGsHDaAHYdqeHVrw+xdH0+72wsYlBqLJfNGshF0wd0fBqD6BbSPvU9ZrOZjIzQvt/buXNn0MMBRe/Vp8cSjstO5LKZg3jl64NMG5TSqrKnr8PVDSREW7EFW+zFbANlMoZ4Vh6Aoo1QVRDcUM8m1QVgiwNbbPDniK4VRA8dcPT3PeVyOOWXxra4tODPb0dcXFzz9/v27eOxxx5jzZo1pKSkcOWVV9LQcHT5kago4wMKs9mMy2X0KPhL4LTWzJs3j1dffRXwP/4/MTGRuLg49u7dy7BhwwLGd9ppp/GrX/2K1atX+91/11138dBDD2Gx9OkmR/QiTreHvSW1zcld03DNUvvRAg05yTGMzU7knAn9GJudyLj+iQxMie3WHreRWQnc871x/OKs0by/5TCvfHWQ3723g8c/2MkZY7NYdMIgThqRLr2AQgjRB/T5d2GXzBjI+kOVPJO3hzHZifRL9P8JqMcDhZX1DEmP87v/GP0meot+/BJqS6C+HJbfAJ/cD5e+DJZgew61kTSmj4YQFPMQXaBlwpeQFfJLVldXExcXR1JSEkeOHOHdd99tt+jC/Pnzeeqpp3jyyScBY6jniSeeyI033sju3bsZMWIE9fX17Ny5k1GjRh1z7p133smNN97I66+/TmJiItXV1bz22mtce+21xxx31113cd111/lNEOfPn8+vfvUrCgv91kERIqJV1TlbzcXbdcSOw20UXLFZTIzKiue0MZnNc/HG9kskKbb7KjS3J9pq5vwpOZw/JYc9JXZeX3OIf36Tz3tbDpOTHMNlMwdyycyBZAX4P1AIIUTP1+cTP7NJceu8UfzPa+v5/Qc7eHjhJMwBPvmsaXBRWecgObadMdLX/ffo97UlRoXOMx+EuooOJH1ergaoOgQpgQvQiDDxTfC7IeFrMnnyZKZOncr48eMZNmxY81DNttx9993ceOONTJgwAbPZzL333svChQt58cUXWbRoEY2NjTgcDn73u9+1Svyuv/567HY7M2fOxGq1YrVaufXWW1td45xzzmlzqMpdd93F+efLWsIicnk8moPldS168WqOqQadHm9jbHYiP5o7pLkXb1h6HBZzz/lwbnhGPP97zlhunT+KD7ce4dWvD/L7D3fy5Me7OHV0Jt8/YSCnjMrEbFIsX1/Ao+/voKCynpzVnzTPIxRCCNHzKB1gjbmeaMaMGXrt2tbr8bVU2+ji888/O2YJh893lvDoBzu4bOZALj8hcJJlNilGZcUH/5/84c1GsRZfxVshYyx5W4/4X87Bn+TBENv1C8iGu0R3uK/fMoYOLefQhSKhzHIkxLBu3bpWcxCUUt9orf2vt9JDBNs2QWS8Jnq6Y5IVn6InvuocruZlE5oSvO1F1dQ6jCqZZpNiWHpcc3LXNB+vt86L219ay+trD/Hm2kOU2h30T4pm0oAkPt1RQqPL03xcjNXMbxdOlOSPvtc2iZ4pmPZQ9D6B2qc+3+PX5ORRGXxzsII31h5iysBkxvdP8nuc26MpqmpgYGon590VbYR//w+ccB1YcoM/ryrfmO/X0R5DIYToQ1ouc1BQWc8db21kS2EVSTHW5qIr+8pqafrcMyHawtjsRC6eMZCx2QmMy05iZFZ8x5fx6cGGpMfxy7PGcMsZo/h42xFeXXOI97YcaXVcvdPNo+/vkDeOQvQA/trDO5ca1b170mu4KXltWcFYdJwkfj5+cvIwthVV89gHO/nTZVOJj/Z/eyrrnCTFOkmM7sT8jX4TYdip8NVfSB2XDJwV3HnabSwHkT7KqP0thBCilUff39FqYfMGl4e/frEPgEGpsYzNTuD8KTmMzU5gbHYiA1JiZO0sL5vFxNkTszl7YjZD73gHf2OCCn2GvgohIpe/9rDe6ebOpZv4cncpJqUwmUAphVkpTMr43uT93mRSKAWmdvabvduajj267+h5x+w3NT1u+by0imnVnjL+9t99zXOqCyrruWPpRqBnJa+RQhI/H7E2C7fNH80v3trI03m7+cWZowO+GSisrCc+09LxSmhKGQt9Vx1k3I4/woTxkDwwuHOddVBdCEnyhy6EEL52HqnhnY1Fx8zH86WAjffNJ6EzH9j1Uf2TY/zez+zk3jncVYjewOHysPZAOZ/tKAnYHtY73Xy5uxSPBo/WPv9qPB6N9rfd+30kzBBrcHq45fUNPP7hTlLjbP6/Ym2kxh/9NyHKIh/wIYlfK6OyErh81iD+vvoA0wencMZY/0U7nC7N4eoG+ifHdPwi1hiY/yCeN6+FD+6ChX8NfghnbbFRLCY6sePXFUEJdu060bV603xj0T12HqnhPxuLWLGpiN3FdpQCm9nU/Mmwr/7JMZL0ddDtZ44+ZphYk34J0TS63ERZ+s5QWCEiWVFVPXk7SsjbUcyXu8uwN7qwmhVRFtMxc3Sb5CTH8OUdp3XqWlq3kxh6jm5ztzzWJ6k09vk8h+doYun2nq+15qI/r/I78kADUwclU17r4Eh1A9uKqimrdeDw8/MCWM2KlNhjk8O0OBsp3n9T46JIibOS5v03NdbWo4p2BUsSPz8WThvA+kOV/OXzPYzLTgyY3JXZHSTFWImL6sRtTMhm65ifMSXZ3vF5e5UHIGMMmOVNTFezWq3Y7Xbi4+Ml+etGWmvsdjtOp7P9g0WfpbVm5xE772w6NtmbNSSVK84fz1nj+7FyT1mrZCXGaub2M0eHMfKeqWkY1dHCENFMHZTCfzYW8cO/fc2SH05vv8q1EKLLOd0e1u6vIG9nMZ/tKGH74RoA+idFc96U/uSOymDOiHQ+2nqky9tD1TRkk+55jxRo5EFOcgx/uGzqMdu01tQ53JTXOlp9ldU6qPD+W17byJbCasrsjVQ3uAJeOynG2pwkpsR6E8SmXsSW38fZiLWZI/69oyR+fphNip/PG8XNr67n0Q928LsLJ2ENkPUXVNYzMrNzSUJl0ngY563qWV8JMcnBnehxQeVBSBve4WuKtqWmplJeXk5NTU23Xre8vBybLbxvoMIdg9Vqpb5e5g6JY2mt2XGkhhUbi3hnUxF7SmoxKZg1NJXFs8dz5oR+x1TabJ2sSCGA47Fgag4LpuYcU212/vhCbnvjWxb+eSUvXjmLQWmdLHYmhAja4aoGPttZzKfbS/hydyk1jS4sJsXMIan87zljyB2d2er9aG9oD/2NPAiUvCqliIuyEBdlCboIo9PtoaLu2CTxaIJ49Cu/oo6N+ZVU1Dlwuv2PUIqymJp7EQP1LKbE2kiLN3oYk2KsAZeQa9LVhW0k8QsgPT6Km08bwW/f3c7LXx3kyjlD/B7X6PRQXNN4fIveFm+Hd24x1oMblhvcOY3VUHOkW9eP6wvMZnOba9GFys6dO1stY9AXYxACjGRv++EaVmwykr293mTvhKFpXDl3KGeN70dGQuCREv6SFdF1zpvcn36J0fz472tZ+OcveW7xTKYMTA53WEL0Kk63h3UHKsjbWcKn24ube/Wyk6L57uRsThmVydwRae0OYe/p7aFv8hqKqp5Ws4nMhOigl+rRWlPT6KLc7qC8zmH8W+v9vtZBmd1BRZ2ROB4oq6O81oG90X+voklBcqyNlFhjiGnqMUNPbewttfPGmvxjCtscb1XWPpn4xdrMmIPooZszPJ0zx/dj6bp8pg5KZvKAZL/HldQ0khRj7Xzp77RhkDoM8h6GpAGQNiK482qKICreWOZBCCF6gECfXmqt2VZkJHsrNhWxt9RI9k4clsZVc4dyZjvJnuhes4amsvSGOVz5wtdctmQVf7hsKmcGuy6tEMKvI9UNfLajhLydxXyxq5SaBqNXb8aQFO44ewy5ozMYnZUQ8cMJu1pT8hoJlFIkRltJjLYyhODefzc43VTWOSmrbaSi1vjXX8/inhI7FQeM7z0Byh4c75I6fTLxU0phs5iwWUwBJ4E2ueY7Q9lcUMXjHxpLPCTGtP5kRWvIr6hneEZc516MZhvMux+W/QQ+uBsueBaik4M4URtLPGSMAZNMshdCRDZ/a0r98q2NvLOxkN0ltezzJnuzh6dx9UlGspceL8lepBqeEc+yG+Zy9Utrue7/vuFX547jqu8MDXdYQvQYLreH9Ycq+XR7MXk7SthaVA1AVmIU507MJnd0BnNHpEthqh4u2mqmX5KZfknB9Sp6PJqqeifTHviwy5fU6ZOJX5PBabHsLra3WZo22juO+LY3v+VPn+7if88e6ze5q3e4KbU7Ov+JdGwazHsQ/n0zfPRrOOdRMAXx63E7jPl+qfKfrRAisvlbU6rR5eHDbcXMHZHGNZLs9Tjp8VG89uMT+dnr67n/P1s5VFHH3eeOa3feihB9VXGNt1dvRwlf7CqhusGF2aSYPjiFX5w1mlNHZzKmX9/r1RNHmUyKlDhbwMI2nVpRwKtPJ37RVjMDU2M5WFbX5nHDM+JZPHsIf/tyH+9tOczZE7L9HnekuoHEGEvnS1xnjoGTbofiLR07r6ESassgLq1z1xVCiBDSWrOlsLrNNfZevubE7g1KdJkYm5lnLp/OQ+9s4/kv91FYWc+Tl04lxiYjUYRwuT1sOFRpLLews5jNBUavXmZCFGdN6Efu6Ezmjkgnyc+IMtG3daSwTbD6dOIHRqnWzMQoiqsb2zzuvCn9WXewguf+u4/x/ZMY5KdakNZQUFHPsIz4zgc0ar7xBeBxBz+EszrfmOtnlYV1hRDhp7Vmc0F189ILB8sDf8B2PJ9eishgNinu+d44BqbGcP9/tnLZX1fzt8UzpPdW9EklNY18ttNYV++LXaVU1TuNXr1BKdx+5mhyR2cwLjtRevVEm0JR2CakiZ9S6izgD4AZeE5r/XCL/ecDDwAewAX8TGv9X+++/UAN4AZcWusZoYozKzGaBqeb6vrAa3mYlOKWM0Zx82vreeyDHTx20WRsltZLPNQ2GuuHpMYdZ1n8yoPw/l2QewdkjW//eO0x5vuljwJT71twUoiu1FPapp5Ga82mgire2VTEu5sOc7C8DrNJMWd4GjfkDsfl0Tz0zjZZY68X+9HcofRPjuGnr63ngme+5MUfzWL48XwY2gdJ+9TzuD2aDYcq+WxHMZ/uKGFTQRUAGQlRzBuXxamjM/nOSOnVEx3X1YVtQpb4KaXMwNPAPCAfWKOUeltrvdXnsI+Bt7XWWik1CXgDGOOz/1StdWmoYvQ1ICWWPS47jc7AxV5S4mz8z2kjeeCdrby0aj8/PmmY3+OKqupJiLYYa/9FJ0JdWccDik42evw+vAcu+AvEpbd/jqseqgsgeWDHrydEH9HT2qZIp7VmY36VUY1zcxGHyuuxmBRzRqRz46nDmT+uHyk+H4TFR1lCVpZbRIYzx/fjtWtnc81La1j4zEr+esUMZg1NDXdYPYK0T5EnUCXiUnsjn+805up9vquEyjonJgXTBqVw2/xR5I7OZFx2IiaZ7yoiSCh7/GYBu7XWewGUUq8B5wPNjZfW2u5zfBz4LV7TLcwm1VzsxdNGoc9ZQ1P57sRs3v62kGmDUpg+OKXVMR6PUXFncFocJA0Et9NYd68johPhzAdh+Q3wwa/ge0+CJYghM3WlEJUQ/GLwQvQ9PaptikRaa75tSvY2FZFfYSR7c0ekc/OpI5k/PovkWP+jHiKpLLcInSkDk1l6/VyufPFrfvDcVzx2yWTOm9w/3GH1BNI+RRB/lYhve/Nbfv/BDvIr69HaKHB0+pgsckdncNLI9IBtnxCRQOm2SloezxMrdRFwltb6Gu/jHwInaK1vanHcBcBvgUzgXK31Ku/2fUAFRoP2F631kgDXuRa4FiArK2v6a6+9FlR8drud+PjWw088WtPYzhIPDrfmkTUOahyau0+IIjHK/6c5Novp6HqBrkZjOKZvDA1O4tsp0Zte9jUTtj/O4cyT2T7iegh2PLg1GqNkQtsC3YfuEu7rSwyRH8Opp576TVcOV+qpbVO4aa3ZW+VhzWEXaw67KWvQmBWMTzMzs5+ZqZkW4m2R9cl2pN7Lnqiz99Lu0PxpfQM7KjxcNMrKuUOtvWZeU1e3TdA97VNn26a+6Na8OsoaWr9Ptig4b4SVSelmBiWaMPWAv2lpD/uWQO1TKHv8/L0KWr16tNbLgGVKqZMxxqyf4d01V2tdqJTKBD5USm3XWn/u5/wlwBKAGTNm6Nzc3KCCy8vLI9CxxTUNHKlqu9jL/2bXcssbG3jjUCz3fnec3//ILGbFqKwEo6y1xw2lu4zhmE0xbDlMbrsL3p4HceX0K1xPvzEpYAmyeIst3lgIvp3GqK370B3CfX2JoU/G0GPbpu6mtWb9oUpWbCzi3c2HKahswGpWfGdEOudMzGb+uH4kxUbunJVIupc93fHcy3mnufnFPzfyzw2FWJOzeeD88VjMMhc9gJC3T51tm/qi8vfe8bvdreHxq+d3czTHR9pDAaFN/PIB38lmA4DCQAdrrT9XSg1XSqVrrUu11oXe7cVKqWUYwx9avbkKhcyEaBqdHirrnAGPGZwWx9Vzh/Ls53v598Yiv0NYXG5NUVU9A1JijeqcacOhdKex9l5HTLsCpv4guHX9mjjsUHMYEv0vPSFEH9Zj26bu4PF4k71NRby7qYjCKiPZO2lkBrfMG8W8sVkRneyJyBNlMfPEJVMYkBLD05/uobCynqcvn0Z8VJ8vLO6PtE8RJBTrqAkRTqH8yG0NMFIpNVQpZQMuA972PUApNUJ5u8qUUtMAG1CmlIpTSiV4t8cB84HNIYy1lZzkGGJsbd+ecyZmM3NICi98uY99pbV+j6modWJv9FYLNVshdXjHEjgAZTLOqa805vtVFwR3nv0wNNZ07FpC9H49um0KBY9H882Bcu7/91bmPvIJF/55Jf9YdYCx2Yn8/uLJrL17Hs9fOZOLpg+QpE90ismkuP3MMfx24UT+u7uUS55dxeGqhnCHFYmkfYogt585GkuL4ixSiVj0ZCH7uE1r7VJK3QS8j1GS+Hmt9Ral1HXe/c8CFwJXKKWcQD1wqbdKVRbGEIamGF/RWr8Xqlj9MZkUg1Lj2F1sx+3xPw9SKcVPTx/Fza+u49EPdvDEJZP9Lt5eUFHPyMx4o7KTNdpI/sp2dTwoZy0UbTCWeTj/GbC1XkuwlYoDkDEGzPLJqhDQ89umruLxaNYdrOCdTUW8t/kwRVUN2MwmTh6Vzu1njuaMcVkktjMHWYiOWjRrEP2TY7jh/77hgme+5IUfzWRMv8RwhxUxpH2KLAum5vDIu9sorXXgcmupRCx6vJBmA1rrFcCKFtue9fn+EeARP+ftBSaHMrZg2CwmBqXFsr+0lkA1cJJirPzsjFHc+/YWnv9yP9efMrzVMQ6XhyM1DWQneYcG2GIhZShtjN7wLzEHTr8X3v0F5P0W5v3a6A1si8cJlQeMYaZCCKDnt02d5fFovjlYwTsbjWTvcHVTspfBL84azeljJdkToXfKqAzevG4OV724hov+vIo//2AaJ43MCHdYEaOvtk+RaGthNUXVjTxw/nh+OHtIuMMR4rhJN1A74qMsZCdFU1gZeEjKtEEpLJiSw/INBUwblMwJQ9NaHVNmd5AcYyPG5u0RjE4ESydK/g6YASdcD6ufhnX/gOmL2z+nsRrsJRAv/7EK0dd4PJq1ByqMOXubizhS3YjNYuKUURncMXEMp4/NJEGSPdHNxvVPZNmNc/jRC2v40Qtr+M0FE7lkpqxBKyLL0nX5WM2K706SpUhE7yCJXxDS4qOod7qpqA1c7OWK2YPZWFDJHz7exZ8uiyct/tg197SG/Io6RmTGH60AqsyQOACq8zsW0MSLjKGiO9+DSReDNYghn9UFYIsLbnioEKJHc3s0a/eXe5O9wxTXGMle7qgMzp2UzWljJNkT4ZedFMOb183mhpfX8Yu3NnKooo6fzxvVa5Z7ED2by+1h+YZCTh2dSUqcrM0negdJ/IKUkxxDg9NDvcPtd7/VbOK2+aP52esbeOKjndx//oRW67o0OD2U1DSSmeizJEN8BnhcRiGWYCkFJ91qLA0RTNIHgDaGfKaPBpOU0Rait3F7NGt8kr2SmkaiLCZyR2dwzsRsTh+bJVUURcRJiLby/JUzuWvZJv70yW7yK+p55MJJ2Czy/5QIr//uLqXU3sjCaQPCHYoQXUbeBQRJKcXgtFh2F9txuf1P+BuYEsu1Jw3jqU93s3x9gd/GorimkcQYK9FWnyIwidlG8ldXGnxAlijjy+2E9f8HEy40ho+2xdUAVYcgZXDw1xFCRCy3R/P1PiPZe2/L0WTv1NGZnOPt2ZNkT0Q6q9nEIxdOYlBqLI99sJOiqnr+8oMZUkFWhNXSdQUkx1o5dYxMkxG9h7wj6ACr2cTgtFj2lgQu9jJ/XBbfHKjgH6sPMGlAMiMy44/ZrzUUVNYzPOPY7SQPNJK/hsqOBVWxHza8DEe2wNkPt79URH05RCVAbGrHriOEiAhNyd47mwp5b/MRSu2NRFu9yd5EI9mLk2RP9DBKKW46bSQDUmK5/Z/fcuGzK3nhypkMTJXpCaL71TQ4+WDrYS6aPsBvtXYheip5d9BBsTYLOckx5Fe0XtATjP+8bj5tBDe/up5H39/Ok5dOPVrQxauu0U2ZvbH1ySlDoGwPODqw9l76SPjOLfD5o/DVEph9Q/vnVOUb8/0sUe0fK4QIO7dH89W+MqNnzyfZO22MkeydOlqSPdE7LJiaQ1ZiND/5x1oueGYlz185g0kDksMdluhj3t18mAanR4Z5il5H3il0QkqcjXqnmzK7w+/+hGgrt84bxV3LN/PX/+7lf04b2eqYw9UNtOo0VApSh0LZbnDWBR/QmHONcza9AWkjYNT8to/XbmN9v/TWcQkhwmP5+gIefX8HBZX15Kz+hFvnjaRfUgzvbCri/S2HKbU7iLGajyZ7YzKItUkTLnqf2cPTWHrDHK58YQ2X/mU1f1o0lTPGZYU7LNGHLF2Xz9D0OKYOTA53KEJ0KXnX0EnZSdE0ON3UNvov9jJxQDIXTR/Am9/kM21QCt8ZkX7Mfo8HnC5P6xNNZkgdBqW7wO2nVzCQ2TdC+T5Y9RQM+U771TudtUalTyFE2C1fX8CdSzdR7zTak4LKen7+5kYAI9kbm8m5E7PJHS3JnugbRmQmsPSGOVzz0lqu/cda7jtvPFfIOmqiG+RX1LF6b7lUmBW9kryD6CSlFINSY9ldYsfp8j/h7/uzBrHhUCVPfbqLUVnxZCZEH7PfrTWVdQ6SY1uUCTZbjQXXS3cZC7AHw2SBM+4z5vAFu2RDbYlRHEYIEVaPvr+jOenzlRpr5cs7Tm81XFyIviAzIZrXrj2R/3l1A/f8awuHyuu48+yxmEzyZlyEzr82FAJwwdScMEciRNeTesnHwWI2MSQtjkAfCFm8Szx4PPD4hztxe1oniIWVDbjcfnr+LFFG8qc68IYvJtnoLQTYmwdu/0NRj+FxGQViAlWrEUKEXGGl/znDFXVOSfpEnxZrs/CXH07nyjlD+OsX+7jxlXU0+PmQRIiuoLVm6bp8Zg1JlcJColeSxO84RVvNDEwJ3Dj0T47hulOGsaWwmn+ua71Qu9ujKapq8H+yNcaY86c6+Gsq2QEf3Qf/fTK4hK6+Asr3GuNPhRDdrn9yTIe2C9GXmE2Ke783jrvPHct7Ww7z/b+u9l8gTYjjtDG/ij0ltSycJr19oneSxK8LJMVayUgIXCHz1NGZnDwyg1e+OsD2w9Wt9lfWOaluCDDkMioBkgcDHRjakjEapv4AdqyArcuDO6exGsr3gEc+SRWiu91+5mhirMf27MVYzdx+5ugwRSREZFFKcc1Jw3jm+9PYUljNwj+vZF9pbbjDEr3M0nX52Cwmzp6YHe5QhAgJSfy6SL+kaBKi/U+ZVEpxQ+5w0uOjeOyDHdQ5XK2OKays9zsUFDCGcCYN7FhAM66CQXNg5VNQuD64cxx2ozqou3V8QojQWTA1h98unEiOt4cvJzmG3y6cyAKZYyLEMc6emM0rPz6RmgYXC5/5krX7y8MdkuglHC4P/95YxLxxWSTFWMMdjhAhIYlfFxqYGkuU1f8tjYuycOv80ZTUNPLnz/a02u90aQ5XBxjyCRCXBgkd+ARKmeC0uyApBz76NTiCXB7CWQdlu8AVxPxAIUSXWTA1hy/vOI0Xz4rjyztOk6RPiACmD05h2Q1zSI618f3nvuI/GwvDHZLoBT7bWUJ5rYMLZZin6MUk8etCZpNR6dMU4K6Oy07kspmDyNtRQt6O4lb7y+0Oahvb6G1L6AdxGcEHZIuD+Q/BSbcGX+kTwNXgTf5kDoUQQojIMzgtjqXXz2FSThI3vbKeZz/bg5YiZeI4LF2XT1qcjZNGduB9lhA9TEgTP6XUWUqpHUqp3UqpO/zsP18ptVEptUEptVYp9Z1gz41U0VZzm5WgLpkxkLHZiTyTt4eS+tbFVAoq69v+zytpAMSkBB9Q8kAYepLxffne4Kt3uh3GchJO/9UGhejJ+mLbJERvkxJn4/+uOYFzJ2Xz8LvbuXv5Zv9VsnsYaZ+6X1Wdk4+3FXPelP5YzdInInqvkP11K6XMwNPA2cA4YJFSalyLwz4GJmutpwBXAc914NyIlRhtJSvJf7EXs0lx27xRmBS8sNnZal5fo9PDgbI6PIHm+4FR7CUqsWNBle6Ct34MG14J/hyP0ziv0d6xawkRwfpy2yREbxNtNfOny6byk1OG8fJXB7n2H9+0PXImwkn7FB7/2VSIw+1h4dQB4Q5FiJAK5ccas4DdWuu9WmsH8Bpwvu8BWmu7Ptq9FQfoYM+NdJkJ0QEnB2cmRnND7gj2VWteXXOw1f6aBhd7S+04A31yqRSkDAVrXPABpY2AYbmw5jk4uCr487TbqPbZ0LoaqRA9VJ9um4TobUwmxZ1nj+XBBRPI21HMpUtWUdzWnPnIJu1TGCxbV8DIzHgm5HTwQ3Uhehj/ZSi7Rg5wyOdxPnBCy4OUUhcAvwUygXM7cq73/GuBawGysrLIy8sLKji73R70scej0eXB42d45TBgVqbmjTWHyHEfYWRK6xx8t1JEmU0BF4gHjPl4QQ7fNGVcwdTDe4n58H7WTXqQutgc7A1O8rYcDuLsQrDYOragfBC66/cgMUgMPqRt6iPkXnadnnAvBwA/nRbFMxuqOfvxT/j59GhyEnrcsL2Qt0+dbZt6q+I6D2sP1HPxKCufffZZuMMJmZ7wGhahF8rEz1+60ipD0VovA5YppU4GHgDOCPZc7/lLgCUAM2bM0Lm5uUEFl5eXR7DHHg+Hy8PuYrvfpRoWudZwqFHx952aP102hXg/y0EoBYPSYkmMDlBa2OUwCrG4g6zCOexheHURs7bcAwv+Ql6Bldzx/YL8aZSxrERcWpDHt6+7fg8Sg8TgQ9qmPkLuZdfpKfcyFzh9ThVXvbiGh9c6efaH05k7Ij3cYXVEyNunzrZNvdUTH+5EqV38/MKTyE6KCXc4IdNTXsMitEL5UVg+4Lv43AAgYM1lrfXnwHClVHpHz41kNouJQWmxfnvtoi2K2+aPpqLOwdN5u/0WddEaDpbVUWoPUGHTYoPUYcH3xMVngfYYRVveuoqRe/4GdWVB/jQaqg6CvXVFUiF6EGmbhOjFJuQksezGuWQnR7P4+a/55zf54Q6pI6R96kZaa5atL2DO8LRenfQJ0SSUid8aYKRSaqhSygZcBrzte4BSaoRSRkqklJoG2ICyYM7tSeKjLPRLiva7b1RWApefMIj/7i7l423+EyqtoaiygcLKABU2rTHe5K8Dv07tAbeD7MOfwKuL4IvHg08Aqwuguij4awkRWaRtEqKXy0mO4Z/Xz+GEYanc9ua3PPnRzp6y3IO0T93omwMVHCyv4wIp6iL6iJAN9dRau5RSNwHvA2bgea31FqXUdd79zwIXAlcopZxAPXCpd8Ky33NDFWt3SI+Pot7hprLO2WrfwqkD2HCwkqfzdvGP1QeoqHOQnhDFFScOJnd0ZvNxZXYHDpfHu1Zgiy7EqHhIGQLl+wgw8swvE25wu2Hbv6FiP5z3x+BOtB8Gj8tYLkKIHkTaJiH6hsRoKy9cOYs7l27iyY92kV9Rz28umIjNErnz/qR96l5L1xcQYzVz1oRgp7wI0bOFco4fWusVwIoW2571+f4R4JFgz+3pBqTE0OjyUO9wH7PdbFKcOCyVjQVVlNcZc/VKahp56tPdAMckf00VPwenxbVeayY6CZIHQeWBoGPyYDaSPxQMPbljP1BdqVH1M3kwbVegESKySNskRN9gs5h47OJJDEqN5YmPdlJUVc8zl08PWHU7Ekj71D0anG7+820hZ03oR3xUSN8OCxExIvdjr15IKcXgtFgs5tZJ0rINrYfhN7o8/H116ySu3mEUjGmZQAIQmwqJOe0HY7KAOYqifqfBRc9D/8mw6in44vdGT16w6iugYh94ev6iuUIIIXofpRQ/PWMkv794Ml/tLefiZ1dSEGjqhOgzPtleTHWDiwumBvGeSYheQhK/bmY1mxjsp9hLaY3/4i2Btrvcmj0ldqobWg8dJT4T4jJbb2+SNgLGnAuLXmHX8KuN+YHnPAqTF0F9VceXbGiogvK94PGTiAohhBAR4MLpA/j7VbMoqmpgwdNfsrmgKtwhiTBauq6AzISonlb1VYjjIolfGMTaLPRPPrZ6VHpClN9j0+JtAZ+nzYqfSTkQk+r/xAufg+/cArE+yzKYLHDCT+CMe41hm9VFUPBNuz9LM0cNlO0Gdwd6C4UQQohuNGdEOm9dPweb2cQlf1nFp9ulSnVfVGZvJG9HMQum5mBuWTNBiF5MEr8wSY2zYTEdvf1XnDiYqAATzotrGgI+j2/Fz1YVy5IHQVRixwIzeXv71v4NVtwO6//PqAAaDGedd01BP72QQgghRAQYlZXAshvmMCwjjqtfWsP/+ZlSIXq3/2wswuXRLJwmwzxF3yKJXxhZzYq4KCPRyh2dyU2njiAjIQoFZCREsXBqDnUON7e++S3bD1e3+VxldgcHyurw+C4UrxSkDAVbfMeDO+lWGHYqrHkOPvgVNNYEd56rAUp3givAuoNCCCFEmGUmRvP6tbPJHZ3J3cs3c9ULXzPn4Y8Zesc7zH34E5avLwh3iCKElq7LZ1x2ImP6dfDDcSF6OEn8wmxQaixWizHMIHd0Js8vnsnbN32H5xfP5Edzh/LoRZOJtpj532Wb+GxnSZvP1VTx0+n26aEzmYw5fJYOLkxqjYHT7oY5N8PB1bDsJ8b6fcFwO6B0l7FIvBBCCBGB4qIsLPnhdOYOT+WTHSUUVjaggYLKeu5cukmSv15qd7Gdb/OrpLdP9EmS+IWZxWxicGpcwNUQBqXG8tjFkxmVlcBjH+zg5a8O4GljEVq/FT9NZkgbDubA8wX9UgomXAjfe9KoFBpozqA/HqeR/DlqO3ZNIYQQoptYzCb2l9W12l7vdPPo+zvCEJEItWXr8zEpOG9K/3CHIkS3k8QvAsTYzAxICdwjlxRj5YHzJ3D6mExeW3OIR9/fQYMzcAVNvxU/zVZIHW4UcemofhONqp/WGGMe37p/BDePT7uNgi8NbQ9TFUIIIcKlsNL/PPpCWfKh1/F4NMvXF3LSyAwyE6LDHY4Q3U4SvwiRHGsjI0BlTzCWgfjp6SP50ZwhfLm7lP9dtonyWkfA47WGA6UtKn5ao43kTx3Hr/3ASqPwy39+BvYgqqFpj7HUQ31l568phBBChEjLKtvtbRc911f7yimorJdhnqLPksQvgvRLiiY+OnCPnFKKhdMG8L/njOVQRR0/f2MDe0rsbT5nUWUDBb4VP22xRsEXOlm+eMQZcMZ9RjK39FooXB/ESRoq9kNdeeeuKYQQQoTI7WeOJsZ67Pq1MVYzt585OkwRiVBZui6f+CgL88f1C3coQoSFJH4RZlBqLFHWtn8tJw5L45GFk1BK8cu3NrJqT2mbx5d7K366myp+RidCyuDOBzksFxY8C9FJ8M6tsPODIE7SUHkA7G0XqBFCCCG604KpOfx24URykmNQQE5yDL9dOJEFU6VXqDepd7hZsamIsyf0I8Zmbv8EIXqhTkz4EqFkNimGZ8RzsLwOe0PgxdCHZcTz+MWTeWjFNn7z7naumD2Yi6YNQAWoElPT4GJviZ3BaXHYLCaISTHGg3K4c4GmDIYFf4bVT0P2xODPq84HjwsSszt3XSGEEKKLLZiaI4leL/fB1sPUOtwsnDYg3KEIETbS4xeBzCbFkLRY0hParsKZEmfjoQsmcPLIDP6+6gBPfrTr2KUcWmhwethT4lPxMzbVmPfX0UXem9hi4eTbISHbmMu38iko39f+efbDUJXfuWsKIYQQQnTQ0nUF5CTHcMLQDlQoF6KXkcQvQimlyE6KYUBKTMClHgCiLGZumz+K788axCc7irlr+Waq6gNX3Gyq+Hn0GGUs9ZAyBEzWzgdsL4Y9n8Dy62H3x+0fX1sCFQc6fz0hhBBCiCAU1zTwxa4SFkztj8nUyRoHQvQCkvhFuJQ4G0PT47CYAzdUSikWzRrEL84czZ5iOz9/YwMHygKvn6c1HCyro6TGp+JnTApkjoW4jM4FmtAPLvwrpI+ETx6AlX8yhnS2pb7cWOy9jXUJhRBCCCGOx9sbCvFouGCqDPMUfVtIEz+l1FlKqR1Kqd1KqTv87L9cKbXR+7VSKTXZZ99+pdQmpdQGpdTaUMYZ6eKiLAzPiCfG1vav66SRGfx24UScbg+3/3Mja/e3XUXzcFUDTrc+WvHTZIakAZA+CiydKGMdmwbffQImXASb34KP72//HI8byvaAJ/AQVSG6mrRNQohIJe1T13trXQGTByQxIjM+3KEIEVYhS/yUUmbgaeBsYBywSCk1rsVh+4BTtNaTgAeAJS32n6q1nqK1nhGqOHsKm8XEsPR4kmLaHo45KiuBxy+ZQnZSNA+8s5V/bSg4mtj54fJ42O9b8RPAFgcZoyExp+Nr/pksMOcmOO1XMH5hcOc4aoyF3t3t9BAK0QWkbRJCRCppn7retqJqthVVS1EXIQhtj98sYLfWeq/W2gG8Bpzve4DWeqXWusL7cDUgr8o2mEyKQWmxZCUGXugdID0+ikcunMSsoak89999PJ23B1cbRV/s3oqfDpfPMUpBfCZkjO1c8ZcRp0P/Kcb337wEG19ve0ins9ab/AWenyhEF5G2SQgRqaR96mLL1hdgMSm+N7l/uEMRIuxCuZxDDnDI53E+cEIbx18NvOvzWAMfKKU08BetdctPtABQSl0LXAuQlZVFXl5eUMHZ7fagjw2V44nBrTVOl4e2Zsf9cIgmyW3m/S2H2V9YzI8nWomzHjtX0NlQR/42YzTIHhRRFpP/YjLabSRlHZ2Ppz2M27+VzLKvKN61jh0jrsPtM4zU3uAkb4vPkhJqP1ii6PQC853Q0/8WJIYOk7apj5B72XXkXnabkLdPnW2beiKP1rzxVT0T001sXLMy3OGElbyGBYQ28fObPvg9UKlTMRqv7/hsnqu1LlRKZQIfKqW2a60/b/WERqO2BGDGjBk6Nzc3qODy8vII9thQOd4YGpxu9pfV4nQFTsZuGgdjtx3hqU938/i3inu+O56clKOJV/62tQwYe3Q0iFIwMDXW/5BSjxtqioyKnB0x/mHY+DqZXy8hc0cRzHugeQH5vC2HyR3f79jjTVaj0qi1E/MMO6E3/C1IDB0ibVMfIfey68i97DYhb5862zb1RJ/vLKGy8WuunTeZ3Il9e/1geQ0LCO1Qz3xgoM/jAUBhy4OUUpOA54DztdZlTdu11oXef4uBZRjDH4SPaKuZERnxxEaZ2zzu9LFZPLhgAvZGF7f981u+za8MeKzfip9NfIu/WGODD1QpmHwZnPt7aKyBt28GR+Cqo3icxrDPunKp+ClCQdomIUSkkvapCy1dl09itIXTxmaGOxQhIkIoE781wEil1FCllA24DHjb9wCl1CBgKfBDrfVOn+1xSqmEpu+B+cDmEMbaY1nMJoalx5ES13bRl/H9k/j9JVNIjbNx79tbeHdzUZvHH65qoKCy3n9hGFuckfx1tPhL/6mwcAmcfJvxHGAs/O6PxwWVB6B4G9SWStVP0ZWkbRJCRCppn7qIvdHF+1uO8N3J/YmytP0BuRB9RciGemqtXUqpm4D3ATPwvNZ6i1LqOu/+Z4F7gDTgGWVMLHN5q1BlAcu82yzAK1rr90IVa0+nlGJASizR1kYOVzUE7CTrlxjNoxdN4nfv7+CZvD3kV9QzPzVwj1q53YHD5WFQaizmlgueNhV/iU6GqkPQWB1csHEZMNS7VuDePKZsfh2GPWgsBeGPu9F4/prDxrlx6UbPoxCdJG2TECJSSfvUdd7bfJh6p5uFU3PCHYoQESOUc/zQWq8AVrTY9qzP99cA1/g5by8wueV20bb0+CiirWYOtlyewUeszcKvzh3H81/u4+1vC9mTZuJXI1zERfn/U2iq+Dk4LQ6bxU/vnsVmzMerr4SqfGOYZrC0hwT7Xlh6LZxxL/SbFPhYjxNqCsF+xJsAZoA5pH++oheTtkkIEamkfeoay9bnMyg1lumDU8IdihARo81xekqpmUqpfj6Pr1BK/Usp9UelVGrowxMdFR9lYXhmHFHWwL9as0nx45OGcUPucLaVe7j9rY0crm4IeHyD08OeEjt1jjbW2YtJhsyxRkIWrOGnsW7SA2CJhn/fApv+2f6cPu0G+2Eo3mIkmi5H8NcTvYq0T0KISCRtU/gVVtazck8ZC6floPyWKheib2pvgtZfAAeAUupk4GHg70AVrRcMFREiymJmeEY8CdFt94idPSGbm6dYKa9t5NY3NrClsCrgsS63Zm9JLVV1bfTodaL4S23cIFj4Fxh0Iqx6Cl7/AXzxONSVtX2i9hjVRYu3QsUBcAZOXEWvJe2TECISSdsUZss3FKA1XCDDPIU4RnuJn1lrXe79/lJgidb6La31r4ARoQ1NHA+zSTEkPY6MhLYXex+Taub3F00hPsrC3cs388n2IwGP1RoOltextbCaA2W1lNQ0Uu9wty4A09HiL7Z4mP8AnPUIVBfAjhXw6qLgEkA01JdDyTYo3weOuvavJ3oLaZ+EEJFI2qYw0lqzbF0BMwanMDgtLtzhCBFR2k38lFJN3UanA5/47JMJVj1Av6RoBqbG+F+U3SsnJYbHLp7MuP6JPPHRLl5auR9PG0Mu3R5Ndb2Lw1UN7C62s7Womn2ltRRXN2BvdOHx6KPFXzLGQlRi+4EqEwzyrlHrcYHbAdvf6UACCDRUQukOKNtjLBshejtpn4QQkUjapjDaXFDNrmI7F0yT3j4hWmqvAXoV+EwpVQrUA18AKKVGYAxZED1AcqwNm8XEgbI6XG7/CV1CtJVff288z36+l3+uy6egsp6fzxtFtLX9Cpoej1EExt7gAhpRCmJsZuJsFmKjzMSlDMPcWNWJ4i9ucLth29tQsQ/O+1Nw5zVWG1/WOEjIguik4K8pehJpn4QQkUjapjBauj4fm9nEdyf2D3coQkScNhM/rfVDSqmPgWzgA310TJ8JuCnUwYmuE2uzMCIzngNlddQ73H6PsZhN3Jg7nIEpMTz/5T5++dZG7j53XLvDRVvSGuoa3dQ1uqHG6PyLtpqJtQ0h3lFKrKscS8vlIfxRZu86fxpqy4yeQFMHPix11kL5XrDEGL2PMSm02fUpehRpn4QQkUjapvBxuj28vaGQM8ZlkhTb9vrGQvRF7b6L1lqv9rNtp1LqIDAoJFGJkLB6F3svqKynMkCRFqUU50/JISc5ht+9v4Nb39zA3eeOY1RWQqevqzXUOzzUO6CMFJQrmviGQmJoxOPRONwebGafUccmi5H0jT4Lpl4B5buhusjYrrUxBHTYKRAVZEyuemMx+JrDRgIYmyYJYC8h7ZMQIhJJ2xQen+8soazWwQVTB4Q7FCEiUhCVNwKSd849kMmkGJgaS1ZS2714M4ak8uhFk7CaTdy5dBNf7Crpshi0JYaauGGUmzJwejQHyurYV1bL4eoGXCnDcY06Fxa9At+5BeLSYOAJMH6BcXL5HvjiMXjlElj9bHBz/5o0LQZ/ZAvYi40xqqK3kvZJCBGJpG0KoaXrC0iNs3HKqA4sLSVEH3I8k4zbWXBNRLLMhGiirWYK2jhmcFocj18yhYdWbON37+/gi10l7C6updTeSHpCFFecOJjc0ZmdC0ApXLEZaPN+PLZEXI5qatwuak75AwDmWkWMs4Foq5loq4loi9nopEsbARf+DTa8ApvegM1vwaizYNY1wc/l8ziN6qE1hzu27qDoSaR9EkJEImmbQqSq3smHW4+waOZAbJbj6dcQovdqM/FTSv080C4gvuvDEd0pMdpKlMWMzWLC4fLf+5UUY+WhBRO4e9kmVu0tb95eUtPIU5/uBuh88gdopXAkDsHUWIW1tgjlMRZkd2uNvdGFvdFYNF4BMTYLMVYT0QlDiD71V5hm/Ai+fR3yv4Y53mkTjjqwBbeGYPNi8M56o/BMXCZYbJ3+WUT3kvZJCBGJpG0Kj3c3FeFweVg4TYZ5ChFIez1+bU2i+kNXBiLCQykYnhHHwfI6ahv9F32xmk2U2B2ttje6PLy0av9xJX5NPFFJNFrjsdYdwdxQ2mq/BuocLuq8YSggyppGzLSbiZ7pIsYUhdnjgreugZRBMOVy6Dcx+ABqS6C2FGJTIT4LLB0raCPCQtonIUQkkrYpDJauK2B4RhyTBkglbyECaa+q56+7KxARPhaziaHpcRRVNVDmJ8EDKLU3Btju4N63tzB3RBonDE0jKeY4qmiZzDjj++OKTsFWk49y1wc8VAMNTjcNTm+yWmMnWjlJGXIGsTv/hentm3FnTcI9+fuYB56A2RzMtAptzBmsK4PoZCMBDLb3UHQ7aZ+EEJFI2qbud6i8jq/3l3P7maNRUrxNiIDaG+p5Txu7tdb6gS6OR4SJUor+yTFEW80UVtbTcv329IQoSmpaJ38xVjMFlXX86ZMKnla7mZCTxJzh6cwelkZqXOeGTWpLDI3JIzA3VmKpL0a5/SedLTVoK0XDL0ENPo+kA++TvHsZtg/uoGD2r2noNx2L2YTFZMJsMnoxzUphsSi01rg8+tglJhoqja+oRCMBjJLROZFG2ichRCSStqn7LVtvVCxYMFUWbReiLe0N9az1sy0OuBpIA6Tx6mVS42xEeRd7d3uOZn9XnDiYpz7dTaPPXMAoi4kbcodzyqgM9pTUsnJPKSv3lPHsZ3v4y2d7GJudyJzhacwenkZmQnTHAlEKd3QK7ugUY/5ffQnKVRfUqdoSTeXw86kceg7xhSupy5wKGmJ2/QetzNQMPA1tPtoz6XB72FdaiwJvcqiwmBUWkwlLXRnm6nKs0QlYErOwxKV07OcQoSTtkxAiEknb1I201ixdl8+Jw1LJSY4JdzhCRLT2hnr+vul7pVQC8FPgR8BrwO8DnSd6triopsXea2lwGole0zy+v68+QGlN66qeIzLjGZEZzw9PHMzB8jpW7ilj5Z5SnvvvPp777z5GZsYzZ3g6c4an0b+DDbMnKonGqCRMDjuW+mJMTntwJ5qs2AecYnyvNXGFq4grWU/q9leoHLGAqiFnoS1HY9EYi7863UDLZQ6rGuBICViiIT4LU2wKNosZi1lhNZu8X0e/F6En7ZMQIhJJ29S91h+qZH9ZHTecOiLcoQgR8dpdzkEplQr8HLgceAmYprWuCObJlVJnYUxkNgPPaa0fbrH/cuCX3od24Hqt9bfBnCtCy2YxMTwjnkMVdVTXG5U1c0dntlvIRSnF4LQ4BqfFsWjWIAor6/nS2xP40qr9vLRqP0PT45gzPI05w9M7tJCkxxaPwxaPctZhrS/G5KgO/mSlKJxzP7El60nZ+SYZm/9G6o43KJ58PZgnB/88rgaoPIC7uohaayweSyzaEoPHEgPK1HSpowmhyYTVYvQe2swmUP7XjvdoTXWDkW22NzuhvfkLbe3tbVMfOts+SdskhAglee/UfZauyyfaauLsCf3CHYoQEa+9OX6PAguBJcBErXWQXS2glDIDTwPzgHxgjVLqba31Vp/D9gGnaK0rlFJne69zQpDnihAzmYwk7kh1A8XVwc2za6l/cgwXTx/IxdMHUlzdwMq9ZazcU8bLXx3k5a8O0i9WcXLVAeYOT2NoelxQk7K1NRaHdQjK1YClvgRzYyVBLY2kFHWZ06jLnEZ0+XZSdr6JKzYTGsFcXwZo3DHpQf1cyuPA3OjwXhtAoc3ReCwxeKyxuCyxOM1RQWdajS4PB0qDG8oaKp4etrpUZ9snaZuEEKEk7526T6PLzb+/LWL+uH4kRB9HcTkh+oj2evxuBRqBu4G7fN6UK4wJyoltnDsL2K213guglHoNOB9oboC01it9jl8NDAj2XNF9shKjibaYOVRR16roS0dkJkazYEoOC6bkUGZvZPXeMj7ZtJ9/fnOIN9Yeol9idHNP4Kis+HaTQG2JxpkwEFdsFpb6UswN5YD/9QhbakgdQ9GJvzIeFFWRtuNVEg5+RM3A06gYeSHO+I5OENcodz1mdz3mxqb1Dk14LDHeHsFYPNYYtFmWiehCnW2fpG0SQoSSvHfqJp9uL6Gq3snCaVLURYhgtDfH73gmK+UAh3we5wMntHH81cC7nTxXhFhSrBWbJZ4D5bU4XcffNZQWH8W5k/oz2VpIwpDJrPb2BP7r20KWri8gPd7G7GFpzB2Rzph+iZhNgZNAbbbhjO+PMzYTS30ploYyY3H2DigfeRFamUg88CGJBz7CnjOX8pEX40gedhw/pQeTqxZctZibNimzkQR6h4d6rLFgkk8pO+M42idpm4QQISPvnbrP0nX5pMdH8Z0RwY3WEaKva3eO33Hw907db8aglDoVo/H6TifOvRa4FiArK4u8vLyggrPb7UEfGyo9NQaXx1j+QB9P95+Xs6GOmv3fMt4E40dC7RAbm0o9rC928e7mIv69sYhEG0zOMDM108SoZFObSSAAGpR2oTwughkC2uh0s7M6BjIvx5Z8LoMPv8egog8xOa3sHXr1cf+MrZW3eKxwOt0UbFkNyoTG1P5EvxBwNdT3yL/HTpC2qY+Qe9l15F52m5C3T51tmyKN3aH5eFsdZwy28N8vPg93OBFPXsMCQpv45QMDfR4PAApbHqSUmgQ8B5yttS7ryLkAWuslGOPbmTFjhs7NzQ0quLy8PII9NlR6cgxaa2oaXZTbHdQ0uDp9/fxtaxkwdsYx20YDFwF1DhffHKjgyz1lfL2/nC8KnCREWzhxaBpzhqcxeWBycwXNvB3FLSqODiN3VAbmxgosdSUoT+A5inuLqhiWneR9lIR78E844LgcpV0Mi0oiumwb6Vuep2LUxaRu/QcNqWMoH7MId3Rqp39uvzFkHV0sXpui8Fhj/BaPCZWSXet77N9jB0nb1EfIvew6ci+7Tcjbp862TZHmH6v249Zb+Ol5sxnXv63RswLkNSwMoUz81gAjlVJDgQLgMuD7vgcopQYBS4Efaq13duRcEV5KKRKjrSRGW2l0uamodVJe6zhm7b/jFWuzcNLIDE4amUGD0836gxWs3FPGl3tK+XDbEWJtZmYNSSUx2sJ7W4/g8K4xWFLTyFOf7gaMSqTuqBTMjVXexeAbgrq2x3Z0wXaT046lvpT+q+8HIKrmIIkHP6Z60OldngA2UZ5GzI2NLYrHRHnnChpDRbU5uveV6ewe0jYJISKVtE9BemtdAWP6JUjSJ0QHhCzx01q7lFI3Ae9jlBV+Xmu9RSl1nXf/s8A9GIuZPuOd/OzSWs8IdG6oYhXHJ8pipl+SmazEKKrqnZTVOqhr7Ngcu/ZEW83MHp7O7OHpON0evj1Uyco9ZazeW0ZNY+sex0aXhxdX7uc7I9KxmE24o5NxRydjclRjqSsx5t4Fqa7fTPZn/pWE/M/ot+4JlHajtNuYD3jwY2oG5lI29gchSQCP0ih3A2Z3gxSPOU7SNgkhIpW0T8HZW2Jnw6FK/vecMeEORYgeJZQ9fmitVwArWmx71uf7a4Brgj1XRDalFMmxNpJjbTQ43ZTVOqisc+AJrtBm0KxmEzOGpDJjSCo35A7ngj+v9HtcWa2DC/68kvgoC0kxVpJjrSTHWEmKtZFiiyXF3ECqtZH6WrDFuUmONhFnDbBOnslCzaDT6bfuiaObtAs0JB74gIT8z6geNI/69AnUp43HHZ3StT+0X4GLx2izDa1M3uGhJrTJfPSxOvq99j4O9TDSSCNtkxAiUkn71L5l6wswKTh/ilTzFKIjQpr4ib4r2momJzmG7MRoKuudlNc2Uu/o4gwQsJhNZCREUVLTeg5ffJSF8yb3p6reSWW9k6o6BwfK66jKr2rRS6hgg9EDaDVBcpQiOdr7FWUipfl7xUifszzKAspEY+IQtNlG4sEPSd73HwBKxy2mYtTF4HFhbqzkgyOJPL+xkZI6TUas4qpJUZw+xNbl9wPtxuSsAWfHT1XOeji8GUzm5gQRpVo8Nvk8Nvk8brHPZG7/gkIIIUQHeTyapesKmDsinazE6HCHI0SPIomfCCmTSZEaZyM1zkadw0WZ3UFVvfO41gNs6YoTB/PUp7tpdB1NLKMsJn5y8jByR2f6Pcfl9lDd4KKq3sGu7VuwpQ2gurqKanstFQ0eKhs0lY0eDlS5qGjQOL1PfUM0NGoLHky86TqZv6mFeGpTSY5WpCW7mWDazyTPNkrrx9JwyMnwxm2csvl/OUdnkuoey1emsXxVP5Yn1hilp0OS/HXQx/sdPL+xkeI6Tc6afG6fk8CC0bHtn9ieQMliTArEhnJYrBBCiN5qzf5yCirruf3M0eEORYgeRxI/0W1ibRZiUy1kuz1U1BnFYLpCU3J3bFXPwQGTPjB6CpsSUmuamQFjc4Ac8Dix1Jcdsxag1po6F0YyuHooh2NH81nqxRS6k5nS2JQkavbWmFjXMJRqxxBjWj31ZJHId80/YJZpO/PM33CJ5TMAFjbex6NfjeLL7YXEm50c8mSQvKeOKLPCZoYosyLKwjGPA22PatpvOfrYagowZLWFj/c7eGJNA01TMgtq3Nz5cRXA8Sd/2mN8AfhO+bREAZL4CSGE6Lil6wqItZmZPz4r3KEI0eNI4ie6XdPwzIyEKAq2mUiMsVDT4DquXsDc0ZltJnpBM1lxxfXDFZOBpaEUS30ZChdxVoizKkrm/QkzcFobT+H2aKoajWSwoiGWO/LO4W/uc1B4GKXyOcG0jc16KG7gQv0+C2r/TRnJfNs4lm/0GL7SY9nuzqHRrZp7GjtKwTGJoc3i/dcnUYwyw5oiFy3r8NS7NI+urOmaXj8hhBCiizQ43azYVMTZE7KJtclbWCE6Sl41IqxMSjE4LQ6n20N5rYPyWgcudxeOA+10YGZcsVm4YjIwN5RjqS9FeYLroTSbFKkxitQY43FmrKK4TqMxsUMPYod7UPP2ySefz5GSwbgPreOk2h2c1rAKtzWBvee/DMpEdPEGGswJVMUNotFtxuHWNLqh0a1xeP9tdEOj6+hjhxsafPY7XK23VzZ6vI/9/wyFNV1blVUIIYQ4Xh9uPUJNo4uF06SoixCdIYmfiAhWs4msxGgyE6KobnBRXuvAfhwLw3cZZcIdk447Og1zY6V3LcDAi8H7c9WkqGOGUwJEmY3trrgEquPOYm/UbIb1S8RSdwRr7eHmKptZG5/FZs/HbY2jPnUc9ekTqcucgiNlWJf8eJe/XUNxXetEu3+CFGcRQggRWZauyyc7KZoTh6WFOxQheqS+VcNdRDylFEkxVoamxzGqXzzpCTbMpghYpFwp3NEpNKaMxpEwGI8lLuhTTx9i45aZ0WTGKhRGT98tM6NbF3ZRCldcP+ozpzRvKpjzAIen34q9/3ew1RaSseV5UnYvN3ZqTfKupUSXbQWPk4Gf/A8ZG57G3FBOsK6aFEVUixwvxqK4fU5C0M8hhBBChFpJTSOf7yplwdScyHhfIEQPJD1+ImJFWcxkJ8WQlRDdvDB8vSP8QxA9UUk4opKMpRocNZicNZgddtCBeyhPH2LrVAVPV2wGNbGnUjPwVADMDeUotzHk1FJ3hIwtzxsxmaMwuRuJqt5P4sGPqB50BuVjFrW7qHxTTM1VPRPMXVfVUwghhOgib39biNujWThVhnkK0VmS+ImIZzIpUuJspMTZqHe4KattpLKua5eE6FxgFtzRKbijU3ACylmH2VmD2VGDctUDXR+gbyLniuvHnrNfJqZsCzGlm0nZ+zYKD8rjIfHAhyQe/BCPJY76tLE4EwbjjMvCGduPhpSRaEtM8/M0JaX5xTWcOkGqpAkhhIg8y9bnMzEniZFZMiJFiM6SxE/0KDE2MwNssWQnaSrrjGIwDZ0tfdnFtDUWlzUWV2wWeNzensCm3sBOrKgeBE9UErX951Dbfw4pe99u3m7SLtCgHFXEHfkGdfhrlHdphYOnPE5jyijiCleRtH8Fzth+uOKyaHQmQ+k4SBkKZmtI4hVCCCE6asfhGjYXVHPPd8eFOxQhejRJ/ESPZDYp0uKjSIuPorbRKAbT1QvDHxeTGU9UMp6oZKM30NWA2VGNyWnH5KwlFL2BvjzKAsp0dMinLQFLfSnW2sM4Eoyqokq7MDvsRFd+idlRTTrATuAHb0FsGmxfAYdWQ0J/SMyGhGxI7A+JORDEGoFCCCFEV1i6Ph+zSXHelP7hDkWIHk0SP9HjxUVZiIsyFoavaXDh8mg8WuP2+Hy1eNzdCaK2ROOyRAOZoD2YHDWYnXZMDjvK07EqoW1plfBFpzTvc8X1wxXXr/mxPeck7DknAWBy1lKev5eZmS6I8Q4nddRC+T44sAo83h5LkxWufh9QsPENY79vUpiQDbEB5hW+dQ1kjoPv/BySBnTZzyyEEKL3cns0/1pfSO6oDNLjo8IdjhA9miR+otewmE2kxAVXQEVrjcubBJbsMjMkPdZvkujx4H3swe0x/gPy6ONMHJUJT1QSnqgk46GrAX1kAx5rIianHejc0NWGxGE0pI5plfAFw2ONwx43BIZmH9046WLjS3ugrgyqi6C+onmpCezFkL8G6kqPnpOQDYteNb5f+wI47Ma2hGwo2w0V+2Hn+zD1B3DKLyDhaCIqhBBCtLRqTxmHqxu4+7tjwx2KED2eJH6iT1JKYTUrrGYwKUiI7tictubE0CeB9PjpWWxKJJv2udytk0ZtiUabLDiShhi9gc5aTE47Zkd1h9YMPHTaHzv0MwRNmSAuw/jyNecm48vVCDWHoaYQ3D6VTct2Q+E6cNYf3eZxAS5Y/w/Y8DJMuVwSQCGEEAEtXZ9PQrSFM8ZK8TEhjpckfkJ0gtmkOr2OkG9vY1NiWGw20S8p2ptIRuPxpBrHOBuhoQbdWIVy2NGe8C9n0YolClIGG1++znwItIaGKqgpguXXH93nXZKCb16Akm3wo3e7L14hhBA9Qm2ji/c2H+a8yf2JtprbP0EI0aaQJn5KqbOAPwBm4Dmt9cMt9o8BXgCmAXdprR/z2bcfqAHcgEtrPSOUsQrRXXx7G5uYTYqMBH9zF+IA75w5rXE31OCqr0I31OB21BpDUT0aD0d7HT366JDU5jmN3fGD+aMUxCQbX77MNqMnccrlcMovwxCWtE1CiMgk7dNR7285TJ3DzcJpMi9ciK4QssRPKWUGngbmAfnAGqXU21rrrT6HlQP/AywI8DSnaq1LA+wTom9RCnNMIuaYROOx2wmNNdBYbfzrCbyAvNbg8g459Xg0Lq3R3vmLTQlifncU6jRZwGSGKT8wEr6E7h+6I22TECJSSft0rGXrCxiYGsOMwR2bty6E8C+UPX6zgN1a670ASqnXgPOB5sZLa10MFCulzg1hHEL0TmarUUEz1qcKZ2MNNFSDsw7fJSOUAqtSxoTGALYS4swvbQRkjYfv3AL9p4b2Wm2TtkkIEamkfQKWry/g4Xe3c7i6gYQoC29/W8iCqTnhDkuIHi+UiV8OcMjncT5wQgfO18AHSikN/EVrvaQrgxOi17HFGV8J/cDjMZI/Z52REDrrjs6rC5cLnzP+bVkkpvtJ2ySEiFR9vn1avr6AO5duot5pzGmvaXRx59JNAJL8CXGcQpn4+es+6MhUo7la60KlVCbwoVJqu9b681YXUepa4FqArKws8vLygnpyu90e9LGhIjGE//p9KwZtLM2gPUZiqI9dNsLe4CRvy+EQxwCYSsG82++ubvpdSNvUR8i97DpyL7tNyNunzrZN3eWBvDrqncf+yPVONw/861uSq3aFKaqeT17DAkKb+OUDA30eDwAKgz1Za13o/bdYKbUMY/hDqzdX3k+zlgDMmDFD5+bmBvX8eXl5BHtsqEgM4b9+n4/B2dDcK5i3diu547Lo2HuMTojLCLiAezfdB2mb+gi5l11H7mW3CXn71Nm2qbuUv/eO/+0NWv4Gj4O8hgWAKYTPvQYYqZQaqpSyAZcBbwdzolIqTimV0PQ9MB/YHLJIheirrNHGHMHkgcayDP0mQdpISMyB6GSj+mbvI22TECJS9fn2qX9yTIe2CyGCF7IeP621Syl1E/A+Rkni57XWW5RS13n3P6uU6gesBRIBj1LqZ8A4IB1YppRqivEVrfV7oYpVCOFlMkFUvPHVxO0CZy04fOYM6ghcTzBI0jYJISKVtE9w+5mj+eVbG2l0HZ2OEGM1c/uZo8MYlRC9Q0jX8dNarwBWtNj2rM/3hzGGMbRUDUwOZWxCiCCZLWBOguiko9t8hogaRWTqCfkQ0S4kbZMQIlL19fZpwdQc9pXa+cPHxlzwnOQYbj9ztBR2EaILhDTxE0L0Utboo8NEwSgW46r39gp6ewfdjeGNUQghRI80MScZgH/dOJfJA5PDGosQvYkkfkKI42cyHV1OAu9yDS2HiDrr2lxkXgghhACoqDOWH0qJ7ZXzzIUIG0n8hBCh4W+IqKux1TISQgghhK+qeicAyXHWMEciRO8iiZ8QovtYosIdgRBCiAhXUefAbFIkRMnbVCG6UiiXcxBCCCGEEKJDKuucJMdY8VYoFUJ0EUn8hBBCCCFExKisc5IUK8M8hehqkvgJIYQQQoiIUVHnkMIuQoSAJH5CCCGEECJiVNY5SZEePyG6nCR+QgghhBAiYlTWOUiKkR4/IbqaJH5CCCGEECJiVEiPnxAhIYmfEEIIIYSICA1ON/VONylx0uMnRFeTxE8IIYQQQkSEpsXbk2Kkx0+IriaJnxBCCCGEiAiVdUbiJ1U9heh6kvgJIYQQQoiIUFHnACBZ5vgJ0eUk8RNCCCGEEBGhUhI/IUImpImfUuospdQOpdRupdQdfvaPUUqtUko1KqVu68i5QgjRWdI2CSEiVV9vn2SopxChE7LETyllBp4GzgbGAYuUUuNaHFYO/A/wWCfOFUKIDpO2SQgRqaR9MpZyAOnxEyIUQtnjNwvYrbXeq7V2AK8B5/seoLUu1lqvAZwdPVcIITpJ2iYhRKTq8+1TZZ0Dm8VEjNUc7lCE6HVCmfjlAId8Hud7t4X6XCGEaIu0TUKISNXn26dK7+LtSqlwhyJEr2MJ4XP7e8Xqrj5XKXUtcC1AVlYWeXl5QV3AbrcHfWyoSAzhv77E0CdjkLapj5B72XXkXnabkLdPnW2busuugw1YPZ6Ii6unk9ewgNAmfvnAQJ/HA4DCrj5Xa70EWAIwY8YMnZubG9QF8vLyCPbYUJEYwn99iaFPxiBtUx8h97LryL3sNiFvnzrbNnWXZ3asIicOcnNnhzuUXkVewwJCO9RzDTBSKTVUKWUDLgPe7oZzhRCiLdI2CSEiVZ9vnyrrHFLYRYgQCVmPn9bapZS6CXgfMAPPa623KKWu8+5/VinVD1gLJAIepdTPgHFa62p/54YqViFE3yFtkxAiUkn7ZFT1nCZLOQgREqEc6onWegWwosW2Z32+P4wxFCGoc4UQoitI2ySEiFR9uX3SWlNV5yRZEj8hQiKkC7gLIYQQQggRjDqHG4fbI0M9hQgRSfyEEEIIIUTYVdQ5AEiRxE+IkJDETwghhBBChF1lnbEmvQz1FCI0JPETQgghhBBh15z4xUiPnxChIImfEEIIIYQIu+ahnnHS4ydEKEjiJ4QQQgghwq6yvmmop/T4CREKkvgJIYQQQoiwq6w1evySY6THT4hQkMRPCCGEEEKEXWW9kzibGZtF3p4KEQryyhJCCCGEEGFXUeeQip5ChJAkfkIIIYQQIuwq65wyv0+IEJLETwghhBBChF1lnYMU6fETImQk8RNCCCGEEGFXWeckSXr8hAgZSfyEEEIIIUTYVdQ5SJHET4iQkcRPCCGEEEKElcejqap3ylBPIUJIEj8hhBBCCBFWNQ0uPBqSYqTHT4hQCWnip5Q6Sym1Qym1Wyl1h5/9Sin1R+/+jUqpaT779iulNimlNiil1oYyTiFE3yJtkxAiUvXV9qmy3li8XXr8hAgdS6ieWCllBp4G5gH5wBql1Nta660+h50NjPR+nQD82ftvk1O11qWhilEI0fdI2ySEiFR9uX2qqHMCyHIOQoRQKHv8ZgG7tdZ7tdYO4DXg/BbHnA/8XRtWA8lKqewQxiSEENI2CSEiVZ9tnyrqjB4/WcBdiNAJZeKXAxzyeZzv3RbsMRr4QCn1jVLq2pBFKYToa6RtEkJEqj7bPlV5e/ykqqcQoROyoZ6A8rNNd+CYuVrrQqVUJvChUmq71vrzVhcxGrZrAbKyssjLywsqOLvdHvSxoSIxhP/6EkOfjEHapj5C7mXXkXvZbULePnW2bQq1NfuNxG/L+jUctPn7EcXxkNewgNAmfvnAQJ/HA4DCYI/RWjf9W6yUWoYx/KHVmyut9RJgCcCMGTN0bm5uUMHl5eUR7LGhIjGE//oSQ5+MQdqmPkLuZdeRe9ltQt4+dbZtCrV1H+5E7djFOWfkYjZJ4tfV5DUsILRDPdcAI5VSQ5VSNuAy4O0Wx7wNXOGtUHUiUKW1LlJKxSmlEgCUUnHAfGBzCGMVQvQd0jYJISJVn22fquocJEZbJekTIoRC1uOntXYppW4C3gfMwPNa6y1Kqeu8+58FVgDnALuBOuBH3tOzgGVKqaYYX9FavxeqWIUQfYe0TUKISNWX26eKOqdU9BQixEI51BOt9QqMBsp327M+32vgRj/n7QUmhzI2IUTfJW2TECJS9dX2qaLOIRU9hQixkC7gLoQQQgghRHuq6p1S0VOIEJPETwghhBBChFVFnYPkGEn8hAglSfyEEEIIIURYVdY5ZainECEmiZ8QQgghhAgbl9tDTYNLirsIEWKS+AkhhBBCiLCprDcWb0+RHj8hQkoSPyGEEEIIETaVdUbiJz1+QoSWJH5CCCGEECJsKuscADLHT4gQk8RPCCGEEEKETUVd01BP6fETIpQk8RNCCCGEEGHT1OMnc/yECC1J/IQQQgghRNg0zfFLkh4/IUJKEj8hhBBCCBE2lfUOzCZFQpQl3KEI0atJ4ieEEEIIIcKmos5JcowVpVS4QxGiV5PETwghhBBChE1lnUOWchCiG0jiJ4QQQgghwqayzimFXYToBpL4CSGEEEKIsKmoc0qPnxDdQBI/IYQQQggRNsZQT+nxEyLUQpr4KaXOUkrtUErtVkrd4We/Ukr90bt/o1JqWrDnCiFEZ0nbJISIVH2xfTKGekqPnxChFrLETyllBp4GzgbGAYuUUuNaHHY2MNL7dS3w5w6cK4QQHSZtkxAiUvXF9qnB6abe6ZYePyG6QSh7/GYBu7XWe7XWDuA14PwWx5wP/F0bVgPJSqnsIM8VQojOkLZJCBGp+lz7VFVvLN4uc/yECL1QrpSZAxzyeZwPnBDEMTlBnguAUupajE+8AOxKqR1BxpcOlAZ5bKhIDOG/vsQQ+TEM7uJrhLttSgKqfA5t+bg7fg8trxmKc9s7rq39/vYFs03uZXD75F52bn/LfV3dNkE3tE/H8b4Jju931KYfPAI/CP31uuNvrLPnBHPs8fz9RsL/8ccrZH9/3XS97vz789s+hTLx87cKpw7ymGDONTZqvQRY0rHQQCm1Vms9o6PndSWJIfzXlxj6ZAxhbZuUUku01te28Tjk96DlNUNxbnvHtbXf375gtsm9DG6f3Muuu5chEPL2qbPvm6Db7kHIrtcdf2OdPSeYY4/z7zfs/8cfL/n7O/5YQpn45QMDfR4PAAqDPMYWxLlCCNEZ4W6b/t3O4+5wPNcM9tz2jmtrv799wWyTexncPrmXndvfHfck3O1Te7r776Krr9cdf2OdPSeYY4/n77c3kL+/46S09vth9fE/sVIWYCdwOlAArAG+r7Xe4nPMucBNwDkYwxH+qLWeFcy5XRBf2D/5kBjCf32Joe/FIG1T3yH3suvIvewekd4+iZ5LXsMCQtjjp7V2KaVuAt4HzMDzWustSqnrvPufBVZgNFy7gTrgR22d28UhdmqYQxeTGMJ/fZAYmvSJGKRt6lPkXnYduZfdoAe0T6LnktewCF2PnxBCCCGEEEKIyBDSBdyFEEIIIYQQQoSfJH5CCCGEEEII0cv16sRPKXWWUmqHUmq3UuoOP/uVUuqP3v0blVLTuvj6A5VSnyqltimltiilfurnmFylVJVSaoP3656ujMF7jf1KqU3e51/rZ3+o78Non59vg1KqWin1sxbHdPl9UEo9r5QqVkpt9tmWqpT6UCm1y/tvSoBz2/zbOc4YHlVKbffe62VKqeQA57b5ezvOGO5TShX43O9zApwbyvvwus/19yulNgQ4t0vugxBCCCFEX9Zr5/gppcwY1a3mYZQ+XgMs0lpv9TnmHOBmjlbG+oPW2u9izJ2MIRvI1lqvU0olAN8AC1rEkAvcprX+bldd108c+4EZWmu/C3eG+j60uJYZo9rYCVrrAz7bc+ni+6CUOhmwA3/XWk/wbvsdUK61ftibyKRorX/pJ8Y2/3aOM4b5wCfeifiPALSMwXvcftr4vR1nDPcBdq31Y22cF9L70GL/74EqrfX9fvbtpwvuQ0+llIoDngEcQJ7W+uUwh9RjKaWGAXcBSVrri8IdT0+mlFoAnAtkAk9rrT8Ib0RCiI6Q9rBv6s09frOA3VrrvVprB/AacH6LY87HeCOqtdargWRvstYltNZFWut13u9rgG1ATlc9fxcK6X1o4XRgj2/SFypa68+B8habzwde8n7/ErDAz6nB/O10Ogat9Qdaa5f34WqMtZZCJsB9CEZI70MTpZQCLgFe7cxz90T+ekC92/31sC4E/qm1/jFwXrcHG+E6ci+9f8tXhyfSyNfBe7nc+zd5JXBpGMIVQrQg7aFoT29O/HKAQz6P82mddAVzTJdQSg0BpgJf+dk9Wyn1rVLqXaXU+BBcXgMfKKW+UUpd62d/t90H4DICv8EP9X0AyNJaF4GRmGN8Wt1Sd96Pq4B3A+xr7/d2vG7yDjd9PsCQ1+66DycBR7TWuwLsD/V9CIcXgbN8N3h7WJ8GzgbGAYuUUuMwPhho+j24uzHGnuJFgr+Xom0v0vF7ebd3vxAi/F5E2kPRht6c+Ck/21qOaw3mmOMPRKl44C3gZ1rr6ha71wGDtdaTgT8By7v6+sBcrfU0jBf9jd5hd8eE6OecUNwHG0aPxZt+dnfHfQhWd92PuwAXEGjoXnu/t+PxZ2A4MAUoAn7vL0Q/20IxNnwRbff2hfI+hEWAHtBAPaz5HO0V7s1tdqd08F6KNnTkXirDI8C7TSNbhBDhJe2haE9vfhORDwz0eTwAKOzEMcdFKWXFSPpe1lovbblfa12ttbZ7v18BWJVS6V0Zg9a60PtvMbAMoxHwFfL74HU2sE5rfcRPjCG/D15Hmoaxev8t9nNMd/xdLAa+C1yuA0y0DeL31mla6yNaa7fW2gP8NcBzd8d9sGAMZXy9jVhDdh8iTKAe1qXAhUqpPwP/DkdgPZDfe6mUSlNKPQtMVUrdGZ7QepxAf5c3A2cAFynv4uJCiIgk7aFo1psTvzXASKXUUG9P02XA2y2OeRu4wvvJ5YkYxSWKuioA79ylvwHbtNaPBzimn/c4lFKzMH4nZV0YQ5y3sExTkYj5wOYWh4X0PvgI2LMT6vvg421gsff7xcC//BwTzN9OpymlzgJ+CZynta4LcEwwv7fjicF3DucFAZ47pPfB6wxgu9Y6P0CcIb0PEcZvD6vWulZr/SOt9fVS2CVoge5lmdb6Oq31cK31b7s9qp4p0L38o9Z6uvd+PtvtUQkhgiXtoWhmCXcAoeKtmHgT8D5gBp7XWm9p+mTS+x/VCoxKlruBOuBHXRzGXOCHwCZ1tFT9/wKDfGK4CLheKeUC6oHLAvUAdVIWsMybU1mAV7TW73XzfUApFYtRHfInPtt8Y+jy+6CUehXIBdKVUvnAvcDDwBtKqauBg8DF3mP7A89prc8J9LfThTHcCUQBH3p/L6u11tf5xkCA31sXxpCrlJqCMXRzP97fS3feB6313/Az5zNU96EH6K6e975A7mXXkXspRM8mr2HRrNcu5yCEEJHMW/DpP/roEhsWjOUzTsdY8mQN8P3OJtt9idzLriP3UoieTV7Doi29eainEEJEJG8P6CpgtFIqXyl1tXeJj6Ye1m3AG/Ifc/vkXnYduZdC9GzyGhbtkR4/IYQQQgghhOjlpMdPCCGEEEIIIXo5SfyEEEIIIYQQopeTxE8IIYQQQgghejlJ/IQQQgghhBCil5PETwghhBBCCCF6uV67gLvofZRSicBngA0YirEuTQMwR2vtCWdsQgghhBBCRDLp8RM9hta6Wms9FfgR8KHWeorW+kRJ+oQQQoi+SymllVK/93l8m1Lqvi567heVUhd1xXO1c52LlVLblFKfttg+xPvz3eyz7Sml1JWhjslPjEOUUt9vY1+H41RKXaeUuqKdY65USj0VYJ89iNCFlyR+oieaAMjio0IIIYQAaAQWKqXSwx2IL6WUuQOHXw3coLU+1c++YuCnSilb10RmUEp1dOTfEMBv4ufV4Ti11s9qrf/ewTi6RCd+/h5PEj/RE40DNoc7CCGEUEqNV0p9pJTaqZT6lVLqT0qpmeGOS4g+xgUsAW5puaNlj11TD5FSKlcp9ZlS6g3v6/dhpdTlSqmvlVKblFLDfZ7mDKXUF97jvus936yUelQptUYptVEp9ROf5/1UKfUKsMlPPIu8z79ZKfWId9s9wHeAZ5VSj/r5+UqAj4HFfp5vuFLqPaXUN94Yx3i3f08p9ZVSar23jcrybr9PKbVEKfUB8HelVIZS6i3vz7FGKTXXe9wpSqkN3q/1SqkE4GHgJO+2Vve6k3Hep5S6zfv9TO+9XOW9t77v9fp7z9+llPpdi+f+vVJqnVLqY6VUhnfbFKXUau/zLVNKpXi35ymlfqOU+gwjSb3Y+7v4Vin1uZ+fqVeRxE/0RP2Bw+EOQgjRtymlooE3gZ8Ck4FrgByt9ZqwBiZE3/Q0cLlSKqkD50zGeP1OBH4IjNJazwKeA272OW4IcApwLkZyFo3RQ1eltZ4JzAR+rJQa6j1+FnCX1nqc78WUUv2BR4DTgCnATKXUAq31/cBa4HKt9e0BYn0YuNVPL+IS4Gat9XTgNuAZ7/b/Aid6p8i8BvzC55zpwPla6+8DfwCe8P4cF3p/drzPdaPWegpwElAP3AF84Z1q80QXxenrBeA6rfVswN1i3xTgUozf1aVKqYHe7XHAOq31NIw6EPd6t/8d+KXWehJGAn6vz3Mla61P0Vr/HrgHOFNrPRk4L8DP1Gv0uS5O0Su8D/xNKXWl1vqzcAcjhOizzgDWa623AHiHN/1eKRWH8abGAeRprV8OY4xC9Ala62ql1N+B/8FIUoKxRmtdBKCU2gN84N2+CfAdcvmGt57ALqXUXmAMMB+Y5NObmASMxHjdf6213ufnejMx2oQS7zVfBk4Glgfx8+1TSn2Nz1BLpVQ8MAd4UynVtDnK++8A4HWlVDZGUTzfeN7WWjfdozOAcT7nJ3p7974EHvfGuFRrne9zTFfG2XRMMpCgtV7p3fQK8F2fQz7WWld5j90KDAYOAR7gde8x/wcs9Sb/yT7vEV/C+JCuyes+338JvKiUegNY2u4P2MNJ4id6HK31SxgvYiGECKepwDpo/iTfrrX+Uin1Q+CfWut/K6VeByTxE6J7PInxmnzBZ5sL7wg3ZWQdvvPPGn2+9/g89nDse2Td4joaUBg9WO/77lBK5QK1AeJrP3Nq22+AfwJNQxJNQKW3V66lPwGPa63f9sZ0n88+3/hMwGyfRLDJw0qpd4BzgNVKqTNCFGeT9u6N7+/KTeAcpuXvyp/mn19rfZ1S6gSM3twNSqkpWuuyIJ6jR5KhnkIIIUTnNGJ8qg7wW46+oRyA8Uk0tB6uJIQIEa11OfAGxjDMJvsxhjYCnA9YO/HUFyulTN55f8OAHRijj65XSlkBlFKjvL39bfkKOEUple4dCrkIY3hiULTW24GteHvCtNbVwD6l1MXeGJRSarL38CSgwPt9qzl3Pj4Abmp6oJSa4v13uNZ6k9b6EYxhqGOAGiChi+NsOqcCqFFKnejddFl71/EyAU29rt8H/uvtGaxQSp3k3f5DAtxn78/5ldb6HqAUGOjvuN5CEj8hhBCic14BTlZK7QC+BVYppZ4E8jmaEMr/s0J0r98DvtU9/4qRbH0NnEDg3ri27MBIHN7FmIPWgDEXbiuwzluE5C+0M5LOO6z0TuBTjDZjndb6Xx2M5SGOti8AlwNXK6W+xah4fr53+30YQyu/wEhoAvkfYIa3CMpW4Drv9p81FT3BGDr7LrARcHkLofgr7tKZOH1dDSxRSq3C6AGsaucaYPw+xyulvsGYO3m/d/ti4FGl1EaM+YH3+z+dR5W32A5GD+W3QVyzx1JaB9MjKoQQQohgeD/1fwpowPj0WYZ6CiFEO5RS8VrrpqqrdwDZWuufhjmsXkUSPyGEEEIIIURYKaUuxegRtQAHgCubCuGIriGJnxBCCCGEEEL0cjL3QAghhBBCCCF6OUn8hBBCCCGEEKKXk8RPCCGEEEIIIXo5SfyEEEIIIYQQopeTxE8IIYQQQgghejlJ/IQQQgghhBCil5PETwghhBBCCCF6OUn8hBBCCCGEEKKX+385GEGuDLC9ewAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -3218,18 +1380,19 @@ ], "source": [ "\n", - "runs = {'France SWG' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", + "runs = {#'France SWG' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/',\n", + " 'France SWG' : './xforanalogs/5fold/T15/NAE/France/yrs500/Z0/globa_logit/'\n", " }\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGvsCNNFrance', marker='o', linestyle='solid', alpha=0.2, dpi=200)\n", "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/u1yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNFrance', marker='>', linestyle='dashed', alpha=0.2, dpi=200)\n", - "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/NAEu1yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNFrance', marker='>', linestyle='dashed', alpha=0.2, dpi=200)" + "test=Compare_CNNs(folder, [#'../PLASIM/xmodels/u1yrs500/',\n", + " #'../PLASIM/xmodels/NAEu1yrs500/'\n", + " '../PLASIM/xmodels/5fold/T15/NAE/France/yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNFrance', marker='>', linestyle='dashed', alpha=0.2, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -3239,424 +1402,19 @@ "Scandinavia SWG\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.36+-0.05, 100.0, 20\n", - "0.23+-0.04, 100.0, 10\n", - "0.14+-0.03, 100.0, 10\n", - "0.09+-0.03, 100.0, 10\n", - "0.07+-0.03, 50.0, 10\n", - "0.05+-0.03, 50.0, 10\n", - "k = 0\n", - "runs_grouped_list[k]['args'] = {}\n", + "0.36+-0.03, 100.0, 20\n", + "0.22+-0.04, 100.0, 10\n", + "0.14+-0.04, 100.0, 10\n", + "0.09+-0.02, 100.0, 10\n", + "0.07+-0.02, 50.0, 10\n", + "0.05+-0.02, 50.0, 10\n", "k = 0\n", "runs_grouped_list[k]['args'] = {}\n" ] }, { "data": { - "text/plain": [ - "[{'args': {},\n", - " 'runs': [{'name': '0',\n", - " 'args': {},\n", - " 'transfer_learning_from': None,\n", - " 'status': 'COMPLETED',\n", - " 'start_time': '2023-01-02 09:33:55',\n", - " 'score': 0.12248170971870423,\n", - " 'scores': {'fold_0': 0.11900538206100464,\n", - " 'fold_1': 0.11511415988206863,\n", - " 'fold_2': 0.12952013313770294,\n", - " 'fold_3': 0.1269601732492447,\n", - " 'fold_4': 0.12790462374687195,\n", - " 'fold_5': 0.13788096606731415,\n", - " 'fold_6': 0.11967702209949493,\n", - " 'fold_7': 0.11540643125772476,\n", - " 'fold_8': 0.12457870692014694,\n", - " 'fold_9': 0.1087694987654686,\n", - " 'mean': 0.12248170971870423,\n", - " 'std': 0.008079942706951749},\n", - " 'end_time': '2023-01-02 10:02:04',\n", - " 'run_time': '28 min 8.6 s',\n", - " 'run_time_min': 28.14},\n", - " {'name': 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11:44:38',\n", - " 'score': 0.1940499946475029,\n", - " 'scores': {'fold_0': 0.17598684132099152,\n", - " 'fold_1': 0.1857369989156723,\n", - " 'fold_2': 0.19002079963684082,\n", - " 'fold_3': 0.20238126814365387,\n", - " 'fold_4': 0.1902633011341095,\n", - " 'fold_5': 0.20207010209560394,\n", - " 'fold_6': 0.2048952877521515,\n", - " 'fold_7': 0.18749824166297913,\n", - " 'fold_8': 0.2065790444612503,\n", - " 'fold_9': 0.19506806135177612,\n", - " 'mean': 0.1940499946475029,\n", - " 'std': 0.009371491378778697},\n", - " 'end_time': '2023-01-02 11:48:34',\n", - " 'run_time': '3 min 56.5 s',\n", - " 'run_time_min': 3.94}],\n", - " 'tau': [0, -1, -3, -5, -10, -15]}]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -3669,18 +1427,20 @@ ], "source": [ "\n", - "runs = {'Scandinavia SWG' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/interT15/'\n", + "runs = {#'Scandinavia SWG' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs500/interT15/',\n", + " 'Scandinavia SWG': './xforanalogs/5fold/T15/NAE/Scandinavia/yrs500/Z0/globa_logit/'\n", " }\n", "\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename='./Images/SWGvsCNNScand', marker='o', linestyle='solid', alpha=0.15, dpi=200)\n", "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/Scandinavia/u1yrs500'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNScand', marker='>', linestyle='dashed', alpha=0.15, dpi=200)\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/Scandinavia/NAEu1yrs500'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNScand', marker='>', linestyle='dashed', alpha=0.15, dpi=200)" + "test=Compare_CNNs(folder, [#'../PLASIM/xmodels/Scandinavia/u1yrs500',\n", + " #'../PLASIM/xmodels/Scandinavia/NAEu1yrs500',\n", + " '../PLASIM/xmodels/5fold/T15/NAE/Scandinavia/yrs500/'], fig2=fig2, ax=ax, savename='./Images/SWGvsCNNScand', marker='>', linestyle='dashed', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -3690,20 +1450,19 @@ "France SWG\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.39+-0.09, 50.0, 20\n", - "0.26+-0.09, 50.0, 20\n", - "0.22+-0.10, 50.0, 10\n", - "0.20+-0.10, 10.0, 10\n", - "0.19+-0.08, 10.0, 50\n", - "0.18+-0.09, 5.0, 50\n", + "0.39+-0.09, 50.0, 10\n", + "0.25+-0.08, 50.0, 10\n", + "0.21+-0.10, 10.0, 20\n", + "0.20+-0.10, 10.0, 50\n", + "0.19+-0.10, 10.0, 20\n", + "0.19+-0.10, 10.0, 20\n", "k = 0\n", - "runs_grouped_list[k]['args'] = {}\n", - "tau_index = 0\n" + "runs_grouped_list[k]['args'] = {}\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -3716,17 +1475,17 @@ ], "source": [ "\n", - "runs = {'France SWG' : './xforanalogs/NA24by48/global_logit/yrs100/interT15/'\n", + "runs = {'France SWG' : './xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit'\n", " }\n", "savefile = './Images/SWGvsCNNFranceD100'\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename=savefile, marker='o', linestyle='solid', alpha=0.15, dpi=200)\n", "\n", - "runs_grouped_list = Compare_CNNs(folder, ['../PLASIM/xmodels/NAEu1yrs100'], fig2=fig2, ax=ax, savename=savefile, marker='>', linestyle='dashed', alpha=0.15, dpi=200)" + "test = Compare_CNNs(folder, ['../PLASIM/xmodels/5fold/T15/NAE/France/yrs100'], fig2=fig2, ax=ax, savename=savefile, marker='>', linestyle='dashed', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -3736,19 +1495,19 @@ "Scandinavia SWG\n", "dict_keys(['committor', 'skill', 'RunFolds_kwargs_default'])\n", "{'nfield': 0, 'input_set': 'va', 'bulk_set': 'tr', 'RunCheckpoints_kwargs': {'windwsize': 30, 'start_calendar_day': None, 'start_day_set': 'va', 'allowselfanalogs': True, 'removeoutsidemovingwindow': False, 'RunNeighbors_kwargs': {'num_Traj': 10000, 'T': 15, 'chain_step': 3, 'neighbors': [2, 3, 5, 10, 20, 50], 'delay': array([0, 1, 2, 3, 4, 5]), 'num_steps': None}}}\n", - "0.31+-0.08, 50.0, 20\n", - "0.14+-0.10, 50.0, 20\n", - "0.07+-0.10, 50.0, 20\n", - "0.04+-0.09, 50.0, 20\n", - "0.02+-0.07, 50.0, 20\n", - "0.02+-0.07, 50.0, 10\n", + "0.31+-0.06, 50.0, 20\n", + "0.15+-0.07, 50.0, 20\n", + "0.07+-0.04, 50.0, 20\n", + "0.04+-0.02, 50.0, 20\n", + "0.02+-0.02, 50.0, 20\n", + "0.02+-0.03, 50.0, 10\n", "k = 0\n", "runs_grouped_list[k]['args'] = {}\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -3761,18 +1520,21 @@ ], "source": [ "\n", - "runs = {'Scandinavia SWG' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/'\n", + "runs = {#'Scandinavia SWG' : './xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/',\n", + " 'Scandinavia SWG' : './xforanalogs/5fold/T15/NAE/Scandinavia/yrs100/Z0/global_logit/'\n", " }\n", "\n", "savefile = './Images/SWGvsCNNScandinaviaD100'\n", "fig2, ax = Compare_Scores(runs, setnn=10, setcheck=10, savename=savefile, marker='o', linestyle='solid', alpha=0.15, dpi=200)\n", "\n", - "runs_grouped_list = Compare_CNNs(folder, ['../PLASIM/xmodels/Scandinavia/NAEu1yrs100'], fig2=fig2, ax=ax, savename=savefile, marker='>', linestyle='dashed', alpha=0.15, dpi=200)" + "runs_grouped_list = Compare_CNNs(folder, [#'../PLASIM/xmodels/Scandinavia/NAEu1yrs100',\n", + " '../PLASIM/xmodels/5fold/T15/NAE/Scandinavia/yrs100'], \n", + " fig2=fig2, ax=ax, savename=savefile, marker='>', linestyle='dashed', alpha=0.15, dpi=200)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -3781,6 +1543,7 @@ "text": [ "k = 0\n", "runs_grouped_list[k]['args'] = {}\n", + "tau_index = 0\n", "k = 0\n", "runs_grouped_list[k]['args'] = {}\n", "k = 0\n", @@ -3795,279 +1558,18 @@ "No handles with labels found to put in legend.\n" ] }, - { - "data": { - "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -4079,20 +1581,26 @@ } ], "source": [ - "runs = {'NA/3scalars/' : './xforanalogs/NA24by48/global_logit/yrs500/interT15/'\n", - " \n", - " }\n", - "\n", - "\n", - "Compare_CNNs(folder, ['../PLASIM/xmodels/T15/NAE/France/yrs500/','../PLASIM/xmodels/test/'], savename='./Images/analog', marker='>', linestyle='dashed', alpha=0.25)" + "test = Compare_CNNs(folder, ['../PLASIM/xmodels/5fold/T15/NAE/France/yrs500/',\n", + " '../PLASIM/xmodels/5fold/T15/NAE/France/u10/yrs500/',\n", + " '../PLASIM/xmodels/5fold/T15/NAE/Scandinavia/yrs500/',\n", + " '../PLASIM/xmodels/5fold/T15/NAE/Scandinavia/u10/yrs500/'], \n", + " savename='./Images/analog', marker='>', linestyle='dashed', alpha=0.25)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "kernel3.9", + "display_name": "myenvnew", "language": "python", - "name": "kernel3.9" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/VAE/trajectory_analogue.ipynb b/VAE/trajectory_analogue.ipynb index d607882..7f675f2 100644 --- a/VAE/trajectory_analogue.ipynb +++ b/VAE/trajectory_analogue.ipynb @@ -18,7 +18,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-01-17 17:17:25.136287: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" + "2023-01-31 15:17:07.417677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.10.1\n" ] }, { @@ -30,34 +30,17 @@ "In this environment you cannot import Basemap\n", "Trying to import cartopy\n", "Successfully imported cartopy\n", + "Could not load field_infos: using the hardcoded version\n", "==Checking GPU==\n", - "From xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/Funs.py:45: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", + "From xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit/Funs.py:45: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use `tf.config.list_physical_devices('GPU')` instead.\n", "==Checking CUDA==\n", "\n", "\n", "\n", - "path_to_ERA = '/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe'/ERA/\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-01-17 17:17:29.047302: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-01-17 17:17:29.085462: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", - "2023-01-17 17:17:29.335011: E tensorflow/stream_executor/cuda/cuda_driver.cc:328] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", - "2023-01-17 17:17:29.335062: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (apollo2048g): /proc/driver/nvidia/version does not exist\n", - "2023-01-17 17:17:29.335078: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", - "2023-01-17 17:17:29.491531: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "path_to_ERA = '/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe'/ERA/\n", + "Could not load field_infos: using the hardcoded version\n", "\n", "\n", "\n", @@ -69,6 +52,13 @@ "name": "stderr", "output_type": "stream", "text": [ + "2023-01-31 15:17:11.003679: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-01-31 15:17:11.033437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n", + "2023-01-31 15:17:11.276903: E tensorflow/stream_executor/cuda/cuda_driver.cc:328] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", + "2023-01-31 15:17:11.276949: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (apollo2048g): /proc/driver/nvidia/version does not exist\n", + "2023-01-31 15:17:11.276966: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", + "2023-01-31 15:17:11.315641: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, @@ -99,10 +89,18 @@ "#folder_long = Path('./xforanalogs/NA24by48/global_logit/yrs8000/interT15') # The name of the folder where the full time series are stored\n", "#filename = './Images/NH_France' # Where to store eventual image\n", "\n", + "folder = Path('./xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit')\n", + "folder_long = Path('./xforanalogs/NA24by48/global_logit/yrs8000/interT15') # The name of the folder where the full time series are stored\n", + "filename = './Images/NH_France' # Where to store eventual image\n", + "\n", "# North Atlantic Europe: Scandinavia\n", - "folder = Path('./xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15') # The name of the folder where the analogs have been stored\n", - "folder_long = Path('./xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs8000/interT15') # The name of the folder where the full time series are stored\n", - "filename = './Images/NAE_Scandinavia' # Where to store eventual image\n", + "#folder = Path('./xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15') # The name of the folder where the analogs have been stored\n", + "#folder_long = Path('./xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs8000/interT15') # The name of the folder where the full time series are stored\n", + "#filename = './Images/NAE_Scandinavia' # Where to store eventual image\n", + "\n", + "#folder = Path('./xforanalogs/5fold/T15/NAE/Scandinavia/yrs100/Z0/global_logit') # The name of the folder where the analogs have been stored\n", + "#folder_long = Path('./xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs8000/interT15') # The name of the folder where the full time series are stored\n", + "#filename = './Images/NAE_Scandinavia' # Where to store eventual image\n", "\n", "# North Hemisphere\n", "#folder = Path('./xforanalogs/ZGonlyNH24by128/Scandinavia/global_logit/yrs100/interT15') # The name of the folder where the analogs have been stored\n", @@ -447,86 +445,86 @@ "text": [ "\u001b[34m\n", "RunFolds:\n", - " fold = 0, loading from xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/fold_0/analogues.pkl\n", + " fold = 0, loading from xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit/fold_0/analogues.pkl\n", " RunCheckpoints:\n", - " time_series_va.shape = (1050,), time_series_tr.shape = (9450,)\n", + " time_series_va.shape = (2100,), time_series_tr.shape = (8400,)\n", " checkpoint = 1.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", - " RunNeighbors: completed in 0.2 s\n", + " q[nn].shape = (80, 800, 30)\n", + " RunNeighbors: completed in 0.0 s\n", " checkpoint = 5.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", + " q[nn].shape = (80, 800, 30)\n", " RunNeighbors: completed in 0.0 s\n", " checkpoint = 10.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", + " q[nn].shape = (80, 800, 30)\n", " RunNeighbors: completed in 0.0 s\n", " checkpoint = 50.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", + " q[nn].shape = (80, 800, 30)\n", " RunNeighbors: completed in 0.0 s\n", " checkpoint = 100.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", + " q[nn].shape = (80, 800, 30)\n", " RunNeighbors: completed in 0.0 s\n", " checkpoint = 500.0\n", - " Matr_tr.shape = (9450, 500), Matr_va.shape = (1050, 500), start_day_set = 'tr', start_calendar_day = 15\n", - " days.shape = (90,) \n", + " Matr_tr.shape = (8400, 1000), Matr_va.shape = (2100, 1000), start_day_set = 'tr', start_calendar_day = 15\n", + " days.shape = (80,) \n", " RunNeighbors:\n", - " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([1.74679108])\n", + " num_Traj = 800, N_Steps = 30, chain_step = 3, T = 5, neighbors = [3, 5, 10, 20, 40], delay = 105, threshold = array([2.78684614])\n", " nn = 3\n", " nn = 5\n", " nn = 10\n", " nn = 20\n", " nn = 40\n", - " q[nn].shape = (90, 800, 30)\n", + " q[nn].shape = (80, 800, 30)\n", " RunNeighbors: completed in 0.0 s\n", - " RunCheckpoints: completed in 0.4 s\n", - "RunFolds: completed in 0.9 s\n", + " RunCheckpoints: completed in 0.2 s\n", + "RunFolds: completed in 0.8 s\n", "\u001b[0m\n", - "sec[10][10].shape = (90, 800, 30)\n", - "sec[10][10].shape = (90, 800, 30), time_series_synth[10][10].shape = (90, 800, 30), A_synth[10][10].shape = (90, 800, 26)\n", + "sec[10][10].shape = (80, 800, 30)\n", + "sec[10][10].shape = (80, 800, 30), time_series_synth[10][10].shape = (80, 800, 30), A_synth[10][10].shape = (80, 800, 26)\n", "Saving the synthetic time series in \n" ] } @@ -569,7 +567,7 @@ { "data": { "text/plain": [ - "(90, 800, 30)" + "(80, 800, 30)" ] }, "execution_count": 6, @@ -597,7 +595,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -648,14 +646,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "time_series_tr_reshape.shape = (90, 90)\n", + "time_series_tr_reshape.shape = (80, 90)\n", "convseq = array([0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. ,\n", " 0. , 0.2])\n", - "np.mean([time_series_tr_reshape[33,33+3*i] for i in range(5)]) = 0.015939426, A_tr[33,33] = 0.015939387679100053\n", + "np.mean([time_series_tr_reshape[33,33+3*i] for i in range(5)]) = 0.9214389, A_tr[33,33] = 0.9214389562606812\n", "time_series_tr_reshape_long.shape = (7200, 90)\n", "convseq = array([0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. ,\n", " 0. , 0.2])\n", - "np.mean([time_series_tr_reshape_long[33,33+3*i] for i in range(5)]) = 1.3199497, A_tr_long[33,33] = 1.319949807226658\n" + "np.mean([time_series_tr_reshape_long[33,33+3*i] for i in range(5)]) = 4.100123, A_tr_long[33,33] = 4.100122857093812\n" ] } ], @@ -688,7 +686,7 @@ { "data": { "text/plain": [ - "((9450,), (90, 90), (90, 76))" + "((8400,), (80, 90), (80, 76))" ] }, "execution_count": 9, @@ -718,16 +716,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "A.shape = (90, 76), label = 'Real100'\n", + "A.shape = (80, 76), label = 'Real100'\n", "A.shape = (7200, 76), label = 'Real8000'\n", - "A.shape = (90, 800, 26), label = 1\n", - "A.shape = (90, 800, 26), label = 5\n", - "A.shape = (90, 800, 26), label = 500\n" + "A.shape = (80, 800, 26), label = 1\n", + "A.shape = (80, 800, 26), label = 5\n", + "A.shape = (80, 800, 26), label = 500\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -763,7 +761,7 @@ { "data": { "text/plain": [ - "((9450,), (90, 800, 30))" + "((8400,), (80, 800, 30))" ] }, "execution_count": 11, @@ -785,7 +783,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe/ERA/ERA_Fields_New.py:740: RuntimeWarning: divide by zero encountered in log\n", + "/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe/ERA/ERA_Fields_New.py:741: RuntimeWarning: divide by zero encountered in log\n", " r1 = - 1/(np.log(1 - m/len(D_sorted))) # assumption of Poisson process\n" ] }, @@ -793,30 +791,30 @@ "name": "stdout", "output_type": "stream", "text": [ - "T = 2, Real100, xx_rt = [0.9967087591717273, 3.979079143367975, 9.491221581029905, 44.4981272777752, 89.49906889355451, 89.49906889355451]\n", - "T = 2,Real100, yy_rt = [2.042198061943054, 3.138482093811035, 3.8344168663024902, 4.47880482673645, 4.525565266609192, 4.525565266609192]\n", + "T = 2, Real100, xx_rt = [0.985483041788659, 3.923226388626335, 9.491221581029905, 39.49789020520718, 79.49895177091399, 79.49895177091399]\n", + "T = 2,Real100, yy_rt = [3.1629011631011963, 4.634554386138916, 5.379493474960327, 6.57965612411499, 6.654566049575806, 6.654566049575806]\n", "T = 2, Real8000, xx_rt = [1.0001011945072151, 3.9989569299821275, 10.002619141290367, 39.94735214501122, 99.49916247342207, 1028.0713475134585]\n", - "T = 2,Real8000, yy_rt = [1.9249609112739563, 3.0393022298812866, 3.6868739128112793, 4.504133701324463, 5.041193723678589, 6.205328702926636]\n", - "T = 2, Synthetic, xx_rt = [0.9999879277172413, 4.000098049958176, 9.999548589903936, 39.99285444888213, 100.05782636753837, 999.4999166249727]\n", - "T = 2,Synthetic, yy_rt = [1.956545352935791, 3.12203311920166, 3.804948568344116, 4.4689576625823975, 4.857047080993652, 5.865798473358154]\n", - "T = 5, Real100, xx_rt = [0.9967087591717273, 3.979079143367975, 9.491221581029905, 44.4981272777752, 89.49906889355451, 89.49906889355451]\n", - "T = 5,Real100, yy_rt = [1.0755918204784394, 2.0084360599517823, 2.7509932041168215, 3.442504644393921, 3.5379160881042484, 3.5379160881042484]\n", + "T = 2,Real8000, yy_rt = [3.031849503517151, 4.652390003204346, 5.471340656280518, 6.523920774459839, 7.067434072494507, 8.269295692443848]\n", + "T = 2, Synthetic, xx_rt = [0.9999879277172413, 3.9999197124018853, 10.000699836776375, 40.0042460234085, 99.97012403283068, 999.4999166249727]\n", + "T = 2,Synthetic, yy_rt = [2.945165276527405, 4.486378192901611, 5.4064013957977295, 6.324467897415161, 6.747135639190674, 7.830024003982544]\n", + "T = 5, Real100, xx_rt = [0.985483041788659, 3.923226388626335, 9.491221581029905, 39.49789020520718, 79.49895177091399, 79.49895177091399]\n", + "T = 5,Real100, yy_rt = [1.602831780910492, 3.1815881013870237, 3.752542018890381, 4.473068094253541, 4.563624668121339, 4.563624668121339]\n", "T = 5, Real8000, xx_rt = [1.0001011945072151, 3.9989569299821275, 10.002619141290367, 39.94735214501122, 99.49916247342207, 1028.0713475134585]\n", - "T = 5,Real8000, yy_rt = [1.0191257715225222, 1.9948488473892212, 2.5663547992706297, 3.3167654991149904, 3.731455707550049, 4.839806890487671]\n", - "T = 5, Synthetic, xx_rt = [0.9999879277172413, 4.000098049958176, 9.999548589903936, 39.99285444888213, 100.05782636753837, 999.4999166249727]\n", - "T = 5,Synthetic, yy_rt = [1.1610347747802736, 2.1750585198402406, 2.80164065361023, 3.544871044158936, 3.9637050628662114, 4.792027711868287]\n", - "T = 10, Real100, xx_rt = [0.9967087591717273, 3.979079143367975, 9.491221581029905, 44.4981272777752, 89.49906889355451, 89.49906889355451]\n", - "T = 10,Real100, yy_rt = [0.5332470655441285, 1.259333200380206, 1.9646170139312746, 2.363107281923294, 2.749686980247498, 2.749686980247498]\n", + "T = 5,Real8000, yy_rt = [1.650491678714752, 3.1351579427719116, 3.8407808303833013, 4.859905195236206, 5.377304935455323, 6.693779659271241]\n", + "T = 5, Synthetic, xx_rt = [0.9999879277172413, 3.9999197124018853, 10.000699836776375, 40.0042460234085, 99.97012403283068, 999.4999166249727]\n", + "T = 5,Synthetic, yy_rt = [1.7583921968936922, 3.1955343008041384, 4.018713021278382, 4.9839101314544685, 5.532371330261231, 6.319556713104248]\n", + "T = 10, Real100, xx_rt = [0.985483041788659, 3.923226388626335, 9.491221581029905, 39.49789020520718, 79.49895177091399, 79.49895177091399]\n", + "T = 10,Real100, yy_rt = [0.961558735370636, 2.4178936302661898, 2.8651376962661743, 3.460652753710747, 3.7738089025020596, 3.7738089025020596]\n", "T = 10, Real8000, xx_rt = [1.0001011945072151, 3.9989569299821275, 10.002619141290367, 39.94735214501122, 99.49916247342207, 1028.0713475134585]\n", - "T = 10,Real8000, yy_rt = [0.4461624801158905, 1.2409030839800836, 1.7400054275989536, 2.3747171700000766, 2.723784947395325, 3.540260875225067]\n", - "T = 10, Synthetic, xx_rt = [0.9999879277172413, 4.000098049958176, 9.999548589903936, 39.99285444888213, 100.05782636753837, 999.4999166249727]\n", - "T = 10,Synthetic, yy_rt = [0.5802540875971319, 1.4112678006291388, 1.9001465409994127, 2.5633876204490664, 2.9548135280609134, 3.822757637500763]\n", - "T = 20, Real100, xx_rt = [0.9967087591717273, 3.979079143367975, 9.491221581029905, 44.4981272777752, 89.49906889355451, 89.49906889355451]\n", - "T = 20,Real100, yy_rt = [0.06850618496537207, 0.6530268408358098, 1.3200601533055307, 1.5999705955386163, 2.023599673807621, 2.023599673807621]\n", + "T = 10,Real8000, yy_rt = [0.78646499812603, 2.149470776319504, 2.8345395088195806, 3.739367696642876, 4.279857754707336, 5.150530517101288]\n", + "T = 10, Synthetic, xx_rt = [0.9999879277172413, 3.9999197124018853, 10.000699836776375, 40.0042460234085, 99.97012403283068, 999.4999166249727]\n", + "T = 10,Synthetic, yy_rt = [0.9269005089998247, 2.258460295200348, 2.981111392378807, 3.858424127101898, 4.291597723960877, 5.181590151786804]\n", + "T = 20, Real100, xx_rt = [0.985483041788659, 3.923226388626335, 9.491221581029905, 39.49789020520718, 79.49895177091399, 79.49895177091399]\n", + "T = 20,Real100, yy_rt = [0.20978233441710467, 1.474919280409813, 2.0309357881546024, 3.1171196535229684, 3.1217955335974694, 3.1217955335974694]\n", "T = 20, Real8000, xx_rt = [1.0001011945072151, 3.9989569299821275, 10.002619141290367, 39.94735214501122, 99.49916247342207, 1028.0713475134585]\n", - "T = 20,Real8000, yy_rt = [0.030133419483900088, 0.6725148331373931, 1.0876927241683005, 1.6437345627695321, 1.9731044799089434, 2.684967702627182]\n", - "T = 20, Synthetic, xx_rt = [0.9999879277172413, 4.000098049958176, 9.999548589903936, 39.99285444888213, 100.05782636753837, 999.4999166249727]\n", - "T = 20,Synthetic, yy_rt = [0.1020361840724945, 0.772683046758175, 1.149894279241562, 1.6557260349392893, 1.9411784283816815, 2.6302612721920013]\n" + "T = 20,Real8000, yy_rt = [0.06592945754528046, 1.3337050311267376, 1.9908209025859833, 2.7612354561686514, 3.180028306692839, 4.08972924798727]\n", + "T = 20, Synthetic, xx_rt = [0.9999879277172413, 3.9999197124018853, 10.000699836776375, 40.0042460234085, 99.97012403283068, 999.4999166249727]\n", + "T = 20,Synthetic, yy_rt = [0.19796130657196043, 1.4356579437851906, 2.061303161084652, 2.8097241520881653, 3.2599241957068443, 4.0822204649448395]\n" ] }, { @@ -830,7 +828,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -944,7 +942,7 @@ { "data": { "text/plain": [ - "2" + "66" ] }, "execution_count": 13, @@ -966,7 +964,7 @@ { "data": { "text/plain": [ - "8" + "802" ] }, "execution_count": 14, @@ -1015,39 +1013,45 @@ " Opening field tas\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_LONG/ANO_LONG_tas_inter.nc\n", " monotonize_years:\n", - " monotonize_years: completed in 4.1 s\n", + " monotonize_years: completed in 4.2 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_gparea.nc\n", " select_years:\n", - " select_years: completed in 0.7 s\n", + " select_years: completed in 0.9 s\n", + " sort_lat:\n", + " sort_lat: completed in 0.0 s\n", " select_lonlat:\n", - " select_lonlat: completed in 0.7 s\n", + " select_lonlat: completed in 0.1 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " Opening field zg\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_LONG/ANO_LONG_zg500_inter.nc\n", " monotonize_years:\n", - " monotonize_years: completed in 4.0 s\n", + " monotonize_years: completed in 4.1 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_gparea.nc\n", " select_years:\n", - " select_years: completed in 0.7 s\n", + " select_years: completed in 1.0 s\n", + " sort_lat:\n", + " sort_lat: completed in 0.0 s\n", " select_lonlat:\n", - " select_lonlat: completed in 0.7 s\n", + " select_lonlat: completed in 0.1 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " Opening field mrso\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_LONG/ANO_LONG_mrso_inter.nc\n", " monotonize_years:\n", - " monotonize_years: completed in 3.7 s\n", + " monotonize_years: completed in 4.2 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_gparea.nc\n", " select_years:\n", - " select_years: completed in 0.7 s\n", + " select_years: completed in 0.9 s\n", + " sort_lat:\n", + " sort_lat: completed in 0.0 s\n", " select_lonlat:\n", - " select_lonlat: completed in 0.6 s\n", + " select_lonlat: completed in 0.1 s\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", " First valid path found in /local/gmiloshe/PLASIM/Data_Plasim_inter/CONTROL_lsmask.nc\n", - " load_data: completed in 1 min 16.6 s\n", + " load_data: completed in 6 min 39.0 s\n", " prepare_XY:\n", " return_threshold = True \n", " make_XY:\n", @@ -1057,13 +1061,13 @@ " A_weights = [3, 0, 0, 3, 0, 0, 3, 0, 0, 3, 0, 0, 3, 0, 0]\n", " compute_time_average:\n", " compute_area_integral:\n", - " compute_area_integral: completed in 0.4 s\n", - " compute_time_average: completed in 0.8 s\n", + " compute_area_integral: completed in 0.2 s\n", + " compute_time_average: completed in 0.6 s\n", " compute_time_average:\n", " compute_time_average: completed in 0.4 s\n", - " threshold_new = 1.74679092168808\n", - " assign_labels: completed in 1.2 s\n", - " make_XY: completed in 1.4 s\n", + " threshold = 2.786846137046814\n", + " assign_labels: completed in 1.0 s\n", + " make_XY: completed in 1.2 s\n", " roll_X:\n", " roll_X: completed in 0.0 s\n", " Mixing\n", @@ -1071,20 +1075,15 @@ " Y.shape = (100, 105), from 15 to 91 \n", " balance_folds:\n", " Balancing folds\n", - " fold 9 done!\n", " fold 0 done!\n", - " fold 2 done!\n", - " fold 4 done!\n", - " fold 5 done!\n", - " fold 6 done!\n", - " fold 7 done!\n", - " fold 8 done!\n", " fold 1 done!\n", + " fold 2 done!\n", " fold 3 done!\n", - " Sums of the balanced 10 folds:\n", - " [37 37 37 38 38 38 38 38 39 40]\n", - " std/avg = 0.024\n", - " max relative deviation = 5.263\\%\n", + " fold 4 done!\n", + " Sums of the balanced 5 folds:\n", + " [76 76 76 76 76]\n", + " std/avg = 0.000\n", + " max relative deviation = 0.000\\%\n", " balance_folds: completed in 0.0 s\n", " Mixing completed in 0.2 s\n", " \n", @@ -1094,43 +1093,43 @@ " compute_area_integral: completed in 0.2 s\n", " compute_area_integral:\n", " compute_area_integral: completed in 0.2 s\n", - " time_series = [array([-1.5258124 , -1.2560294 , -0.15987736, ..., -0.61320394,\n", - " -1.1040655 , -1.4358014 ], dtype=float32), array([-65.333374, 10.675079, 73.99736 , ..., -84.255196, -61.98276 ,\n", - " -23.140924], dtype=float32), array([0.00335929, 0.00285285, 0.00217818, ..., 0.0182757 , 0.01815677,\n", - " 0.0179532 ], dtype=float32)]\n", + " time_series = [array([ 5.9059734 , 5.2596064 , 4.960754 , ..., 0.02219059,\n", + " -1.21639 , -2.130549 ], dtype=float32), array([104.05559 , 109.004776, 107.45358 , ..., -49.361618, -46.130516,\n", + " -39.455868], dtype=float32), array([-0.05739938, -0.05798355, -0.05831986, ..., -0.00390428,\n", + " -0.00320801, -0.00268412], dtype=float32)]\n", " time_series.shape = (10500, 3)\n", - " prepare_XY: completed in 2.2 s\n", - " prepare_data_and_mask: completed in 1 min 18.8 s\n", + " prepare_XY: completed in 2.0 s\n", + " prepare_data_and_mask: completed in 6 min 41.8 s\n", " X.shape = (10500, 24, 128, 3) \n", " k_fold_cross_val:\n", - " xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/fold_num.npy does not exist\n", + " xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit/fold_num.npy does not exist\n", " range_nfolds = [0]\n", " =============\n", - " fold 0 (1/10)\n", + " fold 0 (1/5)\n", " =============\n", " repeat_nan_local = 5\n", - " xforanalogs/ZGonlyNA24by48/Scandinavia/global_logit/yrs100/interT15/fold_num.npy does not exist\n", - " i = 0, X.shape = (10500, 24, 128, 3), Y.shape = (10500,), nfolds=10, val_folds=1\n", + " xforanalogs/5fold/T15/NAE/France/yrs100/Z0/global_logit/fold_num.npy does not exist\n", + " i = 0, X.shape = (10500, 24, 128, 3), Y.shape = (10500,), nfolds=5, val_folds=1\n", " We are working in the mode reconstruction = False\n", " k_fold_cross_val_split:\n", " k_fold_cross_val_split: completed in 0.0 s\n", " k_fold_cross_val_split:\n", - " k_fold_cross_val_split: completed in 0.2 s\n", + " k_fold_cross_val_split: completed in 0.1 s\n", " INPUT_DIM = (24, 128, 3)\n", - " number of training data: 9450 of which 8878 negative and 572 positive\n", + " number of training data: 8400 of which 7985 negative and 415 positive\n", " normalize_X:\n", " normalize_X: completed in 0.0 s\n", - " X_tr.shape = (9450, 24, 128, 3),np.mean(X_tr[:,5,5,0]) = 0.0,np.std(X_tr[:,5,5,0]) = 0.0\n", + " X_tr.shape = (8400, 24, 128, 3),np.mean(X_tr[:,5,5,0]) = 0.0,np.std(X_tr[:,5,5,0]) = 0.0\n", " normalize_X:\n", " normalize_X: completed in 0.0 s\n", - " X_va[5,5,5,1] = -98.94867, Y_va[5] = 0, X_tr[5,5,5,1] = 106.71832, Y_tr[5] = 0\n", - " create_or_load_vae_kwargs = {'checkpoint_every': 1, 'VAE_kwargs': {'k1': 0.9, 'k2': 0.1, 'from_logits': False, 'field_weights': [2.0, 1.0, 2.0], 'lat_0': None, 'lat_1': None, 'lon_0': None, 'lon_1': None, 'coef_out': 1, 'coef_in': 0, 'coef_class': 0, 'loss_type': None, 'class_type': 'stochastic', 'mask_area': 'Scandinavia', 'Z_DIM': 8, 'N_EPOCHS': 10, 'print_summary': True}, 'build_encoder_skip_kwargs': {'encoder_conv_filters': [32, 64, 64, 64], 'encoder_conv_kernel_size': [3, 3, 3, 3], 'encoder_conv_strides': [2, 2, 2, 1], 'encoder_conv_padding': ['same', 'same', 'same', 'valid'], 'encoder_conv_activation': ['LeakyRelu', 'LeakyRelu', 'LeakyRelu', 'LeakyRelu'], 'encoder_conv_skip': None, 'encoder_use_batch_norm': [False, False, False, False], 'encoder_use_dropout': [0, 0, 0, 0]}, 'build_decoder_skip_kwargs': {'decoder_conv_filters': [64, 64, 32, 3], 'decoder_conv_kernel_size': [3, 3, 3, 3], 'decoder_conv_strides': [1, 2, 2, 2], 'decoder_conv_padding': ['valid', 'same', 'same', 'same'], 'decoder_conv_activation': ['LeakyRelu', 'LeakyRelu', 'LeakyRelu', 'sigmoid'], 'decoder_conv_skip': None, 'decoder_use_batch_norm': [False, False, False, False], 'decoder_use_dropout': [0, 0, 0, 0], 'usemask': True, 'reshape_activation': 'relu'}, 'create_classifier_kwargs': {'L2factor': None}}\n", + " X_va[5,5,5,1] = 134.6402, Y_va[5] = 0, X_tr[5,5,5,1] = -53.018494, Y_tr[5] = 0\n", + " create_or_load_vae_kwargs = {'checkpoint_every': 1, 'VAE_kwargs': {'k1': 0.9, 'k2': 0.1, 'from_logits': False, 'field_weights': [2.0, 1.0, 2.0], 'lat_0': None, 'lat_1': None, 'lon_0': None, 'lon_1': None, 'coef_out': 1, 'coef_in': 0, 'coef_class': 0, 'loss_type': None, 'class_type': 'stochastic', 'mask_area': 'France', 'Z_DIM': 8, 'N_EPOCHS': 10, 'print_summary': True}, 'build_encoder_skip_kwargs': {'encoder_conv_filters': [32, 64, 64, 64], 'encoder_conv_kernel_size': [3, 3, 3, 3], 'encoder_conv_strides': [2, 2, 2, 1], 'encoder_conv_padding': ['same', 'same', 'same', 'valid'], 'encoder_conv_activation': ['LeakyRelu', 'LeakyRelu', 'LeakyRelu', 'LeakyRelu'], 'encoder_conv_skip': None, 'encoder_use_batch_norm': [False, False, False, False], 'encoder_use_dropout': [0, 0, 0, 0]}, 'build_decoder_skip_kwargs': {'decoder_conv_filters': [64, 64, 32, 3], 'decoder_conv_kernel_size': [3, 3, 3, 3], 'decoder_conv_strides': [1, 2, 2, 2], 'decoder_conv_padding': ['valid', 'same', 'same', 'same'], 'decoder_conv_activation': ['LeakyRelu', 'LeakyRelu', 'LeakyRelu', 'sigmoid'], 'decoder_conv_skip': None, 'decoder_use_batch_norm': [False, False, False, False], 'decoder_use_dropout': [0, 0, 0, 0], 'usemask': True, 'reshape_activation': 'relu'}, 'create_classifier_kwargs': {'L2factor': None}}\n", " classify:\n", " classify: completed in 0.0 s\n", - " RAM memory: 2.192e+11\n", + " RAM memory: 3.334e+11\n", " fold to terminate with repeat_nan_local = -1\n", " k_fold_cross_val: completed in 0.4 s\n", - "run_vae: completed in 1 min 21.3 s\n", + "run_vae: completed in 6 min 44.3 s\n", "\u001b[0m\n" ] } @@ -1170,28 +1169,28 @@ "name": "stdout", "output_type": "stream", "text": [ - "T_Summer_reshape.shape = (90, 90)\n", + "T_Summer_reshape.shape = (80, 90)\n", "convseq = array([0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. , 0. , 0.2, 0. ,\n", " 0. , 0.2])\n", - "Real100 A_Summer.shape = (90, 76)\n", + "Real100 A_Summer.shape = (80, 76)\n", "j = 0\n", - "A_max.shape = (90,),Ti.shape = (90,), len(year_a) = 90\n", + "A_max.shape = (80,),Ti.shape = (80,), len(year_a) = 80\n", "Ti.min() = 0, Ti.max() = 75\n" ] }, { "data": { "text/plain": [ - "[(3.5379160881042484, [27, 60]),\n", - " (3.442504644393921, [35, 70]),\n", - " (3.1716115474700928, [74, 30]),\n", - " (3.137811088562012, [75, 11]),\n", - " (2.989518260955811, [68, 41]),\n", - " (2.8149040699005132, [10, 80]),\n", - " (2.8127890110015867, [37, 61]),\n", - " (2.760785746574402, [6, 51]),\n", - " (2.7509932041168215, [9, 50]),\n", - " (2.645082247257233, [14, 0])]" + "[(4.563624668121339, [6, 21]),\n", + " (4.473068094253541, [3, 42]),\n", + " (4.396921873092651, [22, 40]),\n", + " (4.332517671585084, [20, 0]),\n", + " (4.219875049591065, [46, 20]),\n", + " (4.0784080028533936, [18, 2]),\n", + " (3.9364336967468265, [63, 41]),\n", + " (3.752542018890381, [34, 60]),\n", + " (3.7328102111816404, [40, 22]),\n", + " (3.728280973434448, [75, 4])]" ] }, "execution_count": 16, @@ -1264,8 +1263,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "extreme_X[0].shape = (24, 128, 1), A_max_sorted[:i_sorted] = [(3.5379160881042484, [27, 60])]\n", - "norm = \n" + "extreme_X[0].shape = (24, 128, 1), A_max_sorted[:i_sorted] = [(4.563624668121339, [6, 21])]\n", + "norm = \n" ] }, { @@ -1280,7 +1279,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1322,7 +1321,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "extreme_X[0][0].shape = (128, 1), A_max_sorted[:i_sorted] = [(3.5379160881042484, [27, 60])]\n" + "extreme_X[0][0].shape = (128, 1), A_max_sorted[:i_sorted] = [(4.563624668121339, [6, 21])]\n" ] }, { @@ -1344,7 +1343,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1386,18 +1385,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Synthetic A_Summer.shape = (72000, 26)\n", + "Synthetic A_Summer.shape = (64000, 26)\n", "j = 0\n", - "A_max.shape = (72000,),Ti.shape = (72000,), len(year_a) = 72000\n", + "A_max.shape = (64000,),Ti.shape = (64000,), len(year_a) = 64000\n", "Ti.min() = 0, Ti.max() = 25\n", - "i_sorted = 147\n" + "i_sorted = 5781\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe/ERA/ERA_Fields_New.py:740: RuntimeWarning: divide by zero encountered in log\n", + "/ClimateDynamics/MediumSpace/ClimateLearningFR/gmiloshe/ERA/ERA_Fields_New.py:741: RuntimeWarning: divide by zero encountered in log\n", " r1 = - 1/(np.log(1 - m/len(D_sorted))) # assumption of Poisson process\n" ] } @@ -1434,13 +1433,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "extreme_X[0].shape = (24, 128, 1), A_max_sorted[i_sorted] = (3.5373867034912108, [23, 15742])\n", - "norm = \n" + "extreme_X[0].shape = (24, 128, 1), A_max_sorted[i_sorted] = (3.5377958297729495, [20, 10443])\n", + "norm = \n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1476,8 +1475,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "extreme_X[0].shape = (24, 128, 1), A_max_sorted[i_sorted] = (3.7745871543884277, [23, 1459])\n", - "norm = \n" + "extreme_X[0].shape = (24, 128, 1), A_max_sorted[i_sorted] = (6.364556550979614, [4, 235])\n", + "norm = \n" ] }, { @@ -1492,7 +1491,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1549,7 +1548,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]" + "version": "3.9.7" } }, "nbformat": 4,