diff --git a/experiments/Experiments.ipynb b/experiments/Experiments.ipynb index eeb2829..3abc441 100644 --- a/experiments/Experiments.ipynb +++ b/experiments/Experiments.ipynb @@ -440,7 +440,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -732,7 +732,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f7d2138f40624f98a3a2d8e735e1c3db", + "model_id": "471aaae6b5b44e89839b0dd656fb96d1", "version_major": 2, "version_minor": 0 }, @@ -1167,7 +1167,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a213b11143904833af23d70963e1ae17", + "model_id": "2e04ae86ab574b048932cbe285af1687", "version_major": 2, "version_minor": 0 }, @@ -1482,7 +1482,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1023e2613a834adc908af154412557f0", + "model_id": "64ebf28a3db245f5bc8b3c2019e8c8d1", "version_major": 2, "version_minor": 0 }, @@ -1977,7 +1977,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "153f22c0c53d498c80fef9e08c241c30", + "model_id": "0a5483812f414b5582f655171e9aa726", "version_major": 2, "version_minor": 0 }, @@ -2898,7 +2898,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "61be15a689ca481e8fa703626c66dbcb", + "model_id": "92abb9a58fd442e2bc8099dfe194a617", "version_major": 2, "version_minor": 0 }, @@ -3016,7 +3016,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "52a82f92a2c5402cbe484a4e44499ee4", + "model_id": "fa651d31bfc6460da3cbd95735e8d88f", "version_major": 2, "version_minor": 0 }, @@ -3038,7 +3038,7 @@ "), \"Dtype needs to be unit8 to fit in the ram.\"\n", "COLLECTED_ROUTES_DOT_DUMP = \"data/collected_routes_np_dot.pickle\"\n", "with open(COLLECTED_ROUTES_DOT_DUMP, \"wb\") as f:\n", - " pickle.dump(collected_routes, f)\n", + " pickle.dump(collected_routes_dots, f)\n", "\n", "# deletes the collection object\n", "del collected_routes_dots" @@ -3218,7 +3218,7 @@ } ], "source": [ - "def model_generator():\n", + "def model_generator() -> tf.keras.Model:\n", " \"\"\"Creates an initial sequential model.\n", " \n", " Returns:\n", @@ -3227,25 +3227,6 @@ "\n", " inputs = tf.keras.layers.Input(shape=[IMG_SIZE, IMG_SIZE, 2])\n", "\n", - " # down_stack = [\n", - " # downsample(64, 4, apply_batchnorm=False), # (batch_size, 64, 64, 128)\n", - " # downsample(128, 4), # (batch_size, 8, 8, 512)\n", - " # downsample(512, 4), # (batch_size, 4, 4, 512)\n", - " # downsample(512, 4), # (batch_size, 2, 2, 512)\n", - " # downsample(512, 4), # (batch_size, 1, 1, 512)\n", - " # downsample(512, 4), # (batch_size, 1, 1, 512)\n", - " # downsample(512, 4), # (batch_size, 1, 1, 512)\n", - " # ]\n", - " #\n", - " # up_stack = [\n", - " # upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", - " # upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", - " # upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", - " # upsample(512, 4), # (batch_size, 16, 16, 1024)\n", - " # upsample(128, 4), # (batch_size, 32, 32, 512)\n", - " # upsample(64, 4), # (batch_size, 64, 64, 256)\n", - " # ]\n", - "\n", " down_stack = [\n", " downsample(64, 4, apply_batchnorm=False), # (batch_size, 64, 64, 128)\n", " downsample(128, 4), # (batch_size, 8, 8, 512)\n", @@ -3339,37 +3320,22 @@ } }, "source": [ - "Um den Lernforgang mit zu Loggen und anschließend zu Kontrollieren wird der Lernforgangn im Logverzeichtnis für Tensorboard mitgeschrieben. Auch profilingdaten werden erfasst." + "Die Lernrate kann mit der nachfolgenden Methode gesenkt werden damit eventuelle Platues überwunden werden können." ] }, { "cell_type": "code", "execution_count": 48, - "metadata": {}, - "outputs": [], - "source": [ - "tf_board = tf.keras.callbacks.TensorBoard(\n", - " log_dir=\"./log_dir\",\n", - " histogram_freq=100,\n", - " write_graph=False,\n", - " write_images=False,\n", - " write_steps_per_second=True,\n", - " update_freq=\"epoch\",\n", - " profile_batch=(20, 40),\n", - " embeddings_freq=0,\n", - " embeddings_metadata=None,\n", - ")" - ] - }, - { - "cell_type": "markdown", "metadata": { "pycharm": { - "name": "#%% md\n" + "name": "#%%\n" } }, + "outputs": [], "source": [ - "Die Lernrate kann mit der nachfolgenden Methode gesenkt werden damit eventuelle Platues überwunden werden können." + "reduce_learning_rate = tf.keras.callbacks.ReduceLROnPlateau(\n", + " monitor=\"loss\", factor=0.2, patience=3, min_lr=0.001, verbose=1\n", + ")" ] }, { @@ -3380,26 +3346,11 @@ "name": "#%%\n" } }, - "outputs": [], - "source": [ - "reduce_learning_rate = tf.keras.callbacks.ReduceLROnPlateau(\n", - " monitor=\"some metric\", factor=0.2, patience=3, min_lr=0.001, verbose=1\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0e9e9175dfe14e5280b5c25ecf51d1a4", + "model_id": "de19e8ca091e4dd8ae6e6acac8134c38", "version_major": 2, "version_minor": 0 }, @@ -3467,37 +3418,156 @@ }, { "cell_type": "code", - "execution_count": 52, - "metadata": {}, + "execution_count": 50, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", - "298/298 [==============================] - 44s 126ms/step - loss: 0.0322 - binary_crossentropy: 0.0322 - mean_squared_error: 0.0064 - mean_absolute_error: 0.0205 - val_loss: 0.0217 - val_binary_crossentropy: 0.0217 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0042\n", + "298/298 [==============================] - 41s 121ms/step - loss: 0.5813 - binary_crossentropy: 0.5813 - mean_squared_error: 0.1947 - mean_absolute_error: 0.4392 - val_loss: 0.5768 - val_binary_crossentropy: 0.5768 - val_mean_squared_error: 0.1922 - val_mean_absolute_error: 0.4381\n", "Epoch 2/100\n", - "298/298 [==============================] - 38s 126ms/step - loss: 0.0123 - binary_crossentropy: 0.0123 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0057 - val_loss: 0.0186 - val_binary_crossentropy: 0.0186 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0040\n", + "298/298 [==============================] - 40s 135ms/step - loss: 0.4316 - binary_crossentropy: 0.4316 - mean_squared_error: 0.1234 - mean_absolute_error: 0.3493 - val_loss: 0.3843 - val_binary_crossentropy: 0.3843 - val_mean_squared_error: 0.1022 - val_mean_absolute_error: 0.3182\n", "Epoch 3/100\n", - "298/298 [==============================] - 41s 137ms/step - loss: 0.0116 - binary_crossentropy: 0.0116 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0125 - val_binary_crossentropy: 0.0125 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0044\n", + "298/298 [==============================] - 41s 138ms/step - loss: 0.3156 - binary_crossentropy: 0.3156 - mean_squared_error: 0.0742 - mean_absolute_error: 0.2690 - val_loss: 0.2542 - val_binary_crossentropy: 0.2542 - val_mean_squared_error: 0.0514 - val_mean_absolute_error: 0.2225\n", "Epoch 4/100\n", - "298/298 [==============================] - 40s 135ms/step - loss: 0.0113 - binary_crossentropy: 0.0113 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0228 - val_binary_crossentropy: 0.0228 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0050\n", + "298/298 [==============================] - 40s 135ms/step - loss: 0.2213 - binary_crossentropy: 0.2213 - mean_squared_error: 0.0407 - mean_absolute_error: 0.1962 - val_loss: 0.1774 - val_binary_crossentropy: 0.1774 - val_mean_squared_error: 0.0279 - val_mean_absolute_error: 0.1599\n", "Epoch 5/100\n", - "298/298 [==============================] - 38s 129ms/step - loss: 0.0110 - binary_crossentropy: 0.0110 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0131 - val_binary_crossentropy: 0.0131 - val_mean_squared_error: 0.0028 - val_mean_absolute_error: 0.0044\n", + "298/298 [==============================] - 38s 128ms/step - loss: 0.1515 - binary_crossentropy: 0.1515 - mean_squared_error: 0.0213 - mean_absolute_error: 0.1374 - val_loss: 0.1217 - val_binary_crossentropy: 0.1217 - val_mean_squared_error: 0.0148 - val_mean_absolute_error: 0.1110\n", "Epoch 6/100\n", - "298/298 [==============================] - 38s 126ms/step - loss: 0.0108 - binary_crossentropy: 0.0108 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0132 - val_binary_crossentropy: 0.0132 - val_mean_squared_error: 0.0028 - val_mean_absolute_error: 0.0048\n", + "298/298 [==============================] - 38s 127ms/step - loss: 0.1026 - binary_crossentropy: 0.1026 - mean_squared_error: 0.0113 - mean_absolute_error: 0.0934 - val_loss: 0.0835 - val_binary_crossentropy: 0.0835 - val_mean_squared_error: 0.0083 - val_mean_absolute_error: 0.0754\n", "Epoch 7/100\n", - "298/298 [==============================] - 36s 122ms/step - loss: 0.0105 - binary_crossentropy: 0.0105 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0167 - val_binary_crossentropy: 0.0167 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0046\n", + "298/298 [==============================] - 36s 122ms/step - loss: 0.0697 - binary_crossentropy: 0.0697 - mean_squared_error: 0.0066 - mean_absolute_error: 0.0622 - val_loss: 0.0569 - val_binary_crossentropy: 0.0569 - val_mean_squared_error: 0.0052 - val_mean_absolute_error: 0.0495\n", "Epoch 8/100\n", - "298/298 [==============================] - ETA: 0s - loss: 0.0103 - binary_crossentropy: 0.0103 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053Restoring model weights from the end of the best epoch: 3.\n", - "298/298 [==============================] - 36s 120ms/step - loss: 0.0103 - binary_crossentropy: 0.0103 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0144 - val_binary_crossentropy: 0.0144 - val_mean_squared_error: 0.0028 - val_mean_absolute_error: 0.0045\n", - "Epoch 8: early stopping\n" + "298/298 [==============================] - 36s 120ms/step - loss: 0.0483 - binary_crossentropy: 0.0483 - mean_squared_error: 0.0045 - mean_absolute_error: 0.0409 - val_loss: 0.0398 - val_binary_crossentropy: 0.0398 - val_mean_squared_error: 0.0039 - val_mean_absolute_error: 0.0322\n", + "Epoch 9/100\n", + "298/298 [==============================] - 36s 119ms/step - loss: 0.0349 - binary_crossentropy: 0.0349 - mean_squared_error: 0.0036 - mean_absolute_error: 0.0270 - val_loss: 0.0290 - val_binary_crossentropy: 0.0290 - val_mean_squared_error: 0.0034 - val_mean_absolute_error: 0.0207\n", + "Epoch 10/100\n", + "298/298 [==============================] - 35s 119ms/step - loss: 0.0267 - binary_crossentropy: 0.0267 - mean_squared_error: 0.0032 - mean_absolute_error: 0.0182 - val_loss: 0.0230 - val_binary_crossentropy: 0.0230 - val_mean_squared_error: 0.0032 - val_mean_absolute_error: 0.0139\n", + "Epoch 11/100\n", + "298/298 [==============================] - 35s 119ms/step - loss: 0.0219 - binary_crossentropy: 0.0219 - mean_squared_error: 0.0031 - mean_absolute_error: 0.0128 - val_loss: 0.0200 - val_binary_crossentropy: 0.0200 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0102\n", + "Epoch 12/100\n", + "298/298 [==============================] - 35s 119ms/step - loss: 0.0192 - binary_crossentropy: 0.0192 - mean_squared_error: 0.0031 - mean_absolute_error: 0.0097 - val_loss: 0.0183 - val_binary_crossentropy: 0.0183 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0078\n", + "Epoch 13/100\n", + "298/298 [==============================] - 36s 119ms/step - loss: 0.0178 - binary_crossentropy: 0.0178 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0079 - val_loss: 0.0174 - val_binary_crossentropy: 0.0174 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0060\n", + "Epoch 14/100\n", + "298/298 [==============================] - 36s 119ms/step - loss: 0.0170 - binary_crossentropy: 0.0170 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0071 - val_loss: 0.0171 - val_binary_crossentropy: 0.0171 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0055\n", + "Epoch 15/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0165 - binary_crossentropy: 0.0165 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0066 - val_loss: 0.0176 - val_binary_crossentropy: 0.0176 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0046\n", + "Epoch 16/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0161 - binary_crossentropy: 0.0161 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0064 - val_loss: 0.0165 - val_binary_crossentropy: 0.0165 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0052\n", + "Epoch 17/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0157 - binary_crossentropy: 0.0157 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0063 - val_loss: 0.0162 - val_binary_crossentropy: 0.0162 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0072\n", + "Epoch 18/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0155 - binary_crossentropy: 0.0155 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0062 - val_loss: 0.0166 - val_binary_crossentropy: 0.0166 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0049\n", + "Epoch 19/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0152 - binary_crossentropy: 0.0152 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0056\n", + "Epoch 20/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0150 - binary_crossentropy: 0.0150 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0209 - val_binary_crossentropy: 0.0209 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0039\n", + "Epoch 21/100\n", + "298/298 [==============================] - 39s 131ms/step - loss: 0.0147 - binary_crossentropy: 0.0147 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0152 - val_binary_crossentropy: 0.0152 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0074\n", + "Epoch 22/100\n", + "298/298 [==============================] - 36s 122ms/step - loss: 0.0143 - binary_crossentropy: 0.0143 - mean_squared_error: 0.0030 - mean_absolute_error: 0.0061 - val_loss: 0.0289 - val_binary_crossentropy: 0.0289 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0037\n", + "Epoch 23/100\n", + "298/298 [==============================] - 35s 117ms/step - loss: 0.0138 - binary_crossentropy: 0.0138 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0060 - val_loss: 0.0188 - val_binary_crossentropy: 0.0188 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0045\n", + "Epoch 24/100\n", + "298/298 [==============================] - 35s 117ms/step - loss: 0.0133 - binary_crossentropy: 0.0133 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0060 - val_loss: 0.0144 - val_binary_crossentropy: 0.0144 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0057\n", + "Epoch 25/100\n", + "298/298 [==============================] - 35s 117ms/step - loss: 0.0130 - binary_crossentropy: 0.0130 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0059 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0059\n", + "Epoch 26/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0127 - binary_crossentropy: 0.0127 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0059 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0060\n", + "Epoch 27/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0125 - binary_crossentropy: 0.0125 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0077\n", + "Epoch 28/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0123 - binary_crossentropy: 0.0123 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0415 - val_binary_crossentropy: 0.0415 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0034\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 29/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0122 - binary_crossentropy: 0.0122 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0182 - val_binary_crossentropy: 0.0182 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0048\n", + "Epoch 30/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0120 - binary_crossentropy: 0.0120 - mean_squared_error: 0.0029 - mean_absolute_error: 0.0058 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0056\n", + "Epoch 31/100\n", + "298/298 [==============================] - 35s 119ms/step - loss: 0.0119 - binary_crossentropy: 0.0119 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0133 - val_binary_crossentropy: 0.0133 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", + "Epoch 32/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0118 - binary_crossentropy: 0.0118 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0136 - val_binary_crossentropy: 0.0136 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0072\n", + "Epoch 33/100\n", + "298/298 [==============================] - 35s 119ms/step - loss: 0.0117 - binary_crossentropy: 0.0117 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0129 - val_binary_crossentropy: 0.0129 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", + "Epoch 34/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0116 - binary_crossentropy: 0.0116 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0165 - val_binary_crossentropy: 0.0165 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0059\n", + "Epoch 35/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0115 - binary_crossentropy: 0.0115 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0057 - val_loss: 0.0301 - val_binary_crossentropy: 0.0301 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0042\n", + "Epoch 36/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0114 - binary_crossentropy: 0.0114 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0169 - val_binary_crossentropy: 0.0169 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0044\n", + "Epoch 37/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0113 - binary_crossentropy: 0.0113 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0262 - val_binary_crossentropy: 0.0262 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0038\n", + "Epoch 38/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0112 - binary_crossentropy: 0.0112 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0320 - val_binary_crossentropy: 0.0320 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0040\n", + "Epoch 39/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0111 - binary_crossentropy: 0.0111 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", + "Epoch 40/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0111 - binary_crossentropy: 0.0111 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0331 - val_binary_crossentropy: 0.0331 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0042\n", + "Epoch 41/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0110 - binary_crossentropy: 0.0110 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0131 - val_binary_crossentropy: 0.0131 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0061\n", + "Epoch 42/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0109 - binary_crossentropy: 0.0109 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0056 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0047\n", + "Epoch 43/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0108 - binary_crossentropy: 0.0108 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0129 - val_binary_crossentropy: 0.0129 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", + "Epoch 44/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0108 - binary_crossentropy: 0.0108 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0154 - val_binary_crossentropy: 0.0154 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", + "Epoch 45/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0107 - binary_crossentropy: 0.0107 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0188 - val_binary_crossentropy: 0.0188 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0042\n", + "Epoch 46/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0106 - binary_crossentropy: 0.0106 - mean_squared_error: 0.0028 - mean_absolute_error: 0.0055 - val_loss: 0.0238 - val_binary_crossentropy: 0.0238 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0039\n", + "Epoch 47/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0106 - binary_crossentropy: 0.0106 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0137 - val_binary_crossentropy: 0.0137 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0051\n", + "Epoch 48/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0105 - binary_crossentropy: 0.0105 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0060\n", + "Epoch 49/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0104 - binary_crossentropy: 0.0104 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0055 - val_loss: 0.0135 - val_binary_crossentropy: 0.0135 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0070\n", + "Epoch 50/100\n", + "298/298 [==============================] - 35s 117ms/step - loss: 0.0104 - binary_crossentropy: 0.0104 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0144 - val_binary_crossentropy: 0.0144 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0052\n", + "Epoch 51/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0103 - binary_crossentropy: 0.0103 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0127 - val_binary_crossentropy: 0.0127 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0066\n", + "Epoch 52/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0102 - binary_crossentropy: 0.0102 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0140 - val_binary_crossentropy: 0.0140 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0056\n", + "Epoch 53/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0102 - binary_crossentropy: 0.0102 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0185 - val_binary_crossentropy: 0.0185 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0055\n", + "Epoch 54/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0101 - binary_crossentropy: 0.0101 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0136 - val_binary_crossentropy: 0.0136 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0053\n", + "Epoch 55/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0101 - binary_crossentropy: 0.0101 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0260 - val_binary_crossentropy: 0.0260 - val_mean_squared_error: 0.0031 - val_mean_absolute_error: 0.0047\n", + "Epoch 56/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0100 - binary_crossentropy: 0.0100 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0158 - val_binary_crossentropy: 0.0158 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0049\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 57/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0054 - val_loss: 0.0139 - val_binary_crossentropy: 0.0139 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0054\n", + "Epoch 58/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0197 - val_binary_crossentropy: 0.0197 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0044\n", + "Epoch 59/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0099 - binary_crossentropy: 0.0099 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0282 - val_binary_crossentropy: 0.0282 - val_mean_squared_error: 0.0030 - val_mean_absolute_error: 0.0036\n", + "Epoch 60/100\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0149 - val_binary_crossentropy: 0.0149 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0060\n", + "Epoch 61/100\n", + "298/298 [==============================] - ETA: 0s - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053Restoring model weights from the end of the best epoch: 51.\n", + "298/298 [==============================] - 35s 118ms/step - loss: 0.0098 - binary_crossentropy: 0.0098 - mean_squared_error: 0.0027 - mean_absolute_error: 0.0053 - val_loss: 0.0148 - val_binary_crossentropy: 0.0148 - val_mean_squared_error: 0.0029 - val_mean_absolute_error: 0.0059\n", + "Epoch 61: early stopping\n" ] } ], "source": [ "if 'generator' in globals():\n", - " # myVar exists.\n", " print(\"Generator exists. Deleting for reset\")\n", " del generator\n", "\n", @@ -3505,14 +3575,14 @@ "early_stop = tf.keras.callbacks.EarlyStopping(\n", " monitor=\"val_loss\",\n", " min_delta=0.00001,\n", - " patience=5,\n", + " patience=10,\n", " verbose=2,\n", " mode=\"auto\",\n", " restore_best_weights=True,\n", ")\n", "\n", "generator.compile(\n", - " optimizer=tf.keras.optimizers.RMSprop(),\n", + " optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.00001), # \n", " # Loss function to minimize\n", " loss=\"binary_crossentropy\",\n", " # tf.keras.losses.SparseCategoricalCrossentropy(),\n", @@ -3531,14 +3601,13 @@ " epochs=100,\n", " use_multiprocessing=False,\n", " workers=1,\n", - " callbacks=[early_stop, tf_board, tf.keras.callbacks.TerminateOnNaN(),],\n", - " # tqdm_callback,\n", + " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN(),],\n", ")" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": { "pycharm": { "name": "#%%\n" @@ -3547,9 +3616,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3559,45 +3628,41 @@ } ], "source": [ - "plt.plot(history.history[\"loss\"])\n", - "plt.plot(history.history[\"val_loss\"])\n", + "def plot_history(metrics: str | list):\n", + " if isinstance(metrics, str):\n", + " metrics = [metrics]\n", + " for metric in metrics:\n", + " plt.plot(history.history[metric], label=metric)\n", + " plt.plot(history.history[f\"val_{metric}\"], label=f\"val_{metric}\")\n", + " if len(metrics) == 1:\n", + " plt.ylabel('loss')\n", + " plt.xlabel('epoch')\n", + " plt.legend(loc='best')\n", + "\n", + " \n", + "plt.figure(figsize=(20, 5))\n", + "plt.subplot(1, 3, 1)\n", + "plot_history(\"loss\")\n", "plt.title('model loss')\n", - "plt.ylabel('loss')\n", - "plt.xlabel('epoch')\n", - "plt.legend(['loss', 'val_loss'], loc='best')\n", + "plt.subplot(1, 3, 2)\n", + "plot_history(\"binary_crossentropy\")\n", + "plt.title('binary crossentropy')\n", + "plt.subplot(1, 3, 3)\n", + "plot_history([\"mean_absolute_error\", \"mean_squared_error\"])\n", + "plt.title('other metrics')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ - "%load_ext tensorboard" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%tensorboard --logdir log_dir" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_predicted_data(model, data, tt: Literal[\"Test\", \"Train\"], pos=0):\n", - " plt.figure(figsize=(20, 25))\n", - " if tt == \"Train\":\n", - " pos = abs(pos)\n", - " else:\n", - " pos = -abs(pos) - 1\n", + "def plot_predicted_data(model: tf.keras.Model, data: np.ndarray, pos=0):\n", + " plt.figure(figsize=(15, 5))\n", + " tt = \"test\" if pos < 0 else \"train\"\n", + " plt.title(f\" for {tt} Nr: {abs(pos)}\")\n", " data = data[pos, :, :, :]\n", " predicted = generator.predict(\n", " np.expand_dims(\n", @@ -3609,36 +3674,33 @@ " workers=1,\n", " use_multiprocessing=False,\n", " )[0]\n", - " plt.subplot(1, 4, 1)\n", - " plt.imshow(data[:, :, 0] * 2 + data[:, :, 2], interpolation=\"nearest\")\n", - " plt.subplot(1, 4, 2)\n", - " plt.imshow(data[:, :, 0] * 2 + predicted[:, :], interpolation=\"nearest\")\n", - " plt.subplot(1, 4, 3)\n", - " plt.title(f\"Predicted head map for {tt} Nr: {abs(pos)}\")\n", + " plt.subplot(1, 3, 1)\n", + " plt.imshow(data[:, :, 0] * 2 + data[:, :, 1] * 3 + data[:, :, 2], interpolation=\"nearest\")\n", + " plt.title(\"Original map\")\n", + " plt.subplot(1, 3, 2)\n", + " plt.imshow(data[:, :, 0] * 2 + predicted[:, :] / predicted[:, :].max() * 3, interpolation=\"nearest\")\n", + " plt.title(\"Prediction in context\")\n", + " plt.subplot(1, 3, 3)\n", " plt.imshow(predicted[ :, :], interpolation=\"nearest\")\n", + " plt.title(\"Predicted head map\")\n", + " plt.colorbar()\n", + " plt.suptitle(f'Plot of the {tt} scenario with the index {pos if pos >= 0 else -pos - 1}')\n", " plt.show()\n", " " ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3646,18 +3708,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3665,18 +3720,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3684,18 +3732,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3703,18 +3744,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3722,18 +3756,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3741,18 +3768,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAEiCAYAAABwX9rUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAw0ElEQVR4nO3de7hkV13m8fc9p2/pXEgaMCbdkUQTUWQgYXggDOrwEJ0ERMgwiGG8BIxGnmHkMiokMCOooHFEA4oCLZdEyRAgIEQEmxBBRUkkgTYGQpIGDOl0QoIkIaQ73X36/OaPvXadOvtUnVPXXWtXfT/P0885teu2aledt2ut315rOyIEAAAAAKjH3KQbAAAAAACzhE4YAAAAANSIThgAAAAA1IhOGAAAAADUiE4YAAAAANSIThgAAAAA1IhOGAAAAFawfYnt16fff8T2zTU9b9g+uct1n7b9i5NuxyTZfqrtW21/x/bZk25Pyfarbb9j0u1oCjphAAAADWX732zvS1/Iv5E6TkeM+nki4h8i4tE9tOeFtj8z6ufHMr8l6S0RcUREfHiYB7L98fTZ+Y7tg7YPtF1+Wz+PFRG/ExEDdZDT5zZsP6lt28m2hzqhse1526+3vcf2A7a/YPvoPu5/ju2bbD9o+yu2f2SY9rSjEwYAANBsPxkRR0h6gqQnSvrf1RvYXld7qzAuj5L0xUHuWP0cRMQzUmfuCEmXSfq/5eWIeHG3+43JtyS9vpcbutBLP+Y3Jf0nSU+RdJSkn5P0UI/P8eOSfk/SiyQdKelHJX21l/v2gk4YAADAFIiIOyR9XNJjpdbhdC+xfaukW9O2Z9neafs+2/9k+3Hl/W2fZvvzqWLwPkmb2q57mu3dbZdPsP0h2/fY/nfbb7H9g5LeJukpqZJyX7rtRttvtP31VK17m+3D2h7r123fmaoVv9DDS32U7X9M7fyE7Ue0Pdbp6XXdZ/tfbD+t7boXparGA7a/avuX2x+0n3akwyJfn57rO7b/yvbDbV9m+9u2P2f7xLbbv9n27em669srKrZfZ/sK2+9Lbfu87cd3ed6vSPpeSX+Vnnej7eNtX2n7W7Z32f6lDo/9HtvflvTCHvZved9On5+1Xsd70u8npvufm973b9p+zRpPeamkx9n+z13a82nbb7D9j5L2pv2wWvuPkfRySb8UEbdF4caI6KkTpqID91sRcU1ELEbEHelvbCTohAEAAEwB2ydIeqakL7RtPlvSkyU9xvZpkt4l6ZclPVzS2yVdmb7Ib5D0YUl/IWmLpA9I+m9dnmde0kcl3SbpRElbJV0eETdJerGkz6ZKytHpLhdJ+n5Jp0o6Od3+N9JjnSXp1yT9uKRTJP1YDy/1v6uoTnyXpA3p/rK9VdJfq6imbEnbP2j7kel+d0t6loqKyIskXWz7CUO04xwVlZWtkr5P0mclvTs9902SXtt228+l179F0v+T9AHbm9quf46KfV5e/2Hb66tPGBHfJ+nrStXPiNgv6XJJuyUdL+l5kn7H9tMrj32FpKNVVLv6cbbS56fH11H1w5IeLekMSb+ROurd7JX0O5LesMptfk7S+SoqU7fZ/qjtC7rc9j9IWpD0PNt32b7F9ktWeeyW9Bl/oqRHpo7t7jTQcNha9+0VnTAAAIBm+3CqOn1G0t+p+CJb+t2I+FZE7FPx5fXtEXFtRByKiEsl7Zd0evq3XtKbIuJgRFyh4gt3J09S8YX/1yPiwYh4KCI6zgOz7fS8r0jteCC175x0k+dLeneqUDwo6XU9vN53R8Qt6TW9X0WnQJJ+VtLHIuJjqXJxlaTrVHRMFRF/HRFfSRWRv5P0CUllJWfQdnwlIu5XUYH8SkR8MiIWVHSoTitvGBHviYh/j4iFiPgDSRtVdE5K10fEFRFxUNIfqqhCnr5WA1LH+6mSXpXeh52S3iHp59tu9tmI+HDaJ/t6eF3t2j8/vbyOqt+MiH0R8S+S/kVSxwpfm7dL+h7bz+hy/SUR8cX0/Acj4lkRcVGX226T9DAVAwAnqeigvs7FYYZrOVbF38PzVHxGTlXxfq441HdQdMIAAACa7eyIODoiHhUR/6PyRfv2tt8fJelX06F696WO2wkqOlTHS7ojItoXQrity/OdIOm21NlYyyMlbZZ0fdtz/k3arvS87W3s9pzt7mr7fa+kciGSR0n6qcrr+2FJx0mS7WfYviYdtnefis5ZeSjjIO34Rtvv+zpcbi2QYvvX0qGQ96fnfljbc6v9uSNiUUuVrbUcL6ns3La3fWunxx7Asvv28Dqqur1XHaXK3m+nf2u2Zw3l38FvpY7gDSqqhs/s475/HBF3RsQ3VXSOe7lvT+iEAQAATK/2TtXtkt6QOmzlv80R8V5Jd0ramipXpe/p8pi3q6hWdFqsobqa3TdVfKH9obbnfFhaCELpeU/o4Tl7cbukv6i8vsMj4iLbGyV9UNIbJR2bDpX8mKTy9Y6yHcukeVOvVFFtOyY99/1tz63253ax4MQ2SXt6ePg9krbYPrJt2/dIap+7NMwKg6379vg6RuHdKg6dfO5q7enBDR3u09P9I+JeFR3hvu/bKzphAAAAs+HPJL3Y9pNdONz2T6Qv8J9VMX/mpbbX236uisMOO/lnFZ2Wi9JjbLL91HTdNyRtS3PMyqrOn6mYf/VdUjF3y/aZ6fbvl/RC24+xvVnL51H16z2SftL2mS6WJt/kYkGRbSrmjm2UdI+khXS4239pu+8o21F1pIp9e4+kdbZ/Q8W8tHb/0fZzU8f25SoOE71mrQeOiNsl/ZOk302v93GSzlOxL0atl9cxtFRhfa2kVw35OF+R9A+SXpPmPf6gisNgPyq1FptZrWP1bkm/Yvu70iIfryjvOwp0wgAAAGZARFwn6ZckvUXSvZJ2Ka2WFxEHVFQeXqhiqfCflvShLo9zSNJPqlhk4+sqKgY/na7+WxXLp99l+5tp26vSc12TVuj7pNI8ooj4uKQ3pfvtSj8HfX23q1iE4tUqOgq3S/p1SXPpcL2Xquhs3aticY8r2+47snZ0sEPFIZi3qDhU8CGtPKzuIyr24b0qFp94bpof1osXqFggZY+kv5T02oj45PDNXqGX1zEqZXV2VS7Oc/bqVW7yAhWHqf67ikVb/k9EXJ2uO0FFB7ab31YxL/IWFQutfEGrLxrSFy8/9BcAAABAXWy/TtLJEfGzk27LLLH9DkkfiIgdk3h+TtwHAAAAYKZExC9O8vk5HBEAAAAAajS2Tpjts2zfnE5w1u0kagAwVmQRgByQRegmIl7HoYizZyxzwtJZpm9Rcdbx3Somtb0gIr408icDgC7IIgA5IIsAVI2rEvYkSbsi4qtptZ3LVaxWAwB1IosA5IAsArDMuBbm2KrlS1bulvTkbjfe4I2xSYePqSnj8/2P27ti2y03bJ5AS4DxKT/nvXy2H9C934yIR467TX0gi4ApQRYBaJrVsmhiqyPaPl/S+ZK0SZv1ZJ8xqaYMbMeOnSu2nXn8qbW3Axin8nPey2f7k3HFbeNtzeiRRUAzkEUAmma1LBpXJ+wOFSdAK21L21oiYruk7ZJ0lLdwsjKsaseenZL4Ylmncp83HFmEkSKL6kcWAZhG45oT9jlJp9g+yfYGSeeo7azkAFATsghADsgiAMuMpRIWEQu2/6ekHZLmJb0rIr44jueapDOPP7XnETpGT0ejl/3NPh5Ot328Y8/Oxu1bsmglsmg0yKLxI4sATLOxzQmLiI9J+ti4Hh8AekEWAcgBWQSg3cQW5pgW5WhcOWJXHWWujuR1G9lrwqjeJEfQu+3PTta6TRP2NdAvsqgeZBEAYBTGNScMAAAAANABlbAR6TYKPQ2m6bVIzOVYyyy/9mlAFjUHWbS6WX7tAKYfnTB0tNqXg0kfCjRtX8QAdEcWAQCmEYcjAgAAAECNZroSNspR1GkbEW3fJ7O4pPUsvmZMDlnUHVm0U9JsvWYAmAVUwgAAAACgRjNdCSsNOnLcPjLZz7LFTZPbCGwd+zq318xo+Gwgi1aX2+efLAIADIpKGAAAAADUaKYrYb2O5FVHORkBnF65v7d8FqcTWYSq3N9bPosAMBwqYQAAAABQo5muhPWKEb68jGP+Ra7v8VqvldHo2cL7mxeyqPv1ub4OAMgFlTAAAAAAqBGVsBFba/SPlaUGM67Vx6btfWA0GiWyaDzIot6QRQCwOiphAAAAAFAjKmE1YzQwHzm/F6MabW9/nJxfL+rH5yEfOb8XZBEAjAeVMAAAAACoEZUwzJwmjMI2oY0AhtOEv/MmtBEAmohKGAAAAADUiEoYZgYjugByQBYBAKiEAQAAAECNqIRh6jV51Jlz7QDTo8l/v2QRAIwWnTA0Qvkf/rhOlJorvugAeSGLAACjwOGIAAAAAFAjKmGYWozcAsgBWQQAqKISBgAAAAA1ohMGAAAAADWiEwYAAAAANWJOGBph1lYiA5AnsggAMAoDV8Jsn2D7U7a/ZPuLtl+Wtm+xfZXtW9PPY0bXXABYjiwCkAvyCECvhqmELUj61Yj4vO0jJV1v+ypJL5R0dURcZPsCSRdIetXwTQVWxwpkM4ssQlbIoplGHgHoycCVsIi4MyI+n35/QNJNkrZKeo6kS9PNLpV09pBtBICuyCIAuSCPAPRqJAtz2D5R0mmSrpV0bETcma66S9Kxo3gOzLYzjz+V0WWsiSzCuJFF6BV5BGA1Q3fCbB8h6YOSXh4R326/LiJCUnS53/m2r7N93UHtH7YZAGYcWQQgF4PkEVkEzJahVke0vV5FyFwWER9Km79h+7iIuNP2cZLu7nTfiNguabskHeUtHb8cAb3IfVS6XE0t93Y2GVmEHOT+N04W1WPQPCKLgNkyzOqIlvROSTdFxB+2XXWlpHPT7+dK+sjgzQOA1ZFFAHJBHgHo1TCVsKdK+jlJ/2p7Z9r2akkXSXq/7fMk3Sbp+UO1EGjTPoLbtPP1MAo9NmQRakcWoQvyCEBPBu6ERcRnJLnL1WcM+rgA0A+yCEAuyCMAvRpqThgwSU0ZxS3b2bTRcgC9IYsAAP0ayRL1AAAAAIDeUAkDatKU0XIA040sAoDJoxIGAAAAADWiEwYAAAAANaITBgAAAAA1ohMGAAAAADWiEwYAAAAANaITBgAAAAA1ohMGAAAAADWiEwYAAAAANaITBgAAAAA1ohMGAAAAADWiEwZMoR17dmrHnp2TbgaAGUcWAUBndMIAAAAAoEbrJt0AoMnKEd4zjz91ou0oVUec2y/n0kYAo0cWAUCzUAkDAAAAgBpRCQMarJ+5FtXbMhoNYFTIIgDoD5UwAAAAAKgRlTBgAJ3mO/Q6mtttxHiQ0eBu9+llVJrRaKD5yCIAaCYqYQAAAABQIyphQB9GMWJb3mec585pb1evz8NoNNAcZBEANBudMKAPo/wyUMcXoPbnqVrrefkiBOSLLAKAZuNwRAAAAACoEZUwYMImNapbfd5+RqMZiQamD1kEAPWhEgYAAAAANaISBkBSf/M1mKMBYFzIIgCzgEoYAAAAANSIShiyUI5mMorZTOX7N3/cZNsBDIssajayCEBTDF0Jsz1v+wu2P5oun2T7Wtu7bL/P9obhmwkAqyOLAOSALALQi1EcjvgySTe1Xf49SRdHxMmS7pV03gieAx3s2LNz7Od1yfn5gQqyaEImnQWTfn6ggiwCsKahOmG2t0n6CUnvSJct6emSrkg3uVTS2cM8BwCshSwCkAOyCECvhp0T9iZJr5R0ZLr8cEn3RcRCurxb0tYhnwMV1RHfuucwjOP5mH/RbEvv365JNeFNIotqRxYhN2QRgKYYuBJm+1mS7o6I6we8//m2r7N93UHtH7QZAGYcWQQgB2QRgH4MUwl7qqRn236mpE2SjpL0ZklH216XRn22Sbqj050jYruk7ZJ0lLfEEO1AzRgpni3l+71jz85c33uyaEZl+nnEmJBFAKbJwJWwiLgwIrZFxImSzpH0txHxM5I+Jel56WbnSvrI0K0EgC7IIgA5IIsA9GMc5wl7laTLbb9e0hckvXMMzzGT1lr9i/PbYJwa+Lkii8aELMIkNfBzRRYBWGEknbCI+LSkT6ffvyrpSaN4XADoB1kEIAdkEYC1jOI8YQAAAACAHtEJAwAAAIAa0QlrgB17dq45B6N6ewAYNbIIAIDRGMfCHBiRYb7AMDF+vNi/mCVkUb7YvwDQTFTCAAAAAKBGVMKAVXA4FYAckEUAMF2ohAEAAABAjaiEZWiUI57MFxgv9i+mGVnUHOxfAGgWKmEAAAAAUCMqYRkZ5zH/jJIC6BVZBADAeFEJAwAAAIAa0QkDAAAAgBrRCQMAAACAGtEJy0Rd54DZsWcn55sZA/YppgVZ1GzsUwBoBjphAAAAAFAjOmEAAAAAUCM6YQAAAABQI84TNmGTOn6fc/WMXrf3kn2MJiCLpgdZBAD5oxIGAAAAADWiEjYhuaxgxSj06LEv0SRk0fRiXwJAvqiEAQAAAECN6IQBAAAAQI04HLFmuRz6U8WhQKPDvkQTkEXTj30JAPmiEgYAAAAANaISVpNcR52xunIEmfcP04LPcjORRQAwXaiEAQAAAECNqIRhmeooK3MJAEwCWQQAmGZUwgAAAACgRnTCxmzHnp2NPoa/yW0HsIQsAgAgH0N1wmwfbfsK21+2fZPtp9jeYvsq27emn8eMqrEA0AlZBCAX5BGAXgxbCXuzpL+JiB+Q9HhJN0m6QNLVEXGKpKvTZTRYOYLe9JH0urG/akUWzQCyaDDsr9qRRwDWNHAnzPbDJP2opHdKUkQciIj7JD1H0qXpZpdKOnu4JgJAd2QRgFyQRwB6NczqiCdJukfSu20/XtL1kl4m6diIuDPd5i5Jxw7XxGaa5lHH8rWxWhkyQRatgiwCakUeAejJMIcjrpP0BElvjYjTJD2oSnk9IkJSdLqz7fNtX2f7uoPaP0QzAMw4sghALgbOI7IImC3DVMJ2S9odEdemy1eoCJpv2D4uIu60fZykuzvdOSK2S9ouSUd5S8cvR000zaPOVbN0Hp9pfm1TgCzqgCyaTtP82qbEwHk0rVkEoLOBK2ERcZek220/Om06Q9KXJF0p6dy07VxJHxmqhQCwCrIIQC7IIwC9GqYSJkm/Iuky2xskfVXSi1R07N5v+zxJt0l6/pDPgQFUR0vrGBVnfgYmiCzKFFmEGUQeAVjTUJ2wiNgp6YkdrjpjmMcFgH6QRQByQR4B6MWwlTAkOc2/mPTo7yzNzwByQxYtWTWL7OJnMPUGwASUGeQ0M2jx0OTagomgEzYikzjkZq02TEqnduy6+HRJ0smvuKbm1kwHOrboFVm0ZEU7bO36gydLkk7+X2TRIMgiYATm5rVj9/WS+BuaZcMsUQ8AAAAA6JMjg0MxjvKWeLJn41DpcYxK9zOKMs5R8W7t2HXx6VTARiT3UehPxhXXR0SnuRCNQBYNJ9ssSof9eMMGOf3+rZ86TZL0iE/fLkk6dFexYngsHCzuk8H/jTkji8ZrlrJopszNS5LmjzpCmi9+v/WPv0eSdNIfF5kzf8MuSVLsL84VF4e6HKZIRjXCallEJQwAAAAAasScsJqNcr7GpEceJ/38s6jb54f3Av2axSyK/fsVaST64R+/RZJ0/38+WZL0sGuLUeVD93yzuO3BhcqdF9NPRp8lsggYxqH7vy2vWy9JOuV1D0iSvvzSRxSXD32vJGn+y7dJkhZTRUyLRfYsVcbIpKajEgYAAAAANaISNmHto4a9jkQPM9JY3reOUW9WRBw/Rp0xKtOcRZ1GimPfQ5Kkoz7zNUnSwe87TpK0fqGogMVDxfWL6XZx4EBxR5a274gsAjoo86JUVtTbb/Lt70iSHv22ojJ2149ukSR99/6tkqT5+x8s7nrf/ZKkxe+ky4tlHWWRPGooKmEAAAAAUCMqYRnJdSSx33ZRAQOabVqyqKW9epVGosuVx8oR5PVfvau4vPmwZdtdzg1L8zBa8zFsRp8B9Kc8MXMstrJo8dvFnDCnKvx3f6a4ycGHb5YkbVgobueHiszygbSCa6rOFxUx5oc1EZUwAAAAAKgRlTCsKtcRcQCzZags6jQnLK00plTpir370uVilNmHpYrYYZuKn60KWDF2WVTEGH0GsIoyG1rV+KU5Ya0MKrMlzT+du7eYI7ZhX1HpOnTM4ZKk+YUji4dKGVWeZ0wP7Ve0TiVGJjUJlTAAAAAAqFGWlTDONzJ+3VYmG2afV+eC8T6i6fgMj984sqhq2fvYGiEuR4yLEerW6oetc/Ak64r/Jr1pY3G5nI8Ri8tXJ5MYfQbQWcdsSLlRZk6qbEVa/bCseM2X9924odh+5BHF5Qf3Ld1/LuVY6/yGZFITUAkDAAAAgBplWQkrrXb+GEamR2scFbDSjj07eb/QaGRRfcZRAWu/XH381ryMtDJZa+S4mJ4hr0+j1OvTKHS5upktpxHsxbI6xugzgAG1Vl4tV25tXbF8pdY4vJiv6rkiizw/p9hfVPLLc4i1KvzVyj7ZlBUqYQAAAABQo6wrYRi/cYziUxkA0K/ssiiNGMehdI4epTlj5RyxDRta88g8n849xgplAAZVVuVdmSt2KNVLUsXdaaXF2LC+uLz5MKW1F1vnGmvNcS0fs1yVsf2ciZg4KmEAAAAAUCMqYRhYORcMABorjRCXKx1ah9LlNA9jMV2vYtRZh1L1a9Om1uhzyWnEujVHrLxBUBkDoKVKVJtW1sylrEnzuVbMU21V5dNDlXPEjjq8ta2srESq2C/u3VtsWCwr+2W5nkzKQZadsE5LFnOIW37KhThKq3XKqrcFmoAsmmLVk6iuuH75F6LWCVLTZHjt3y+VhwOl5evjoWJCfXl4YusxKnPjAaCldQLndPLl6mGJi8sPJSxzpnVo9AN7FZvTSeWPLE7s3OqoVU69sWKhDkwUhyMCAAAAQI2yrISVGHFultWqXWsdukilDDkji2ZA5bDEUuvwRJeHK6abR7QmwZcnWfWGDcsfsrx+sXqCaA4BArBc63QZqlSr5iqHJ6ZqlueWFtlwOgQ61qev9YcVlbHW4Yl7ixM7+1ClOk+ZfqKohAEAAABAjbKuhGF6rFXpolI2WuUcpn4qOIPcB2i8FVWpcv5FZYyyOkes/bpyXll5HudUGWtVwmYYWQT0qDU3rLxcpkw5VyxdX85L7TS/q5w3Np8q92neWKuaVv48tPz2VOcng0oYAAAAANSIShiyMEyljCrZYNpX/ANQUV26fq7LKorFlelnujyX5myUo9CtlclG3sqpQBZhZrRXnLqtzFretFy6vpyXWs49XaxUzNovr0tVs7J6tpBCZ2Oxgms5d6yVSQtUwCaJShgAAAAA1IhKGBphkJUXZ7FC1suIMqPOwCrWOn9YaXGx+22q88lmEFkErKE6D6uaJ9VqvNPt59PtyhMwLy7K1cfqlmPVKhpzwiZqqP8pbL/C9hdt32j7vbY32T7J9rW2d9l+n+0Naz8SAAyOLAKQC/IIQC8GroTZ3irppZIeExH7bL9f0jmSninp4oi43PbbJJ0n6a0jaS3QQVnxKitis1gBK3VaTazX0eamrkRGFmGsuo1GRyjS6LEXl0/2isr5fJbO/zM7ZjGLJPIIQ+i1MhbLq1dejKW5X+Wcr/K+D+1ftj3K84QtxrLHwGQMe8zEOkmH2V4nabOkOyU9XdIV6fpLJZ095HMAwFrIIgC5II8ArGngSlhE3GH7jZK+LmmfpE9Iul7SfRFRnhxlt6StQ7cSWAUVsO5mYc4FWYSJK8/X4+Xn7ylHnVvn/5nhUedZyCKJPEKNFtvyJf3ug+kjls4lFgdTBezAgaXbtv/ERA1cCbN9jKTnSDpJ0vGSDpd0Vh/3P9/2dbavO6j9gzYDwIwjiwDkYpg8IouA2TLM6og/JulrEXGPJNn+kKSnSjra9ro04rNN0h2d7hwR2yVtl6SjvGV2hwcxMCpgKw0y2tzk+RcJWYTx6bbSYdsqY60PzWIxCh1lZWyGR5tnNIukIfKILJpxa63I2i2LDi0qnM5NWFbAFlInnvmpWRtmTtjXJZ1ue7NtSzpD0pckfUrS89JtzpX0keGaCACrIosA5II8AtCTYeaEXWv7Ckmfl7Qg6QsqRnD+WtLltl+ftr1zFA0FSlTAVpqV+RadkEUYqS6j0Z5bY5RaWprz1Tp/z+ytQDbLWSSRRxihLpUvr1Uxk5YqX2mOWLmSK/NT8zLUyZoj4rWSXlvZ/FVJTxrmcQGgH2QRgFyQRwB6MVQnDKjbrotPpwKm0Yw2T8n8C2A80ih0qwJWjkp3qogdrJyDZ4bmhJFFwIC8/HxfXW82P59+pgwqL69PX+HnvHQOsb37im1lJSzNCSsrYsgLnTA0AocgFmb9UB+gLtXOV+sLUGluruvJVGfhkB+yCBiRNQ6BbmXP+vXF5XVtnS9Jmptf+r0cCKosyDELmdREw56sGQAAAADQByphGJlyZHSUh5bMegVsHKPNHPqDaTdQFrly2GG1ApYOASpPgrpsifpy9HmKl38mi4ARK6tS1UpYJYNaFbAN6We63MqkstolaXFh+WkypjmTpgGVMAAAAACoEZUw9G2tEdFRVMRmvQJWqu7DGT4BKrBCHVlUVr5ak+BL9tICHFVTOO+CLALGpFtFrFRW3cvrN21cfv3cnOLAgeW3XawsSY8sUQkDAAAAgBpRCUNHozj+f5BRaCpgqyv3Za/vDyPPaLqxZ1G30edytbFy3sX6DcXPtpFlp8Hn0MHOjzmFFbESWQQMqctcsNbKrK3VEcsl6Yu5YLF5U3H9oaUVD52yppU41VNrUBHLEpUwAAAAAKgRlTBkoWkVsHGsBNkPRpWB8XB19Dmtjuh1qSI2nypiCwutVRFbKyiWJ0ztMlVsHMgioKHWmAvmcntaFbH8GRuKr+6xPmXUgQV5oQgdb0j5VK6OOOo2Y6SohAEAAABAjaiEYZlxnAtmx56dXUdLc6+A1bL6GoAV6s6i1tyJ1uXKnIp16b/Lg2n+1/r1SyPZ5cpk5RwNjb4URhYBM6LMnHJl1jJ7UnV+cVNxeW5vkTuLmzfICyl7HkxVszKTqvNVkRUqYQAAAABQIyphqEV1lLasgJVyrYj1ugJY+/WMRAP5WlExas3LqNywPAdYOc+rdR6e8vw7B+Q0Uq10DrFYWBh9gxOyCJhSrVVUy0r6/PKrU/Xdi8X5weYf2L/sfvMP7G/ND5srzyG276HiPmmOa53zVNE7KmEAAAAAUCMqYajV0ih05+urFbJOJlEt6+ecOMzNAPK3siJWGYUuq1xl5ata5QorympZeX6f8pxi6Wfr+hGeL4wsAqZUea6vlBtOFfbW/NS0AqIOVOZ5zc21Vkds5VZaSdEHln/Nb2VS5TkxGVTCAAAAAKBGVMIgaTwrkfXyfNUR2l6qXL1Uy3p9rH71MwoNoH+TzqJIla/WOXrSnIpWRWyu8zl90p3SzzS+6cpcjwlVxAA0yGI6x9fBovq+VGFPFfe0Cmu0Z1E1WypV+dbKrWUmlZX/6jnKqIzVikoYAAAAANSIShgap9cKV67zywBkrFwNcaEyCr2+rHJ1GH1uzSdL0gi1I61MtliOd1Zux6gzgC5a87f2p9UQ1xfzvKKcK1bO/4qQFlO2LC7PmKX8Wp41K1ZLbK+MkUu1oROGiRrnxPFhDm1c676rHQrEJHigeVYclpgOBYr0JaY1Sb7U9kUlDlUONywPXWydALrL+tBlh26ILz1kETCl0mGJi2m5+bn1G4rth6Vl6Mv8aF9so1ygI2VQtE7Bsfyww9bS9dWsikUOUawRhyMCAAAAQI2ohM24XCZ1T2op5bLiNejJottHoScx6swS1JgW2WXR1tMktU2O35BGmMvDexZj5WGI3RbzaF3fNtrc6X7SwKPOZBEwnVpV+b17JUlzmzcVl1N13osdDkcsD4lOi3lEZbvSIdKeW55FS4dOa2VOYeSohAEAAABAjaiEYaKmZdS0rtfRrVrAKDQwnBV/O2Vxqlyo46Ficrw3pHkZZUVMS8vZR5oov3Q5XR/L51gsG21ue45RIIuAKZXmfsV3HpQkefPmYvu6+aUK+rpUHVuozGktq/KtOWIp12J51d5zi0vzxDB2VMIAAAAAoEZUwlCr3EZHB50LVrde58swCg30Zs2/kTRiHIeWr2zYWrq+rIhJbfPEKstDlxWxbnPBOjxf7sgioGaV02bowWJuWKRVE735sNZ8U6+bT3epZE3rpM1dVmrt8HxNyaQmoxIGAAAAADWiEjaj6lyJjJHQwVXfp9XOCdTpfux75C77LOpWEXtof+vcYV5xlzS/onq+nQYji4AJqWRQtOZvubV97rC0YqI2LL9vmVtlNb79BM/t15dPxXywWq1ZCbP9Ltt3276xbdsW21fZvjX9PCZtt+0/sr3L9g22nzDOxgOYLeQRgByQRQCG1Usl7BJJb5H0523bLpB0dURcZPuCdPlVkp4h6ZT078mS3pp+YoaMYsSzjtHTXRefnu1csEFHnVd7nCkZib5E5BF6NN4sWmydv6c1mlyuRNa2cqKktrkV6XotH9HOGVnU1SUii1CnMkci5UfbyoaLSvPDylVcN20srkurJbbmjJXzvcoqfZo7Fso/i6bRmpWwiPh7Sd+qbH6OpEvT75dKOrtt+59H4RpJR9s+bkRtBTDjyCMAOSCLAAxr0Dlhx0bEnen3uyQdm37fKun2ttvtTtvuFLIy6Gjmao81CtX2zOJ8gnGNGE/xviSPGqyxWRQhKY0iL5bnB0ujyWUhrKyMVeaGlWPOrYpYDwuWTQJZ1DeyCPVpVdgXl84hVs79SlV6ry/miJWrJmo+zR0r562Wj1WuvBiL2ebRNBp6dcQo3sm+65i2z7d9ne3rDmr/sM0AgIHyiCwCMGpkEYC1DFoJ+4bt4yLizlRSvzttv0PSCW2325a2rRAR2yVtl6SjvIWDUSdkkFHocY5eVh97HCunNeHcYN328SiqBlM4Cj1UHpFFeWhkFrWPRGtlRascZfaG9cX15RyyNBesCXPCyKK+kEWYiNbqrWU1/kB5TXFOMaXVE3345uLn/uIGi11WXkQ9Bq2EXSnp3PT7uZI+0rb959NKQKdLur+tNA8A40AeAcgBWQSgZ2tWwmy/V9LTJD3C9m5Jr5V0kaT32z5P0m2Snp9u/jFJz5S0S0X3+0VjaDNqNslRyikaIe1ZL695FBXDJo5Ck0ezLdssWqMiVl01MebSfI1w59tngizqjixCNiKWVjuMSgaVFbF0fjBvXL5qoudTLSbdP8rHQy3W7IRFxAu6XHVGh9uGpJcM2ygA6IQ8ApADsgjAsAadE4YpUz2+v0kjkr1qwlywQQ0zGj3N7zmap9FZVD2PT9rscr5GmhvW9X5TgCwCJqCaIa1ziaXzgj2UNm9MqyUecXixoZwDliplZSUN9aAThmWm+T+/aex8VTFJHtNiKj6H5aFBBw6sccPpQxYBGSmzaO++5dvnlp+0GfUaeol6AAAAAEDvqIQBU2RWJ8kDOWst+5yWqG8tJz3Fh/6QRUA+qhmkfcXxiVGepLmVSdNzaHQTUAkDAAAAgBpRCQOmWKcR5HGcABtAB9WFOhYzXYu+BmQRMAHV02cslD8PVq7HJFAJAwAAAIAaUQkDZswo5moAwLDIIqAmVLyyRCUMAAAAAGpEJQyYcYxGA8gBWQRgllAJAwAAAIAaUQmrGec9Qe74bM4Gsgi547MJYJpRCQMAAACAGtEJm5Ade3aO9Xj3cT8+gOlAFgEAUD86YQAAAABQI+aETVj7CPGgx793GmXmWHoA/SCLAACoD5UwAAAAAKgRnbBMMFoMIAdkEQAA40cnDAAAAABqRCdsCjGSDSAHZBEAAJ2xMEfNRvmlpDoJni88AHpFFgEAMDlUwgAAAACgRo3thHECUAA5IIsAAEC/GtsJAwAAAIAmauycsHLOQbcR6Gmek8D8CyAfZNGSaX6tAACMEpUwAAAAAKhRYyths4zRZgA5IIsAABgMlTAAAAAAqFHjO2FnHn8qo7EAJo4sAgAAvVqzE2b7Xbbvtn1j27bft/1l2zfY/kvbR7ddd6HtXbZvtn3mmNoNYMaQRQByQR4BGFYvlbBLJJ1V2XaVpMdGxOMk3SLpQkmy/RhJ50j6oXSfP7U9P7LW9oDRaGBqXSKyCEAeLlGD8ghAftbshEXE30v6VmXbJyJiIV28RtK29PtzJF0eEfsj4muSdkl60gjbC2BGkUUAckEeARjWKFZH/AVJ70u/b1URPKXdadvYjXLEuTz3DaPYQKOQRQBykUUeAcjXUJ0w26+RtCDpsgHue76k8yVpkzYP0wwAM44sApCLQfOILAJmy8CdMNsvlPQsSWdERKTNd0g6oe1m29K2FSJiu6TtknSUt0Sn24xLObo86O0YlQbyQRYByMUweTTJLAJQv4GWqLd9lqRXSnp2ROxtu+pKSefY3mj7JEmnSPrn4ZsJACuRRQByQR4B6MealTDb75X0NEmPsL1b0mtVrPizUdJVtiXpmoh4cUR80fb7JX1JRSn+JRFxaFyNH0SvI8+9PAaj0EB9yKLuj0EWAfWatjwCUL81O2ER8YIOm9+5yu3fIOkNwzQKAKrIIgC5II8ADGugwxFRGMVINuq3Y89O3jtMFT7PzUQWAcDsGsUS9Y0wrv/oOByoOaqfgR17dvK+oXZkEcgiAACVMAAAAACo0cx0ws48/tSxjjTmcFhJDm0AsDqyCAAAzEwnDAAAAAByMDNzwqZZp/kFvWIeAoBRIYsAAOgNlTAAAAAAqNHMVcLOPP7UscxVaNoobtPaOwqz+JqRL7Ko0LT2jsIsvmYAwHJUwgAAAACgRo6ISbdBtu+R9KCkb066LR08QrSrH7SrP9PWrkdFxCNH3Zi6kEUDoV39oV39IYvyM22flXGjXf2ZtnZ1zaIsOmGSZPu6iHjipNtRRbv6Q7v6Q7vyk+trp139oV39oV35yfW1067+0K7+zFK7OBwRAAAAAGpEJwwAAAAAapRTJ2z7pBvQBe3qD+3qD+3KT66vnXb1h3b1h3blJ9fXTrv6Q7v6MzPtymZOGAAAAADMgpwqYQAAAAAw9bLohNk+y/bNtnfZvmBCbTjB9qdsf8n2F22/LG3fYvsq27emn8dMqH3ztr9g+6Pp8km2r0377H22N0ygTUfbvsL2l23fZPspOewv269I7+GNtt9re9Mk9pftd9m+2/aNbds67h8X/ii17wbbT6i5Xb+f3scbbP+l7aPbrrswtetm22eOq105yCGLUjuyzSOyqK92ZZFFqS3Z5RFZ1B1Z1FPbssui1I7s8ogsGqhNY8+iiXfCbM9L+hNJz5D0GEkvsP2YCTRlQdKvRsRjJJ0u6SWpHRdIujoiTpF0dbo8CS+TdFPb5d+TdHFEnCzpXknnTaBNb5b0NxHxA5Ien9o30f1le6ukl0p6YkQ8VtK8pHM0mf11iaSzKtu67Z9nSDol/Ttf0ltrbtdVkh4bEY+TdIukCyUp/Q2cI+mH0n3+NP3NTp2MskjKO4/Ioh5klkVSnnnUqU1kEVnUqxyzSMosj8iigds0/iyKiIn+k/QUSTvaLl8o6cIM2vURST8u6WZJx6Vtx0m6eQJt2abiQ/l0SR+VZBUnjFvXaR/W1KaHSfqa0rzCtu0T3V+Stkq6XdIWSevS/jpzUvtL0omSblxr/0h6u6QXdLpdHe2qXPdfJV2Wfl/29yhph6Sn1Pme1vjZyTKLUluyyCOyqK92ZZVF6fmyyyOyqOPrJovWbkd2WZSeN7s8IosGa1PlurFk0cQrYVr6cJR2p20TY/tESadJulbSsRFxZ7rqLknHTqBJb5L0SkmL6fLDJd0XEQvp8iT22UmS7pH07nQ4wDtsH64J76+IuEPSGyV9XdKdku6XdL0mv79K3fZPTn8HvyDp4+n3nNo1blm+1szy6E0ii3rSgCyS8s8jsqiQxWsli3qSXR6RRSMxlizKoROWFdtHSPqgpJdHxLfbr4uiy1vrcpK2nyXp7oi4vs7n7cE6SU+Q9NaIOE3Sg6qU1ye0v46R9BwVQXi8pMO1ssSchUnsn7XYfo2Kw08um3RbkFcekUX9aVIWSfnlEVmUF7KoZ9nlEVk0nHFmUQ6dsDskndB2eVvaVjvb61WEzGUR8aG0+Ru2j0vXHyfp7pqb9VRJz7b9b5IuV1F6f7Oko22vS7eZxD7bLWl3RFybLl+hIngmvb9+TNLXIuKeiDgo6UMq9uGk91ep2/6Z+N+B7RdKepakn0khmEW7apTVa80wj8ii/uSeRVKmeUQW5fVayaK+5JhHZNGAxp1FOXTCPifplLRKywYVk92urLsRti3pnZJuiog/bLvqSknnpt/PVXE8dG0i4sKI2BYRJ6rYN38bET8j6VOSnjfBdt0l6Xbbj06bzpD0JU14f6kot59ue3N6T8t2TXR/tem2f66U9PNpJaDTJd3fVpofO9tnqTi049kRsbfS3nNsb7R9korJsf9cV7tqlkUWSXnmEVnUt9yzSMowj8giSWTRqnLNotS2HPOILBpALVk0islsw/6T9EwVK498RdJrJtSGH1ZR/rxB0s7075kqjjO+WtKtkj4pacsE99PTJH00/f696U3fJekDkjZOoD2nSrou7bMPSzomh/0l6TclfVnSjZL+QtLGSewvSe9Vcfz1QRWjY+d12z8qJhX/Sfob+FcVqxjV2a5dKo5xLj/7b2u7/WtSu26W9Iy638+aPzsTz6LUjqzziCzquV1ZZFFqS3Z5RBatum/Iot7al1UWpXZkl0dk0UBtGnsWOT0YAAAAAKAGORyOCAAAAAAzg04YAAAAANSIThgAAAAA1IhOGAAAAADUiE4YAAAAANSIThgAAAAA1IhOGAAAAADUiE4YAAAAANTo/wMfq23dwt0/mwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2wAAAFGCAYAAAAWxBwoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABZs0lEQVR4nO3debxkVXn2/d9V5/TA1DSDIUwCCpqgr4rhAXxNIk9IIiAKj6+PwRGUpGOiBqNGQY0SowkmzpFoWiVgHBBxQm0HJKIxCjI4AhIaBGlsRqFp6Ka7z6n7/WOtXbWruurMVbXr1PXtT31O1R5X7apavdd0L0UEZmZmZmZmVj21QSfAzMzMzMzMOnOBzczMzMzMrKJcYDMzMzMzM6soF9jMzMzMzMwqygU2MzMzMzOzinKBzczMzMzMrKJcYDOzkSbpMkl/2qdz/YWkOyU9KGmPGWx/qqTv9iNtMyHp9yTdMOh09Er+XB7Vw+N/SNLfTrH+LEkfn8fxj5a0bq77tx3rBZK+Mcd9D5QUksYXIi1mZqPOBTYzW/Qk3SJpc74hv1PSeZJ2nuUx5nUTKmkJ8G7gjyNi54i4dyGPP4Pzz6swABAR/xURj12oNFVN/lxu7uHxXxYRfw8LU7jK35eDFyZ1rSLiExHxx7049nxIerKk75R+y6cPOk1mZr3mApuZjYpnRsTOwJOBw4E39fn8ewHLgWv7fN4ZUTKS/ye4JWg4SNoT+Brwb8AewMHAnFoBzcyGyUj+52xmoysibge+Cjy+fZ2kmqQ3SbpV0l2SPiZp17z6O/nv/bl2/ykd9l8m6b2SfpUf783LHgPcUNr/PzskrevxJb1T0n2SfiHpuNLyXSV9VNJ6SbdLepuksQ7pOhZ4A/An+dg/zssvk/R2Sf8NbAIeJeklkq6XtFHSzZL+vHScllah3HL5Wkk/kbRB0qclLe/w3pB0sKRv5+3ukfTp0rrHSbpE0q9zq8kbSp/HGZJuknSvpAsl7Z7XFS2Sp0j6ZT7mG0vHPELS9yXdn6/PByQtLa0PSS+XdCNwY2nZwaVr+zFJd+fvw5s6FWglLc+tt3vm12+UNCFpRX7995Lem5+flz+jnUjfwX3y5/GgpH3yIZfm826UdK2kw7tcz+L78uO8/5+U1r0mf3/XS3pJafmy/F36Zb7OH5K0Q5fjt3THzdfmZZJuzNf0HEnK68byce+RdDPwjLZjdfyeSloq6UeSXlk6zn9LenOnNAGvBr6eW/+2RMTGiLi+y7ZmZouGC2xmNlIk7Q8cD/yww+pT8+N/A48CdgY+kNf9fv67Mned+36H/d8IHAU8CXgicATwpoj4H+Bxpf3/oMO+3Y5/JKmwtyfwT8BHixtl4DxggtTScBjwx8B24/Ei4mvAPwCfzsd+Ymn1i4BVwC7ArcBdwAnACuAlwHskPblDegvPBY4FDgKeQLp+nfw9qTVkN2A/4F8AJO0CfJPUcrJPfi+X5n1eCZwEPC2vuw84p+24vws8FjgGeLOk387LJ4G/Jl23p+T1f9m270mk63toh/T+C7Ar6XvwNODFpOvRIiIeBq7M25D/3go8tfT62237PAQcB/wqfx47R8Sv8upnARcAK4GLaX7/2s9bfF+emPcvCsC/mdO9L3AacI6k3fK6s4HHkL6fB+dtuhWOOjkB+F+kz/m5wNPz8j/L6w4jtV4/p22/8+jwPY2IrcALgbfmz+0MYAx4e5fzHwX8WtL3coH0S5IeOYv0m5kNJRfYzGxUfEHS/cB3STfQ/9BhmxcA746ImyPiQeBM4GTNvMvcC4C3RsRdEXE38HekAtF83BoRH46ISeB8YG9gL0l7kQqer4qIhyLiLuA9wMmzPP55EXFtRExExLaI+EpE3BTJt0mFrN+bYv/3R8SvIuLXwJdIhYFOtgEHAPtExMMRUbTenADcERHvyss3RsQVed3LgDdGxLqI2AKcBTyn7fP4u4jYHBE/Bn5MKigTEVdHxOX5fd1C6kb3NFr9Y0T8OiI2lxcqtVKeDJyZ03ML8C66f5bfBp6W0/UE4P359XJSAec7Xfbr5LsRsSZ/3v9RvJ9Z2Eb6Dm6LiDXAg8BjcyF/FfDX+T1vJP0GZvN9OTsi7o+IXwLfovlZPxd4b0Tclr8H/1jsMN33NCJ+BrwN+ALwWuBF+b13sh9wCnA68EjgF8CnZpF+M7Oh5H77ZjYqToqIb06zzT6k1pHCraR8cq8ZnqPT/vt02Xam7iieRMSm3Li2M7A7sARY32xwowbcNsvjt2yv1OXyLaSWmBqwI/DTmaSP1K2y2/t9HamV7QeS7gPeFRHnAvsDN3XZ5wDg85LqpWWTtH4e7effOb+Px5CCvBye38M4cHXb8btdqz1J17b9s9y3y/bfzud6MulaXQJ8lNQitLY9wMw02t/PcknjETExw/3vbdu2uCaPIF2Hq0vfF5FatOaatiJwzz60XsvydTuA6b+n55Na1T4bETdOcf7NwOcj4koASX8H3CNp14jYMIv3YWY2VNzCZmbW9CvSDWbhkaSuXHcCMcf9f9Vl23YzOX7ZbcAWYM+IWJkfKyLicV2273b8xnJJy4DPAu8E9oqIlcAa0o39vETEHRHxZxGxD/DnwL/m8WK3kboddnIbcFzp/a2MiOV5HOJ0Pgj8HDgkIlaQxvC1v49u1+Qemi2ChUcC3c77PVK3zP8DfDsirsvbH09bd8gZnLtX7iEVeB5Xupa75kA887WeVPAulLspzuR7+q/Al4GnS/rdKc7zE1qvW7+voZnZQLjAZmbW9CngryUdpBT2vxj3NQHcDdTpXrgo9n+TpEfkIBRvBmYaSn8mx2+IiPWk7orvkrRCKUDHoyW1d/sr3Akc2ClwRslSYFlOy0RubVuQ0O6S/q+k/fLL+0g323XSjfrekl6Vg2LsIunIvN2HgLdLOiAf4xGSTpzhKXcBHgAelPRbwF/MNK25S96F+dy75PO/mi6fZURsIrXevZxmAe17pC6d3QpsdwJ7qBnUZi7uZObflzrwYdKYxN8AkLSvpKdPveeMXAj8laT98ni5M0rnnfJ7KulFwO+Qxj7+FXC+uk+58e/A/5H0JKVpMv6W1IXUrWtmtqi5wGZm1nQuadzQd0jjYx4mBb4obsrfDvx3jpJ3VIf93wZcRWoJ+ClwTV42rRkev92LSYWs60iFoItIY9w6+Uz+e6+ka7qkYSPppvnCfLznkwJfLIT/BVwh6cF8zNPzWMGNwB8BzyR1ubuRFPQF4H15229I2ghcTgoSMhOvzenfSCqofHrqzbfzSuAh4GbSuMdPkr4f3Xyb1PXvB6XXu9Bl/FpE/JxUwL85f95z6Tp7FqmAc7+k585g+9cDa4HLJT1ACvayEPPqfRj4OmkM4TXA59rWd/ye5oAh7wVeHBEPRsQnSb+f93Q6SUT8J6ml9Cuk4DgHkz5jM7NFTRHuUWBmZmZmZlZFbmEzMzMzMzOrKBfYzMzMzMzMKsoFNjMzMzMzs4pygc3MzMzMzKyiXGAzMzMzMzOrKBfYzMzMzMzMKsoFNjMzMzMzs4pygc3MzMzMzKyiXGAzMzMzMzOrKBfYzMzMzMzMKsoFNjMzMzMzs4pygc3MzMzMzKyiXGAzMzMzMzOrKBfYzMzMzMzMKsoFNjMzMzMzs4pygc3MzMzMzKyiXGAzMzMzMzOrKBfYzMzMzMzMKsoFNjMzMzMzs4pygc3MzMzMzKyiXGAzMzMzMzOrKBfYzMzMzMzMKsoFNmsh6Q2SPrLQ287gWCHp4IU4lplVm6TzJL0tP/89STfM8TgfkvS3C5u6hc3bzMzM5ksRMeg0WI9IOhV4DfBo4AHg88CZEXH/AJPVkaQADomItYNOi5mBpFuAvYBJ4CHgq8ArIuLBBTj2ecC6iHjTLPY5FfjTiPjd+Z5/2Eg6Gvh4ROxXpWOZmVl/uIVtkZL0GuAdwN8AuwJHAQcAl0ha2mWf8f6l0MyGwDMjYmfgycDhwHYFLOcbZmZmveUC2yIkaQXwd8ArI+JrEbEtIm4BngscCLwwb3eWpIskfVzSA8CpednHS8d6saRbJd0r6W8l3SLpD0v7fzw/PzB3azxF0i8l3SPpjaXjHCHp+5Lul7Re0ge6FRw7vJ/LJL1N0vckPSjpS5L2kPQJSQ9IulLSgaXt3yfptrzuakm/V1pXvOdPS9oo6RpJT5zzxTYbARFxO6mF7fHQ6ML8ckk3AjfmZSdI+lH+jX9P0hOK/SUdln9rGyV9GlheWne0pHWl1/tL+pyku3O+8wFJvw18CHhKzgPuz9s2ulbm138maa2kX0u6WNI+pXUh6WWSbsxpPEeSOr3f2eRtHfbdQdK7cr65QdJ3Je2Q1z1L0rX5/Jfl91Xsd4uk10r6Sd7v05KWS9opX/t98nt/UNI+kmqSzpB0U75OF0raPR/rg5I+Wzr2OyRd2u1YXT94M7NF7On/e6c4/InLZ/2Q9LV+p9U1o4vT/0u6IfpceWFEPChpDfBHwLl58YnA/wVeDCwDXl9sL+lQ4F+BY4EfAP8A7DvNuX8XeCzwGOAHkj4XEdeTulX9NXAVsB/ppuEvgffO8D2dDDwduAf4fn78JXBKfi9vAV6St70SeCuwATgd+IykAyPi4dJ7fh6p4Ho68AVJj4mIbTNMi9lIkbQ/cDytecpJwJHAZkmHkX6HzyT9xl8IXCzpsUAAXyD91j9A+v19itQDoP08Y8CXgf8EXkTKNw6PiOslvYwpukRK+gPgH4E/Bq4F3glcAPx+abMTgP8FrACuBr4EzPQ/3m55W7t3Ao8j5cN3kK5RXdJj8vs+CbiMlB9+SdKhEbE17/tcUn77MPDfwKkR8SFJx9HWjVHS6flYTwPuBt4PnEPK214D/EipG+lNwGnAkyLioU7HMjMbRff8epIrvj77rHDJ3jft2YPkTMktbIvTnsA9ETHRYd36vL7w/Yj4QkTUI2Jz27bPAb4UEd/NNxRvJt18TeXvImJzRPwY+DHwRICIuDoiLo+Iidza92+kG42Z+veIuCkiNpAKezdFxDfze/wMcFixYUR8PCLuzed6F6kg+tjSsa6OiItyAe3dpMLtUbNIi9mo+EJuzfou8G1SpU3hHyPi1znfWAX8W0RcERGTEXE+sIX0uzoKWAK8N7f2X0SqVOnkCGAf4G8i4qGIeDgivjvDtL4AODciromILcCZpBa5A0vbnB0R90fEL4FvAU+a4bGhS95WJqkGvBQ4PSJuz9fiezk9fwJ8JSIuyXnPO4EdSAW7wvsj4lcR8WtSYXKq9L0MeGNErMvHPwt4jqTxiNhEKvC+G/g4qbfFuu6HMjMbRcFk1Gf9GAS3sC1O9wB75v+42wtte+f1hdumOM4+5fURsUnSvdOc+47S803AzgC5dvndpHEwO5K+e1dPc6yyO0vPN3d4vXPxQtJrSTXK+5AKmCtoLaSW31M9d8dytyCz7Z0UEd/ssq6cdxwAnCLplaVlS2n+Bm+P1ghXt3Y55v7ArV0qm6azD3BN8SL3KLiX1Cvglry4Y/40QzPZd09SBdBNXdLXeN8577mN1l4L7eeYKl86APi8pPLdwyQpUMztEXGFpJuB3wAunOI4ZmYjKYD6tO0Q1eAWtsXp+6Ta7WeXF0raGTgOuLS0eKpv6npS98Vi/x2APeaYpg8CPydFglwBvAHoOH5kPvJ4tdeRuhbtFhErSV0jy+fav7R9jfQef7XQaTFb5Mp5x23A2yNiZemxY0R8ipSP7Ns2XuyRXY55G/BIdQ5kMt3/qr8iFWIAyOO19gBun+6NLKB7SN0ZH91hXXv6RMqLZpK+Tu/9NuC4tmu+PI83RNLLSb0LfkXKE6c6lpnZSKrP4d8guMC2COVug38H/IukYyUtyd2CLgTWAf8xw0NdBDxT0v+rFCDkLOZeyNqFNLXAg5J+C/iLOR5nJueZII3pGJf0ZlILW9nvSHp2vil8Falwe3mP0mM2Cj4MvEzSkUp2kvQMSbuQKpAmgL/KedGzSV0fO/kBqYB3dj7GcklPzevuBPZT92BFnwJeIulJkpaRum9ekbtg90VE1Elj+d6dA4OMSXpKTs+FwDMkHSNpCWmc2RbgezM49J3AHpJ2LS37EPB2SQcASHqEpBPz88cAbyONJXwR8DpJT5riWGZmIycIJmP2j0FwgW2Rioh/IrVivZNUULqCVCN7TB7vMJNjXAu8kjRwfz3wIHAX6SZjtl4LPB/YSLq5+/QcjjETXycFEfgfUvejh9m+2+cXSeNJ7iPdzDzbAUfM5i4irgL+jBRU5D5gLXBqXreV1Np/KvBr0m/vc12OM0kKXHIw8EtSBdOf5NX/SQomcoekezrs+03gb4HPkvKrR5OCFfXba4Gfksbp/ZoUXKUWETeQClD/QmqJeyZp2oSt3Q5UiIifkwqkN+cIk/sA7wMuBr4haSOp0unIXBH1ceAdEfHjiLiR9H/Bf0ha1uVYZmYjqU7M+jEInjjbZix3qbyf1K3xFwNOzpxIOgs4OCJeOOi0mJmZmdlgPOmJS+PSr/7GrPfbc9/br46Iw3uQpK7cwmZTkvRMSTvm8SDvJNUc3zLYVJmZmZmZzc+wtLA5SqRN50TSmDeR5lc6Odwsa2ZmZmZDLGBgY9Jmq2ctbDnYxQ2S1ko6o1fnsd6KiD/N0cd2jYhj8jiMoRURZ7k75Ghz3mRmZmYA9Tk8BqEnBTZJY8A5pBDyhwLPk3RoL85lZjZTzpvMzMwMcpTIOTwGoVctbEcAayPi5hwB6wJS1zozs0Fy3mRmZmZDpVdj2PalNZT6OuDIbhsv1bJYzk49SkrvTB6yrOPysRvnEvXerPqK7/xMvuMP8xBbY8uCT44+T7PKm8D5k9mwWAT5k5n1U8DkcAxhG1zQEUmrgFUAy9mRI3XMoJIyZxvef3DH5bsev7bPKRkdG9aka+5r3F/FdS/M5PpfEZf2Kjk95/zJ5sL502CMWv5kZgsjGNyYtNnqVYHtdmD/0uv98rKGiFgNrAZYod2HpHxrZkNu2rwJnD+ZmZktfmKS4Who71WB7UrgEEkHkW6GTgae36NzDUxRi9deu9eNa18Xzkyvua/1/HW61kP8XR6JvAmcPw2S86f+WWT5k5n1UQD1IamS7UmBLSImJL0C+DowBpwbEdf24lxmZjPlvMnMzMwKo97CRkSsAdb06vhV0l6T3V67114D2K32dVhqAwdZeznXVoOpjmWjZZTyJnD+1E/On8zMhkfgApuZmZmZmVll1cMFtpHTrSZ7sRjV9zPqNd2j/v4XC+dPw8X508yM+vs3s7lzC5uZmZmZmVlFBWKS2qCTMSMusFlX09XwDtNYETNbXJw/mY0mSecB6yLiTZJ+D/hIRDy2D+cN4JCI2C5TkXQZ8PGI+Mgg02GzNyxdIoejWGlmZmZmQ0HSLZI2S3pQ0p2SzpO080KfJyL+ayaFNUmnSvruQp/fhlvRJXK2j0EY+Ra2hayFXWy1qe3XZFTnthnV922D5/ypO+dPyai+bxsKz4yIb0ralzSVypuAM8obSBqPiImBpM4MMRnD0XY1HKk0MzMzs6ETEbcDXwUeD6lLn6SXS7oRuDEvO0HSjyTdL+l7kp5Q7C/pMEnXSNoo6dPA8tK6oyWtK73eX9LnJN0t6V5JH5D028CHgKfkFr/787bLJL1T0i9zK+CHJO1QOtbfSFov6VeSXjqDt3qApP/O6fyGpD1Lxzoqv6/7Jf1Y0tGldS+RdH3e72ZJf14+6GzSIekySW/L53pQ0pck7SHpE5IekHSlpANL279P0m153dW5i2mx7ixJF0n6dE7bNZKeOIPrMDQCqFOb9WMQRr6FrTCX2uf2Gs3FPm6hijW4/bjmVXzfG9YcXMl0WW84f5peFX8Pzp/MUiEKOB74XGnxScCRwGZJhwHnAs8ErgJeCFws6bGke+ovAO8FPgCcCHwKeEeH84wBXwb+E3gRMAkcHhHXS3oZ8KcR8bulXc4GHg08CdgGfBJ4M3CmpGOB1wLHAL8APjyDt/p84DjgNlIB9bXAGbmF8Ss5TV/Lx/yspN+KiLuBu4ATgJuB3we+KunKiLhmjuk4GXg6cA/w/fz4S+AU0nV+C/CSvO2VwFuBDcDpwGckHRgRD+f1JwLPI30mpwNfkPSYiNg2g3QMBUeJHBIz/U+l/B+u/yMaDVX/nNtvAqueXps950/WTdU/Z+dPRrq5nyAVBr4C/ENp3T9GxK8BJK0C/i0irsjrzpf0BuAoUoFtCfDeiAjgIkmv7nK+I4B9gL8pdbPsOG5NkoBVwBNK6fgHUqHtTOC5wL9HxM/yurNIBZep/HtE/E/e/kLgWXn5C4E1EbEmv75E0lWkQuz5EfGV0jG+LekbwO8B18wjHTfl7b8KHBoR38yvPwP8fbFhRHy8tN+7JL0JeCzw47zs6oi4KO/7buA1pM/lv6ZJw1CIGJ4ukSNfYDMzMzOzBXdSUVDo4LbS8wOAUyS9srRsKanwFcDtubBWuLXLMfcHbp3hmLhHADsCV6eyGwACxvLzfYCrZ3DOsjtKzzcBRZCVA4D/K+mZpfVLgG8BSDqO1Or1GNJQpR2Bn84jHXeWnm/u8LoR/EXSa4HTaF7rFcCepe0bn1NE1HP3031mkIahUXcL2+Li2sFq6kVXoyp/1lO9X9dojy5/1tXk/Kn7uiq/D+uLcgHsNuDtEfH29o0kPQ3YV5JKhbZHAjd1OOZtwCO7BDKJttf3kAovj8tj7NqtJxUAC4/s/lamdRvwHxHxZ+0rJC0DPgu8GPhiRGyT9AVolCIWMh3t5/494HWk7pbX5gLZfaVzUz63pBqwH/CrhUqDzdxwtAOamZmZ2WL0YeBlko5UspOkZ0jahTT+agL4K0lLJD2b1PWxkx+QCjhn52Msl/TUvO5OYD9JSyG1FuXzvkfSbwBI2lfS0/P2FwKnSjpU0o6kFrC5+jjwTElPlzSW03W0pP1ILYnLgLuBidza9selfRcyHe12IV3bu4FxSW8mtbCV/Y6kZ0saB14FbAEuX8A0DFQK61+b9WMQ3MLWA9PVHDoM89yN2uD9+XCNtnXi/Kl3nD/NnPMnK0TEVZL+jBRU5BBSy9d3ge9ExNZcSPsw8DZgDa3BS8rHmczdDt8P/JJ0P/5J4L9JgUiuBe6QVI+IPYHXk4KMXJ4jOt4OfBD4ekR8VdJ783510pQEL5jj+7tN0onAP5ECpkySCpd/EREbJf0VqWC2DPgScHFp3wVLRwdfJwVB+R/gIeA9tHZVBfgi8CfA+cBa4NmLKeDIMIX1d4HNzMzMzBZMRBw4xbrtBg1FxNdIhYdO218FHNZl3WWkbnrF61+SIlC2b7cVeEbbsoeBN+RHp2OfTYokWTi303Z526PbXp8HnFd6fQXwtC77ngOcM8Wx55OON7W9/iZwcH4+Cbw0Pwr/1HbIhyPihd3ON+yKsP7DwAW2AXBNYrUMw+exEDX3rtG2mfD3olqG4fNw/mRmw2py+/qDShqOYqWZmZnZIibpWEk3SFor6YxBp8dssQvkMWxmVTdMNbjDlFYzm79h+s0PU1qrKk/6fA7wR8A64EpJF0fEdYNNmY2qiDhr0Gnoh7rHsJmZmZnZDBwBrI2ImwEkXQCcCLjAZtYjRZTIYeACm40c1wabWVU5fxpZ+9IaoW8dcORUOyzVsljOTj1NlNkw2ch990TEI2a6faChGcPmApuZmZnZEJC0ClgFsJwdOVLHDDhFZtXxzbjo1tnu4yiRZhWzGGquy5HUFsP7MbNkMfyenT/Ny+3A/qXX++VlLSJiNbAaYIV2j/4kzWxxisDzsJmZmZnZjFwJHCLpIFJB7WTg+YNNktliJ+q4S6TZgitqbRdi3p9h5Fprs+py/uT8aa4iYkLSK4CvA2PAuRFx7YCTZbaoBW5hMzMzM7MZiog1wJpBp8NslDhKpFlFuNbXzKrK+ZOZ2WAEou4okWZmZmZmZtXkFjYzMzMzM7MKCqA+JGPYhiOVZmZmZmZmI8gtbDZURjX6mplVn/MnM7NhIiZ7ENZf0rHA+0gRXz8SEWe3rX8kcD6wMm9zRg461NWcW9gk7S/pW5Kuk3StpNPz8t0lXSLpxvx3t7mew8xsLpw/mZmZ2VSKLpGzfUxF0hhwDnAccCjwPEmHtm32JuDCiDiMNOfiv06X1vm0sE0Ar4mIayTtAlwt6RLgVODSiDhb0hnAGcDr53Ees1lz5LWR5/zJKsv5k5lZNfSghe0IYG1E3Awg6QLgROC60jYBrMjPdwV+Nd1B59zCFhHrI+Ka/HwjcD2wb07U+Xmz84GT5noOM7O5cP5kZmZmU4nQgrewke41biu9XpeXlZ0FvFDSOtLci6+c7qALEnRE0oHAYcAVwF4RsT6vugPYayHOYQapZtq10zYbzp+sX5w/mZkNl8mozfoB7CnpqtJj1SxP+zzgvIjYDzge+A9JU5bJ5h10RNLOwGeBV0XEA1KzaTEiQlJ02W8VsApgOTvONxlmZttx/mRmZmadBFCfW5fIeyLi8C7rbgf2L73eLy8rOw04FiAivi9pObAncFe3E86rwCZpCelm6BMR8bm8+E5Je0fEekl7dzt5RKwGVgOs0O4db5rMZqvqtdtFFLmqp3MxcP5kVVP1373zJzMbLSpazBbSlcAhkg4iFdROBp7fts0vgWOA8yT9NrAcuHuqg865wKZUVf1R4PqIeHdp1cXAKcDZ+e8X53oOs27abyiGLZy2b4x6y/mTDZLzJzOz6ktRIhc26EhETEh6BfB1Usj+cyPiWklvBa6KiIuB1wAflvTXORmnRsSUlcPzaWF7KvAi4KeSfpSXvYF0I3ShpNOAW4HnzuMcZmZz4fzJzMzMpjS5MOE8WuQ51da0LXtz6fl1pPuUGZtzgS0ivgtdO34eM9fjms3FsNQEF+kcthr3YeP8yarE+ZOZWfUEWvAWtl6Zd9ARMzMzMzOzYVPvQQtbL7jAZjYAw1Ljbmajx/mTmY2CCJh0C5uZmZmZmVk1uUukmZmZmZlZBaUxbO4SaWZmZmZmVkmTc5s4u+9cYDMzMzMzs5HSi3nYemU42gHNzMzMzMxGkFvYzMzMzMxsxAzPGLbhSKWZmZnZkJO0v6RvSbpO0rWSTs/Ld5d0iaQb89/dBp1Ws1FQR7N+DIILbGZmZmb9MQG8JiIOBY4CXi7pUOAM4NKIOAS4NL82sx4q5mGb7WMQ3CXSzMzMrA8iYj2wPj/fKOl6YF/gRODovNn5wGXA6weQRLORMixdIl1gMzMzM+szSQcChwFXAHvlwhzAHcBeg0qX2ahI87ANR5RIF9jMzMzM+kjSzsBngVdFxANS86YxIkJSdNlvFbAKYDk79iOpZovaoMakzZYLbGaL3IY1BwOw6/FrB5wSM7NWo5g/SVpCKqx9IiI+lxffKWnviFgvaW/grk77RsRqYDXACu3esVBnZjPjedjMzMzMrIVSU9pHgesj4t2lVRcDp+TnpwBf7HfazEZRPWqzfgyCW9jMFsiGNQdXqpa4qLnu9rpKaTWz3nL+VBlPBV4E/FTSj/KyNwBnAxdKOg24FXjuYJJnNkLCY9jMzMzMrCQivgtdB80c08+0mI26wGPYzKzP2muoZ7v9Iq7RNrMBc/5kZlXkFjYzMzMzM7MKGqagIy6wmc1TuSZ4thHPutU6z6U2uds+M63Zdo222eLj/MnMrDsX2MzMzMzMzCrIE2ebjYCFqPEt9pnt+I65nKMwlxpt12abDRfnT2Zm03PQETMzMzMzsyoKd4k0W/QWsla3HzXZ7edqN9W5PX7EbLg4fzIzWzxcYDOrkEHeaMyma5JvkMxGj/MnM1tMHCXSzMzMzMyswlxgM7Oh1qlWuluttmu0zayfnD+Z2Xw5SqSZmZmZmVmFxZAU2GqDToBZ2YY1B/dlYLv11oY1BzN5yLJBJ8NsQTl/WhycP5lZoY5m/RgEt7CZmZmZmdlIiSEK6z/vFjZJY5J+KOnL+fVBkq6QtFbSpyUtnX8yrZsq1PhWIQ1mnTh/Gqwq5A1VSIOZmVVThGb9GISF6BJ5OnB96fU7gPdExMHAfcBpC3AOM7O5cP5kZmZmHaSgI7N9DMK8ukRK2g94BvB24NWSBPwB8Py8yfnAWcAH53Me2157jXHxup/Rr3pxTkfvWhx2PX4tY7FloGlw/jQ4zp+syqqQP5lZNQxL0JH5jmF7L/A6YJf8eg/g/oiYyK/XAfvO8xxmZnPxXpw/mZmZWQcjMXG2pBOAuyLiaklHz2H/VcAqgOXsONdk2AC5tnn0FJ/5IFpMZsP5k1X1u2m9Myz5k5lVRKTAI8NgPi1sTwWeJel4YDmwAngfsFLSeK7F3g+4vdPOEbEaWA2wQrsPyeUysyHh/MnMzMymNKgw/bM15wJbRJwJnAmQa7BfGxEvkPQZ4DnABcApwBfnn0wrTBftzDWL1g9V/345fxoM509WBf5+mdlMBMMzhq0XE2e/njTAfy1pzMhHe3AOM7O5cP5kZmZmjEyUyEJEXAZclp/fDByxEMc1M5sv509mZmbWybCMYetFC5uZmZmZdSFpTNIPJX05vz5I0hWS1kr6tKSlg06j2SgYlomzF6SFzXpvurEh3bZ3X34z6zXnT2azdjpwPSkgEsA7gPdExAWSPgSchueINOupiNEew2ZmZmZmHUjaD3gG8JH8WsAfABflTc4HThpI4sysktzCVnGzrbnutr9rsnvH19hGlfOn6vM1rqT3Aq8Ddsmv9wDuz9ONAKwD9h1AusxGzrBMnO0WNjMzM7M+kHQCcFdEXD3H/VdJukrSVdvYssCpMxs9EbN/DIJb2MxmaL6tCWZmveL8aWg8FXiWpOOB5aQxbO8DVkoaz61s+wG3d9o5IlYDqwFWaPchiW9nVl0ew2ZmZmZmDRFxZkTsFxEHAicD/xkRLwC+BTwnb3YK8MUBJdFsZASzjxA5qAKeC2wVtWHNwQtaY7rQx7Pt+fraqHD+NHx8fSvv9cCrJa0ljWn76IDTYzYSYg6P6Ug6VtINeZqOM7ps81xJ10m6VtInpzumu0SamZmZ9VlEXAZclp/fDBwxyPSYjZwehPWXNAacA/wRKYDQlZIujojrStscApwJPDUi7pP0G9Md1y1sFdTLmlDXZJvZfDh/MjOzRWPhm9iOANZGxM0RsRW4ADixbZs/A86JiPsAIuKu6Q7qApuZmZmZmY2cOY5h27OI1pofq0qH3Be4rfS60zQdjwEeI+m/JV0u6djp0ukukWZmZmZmNnLmGKb/nog4fB6nHQcOAY4mRYX9jqT/JyLun2oHq4h+dgXyZKq94etqi5Xzp+Hn62pm1hT0JKz/7cD+pdedpulYB1wREduAX0j6H1IB7spuB3WXSDMzMzMzGy0BhGb/mNqVwCGSDpK0lDR9x8Vt23yB1LqGpD1JXSRvnuqgbmEzMzMzM7ORM8cukVMcLyYkvQL4OjAGnBsR10p6K3BVRFyc1/2xpOuASeBvIuLeqY7rApuZmZmZmY2eBS6wAUTEGmBN27I3l54H8Or8mBEX2CpgkGGsN6w52OMZeqDbZ+prbcPG+dPi4/zJzAxAvRjD1hMusJmZmZmZ2ejpQQtbL7jANkBVmSDWkcN6x9fUhpXzp8XP19TMRlr0JEpkTzhKpJmZmZmZWUW5hc3MzMzMzEaPu0SamZmZmZlV1XB0iXSBbQCqMjaknceKLDxfUxs2zp9Gh6+pmY08t7CZmZmZmZlVlAts1q6qNdc2M0UttD9HW4z8vR5uzp/MzGYpgCGJEukCm5mZmZmZjZxwC5sNq/YaWo9vMLOqcP5kZmYLxgU2MzMzMzOzinKXSCsM+5gCRxIzW7ycP5mZ2ajSkLSw1eazs6SVki6S9HNJ10t6iqTdJV0i6cb8d7eFSqyZ2Uw5fzIzM7OuYo6PAZhvC9v7gK9FxHMkLQV2BN4AXBoRZ0s6AzgDeP08z2MV4LEjc+dWgIFw/jRCFjR/UmsXGY0vaXkdE9vykyGpmp2G8yczG00ami6Rc25hk7Qr8PvARwEiYmtE3A+cCJyfNzsfOGl+STQzmx3nT2ZWVW79N6uQIWlhm0+XyIOAu4F/l/RDSR+RtBOwV0Ssz9vcAew130QOqw1rDh768SFTWezvz4aa86dpLPbf74zfn7R9i9rYWHqML0mPpfkxVkNj8xpJYAbN1v/fAp4IXE9q7b80Ig4BLs2vbZgUeYmElixtPDrlMVYhI1BgGweeDHwwIg4DHqItg4mIrm9N0ipJV0m6ahtb5pEMM7PtOH8ys8px6/8iMV1FT6mSxypuSAps8xnDtg5YFxFX5NcXkW6I7pS0d0Ssl7Q3cFennSNiNbAaYIV2XxwDAbLFXGvdyaiNbVvs72+RcP7UhfOnLr9fqTkmbWwsLRrP/0Xm5TFZz9sWN2H1lvVV4Pyp8sqt/08ErgZOZ4at/5JWAasAlrNj71NrtpgFi38MW0TcAdwm6bF50THAdcDFwCl52SnAF+eVQjOzWXL+ZGYVNa/W/4hYHRGHR8ThS1jW88TaNMqtbGNjMDaGli5JlTgRqZJHtfwYjoLBqFHM/jEI840S+UrgEzkC283AS0iFwAslnQbcCjx3nueweWivbe1H7bojjllFOH+quErkTyrXW6YWMy1dmv7uuENaev+GtDrqrQcr9o3JnqTVFqV5tf5bRUyTb3TMM1RzXmFzNq8CW0T8CDi8w6pj5nNcM7P5cv5kZlUTEXdIuk3SYyPiBpqt/9eRWv3Pxq3/Zv1TnR7tU5pvC5uVVGlsSBVat0ZtbJtZlTl/avXAVx8NQC33b9n1efcRW1KAmfrjDkob/eBaAFRLXZliMtWOK49xa6il/0qjnv/nr7sW3abk1v9hl1vOxlau7JhvlPOMlvyinFc4n7BZcIFtAQ2ie890aRikTmm5Z9VTANhz9ff7nZxFpfzdqtJnbtXl/KnViuNuSk9q+WZqt1356trvAXDsARNAqeK16P5UDF4obsDq7VWz+QasGKtSoWAk/eT8aWpu/V8Eijyhps75RjnP6JhfTI58PlEVgxqTNlsusJmZmZmZ2egZkiiRLrD1ULeaxV7UbM+0FrPYrpe1693Scs+qp7hlbYHsevzaxmfoIC82F6OWP6no+vjMWwGorViRVvzmIwB48NA9eMbvpmW3vGkfAHa7IXV72u3qe9K2994HQGzZml7X0/qYSDXrItWkN+MKVC/sfz84f7LFqJjmo7bjjtPmG+U8o5xflPOKlnxixPKIyhjgvGqz5QKbmZmZmZmNHhfYrJuFHEtShVrLKqRhFHX7HvnzsPlYLPlT0aJWjFUrase1LM1dpZ3SpMP15UsA2OWH6yHXhBctaxsfmcah7HLLTgCM7ZDDdt9yOwCxbVs+Vw4wUPzPv134/9Ebq+L8yRYTjY+35B3T5RvlPKOcX7TkFS0h/0cvj6gKj2EzMzMzMxtGUiPCY23nndBOqRA2+Zu7NXs7L13SKITtev1GAHb61TIe/o1UuFt2b40le6Xuk7WHNlPf8EA6NNuAJfkg9WaEWUqFOBfe+mNILrMLbBUwlxrt+dZSLsRYkZmmwZEh+8M119YLw5Y/NVrWjr85vS7GneycbrZabrpg2hsvoOXmC2i5AQPabsKgfCOW/nS4GYORuiFz/mRmlTQk2bALbGZmZmZmJRpfgsZyeP6xMViSbpnH7nuIyM+18SEiV7zUlqUu07Xl4yzdkHbbtss44xvyrfbkUvRQnodtcpIiNmGEUJ4SJOr5fFF3N8k+ULhLpM1DVWsiZ5sut6yZLT7Dkj9pSR5vVr7hgpabLmDaGy+g5eYLaLkBA1puwoCWG7H0usPNGKQbMt+MmVVLLihprAa19JvVkiVEblGn1gwDH6W51bQtRYAcv38T9Z1Sq/z4g2Jy5/R8rFajlrdh0zjx8MPpcGM16psfzufMxy22A9xNsscc1t/MzMzMzKyihqQM7AKbTauqNepmZtvlT+XacWipIQc61pJD95pyoKW2HGipMQdaas2BlppzYOa15+AadLNBUDM/KAKNUKs1lsfEBEzWt9+vJqjl+ReLPGViEibT71jbJpCWbHcejY/BeNFSP9kYP1s+bjlPst5xl0gzMzMzsyFSFJREqfAWAbnLc0SUClhjMJ4LYXm/WDZO7aGHG8cbKybOXjLeLPRFNAts4+MoF/aitL423iwstgQucqXOwhqSy1nJApvna+mfXY9fu10ktvle9/axa/48bTHx97l/ZpQ/tdVMt9SOl9bHRG7VaqslH/9Cai2bePbWzjXl0FJbng65pOUYLbXm0FJznlZvX3sOuAbdzGyQHHTEzMzMzKyiyhUpqm2/fmys2XVaagQsUkuXZlCuHGpU9NQDxovKn1pz+4iW4ykHN4JmI4/qW9KT8fFGhQ+qNbtTT3Tolmnz4wLb/E03B49ruBdWr1rWChvWHOzPzBYN50/90ZhX7bibZrR9uTsTtHVpgsZNUP0LuwCwNd8TjX92GfU/yS1ipa5NQEv3Jmjr4gSt3ZygpasT0LG7E0BtXI2Wv+3manO3J7PeaG/xLhXWNDbWGP+qsVpjncbHm/stWdLail6Mk82/75CgOEa9DvX8m66NpcIcwPg4sTxHmZ0ojWFbmlvvHy7lOZsfbhwjJms4jxhNlS6wmZmZmZmZ9cSQlHtdYLOetQS4hcHM5mu7lrUpasdbNMaylbo0QaNVrHbSxpbN62NjaHkaz9bStQlaujcBrV2cOpyjOE6xvmN3J0i180UNvrs8mfVee/7RrqbGfIyCRksZ0MxTxseInCeoGOcKRLHt0uYY15AaXSaZLLW2SY18JMbHmi1sRTfI8XHYuq3LeyjS5AAkC8Fj2MzMzMzMqiJi+0BFNZUqTsZS90doFtAg7VNEidxxefNwO5S6ShaFp3q9UdmjiEYhTRPN7pONYxbHKSp9arkbNbRuWwQwmqxDFN0j2f7ctmi5wGbzVoxdMzPrmWla1oqxai3jT0rbNW7CyuNQYPqxKNA6HgVax6RAy7gUoGVsSjrlNONTSsdMY1TA41TMzPpgSLJYF9jMzMzMbDSpc6tXuctyjNWbXRvr9dbWr6JbZJS6UNc7VLhIzdcRxHgzSmT7+WPJeCNwEhOTjVa11P16rJm+Tse2mXNY//kpxj4t9Pxg1htFVMjCVC1u7duaDRvnT3023ZiTQhGJMVqjRLaMQYGWcSjAjMeiQLPFrWVMCrSMSwFaxqakxR3Gp0D3MSrpJPmJW9rMzHpmSLLWShbYzMzMzMz6otYcC9ao9Bkbb60wKrWqFRU8EVEKPlRa3zL3WqllLlcCRU3N1rSlS1BRedMpyElNjecqj3tTrdnyllY2z2kzNySXq9IFNtdYD6epWtGmG+/mFjgbFs6f+qS4+egUKCA9SX+KG5pOAQPK+3cIHABTBA+A1gACpeWNVrlaWyteW1o7BhRo368cVABaAwuUj+mbsaEn6a+BPyXdKv4UeAmwN3ABsAdwNfCiiNg6sESOkqhDPf8Wy9lGaQJs1WrN3/1kvdkKX6u1dk0EYmysmVdMthaomnlBrTk2dnKyWVCrx3bbany8Waao1Yi289ncieHpEtklHrKZmZmZLSRJ+wJ/BRweEY8nFRFOBt4BvCciDgbuA04bXCrNRkjM4TENScdKukHSWklnTLHd/ycpJB0+3TEr3cJmi890LWhugVt4xVir2bYIzXU/s75on3+tfaxbUQtdChqQXpa6J8H0wQPK27a3brW3ehXzrnUKJlDaPpaUWtoa5ywHFYCOgQU6nXPIjWj+NA7sIGkbsCOwHvgD4Pl5/fnAWcAHB5K6UdFhDseYnGy2gJe7H0a9uf2Dm1CRN9Rqzd91jg5b2/QwbGk2jsa23EK/ZEmzBb2mRj7AWClISXHqzVua42wnJmBiormyXvrtF2mK1v1thnoQdETSGHAO8EfAOuBKSRdHxHVt2+0CnA5cMZPjuoXNzMzMrA8i4nbgncAvSQW1DaQukPdHRHFXvg7YdzAptDSPWqlrcrkypSaoTxIT6UG9Tn3lLtRX7pIKblLad2wMxsaIyRRdslFRtGQ8PWq15vPxsebzwvhYqpSJSPvvsAPaYYccoTKlo9EtHDoWPm2GFr6F7QhgbUTcnLs1XwCc2GG7vye1rD/cYd123MJmleIWuMFpj3poNhRqrS1OLQEDYPuWt7bxZtMFD4C2AALl9cVNXTmQQOmckZd3DCgA6aau2KdDUAHIgQVg+xr0RdbSNp3Fkj9J2o1083YQcD/wGeDYWey/ClgFsJwde5BCsxEztyx0T0lXlV6vjojV+fm+wG2ldeuAI8s7S3oysH9EfEXS38zkhC6wmZmZmfXHHwK/iIi7ASR9DngqsFLSeG5l2w+4vdPO+aZwNcAK7T4apfWF1GGakKgHkIP+hEqVJIGKepKIZrfE0vYxAbV77kvPd981rZ9sztOm8tQgUmsX56J75ESHICKlipiYmISHt6QXY2Ot3SNb3lvbVCBtx7HO5tgl8p6ImHbcWcfzSTXg3cCps9nPBTYbKnNpgRvVVreZ1kgvlpprGzFFi1On6G7QHOdRjvIGLZHegGmjvQGdI75BsyWtHPkNWqO/lV6XI8AV+xVRLctR4IBFHwluhPOnXwJHSdoR2AwcA1wFfAt4Dqn71CnAFweWwsVoqvkcS+PToh6oln/nk5PNuRgltCS3pBeFJ4B6M8KjHk7j1mKHZY2Wc03WodxCXyoMtoyVbW8x37qtNM9jaeLsyclGRNzt8ohO49hGrCV+Thb+0twO7F963V4BswvweOCy3KPiN4GLJT0rIsqtdi3mVWBzaFqrmqJwVhTcRrWwBt0H48/0BmhIB/M3OH9apLqM1ShuXjoFDIAcNKC8/4Ob0svpggdASwABaA0iALQEEgBagwlA54ACAONjKaAAbF9rXm+7i1hkwQVGNX+KiCskXQRcA0wAPyS1mH0FuEDS2/Kyjw4ulWYjYoZRH2fpSuAQSQeRCmon0wwoRERsAPYsXku6DHjtVIU1mEeBrRSa9tCI2Czpwpyo40mhaS+Q9CFSaFpHOjKzvnH+ZGZVFRFvAd7StvhmUrACWyhTtapBa+VH6Xlj7sNtE83KliV1olRxo6LVPAcWgeZYV5UraCbrndMhNcfGtrfCAfHww41KnNg20Zw/MqK57XbHnKJSpz0NbnFrWOgokRExIekVwNdJfT/OjYhrJb0VuCoiLp7LcefbJdKhaa1S3LLW3SLsWjQd50+jqK01q3nzUnR9zDcuxc1QvvfRONT3WJmeFzdm9aJLY+6ClIOHNFrlCkWLWnETVLwuukhG/lvcaBX75whwAOywQ1r00KaWdCpyq12jO+XiamkrjGD+ZFUXdWKi6IrY/L1prEaQW9dVoxjP1vj9T0w2C0jjY0Txe5caQY6o15st8RHNngGTpTynvQs2bN/yXqSppu3ziA7vx/ojItYAa9qWvbnLtkfP5JhzjgM639C0klZJukrSVdvY0mkTM7M5cf5kZmZm0+rBxNm9MJ8ukfMKTetIR7aQ3LK2vbnWWA/r2JAy50+LSJduTY3a5FJ0N6AlwhvQGuUN2iK9NffvGu0NOkd8K6etffD/VNHfymkhR4CD1ihw5XR20ykiXNuxq2yU8yerGNWarU8tv82232AxxnWy1hy3OrYNLV+Wlhct87VmgJL0Ov9WJyebQY6KedaK9cXzRoCjyZYpS6Kxvt7SglbMxRbllre2bWxqC90lslfm0yVyXqFpzcx6yPmTmZlNL+ozq+hobFNvjnODRlfnIuKraktauj03umnXaq3Piwqf9m7ckCpuSlFli/kZo1y4LJm2S6S7Q3Y3AgU2h6a1gXPL2vY8FgRw/rQ4TBeKG1rCcaeXpZDc0BKWG+gcmhu6h+eG1hDdsF2AANpa9VrCdZffRzlkN6SWuGKcXLSmu2vo7vb3367iYbydP5lZZQywi+NszWcM2xVAEZr2p/lYq4HXA6+WtJYUOtuhac2sr5w/mZmNuGKus/bKC9VaW6FmW7kRkSpa6pPE5CQxMZG6T5bPVXqurdvQ1m2pJU1Kj/I5x8dKj/H0aJ8TstwtslOS6pFbCrs9ovv1GGGa42MQ5hUl0qFpbVDcsta0UDXWi21siPOnITRdGG7YvmWp7XVLSG5oCcsNtITmhlmE54bm2LRu6Sxa8crhustpKYfsBpiYSCG7oTVsd3mfbqaLFtkpjQO4UXP+ZJXTYbzavI5VFK5yK39MTDbGtVGvN8ewSc1W94lJYoelzeUTrfNIasmS5vjWWq3ZJbIG1MuFzS6/fxfKZm5ILtV8w/qbmZmZmZkNnVEIOmLWd25Za/JYELMp5JrnTvMoQbNlbdr5lNLK9DfXjkfb2LTy3EpAy/xKQOc5ljqkKR1j6ruH7aLCTRcNbkDBBpw/WWUtZOtTRCOaZP3BhwBS61ox7nX5skZ+EDssJXJrWywboz6entcm6tRYno63NbfuT9ab41g3bWpGqq3XYazZeh45Oq6YJM3RPMW4V+vMBTYzMzMzM7OKcoHNRlVRs7qQYw7cspb0otbaY0NsKLWP4WqrNd9uDqXsga8+GoAVz7glHWaa+ZSA1jmVoGVeJaB1bqVyWmpdokcWNeC1ZvCBlnmWyu+v8XY7zLc0xfaD4PzJKqsPY7oaLVtbt6LlqcUsli5pRp+dqBM7jDWe1/Jvub5sHE225hFaMt6MJlurlfKMtnyhaNXvEu7fphHuEmlmZmZmNhryFB2xtZ66MZK7Q++2Iq2XoCiYjdcaBQVNNAtasSR3axxrBhrR+HjHIELlqJGiFHAJd4mcFRfYbLGbrjZ1IVra3LLWqnwt51qb7RprWxSmifTW/vtQWzXqA185EGi2tAGdJ8CF7VvOypPfdno91YS40BzDVo/mOLjyxLjQtbZ8xmPYBlDb7vzJzIaNW9jMzMzMzEZJKRCJtm1tVtxErTH7sbZNllrTBMUsJHlZbcl4M+jReOlWfaw5h5y2bCGKyqGxsWZ3yrGxZvdMh/ef3pBcIhfYrKuFGo8wl5Y2t6xNr7ieM/2cXHNtlbfdBLelbkBtLU8PrHlU3mVm05h2266lpW0it3a1p6N4XbSG5bEljWiQRTrbtmu0zBV/C8U8bKXWsakmxW1JSr1trFvXDQd7F+L8yUZZMb9ijE9QywWv+vJljbyhvnwMbclzr43XGr/X2rbcrXLpOFFEkYxozsu4dEkjSq02LWmOc9uypXnuemlgVrh75HTcwmZmZmZmZlZFgVvYzOZiGFvWehEVczZcM20joW3M2kxb1qY9bHGcqDcjseVWrMg140X0yK5j1YoWtLx97LC0dX1xnHzOIupkTEw251cqxrAVjW71trFpc2xRc/5kNgCNeSAnmmNj6/XWskH+ide2TTa7M042t4hlOZ9YugQV87ctGd8+2iykiLOTzefK+VozfxuSUskgDMmlcYHNzMzMzGyh1YMoui1u3Za6NxZK3RwbzwsRaFmq+ImlSxqVRbHDUmr3PpC2GR9HefBbxDjlKqzGWTyJ9pSEu0TaEOvFXDrFcbvVtg5Dy9pMomK6NtmsR/KNTs/yp688uvH7rT/4EFBqWSvmYyvmactj14qWtChqv5ellrZ6MfYkh+uukeZkYmuuac9zv2lsrBH+u9HSVrTijbW2IBY15WpUo+eABfmGrJhfrlvLo/MnM7Ph5QKbmZmZmdlC6TTdRq1W6h5Z6vo4WW9W2GzZmpYtXVLaD+4/fC8AdrtifaMCiVL3SSbrpcBM0ZiaJLZuXYh3s7i5hc1se+3jKYqWtUKVW9pmEvWsfZ1rtM3moc/jLhr50wm/SAvyzY6Wpxayxk3UWL65mii6KY21vK7lm7H6sjyfW3FjVYxTKaJLbt3WHA9XdF2qdZ5XrWh56zZP24rjbmp5D1O9v4LzJ7MeaYy5FbFxY3q+cSNamlvll4yjHXYAQJOT20earddL49pg5TV3AzC5cmdqm1JESG3Z2sw3xscbE3czNgbbcjfMRsGx7nFsXWwXFbiiXGAzMzMzM7PR4iiRZlMranr3PL5zS1p7y1s3g2iJm838QoOO0GZms9eYm+34mwEa48wao8N2W5H+qq1rUh67VgxiL1rcCs2JcpuRIYuuSy1zzpX3aav9LbZqTq/UGlTA+VM1SDoXOAG4KyIen5ftDnwaOBC4BXhuRNynFCL0fcDxwCbg1Ii4ZhDptgUgtc6xmCfRRrVGi5gAlubfbmlutZa5HCebkXGLuR9r42PE8tzSPzmJJkoRahtRbuszntfRhifoSOe+F2ZmZmY2V+cBx7YtOwO4NCIOAS7NrwGOAw7Jj1XAB/uURuuFiNQ9sT5JTEwQk5PpMbGN+uaHG494aFN6PLARPbQ5PTZvQZu3pELalq3psXVbLgSmQpwe3oYezssmJmBiAo2Ppa6QY2NoyTgaG9vu0TiGtYo5PAbALWzW0KvoazM5Z3sN70xbzmbSEterVrjZ1GSb2fz083dWRFp8YM2jANj1pHUAaFsewF9EciwmTSumZduW52FrtKQV87Dl3fLyWjGGbWIyjT0pGysOVgQhSONVorjRGmutiddYa7TIYrnzp8GKiO9IOrBt8YnA0fn5+cBlwOvz8o9Faha5XNJKSXtHxPo+JddsZA1LC5sLbDbUZlIYq3L3SjOrrqLgFjmyW4ynv7U8EXa9CPufC1P15Tn4yJbc7Wm8GbUN8gS5QCzNEdzGa815mcpzMkGji5Q25e5PxVxOuQDXSGMRba646wjPu1Rhe5UKYXcAe+Xn+wK3lbZbl5e5wDYf7YE8qiSa3Ra1ddv2FTextJkHTNYb3agZqzGxawpWsuSO+5vvsVZrPcZYrlRqn9/NtlfBr0cnLrCZmZmZ9VFEhDT7un1Jq0jdJlnOjguerkWlXFAbZOGtfM5coRIh2Lw5PVctRYqkGUFWY2ONiLGxy45Ervyp77i0MY/j5O47o4n0Hag9sAnl9xhbtjSiRDZb3h0lsqNwC5vZrPRy8Pt8u1dOt/9UXY88mN9s+D245gAAdjnx9rSgMZdSDrXfvkPRU3JbazdFTbZuGcuWNKYKUHFzVnSXLG6uJttazBpzMLW+VtEaGK03ps6fKuXOoqujpL2Bu/Ly24H9S9vtl5dtJyJWA6sBVmj3IbnVNKuwIfkVOeiImZmZWe9dDJySn58CfLG0/MVKjgI2ePzaAhqGQBsREEFM1tOj6AINRGluxqgJTdbzI9DWCbQ1d3scq8FYrdGF26YnUgvbbB+D4BY2q9Sg9EGGmS5a0uY6efeux68daPodotsWoyrlT5su3geAnV/4YFpQhNpu72rUNh5tu3EkRYvbsqXNybiL1rod0sS6tXsfSMvzuBTlyCURxeu2QxZP2lvkMudP/SXpU6QAI3tKWge8BTgbuFDSacCtwHPz5mtIIf3XksL6v6TvCTYbVUPSVdQFNjMzM7MFFBHP67LqmA7bBvDy3qZohFXxhjyiND+bGmPNVCtVxdTzsmVLYFmuyNk62eharU1bmhU9995HbE1RbOtbt6Uxa/k8NjWPYTObhcVS69rP99Gt5WHUarLNem3n428FmiH0Wblr+lt0VWqMaWsbo1ZMfFsrQvSnG6pGqxo0Bibcf3gKGLjbFbknXGOsWtvdRHFMtUagLCbgLm7aOnH+ZFZtRdRXTU7CZM43Nm+BzSk6bG1ix8Y4V23dBluKQtrWZn7jACMzN8B51WbLBTYzMzMzMxs5qg86BTPjApsNRBVrV+c6dm0QZjKuxzXZZnOz3W+mERI8R2LcuDG9zn+1NHVXatR875DmSSpCdW8XUrze7K6kvMnKa+4GYHLlzgDUNqUa9aJVrjE2rZhrKXeXakykncN4N1reGFyXKOdPVmntQUiq0BoVraWG2DbRaC3X1m2N37m2bGmE9a9v3drIF+pbtlTjfQyjIblsLrCZmZmZmVVETE62jmcr5lWr15tdsScnG5Nvu7A2dx7DZkOhnxHYXJM6f+XPa6r5lTrt4+tvw2bg+VNRE6/WGXCawQKaN05Qity4NLd+5bFqMZ5bwYqbquK4k82xJioiTuZtY/mS1mNP5GNMTLYsbwQdqMANm/MnM7PemHYeNknnSrpL0s9Ky3aXdImkG/Pf3fJySXq/pLWSfiLpyb1MvJmNNudPZmY2K3nOs8Zj0NrTEwH1SWJigpiYoL55M/UtW9Jj0ybqDz6YHlu2EPlhcxR0vv7TPQZgJi1s5wEfAD5WWnYGcGlEnC3pjPz69cBxwCH5cSTwwfzXRtBC1Jj2o/Z1GMautddSl+dUms8xFoHzcP60aElBRG8mvZ3R97/R3Si1ZjWGmeQWsgfWHADAimfckhbncSaNmtDcjUnLlrXsFzuk1ypNjtvS6gaNcSqN5blVT0ULXD2PaWlPaxGpshhvV7TE9fAmw/mTWQ9VoVC5iA1Ll8hpW9gi4jvAr9sWnwicn5+fD5xUWv6xSC4HVkrae4HSambWwvmTmZmZzVnM4TEAcx3DtldE5MliuAPYKz/fF7ittN26vGw9VklzqQmd6lgLpT1NozrOoZe1zov4mjp/GlZt0RRXHHdTJfOnB9Y8quX1g7mlbZcTfgk0x5M1WtDG2/6rjRxVcnys0ZIWY7n+NP+d2DVFmlxyx/1peXFtioAD7cccyy1yeU64fnD+ZGbDTAxPC9u8g45EREizf7uSVgGrAJaz43yTYWa2HedPZmZm1lFVxjHOwFwLbHdK2jsi1ucuRXfl5bcD+5e22y8v205ErAZWA6zQ7sNxtRapmUbz6rZfL7QfuxfR4oZh7Fqh07We6+fWbhHWZDt/Glbt/3FKlcyfVhx3U8vrB776aKA0Xmzz5vQ6R5Es5mNTMU9bMXdarUbskioEYjxtW99xad4ntZhN7p7mZdNE2q72wKb0uhgPVwQcKMJ+N8as9W8eNudPZjashqWFbdoxbF1cDJySn58CfLG0/MU5GttRwIZS1yQzs35w/mRmZmbTWyxj2CR9Cjga2FPSOuAtwNnAhZJOA24Fnps3XwMcD6wFNgEv6UGabUAGWcM5qrWrM3nfC9UaOYw12c6fFinNPjLkIL+3jRa3bunOrVxRRH7MY9u0fBlRa5vjLU+WW9uWW+Umi/FwbWPT8li36OOYtXbOn8xs2A1LC9u0BbaIeF6XVcd02DaAl883UWZmM+H8yczMzOYkaE6FUnHzDjpii0f7mIPFWpM5TGPX5mK+NdqL/fO3IdBh3NVQ5E9FS1qeM60x71oxhq3W1gJXn0TLlqTny9LYtdrWtpa1TXmMWj1Hk7z3vvR369a0uIhE2ccxa/Ph/MnMKqXaWWaDC2xmZmZmZjZyFk2XSBs9i73m8uqzPgjA01c/abAJ6TFHZ7PFaJi/j5G73hRRI5msoc25BS3/reVokFFElCxa0LYULWrpb2M83JC0rLVz/mRmldCDvFPSscD7gDHgIxFxdtv6VwN/CkwAdwMvjYhbpzrmXKNEmpmZmZmZDS3F7B9THk8aA84BjgMOBZ4n6dC2zX4IHB4RTwAuAv5punS6hc1GztP3edKgk9AXCxmdzbXYNnDtERiHqUWpaAUrXubIjrF1a7MFLc/NpjyvWjEPW9GiRm6Vqxfzrg3T++/A+ZOZDVxvwvQfAayNiJsBJF0AnAhc1zhtxLdK218OvHC6g7rAZmZmZmZmI0WA5lb5taekq0qvV0fE6vx8X+C20rp1wJFTHOs04KvTndAFNrMR0a0Wer5jScxsdjpGjdyWWtoiR4OkmJ8tbxvFTcWQt6x14/zJzAaiPv0mHdwTEYfP99SSXggcDjxtum1dYDMbcQvVNcmsp4axoNItzZELYfVm4W3Ox1rknD+Z2ZC5Hdi/9Hq/vKyFpD8E3gg8LSK2THdQBx0xMzMzW0CSzpV0l6SflZb9s6SfS/qJpM9LWllad6aktZJukPT0gSTabAQpYtaPaVwJHCLpIElLgZOBi1vOKR0G/BvwrIi4aybpdAubmbVwjbZZH41oy9lcDVH+dB7wAeBjpWWXAGdGxISkdwBnAq/PEeROBh4H7AN8U9JjImKGza9mNic9CDqSf9+vAL5OCut/bkRcK+mtwFURcTHwz8DOwGeUAmr9MiKeNdVxXWAzMzMzW0AR8R1JB7Yt+0bp5eXAc/LzE4ELcreoX0haS4o09/1+pNVsdEVPKs0iYg2wpm3Zm0vP/3C2x3SXyAHYsObgKtcKmrVwyOzR4vzJhskQ508vpRkZrlNUuX37niKzEbTQ87D1ilvYzMzMzPpE0huBCeATc9h3FbAKYDk7LnDKzEbQkHRLd4FtgIpa7F7WEPbjHGa2+Dh/Mlt4kk4FTgCOicZcDTOLKgeQ53paDbBCuw/HnaZZVQVobmH9+85dIs3MzMx6TNKxwOtIkeE2lVZdDJwsaZmkg4BDgB8MIo1mIydi9o8BcAtbBbSPF5lLbXO3MSeuuTaz+XD+ZDZ7kj4FHA3sKWkd8BZSVMhlwCU5MtzlEfGyHEHuQuA6UlfJlztCpFmfDEk7tQtsZmZmZgsoIp7XYfFHp9j+7cDbe5ciM+tkBvOqVYILbBXi2mYzqyrnT2Zmtui4wGZmZmZmZlZBAQxJ0BEX2BYp14abWVU5fzIzs0ET4S6RZmZmZmZmleUCm3WzkLXLCxHBzcys4PzJzMxGhgtsZmZmZmZmFeQxbP2xYc3BrrE1s0py/mRmvbSR++75Zlz0EHDPoNPSwZ5UM11Q3bRVNV1Q3bS1p+uA2R7AY9jMzMzMrCci4hGSroqIwwedlnZVTRdUN21VTRdUN21VTVcvDHWBbdfj1243RqK8bjHz2BCzanP+1LTY36+ZmQ0pt7CZmZmZmZlVUbjAZr3lGmszqyrnT2Z9s3rQCeiiqumC6qatqumC6qZtfukKXGAzMzMzs96JiEreSFc1XVDdtFU1XVDdtC1Iuhwlsj+KmtxuY0XMzAbF+ZOZmVl1DUuUyNp0G0g6V9Jdkn5WWvbPkn4u6SeSPi9pZWndmZLWSrpB0tN7lG4zM+dPZmZmNncRs38MwLQFNuA84Ni2ZZcAj4+IJwD/A5wJIOlQ4GTgcXmff5U0tmCpnYFdj1/r8RNmo+M8nD+Z2YiRdGyueFor6YwBp2V/Sd+SdJ2kayWdnpefJel2ST/Kj+MHkLZbJP00n/+qvGx3SZdIujH/3W0A6Xps6br8SNIDkl41iGvWpeKz4zVS8v78vfuJpCcPIG0dK2UlHShpc+nafWjaEwRQj9k/BmDaAltEfAf4dduyb0TERH55ObBffn4icEFEbImIXwBrgSMWML1mZg3On8xs1OSKpnOA44BDgeflCqlBmQBeExGHAkcBLy+l5z0R8aT8WDOg9P3vfP5ivq4zgEsj4hDg0vy6ryLihuK6AL8DbAI+n1f3+5qdx/YVn92u0XHAIfmxCvjgANLWsVI2u6l07V42/eHn0LpW4Ra26bwU+Gp+vi9wW2ndurxsO5JWSbpK0lXb2DLvRCx0zfWGNQd73InZ8HP+ZGaLzRHA2oi4OSK2AheQKqQGIiLWR8Q1+flG4Hq65K0VcSJwfn5+PnDS4JICwDGkgsatgzh5p4pPul+jE4GPRXI5sFLS3v1M2xSVsnM9yVAU2OYVdETSG0k1K5+Y7b45sstqgBXave/vfqY3O522c5cms+pz/mRmi1SnyqcjB5SWFpIOBA4DrgCeCrxC0ouBq0itcPf1OUkBfENSAP+W8/a9ImJ9Xn8HsFef09TuZOBTpdeDvmbQ/Rp1q/hcz2C8FPh06fVBkn4IPAC8KSL+a9ojLJagI91IOhU4AXhBROPd3g7sX9psv7zMzKxvnD+ZmfWXpJ2BzwKviogHSN3lHg08iXRD/64BJOt3I+LJpK58L5f0++WV+f+Hgd2xS1oKPAv4TF5UhWvWYtDXqJsOlbLrgUdGxGHAq4FPSlox5UGGaAzbnFrYJB0LvA54WkRsKq26mHSB3g3sQ+rj+oN5p3IBLUQ3ouIYrsk2qx7nT86fzBa5ylU+SVpCKqx9IiI+BxARd5bWfxj4cr/TFRG35793Sfo8qTvpnZL2joj1uTvfXf1OV8lxwDXFtarCNcu6XaNKfPdKlbLHFJWyEbEF0hiGiLha0k3AY0gtlV0ExHBMxDaTsP6fAr4PPFbSOkmnAR8AdgEuKUdiiYhrgQuB64CvAS+PiMmepd7MRprzJzMbQVcCh0g6KLfQnEyqkBoISQI+ClwfEe8uLS+Pbfo/wM/a9+1xunaStEvxHPjjnIaLgVPyZqcAX+xnuto8j1J3yEFfs5Ju1+hi4MU5WuRRwIZS18m+KFXKPqtcKSvpETkgD5IeRaqUvXnaAy6WMWwR8bwOiz86xfZvB94+n0QNC9dkDzd/fsPP+VN3/n4PN39+1k1ETEh6BfB1YAw4N1dIDcpTgRcBP5X0o7zsDaTolU8idTy7BfjzPqdrL+DzqTzJOPDJiPiapCuBC3MF363Ac/ucLqBRiPwjWq/LP/X7muWKz6OBPSWtA94CnE3na7QGOJ4UZXkT8JIBpO1MYBmpUhbg8hwR8veBt0raBtSBl0VEezCVVkWXyCEwr6AjZmZmZtZfOdz7oMLkt4iI7wLqsGqg6YuIm4Endlh+Lyky40BFxEPAHm3LXjSAdHSq+IQO1yh3P3x5b1PUcr4ZV8pGxGdJ3XJne5JZ7zIII1Ng62UIbNeEDpf274I/Pxs0509WcP5kZtZHQ1JgW4h52MzMzMzMzKwHRqaFraidXOw12VVIg5nNjvMnMzOzfhtcEJHZGpkCm5mZmZmZGZCDjgxHWH8X2BaJbuMeZsK13WbWS86fzMysktzCZmZmZmZmVlEusFVTL8eKDGNN8DCmeb5G8T3bcHD+1GoY0zxfo/iezcwGIzwPm5mZmZmZWSUFRAzHGDZFBZoCJd0NPATcM+i0dLEn1UxbVdMF1U2b0zV7c03bARHxiIVOTL9VPH9ajN+bXnO6Zq+qaZtPuhZF/mRmc7fr+CPiKStOmvV+X7/vI1dHxOELn6LuKtHCFhGPkHRVv9/8TFU1bVVNF1Q3bU7X7FU5bf1Q5fypqumC6qbN6Zq9qqatqukysyFSgYarmahEgc3MzMzMzKxvIhzW38zMzMzMrLLcwjZrqwedgClUNW1VTRdUN21O1+xVOW39UtVrUNV0QXXT5nTNXlXTVtV0mdmQiCFpYatE0BEzMzMzM7N+2XVsjzhq+TNmvd83Nv3HaAYdMTMzMzMz65tgaOZhqw06AQCSjpV0g6S1ks4YYDr2l/QtSddJulbS6Xn57pIukXRj/rvbgNI3JumHkr6cXx8k6Yp83T4taemA0rVS0kWSfi7peklPqcI1k/TX+XP8maRPSVo+qGsm6VxJd0n6WWlZx2uk5P05jT+R9OQBpO2f8+f5E0mfl7SytO7MnLYbJD29l2kbNOdNs0pj5fKnquZNOW3On+aWLudNZrZwoj77xwAMvMAmaQw4BzgOOBR4nqRDB5ScCeA1EXEocBTw8pyWM4BLI+IQ4NL8ehBOB64vvX4H8J6IOBi4DzhtIKmC9wFfi4jfAp5ISuNAr5mkfYG/Ag6PiMcDY8DJDO6anQcc27as2zU6DjgkP1YBHxxA2i4BHh8RTwD+BzgTIP8eTgYel/f51/wbXnScN81aFfOnyuVN4Pxpnuka+bzJzBZGAFGPWT8GYeAFNuAIYG1E3BwRW4ELgBMHkZCIWB8R1+TnG0n/ue+b03N+3ux84KR+p03SfsAzgI/k1wL+ALhowOnaFfh94KMAEbE1Iu6nAteM1OV3B0njwI7AegZ0zSLiO8Cv2xZ3u0YnAh+L5HJgpaS9+5m2iPhGREzkl5cD+5XSdkFEbImIXwBrSb/hxch50wxVMX+qeN4Ezp/mlC7nTWa2YCLcwjYL+wK3lV6vy8sGStKBwGHAFcBeEbE+r7oD2GsASXov8Dqg+KbsAdxf+o9rUNftIOBu4N9zd6iPSNqJAV+ziLgdeCfwS9KN0AbgaqpxzQrdrlHVfhMvBb6an1ctbb1UyfdawbwJqpk/VTJvAudPC2hU8yYzWyBuYRtiknYGPgu8KiIeKK+LFFazr5+WpBOAuyLi6n6ed4bGgScDH4yIw4CHaOtiNKBrthupxvUgYB9gJ7bvWlMZg7hGMyHpjaTueJ8YdFqsenlTTlNV86dK5k3g/GkhOG8ys1FShQLb7cD+pdf75WUDIWkJ6YboExHxubz4zqLLR/57V5+T9VTgWZJuIXXL+gPS2IyVuTsNDO66rQPWRcQV+fVFpJukQV+zPwR+ERF3R8Q24HOk61iFa1bodo0q8ZuQdCpwAvCCaM7/UYm09Uml3mtF8yaobv5U1bwJnD/Ni/MmM1swQ9Ilsgph/a8EDpF0EClzPRl4/iASksddfBS4PiLeXVp1MXAKcHb++8V+pisizqQ5sPpo4LUR8QJJnwGeQ7pJ6nu6ctrukHSbpMdGxA3AMcB1+TGwa0bqanSUpB2BzTldVwHfYsDXrKTb9+pi4BWSLgCOBDaUuib1haRjSV3cnhYRm0qrLgY+KendpJaBQ4Af9DNtfeS8aQaqmj9VOG8C509z5rzJzBbKRu77+jfjoj3nsOs9C56Y6UTEwB/A8aRoTzcBbxxgOn6X1O3jJ8CP8uN40niMS4EbgW8Cuw8wjUcDX87PH0X6D2kt8Blg2YDS9CTSzcZPgC8Au1XhmgF/B/wc+BnwH8CyQV0z4FOksSrbSDX/p3W7RoBI0QlvAn5KiiTX77StJY0HKX4HHypt/8acthuA4wbxnevjd8h50+zSWan8qap5U06b86e5pct5kx9++DFyD0VUqlu6mZmZmZmZZVUYw2ZmZmZmZmYduMBmZmZmZmZWUS6wmZmZmZmZVZQLbGZmZmZmZhXlApuZmZmZmVlFucBmZmZmZmZWUS6wmZmZmZmZVZQLbGZmZmZmZhX1/wPKSVB+kobumgAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3760,18 +3780,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3779,18 +3792,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAEiCAYAAABwX9rUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAxyElEQVR4nO3de7QlZXnn8d9zTt/ohqZpIITuJkCAmEGXXBfgIplxSTINLRHGcQxOEkFJiGuc0ThJBDQrmBmTkIkjmGWiEi+QyICkNUBMYwtEk5gICi0hXAQaDNLNHbk2fT/P/FFvnVOneu+zL7V31VtV389avc7ZtS/1Vu19nt5v/ep9y9xdAAAAAIByTFTdAAAAAABoEzphAAAAAFAiOmEAAAAAUCI6YQAAAABQIjphAAAAAFAiOmEAAAAAUCI6YQAAANiDmV1pZh8Nv/+smT1Q0nrdzI7sct83zexXq25HlczsVDN7yMxeMbOzq25Pysw+ZGafrboddUEnDAAAoKbM7N/MbGv4Qv5U6DjtPer1uPs/uvtr+mjPeWb2rVGvH7P8L0mfdPe93f36Ii9kZjeFz84rZrbTzHZkbn96kNdy9z9w96E6yOFz62Z2UmbZkWZW6ILGZvYmM9tgZi+Z2SNmdsEAz11uZl8ys+fM7Fkzu9rMlhZpTxadMAAAgHr7BXffW9Lxkk6U9Dv5B5jZvNJbhXE5VNK9wzwx/zlw9zNCZ25vSVdL+j/pbXd/T7fnjcmPJH20nwdaYs5+jJnNl/TXkj4jaV9Jvyjp42Z2TJ/t+aik/SQdLukISQdJ+kifz+2JThgAAEADuPtmSTdJep00fTrde83sIUkPhWVnmtldZvaCmf2zmb0+fb6ZHRdSg5fN7EuSFmXue6OZbcrcPsTMvmJmz4Sk4JNm9u8kfVrSG0KS8kJ47EIz+5iZ/TCkdZ82s70yr/XbZvaEmT1uZu/uY1MPNbN/Cu38upkdkHmtU8J2vWBm/2Jmb8zc9y4zuz887xEz+/Xsiw7SjnBa5EfDul4xs78xs/1DWvKSmX3XzA7LPP4TZvZYuO9OM/vZzH0fMbO1IXV5ObwHHTsKZvawpJ+U9DdhvQvNbIWZ3WhmPzKzjWb2ax1e+4tm9pKk8/rYv+lzO31+em3HF8Pvh4Xnnxve92fN7MM9VnmVpNeb2X/o0p5vmtnvm9k/SXo17Ie5LJe0VNJfeuK7ku6XdHQ/26+k83W9u7/k7i8q6dC9ts/n9kQnDAAAoAHM7BBJayR9L7P4bEknSzrazI6T9HlJvy5pfyUJwY3hi/wCSddL+kslX17/StJ/7rKeSUlflfSopMMkrZR0rbvfL+k9kr4dkpRl4SmXSvopScdKOjI8/nfDa50u6bck/bykoyT9XB+b+l8lvUvSj0laEJ4vM1sp6W+VJBjLw/Ivm9mB4XlPSzpTyRfzd0m6zMyOL9COcyT9StieIyR9W9IXwrrvl3RJ5rHfDdu/XNL/k/RXZrYoc/9ZSvZ5ev/1IcmZxd2PkPRDhfTT3bdLulbSJkkrJL1N0h+Y2Ztyr71W0jIladcgzlb4/PS5HXk/I+k1kk6T9Luho97Nq5L+QNLvz/GYX5F0gaR9JD1qZl81s4s6PdDdn5J0jaR3mdmkmb1BSYrY7+myfyrpTDPbz8z2U/L3cFOfz+2JThgAAEC9XR9Sp29J+nslX2RTf+juP3L3rUq+vH7G3W93993ufpWk7ZJOCf/mS7rc3Xe6+1olX7g7OUnJF/7fdvct7r7N3Tt+sTUzC+v9QGjHy6F954SHvF3SF9z9Hnffov5O9/qCuz8Ytuk6JZ0CSfplSevcfZ27T7n7zZLuUNIxlbv/rbs/HFKRv5f0dUlpkjNsOx4OKclNkh5291vcfZeSDtVx6QPd/Yvu/py773L3/ytpoZLOSepOd1/r7jslfVxJCnlKrwaEjvepki4M78Ndkj4r6Z2Zh33b3a8P+2RrH9uVlf389LMdeb/n7lvd/V8k/YukXqcCfkbST5jZGV3uv9Ld7w3r3+nuZ7r7pXO83jVKOvzbJf2jpA+7+2M92pDaoKST/1z4t1vSn/X53J7ohAEAANTb2e6+zN0Pdff/lvuinf3Ceaik3wyn6r0QOm6HKOlQrZC02d2zEyE82mV9h0h6NHQ2ejlQ0mJJd2bW+bWwXGG92TZ2W2fWk5nfX5WUTkRyqKT/ktu+n5F0sCSZ2Rlmdls4be8FJZ2z9FTGYdrxVOb3rR1uT0+QYma/FU6FfDGse9/MupVdt7tPaSbZ6mWFpLRzm237yk6vPYRZz+1jO/K6vVcdhWTvf4d/PdszFzP7aSUp4TuVdKZeK+mDZvbmPl/iOkkPKkndlkp6WNIX+11/L3TCAAAAmivbqXpM0u+HDlv6b7G7XyPpCUkrQ3KV+okur/mYkrSi02QN+dnsnlXSIXltZp37hokgFNZ7SB/r7MdjSsb/ZLdvibtfamYLJX1Z0sckHRROlVwnKd3eUbZjljBu6oNK0rb9wrpfzKxb2XVbMuHEKkmP9/Hyj0tabmb7ZJb9hKTNmdtFZhicfm6f2zEKX1By6uRb52pPH14n6UF3Xx9SwAeUnK7aLWXLO1ZJcrzF3V9RMt5xzQDrnxOdMAAAgHb4c0nvMbOTLbHEzN4cvsB/W9IuSe8zs/lm9lYlpx128h0lnZZLw2ssMrNTw31PSVoVxpilqc6fKxl/9WNSMnbLzFaHx18n6TwzO9rMFmv2OKpBfVHSL5jZ6jAGaJElE4qsUpKELJT0jKRd4XS3/5h57ijbkbePkn37jKR5Zva7SpKVrBPM7K2hY/sbSk6fu63XC4dT6/5Z0h+G7X29pPM1wsQmo5/tKCwkrJdIurDgS31P0lGWTFNvZnaEkjGBd0uzJg85rMvzvyvpV81sL0smkrkgfe4o0AkDAABoAXe/Q9KvSfqkpOclbVSYLc/ddyhJHs5TMlX4L0r6SpfX2S3pF5RMsvFDJafO/WK4+++UTJ/+pJk9G5ZdGNZ1W5ih7xaFcUTufpOky8PzNoafw27fY0omofiQko7CY5J+W9JEOF3vfUo6W88rmdzjxsxzR9aODtYrOQXzQSWnCm7TnqfV3aBkHz6vZPKJt4bxYf14h5IJUh5XMoPfJe5+S/Fm76Gf7RiVNJ2dkyXXOftQp/vc/WFJ75b0J5JeUjJe8stKxsxJ4bRazU4Ns96tZL9uCo/5SUnn9r0Fvdo++9RfAAAAAGUxs49IOtLdf7nqtrSJmf2OpGfc/TNVrJ8L9wEAAABoFXfv68LQ48LpiAAAAABQorF1wszsdDN7wJIrd3e8iBoAjBu1CEAMqEXoxt0/wqmI7TOWMWHhSuoPKrnq+CYls4u8w93vG/nKAKALahGAGFCLAOSNKwk7SdJGd38kzLZzrZLZagCgTNQiADGgFgGYZVwTc6zU7CkrN0k6uduDF9hCX6QlY2pKOX7q9a9Kkh68e3HFLQGq87Kef9bdD6y6HRmtq0VHvX6LJOmhu+u9HUAR1CIAMZirFlU2O6KZXaDkomdapMU62U6rqikjsX79XZKk1SuOrbQdQJVu8bWPVt2GQTWtFq372gZJ0pqVx1fcEqA61CIAMZirFo2rE7ZZyQXQUquUuxCau18h6QpJWmrLa3uxsvWP31V1ExCp9LNBx7xSralF6zZvqLoJiFT62aBjXqnW1CIA/RnXmLDvSjrKzA43swWSzlHmquQAUBJqEYAYUIsAzDKWJMzdd5nZf5e0XtKkpM+7+73jWFfVSDnQSz4t5TNTnjbVIlIO9JJPS/nMlKdNtQhAf8Y2Jszd10laN67XB4B+UIsAxIBaBCCrsok5gKbqNU6QsWIAytBrnCBjxQCgOuMaEwYAAAAA6IAkDKgIY8UAxICxYgBQPjphQCSynTI6ZACqku2U0SEDgPHgdEQAAAAAKBFJGHpiIon+jPLC3ZyqCOyJiST6M8oLd3OqIgCMB0kYAAAAAJSIJKxliqQ1JGLVYd+jaYqkNSRi1WHfA8BokIQBAAAAQIlIwhpulOOUUD3GiqGuRjlOCdVjrBgAFEMSBgAAAAAlIglD30hduqsqcSQZQxuRunRXVeJIMgYAgyEJAwAAAIASkYS1RD4hYaxYMzGLImKXT0gYK9ZMzKIIAHMjCQMAAACAEpGENVy3RCRd3k8iRqpSP9n3lfcPMeiWiKTL+0nESFXqJ/u+8v4BwAySMAAAAAAoEUkY5kSKMrc6jK1jBkU0ASnK3Oowto4ZFAFgBkkYAAAAAJSIJKzlBhkbhmYgGUOMBhkbhmYgGQPQZiRhAAAAAFAikjB0RDrSHlxbDDEjHWkPri0GoE3ohDXUoKcX8gV8ME08fZPTFDEOg55eyBfwwTTx9E1OUwTQBpyOCAAAAAAlanUSxmlYM9gXyCMZKw+nYc1gXyCPZAxAE5GEAQAAAECJWpeErX/8rj2O6HPEv9g2k6K1Q6e/HQxv3eYNexzR54h/sW0mRWuHTn87AFA3JGEAAAAAUCJz96rboBOPWeTfWX9I1c3oqs5H//udxW+YbYxthsAy3qfYtrlq+X1+i6+9091PrKY1xZ1wzEK/7Wurqm5GV3U++t/vLH7DbGNsMwSW8T7Fts1Vy+/zuteipbbcT7bTqm4GgILmqkVDJ2FmdoiZfcPM7jOze83s/WH5cjO72cweCj/3G3YdANALtQhALKhHAPpVZEzYLkm/6e4bzGwfSXea2c2SzpN0q7tfamYXSbpI0oXFm1qdJo8Za9K2MDatfPm/jcmDK2lGa2pRk8eMNWlbGJtWvvzfxoIVFTWkRfUIQDFDJ2Hu/oS7bwi/vyzpfkkrJZ0l6arwsKsknV2wjQDQFbUIQCyoRwD6NZLZEc3sMEnHSbpd0kHu/kS460lJB41iHTHJHv1vY+oS+7goErH2alstyh79b2PqEvu4KBKxdmtbPQIwmMKzI5rZ3pK+LOk33P2l7H2ezPrRceYPM7vAzO4wszueeW530WYAaLlR1KJnn5sqoaUAmm6YepStRTu1vaSWAqhKoSTMzOYrKTJXu/tXwuKnzOxgd3/CzA6W9HSn57r7FZKukJLZEYu0o0rdUqHYU5gmzIbYyygTsbpte9uMqhadcMzC2taibqlQ7ClME2ZD7GWUiVjdtr2Nhq1H2Vq01JbXthYB6E+R2RFN0uck3e/uH8/cdaOkc8Pv50q6YfjmAcDcqEUAYkE9AtCvIknYqZJ+RdK/mtldYdmHJF0q6TozO1/So5LeXqiFKIQUCC1ALaoBUiC0BPUIQF+G7oS5+7ckWZe7ucIggFJQiwDEgnoEoF+FJ+YAYrf+8btI8wBUbt3mDaR5AABJdMIAAAAAoFQjuU4YZsQ+K+KgmpQgDTNbYpO2H+0S+6yIg2pSgjTMbIlN2n4AAJ0wdNHkzgcXcwbqo8mdDy7mDADtxemIAAAAAFAikrARIVUBEANSFQAA4kcSBgAAAAAlIgnDLE0eCzYI9gNQrSaPBRsE+wEAmokkDAAAAABKRCdsROp+QeC6t38YbdtetEPdLwhc9/YPo23bCwCgEwYAAAAApWJM2IjV7RpUpEFAM9XtGlSkQQCANiEJAwAAAIASkYSNSd0SMSRIBtE0dUvEkCAZBIBmIwkDAAAAgBKRhI1ZrIkYiQ/QLrEmYiQ+AIA2IgkDAAAAgBLRCStJG6/DVQe8L2ibNl6Hqw54XwCgXeiEAQAAAECJGBNWsljGiKXrJwVKsB/QNrGMEUvXTwqUYD8AQDuQhAEAAABAieiEAQAAAECJ6IRVhAkhAMSACSEAACgfnTAAAAAAKBGdMAAAAAAoEZ0wAAAAACgRU9RXpOop6lNMVQ+0W9VT1KeYqh4A0CYkYQAAAABQIjphAAAAAFCiwp0wM5s0s++Z2VfD7cPN7HYz22hmXzKzBcWbCQBzoxYBiAG1CEA/RpGEvV/S/ZnbfyTpMnc/UtLzks4fwToaY/WKY6MZDwY0DLVoAGtWHh/NeDCgYahFAHoq1Akzs1WS3izps+G2SXqTpLXhIVdJOrvIOgCgF2oRgBhQiwD0q2gSdrmkD0qaCrf3l/SCu+8KtzdJWllwHQDQy+WiFgGo3uWiFgHow9CdMDM7U9LT7n7nkM+/wMzuMLM7nnlu97DNANByo6xFzz431fsJANDBKGvRTm0fcesAxKbIdcJOlfQWM1sjaZGkpZI+IWmZmc0LR31WSdrc6cnufoWkKyTpxGMWeYF21ELs48DacL2w/HvQ5G1tmZHVohOOWdj4WhT7OLA2XC8s/x40eVtbZmS1aKktb3wtAtpu6CTM3S9291XufpikcyT9nbv/kqRvSHpbeNi5km4o3EoA6IJaBCAG1CIAgyiShHVzoaRrzeyjkr4n6XNjWAewh37TRhKw1qAWoRL9po0kYK1BLQKwh5F0wtz9m5K+GX5/RNJJo3hdABgEtQhADKhFAHoZRxKGjNjHgtUR+xQYXOxjweqIfQoAGNYoLtYMAAAAAOgTSRhmiWWWxHGkXVVvE4D+xTJL4jjSrqq3CQBQPTphY1L3U+bK6ozVfT8Bsav7KXNldcbqvp8AAPXC6YgAAAAAUCKSMJSCxAtADEi8AAAxIAkDAAAAgBKRhI1Y0xKf1SuO7XtcWKzbzoQcaKOmJT5rVh7f97iwWLedCTkAACmSMAAAAAAoEUkYesrPlBhr4gWg2fIzJcaaeAEA0AtJGAAAAACUiCQMfatbAsZYMKCZ6paAMRYMAJBHEgYAAAAAJSIJG5G6pURtwntTpo1VN6D16pYStQnvTZkeqboBADAnkjAAAAAAKBFJGBqLBAxADEjAAAB5JGEAAAAAUCKSsIJIWwDEgLQFAID6IAkDAAAAgBLRCQMAAACAEtEJAwAAAIAS0QkrgPFgAGLAeDAAAOqFThgAAAAAlIhOGAAAAACUiCnqh8BpiABiwGmIAADUE0kYAAAAAJSIThgAAAAAlIhOGAAAAACUiDFhA2AsGDDb+sfvksTfRtkYCwbMtm7zBkn8bQCoj0JJmJktM7O1ZvZ9M7vfzN5gZsvN7GYzeyj83G9UjQWATqhFAGJBPQLQj6JJ2Cckfc3d32ZmCyQtlvQhSbe6+6VmdpGkiyRdWHA9ACqWpl5z3Td5cDlt6YBaBLREmnrNdd+CFWW1piPqEYCehk7CzGxfSf9e0uckyd13uPsLks6SdFV42FWSzi7WRADojloEIBbUIwD9KpKEHS7pGUlfMLNjJN0p6f2SDnL3J8JjnpR0ULEmAqjSXAlYJKhFQAvMlYBFhHoEoC9FxoTNk3S8pE+5+3GStiiJ16e5u0vyTk82swvM7A4zu+OZ53YXaAaAlhtZLXr2uamxNxZAow1dj7K1aKe2l9JYANUp0gnbJGmTu98ebq9VUnieMrODJSn8fLrTk939Cnc/0d1PPHD/yQLNANByI6tFB+zPVTsAFDJ0PcrWovlaWFqDAVRj6G8c7v6kpMfM7DVh0WmS7pN0o6Rzw7JzJd1QqIUAMAdqEYBYUI8A9Kvo7Ij/Q9LVYfafRyS9S0nH7jozO1/So5LeXnAdlavLNZC4ZhNarBW1qC7XQOKaTWi5VtQjAMUU6oS5+12STuxw12lFXhcABkEtAhAL6hGAfhRNwhqtrolSdja7um4DgBl1TZSys9nVdRsAABgHOmENkna4sp2w/PTiVXXKNl52iiTpyA/cVsn60V2301hrMDU9IpV2uLKdsPz04qV2yswkSZMHHKAHLj5CknTk/6QWxabbaaw1mZoe2FOoPfIwGeZEMhHd5E8foXW3XCeJg+VtxlRgAAAAAFAikrAOuh2VmCsZqMuRjG7bMM72b7zslFISMCYmGUz+s1Bk/808Z2ORJiGnW1o0VzJQl9P+um1DofaHo842b74kaXLlj0uSpvZdIkl6dcXees3/fkCS5EuSZVNbtgy/vi6YmGQw+c9Ckf0385xHijYLGFxagyaTxMv22kuStOuYJIHfsmqRJOm515refOpZkqTJg7ZKknY/1fEqKmgwkjAAAAAAKBFJ2IjElMKsXnHswON5Yhk7NgoxvRd1NMhnh30cn5hSmDUrjx94PM9AY8e6HHW2ecl/bT4//Be3OxmPsde3vq+prclRZ9+9O3ns/AXJ7Z07BmpnP2J6L+pokM8O+xilSsd6pTfTGhRqz8R+y5I79kqSr11LkuUWatGRf/ZvmnrxJUnS1LbtyXPGmM4jTiRhAAAAAFAikrAOSFJGM8191TMi8j6OHvuyXCQpuWnuV50gaeaosyx3HDGkW1ocErFtId16/kVJ0tSOHfIpn/UU37UzvFZuFrMR4n0cPfYlKhVqz8SihcnttCYFvjOpK77/MknS/JeS23v94Plk+ZZX5Tt3zX7O9iQRm07yd82+H81DEgYAAAAAJSIJy+h0na26atK29NJrGxnjNDqki+XodJ2tuhrVtkxmU6/cUedpaZoVjiinR5anjzhPzZFyjSAB67WNjHEaHdJFVCYzHixNraZNhPtCjZp45dVZP33rtuRnmtpnTKf0PjXK1iJiJGEAAAAAUCKSMO15VH+Qo/wkAjPSMWCpqsaCjQKJz9yaNJtmTPJH9Qc5yt/0RGB35ujw9ExkC5LrgaUJVzqGYjr5StOtqcxzw5FqnwrHICM/6kziM7eBZtMERsFdNhkSr1CDbJ+9k9s70xoUxoSF5Gs6hc+M87LJ2TlIp3QMzUYSBgAAAAAlIgkbQH6cVR2O/o9zbFgsydcotzH/Gown60+6nyYPrrYdbZEfZ1WHo/8jGRuWjgtLx4Sl4zHSxCv9mTui7D4z1mKc4y5GOZYv/xqMJ+tPup8WrKi4IWi2UItsfpKETV+TMKRbFmqQ7wq1KK03aW1yn65LeyRgY5ihFXEiCQMAAACAErU6CRs2uWhr4hFL8oXRaNMMmrEbNrloU+IxaRMzY8EWLUp+Lk5+Kj3anKZcYfayOa+zw9HmaDRpNlC0gNn0eFRfto8kadfyJZKkiW3JWLDJUIssHSO2bfvs15iamqlXkY9LxfiQhAEAAABAiVqdhLXJsKnHEV96j3RZ8jvJ19zqNFYwK99ekjGM07Cpx+pVJ2hiyUJJM7MipuMwLL1uz/QYsdyR5XT2xOx1wtLnNDARq9NYwax8e0nGECObN18Ty/aVJO0ONWn3oiSl91BWJrYuSB6bzsyaq0merTvpWNcpZkdsG5IwAAAAAChRK5OwuiUVVYs9ASO5Ga1ufx9z7eeZ52wcdXMarW5JRRUmp2chm6eJJYuThelMZBPhOOJEGH8RZibzXbOPL05fjyc7O+IYkNyMVre/j7n288xzHhlDi9BqIT2fWLKXpvZfKknavSipRbsXpDUm/Jgfxq+mNSo3s6tNTsqncmNWG5zOo7NWdsLarN/TEqe/VF821uY0Ul1PS+wluz1N3UaUp9/TElevOkGSNLn3wulTeNLB7pY+KH86Yjohh00/opXqelpiL9ntaeo2Ij62IJxiuPfe0u6kFk1uD6cQppMBzUt+Ti0Mp0pvCz/TA0RTmZoULhwvzkJsLU5HBAAAAIAStS4J48j9YI78wG3TU9PHfloiysPfUXEcuZ9behrixKJk4LsWzJ85tScd7L47HfSeu0hzmpiFU3+mB8FPTsrCYWfn6HMj8HeEsZtI6sjE0uQURF+yl6YWhIRr5+7wkJBqbU/T+tzFmdOUPtQsmzfz9dt3znEpDTQaSRgAAAAAlKh1SRgS3caG1SnhiH1CDsZNAb3lx4alCdjph54kSZpYvrekMB5jKj/1fG7a59xFmz09Cp1/3ojFPiEH46aAIUxPxBEmBPqx5ZKkXUsXaSIkYB5Gptqu2TVmYnty0WZL0/p0nCrT0CODJAwAAAAASkQSBkmkNQAqEo4275GA7btPcv8+SyRJbibbkRxd1q7ZCZenSVc4yuw7dnRd3TinqAdQQ6EGTY8hDTVicu+k9ujHD5Qkbf/xJJX3SdO8LSEl2xZqUihBlqbv6TivrduS53SYdn46qUdrkYQBAAAAQIlal4Stf/wuUp+MOu+LfNtjHSM2yrFhjDNrjnWbN7R7jE569HnefEnS6YefLEma2CuZDdHmJ8vT8V3yPcd1TSdg+aPPnhsTlhpTCpZ/H2MdIzbKsWGMM0Pt5RIwW5jUnolwMXjbJ0njpxYvnPW0ye27Z2ZkTV9jd7h24fbwc+t2SZKnY8GmZ3IN6T0pGFQwCTOzD5jZvWZ2j5ldY2aLzOxwM7vdzDaa2ZfMbMGoGgsAnVCLAMSCegSgH0MnYWa2UtL7JB3t7lvN7DpJ50haI+kyd7/WzD4t6XxJnxpJa1Ga9NpgUn2uD1aXZGwYTdqWUaMW1UwuAbNwHTCbDMcE54fvpuk1wXZnZjwMR5V9Zzo2LL3dJQGbI0VThzEao1KXZGwYTdqWcaAe1UC3BGzZvsn988LYsMWLkp/zklo0uTWtM9LEtuT3iS3JmK/p8arbcglYWO75axlKe9anMdYkxKnomLB5kvYys3mSFkt6QtKbJK0N918l6eyC6wCAXqhFAGJBPQLQ09BJmLtvNrOPSfqhpK2Svi7pTkkvuHt6+e9NklYWbuUIMZZmbmkCVpf0ay7droVWlUHGc+Ufy+e2u7rWotaOpQmzIGoiPRodbqdHpdPb0+O9ksfJfSYBS48uh1kQp48yd0m+Zs2I2CkVG7P8tdCqNsh4rvxjW/u57VNd61ErhVpkYQyYFiTpvKdJ2Pzkp3Yn9WNi50xiNZ2ApWO/Xn01uS+k8tNpfG7s16xaVUEtQlyGTsLMbD9JZ0k6XNIKSUsknT7A8y8wszvM7I5nnmOAIoDhjLIWPfsc/ykCGF6RepStRTu1fYytBBCDIrMj/pykH7j7M5JkZl+RdKqkZWY2LxzxWSVpc6cnu/sVkq6QpBOPWcSJsBXJjv2SmpGA5VU9VmyYFIvkayAjq0UnHLOQWlSW9AhxSMCmzcv9tzR95HhqZgxYmoDlZhybfko/syDaTMJWlqrHig2TYpF8DWzoepStRUttObVo1NK/+RwP47iUpvDhcVOL5s9++nTS7tNjwNIEzNMxYbtz1zBMa9RE53UnL5zmIYwNa5siY8J+KOkUM1tsZibpNEn3SfqGpLeFx5wr6YZiTQSAOVGLAMSCegSgL0XGhN1uZmslbZC0S9L3lBzB+VtJ15rZR8Oyz42ioYMiSZhbk8Z+DWpcY8X4zFUj9lpEkhBMJ0/hCPFUcgzQt4axFUuWJPen4zPSMWG7wpFl9z2v89UtAcuPtUiPNGeXR3C0eVxjxfjMVSf2egTtUQ/cw/jUF19Jlh+4nyRpaq9wvbAwFmz6GmC7pmbqUlpzuiVgac1JR91k1t21XqE1Cl2s2d0vkXRJbvEjkk4q8roAMAhqEYBYUI8A9KNQJwz10+YErNOMg0XTMNIvYDiWjpFIE7KpTOIlTR9pnh5rsX379LV3po8yBz2PKHdanh8fUmIy1mnGwaJpGOkXMIcu48GSu2bP1OrTKVfyY2JHcntia1KL7OVX5du2hceGCS+7JGB7jk9NXsuyY8QsPzIoV68iSO0xHo3rhPGluN5imU4+j88VBsWX4iD98pNOB51++UinpE9PP0wn5Egvdhq+zKRfdrRzZ/cvOPlOVrcvLZ2+iHV5bCzTyefxuQKGlNagXO2xtPaEC8d7mJBj3kvphZjDaYgvvJzcv2PHzGQe4TTEvmuT0sUdpmTot46hMYperBkAAAAAMIAokrAH714869QwUofRa/NpiHnZz1m3STr4DLbTQ3cvmXVqGKnD6KQJmC1YkCxIp6ZPT8VJp3xOjyyHaehTvntq5ijz7i7Xlux15DiyI8vZz1m3STr4DAKjMV2D0gQsTAZk4eLMmkhq0cQrafoeTn9Op6EP6Zbv2DGTgKWnIwZ9T7Yx1/2R1SmMD0kYAAAAAJQoiiQsRfrQfN3SzqrHgvHZQxbpwxik4zEW75Xczl14OT36O51ydUi7hk7AOuiWdlY9FozPHjBmaQq/fN/k5/ZQg7amk22EOrMzXBQ+nRxoaia9mp4kqMdlM/aoTRVcJB7xIgkDAAAAgBJFlYRhfGIbC1Z18pW2gQQMKMd0ijWdgM0eA5ZPvuY8wjzCo8hVJ19pG0jAgDFyn6kpIX2fSGvQlq3J8u1hZtZu085Pv9YQF1omAUMHJGEAAAAAUCKSMJQihuSrSZjNEbWRHvlNDwRvyx1tTh/W84LLozmCHEPy1STM5ojaSGtLOsvhCy8lP0MC1vcFl/uZ2XCOi0MDKZIwAAAAACgRSRgq0e36XGWr67Xp8vuv236s23ahwcLR46l0prExJ1796nZ9rrLV9dp0+f3XbT/WbbvQQLkZWKde2TLr9p6PH+BaXr2SL8aCoQOSMAAAAAAoEUkYKlF1AtYU3RJFEjBEJz0S7F2OOlek6gSsKboliiRgiM5UUoM8TbpGkVLlX4PkC30gCQMAAACAEpGEYeyyKU0+oSERGw2SL6C3bEqTT2hIxEaD5Au1QVqFipGEAQAAAECJSMIwNnMlYPnlVSViJEhA882VgOWXV5WIkSABQLuQhAEAAABAiUjCMDaDpExVJ2IAmmuQlKnqRAwA0A4kYYjK6hXHcooggMqtWXk8pwgCAMaGThgAAAAAlIjTERElprIvX7qPSSKBGUxlX750H5NEAmgykjAAAAAAKBFJGGphHBN3kPgk8vt0rn3MPkPbjWPiDhKfRH6fzrWP2WcA6o4kDAAAAABKRCcMtUISMzrrH7+LsXbAkEhiRmfd5g2MtQPQOnTCAAAAAKBEjAlD7XBh52KK7DdmUARmcGHnYorsN2ZQBFB3PZMwM/u8mT1tZvdkli03s5vN7KHwc7+w3MzsT8xso5ndbWZURwAjQz0CEANqEYCi+jkd8UpJp+eWXSTpVnc/StKt4bYknSHpqPDvAkmfGk0zgT2tXnHsQIlM+vhBn9cUDRkDdqWoR4jMmpXHD5TIpI8f9HlN0ZAxYFeKWgSggJ6dMHf/B0k/yi0+S9JV4ferJJ2dWf4XnrhN0jIzO3hEbQXQctQjADGgFgEoatgxYQe5+xPh9yclHRR+XynpsczjNoVlTwiSGFMzDt3GiNVtH4/rs9GA9KsX6tEQGFMzet3GiNVtH4/rs9GA9KsXahGAvhWeHdHdXZIP+jwzu8DM7jCzO3Zqe9FmAMBQ9YhaBGDUqEUAehk2CXvKzA529ydCpP50WL5Z0iGZx60Ky/bg7ldIukKSltrygTtxddEthZgrnahbghOLpuy37Gej6Da1IAWTCtajttSibinEXOlE3RKcWDRlv2U/G0W3qQUpmEQtAjCAYZOwGyWdG34/V9INmeXvDDMBnSLpxUw0DwDjQD0CEANqEYC+9UzCzOwaSW+UdICZbZJ0iaRLJV1nZudLelTS28PD10laI2mjpFclvWsMba6VYa5pxbgxpLp9bnp9NsadgFX1GaUeDW+Ya1oxbgypbp+bXp+NcSdgVX1GqUUAiurZCXP3d3S567QOj3VJ7y3aKADohHoEIAbUIgBFDTsmDAPKJwb9JBVNSsSatC0xqPtMkKhOPjHoJ6loUiLWpG2JQd1nggSAqtAJq8gwpynGrm0dyxgM07kHsoY5TTF2betYxmCYzj0AtFnhKeoBAAAAAP0jCatYExKxOrd9nAadVKPIZ4H3AEU1IRGrc9vHadBJNYp8FngPAKA/JGEAAAAAUCKSsEisXnFszws7N2kcVRO3qV+9ErK5Pgv5x1adgLX5fWyqNSuP73lh5yaNo2riNvWrV0I212ch/9iqE7A2v48A6okkDAAAAABKRBIWkbrOdBdLKhOLYfdDNlWq+mLMaLe6znQXSyoTi2H3QzZVqvpizADQVCRhAAAAAFAikrCItSFhYkzRYJr8WUC82pAwMaZoME3+LABAGUjCAAAAAKBEJGE1UJeUaJjkbpzbVnbKNqqUav3jd9V2fCCarS4p0TDJ3Ti3reyUbVQp1brNG2o7PhAAYkcSBgAAAAAlIglDJcpM9/IpUtXJ4iDrr0sClrZz8uBq2wEMqsx0L58iVZ0sDrL+uiRgaTsXrKi4IQDQA0kYAAAAAJSIJAwj1ynpqWIWxG5j1MbRlk7juIq+HoBiOiU9VcyC2G2M2jja0mkcV9HXAwCMHkkYAAAAAJSIJCxiTbqGVozbkE2birYvxu0DRqVJ19CKcRuyaVPR9sW4fQCAPZGEAQAAAECJSMIi0m0cUJMSMfRnmGuuAaPSbRxQkxIx9GeYa64BAHqjExYROlnlY58De6KTVT72OQC0C6cjAgAAAECJ6ISh8VavOLa2iVed2w5gtjUrj69t4lXntgNAjOiEAQAAAECJGBOG1qljssREHUDz1DFZYqIOABgNkjAAAAAAKBFJGFqjjglYXmyJ2J77dGMVzQBqpY4JWF5sidie+/SRStoBAP0iCQMAAACAEpGEATVUJNUbRYrWhFQRQHFFUr1RpGhNSBUBtFPPJMzMPm9mT5vZPZllf2xm3zezu83sr81sWea+i81so5k9YGarx9RuAC1DLQIQC+oRgKL6ScKulPRJSX+RWXazpIvdfZeZ/ZGkiyVdaGZHSzpH0mslrZB0i5n9lLvvHm2zAQxr2BRr/eN3VZ2AXSlqEdAYw6ZY6zZviCEBu1LUIwAF9EzC3P0fJP0ot+zr7r4r3LxN0qrw+1mSrnX37e7+AyWj9E8aYXsBtBS1CEAsqEcAihrFxBzvlnRT+H2lpMcy920KywDUXA3GgVGLgBaIIAXrB/UIwJwKTcxhZh+WtEvS1UM89wJJF0jSIi0u0gwALUctAhCLYesRtQhol6E7YWZ2nqQzJZ3m7h4Wb5Z0SOZhq8KyPbj7FZKukKSlttw7PQYAeqEWAYhFkXpELQLaZajTEc3sdEkflPQWd381c9eNks4xs4VmdrikoyR9p3gzAWBP1CIAsaAeARhEzyTMzK6R9EZJB5jZJkmXKJnxZ6Gkm81Mkm5z9/e4+71mdp2k+5RE8e9l9h8Ao0AtAhAL6hGAomwmLa/OUlvuJ9tpVTcDQEG3+No73f3EqtsxLGoR0AzUIgAxmKsWjWJ2RAAAAABAn+iEAQAAAECJ6IQBAAAAQInohAEAAABAieiEAQAAAECJ6IQBAAAAQInohAEAAABAieiEAQAAAECJ6IQBAAAAQInM3atug8zsGUlbJD1bdVs6OEC0axC0azBNa9eh7n7gqBtTFmrRUGjXYGjXYKhF8WnaZ2XcaNdgmtaurrUoik6YJJnZHe5+YtXtyKNdg6Fdg6Fd8Yl122nXYGjXYGhXfGLddto1GNo1mDa1i9MRAQAAAKBEdMIAAAAAoEQxdcKuqLoBXdCuwdCuwdCu+MS67bRrMLRrMLQrPrFuO+0aDO0aTGvaFc2YMAAAAABog5iSMAAAAABovCg6YWZ2upk9YGYbzeyiitpwiJl9w8zuM7N7zez9YflyM7vZzB4KP/erqH2TZvY9M/tquH24md0e9tmXzGxBBW1aZmZrzez7Zna/mb0hhv1lZh8I7+E9ZnaNmS2qYn+Z2efN7GkzuyezrOP+scSfhPbdbWbHl9yuPw7v491m9tdmtixz38WhXQ+Y2epxtSsGMdSi0I5o6xG1aKB2RVGLQluiq0fUou6oRX21LbpaFNoRXT2iFg3VprHXoso7YWY2KelPJZ0h6WhJ7zCzoytoyi5Jv+nuR0s6RdJ7QzsuknSrux8l6dZwuwrvl3R/5vYfSbrM3Y+U9Lyk8yto0yckfc3df1rSMaF9le4vM1sp6X2STnT310malHSOqtlfV0o6Pbes2/45Q9JR4d8Fkj5VcrtulvQ6d3+9pAclXSxJ4W/gHEmvDc/5s/A32zgR1SIp7npELepDZLVIirMedWoTtYha1K8Ya5EUWT2iFg3dpvHXInev9J+kN0han7l9saSLI2jXDZJ+XtIDkg4Oyw6W9EAFbVml5EP5JklflWRKLhg3r9M+LKlN+0r6gcK4wszySveXpJWSHpO0XNK8sL9WV7W/JB0m6Z5e+0fSZyS9o9PjymhX7r7/JOnq8Pusv0dJ6yW9ocz3tMTPTpS1KLQlinpELRqoXVHVorC+6OoRtajjdlOLercjuloU1htdPaIWDdem3H1jqUWVJ2Ga+XCkNoVllTGzwyQdJ+l2SQe5+xPhriclHVRBky6X9EFJU+H2/pJecPdd4XYV++xwSc9I+kI4HeCzZrZEFe8vd98s6WOSfijpCUkvSrpT1e+vVLf9E9Pfwbsl3RR+j6ld4xbltkZWjy4XtagvNahFUvz1iFqUiGJbqUV9ia4eUYtGYiy1KIZOWFTMbG9JX5b0G+7+UvY+T7q8pU4naWZnSnra3e8sc719mCfpeEmfcvfjJG1RLl6vaH/tJ+ksJYVwhaQl2jNijkIV+6cXM/uwktNPrq66LYirHlGLBlOnWiTFV4+oRXGhFvUtunpELSpmnLUohk7YZkmHZG6vCstKZ2bzlRSZq939K2HxU2Z2cLj/YElPl9ysUyW9xcz+TdK1SqL3T0haZmbzwmOq2GebJG1y99vD7bVKCk/V++vnJP3A3Z9x952SvqJkH1a9v1Ld9k/lfwdmdp6kMyX9UiiCUbSrRFFta4T1iFo0mNhrkRRpPaIWxbWt1KKBxFiPqEVDGnctiqET9l1JR4VZWhYoGex2Y9mNMDOT9DlJ97v7xzN33Sjp3PD7uUrOhy6Nu1/s7qvc/TAl++bv3P2XJH1D0tsqbNeTkh4zs9eERadJuk8V7y8lcfspZrY4vKdpuyrdXxnd9s+Nkt4ZZgI6RdKLmWh+7MzsdCWndrzF3V/NtfccM1toZocrGRz7nbLaVbIoapEUZz2iFg0s9lokRViPqEWSqEVzirUWhbbFWI+oRUMopRaNYjBb0X+S1iiZeeRhSR+uqA0/oyT+vFvSXeHfGiXnGd8q6SFJt0haXuF+eqOkr4bffzK86Rsl/ZWkhRW051hJd4R9dr2k/WLYX5J+T9L3Jd0j6S8lLaxif0m6Rsn51zuVHB07v9v+UTKo+E/D38C/KpnFqMx2bVRyjnP62f905vEfDu16QNIZZb+fJX92Kq9FoR1R1yNqUd/tiqIWhbZEV4+oRXPuG2pRf+2LqhaFdkRXj6hFQ7Vp7LXIwosBAAAAAEoQw+mIAAAAANAadMIAAAAAoER0wgAAAACgRHTCAAAAAKBEdMIAAAAAoER0wgAAAACgRHTCAAAAAKBEdMIAAAAAoET/HyZxRlLUBZKoAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3798,18 +3804,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2wAAAFGCAYAAAAWxBwoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABXDUlEQVR4nO3deZxkZXnG/d/V3bMwMKxjEAYEImiCvlEMAXxNIpFEFlGMryHgBkqcmLhgolFQo8Rogol7JBpUAkYjIG5ERxGJaIyCLK6AhAHBmXHYt4HZurvu94/nqe5TNVXdXd21nKq6vnyKrjp1lqdO19x9nu0+igjMzMzMzMysfEZ6XQAzMzMzMzNrzBU2MzMzMzOzknKFzczMzMzMrKRcYTMzMzMzMyspV9jMzMzMzMxKyhU2MzMzMzOzknKFzcyGmqQrJf1Zl471F5LukvSIpD3msP6pkr7bjbLNhaTfk3Rzr8vRKfn38usd3P/HJP3tDO+fJenTC9j/kZLWzXf7un29WNI35rnt/pJC0lg7ymJmNuxcYTOzgSfpdkmb8wX5XZLOl7RTi/tY0EWopEXA+4FnR8ROEXFfO/c/h+MvqDIAEBH/ExFPbFeZyib/Xm7r4P5fFRF/D+2pXOXvy4HtKV2tiPhMRDy7E/ueL0m7SrpA0t35cVavy2Rm1g2usJnZsHhuROwEPA04FHhbl4+/J7AUuKHLx50TJUP5N8E9QX3jA8AyYH/gMOClkl7e0xKZmXXBUP5xNrPhFRHrga8BT65/T9KIpLdJuiO34H9K0i757e/knw/mnrqnN9h+iaQPSvpVfnwwL3sCcHNh+/9uULSm+5f0XkkPSPqFpGMLy3eR9ElJGyStl/QuSaMNynUM8BbgT/O+f5yXXynp3ZL+F9gE/Lqkl0u6SdJGSbdJ+vPCfmp6hXLP5Rsl/UTSQ5IukrS0wWdD0oGSvp3Xu1fSRYX3niTpckn35x7QtxR+H2dIulXSfZIulrR7fq/aI3mKpF/mfb61sM/DJH1f0oP5/HxE0uLC+yHp1ZJuAW4pLDuwcG4/Jeme/H14W6MKraSlufd2RX79VkkTknbOr/9e0gfz8/Pz72hH0ndw7/z7eETS3nmXi/NxN0q6QdKhTc5n9fvy47z9nxbee0P+/m4oVmjyd/G9+XzdpTREc4cm+68ZjpvPzask3ZLP6TmSlN8bzfu9V9JtwHPq9tXweyppsaQfSXptYT//K+ntjcoEPBf4p4jYFBG3A58EXtFkXTOzgeEKm5kNFUn7AscBP2zw9qn58QfArwM7AR/J7/1+/rlrHjr3/QbbvxU4Angq8BRSL8DbIuL/gCcVtn9Wg22b7f9wUmVvBfBPwCerF8rA+cAEcCBwCPBsYLv5eBHxdeAfgIvyvp9SePulwCpgOXAHcDdwPLAz8HLgA5Ke1qC8VScCxwAHAL9FOn+N/D3wDWA3YB/gXwAkLQe+CXwd2Dt/livyNq8Fng88M7/3AHBO3X5/F3gicBTwdkm/mZdPAn9FOm9Pz+//Zd22zyed34MblPdfgF1I34NnAi8jnY8aEbEFuCavQ/55B/CMwutv123zKHAs8Kv8+9gpIn6V334ecCGwK3Ap09+/+uNWvy9PydtXK8CPzeVeCZwGnCNpt/ze2cATSN/PA/M6zSpHjRwP/A7p93wicHRe/sr83iGk3usX1m13Pg2+pxGxDXgJ8M78ezsDGAXePUMZVPd8u4YXM7NB4wqbmQ2LL0l6EPgu6QL6Hxqs82Lg/RFxW0Q8ApwJnKS5D5l7MfDOiLg7Iu4B/o5UIVqIOyLi4xExCVwA7AXsKWlPUsXz9RHxaETcTRoydlKL+z8/Im6IiImIGI+Ir0bErZF8m1TJ+r0Ztv9wRPwqIu4H/otUGWhkHNgP2DsitkREtffmeODOiHhfXr4xIq7O770KeGtErIuIrcBZwAvrfh9/FxGbI+LHwI9JFWUi4rqIuCp/rtuBf2O6UlX1jxFxf0RsLi5U6qU8CTgzl+d24H00/11+G3hmLtdvAR/Or5eSKjjfabJdI9+NiNX59/0f1c/TgnHSd3A8IlYDjwBPzJX8VcBf5c+8kfRvoJXvy9kR8WBE/BL4FtO/6xOBD0bE2vw9+MfqBrN9TyPiZ8C7gC8BbwRemj97I18HzpC0PPeEvoI0RNLMbKB53L6ZDYvnR8Q3Z1lnb1LvSNUdpDi55xyP0Wj7vZusO1d3Vp9ExKbcubYTsDuwCNgw3eHGCLC2xf3XrK805PIdpJ6YEdIF8U/nUj7SsMpmn/dNpF62H0h6AHhfRJwH7Avc2mSb/YAvSqoUlk1S+/uoP/5O+XM8gZTk5dD8GcaA6+r23+xcrSCd2/rf5com6387H+tppHN1OWm43hHAmvoEM7Oo/zxLJY1FxMQct7+vbt3qOXkM6TxcV/i+iNSjNd+yVRP37E3tuSyet/2Y/Xt6AalX7fMRccsMx38dqefzFuA+4LPAyS2U38ysL7mHzcxs2q9IF5hVjyMN5boLiHlu/6sm69aby/6L1gJbgRURsWt+7BwRT2qyfrP9Ty2XtAT4PPBeYM+I2BVYTe0wtHmJiDsj4pURsTfw58C/5l6StaRhh42sBY4tfL5dI2Jpnoc4m48CPwcOioidSXP46j9Hs3NyL9M9glWPA5od93ukYZl/DHw7Im7M6x9H3XDIORy7U+4FNgNPKpzLXXIinoXaQKp4Vz2u8Hwu39N/Bb4CHC3pd5sdJPcMvjgiHpu3HwF+0Ibym5mVmitsZmbTPgv8laQDlNL+V+d9TQD3ABWaVy6q279N0mNyEoq3A3NNpT+X/U+JiA2k4Yrvk7RzTtDxeEn1w/6q7gL2b5Q4o2AxsCSXZSL3trUltbukP5G0T375AKnCUiFdqO8l6fU5KcZySYfn9T4GvFvSfnkfj5F0whwPuRx4GHhE0m8AfzHXsuYheRfnYy/Px/9rmvwuI2ITqffu1UxX0L5HGtLZrMJ2F7CHppPazMddzP37UgE+TpqT+GsAklZKOnrmLefkYuB1kvbJ8+XOKBx3xu+ppJcCv02a+/g64AI1ueVG3m6PnJzkWNIQz3e1ofxmZqXmCpuZ2bTzSPOGvgP8AthCSnxRvSh/N/C/OUveEQ22fxdwLfAT0tC465njBeUc91/vZaRK1o2kStAlpDlujXwu/7xP0vVNyrCRdNF8cd7fi0iJL9rhd4CrJT2S93l6niu4EfgjUgbAO0nD3f4gb/OhvO43JG0EriIlCZmLN+bybyRVVC6aefXtvBZ4FLiNNO/xP0nfj2a+TRr694PC6+U0mb8WET8nVfBvy7/v+QydPYtUwXlQ0olzWP/NwBrgKkkPk5K9tOO+eh8HLiPNIbwe+ELd+w2/p5IeB3wQeFlEPBIR/0n69/OBJsf5bdK/q42keXIvjohS3ibDzKydFNHtURlmZmZmZmY2F+5hMzMzMzMzKylX2MzMzMzMzErKFTYzMzMzM7OScoXNzMzMzMyspFxhMzMzMzMzKylX2MzMzMzMzErKFTYzMzMzM7OScoXNzMzMzMyspFxhMzMzMzMzKylX2MzMzMzMzErKFTYzMzMzM7OScoXNzMzMzMyspFxhMzMzMzMzKylX2MzMzMzMzErKFTYzMzMzM7OScoXNzMzMzMyspFxhMzMzMzMzKylX2MzMzMzMzErKFTYzMzMzM7OScoXNzMzMzMyspFxhMzMzMzMzKylX2MzMzMzMzErKFTarIektkj7R7nXnsK+QdGA79mVm5SbpfEnvys9/T9LN89zPxyT9bXtL197YZmZmtlCKiF6XwTpE0qnAG4DHAw8DXwTOjIgHe1ishiQFcFBErOl1WcwMJN0O7AlMAo8CXwNeExGPtGHf5wPrIuJtLWxzKvBnEfG7Cz1+v5F0JPDpiNinTPsyM7PucA/bgJL0BuA9wN8AuwBHAPsBl0ta3GSbse6V0Mz6wHMjYifgacChwHYVLMcNMzOzznKFbQBJ2hn4O+C1EfH1iBiPiNuBE4H9gZfk9c6SdImkT0t6GDg1L/t0YV8vk3SHpPsk/a2k2yX9YWH7T+fn++dhjadI+qWkeyW9tbCfwyR9X9KDkjZI+kizimODz3OlpHdJ+p6kRyT9l6Q9JH1G0sOSrpG0f2H9D0lam9+7TtLvFd6rfuaLJG2UdL2kp8z7ZJsNgYhYT+phezJMDWF+taRbgFvysuMl/Sj/G/+epN+qbi/pkPxvbaOki4ClhfeOlLSu8HpfSV+QdE+OOx+R9JvAx4Cn5xjwYF53amhlfv1KSWsk3S/pUkl7F94LSa+SdEsu4zmS1OjzthLbGmy7g6T35bj5kKTvStohv/c8STfk41+ZP1d1u9slvVHST/J2F0laKmnHfO73zp/9EUl7SxqRdIakW/N5uljS7nlfH5X0+cK+3yPpimb7avqLNzMbYEf/wY5x6FOWtvyQ9PVul9Uto4Pp/yVdEH2huDAiHpG0Gvgj4Ly8+ATgT4CXAUuAN1fXl3Qw8K/AMcAPgH8AVs5y7N8Fngg8AfiBpC9ExE2kYVV/BVwL7EO6aPhL4INz/EwnAUcD9wLfz4+/BE7Jn+UdwMvzutcA7wQeAk4HPidp/4jYUvjMJ5MqrqcDX5L0hIgYn2NZzIaKpH2B46iNKc8HDgc2SzqE9O/wuaR/4y8BLpX0RCCAL5H+rX+E9O/vs6QRAPXHGQW+Avw38FJS3Dg0Im6S9CpmGBIp6VnAPwLPBm4A3gtcCPx+YbXjgd8BdgauA/4LmOsf3maxrd57gSeR4vCdpHNUkfSE/LmfD1xJiof/JengiNiWtz2RFG+3AP8LnBoRH5N0LHXDGCWdnvf1TOAe4MPAOaTY9gbgR0rDSG8FTgOeGhGPNtqXmdkwuvf+Sa6+rPVQuGivW1d0oDgzcg/bYFoB3BsREw3e25Dfr/p+RHwpIioRsblu3RcC/xUR380XFG8nXXzN5O8iYnNE/Bj4MfAUgIi4LiKuioiJ3Nv3b6QLjbn694i4NSIeIlX2bo2Ib+bP+DngkOqKEfHpiLgvH+t9pIroEwv7ui4iLskVtPeTKrdHtFAWs2Hxpdyb9V3g26RGm6p/jIj7c9xYBfxbRFwdEZMRcQGwlfTv6ghgEfDB3Nt/CalRpZHDgL2Bv4mIRyNiS0R8d45lfTFwXkRcHxFbgTNJPXL7F9Y5OyIejIhfAt8CnjrHfUOT2FYkaQR4BXB6RKzP5+J7uTx/Cnw1Ii7Psee9wA6kil3VhyPiVxFxP6kyOVP5XgW8NSLW5f2fBbxQ0lhEbCJVeN8PfJo02mJd812ZmQ2jYDIqLT96wT1sg+leYEX+w11fadsrv1+1dob97F18PyI2SbpvlmPfWXi+CdgJILcuv580D2YZ6bt33Sz7Krqr8Hxzg9c7VV9IeiOpRXlvUgVzZ2orqcXPVMnDsTwsyGx7z4+IbzZ5rxg79gNOkfTawrLFTP8bXB+1Ga7uaLLPfYE7mjQ2zWZv4Prqizyi4D7SqIDb8+KG8WmO5rLtClID0K1Nyjf1uXPsWUvtqIX6Y8wUl/YDviipePUwSUoUsz4irpZ0G/BrwMUz7MfMbCgFUJm1H6Ic3MM2mL5Pat1+QXGhpJ2AY4ErCotn+qZuIA1frG6/A7DHPMv0UeDnpEyQOwNvARrOH1mIPF/tTaShRbtFxK6koZHFY+1bWH+E9Bl/1e6ymA24YuxYC7w7InYtPJZFxGdJcWRl3XyxxzXZ51rgcWqcyGS2v6q/IlViAMjztfYA1s/2QdroXtJwxsc3eK++fCLFormUr9FnXwscW3fOl+b5hkh6NWl0wa9IMXGmfZmZDaXKPP7rBVfYBlAeNvh3wL9IOkbSojws6GJgHfAfc9zVJcBzJf2/SglCzmL+lazlpFsLPCLpN4C/mOd+5nKcCdKcjjFJbyf1sBX9tqQX5IvC15Mqt1d1qDxmw+DjwKskHa5kR0nPkbSc1IA0Abwux6IXkIY+NvIDUgXv7LyPpZKekd+7C9hHzZMVfRZ4uaSnSlpCGr55dR6C3RURUSHN5Xt/TgwyKunpuTwXA8+RdJSkRaR5ZluB781h13cBe0japbDsY8C7Je0HIOkxkk7Iz58AvIs0l/ClwJskPXWGfZmZDZ0gmIzWH73gCtuAioh/IvVivZdUUbqa1CJ7VJ7vMJd93AC8ljRxfwPwCHA36SKjVW8EXgRsJF3cXTSPfczFZaQkAv9HGn60he2HfX6ZNJ/kAdLFzAuccMRs/iLiWuCVpKQiDwBrgFPze9tIvf2nAveT/u19ocl+JkmJSw4EfklqYPrT/PZ/k5KJ3Cnp3gbbfhP4W+DzpHj1eFKyom57I/BT0jy9+0nJVUYi4mZSBepfSD1xzyXdNmFbsx1VRcTPSRXS23KGyb2BDwGXAt+QtJHU6HR4boj6NPCeiPhxRNxC+lvwH5KWNNmXmdlQqhAtP3rBN862OctDKh8kDWv8RY+LMy+SzgIOjIiX9LosZmZmZtYbT33K4rjia7/W8nYrVq6/LiIO7UCRmnIPm81I0nMlLcvzQd5Lajm+vbelMjMzMzNbmH7pYXOWSJvNCaQ5byLdX+mkcLesmZmZmfWxgJ7NSWtVx3rYcrKLmyWtkXRGp45jnRURf5azj+0SEUfleRh9KyLO8nDI4ebYZGZmZgCVeTx6oSMVNkmjwDmkFPIHAydLOrgTxzIzmyvHJjMzM4OcJXIej17oVA/bYcCaiLgtZ8C6kDS0zsyslxybzMzMrK90ag7bSmpTqa8DDm+28mItiaXsuN3yyYOWtL1go7fMJyP9YOvEeS5qdM6rx1zo76Nd+7HmZvp+zHTet/Ao22Jr22+OvkAtxSZwfOo1xyebyYDFJzPrpoDJ/pjC1rukI5JWAasAFv/azvzGBX/elePuctyarhynXzy0+sCO7XvqXBf+JM71eLP9nqr7aXQMa6+HPjz776zR7+vquKITxekKx6dycHyy2QxjfDKz9gh6NyetVZ0aErke2Lfwep+8bEpEnBsRh0bEoWO7LOtQMczMaswam8DxyczMbPCJyXk8eqFTPWzXAAdJOoB0MXQS8KJmK4/espVdjlvTkdZUt1g31smW63Ycc7Z1/Xstl+16FMqrpdgEjk+94Phk7dRH8cnMuiiAyjAPiYyICUmvAS4DRoHzIuKGThzLzGyuHJvMzMysqlc9Zq3q2By2iFgNrG5lm2rrVy9aV4dFN85tfStmJ47ZbJ9uQbXZzCc2geNTNzg+mZlZtwSusJmZmZmZmZVWJVxhm7f5tGQ328Zj15NBabmeTaNjDvvvvhuG6Rw7PrWf45N1ks+xmTXiHjYzMzMzM7OSCsRkxxLmt1epK2yztWQ3ajWr32bYW9Z60XJdNp5P0hrP0Zobx6eFc3xyfGqV45NJOh9YFxFvk/R7wCci4oldOG4AB0XEdv84JV0JfDoiPtHLcljr+mVIZH9UK83MzMysL0i6XdJmSY9IukvS+ZJ2avdxIuJ/5lJZk3SqpO+2+/jW36pDIof5PmxtNZ9W6WFtnexm62Ozc9wvLaBu2a41n9/bsJ6rIsenuXN8mjvHp1qOT33puRHxTUkrSbdSeRtwRnEFSWMRMdGT0pkhJqM/+q76o5RmZmZm1nciYj3wNeDJkIb0SXq1pFuAW/Ky4yX9SNKDkr4n6beq20s6RNL1kjZKughYWnjvSEnrCq/3lfQFSfdIuk/SRyT9JvAx4Om5x+/BvO4SSe+V9MvcC/gxSTsU9vU3kjZI+pWkV8zho+4n6X9zOb8haUVhX0fkz/WgpB9LOrLw3ssl3ZS3u03Snxd32ko5JF0p6V35WI9I+i9Je0j6jKSHJV0jaf/C+h+StDa/d10eYlp97yxJl0i6KJfteklPmcN56BsBVBhp+dELfdHDVuXWsmm9bCUe9N+DW7ZtPvz9mOb41DmOT9ZvJO0LHAd8obD4+cDhwGZJhwDnAc8FrgVeAlwq6Ymka+ovAR8EPgKcAHwWeE+D44wCXwH+G3gpMAkcGhE3SXoV8GcR8buFTc4GHg88FRgH/hN4O3CmpGOANwJHAb8APj6Hj/oi4FhgLamC+kbgjNzD+NVcpq/nfX5e0m9ExD3A3cDxwG3A7wNfk3RNRFw/z3KcBBwN3At8Pz/+EjiFdJ7fAbw8r3sN8E7gIeB04HOS9o+ILfn9E4CTSb+T04EvSXpCRIzPoRx9wVkirS36ZfgO9FdZ56P+8w3jBdIwfmZrrp/+zfdTWefD8Wk4P3PJfUnSBKky8FXgHwrv/WNE3A8gaRXwbxFxdX7vAklvAY4gVdgWAR+MiAAukfTXTY53GLA38DeFYZYN561JErAK+K1COf6BVGk7EzgR+PeI+Fl+7yxSxWUm/x4R/5fXvxh4Xl7+EmB1RKzOry+XdC2pEntBRHy1sI9vS/oG8HvA9Qsox615/a8BB0fEN/PrzwF/X10xIj5d2O59kt4GPBH4cV52XURckrd9P/AG0u/lf2YpQ1+I6J8hka6wmZmZmVm7Pb9aUWhgbeH5fsApkl5bWLaYVPkKYH2urFXd0WSf+wJ3zHFO3GOAZcB1qe4GgIDR/Hxv4Lo5HLPozsLzTUA1ycp+wJ9Iem7h/UXAtwAkHUvq9XoCaarSMuCnCyjHXYXnmxu8nkr+IumNwGlMn+udgRWF9ad+TxFRycNP955DGfpGxT1sNmjcellrmG6CO6ifywaHv6O1HJ+s5IoVsLXAuyPi3fUrSXomsFKSCpW2xwG3NtjnWuBxTRKZRN3re0mVlyflOXb1NpAqgFWPa/5RZrUW+I+IeGX9G5KWAJ8HXgZ8OSLGJX0JpmoR7SxH/bF/D3gTabjlDblC9kDh2BSPLWkE2Af4VbvKYHPXH/2AZmZmZjaIPg68StLhSnaU9BxJy0nzryaA10laJOkFpKGPjfyAVME5O+9jqaRn5PfuAvaRtBhSb1E+7gck/RqApJWSjs7rXwycKulgSctIPWDz9WnguZKOljSay3WkpH1IPYlLgHuAidzb9uzCtu0sR73lpHN7DzAm6e2kHrai35b0AkljwOuBrcBVbSxDT6W0/iMtP3rBPWwlVab5FrO1XpaprL1W5oQAs6Wd7/c06NY9ZfpOOD7NneOTlVFEXCvplaSkIgeRer6+C3wnIrblStrHgXcBq6lNXlLcz2Qedvhh4Jek6/H/BP6XlIjkBuBOSZWIWAG8mZRk5Kqc0XE98FHgsoj4mqQP5u0qpFsSvHien2+tpBOAfyIlTJkkVS7/IiI2SnodqWK2BPgv4NLCtm0rRwOXkZKg/B/wKPABaoeqAnwZ+FPgAmAN8IJBSjjST2n9XWEzMzMzs7aJiP1neG+7SUMR8XVS5aHR+tcChzR570rSML3q61+SMlDWr7cNeE7dsi3AW/Kj0b7PJmWSrDqv0Xp53SPrXp8PnF94fTXwzCbbngOcM8O+F1KOt9W9/iZwYH4+CbwiP6r+qW6XWyLiJc2O1++qaf37gStsJdVqi2cnWhnL0Oo6KHrZsl1/7FZu8NzKejY8HJ8Gi+OTmQ2rye3bD0qpP6qVZmZmZgNM0jGSbpa0RtIZvS6P2aAL5DlsZdVq612/qH6edrRkz/XceO7AwnWiZXuuv5dB/bfQzwb1d+L41J8cn7on3/T5HOCPgHXANZIujYgbe1syG1YRcVavy9ANFc9hMzMzM7M5OAxYExG3AUi6EDgBcIXNrEOqWSL7wdBW2Opb+QalFW8hLdmDcg4GwXxatt2jMDgcn5pva73n+NQRK6nN0LcOOHymDRZrSSxlx44WyqyfbOSBeyPiMXNdP1DfzGEb2gqbmZmZWT+RtApYBbCUZRyuo3pcIrPy+GZccker2zhLZEnVtwBWW/3KfH+asnFLae904twP21yRMnN8WjjHp95xfFqQ9cC+hdf75GU1IuJc4FyAnbV7dKdoZoMpAt+HzczMzMzm5BrgIEkHkCpqJwEv6m2RzAadqOAhkX2hWYt2o9f91MLXylyRZuv20+e1hRuiluy+4fjk+GTJoMeniJiQ9BrgMmAUOC8ibuhxscwGWuAeNjMzMzObo4hYDazudTnMhomzRPapZq13D60+sC9beGdryS5+hvp1PRdksPXD99dqOT45Pg2Lfvj+mll/C0TFWSLNzMzMzMzKyT1sA6bY2tePmdvqW6dnKuNC7pVk/aOfvr82M8cnGzT99P01s/4UQKVP5rD1RynNzMzMzMxKTtIxkm6WtEbSGQ3ef5ykb0n6oaSfSDputn26h20eWsnc1mj9XmqlLG7JHk6Nft9l+g7bzByfbJA5PplZ+4jJNqf1lzQKnAP8EbAOuEbSpRFxY2G1twEXR8RHJR1MSja0/0z7nXcPm6R9c+3wRkk3SDo9L99d0uWSbsk/d5vvMczM5sPxyczMzGZSHRLZ6mMWhwFrIuK2iNgGXAic0ODQO+fnuwC/mm2nC+lhmwDeEBHXS1oOXCfpcuBU4IqIODt3A54BvHkBxym9Zi3ag9Lq55Zsm+13X8LvuuNT5vhkg64P45OZlcQ8e9hWSLq28PrciDg3P18JrC28tw44vG77s4BvSHotsCPwh7MdcN4VtojYAGzIzzdKuikX8gTgyLzaBcCVDPgFkZmVi+OTmZmZzSRC8006cm9EHLqAQ58MnB8R75P0dOA/JD05IirNNmjLHDZJ+wOHAFcDe+aLJYA7gT3bcYx+MqiteW7JtmYafScmX/fdHpRke45PtRyfbNiUOT6ZWW9Ntj9L5Hpg38LrffKyotOAYwAi4vuSlgIrgLub7XTBpZS0E/B54PUR8XDxvYgI0jjNRtutknStpGvH2brQYpiZbcfxyczMzBoJoIJafsziGuAgSQdIWgycBFxat84vgaMAJP0msBS4Z6adLqjCJmkR6WLoMxHxhbz4Lkl75ff3okltMSLOjYhDI+LQRSxZSDHMzLbj+GRmZmbNickYafkxk4iYAF4DXAbcRMoGeYOkd0p6Xl7tDcArJf0Y+Cxwam5EbmreQyIlCfgkcFNEvL/w1qXAKcDZ+eeX53uMfjVok/rN+o3jU3OOT2ZmZtUske1N6w8QEatJqfqLy95eeH4j8IxW9rmQOWzPAF4K/FTSj/Kyt5AuhC6WdBpwB3DiAo5hZjYfjk9mZmY2o8mFzw7rioVkifwuNB3IedR89ztI2jH53a3gZq1zfJqd45OZmQ2zQB3pYeuEtmSJNDMzMzMz6yeVQe9hs+5oV4pqt4SbWbs5PpmZWb+KgEn3sJmZmZmZmZWTh0QOId+w1czKyvHJzMxsWprD5iGRZmZmZmZmpTQ5+42wS8EVNjMzMzMzGyqdug9bJ/RHP6CZmZmZmdkQcg+bmZmZmZkNmf6Zw9YfpTQzMzPrc5L2lfQtSTdKukHS6Xn57pIul3RL/rlbr8tqNgwqqOVHL7jCZmZmZtYdE8AbIuJg4Ajg1ZIOBs4AroiIg4Ar8msz66DqfdhaffSCh0SamZmZdUFEbAA25OcbJd0ErAROAI7Mq10AXAm8uQdFNBsq/TIksu8rbNV7C+1y3Joel8TMrJbjk5k1I2l/4BDgamDPXJkDuBPYs1flMhsW6T5s/ZElsu8rbGZmZmb9RNJOwOeB10fEw9L0RWNEhKRost0qYBXAUpZ1o6hmA61Xc9Ja1ZcVtmqrtc1dO1v6q/vw78Fse/530TrHJxsmkhaRKmufiYgv5MV3SdorIjZI2gu4u9G2EXEucC7Aztq9YaXOzObG92EzMzMzsxpKXWmfBG6KiPcX3roUOCU/PwX4crfLZjaMKjHS8qMX+rKHrZFezhVxS66ZzcTxycyyZwAvBX4q6Ud52VuAs4GLJZ0G3AGc2JvimQ2R8Bw2MzMzMyuIiO9C00kzR3WzLGbDLvActo7yHAUzKyvHJzMzs/7gHjYzMzMzM7MS6qekI31dYdvluDW+z5GZlZLjk5mZWbm5wmZmZmZmZlZCvnF2F5Wh5dpzVsysEccnMzOz8nLSETMzMzMzszIKD4m0kilDS7+ZWSOOT2ZmZs25wtZGHnpkZmXl+GRmZjbNWSLNzMzMzMxKzBW2IeaWbDMrK8cnMzMzZ4k0MzMzMzMrtXCFzczMzMzMrJyc1t/MzMzMzKyEYpjS+ksaBa4F1kfE8ZIOAC4E9gCuA14aEdsWepx+VD9XpJXU1e2eXzKfMpjN1y7HrWE0tva6GI5PM3B8smFVlvhkZr3XL0MiR9qwj9OBmwqv3wN8ICIOBB4ATmvDMczM5sPxyczMzBpISUdaffTCgnrYJO0DPAd4N/DXkgQ8C3hRXuUC4Czgows5Tr+bT6tx/TZlzOjmbHNWZo5Pc+P4ZGZmw6pfetgWOiTyg8CbgOX59R7AgxExkV+vA1Yu8BhmZvPxQRyfzMzMrIGhuHG2pOOBuyPiOklHzmP7VcAqgKUsm28xhoZbi60flGUOkuNTdzk+WT8oS3wys5KIlHikHyykh+0ZwPMkHQcsBXYGPgTsKmkst2LvA6xvtHFEnAucC7Czdu+T02VmfcLxyczMzGY08Gn9I+JM4EyA3IL9xoh4saTPAS8kZWI7BfjywotpVQudO9KJbGxuXbeycXzqDccnMzPrF0H/zGFrR5bIem8mTfBfQ5oz8skOHMPMbD4cn8zMzIyhyRJZFRFXAlfm57cBh7VjvzY7tx6bzczxqXccn8zMrMz6ZQ5bJ3rYzMzMzKwJSaOSfijpK/n1AZKulrRG0kWSFve6jGbDIEItP3qhLT1s1nuttmR3cq7IfLgFvr85+5rNxPHJeqmk8el04CZSQiSA9wAfiIgLJX0MOI0hv0ekWadFDPccNjMzMzNrQNI+wHOAT+TXAp4FXJJXuQB4fk8KZ2al5B62AbPQLG0zbduJVkq3XJsND8cnMwA+CLwJWJ5f7wE8mG83ArAOWNmDcpkNnX65cbZ72MzMzMy6QNLxwN0Rcd08t18l6VpJ146ztc2lMxs+Ea0/esE9bAOunVna2tmivdDyNDu2W8S7q6RzQ6xPOD5ZJ5U0Pj0DeJ6k44ClpDlsHwJ2lTSWe9n2AdY32jgizgXOBdhZu/dJfjuz8urEHDZJx5D+XY8Cn4iIsxuscyJwFul2cD+OiBfNtE/3sJmZmZl1QUScGRH7RMT+wEnAf0fEi4FvAS/Mq50CfLlHRTQbGkHrGSJnq+BJGgXOAY4FDgZOlnRw3ToHAWcCz4iIJwGvn62s7mEbEs3mjjy0+sCmrZCdvIdSp/Y9lxZVt3IvXElbrq1POT5Nc3xauD6NT28GLpT0LuCHwCd7XB6zodCBburDgDX5vq9IuhA4AbixsM4rgXMi4gGAiLh7tp26wmZmZmbWZRFxJXBlfn4b6ULPzLqlM2n9VwJrC6/XAYfXrfMEAEn/Sxo2eVZEfH2mnbrCNqSKLcit3vOoE/dGarVVeSH3aZrrNm7p3l6ftlxbn3F8mvsxbJrjk5m1bH5dbCskXVt4fW6eXzpXY8BBwJGkOavfkfT/RMSDM21gZmZmZmY2VObZw3ZvRBza5L31wL6F142SCK0Dro6IceAXkv6PVIG7ptkBXWEbcnNpkezkXJGFHmMhLdlzLdNcyzDI3HJtveD4NHuZ5lqGQeb4ZGbz1YE0/dcAB0k6gFRROwmozwD5JeBk4N8lrSANkbxtpp26wmZ9rQx/qJ1IwKwHlFtF819bqXwZzh2fzMzKK2j/HLaImJD0GuAy0vy08yLiBknvBK6NiEvze8+WdCMwCfxNRNw3035dYTMzMzMzs+ESQAfuwxYRq4HVdcveXngewF/nx5y4wmZz1o3W4m4Mb+qFfh6+VIZeAhsSmscfzrzNzsfdVruPDoxzcXwq3+d2fDKzhejAn4qOcIXNzMzMzMyGjytsZvM3W0v2oLaqlqmle1DPsfUBjaSfUVnAtpPtK08dx6eZOT6ZWX9QJ+7D1hGusJmZmZmZ2fBxD5sNmk6mqG6mviXbrapJJzO/+Rxb19TNWdPYotr3Cy2fMZl7zJpMOHj4a48Htp/LptHRtNnExEJLux3Hp8Ycn6yvSP0zkcnaK9qfJbJTXGEzMzMzs8HSShKjRuu6EmclMvQVtvpWPrfeTStTRjD/XlrX6nwTn+PyGZr4VJ13VjWSLp5ivHDBVHfxVH9uVB3XUl1vZLTuGHUXZG28GBvY30sHOT6ZWSn0Sb186CtsZmZmZjagNNJaAqMuJC6yMvGQyK5qVyvcMLfmzbVHbZjP0SDy77HzHJ8aq84vm3q9KP9JqqSLq4CpC63Z4lN1HsLUXLbn3J7eyMdQXebJTsxps/YblO+6mZWUe9jMzMzMzLqkMPS5JolRCwmMoDK1r04mLbKScIWtc9oxt6pM87N6Ydg/v1mnOD7NXVTq/lJu2wbAI195HACTxexdc/yjOpXxqzoEqu4YGkt/9nwBZjbAivNiRzTjfNjtNJoHW5wD62QkgyOoqcyXWV9W2MzMzMzMzBaiX+rfpa6wzaeV2XNFGutEi/2gnSOzVjg+tUHuBXt49a/XLc8/FtDyWd3nLs9bCxTmx1VbyuuzSFacYMCs3xXnxRbnxE5dk7eSfARq58B6/utgcoXNzMzMzKw7aoZZ5yHWUYn5NchEpWZItYdTDygPiWxdN+ZttHqMgWnJNrMFcXzqgLqxKAvpUWt+jOpctvxzUUpEoBE1XM3MzIaH+qSHbWT2VZqTtKukSyT9XNJNkp4uaXdJl0u6Jf/crV2FNTObK8cnM7MhE5WpR0xMpN6wNgx31qKxNDxydDQNp64+rL/FPB89sKAKG/Ah4OsR8RvAU4CbgDOAKyLiIOCK/HpGkwctKX1WtLKXr5mHVh/Yt2U3WyDHp7KRarKtPfy1x/Pw1x5PhDrTu0YaDhWVmLrYGtlxGSM7LkM77JAeY2NpqFO1bOqP4TFm1kDE9KMt+8sVwEoFRkZgZASNaOph/U5pSGSrjx6Yd4VN0i7A7wOfBIiIbRHxIHACcEFe7QLg+QsroplZaxyfzKys3PtvViJ90sO2kDlsBwD3AP8u6SnAdcDpwJ4RsSGvcyew58KK2B590wLdh/p+Ho0NIsenMupB/uRHVu8HwM4vuDMtyD1o1QQC5J+amJhOWBDOGGkdVe39f6GkxcAy4C2k3v+zJZ1B6v1/cy8L2TeqveLtji8RUzFBuXce8m21x8fTKpOTNetbH+qTX9tChkSOAU8DPhoRhwCPUje8KCKa1kUlrZJ0raRrJx7atIBimJltx/HJzErHvf8d0M4hkNvtuzonLqaGTGtsbHpI9ehoukm3FjrDyHqmT3rYFvINWwesi4ir8+tLSBdId0naCyD/vLvRxhFxbkQcGhGHju2ybAHF6B7PBzPrG45PZVKcH9bluWKVEJUQMTmZHtu2Edu2oV13To9dlqNdlsPoqOelWDcUe/9/KOkTknZkjr3/xcakcbZ2qchmAyoY/DlsEXEnsFbSE/Oio4AbgUuBU/KyU4AvL6iEZmYtcnwys5JaUO9/sTFpEUs6XtjS63QjUO69266xxw09A0PR+qMXFnofttcCn8ljsG8DXk6qBF4s6TTgDuDEBR6jJfXzqBba4tzv87Kq5e/mPaT6/ZzZwHB86rX6C6jqsKF807Odj70VSNkioUP3Ycs2Xbo3ADv9yX25DOmv7vjeKbfD2MZHiM1b0luTdXPYPDfF2qdR7/8Z5N7/iNgwU++/ZcXYUhdXOqISMJ5vmB0xe9xwzLA2W1CFLSJ+BBza4K2jFrJfM7OFcnwys7KJiDslrZX0xIi4mene/xtJvf5n495/s+7pk7r1QnvYBkbpW6rNbGj1fXzKLeDTw4bSDWensjJ20EgevzI6klvfFy9KPyfT67GHUuv4+G8+jsXr7k/lWp8ySsb4to6Xz4ZS6Xr/+5ZGauLKdKbXSnt6uapZZUdHamKH44Z1WykqbKO3bK25IGnn8L36IYF9f+EzT90YGjmXc3vvqqcDsOLc73esHGbt5Pi0APWZ00ZTRY2pVNnp5c7PuR2Ah7+6P9CZoZE7/MmD6Zg77EA+CACTOy5OyyvBV793KQBH7/3Uth/frMq9/21QjC2FuFKNKTFZ/V97jqOlS9CiXGGLcNwYIL2ak9aqUlTYzMzMzMzMuqpHWR9bVcoKW7sn5jfaZ/2+B65lu4tmO3fVXjVwz5r1P8enOWiSrU3V5YtyM3huGVe+Ce1obuostovPtbdNdc2kS8dSgoBqz1rloMcBsHH/ZTVlfHi/1IK+7K7gOU87Or03cm/6WfENtM1Kpy6+1MSVQkypVEcmtjo8sjoMcvFiRnZYCqT4UYwdjhsDoof3VWtVKStsZmZmZmZmHeUKWzmV9sayXdKJ3oFmPF/NrDV9H5/qW77r7000MlKznsbyn6DRtHyn564DptNjP/zV/ad6zpr1tFXfH6nrYdthLPXaabddAdjya6mlfNvydKzRbWn9JQ+mnyuuuIPYkhIJuIXcrIQK8aUmthTiSjGmKCcWamk+mzQ1b21kyZKa+FGMHY4bg8Nz2MzMzMzM2qku4YiWFG4gXq3ITYJyVkfF2PQ90iYnt8tOq5FCJW2nHdGylJhoYuUebF2RG3p2GkU50ewuazYxdvfDaXd33b39fRutv7jC1j5z6RWabY5H37dcd8gux62Z97mpP+fFuWrgnjUbDo5PDTTJDllzYQU1F1dQe4EFsMvz103d8LqSe9iqf1s1tYu0ZNelmwHYaWwrAPf91T4AbP3N6QsuoOaiC/CFl5nZMHOFzczMzMxsAapDIRuk8tfoaEoqUl1WWFc5YQgRKPeqxbZtqJqApJK3W7Roeijlit2oLEsNS9t2W8KW3dNxRiZgZDxtN7buPmJzaiByI09/U3hIZEcV7100W3a1uerbbGxt0KyHYK7nwnPVzKYNZXxqdEEFtRdVUHth1WC74gUWpHsc7fiCu2uWbbt0BQCL//iBtE6+0JpYsRsADyxLP7c9Nl10FS+4oPaiC/CFl1mZNcg4qxFNx5TRUcg995KmYktsG083uwZiskLstUdap1KhsmNtT//k0jFiNB1nfKexqe77LbuNTlX0lt++idF7NwIw8as7pzdux825rbec1t/MzMzMzKyk+qTO3dcVtplam9vVsj2MWrmvGrhnzayRoYhPze63luem1bSCQ21LeGF5bMsZHQst4gCx1x4oD1uqtoovOjNtOvHU1GJe0zIONa3jQE0LOdC4lRzcUm5WclOZITVSG3ty73hoBC3K82B33AEm0nKNwdZf2xGAkW2TbN1jcXqee9sndhhhZDI9r4yKyAMFRsaDylg6zuj9j6LNW6ePWR0tYH3PQyLNzMzMzFrVaJh19fmIplL5T809qy5flF7HkkVMLl869dbk0rx+BJNL0vPKoulKWrWhZ9HGScYeTeOnxx7ewshDj6Z17rqHSm5Icvr+AeMKWzktdL7WMCvjXDX//myQ9Ht8qmkBh+174Aot4UBtazjUtIhDahUf2ZaWNWoVB2paxoGa1nGgpoUcqG0lh462lPfb78/MbKg46YiZmZmZWYvqb5BdbeAZne5tq94ChLGx6SHWQIxu31i0Zc8dWHpPurn15A5j0405i9I6Y1srRG5sGts0OXUBrw33Ebk3LSYmtrt/mw2IPvm1Dn2FzS2fzZVhrlrfzekxa6PSxqdmWSGLQ5ag8bCl4vuF4UtAzRAmSMOYqim4Gw5jgpqhTEDNcCagZkgT0NZhTY5PZm2kwtzXaobZsbHpubA5XjA2Nh1TJMiVt1g0RmWnNNc1RkeYWJ565Rc/sI3Nj02xZWRbsGhjihHVezKqEtNxZMODcN+DAFQeeXQ6e2xUPM/VemroK2xmZmZmZjaE+qQe7gqbbaebc9Xa1ULtuSJmXVI/XCk9ST9Ga3vcisOW0qa1c9oaDV+CNIQJYOk9W5jcIW3baBgTUDOUCagZzgTUDGlKr+f+19nxyaxLijFAI1OxQosKl6n1PfV5u2oPPUzHlBgdYXRLdc4sjG2anqs6Ol47b3Vka6G3/YGHpufaFu/N6N61geU5bGZmZmZmjRQbf0ZHpxp+RnbcYboRaMni6fWWpCGOjIwQ1eHUi8agmnBo0SiVxXkoZUDkhEOaiKmh0iNbJxjZtC3tpzo8+v6HIDfoVDZuLAyD7JMreRsKrrBZKeaqmVnJNZlfMrUMauaYFN+fuuAqzDUBauabADVzTgA2P3YpI9vSRVPDeSdQO/cEauafALVzUMAXYWZmNq1P/iS4wmZmZmZm3dEoadHo6HTDz+jo9DpjY1PPozA8cur5qOqGU+bnkxWoTC8f2ZobfLZNoEc3p4XbxgGobNo01ZDjTJBDxmn9rV/cu+rpA9Wj5rkiZm1Wfy+1ZvNLoPEck8I+inNNoHa+CVAz5wRamHcCae4JNJ5/AqXoWXN8MjMrmd7/aZgTV9jMzMzMrDNUuJfaSKEBqNqjBozssBSWpCHSWrpk6pYgsXgRVHKCoR3yHLYKVHZKzyeXjjGybftbdFSWjDL2SJ6rFsHofRvT081bqDz0cHqe57DF+LZ2fErrV66wWRmVZb6a719kVlJ1PWpTw5SaJQQoblNICgDUJgaAmuQAQE2CAKhNEgDpnmrVoUwNEwVATbIAoC0JAxyfrJMk/RXwZ6RLxZ8CLwf2Ai4E9gCuA14aEYNRkygOfSw8V3Ho45IlaKR6H8eRqUoaEVPxZHpo5AiVsRyDCv/O0/3UYnq76nsVCs9jqqI2Na/VhpbozJBISccAHwJGgU9ExNlN1vv/gEuA34mIa2fa58hMb5qZmZlZe0haCbwOODQinky6oDsJeA/wgYg4EHgAOK13pTQbIjGPxwwkjQLnAMcCBwMnSzq4wXrLgdOBq+dSTPewDYm53FttUOdXDOrnMmurRokAYDojZLOEAIVto25OW33P2vbz4QoJAqAmSQCkRAHalnrQ9jxvAwB3//GOadVNm/JB+jtZgOPTUBoDdpA0DiwDNgDPAl6U378AOAv4aE9Kt1AjOWbk4Y9asmQ6fixZMtUzH0sXT2V7rSxbOj3/tDBUEiCW5P1NpDihCEbzHNbK2AiarC6HkU1bpouxMScXGZ+g8sCDaV/bxj0E0qZ1JunIYcCaiLgNQNKFwAnAjXXr/T2poeZv5rJT97CZmZmZdUFErAfeC/ySVFF7iDQE8sGImMirrQNW9qaEC6cRpcqaRlKSokVjqaFndBQtXgRjo+kxMsLkHsuZ3GN5Gto4MpLvsTZdYYsluYGo8AgJjU+i8UlGxidRJdJj2wTamh9bxmHzFti8hRgfTxW1bePbJyMym18P2wpJ1xYeqwp7XAmsLbze7t+zpKcB+0bEV+daTPewDaiFzFXrRotvdd/tmivSrKzF/bsl24ztetJqkgBATSIAyMkAoHlCAGiYFABqEwMADZMDQEoQANQkCQAYvW8jsTm1mN++cff01gWpvEuefecsH3T+HJ+sUyTtRmptPwB4EPgccEwL268CVgEsZVkHSmg2ZObXw3ZvRBw6nw0ljQDvB05tZTtX2MzMzMy64w+BX0TEPQCSvgA8A9hV0ljuZdsHWN9o44g4FzgXYGftXp5xwNo+++PU7T+WLp1KSBQ7LSOqyYcWj00NeR7fbYepBp0YG0G5ESdGRORGpdFH033TRraOEznpyEheBkAl0EM5+dD4OJOPPJqWT04SExOYNdKBIZHrgX0Lr+v/PS8Hngxcmf+NPBa4VNLzZko84grbgJnLXLVmetGyO9+W7NnK6ixvZk3Uz1Grez2dFXI6e1tarUkGt+qywjaxKL1ulMkNmJq3UpPRrfizmrwtAvK6S47bkJfl3rwZP2R7OD5ZB/wSOELSMmAzcBRwLfAt4IWkTJGnAF/uWQkXqFpRm+qtHxubjhFphfRjogKT6V+yJmMqayzSdAbHgJHq3LXCcMbqfDZGRmBiOjPsVMWsEtNz4vp0fqt1Sfu/HtcAB0k6gFRRO4np+alExEPAiuprSVcCb5wtS+SCKmxDl5q2hMqSpr/T2lGZ9FCj4eL4lDVIAADUJAFIy6cTAQC1yQCgaUIAaJwUAKhJDADUJAeA2gQBUJskAKDywIPEttSCXuZEAY5PNlcRcbWkS4DrgQngh6Qes68CF0p6V172yd6V0mxIzCHrY8u7jJiQ9BrgMlIW2PMi4gZJ7wSujYhL57PfeVfYCqlpD46IzZIuJtUijyOlpr1Q0sdIqWn7M9ORmfUlxyczK6uIeAfwjrrFt5Gyy/Wn6pzY0VG0OM9lrc5xXTRGjOZe96XTl52VxYVL0BFN97xNVqZ61YhA46nhR/mejBqfmGpAohLEttyYMzFBxcMgrUWduA9bRKwGVtcte3uTdY+cyz4XOiRysFPTlthChj6WUf3Qo4W2Nru12nB8AgpJRaoXVNVU+9XX1YuqsdxzlocuTe6WEhpM3bB66mbYo1MXUNWetelEJnlIZPXCK683Uj8ksu4CbGooZE4wEtVU/SXJ6ub4ZDYDaarHXqMjUxU15dt+xOjIdGwYHZkeEs10b3ylOAeu2QV0dSh2pQJbU1yKCNi6NT0vVOQ8DNIGzbzT+i80Na2kVdV0mONsnW8xzMy24/hkZmZms2rzjbM7ZSFDIheUmra0mY5KynPVrIzqkyeU5fc31PGp/ubUjTK2QU3WNqAmcxtQk70NaJrBrfizmMWtui7UZXKDqUQixYxuQE1WN6B0Q5rK8v22uSlrfBoYhVhT7bnX2BjaeTkAkZdVli+durVHZcnoVKwZ2VaZ2j4KtxcZnahM9bqPbNwy1bOmjSk+xGSFeDTHikqFyrZipsje98hbf+nEkMhOWMiQyAWlpjUz6yDHJzOzbtD0kEdGR6cqauRKWGXRKMrZIEPpAamSNp0xlql1NFmZajBicnIqWdFUA85kZfrej8Xh1jFdATSbsyGosA18atoyGLS5atZ/5pKCvIQt145PWcMU21CbZjutmH5UJ/sX0m0DTVNuQ+O02zX7qh6rkH4bqE3BDZ5/Yi3r0/hkZmXQwyGOrZp3hc2pac2srByfzMw6rJq4aESM5GGQjI0xkRMWVYc5Tuy0aLrhZ9HI9G09JifReGrUGRkvDIN8aBPKjTux8REi97BNZYCMSm0youiTK24rHeVHP1hQlsiBTE1bAsX5au5Zs05byE18y9xyPbTxqZBeG2iYYhtomGYb6lJtw9SwpmYpt2H7rI8anx7OlHZazfo4nX4bqEnBDeWbs2a9N6jxqW8V561V7+04NjY1J5bJCpVFeY5rdV6sIBbl+ayTMT2HdbzCSDVmbJ2E0Wp22Ynp3vhCptipSlpUXEmz9umTr9JC0/qbmZmZmZn1nWFIOmJtNijz1dp1ryIza0G1B6x4PyRofE+kwvrV16qbN9bw/kgwc2tk8T5JUHuvJKi9XxL0ZM6a45PZPElTPfaS0E47pudjY0w8dlcgDYOcWJZj0GRMbTcyPj3vtRprRh/ZijalmKDNW6d62GPzluleta1bp+ODM0BaJ7jCZmZmZmZmVlKusNlsBv3eao3mHrhVuzwWMjfESqbJ/ZCAhvdEAmruiwQ0vDcS1N4fCRrcIwka3icJqLlXElB7vyToaYu541O5OT6VSDG+VLPNAlqyZOr9ahzReGW6Z60aOyKmM8pOVqYz0G6dmE7Zv3Xr1PzbmJycziRbCafrt84JD4k0MzMzswGh0VFG9tg9vVg0xpYD9gDSbT22LU9Drxc9OjFdUcsWPTzOSDUx0bYJtCU13Gjjo1OJiGLzltqGnahNbGTWMX3yFXOFrQcGZa7afNS3mrpF26xNVDs3rXrftUY3sQVqbmRb87Oa+a1wQ9vi+vU3ta0ug7ob20Ljm9tCaVvMHZ/MzIaLe9jMzMzMrL9NNQaNwFhq8KksWzrVMzG+bIzIIyUro5pu3MmNPiPjkzW3/qje9iPGx6cTD01OTqX7L2uDjg0oV9isatDnqi1Es3kKbtkuN/9+SkYjU/dEKt7AFmh4E1ug5ka2QM3NbIHaG9pC05vaAg1vbJuW181R67PhTY5P/cm/n86Iycmp+6OpMl2pGhmvMLYlZ358dJzRR/P9Fqv3ady8dXofj2wi8tzVmmyQ4xMeBmk94R42MzMzMzOzMgrcw2bDPVdtoTyXxGwGdfdG04imskKyJN0nqTqPrDpnrZoFcmquWu5ZG6lmdMvDkaZ61ramYUvamnvJ8vYan5hqZSdnfYzisCYY+JZyxycbKtV/zxqp6TUb3bwDAJPLxhjZWpjPWo0P1XgwMQnV+a0TE7U98B4Gab3WJ3+mXGEzMzMzs8amGl4qVB54EEgZIxdtTrf1WDQ6Oj0XrTAvrVoZqxSGRkchA2TNkOkBbdyxchMeEjmUPFctqbY2t/M+Op5L0n6d+D1Zh+WeNS1enF/m1zvtONXDNvHYXYHCnLVltVkhq/uYnpuWF+eLq9FH0nwTbco/8/yTagbImnknW/N71VbyHt5Xba4cn/qD45OZ2TRX2MzMzMxsVtO37ig0zoyOTi+vVKZ724q9ZoWhj1MNPGmlDpbWbA765CvoClsbeK5a73guiQ2F+jlr+R5rU6+XLJlap7Ik96jlHrSpnrXqzWyrF0hTWSFzT1s1FXd17lr13mq5F62a2jsmJ6f2EZ5/MiPHJxsoEdO96gBbtzZcpz5epblvgz2v1fqX+uQ76QqbmZmZmZkNF2eJHGyeq1ZejeY7uFV7Zs3Oj89l+VR71kb22D0tWJRC+JYD9mBkIrVgb1ue7rO26NE8RGmktrV70cMps+NI9Ua223KP2pa0XBvTvdRiW7qXUuTEAuT7LlUKSQPcWt4a/5tqXb/GJ0nnAccDd0fEk/Oy3YGLgP2B24ETI+IBpcmoHwKOAzYBp0bE9b0od0uiMC92pljgHngrsX5JOjLS6wKYmZmZDZjzgWPqlp0BXBERBwFX5NcAxwIH5ccq4KNdKmN71FfWIpo/zMom5vHoAfewtcBz1fqT55HMT/E8OVNbj+X5Y1M/x1JPW2XZ0vQ6YHxZCueRp7dVqvdNq85Ny/PNpnrWqj+rc9bGcxbI8dTTRv291TxfrSMcn+an7PEpIr4jaf+6xScAR+bnFwBXAm/Oyz8VKUvHVZJ2lbRXRGzoUnHNhla/9LC5wjaL4vBHV9QGg1Nwt87nphyieCNaQJXpylM1Tf/Ylpye/9Hx/HNb3nj6hrc1+3xkU/qZU/JXh0BOpe7PFTkPg+wOx6fW9dG52bNQCbsT2DM/XwmsLay3Li9zhc2s0/rkT5orbGZmZmZdFBEhtd62L2kVadgkS1nW9nKZDZVwD1vfu+xXPwLg6L17Ww7rHg9NstKq9m5Vh0TW9ZaNbt6ByTwkcmRr7n2rpuvPvXHU9c5RvW/SRG0PmodAlpPj00C4qzrUUdJewN15+Xpg38J6++Rl24mIc4FzAXbW7n1yqWlWYn3yr8hJR8zMzMw671LglPz8FODLheUvU3IE8JDnr5l1nkg9bK0+esE9bE0cvfdTe10E6zHPJbHSmJo3llPrP/AgMJ3mf9HmLSyq3kx7au5ZbfKQao9Zpfq6uutteb36Hrbtjm1l4vhUbpI+S0owskLSOuAdwNnAxZJOA+4ATsyrryal9F9DSuv/8q4X2GxY9cnfOFfYzMzMzNooIk5u8tZRDdYN4NWdLZGZNeI5bDb0qi29ZUy5vBBu2bZei+q8s2JvWO5hm3qvmkGy2uNW34pYN0ctKnXv90mr43w5PpmZDbke3letVa6wmZmZmZnZ0FGf5NVyhc2sTYot227Nto7IvV6xNWWHnGoY3Lq16bpItcunMk36vmrDxPHJzKyBPvkT6AqbmZmZmZkNHc9hMxtinkdiXRUx3ZM2W4+Z76s29ByfzMz6y6z3YZN0nqS7Jf2ssGx3SZdLuiX/3C0vl6QPS1oj6SeSntbJwpvZcHN8MjMzs3kJUiNnq48emEsP2/nAR4BPFZadAVwREWdLOiO/fjNwLHBQfhwOfDT/tCE2n1bbQcvcVlX/udyivWDn4/iUNPsj4jlqM3J8mub4ZGbDpl+GRM7awxYR3wHur1t8AnBBfn4B8PzC8k9FchWwq6S92lRWM7Majk9mZmY2bzGPRw/Mdw7bnhGxIT+/E9gzP18JrC2sty4v24BZC+bbsttvLd+eS9IRjk/WUY5Pjk9m1v9E//SwLTjpSESE1PrHlbQKWAWwlGULLYaZ2XYcn8zMzKyhHs5Ja9V8K2x3SdorIjbkIUV35+XrgX0L6+2Tl20nIs4FzgXYWbv3x9my0mul5bfMrd2eS7Igjk9WSo5PZmbl0i89bLPOYWviUuCU/PwU4MuF5S/L2diOAB4qDE0yM+sGxyczMzOb3aDMYZP0WeBIYIWkdcA7gLOBiyWdBtwBnJhXXw0cB6wBNgEv70CZzdqin+ahNDqmW7Udn2xwOT6ZmXVev/SwzVphi4iTm7x1VIN1A3j1QgtlZjYXjk9mZmY2LwFU+qPGtuCkI2bDpiz3bfI8EjOr5/hkZtaC/qivzXsOm5mZmZmZWd9StP6YdZ/SMZJulrRG0hkN3v9rSTdK+omkKyTtN9s+3cNm1gXdmI/ieyaZ2Xw4PpnZ0GpzWn9Jo8A5wB+R7vd6jaRLI+LGwmo/BA6NiE2S/gL4J+BPZ9qve9jMzMzMzGzodKCH7TBgTUTcFhHbgAuBE4orRMS3ImJTfnkV6TZDM3IPm1mJteO+TfOdS1Ldzi3gZtaI45OZ9bXOpOlfCawtvF4HHD7D+qcBX5ttp66wmZmZmZnZUBGg+Q2JXCHp2sLrcyPi3JaPL70EOBR45mzrusJmNiAWOg+lun19i7fvsWRmC+X4ZGalVJnXVvdGxKFN3lsP7Ft4vU9eVkPSHwJvBZ4ZEVtnO6ArbANmtkng/kNm9ZpdCM20rtl8OD5ZqxyfzKzPXAMcJOkAUkXtJOBFxRUkHQL8G3BMRNw9l5066YiZmZlZG0k6T9Ldkn5WWPbPkn6eU3l/UdKuhffOzCnAb5Z0dE8KbTaEFNHyYyYRMQG8BrgMuAm4OCJukPROSc/Lq/0zsBPwOUk/knTpbOV0D5vZkOvETXPNzNqhj+PT+cBHgE8Vll0OnBkRE5LeA5wJvFnSwaRW+CcBewPflPSEiJjscpnNhktnko4QEauB1XXL3l54/oet7tM9bGZmZmZtFBHfAe6vW/aN3PoOtam8TwAujIitEfELYA0pNbiZdVSk+7C1+uiBoethm28q4IdWH+jx8TZQWmm59ne/OxyfzJIhiE+vAC7Kz1eSKnBV6/IyM+uwOdxXrRSGrsJmZmZm1iuS3gpMAJ+Zx7argFUAS1nW5pKZDaEe9Zi1yhW2FvTDjTqbla2P5wFYm/m7MJgcn2wQDPp3QdKpwPHAURFTV4pzSgMOkO/1dC7Aztq9P640zcoqQPNL6991nsNmZmZm1mGSjgHeBDwvIjYV3roUOEnSkpwK/CDgB70oo9nQ8Ry2cpnLzTYbadQiXL9tmVu0q/qhjNYdrdzXqLi+dY7jU/nLaN0xKPFJ0meBI4EVktYB7yBlhVwCXC4J4KqIeFVO+X0xcCNpqOSrnSHSrEv6pJ96aCpsZmZmZt0QESc3WPzJGdZ/N/DuzpXIzBqZ7b5qZdGXFbZujHGfS6tdWVv2zKx3HJ/MzMz6hCtsZmZmZmZmJRRAnyQdKUWFbfKgJTz04cHODGVWNrPNFXEPTeL4ZNZ9jk9m1mkiPCTSzMzMzMystFxh60+eG2JmZeX4ZGZm1kausJmZmZmZmZWQ57CZWb+onyviHhozKwvHp+Y28sC934xLHgXu7XVZGlhBOcsF5S1bWcsF5S1bfbn2a3UHnsNmZmZmZh0REY+RdG1EHNrrstQra7mgvGUra7mgvGUra7k6wRW2zHNDbNj5+11ejk827Pz9NrOOcA+bmZmZmZlZGYUrbP3G93oxs7JyfDKzJs7tdQGaKGu5oLxlK2u5oLxlW1i5AlfYzMzMzKxzIqKUF9JlLReUt2xlLReUt2xtKZezRPa3+pZrt2SbWVk4PpmZmS1cv2SJHJltBUnnSbpb0s8Ky/5Z0s8l/UTSFyXtWnjvTElrJN0s6egOldvMzPHJzMzM5i+i9UcPzFphA84Hjqlbdjnw5Ij4LeD/gDMBJB0MnAQ8KW/zr5JGZzvA6C1bS9NCvMtxa0pTFuuOh1Yf2HSOkJXe+Tg+2QBzfLJGJB2TG57WSDqjx2XZV9K3JN0o6QZJp+flZ0laL+lH+XFcD8p2u6Sf5uNfm5ftLulySbfkn7v1oFxPLJyXH0l6WNLre3HOmjR8NjxHSj6cv3c/kfS0HpStYaOspP0lbS6cu4/NeoAAKtH6owdmrbBFxHeA++uWfSMiJvLLq4B98vMTgAsjYmtE/AJYAxzWxvKamU1xfDKzYZMbms4BjgUOBk7ODVK9MgG8ISIOBo4AXl0ozwci4qn5sbpH5fuDfPzq/brOAK6IiIOAK/LrroqIm6vnBfhtYBPwxfx2t8/Z+Wzf8NnsHB0LHJQfq4CP9qBsDRtls1sL5+5Vs+9+Hr1rPepha8cctlcAF+XnK0kXSFXr8rLtSFpF+mWzlGXA9DwMtyZaJzX7ftUvd0/GQHB8sr7i+GRzcBiwJiJuA5B0IalB6sZeFCYiNgAb8vONkm6iSWwtiROAI/PzC4ArgTf3qjDAUaSKxh2Sun7wiPiOpP3rFjc7RycAn4qIAK6StKukvfJ3oCtli4hvFF5eBbxwgQdZ0ObdsqAKm6S3klpWPtPqtjmzy7kAO2v3mrNV/4eoGxdI/uNn9arfO383+pPjkw0yx6ehthJYW3i9Dji8R2WpkS+uDwGuBp4BvEbSy4BrSb1wD3S5SAF8Q1IA/5Zj+56FCsadwJ5dLlO9k4DPFl73+pxB83PU6Lu3klxh74FioyzAAZJ+CDwMvC0i/mfWPfRJhW0uc9gaknQqcDzw4lzTBlgP7FtYbZ+8zMysaxyfzMy6S9JOwOeB10fEw6Thco8Hnkq6oH9fD4r1uxHxNNJQvldL+v3im/nvQ8+u2CUtBp4HfC4vKsM5q9Hrc9RMg0bZDcDjIuIQ4K+B/5S084w76aM5bPPqYZN0DPAm4JkRsanw1qWkE/R+YG/SGNcfLLSQHopkveShSP3F8cmGiePTUCpd45OkRaTK2mci4gsAEXFX4f2PA1/pdrkiYn3+ebekL5KGk95VHcYnaS/g7m6Xq+BY4PrquSrDOcuanaNSfPcKjbJHVRtlI2IrsDU/v07SrcATSD2VTQREf9yIbS5p/T8LfB94oqR1kk4DPgIsBy4vZmKJiBuAi0njqL8OvDoiJjtWejMbao5PZjaErgEOknRA7qE5idQg1RNKE68+CdwUEe8vLN+rsNofAz+r37bD5dpR0vLqc+DZuQyXAqfk1U4BvtzNctU5mcJwyF6fs4Jm5+hS4GU5W+QRwEOdmr/WTKFR9nnFRllJj8kJeZD066RG2dtm3eGgJB2JiJMbLP7kDOu/G3j3QgrVTDvnjrgV0qz/OT6Z2bCJiAlJrwEuA0aB83KDVK88A3gp8FNJP8rL3kLKXvlU0sCz24E/73K59gS+mBN5jAH/GRFfl3QNcHFu4LsDOLHL5QKmKpF/RO15+adun7Pc8HkksELSOuAdwNk0PkergeNIWZY3AS/vQdnOBJaQGmUBrsoZIX8feKekcaACvCoi7m+446rqkMg+0I4skWZmZmbWJTnde6/S5NeIiO8CjdIb9rR8OYvmUxosv4+UmbGnIuJRYI+6ZS/tQTkaNXxCg3OUhx++urMlqjnenBtlI+LzpGG5rR6k5U16oa8rbLsct6blVmy3XJvnHFk3OD7ZfDg+mZl1UZ9U2OadJdLMzMzMzMw6q6972My6yb0fZlZWjk9mZq3qXRKRVrnCZmZmZmZmwyWASn+k9R+aCptbH61V/s5Yt/i7Zq3yd8bMrA3cw2ZmZmZmZlZSrrB1x2wZtdwKaa3yd8baxfHJ2s3fGTOzdgnfh83MzMzMzKyUAiL6Yw6bogRdgZLuAR4F7u11WZpYQTnLVtZyQXnL5nK1br5l2y8iHtPuwnRbyePTIH5vOs3lal1Zy7aQcg1EfDKz+dtl7DHx9J2f3/J2lz3wiesi4tD2l6i5UvSwRcRjJF3b7Q8/V2UtW1nLBeUtm8vVujKXrRvKHJ/KWi4ob9lcrtaVtWxlLZeZ9ZESdFzNRSkqbGZmZmZmZl0T4bT+ZmZmZmZmpeUetpad2+sCzKCsZStruaC8ZXO5WlfmsnVLWc9BWcsF5S2by9W6spatrOUysz4RfdLDVoqkI2ZmZmZmZt2yy+geccTS57S83Tc2/cdwJh0xMzMzMzPrmqBv7sM20usCAEg6RtLNktZIOqOH5dhX0rck3SjpBkmn5+W7S7pc0i355249Kt+opB9K+kp+fYCkq/N5u0jS4h6Va1dJl0j6uaSbJD29DOdM0l/l3+PPJH1W0tJenTNJ50m6W9LPCssaniMlH85l/Imkp/WgbP+cf58/kfRFSbsW3jszl+1mSUd3smy95tjUUhlLF5/KGpty2Ryf5lcuxyYza5+otP7ogZ5X2CSNAucAxwIHAydLOrhHxZkA3hARBwNHAK/OZTkDuCIiDgKuyK974XTgpsLr9wAfiIgDgQeA03pSKvgQ8PWI+A3gKaQy9vScSVoJvA44NCKeDIwCJ9G7c3Y+cEzdsmbn6FjgoPxYBXy0B2W7HHhyRPwW8H/AmQD538NJwJPyNv+a/w0PHMemlpUxPpUuNoHj0wLLNfSxyczaI4CoRMuPXuh5hQ04DFgTEbdFxDbgQuCEXhQkIjZExPX5+UbSH/eVuTwX5NUuAJ7f7bJJ2gd4DvCJ/FrAs4BLelyuXYDfBz4JEBHbIuJBSnDOSEN+d5A0BiwDNtCjcxYR3wHur1vc7BydAHwqkquAXSXt1c2yRcQ3ImIiv7wK2KdQtgsjYmtE/AJYQ/o3PIgcm+aojPGp5LEJHJ/mVS7HJjNrmwj3sLVgJbC28HpdXtZTkvYHDgGuBvaMiA35rTuBPXtQpA8CbwKq35Q9gAcLf7h6dd4OAO4B/j0Ph/qEpB3p8TmLiPXAe4Ffki6EHgKuoxznrKrZOSrbv4lXAF/Lz8tWtk4q5WctYWyCcsanUsYmcHxqo2GNTWbWJu5h62OSdgI+D7w+Ih4uvhcprWZXf1uSjgfujojrunncORoDngZ8NCIOAR6lbohRj87ZbqQW1wOAvYEd2X5oTWn04hzNhaS3kobjfabXZbHyxaZcprLGp1LGJnB8agfHJjMbJmWosK0H9i283icv6wlJi0gXRJ+JiC/kxXdVh3zkn3d3uVjPAJ4n6XbSsKxnkeZm7JqH00Dvzts6YF1EXJ1fX0K6SOr1OftD4BcRcU9EjANfIJ3HMpyzqmbnqBT/JiSdChwPvDim7/9RirJ1Sak+a0ljE5Q3PpU1NoHj04I4NplZ2/TJkMgypPW/BjhI0gGk4HoS8KJeFCTPu/gkcFNEvL/w1qXAKcDZ+eeXu1muiDiT6YnVRwJvjIgXS/oc8ELSRVLXy5XLdqektZKeGBE3A0cBN+ZHz84ZaajREZKWAZtzua4FvkWPz1lBs+/VpcBrJF0IHA48VBia1BWSjiENcXtmRGwqvHUp8J+S3k/qGTgI+EE3y9ZFjk1zUNb4VOLYBI5P8+bYZGbtspEHLvtmXLJiHpve2/bCzCYiev4AjiNle7oVeGsPy/G7pGEfPwF+lB/HkeZjXAHcAnwT2L2HZTwS+Ep+/uukP0hrgM8BS3pUpqeSLjZ+AnwJ2K0M5wz4O+DnwM+A/wCW9OqcAZ8lzVUZJ7X8n9bsHAEiZSe8FfgpKZNct8u2hjQfpPrv4GOF9d+ay3YzcGwvvnNd/A45NrVWzlLFp7LGplw2x6f5lcuxyQ8//Bi6hyJKNSzdzMzMzMzMsjLMYTMzMzMzM7MGXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5L6/wFf1nneiQC+iwAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3820,28 +3819,21 @@ ], "source": [ "for i in range(10):\n", - " plot_predicted_data(generator, collected_routes, \"Train\", i)" + " plot_predicted_data(generator, collected_routes, i)" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 55, "metadata": { "scrolled": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3849,18 +3841,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3868,18 +3853,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2wAAAFGCAYAAAAWxBwoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABlUElEQVR4nO3debxkdX3n/9e77u2FpmkQUIZVUNAZdeIyDOLPJDIhiYAijmMMahSUhHHGNXHDZZRkdEIyrolGQ9RAohERjaK2CxKXMREE3IEYGgRpZBHZulm6+976/P4431N16tyqe6vq1nKq6v3sRz361qlTp751qu73nu/38/1+vooIzMzMzMzMrHpq4y6AmZmZmZmZtecGm5mZmZmZWUW5wWZmZmZmZlZRbrCZmZmZmZlVlBtsZmZmZmZmFeUGm5mZmZmZWUW5wWZmlkj6uqTfH9Fr/Q9Jt0raLmmfLvY/VdK3RlG2WZM+g4cN8fgflPS/lnn8TEkfXcXxj5G0td/nl471fElf6fO5h0oKSfODKIuZmWXcYDOzmSLpekn3p4v0WyWdI2ljj8dY1YWppDXAu4DfjoiNEfHLQR6/i9dfVQOhdKyQdPggjjUu6TO4bojHf0lE/G8YTONqmOc8Ij4WEb89jGP3S9JrJf1Y0jZJP5X02nGXycxslNxgM7NZdGJEbASeABwJvHnEr78fsB64csSvawWOBE0MAS8EHgQcB7xM0snjLZKZ2ei4wWZmMysibgK+CDym/JikmqQ3S7pB0m2S/k7Snunhb6b/70qRuie1ef46Se+R9PN0e0/a9gjgJ4Xn/1ObonU8vqR3SLozRRqOL2zfU9KHJd0s6SZJb5M016ZcxwFvBH43HfsHKz1f0uGSviHpbkm3S/pE2p6X8wfpWL/b5vXaPjc99mhJF0m6I0U731g492dIulbSLyWdL2nv9FgefTxF0s/SMd9UOOZRkr4t6a70Xt4naW3h8ZD0UknXANcUth1eOA9/J+kX6bN/s6QlfyslrU+R2n3T/TdJWpC0Kd3/35Lek34+J53P3cm+bwek87Vd0gHpkGvT626TdKWkI5d8K1Y455Jenb6rN0t6UWH7uvS9+Vk6zx+UtFuH47cMvU3n5iWSrknn9P2SlB6bS8e9XdJ1wNNKx2r7nZK0VtL3Jb28cJx/lvSWdmWKiD+PiO9GxEJE/AT4LPDkdvuamU0jN9jMbGZJOhg4Afhem4dPTbf/AjwM2Ai8Lz326+n/vdJwum+3ef6bgKOBxwGPBY4C3hwR/wY8uvD832jz3E7HfyJZY29f4M+BD+cXz8A5wAJwOPB44LeBJfPxIuJLwP8BPpGO/dgunv+/ga+QRTgOAv4yHSsv52PTsRqNsYK2z5W0B/BV4EvAAel1L07PeTnwTOAp6bE7gfeXjvurwCOBY4G3SPoPafsi8IfpHD0pPf4/S899Jtm5fFSb8v4lsCfZZ/4UssjOi8o7RcQDwGVpH9L/N9BsSDwF+EbpOfcCxwM/T+drY0T8PD38DOA8YC/gQprftfLrdjrn/y6V+0DgNOD9kh6UHjsLeATZd/HwtE/bxlEHTwf+M/ArwHOAp6btf5AeezxZpPrZpeedQ5vvVETsBH4P+JP0uZ0BzAFvX6kg6fv+azg6bWYzxA02M5tFn5F0F/Atsovq/9Nmn+cD74qI6yJiO/AG4GR1P4zu+cCfRMRtEfEL4I+BF6yy3DdExN9ExCJwLrA/sJ+k/cganq+KiHsj4jbg3UBXw8a6eP4u4KHAARHxQET0kvyk03OfDtwSEe9M27dFxKXpsZcAb4qIrRGxAzgTeHbp3P9xRNwfET8AfkDWKCYiroiIS1I05nrgr2k2qnJ/GhF3RMT9pfMwl97zG1J5rgfeSefP7RvAU1K5fgX4i3R/PVkD55sdntfOtyJic/ps/z5/Pz3YRfZ92xURm4HtwCNTA+d04A/Te95G9n3vZUjhWRFxV0T8DPgaWcMPssbbeyLixoi4A/jT/Akrfaci4sfA24DPAK8BXpDe+0rOJLt2+dseym9mNtE8ft/MZtEzI+KrK+xzAFnEJHcDWZ25X5ev0e75B3TYt1u35D9ExH0puLYR2BtYA9zcDLhRA27s8rgPXeH5ryOLlH1H0p3AOyPiI10eu9NzDwauXaY8/yipXti2SOu5v6Xw831k5wFlQ07fRRbx2UD2mV1ROn6n87Iv2Xkof24Hdtj/G+m1ngD8CLgI+DBZZHVLOZnMCsrvZ72k+YhY6PL5vyztm5+TB5OdhysKn63IIlr9li1P0nMAreeyeN5W+k5B1unwduBTEXHNSoWQ9DKyiOevpYa8mdlMcIPNzKy9n5NddOYOIRvedSudL+DbPT8funVI2taN6HK/3I3ADmDfLi/wy8df9vkRcQvZ8Dck/SrwVUnfjIgtK75Qh+em1+wU5bkReHFE/HP5AUmHrvCSHyAb4vrciNgm6VUsHarX6fzeTjMieFXadghwU4f9/4VsWOZ/Bb4REVdJOoQssvSNDs/p9bNdrduB+4FHpzmbg3QzWcM7d0jh526+k38FfB54qqRfXS5yK+nFZEMnfz0iBrKEgZnZpPCQSDOz9j4O/KGkw5Sl/c/nfS0AvwDqZPOclnv+myU9OCWmeAvQbSr9bo7fEBE3k80Te6ekTcqSdjxcUnkoYO5W4NA8mcZKz5f0O5IOSs+9k6zRUS8cq2M5l3nu54H9Jb0qJcXYQ9IT034fBN4u6aHpGA+WdFI35wLYA7gH2C7p3wP/o8vnkYbknZ9ee4/0+n9Eh88tIu4ji969lGYD7V/IhnR2arDdCuyjZgKbfix7zktlrAN/A7xb0kMAJB0o6anLP7Mr5wOvkHRQmi93RuF1V/pOvQD4T2TzRF8BnKsOy2tIej7Z799vDXP5BTOzqnKDzcysvY+QzSX6JvBT4AGyZBj5hfrbgX9OmfOObvP8twGXAz8kGy733bRtRV0ev+yFwFqyyNCdwAVkc9za+WT6/5eSvtvF8/8zcKmk7WQJMV5ZuHA+k+xi+y5Jz2nzWm2fm+ZS/RZwItmQu2vIErwAvDft+xVJ24BLyJKEdOM1wPOAbWQNlXaJUJbzcuBe4DqyOY7/QPZd6OQbZEP/vlO4vwcd5q9FxL+SNeavS+esn2GyZ7L8OS97PbAFuETSPWTJXh7Zx+uW/Q3wZbI5hN8FPl16vO13KkUh3wO8MCK2R8Q/kP2uvLvD67wN2Ae4TM3smh8cQPnNzCaCIkY9OsPMzMzMzMy64QibmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusFkLSW+U9KFB79vFsULS4YM4lplVm6RzJL0t/fxrkn7S53E+KOl/DbZ0g63bzMzMVksRMe4y2JBIOhV4NfBw4B7gH4E3RMRdYyxWW5ICOCIitoy7LGYGkq4H9gMWgXuBLwIvi4jtAzj2OcDWiHhzD885Ffj9iPjV1b7+pJF0DPDRiDioSscyM7PRcIRtSkl6NfBnwGuBPYGjgYcCF0la2+E586MroZlNgBMjYiPwBOBIYEkDy/WGmZnZcLnBNoUkbQL+GHh5RHwpInZFxPXAc4BDgd9L+50p6QJJH5V0D3Bq2vbRwrFeKOkGSb+U9L8kXS/pNwvP/2j6+dA0rPEUST+TdLukNxWOc5Skb0u6S9LNkt7XqeHY5v18XdLbJP2LpO2SPidpH0kfk3SPpMskHVrY/72SbkyPXSHp1wqP5e/5E5K2SfqupMf2fbLNZkBE3EQWYXsMNIYwv1TSNcA1advTJX0//Y7/i6RfyZ8v6fHpd22bpE8A6wuPHSNpa+H+wZI+LekXqd55n6T/AHwQeFKqA+5K+zaGVqb7fyBpi6Q7JF0o6YDCYyHpJZKuSWV8vyS1e7+91G1tnrubpHemevNuSd+StFt67BmSrkyv//X0vvLnXS/pNZJ+mJ73CUnrJe2ezv0B6b1vl3SApJqkMyRdm87T+ZL2Tsf6gKRPFY79Z5Iu7nSsjh+8mdkUe+p/2T2OfOz6nm+SvjTqsrpndDr9f2QXRJ8uboyI7ZI2A78FfCRtPgn4HeCFwDrg9fn+kh4F/BVwHPAd4P8AB67w2r8KPBJ4BPAdSZ+OiKvJhlX9IXA5cBDZRcP/BN7T5Xs6GXgqcDvw7XT7n8Ap6b28FXhR2vcy4E+Au4FXAp+UdGhEPFB4z88la7i+EviMpEdExK4uy2I2UyQdDJxAa53yTOCJwP2SHk/2e3gi2e/47wEXSnokEMBnyH7X30f2+/dxshEA5deZAz4P/BPwArJ648iIuFrSS1hmSKSk3wD+FPht4ErgHcB5wK8Xdns68J+BTcAVwOeAbv/wdqrbyt4BPJqsHr6F7BzVJT0ive9nAl8nqw8/J+lREbEzPfc5ZPXtA8A/A6dGxAclHU9pGKOkV6ZjPQX4BfAXwPvJ6rZXA99XNoz0WuA04HERcW+7Y5mZzaLb71jk0i/3XhWu2f/afYdQnGU5wjad9gVuj4iFNo/dnB7PfTsiPhMR9Yi4v7Tvs4HPRcS30gXFW8guvpbzxxFxf0T8APgB8FiAiLgiIi6JiIUU7ftrsguNbv1tRFwbEXeTNfaujYivpvf4SeDx+Y4R8dGI+GV6rXeSNUQfWTjWFRFxQWqgvYuscXt0D2UxmxWfSdGsbwHfIOu0yf1pRNyR6o3Tgb+OiEsjYjEizgV2kP1eHQ2sAd6Tov0XkHWqtHMUcADw2oi4NyIeiIhvdVnW5wMfiYjvRsQO4A1kEblDC/ucFRF3RcTPgK8Bj+vy2NChbiuSVANeDLwyIm5K5+JfUnl+F/hCRFyU6p53ALuRNexyfxERP4+IO8gak8uV7yXAmyJiazr+mcCzJc1HxH1kDd53AR8lG22xtfOhzMxmUbAY9Z5v4+AI23S6Hdg3/eEuN9r2T4/nblzmOAcUH4+I+yT9coXXvqXw833ARoDUu/wusnkwG8i+e1escKyiWws/39/m/sb8jqTXkPUoH0DWwNxEayO1+J7qaTiWhwWZLfXMiPhqh8eKdcdDgVMkvbywbS3N38GbojXD1Q0djnkwcEOHzqaVHAB8N7+TRhT8kmxUwPVpc9v6qUvdPHdfsg6gazuUr/G+U91zI62jFsqvsVy99FDgHyUVrx4WyRLF3BQRl0q6DngIcP4yxzEzm0kB1FeMQ1SDI2zT6dtkvdvPKm6UtBE4Hri4sHm5b+rNZMMX8+fvBuzTZ5k+APwrWSbITcAbgbbzR1YjzVd7HdnQogdFxF5kQyOLr3VwYf8a2Xv8+aDLYjblinXHjcDbI2Kvwm1DRHycrB45sDRf7JAOx7wROETtE5ms9Ff152SNGADSfK19gJtWeiMDdDvZcMaHt3msXD6R1UXdlK/de78ROL50zten+YZIeinZ6IKfk9WJyx3LzGwm1fv4Nw5usE2hNGzwj4G/lHScpDVpWND5wFbg77s81AXAiZL+P2UJQs6k/0bWHmRLC2yX9O+B/9Hncbp5nQWyOR3zkt5CFmEr+k+SnpUuCl9F1ri9ZEjlMZsFfwO8RNITldld0tMk7UHWgbQAvCLVRc8iG/rYznfIGnhnpWOsl/Tk9NitwEHqnKzo48CLJD1O0jqy4ZuXpiHYIxERdbK5fO9KiUHmJD0pled84GmSjpW0hmye2Q7gX7o49K3APpL2LGz7IPB2SQ8FkPRgSSelnx8BvI1sLuELgNdJetwyxzIzmzlBsBi938bBDbYpFRF/ThbFegdZQ+lSsh7ZY9N8h26OcSXwcrKJ+zcD24HbyC4yevUa4HnANrKLu0/0cYxufJksicC/kQ0/eoClwz4/Szaf5E6yi5lnOeGIWf8i4nLgD8iSitwJbAFOTY/tJIv2nwrcQfa79+kOx1kkS1xyOPAzsg6m300P/xNZMpFbJN3e5rlfBf4X8Cmy+urhZMmKRu01wI/I5undQZZcpRYRPyFrQP0lWSTuRLJlE3Z2OlAuIv6VrEF6XcoweQDwXuBC4CuStpF1Oj0xdUR9FPiziPhBRFxD9rfg7yWt63AsM7OZVCd6vo2DF862rqUhlXeRDWv86ZiL0xdJZwKHR8TvjbssZmZmZjYej3vs2rj4iw/p+Xn7HnjTFRFx5BCK1JEjbLYsSSdK2pDmg7yDrOf4+vGWyszMzMxsdSYlwuYskbaSk8jmvIlsfaWTw2FZMzMzM5tgAWObk9aroUXYUrKLn0jaIumMYb2ODVdE/H7KPrZnRByb5mFMrIg408MhZ5vrJjMzMwOo93Ebh6E02CTNAe8nSyH/KOC5kh41jNcyM+uW6yYzMzODlCWyj9s4DCvCdhSwJSKuSxmwziMbWmdmNk6um8zMzGyiDGsO24G0plLfCjyx085rtS7Ws/tAXnjxiHUDOc6kmLumnwz7yxv0ORxGGafFas511c/rA9zLztgx8MXRV6mnuglcP62G66fJ5vrJzKZawOJkTGEbX9IRSacDpwOsZwNP1LF9HefuzYcPslgTZ88Ttgz8mHf/RX/ntGNZ/Cexo1Wd64qf10vj4nEXoW+unwbD9dNkc/1kZtMsGN+ctF4Nq8F2E3Bw4f5BaVtDRJwNnA2wSXtPSPvWzCbcinUTuH4yMzObfmKx6r1LybAabJcBR0g6jOxi6GTgeYM6+Kz3WldV+XMZRu+62SoNtW4C109V5frJzMyKAqhPSJfsUBpsEbEg6WXAl4E54CMRceUwXsvMrFuum8zMzCw36xE2ImIzsHkQx3KP9Wj12/Ocf07uubYqG2TdBK6fRs31k5mZDULgBpuZmZmZmVll1cMNtr65x3oyuee6e/6OTy5/dpPJ9VP3/B03s1ngCJuZmZmZmVlFBWKR2riL0ZVKNNgWj1jX93ovZmbD5PrJzKw6JJ0DbI2IN0v6NeBDEfHIEbxuAEdExJJwvaSvAx+NiA+NsxzWu0kZEjkZzUozMzMzmwiSrpd0v6Ttkm6VdI6kjYN+nYj4f9001iSdKulbg359m2z5kMheb+NQiQib9c+Zz2aLP2ebJK6fZos/Zys5MSK+KulAsqVU3gycUdxB0nxELIyldGaIxZiM2NVklNLMzMzMJk5E3AR8EXgMZEP6JL1U0jXANWnb0yV9X9Jdkv5F0q/kz5f0eEnflbRN0ieA9YXHjpG0tXD/YEmflvQLSb+U9D5J/wH4IPCkFPG7K+27TtI7JP0sRQE/KGm3wrFeK+lmST+X9OIu3upDJf1zKudXJO1bONbR6X3dJekHko4pPPYiSVen510n6b8XD9pLOSR9XdLb0mttl/Q5SftI+pikeyRdJunQwv7vlXRjeuyKNMQ0f+xMSRdI+kQq23clPbaL8zAxAqhT6/k2Dm6wmZmZmdlQSDoYOAH4XmHzM4EnAo+S9HjgI8B/B/YB/hq4MDWo1gKfAf4e2Bv4JPDfOrzOHPB54AbgUOBA4LyIuBp4CfDtiNgYEXulp5wFPAJ4HHB42v8t6VjHAa8Bfgs4AvjNLt7q84AXAQ8B1qbnkyKMXwDelt7Da4BPSXpwet5twNOBTen575b0hFWU42TgBen9PBz4NvC36bWvBt5a2Pey9P73Bv4B+KSk9YXHTyI75/njn5G0posyTIxJGRLpBpvZCN29+XCnzDazSnL9ZAP2mRTN+hbwDeD/FB7704i4IyLuB04H/joiLo2IxYg4F9gBHJ1ua4D3RMSuiLiArJHRzlHAAcBrI+LeiHggItrOW5Ok9Lp/mMqxLZXv5LTLc4C/jYgfR8S9wJldvN+/jYh/S+/pfLKGEMDvAZsjYnNE1CPiIuByskYsEfGFiLg2Mt8AvgLkka5+y3FtRNxNFtm8NiK+moaefhJ4fL5jRHw0In4ZEQsR8U5gHVCcE3hFRFwQEbuAd5FFN4/uogwTISIbEtnrbRw8h83MzMzMBu2ZEfHVDo/dWPj5ocApkl5e2LaWrPEVwE0REYXHbuhwzIOBG7qcE/dgYANwRdZ2A0DAXPr5AOCKLl6z6JbCz/cBeZKVhwK/I+nEwuNrgK8BSDqeLOr1CLJAygbgR6sox62Fn+9vc7+R/EXSa4DTaJ7rTcC+hf0bn1NE1NPw0wO6KMPEqHsdNjMzMzOzJYoNsBuBt0fE28s7SXoKcKAkFRpthwDXtjnmjcAhHRKZROn+7WSNl0enOXZlN5M1AHOHdH4rK7oR+PuI+IPyA5LWAZ8CXgh8NiJ2SfoMNFoRgyxH+bV/DXgdcCxwZWqQ3Vl4bYqvLakGHAT8fFBlsO55SKSZmZmZjcvfAC+R9ERldpf0NEl7kM2/WgBeIWmNpGeRDX1s5ztkDZyz0jHWS3pyeuxW4KA0J46IqKfXfbekh0A210zSU9P+5wOnSnqUpA20zvvq1UeBEyU9VdJcKtcxkg4iiySuA34BLKRo228XnjvIcpTtQXZufwHMS3oLWYSt6D9JepakeeBVZENVLxlgGcYqS+tf6/k2DpVosM1ds8PpgFfJcw/MhsP10+q5fjKzTiLicuAPgPcBdwJbgFPTYzuBZ6X7dwC/C3y6w3EWgRPJEoj8DNia9gf4J+BK4BZJt6dtr0+vdYmke4CvkuZvRcQXgfek521J//f7/m4kS97xRrLG0Y3Aa4Famjv3CrKG2Z1kiUsuLDx3YOVo48vAl4B/Ixtq+QCtQ1UBPkt2Du8kS2TyrDSfbUpMzhw2tQ4LHo9N2jueqGP9B30AfGFZbav9jk/S53tpXMw9ccdkDA5fhuunwZmk7+8scv1kZjlJZwKHR8Tvjbssw3L4f9wQ7/zsI3p+3jMf/oMrIuLIIRSpo0rNYStX9r5AsmkxSxdC08r1k00r109mNqsWYzL6bSoxJNLMzMxslkk6TtJPJG2RdMa4y2M27QJNzBy2SkXYytyj3bv8HLnH02y4XD/1zvWTWXtp0ef3ky2QvBW4TNKFEXHVeEtmsyoizhx3GUahPqY5ab2qdIPNzMzMbAYcBWyJiOsAJJ1HlqjCDTazIcmzRE6CiWqw5b2y7sk2Gx5HQfrj+sls+Ka4fjqQ1gx9W4EnLveEtVoX69l9qIUymyTbuPP2iHhwt/sHmpg5bBPVYDMzMzObVZJOB04HWM8Gnqhjx1wis+r4alxwQ6/PqTvCNjzFnjX3Zrc3xb2QNiTl36Vefrf8PWty/bQy10/Wqxmon24CDi7cPyhtaxERZwNnQ7bkyGiKZjadIhjbumq9msgGm5mZmdkUuQw4QtJhZA21k8kWUTazoRF1PCRyJJypzaqsyt/HKpdtWrh+siqr8vexymUbhohYkPQy4MvAHPCRiLhyzMUym2rB5ETYJqOUZmZmZlMsIjZHxCMi4uER8fZxl8dsFgxjHbaV1lSUdIikr0n6nqQfSjphpWNOfIStzJnaWo1yrojnpQzeMM6lfzfGx/VTK9dPk831k5lNskDUB5wlsss1Fd8MnB8RH5D0KGAzcOhyx526BpuZmZmZmdlKhrAOWzdrKgawKf28J/DzlQ46tQ02zx1ZvX7PmXuyq2UU331/5r1x/bR6rp+mg+snMxuXAOr9zWHbV9Llhftnpwyu0N2aimcCX5H0cmB34DdXesGpbbCZmZmZmZkN2O0RceQqnv9c4JyIeKekJwF/L+kxEVHv9ISpb7C55zrTTQ/joM/VLPdq+ntn3fD3JOP6abT8vTMzAxCLg0/r382aiqcBxwFExLclrQf2BW7rdNC+B25KOjhlOLlK0pWSXpm27y3pIknXpP8f1O9rmJn1w/WTmZmZLScfEtnrbQWNNRUlrSVbU/HC0j4/A44FkPQfgPXAL5Y76GoibAvAqyPiu5L2AK6QdBFwKnBxRJyVUlmeAbx+Fa9jIzKseTWz3JNtY+P6acq4fjIzs0EbdISt05qKkv4EuDwiLgReDfyNpD8kazeeGhGx3HH7brBFxM3AzennbZKuJptodxJwTNrtXODr+ILIzEbI9ZOZmZktJ0L9Jh1Z4bixmSxVf3HbWwo/XwU8uZdjDmQOm6RDgccDlwL7pYslgFuA/QbxGv3yuketeulNdia76ql6NKD4HVl8xbfGWJIm10+Tw/XTZHP9ZGaTZnEIDbZhWHWDTdJG4FPAqyLiHqkZWoyIkNQ2xCfpdOB0gPVsWG0xzMyWcP1kZmZm7QRQH3zSkaFYVYNN0hqyi6GPRcSn0+ZbJe0fETdL2p8OGU/SegVnA2zS3suO2xwE98au3mrP4d2bD69sz2vVrHSeujmXs/4dd/00JfJG9vLD+10/jZDrJzObDpr+CJuyruoPA1dHxLsKD10InAKclf7/7KpKOGD+I5EZxNCVfi6Qqj5kZrVG+f2a9nO5Gq6fJlvb77ZKvaBDaMBN+++U6yczs6YsS+T0R9ieDLwA+JGk76dtbyS7EDpf0mnADcBzVlVCM7PeuX4yMzOzZS32v8LZSK0mS+S3oOPAz2P7Pa6N1iCHAfWSQMG9r4Pjc7mU66fpcM8XH86mE65r3aj0xzUWezqW66fx8Lk0s6oKNBMRNjMzMzMzs4lUn/YI26RyGu3h62XuiHtfu9NLVMAml+unVhFqzlUrz2Hrk+unwXP9ZGaTKAIWHWEzMzMzMzOrJg+JtIkx7F7k4nHdy7q8YXwGjtrYJLvniw8HYNPTrgdAa7I/W7Gz3rrjClkjO3H91D3XT2Y2TbI5bB4SaWZmZmZmVkmLs7Bw9iRzr954TPMCwVV9L+UIalXLaU3+rNqIFFFb7C07ZC9cP42e6yczG5dJWodtMuKAZmZmZmZmM2hmI2w59+o1jSMj2jizr03SZ97uPPVa/k6f7ySdh1nj+illigS2f/EwAPY4cSsAmks7pHXZYmFX/oSBvbbrp+64fjKzyTQ5c9gmo5RmZmZmE07SwZK+JukqSVdKemXavrekiyRdk/5/0LjLajYL6qjn2zjMfITNZs+09Nj22xNd7sl2FMcmQWOeQZSzQ5bu5+u1DTDSNkrT8nvo+qmjBeDVEfFdSXsAV0i6CDgVuDgizpJ0BnAG8PoxltNs6nkdNjMzMzNrERE3Azenn7dJuho4EDgJOCbtdi7wddxgMxu6SRkS6QZbMoW9eH0bx1w2W71On1en73SnnuyVnmej5/qp6e7PPRSAPU+8Idswlyaz1UsRtRheNknrneunpSQdCjweuBTYLzXmAG4B9htXucxmRbYOmyNsZmZmZlYiaSPwKeBVEXGP1LxojIiQ1HZMr6TTgdMB1rNhFEWdLtLEDpe24RjXnLReucFW4p5s69UgvjPDjGau1DNdvu/IanXNcv2UZ4vMr2MjRdQ6XNda4vqpeiStIWusfSwiPp023ypp/4i4WdL+wG3tnhsRZwNnA2zS3v7ym62C12EzMzMzsxbKQmkfBq6OiHcVHroQOCX9fArw2VGXbWZIrTebafWo9XwbB0fYrCPPZWuv0/nY84QtExH5WGkuySS8B7Ptm7O5bM112dJctlp2ARY7y9kkZyMY4fqp8p4MvAD4kaTvp21vBM4Czpd0GnAD8JzxFG+GpDUcPd91hoXnsJmZmZlZQUR8CzpOmjl2lGUxm3WB57BNvFmeK2KZfiKLk/y9GWQWtj1P2MJc7FhtkayDSf6erVY+l60RPyuvwzYjneWun1w/WR8iPAzSWjjCZmZmZmZWJWkopNZkl8Atw6dnZOi0ZSYp6YgbbCuY5B7JQZmVuWyDfH+T/L2pajY5K0g9xJP8PRuUbZ8/BICNJ2TrsjXmsk1ZqM31U8b1k5kNkhtsZmZmZmZVkg+jXpyuTh3rnRfOniCzEj1ajWk9N9P6vsbB53I4XD+trBFZq03GH91u+TMfHJ9LM+vESUfMzMzMzKoon8s21/w5FnZ5HtssCQ+JrKxO499X6smelDVsbGWj7G1daa7IpPf8Tnr5q6bT9+SeLz4cgE3HX9v28Vmqn6TsYqqW/s8ja1HP79fbP3FCuH4anEkvvw1ZMcNs8ec8i6QbblYhU99gG+RFzCRP1O6H/9gNziR9d7pJn+3vxmB0+32ITj2AhfTUk/Qd60feUMvt8fSfZdvn80xvu7L/677I6tUkfXdcP5nZoDhLpJmZmZlZ1aTIWaSkI5qbgzy7bLHDJ5yUZBa4wTZiq+0ZdI+cz8EoTFJPdq443M7fkf4MvH6akaE6xajapqddn20rJReJhYX0Q2ko5Iyco0Fy/WQzJW+41WNJBN9mg7NEmpmZmZmZVVjHKQcVM9ENtkH0AvbTIzeJvZCduEdyPCbtvE9aeatgpPWT1OgtnsT6qVPv9qYTritkcktDlvIIm9dQGppJ+32ftPJaxUQdyOoXzc016pjYWUxK4gjctHJafzMzMzOzqisOqXZf0MyIWUrrL2kOuBy4KSKeLukw4DxgH+AK4AURsXO1rwPDyfg4iGNMQk+2eyBtFk1t/aRl/sCkx/Jj5EsCVGHYRzmSlqfmzxe/XrL/3Fwjwta4oEoXU1GOsLkH3MzMelSFv43dqA3gGK8Eri7c/zPg3RFxOHAncNoAXsPMrB+un8zMBkVavsNoEkUQ9eYN1ZodRTblsqQjvd7GYVURNkkHAU8D3g78kSQBvwE8L+1yLnAm8IHVvE5uNRGtWYswzdr7NSubyvppuQul2lzrrnPVuagqL3adr6HWeHztGgAiRcka89XqdahlF06xa6F00BRRK2eHNDPrUzkLrU2/SYmwrXZI5HuA1wF7pPv7AHdFRP6XdStw4Cpfw8ysH+/B9ZOZmZm1MRMLZ0t6OnBbRFwh6Zg+nn86cDrAejb09NxeerJHEWmqwlw2R9TMmqaufipF1mrr1rU+Xqs19smjU7Ezm5q354nZ/LC7P/fQbPsQ/ziV56jN5XPUTtyaFXPj7tl++z0kK8uOHWnHlKFtoRRFW1wkFrMImuqtkbTGHLbG0CWvw2ZmfZAakbWoB6o5aj8zYnL+VKwmwvZk4BmSTgDWA5uA9wJ7SZpPvdgHATe1e3JEnA2cDbBJe0/I6TKzCeH6ycxsWIqdSJNyxVtW6OTSfHY5HDt3ZfPYbGZMSlr/vmdVRsQbIuKgiDgUOBn4p4h4PvA14Nlpt1OAz666lB0s1zu95wlbHHUym1FTWz/lk+Hn5lpu+cVGi1otRd6GP4FeipboWk1BTcGauUXWzC1S27g7tY27o00b0aaNxO67Ebvvhtaty267rUe7rW9/7Lkamqs130+6qaaWm5mZWS+CbNRJr7dxGMZf8deTTfDfQjZn5MNDeA0zs364fjIz61fE0tukqc1BbS6LrOVDyBcWiIWFLIlR4zbB79G6NCNZInMR8XXg6+nn64CjBnHcbpTni0x7VG3a35/ZoE10/ZQP2ZnPsiiSIkm1vR+U3Z9PFxu7rUN5FsX0nNq992eP3XsvAGvSvIydi63ZJPvRaa7aHv/t1uzxtWuz/zdtzMrw7/YFYHFDtj3msr7CuTXpT1Can6aF1rXVYtcuqJcyR6a5a405bI3hS6V12coZNX3RZTZY+e/YJPxu5WVVrVmX5JH58pqONlMm4esLw4mwmZmZmVkHkuYkfU/S59P9wyRdKmmLpE9IWjvuMprNgkkZEjmQCFsVTGvkaVrfl9ksWfXvcS2PtKWJ8etSxG1dHrESStV5pHXLtCPLEplnYJyr5dkW07pmXf7RKUfTivIMlNptt+z/PAvkmrSu2u7Z9oW90uMpGra4W1bWue07Wg+4XE93vs5cp4QA+Tw9r8tmk+GVwNVkCZEA/gx4d0ScJ+mDwGkMaI3Igeq0FmQVom3FspXm7TbmuarWrCNSdRPFemdSwi02ENmI18mYA+0Im5mZmdmISDoIeBrwoXRfwG8AF6RdzgWeOZbCmdmqSTpO0k9SxPyMDvs8R9JVkq6U9A8rHXNqImxV0Ot6bI6emVlbpV5slddY25hFrOrrsyp8xz7rmLs/6zWupXXL5nbLoly1tdn/uz33bgB2fXRPYMmMryU2nXBdevFST/Wa+WZ59tk725jPM1vfuj7c4sbsfm1HNr9uYVN2f/6eHa3vM5WZ0jw1STCfIoL5Omzp/Whn+vOVesSXrMs2zkib58/Z8t4DvA7YI93fB7grLTcCsBU4cAzlWl6n6FqtOS9Wc8qSd4xSev1itljNzxNRmP+a1x+1GrGrVD6FI/MzbNBJRCTNAe8Hfovsd/kySRdGxFWFfY4A3gA8OSLulPSQlY7rBpuZmZnZCEh6OnBbRFwh6Zg+nn86cDrAejYMtnCdX7TxY21doVMmDb9GanYm7dzZeHioDbe8kTY3Ry0fir1hN2JH6gyam0PF128kK6qjemvjLBYXCx1Thcfc0TIThvAxHwVsSUnOkHQecBJwVWGfPwDeHxF3ZmWI21Y6qBtsXfryz7/PUw943ECO5ciamfUj7zFuZFXckSJRi7C4vpYeSnPYFtK+e2UXM3M7dwEwn+aykfZbTL2LtTRXbeMJaV5aHu2am2u5r/l5SNkdlV+wlQfX5/vuqrc8Pnd/uoAqd2bPt0bWGlGziEY0r6HDPLe8d72x6O2StedKL+qLMRuPJwPPkHQCsJ5sDtt7gb0kzaco20HATe2eHBFnA2cDbNLe/hKbrdIQ5rAdCNxYuL8VeGJpn0cASPpnYA44MyK+tNxB3WAzMzMzG4GIeAPZUChShO01EfF8SZ8Eng2cB5wCfHZcZexIteawZQpDtIudKLVas7Nk0IlIipG+fGj0brs1lw9Zt5bGHmvmiW3blx5irkYsdkhIAoQz/M+UoO+sj/tKurxw/+zUmdKteeAI4BiyDppvSvqPEXHXck+wLjz1gMdx++lPAmDfs7+97L6dImjdzm0zMytqzMXII2v3p2FHu2VZImu76iyua70IWdg9ZWLM/xbtmyWj2/20bC5bPJANHYpt27L9v/Dg7Nh59Cy/OMozPhaGOi25AGtkcKy3PLc2l0fgUvRvj/Ut76NxnPL6a/mctoUFGq9U6/BHtRj5g8YFW+MYjfvlJ5bKMAid5viYrez1wHmS3gZ8D/jwmMuTkVrWgSyuARm7ZcMjtWuhZf3HfO3H+vbsd2xVQyOlRgOwtluqP9aubTbSNqxvWd+xuLZjcV3H2LUrbY/2azq2W8+x+PvsiPzU6vOTvT0ijuzw2E3AwYX77SLmW4FLI2IX8FNJ/0bWgLus0wu6wWZmZmY2YhHxdeDr6efryOa+mNmoDCet/2XAEZIOI2uonQw8r7TPZ4DnAn8raV+yIZLXLXdQN9h6kEfWuo20lXnumpkNgtJ8tLzXt7Zj/ZJ9lvwNSr3Fiw/JskTW0hpoStnR1vzufdl+KamANmUJ7Op33pWeng5YGBLFfGkuW/5Y3qM+37p2mhbqrf/fnxIEpIhboxc8f381FXq+07Gime0te0Ol6FwjM1zKLpkibUvmuOUGOWzLvfA2jQrrQBbXgIwUvhfzres/lua/0k+ErZAZt7HO44b0/5o1LWs8Ftd3bFnbsdO6jsut6Vhcp81mw4Cr7YhYkPQy4Mtkf7g+EhFXSvoT4PKIuDA99tuSriIL6742In653HHdYDMzMzOzpsJwwOKyIsUlRXbsk3XuzN1fb1lOJJ9fVss7iXYtQL1D4yl/nUKSoJalQ/bc1HbZkOKSIS3LhRSXCikMfWx0OM3X2i8RUlweZFRLg3jIZSUMY+HsiNgMbC5te0vh5wD+KN264gabmVlVlNZba8zdyFNp5/O4Sj3DWgxqKWPk4oYU9UpZInftuaZle66WX+Tk88p2Zr3gtW33ZzukKFctRdoinw+ysNDscS/P2WoXhSPNcYHGRYm23dtyzDwa1uiJb/c+84unemsEjfz/fPua1vepfJ5Kej/5/Ll8Xk0z4tZDOm+vs2ZmNhUmpfp2g60Pqx0aOQrlBCcejmndyr87/s6MUd7Dmw/jyxs6yocatWZhU0RjrnxtZ6lXOM+tkY5VX6OW+7Ud6Zhrsv8bDba84ZMaW1pbaz6vsUh1aThh3nOdb88befn2O1ND7fysEbljMUsWsPYZt5fef/O4eTKRRuOtVuqRj9be8iXb82Gb6fnlBAiNoZLFAIAbZJXl+ml8IqJlSRGl35nF9bXW5URKS4no7m3NUWfFqJVqzQyNc3Odlw5ps2xIccmQtsuFzM+1LBPSrEMLv9tthkyqpg5Lg3h9tmkUDCfCNgxusJmZmZlZW8UstcUMtbXUaCpmqF3YfX5JZtq5erRmpa3l80sXW7LRdsxE2yYLbTEDbUv22TaZZ2Ox3ojeB7TPOFtoLLbLNNuaZba++kabM8pWQ9Bmwnc1ucG2CpMQacs54mYrKX9HlluGwt+fASv98c7najSiS+nipHE/lycduX9Xc7jhYjMFd7Yh7ZpHkuZau6t37pVFuebvT0Mq99mj5djalYYt7kiRtgd2NIZLNuaC5FGr/AInzVdRPi8kT/N9bxa927bjoOx++kN536f2bynTpqddnz1/zXzzPZcvsvJzsiYNF12XUnvP54t2pzKlcxv3P5DdLScpSffVZtuK3NM+Mq6fzGwYJqUad4PNzMzMzFZUzFC7YnbaQmbaclba/FjFbLSdMtG2zUJbyEBbzD5bzDzbknW2ZV5sm4yzhU6aYqbZYpbZlgyzq80uOymthFkwIR+FG2wDUKVIW7eLc3segOW8oHv1NC5c8guKdBWUz7/SA2m/4oVNuqipNbKupTlr60oJQPK5buXhTPkfrUakLp+XlraXknu0qLW+Rr5Pnugj/3/b51oja+W5A1L2vHu+cCiQRdrqeQSsEWlLkbX8vecXPovN4VIAkc9py4+9a77lbTaGQKW7LdnhVH6PHbLFDXJJAGvL9dMYSC2Jj1qSHhV+//M6orZjsSXZUbtER8UkRy0JjgrJjVZMbNSmQaddCy3JjFoSGRWTGK2UwKhQvxUTFxWTFhUTFvWUrMjZICtMnsNmZmZmZmZWWRPShnaDbYCqFGnrVrH30tG23kxLlDIvfy892dPy3isnRXjqO9LwoTzDYf54ut8YspM/bUdzyI9SD3M+l2suZQCIlAUy8shbyvpYS+n/80VwG3O+5vPjZT3I9d2yXvO5B+Ybw5GU5oVFOYtb6sGO+7LFuPNkAp0ia42nlbbf/fnDGlG3TSdcl8qXImx5goLU217bLSUe2DNLdKBd6X3lveX5mkv5/byHvN7MZNk4r6VyRL30BidgYd1p+R11/TQmhUy1LVlqCxlq1Yhul7LTtslM25KVtpiRtpCNtmMm2nZZaIsZaPPsszt2NOqafCHv8jE0P98+42wx22wx02why2wxw+yK2WUdSZsM4SyRZmZmZjYpiotlFxMftUt6FJElO0o/tyQ7WibR0c691rYmOCokN+qY2KhNUqNiQqM8mVEs7GptKBUW5c47ajQ/3zaBUTF5UUviokLSomLCor6SFbkRZ6vgBtuUGMQ4/5WOMa29lZ4jkemlJ3tavwuVk18A5L3Q+QVL6gFuzGlbswbyOWdzpSyJSWNifrpomE9rFy2uScfKL7Lm08XZjnyyW3r+rsLFSL0UYVqSebF1ceptnz8ku1/vvScz7/28Z/PDWrbX1Bpl3ONZt2Q/bM962/NkBo3jlLJjNi/a8rXt5poXgXkPfAUiaa6fMq6fzGwoJqQd7QabmZmZmTW0JD4qJD3qlPComOyoXaKjliRHhQRHLcmNOiU2apPUqJjQKBaakb4W+f1YJNIu9cXF9gmMCsmL2iUu0q75loRFKycratPZUxzeaRXiIZEzaxLnsnXD8wLMxiO/OGlEz/KIVrof9UB5muv7WiNrc3ekY6Qo3ZpdrdGwubXZ9nqKrNUeSM/PI3K7CpnWAApZ2ZoHaabYzv5PEbb03PoA5giU5xkslu7fldZy2/PEG7Lipu3aY2O2/4OyiFttR3YutTZbt62Z7nsxe28UhjaluWuqlS++muc97ZgXsqf3ZGZmYzYh1bYbbGZmZmaWUa0l8VEx6VEx4ZFS5wc1tSQ7apfoqJjkqJjgqJjcqFNio3ZJjVoSGnXTUZKSC0W90CFTTGBUSF5UTFxUTFrUkrBohWRFLYmKKjC02pbhBpuNItLm+Q39G9S5m7bI43JzRablPVZevo4Z+TpBeQQrRa7yoTyNddrqRB5YyyNG+fy2PHlAPoQoz5aYH6sRWcsn9KfI2uJiy/1GzKpeXzqHbWfzwi07aFbu7Zsfmu5386YHoxH1amSCS+VO77Ney95/baH1vDA/3xh6pTzJgdI5yq/v5lrnDg6T66f2XD+N2OJi6xzawvxZrUlDBhej7dzZ4rzZ4pzZ4nzZ4lzZjvNk28yRzX8Ho926kCspDJXM7jbXaYu5XW3nwbbMga2Jqs99tS4F4CyRZmZmZmZm1TQpI9ndYBuBaZvTNm09ttZesSfbn/WAqdSjlw/NyddSy3tz8+hQ6S+Kys+PaIaB8l7qvMc49RbnankPeDpGbVeKNOVDmsrZFPPe9Xwi/ob1jX15IBs21Vgf7oG0Lltp7too1rlpZJP8wqEA7PXsLGtkvlacdu6W7Zfm7OXnNNaluWxpv2znVN4UQVCtFG1U69y2WCGbtw2e66fRKc6hLc6fzSNKmp9rmTu73LzZubXzrfNli3NlO82TbTNHNq9jGkMTV/UGm/Vn/f77G2s81midA9sy/3WFua+t816Lc14937VyJuSjcIPNzMzMzJoKw7KLQ7JbhmNHvnwHLUOx2w3DLg7BLg6/bh163WHYdbsh18MadhjROqy6MKS6OJx6paHUxWHUoxhCbavgIZFWNshIm+eu9c/nrjfuvR6CvHe1HCkrK88Vq5WiX3k66eIcj/KcjnzttvJisfkhGlkg89TUKcqXr6WWFzm/UJufa2xrHDG/eErl2P65g2h58jgs5kkG0vtICRAWU8rxWprLF3mkUWomN8jfax5VzD+n/MK1kQKc1vsD4PqpN66fzGw1NAsRNkl7AR8CHkP2p/nFwE+ATwCHAtcDz4mIO1fzOmZmvXL9ZGa2gmKnUWFodsuw7EKHRMtw7GLyjsJQ7LbDsAtDsNsOv14z33nYdbsh18McUphnlNy5s2VIdXE49UpDqVuGUReGUHv4dMUEMzMk8r3AlyLi2ZLWAhuANwIXR8RZks4AzgBev8rXMTPrVfXrp0akrdPDpblrebQoj6jl6aSlxrbG8JtGlkQ19oHCfJT8mOvXt94vLBbb8vxidC//OY84pbls9fT/4gjnrnUSKUKolJ68ti1d7M1vSP+ni6j7ssdjYaERjVR+MZZnvssPmmemuycN9eonQ51ZlUQsH+kvRvmLdYBqnSP7y0T1s7lqzWh+MZLfMYpfiuCPLAvj4mJLhL4YnV8pMt8SlS9G5D13rWI0MUMiy6tbdE3SnsCvAx8GiIidEXEXcBJwbtrtXOCZqyuimVlvXD+ZWVVJ2kvSBZL+VdLVkp4kaW9JF0m6Jv3/oHGX02wmRB+3MVhNhO0w4BfA30p6LHAF8Epgv4i4Oe1zC7Df6oo4faYla+SkZYsc9tyQcWcrm7TPY8gmun4qR9bK21WKsIXU7LktrwWUFnBtrOlW6zAmJ99/SQbLPJlA4XmNoVClCGCHeXLjcN/nDwRg4+/8MttQPqeL6dxtSAkS7plrRtjy9Zca5zT1sm9P0cvC+neD4vppplQr+r9MpL9YF6leb4nuN6L2i4utkf1lovrFiH5LNL+mzlH8UgR/VBG2WKy3ROiL0fmVIvPFqLwj8hU3IR9L3xE2ssbeE4APRMTjgXvJKpiGyH7T254KSadLulzS5bvYsYpimJkt4frJzCpnUqL/EbGk4ygismGJ6RbpRkTWUKun7I3p51isZ0OTC8/JDpQyTEqtt4XF7FaPlAkyWufP1TTaTqHCe2np8FkMYsO6rLMnHxZO1tGjTXugDbuh9esa2TIb79cLalfTDETYtgJbI+LSdP8CsguiWyXtHxE3S9ofuK3dkyPibOBsgE3ae0Lat4NVjrSVt9tgTHvWtfL7c082UPX6qRTF6ngRUo6W5eVrPjH7v/D8WCxH0DpE1PJe8B2tDdLI523Nt66/1lquVJ68hzzvXU/PraW0W3mpxzGXrbEGXCqb7rgLgPl8jbjds3XZtLOQcjtPU74uZZBMSQZ0Sxali9TDP8iectdPM2dV0X9JpwOnA6xnw/BLazbNgumfwxYRtwA3Snpk2nQscBVwIXBK2nYK8NlVldDMrEeun8ysolYV/Y+IsyPiyIg4cg3rVl+aQoSrbQSrXoqqLSxkt10LzZ8L0baoR+v9xcVs3zwat2NHtq7azl3Erl3NKFq5Yyhfi23tmuZtbi67aTWDw7oX9Wi8R+64i/lb72b+1ruz07ZzodnZk6JnsW4NsW4N9U0biAd2NG/18HDIClP0fhuH1WaJfDnwsTQG+zrgRWSNwPMlnQbcADxnla8x9coRtWLErcrRthnuIa00fy4Nk1s/dfvHvZE9jaUXMY05aR0ubvKFcQuZJluenuadaE1Kqb2mmdK6kdltrnW9MpWzKiZS/lqj68nc+PSfZT/slkXSGkOa8veVyr64bzZfba4e6N77s23rs7koC3tlF8Rrf5pSdy+JXlqvXD+tLvo/MivVQVFvBu+LdUzU29c5hfqmWNcU65lOdUy5foldhaj4EKmm1rUXC3XHSvWG6wwbtFU12CLi+8CRbR46djXHNTNbLddPZlY1EXGLpBslPTIifkIz+n8VWdT/LBz9NxudCQl+rjbCZkNQjKp1yiSZ91KOY/7DJPWQTvv8EBjvd8H6VO6BziNTeVa1UsbH7obTdFijqDz/rdzhu3NnKlNrLzb5orYpO2SjbHO1Zk94vm2P3bO7qVd803NuB2D7J/dJb0PFEjbLMsCIWx7F23TCddmG+TS/blfK0JavU5f3kqdFeOfvT2vH7b83c+mx+w7J3s/uX70yK//O1mMsOcd5xKDHNZZm4XfW9VNb1Yn+F+uiQj1UrINWrn8WW38nlqtzdu5srWsK9UynOqZcv8zNz1O/777C8Vuz5q5a/vusWkv9Uaw7Vqo3WuqM4vnos64wc4OtS+NOidzJSmUa5B/JQbz/SV/KYCXjnFBfxe+nrVKnrGKl7fdsflizoVK+ECjPDSkfM28U5mvZ5o/vTBdBa1oX0pbWwEK6GNmQUnSnJCRK9/NEH7v/11uz+3ljaVdrWvx7Nj8sFbn/hlu5oabUUMuHPJbL35CXZWNzyNMX/jkLapzw6P+Sva2F0Qy9GhXXT9UwUdH/FTqAmtsL9c5ydU49WuuaNvXMkjqmTf2itdnww1hcLAzfrK++ISS11iHt6o9dCzNVb0y7cc1J65UbbGZmZmZmNnsmJEukG2w9mNV0xOX32+8yBLef/qSpjayZ9aScECRFoOr1fHHrNDSoQ1r/5nGaXYN5tGrT8de236fDUJxY2NVyv54PL0plyxfpbg6VbK47xPZ7W99HnoQkLSCbr0MU+TIAaQmBfGjRXJ6MJF8GIE/F38Uf0EZk7WnXA1DbuDG9Zor6NRa3jpbtkdL5k4Zc7XhwGm4VwdOOehoAvzzxEAAedPX27NjX35I9d9u27P/Ug77i52NWdcUkIYV6qKUOavf9Xi6StUydU6xv6ouLLfVMxzqmTf3SUrcU6pWWxbW7jbZJjdeo7b6htQ4p1B/FumOleqNYZ7TUF64rqmWM66r1yg02MzMzMzObPW6wWRV0igZ2M7etU2RtuWUIio97QXCzFeQLNddrpc0rpdQuRcm6GdLRqbe5fKxGhC1Pg58eWJN6mtsdo5b2nSslU0m94Cr3uCcbT7op+yGf45b+z6OFy2lE1tLi3cr/T9G92JEVXLulnviUcjuPrEUqy5o7s5Tcuum2Rk/4g67KImkPPCTrUd/99myB4sZSALdnC2m7t9ymQpt6qGMd1MscsXb7FqNti4ut9UynOqZd/VKsWwr1Sj4igHzdt27KrFpLPVKsQ1rqj0LdsVK9UawzXF9Um+ewmZmZmVl1tTRmOgx9HFZmw4hGCslIi09DodOIlJ22lhpqxfXXduXrt61pZrfcfXdq69Ji4gsL1O/Z3nyp4jFrhSyQQG333dDuu+cv2OjcyV670HxMGXNr92wnUnbd+vZ7G0lPav+Wrf244cb1xF6bsmPs3IXytSAf2NEcEio5U2RVTMjH4AbbCtpFonqdy9YpmjXOuXDF1y6Xr9vIWq5TxM0RNbMOlvyhXmGOWocLplHUT9GYC9bhYgraX1BB60UVtFxYAS0XV0DjAmvPZ9zYeK3tmx+aPScdcuOJW7PnbtrYcqzGEgPFiy1oveCClosuYMULL6Dl4gtouQADWi/CwBdiZmaTYkKqazfYzMzMzGZdl8Omh/Xajc6gYtKTuTmUkhZFoRzKlyNZWGgmK6nXG+n+qdWo5UlC6tHomIkINJ9d+ubP0x57EBuzfbX9frSQr9m4s7nvYr0xJDPuv59Ia8JR6MDKh0Zy3/3NYZ27b2gsS5AdKHVueXhkJSg8JHKmdbv22UqRraLyfLBOesnY2PCZ8mMP7uuY/e4/jWY1o6j1aaULogFeMPVaPy1ZkLp0MQW0vaDKtjcvqoCWCyug5eIKaLnAguyCaY80z61x4bRbFvXSHntk+xQutICWi62W5+UXWIWLLmDFCy+g9eKrUP7mG52sizDXT1ZJjfqj3phPJxabAZDFwu/XXIpq12rNTJPr1hJpzpkW5pv1TQSaz+ueaOxD2hYRzbXcaoJ8/qtEpAyULCw01pGMhYVmHVXI/Bh5hkpAef1z9z3NkQXFOXihltEKjsqPkdP6m5mZmZmZVdSEtJXdYCtZruexvK3bnurV6DVatdL8sVmbX9bucxzF52Y2DOX6SYWxHOX11wb1PW9koOzQ+w207wGH1l5waOkJB1p6w4GWHnEg6xXPe7Lb9YpDa884tPSOAy095EBrL3nh+Z16yqHUWw7te8yh0VPb0nNeeD9lrp/M2oggn9cb9VozSUhRo04pPCY1ot8x3xxKCYX6ox7E+jUth9LOhdb6I687FppzcmOxsK5bMYNmp6h6Xq8QrVkv89ep15pj8SYkMj+tPCTSzMzMzKxXxQ6iRv9HvuRIoaOkJlRP23ftgg1p0ev5OWKu0KhLjbD6+nmYy37WQmooLSw2EgrFrl3NxtaOHc0G4MJCF8utFBqI+bFVa9meD9HOy5DuFJYgyJM8TUgrYhpMyKme+QbbSr2Zo+wBHea8glmLrC1npfPrHm6ripW+i+WoWjfPWW1Zst+f1nWb2vaAQ/te8OL9Qm840NIjDqlXPL94atcrDksia+16x6EwV61dL3n2Ztq/h8K+Qad1ogq95rCqnnPXT2ZmI+KkI2ZmZmZmq1BaGDvbVgfmlu66WEf5kOeIZnKjHbuIFHmTBNE6lFk7dzWW+8gW3C4sYVIcMr2kDIUyZgdvU/56y4LkjX0XFycuWdHUcoOtmqa9dzKPoDmi1r9OPdzT/t2x8ZuY71hhuBKw/JAlaESgWoYuQcvwJaB1CFP6v76+dQhRcRgT0DqUCVqHM0HLkCZoc+HV9v2VIn3F4U1tHm8/zAnyi8pBDndy/WQzS4WIfuN3cK4x51Rzc9Tvu6+xe6S6AUBr0u+o1MhOm9cJ9V27GqMB6g/saGbB7TQXtba0sdiprI3ylh+en4c1zVEDSq+Vv2ae5bbldW2mzVyDzczMzMzMzBG2ihhkr+OoejDv3nz4quexOdK2VC/r3rXTz9wSr3dkyxlknXLPFx+e/TDkPz4t9VOnoUCF3u928iFHLcOXoGUIE0BsWN/I9th2GBO0DGUqHru4CG9WpE6LAnc5tKmwb8sQp+LzFksRxh6GOrl+MlteS6RKS4cZxuJiy3qKzd/Xwu9+TYV5rHldUW9kkW0Zwlgcjtnyc/9DGBvZayOac3ZrtcaxG4+XkpXY8HgOm5mZmZlZv6Rm46zYEZI3ZhahvquQYKhdBwwQ9WZDLoqNsHZicek2qXOHzpL7tbaNy+IyIJKay5jUBPlj+ZIhEYVOKC+wbTPQYMt7DnvtyZ6WnkdH1job9Ge8XEbRafk+2WBNXf2kUtbIUqStONcEaJlvAq1zTiDNO8l7ntvNO4GWuSfF114y/6TxIj3MQ2kUpBTd65AVszGXbU0po2Uf81NcP5mZjcCEtIGnvsFmZmZmZhOuuM7ZSotXLxeJ6iVK1W7fTs9vLFeySESeOKmGUt9QLNZbomyNoeCLzYyWjaVQukmOZKvntP7Tqd/e8H64x3P4RnFu/fnZqORrso2zfloSeSpniyzONYHW+SbQec5J4bkt806gZe5J9l+tdf/y8KcBzEMpK85LAVrnphRes2V+ygplcP1kZjYCQ2iwSToOeC/Z8JIPRcRZHfb7b8AFwH+OiMuXO6YbbGZmZmZWSS1zvSBFnzoMeR5aIQqdUR3nvrWLxtUhRdsaQ6Yh68wpDuuul5b8qAkayY1G/F5nzYAbbJLmgPcDvwVsBS6TdGFEXFXabw/glcCl3Rx3Zhpso4yOTZtpifZNevltek1s/aTmsJ+W/xvrjTUTA0ApOUDx8cb9KD28cqKAJfVTu4QBxbIulwmyTfKA7L8O2+dKc9vySFr5ArNdQgFIi/Rm5d3zade2ls+mlqQ/BH6f7FLxR8CLgP2B84B9gCuAF0TEzo4HmRWqNX+P2lmhDhmYXo9bqGcaIwYimllv6/XC8Mc2kfZ6OEvkCIihDIk8CtgSEdcBSDoPOAm4qrTf/wb+DHhtNwetrbyLmZmZma2WpAOBVwBHRsRjyIZMnUx24fbuiDgcuBM4bXylNJsh0ccN9pV0eeF2euGIBwI3Fu5vTdsaJD0BODgivtBtMWcmwlY2KdGWcUS3OvXy91uWaYnQmY3KpPyu3LP5YQBsetr12YZSj/CStc869Rh303ud9um5flph+FK+fl0+BxBoSR6Q7doaSSwmEcjut/Z9tiQTACcUsLJ5YDdJu4ANwM3AbwDPS4+fC5wJfGAspauCPFpdiK7lmWJZXGwZHtmYE1vFiFQEkI80WGzOXwXI5+EWI4iF99KaWMV1xlD0n3Tk9og4sp8nSqoB7wJO7eV5jrCZmZmZjUBE3AS8A/gZWUPtbrIhkHdFRD5meEmP/EzJ115LN0lp3bJadivOBcvXZIv6ZDVqiuWuR/OWFv9e0tllw9NfhG05NwEHF+4flLbl9gAeA3xd0vXA0cCFkpZtAM5chG0QPdejnG9Shchap/36jbQVTUokwWwUJqV+UuqS3HTCddn9+bTuWEtSABjkZPlV10/l+Wl5xsoUPeuqfmrMzWuTRACaEbTSGnFtEwpASirghAKzRNKDyOazHAbcBXwSOK6H558OnA6wng1DKKHZjBl82/gy4AhJh5E11E6mGT0nIu4G9s3vS/o68BpniTQzMzOrht8EfhoRvwCQ9GngycBekuZTlK3cI98QEWcDZwNs0t5TGYbR/Bq0NusE0tq1jaQ9eQdJLCygtJxHLC5OTGQtFheb4++KwzfVRYKRDkmXbPUGnXQkIhYkvQz4Mtkc1Y9ExJWS/gS4PCIu7Oe4brBV1KgiT6vphV8p0tbNsTvt48ibWXU15nvVStkQO+lz7tpA66cO2SW7OYZKf9Gbc/bSumvFzG+wfPY3aEYgqzjnxobtZ8DRkjYA9wPHApcDXwOeTZYp8hTgs2Mr4TgUIuCaq6E16fK0uNB0HrnetUDszBJoRnktx0mh2tJsujYeQ2gDR8RmYHNp21s67HtMN8dcVYPNqWknzzCGSTmpiFWR66fhkKJtQgAoJQWAJUMkV0oOUNX6KR82qXLveHo/UV4gvF0ygcL+bRcId8/5TIiISyVdAHwXWAC+RxYx+wJwnqS3pW0fHl8pzWZEd3PSKqHvpCNOTWtmVeX6ycyqKiLeGhH/PiIeExEviIgdEXFdRBwVEYdHxO9ExI5xl3OkVENzc9kahrVCwpH167P1C+fmiAd2EA/soH7ffUS+huG4Ojqk9ms5thPRvNUXm7fi9vLNRkbR+20cVjskcqZT0w5rcv8gI1WjXIh3EK/lKJ0NkOsnBl8HbDrhuiULZTcXjM63Z/eXRNSiNfnGKOunPH1/Qx9/dBtDQTtdqJUjh/Va28edAc4sKUbr1Vp/AFlUurDwNKTfn1lo1BQW3zbrO8K22tS0kk7PF5zbxWx1JJnZcLl+MjMzsxUNPq3/UPQdYVttatpZyHTUq0mNrJWNctkDs3ZcPw1OI4V/ii5pzdrWDG7QNosb0JrJDZYsVj2OP3z5+xhE/dR4X+0yvy23vR1ngbNZs2SpjcIC0zt2NLflc2B3LbTuN2qj/B0tvobrhKEa1xDHXq1mSOSqUtOamQ2R6yczswkUESjPsKoajUERK2WjHSYVhmzirI5TZQYabE5Nm1Rh3tWkR7OqcA5tqrh+Slb9u5X3KhfmqbVLuQ2tabeBRurtbZ8/BIB6yraYZ10cpfJrllP1L1emrs9hfkHndN1mZtU3C1kiI+JSIE9N+6N0rLOB1wN/JGkLWepsp6Y1s5Fy/WRmNqEWF4nFOrFYp7793kZ2yNi10BwWOSrFbJBRTzdnc5wW6vM2DqvKEhkRbwXeWtp8HXDUao5rK6tyRK2XdY+q/D5ssrl+GpA8E2Q+HClPuQ1Zym2akbXYfi8A9376IQDsqj84e04jydv4s53l8+eWZHxsc/HVsX4q7xs9Lt7rrG9mLYqZU1VTY36oahp9VtWWRbznsvItLhYi6BO6WLe1NyHt7tWm9TczMzMzM5s4s5B0xGzVPHfNrKKK6yNlP7RsB7I1kmDJOkn1UiStCpG1fgy9fopwtM1mV0smxMXCZrXb3GrQGRuLv4fqMFvIc1KnkxtsZmZmZmZmFeUGmw2T1zobv+XOvSOHNrE6RXw6rZEES9ZJ2v34nwJwz+aHDa2YvSpnhRyrEayx5PrJJlbxd6JTfVRMsd/r71C7Y3aIqrWdP1d8vhOPTLbwkEgzMzMzs/6t1HhTrfckIOVGluThjrPMDTabNe61beolU6bZJCkvapttq8DCtiXliNqmE65LD7SZizdjXD+ZmWUcYTMzMzMzG6Ty8MVehihKK++TP95xePiEXOFbdybk43SDzfrm3lmzGbS4SOSRtbTuWi5fO2mc8sjaknXWcvnQJ190mU2W/Hc2FpeZ29ah8bZcVslOdYHriJngCJuZmZmZmVkVBY6w2WiMMlukI2q981wRm3TlLGmqqRFJy9doa5tJjWaUa5j1U8eIWr6O3NxcVsY8+pcPp+o1UcEUcv1kU6FdhsdiEpFuhkHa7JqQr4YbbGZmZmY2OVoaYCtkeHRjzToQHhJpIzbISJt7W7tTPk/tzr3PpU2c8sVNKRIVoU4PLZWiXIOon5ZE0kqv0fy//XpKDTOSvtv1k5nZ9HCDzczMzMzMZo8jbDYp3Ms6GHuesMVzQmz6rbSQbVEj2tVfVEuKjnPTlr5Ge53m1y3NHjkhf7X75PrJptaU/+7acGlCvj9usJmZmZmZ2Wxxlkgbl27niriHdTiGfV6Ln6s/Qxu7cs9kx7WRsihY/p2954sPT09vv3/b73an15qROWmD4PppdCR9BHg6cFtEPCZt2xv4BHAocD3wnIi4U5KA9wInAPcBp0bEd8dRbrNZMylJR1aYnW1mZmZmPToHOK607Qzg4og4Arg43Qc4Hjgi3U4HPjCiMppZ9HEbg0pF2MpRoVnvoVuNcqTN53I6FD9Xf7aj5fqpB53mlaWo2KYTrgPgns0Py+6XMz+2eU7X81Ty/VaaXzch8xYmieunpoj4pqRDS5tPAo5JP58LfB14fdr+dxERwCWS9pK0f0TcPKLims2sSYmwVarBVm5keFjf6vkcTT83JEbD9VMX8kZQnu9/hUZT3nDr2ChbbsHblRpcbpBVguunFvsVGmG3APulnw8EbizstzVtc4PNbNgm5E9FpRpsZmZmZtMuIkLqvW9f0ulkwyZZz4aBl8tspoQjbKuyUg9ctz3cvRzTbJIUU3SXuUd7uFw/rUKnoZLlxCG9DoO0SnH91NGt+VBHSfsDt6XtNwEHF/Y7KG1bIiLOBs4G2KS9/QtitloT8lvkpCNmZmZmw3chcEr6+RTgs4XtL1TmaOBuz18zGz6RRdh6vY1DJSNsK1muR27WJzrb7Oh2CYcZ79EeOddPBUsiZF2m4HdkbeLNev0k6eNkCUb2lbQVeCtwFnC+pNOAG4DnpN03k6X030KW1v9FIy+w2ayakL83E9lgMzMzM6uqiHhuh4eObbNvAC8dbonMrB3PYRuTaemds9Gb1OhHtz3ZuWnt0Z4EPtfWL9dPZmYDNsZ11Xo1dQ02MzMzMzOzlajLkfrj5gabzaxesvhNM/do28hMyFyBKnD9lHH9ZGZDNSF/ltxgMzMzMzOzmeM5bGYV0+sciknrye11rkgn7tE2Gz3XT91x/WRms2jFddgkfUTSbZJ+XNi2t6SLJF2T/n9Q2i5JfyFpi6QfSnrCMAtvZrPN9ZOZmZn1JciG6vd6G4NuImznAO8D/q6w7Qzg4og4S9IZ6f7rgeOBI9LticAH0v9mYzGL80AG3eNcPIcV7M0+B9dPNqFcP61exesnM6u4SRkSuWKELSK+CdxR2nwScG76+VzgmYXtfxeZS4C9JO0/oLKambVw/WRmZmZ9iz5uY9DvHLb9IuLm9PMtwH7p5wOBGwv7bU3bbsZshAbRcz2pc0UGbQLfv+snqzTXT4Mz6+/fzPonJifCtuqkIxERUu9vV9LpwOkA69mw2mKYmS3h+snMzMzaGuOctF7122C7VdL+EXFzGlJ0W9p+E3BwYb+D0rYlIuJs4GyATdp7Ms6WVdYszgWxjlw/WaW4fjIzq6ZJibCtOIetgwuBU9LPpwCfLWx/YcrGdjRwd2FokpnZKLh+MjMzs5VNyxw2SR8HjgH2lbQVeCtwFnC+pNOAG4DnpN03AycAW4D7gBcNocxmI+2x9lyR6nL9ZFXk+snMbDJMSoRtxQZbRDy3w0PHttk3gJeutlBmZt1w/WRmZmZ9CaA+GS22VScdMRsFzwExs6py/WRmNqGG0F6TdBzwXmAO+FBEnFV6/I+A3wcWgF8AL46IG5Y7Zr9z2MzMzMzMzCaWovfbsseT5oD3A8cDjwKeK+lRpd2+BxwZEb8CXAD8+UrldITNJkJ5fsYoe7Q9N8TMluP6ycxsQg0+rf9RwJaIuA5A0nnAScBVzZeMrxX2vwT4vZUO6gibmZmZmZnNnEFH2IADgRsL97embZ2cBnxxpYM6wmZDM8zsZfkxPXfEzPrh+snMbMb1n6Z/X0mXF+6fndZv7Ymk3wOOBJ6y0r5usJmZmZmZ2UwRoP6GRN4eEUd2eOwm4ODC/YPSttbXln4TeBPwlIjYsdILusE25co9vKOY71B+zeL9Qb/+MOeOVHFuiNdcsmni+mlwx64C109mNnHqAz/iZcARkg4ja6idDDyvuIOkxwN/DRwXEbd1c1A32GxgurkYGfYF2qwMRRrmRabZNHL9NDqun8xsVkXEgqSXAV8mS+v/kYi4UtKfAJdHxIXA/wU2Ap+UBPCziHjGcsd1g83MzMxsgCR9BHg6cFtEPCZt+7/AicBO4FrgRRFxV3rsDWTJBxaBV0TEl8dRbrNZ0+eQyGVFxGZgc2nbWwo//2avx3SDbUqNY6hRP4ZVzuJxeu3Nruq56qTT+5u092Gzw/WT66dJex99OAd4H/B3hW0XAW9IPfB/BrwBeH1ao+lk4NHAAcBXJT0iIhZHXGaz2dJ/0pGRc1p/MzMzswGKiG8Cd5S2fSUiFtLdS8iSEUC2RtN5EbEjIn4KbCFby8nMhiqyddh6vY2BI2xTapS9l1WfjzEN80YmuexmZa6fmlw/zawXA59IPx9I1oDLrbRuk5kNSBfrqlWCG2xmZmZmIyLpTcAC8LE+nns6cDrAejYMuGRmM2hMEbNeucE2ZcaRVnlSeog7pdie1rkU0/7+bPK4furM9dNskHQqWTKSYyMaV4pdrdsEkBbnPRtgk/aejCtNs6oK0ODT+g+F57CZmZmZDZmk44DXAc+IiPsKD10InCxpXVq76QjgO+Moo9nM8Rw2G6dZ7b3shc+N2Xi4flqZz81kk/Rx4BhgX0lbgbeSZYVcB1yU1l66JCJektZoOh+4imyo5EudIdJsRCYkTu0Gm5mZmdkARcRz22z+8DL7vx14+/BKZGbtDGMdtmFwg21KdJqfMcr1jiZlrsiscTTDxs31k3Xi+snMxsoNNjMzMzMzswoKYEKSjrjBNmPcm2lmVeX6yczMRkWEh0SamZmZmZlVlhtsNgr9zscYZk92P3NF3KPe3iDm2/jc2ri4fppurp/MbOK5wWZmZmZmZlZBnsNmk+LuzYePtIfTvanD53Ns08L10/TxOR6cbdx5+1fjgnuB28ddljb2pZrlguqWrarlguqWrVyuh/Z6AM9hMzMzM7OhiIgHS7o8Io4cd1nKqlouqG7ZqlouqG7ZqlquYXCDbUINci2hYa2F5J7U0fL5tqpw/WRlPt9mVkmOsJmZmZmZmVVRuMFmk8trIU0Wf042S1w/TRZ/TkN39rgL0EFVywXVLVtVywXVLdvqyhW4wWZmZmZmwxMRlbyQrmq5oLplq2q5oLplG0i5nCXShmGQc0M6cY/oZPDnZFXj+sly/pzMbBJMSpbI2ko7SPqIpNsk/biw7f9K+ldJP5T0j5L2Kjz2BklbJP1E0lOHVG4zM9dPZmZm1r+I3m9jsGKDDTgHOK607SLgMRHxK8C/AW8AkPQo4GTg0ek5fyVpbmCltaHa84Qt7hWtiLs3H942WpF/Rv6cGs7B9dNM8Pe+Olw/jZ+k41LH0xZJZ4y5LAdL+pqkqyRdKemVafuZkm6S9P10O2EMZbte0o/S61+etu0t6SJJ16T/HzSGcj2ycF6+L+keSa8axznr0PHZ9hwp8xfpe/dDSU8YQ9nadspKOlTS/YVz98EVXyCAevR+G4MVG2wR8U3gjtK2r0TEQrp7CXBQ+vkk4LyI2BERPwW2AEcNsLxmZg2un8xs1qSOpvcDxwOPAp6bOqTGZQF4dUQ8CjgaeGmhPO+OiMel2+Yxle+/pNfP1+s6A7g4Io4ALk73RyoifpKfF+A/AfcB/5geHvU5O4elHZ+dztHxwBHpdjrwgTGUrW2nbHJt4dy9ZOXD9xFdG1OEbRBz2F4MfCL9fCDZBVJua9q2hKTTyT5s1rNhAMWYDXnP5aDmirgndDKM43Oakmx8rp9GyPXTbHL9NHJHAVsi4joASeeRdUhdNY7CRMTNwM3p522SrqZD3VoRJwHHpJ/PBb4OvH5chQGOJWto3CBp5C8eEd+UdGhpc6dzdBLwdxERwCWS9pK0f/oOjKRsEfGVwt1LgGev8kVW9fRRWVWDTdKbyHpWPtbrc1Nml7MBNmnvyThbFbLaC6MZ/SNXecNaJHg1evmOVaG8OddP4+P6aTq5fqqMA4EbC/e3Ak8cU1lapIvrxwOXAk8GXibphcDlZFG4O0dcpAC+IimAv051+36FBsYtwH4jLlPZycDHC/fHfc6g8zlq9907kNRgH4NipyzAYZK+B9wDvDki/t+KR5iQBls3c9jaknQq8HTg+amlDXATcHBht4PSNjOzkXH9ZGY2WpI2Ap8CXhUR95ANl3s48DiyC/p3jqFYvxoRTyAbyvdSSb9efDD9fRjbFbuktcAzgE+mTVU4Zy3GfY46adMpezNwSEQ8Hvgj4B8kbVr2IBM0h62vCJuk44DXAU+JiPsKD11IdoLeBRxANsb1O6su5Rh0mlBdNeUyrdTbWMX3YE3+fFbP9VN1uH6aLv58KqNynU+S1pA11j4WEZ8GiIhbC4//DfD5UZcrIm5K/98m6R/JhpPemg/jk7Q/cNuoy1VwPPDd/FxV4Zwlnc5RJb57hU7ZY/NO2YjYAexIP18h6VrgEWSRyg4CYjIWYusmrf/HgW8Dj5S0VdJpwPuAPYCLiplYIuJK4HyycdRfAl4aEYtDK72ZzTTXT2Y2gy4DjpB0WIrQnEzWITUWyiZefRi4OiLeVdi+f2G3/wr8uPzcIZdrd0l75D8Dv53KcCFwStrtFOCzoyxXyXMpDIcc9zkr6HSOLgRemLJFHg3cPaz5a50UOmWfUeyUlfTglJAHSQ8j65S9bsUDTkvSkYh4bpvNH15m/7cDb19NocZhFAu+jkKnHm33jNo0cv00WVw/ma1eRCxIehnwZWAO+EjqkBqXJwMvAH4k6ftp2xvJslc+jmzg2fXAfx9xufYD/jEl8pgH/iEiviTpMuD81MF3A/CcEZcLaDQif4vW8/Lnoz5nqePzGGBfSVuBtwJn0f4cbQZOIMuyfB/wojGU7Q3AOrJOWYBLUkbIXwf+RNIuoA68JCLuaHvgXD4kcgIMIkukmZmZmY1ISvc+rjT5LSLiW0C79IZjLV/KovnYNtt/SZaZcawi4l5gn9K2F4yhHO06PqHNOUrDD1863BK1vF7XnbIR8SmyYbm9vkjPTxkHN9h6MIm9wZNUVjPrn+snMzOzHk1Ig63vLJFmZmZmZmY2XI6wJYNe8NVsFk1ilGcSuH4yWz3XT2bWanxJRHrlBpuZmZmZmc2WAOqTkdbfDbY+uJfOzKrK9ZOZmVmXHGEzMzMzMzOrKDfYpo97rM2sqlw/mZmZ9SK8DpuZmZmZmVklBURMxhw2RQVCgZJ+AdwL3D7usnSwL9UsW1XLBdUtm8vVu37L9tCIePCgCzNqFa+fpvF7M2wuV++qWrbVlGsq6icz69+e8w+OJ216Zs/P+/KdH7oiIo4cfIk6q0SELSIeLOnyUb/5blW1bFUtF1S3bC5X76pctlGocv1U1XJBdcvmcvWuqmWrarnMbIJUIHDVjUo02MzMzMzMzEYmwmn9zczMzMzMKssRtp6dPe4CLKOqZatquaC6ZXO5elflso1KVc9BVcsF1S2by9W7qpatquUyswkRExJhq0TSETMzMzMzs1HZc26fOHr903p+3lfu+/vZTDpiZmZmZmY2MsHErMNWG3cBACQdJ+knkrZIOmOM5ThY0tckXSXpSkmvTNv3lnSRpGvS/w8aU/nmJH1P0ufT/cMkXZrO2yckrR1TufaSdIGkf5V0taQnVeGcSfrD9Dn+WNLHJa0f1zmT9BFJt0n6cWFb23OkzF+kMv5Q0hPGULb/mz7PH0r6R0l7FR57QyrbTyQ9dZhlGzfXTT2VsXL1U1XrplQ210/9lct1k5kNTtR7v43B2BtskuaA9wPHA48CnivpUWMqzgLw6oh4FHA08NJUljOAiyPiCODidH8cXglcXbj/Z8C7I+Jw4E7gtLGUCt4LfCki/j3wWLIyjvWcSToQeAVwZEQ8BpgDTmZ85+wc4LjStk7n6HjgiHQ7HfjAGMp2EfCYiPgV4N+ANwCk34eTgUen5/xV+h2eOq6belbF+qlydRO4flpluWa+bjKzwQgg6tHzbRzG3mADjgK2RMR1EbETOA84aRwFiYibI+K76edtZH/cD0zlOTftdi7wzFGXTdJBwNOAD6X7An4DuGDM5doT+HXgwwARsTMi7qIC54xsyO9ukuaBDcDNjOmcRcQ3gTtKmzudo5OAv4vMJcBekvYfZdki4isRsZDuXgIcVCjbeRGxIyJ+Cmwh+x2eRq6bulTF+qnidRO4fuqrXK6bzGxgIhxh68GBwI2F+1vTtrGSdCjweOBSYL+IuDk9dAuw3xiK9B7gdUD+TdkHuKvwh2tc5+0w4BfA36bhUB+StDtjPmcRcRPwDuBnZBdCdwNXUI1zlut0jqr2O/Fi4Ivp56qVbZgq+V4rWDdBNeunStZN4PppgGa1bjKzAXGEbYJJ2gh8CnhVRNxTfCyytJoj/bQkPR24LSKuGOXrdmkeeALwgYh4PHAvpSFGYzpnDyLrcT0MOADYnaVDaypjHOeoG5LeRDYc72PjLotVr25KZapq/VTJuglcPw2C6yYzmyVVaLDdBBxcuH9Q2jYWktaQXRB9LCI+nTbfmg/5SP/fNuJiPRl4hqTryYZl/QbZ3Iy90nAaGN952wpsjYhL0/0LyC6Sxn3OfhP4aUT8IiJ2AZ8mO49VOGe5TueoEr8Tkk4Fng48P5rrf1SibCNSqfda0boJqls/VbVuAtdPq+K6ycwGZkKGRFYhrf9lwBGSDiOrXE8GnjeOgqR5Fx8Gro6IdxUeuhA4BTgr/f/ZUZYrIt5Ac2L1McBrIuL5kj4JPJvsImnk5Uplu0XSjZIeGRE/AY4Frkq3sZ0zsqFGR0vaANyfynU58DXGfM4KOn2vLgReJuk84InA3YWhSSMh6TiyIW5PiYj7Cg9dCPyDpHeRRQaOAL4zyrKNkOumLlS1fqpw3QSun/rmusnMBmUbd375q3HBvn089faBF2YlETH2G3ACWbana4E3jbEcv0o27OOHwPfT7QSy+RgXA9cAXwX2HmMZjwE+n35+GNkfpC3AJ4F1YyrT48guNn4IfAZ4UBXOGfDHwL8CPwb+Hlg3rnMGfJxsrsousp7/0zqdI0Bk2QmvBX5Elklu1GXbQjYfJP89+GBh/zelsv0EOH4c37kRfodcN/VWzkrVT1Wtm1LZXD/1Vy7XTb755tvM3RRRqWHpZmZmZmZmllRhDpuZmZmZmZm14QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVWUG2xmZmZmZmYV5QabmZmZmZlZRbnBZmZmZmZmVlFusJmZmZmZmVXU/w+aOzY8pxsPJQAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3887,18 +3865,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3906,18 +3877,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3925,18 +3889,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3944,18 +3901,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3963,18 +3913,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3982,18 +3925,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2wAAAFICAYAAAAszn1YAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABSYElEQVR4nO3deZxkdX3v/9e7l5lhgGEbJTCDQARM0BvFEJafSeRKEgEXuF5jwA0MCTFBRaNRUKPE6L2YuEeimSgBV0BcIDqKSNRcE0HAHRAZEJwZhmVkGGDWXj6/P77f6j5dVHVXVddyquv9nEc9uups9a3TXZ853+1zFBGYmZmZmZlZ+Qz1ugBmZmZmZmZWmytsZmZmZmZmJeUKm5mZmZmZWUm5wmZmZmZmZlZSrrCZmZmZmZmVlCtsZmZmZmZmJeUKm5lZJulbkv6sS+/1l5Luk/SopH0a2P4MSd/pRtkGTf4d/HoHj/9RSX87y/rzJX1qHsc/TtK6VvevOtZLJH29xX0PkhSSRtpRFjMzS1xhM7OBIukuSdvyRfp9ki6WtFuTx5jXhamkUeB9wB9FxG4R8at2Hr+B959XBaHqWCHpkHYcq1fy7+DODh7/lRHx99CeylUnz3lEfDoi/qgTx26VpMW50nufpAcl/bukFb0ul5lZt7jCZmaD6HkRsRvwdOBI4K1dfv99gSXAzV1+XytwT1DfOAc4FvgtYH9gE/BPPS2RmVkXucJmZgMrItYDXwWeUr1O0pCkt0q6W9L9kj4haY+8+j/zz4dyT92xNfZfLOkDku7Jjw/kZYcBtxX2/48aRat7fEnvkbRJ0i8knVhYvoekj0vaIGm9pHdKGq5RrhOANwN/ko/9o7n2l3SIpG9L2ixpo6TL8vJKOX+Uj/UnNd6v5r553ZMlXZN7Te6T9ObCuT9X0h2SfiXpckl753WV3sfTJf0yH/MthWMeJem7kh7Kn+XDkhYV1oeksyXdDtxeWHZI4Tx8QtID+Xf/VkmP+b9S0pLcU7s8v36LpHFJy/Lrv5f0gfz84nw+dyX9ve2fz9ejkvbPh1yU3/cRSTdLOvIxfxVznHNJr89/qxskvaKwfHH+u/llPs8flbRLnePPGHqbz80rJd2ez+mFkpTXDefjbpR0J/CcqmPV/JuStEjSDyW9unCc/5L0tlplAg4Gro6I+yJiO3AZ8OQ625qZLTiusJnZwJJ0AHAS8IMaq8/Ij/8J/DqwG/DhvO73888983C679bY/y3AMcDTgKcCRwFvjYifM32xuWdEPKvGvvWOfzSpsrcc+Afg45WLZ+BiYBw4BDgC+CPgMfPxIuJrwP8BLsvHfmoD+/898HVgL2AluXcjIirlfGo+1lRlrKDmvpJ2B74BfI3Ua3IIcG3e59XAKcAzme5RubDquL8LPAk4HnibpN/MyyeA1+VzdGxe/1dV+55COpeH1yjvPwF7kH7nzwReDryieqNccbghb0P+eTfwjMLrb1ftswU4Ebgnn6/dIuKevPr5wKXAnsBVTP+tVb9vvXP+a7ncK4AzgQsl7ZXXXQAcRvpbPCRvU69yVMtzgd8h9XC9CHh2Xv7ned0RpJ7qF1btdzE1/qYiYifwUuAd+fd2LjAMvKvO+38ceIak/SUtBV5CqviamQ2GiPDDDz/8GJgHcBfwKPAQ6QL7n4Fd8rpvkS4oIVUe/qqw35OAMWAEOAgIYGSW97kDOKnw+tnAXfn5rPvXWk+qPK4pvF6at/k10hDLHZXPkdefBnyzzvHPBz5VeD3r/sAngFXAyhrHCuCQWc5DzX3z8X9QZ59bgeMLr/erce5XFtZ/Dzi1zrFeC3yxqrzPqvUZSJWGncDhhXV/AXyrzrH/HvhQLte9pKF7F5CGu24D9snbXQy8Mz8/DlhX4/fxjcLrw4Fts5zTGec8H3Nb1d/L/aQGAwFbgCcW1h0L/KLOsc8AvlP1Xr9beH05cG5+/h/AKwvr/qjyd9vI3yTwelIDxCbg0Fk+7x6kymyQKoA/APae67vuhx9++LFQHh6/b2aD6JSI+MYc2+xPqtBV3M30hWgjau2/f51tG3Vv5UlEbM2da7sBewOjwIbpDjeGgLUNHvfAOfZ/I6ly8j1Jm4D3RsRFDR673r4HkCq19crzRUmThWUTzDz39xaebyWdB5SGnL6P1OOzlPQ7u6nq+PXOy3LSeaj+vdVLcPHt/F5PB34CXEPqDTqGVLn+VZ39aqn+PEskjUTEeIP7/6pq28o5eRzpPNxU+N2KVDlttWyVJD37M/NcFs/bXH9TAJeQetU+HxG3z/L+FwKLgX1Ilc83knrYjm7iM5iZ9S0PiTQzq+0e0kVnxRNIrfv3kVr6W9n/njrbVmvk+EVrSb0ZyyNiz/xYFhH15vlUH3/W/SPi3oj484jYn9Tj9M9qMEvhLPuuJQ07rPd5TiyUZc+IWBJpzuFcPgL8jNRjs4w0X09V29Q7vxtJPXnVv7d67/vfpJ7X/wV8OyJuydufRNVwyAbeu1M2knrfnlw4l3tESrozXxtIFe+KJxSeN/I3+c/Al4FnS/rdWd7nacDFEfFgROwgDVs9qjJ/0MxsoXOFzcysts8Cr5N0sFLa/8q8r3HgAWCS+hWOyv5vlfS4fGH5NqDRVPqNHH9KRGwgzRN7r6RlOWnHEyU9s84u9wEHVZJpzLW/pD+WtDLvu4lU6ZgsHKtuOWfZ98vAfpJem5Ni7C6p0mPyUeBdkg7Mx3icpJMbORfA7sDDwKOSfgP4ywb3IyImSEP+3pXLcyDw19T5vUXEVlLv3dlMV9D+G3gl9Sts9wH7aDqBTStmPedVZZwE/hV4v6THA0haIenZs+/ZkMuB10hamefLnVt437n+pl4G/DZpCOZrgEtU//YaNwAvz0lMRklzEu+JiI1t+AxmZqXnCpuZWW0XAZ8kZWz8BbCdlAyjcqH+LuC/cua8Y2rs/07gRuDHpOFy38/L5tTg8au9HFgE3EKqGF1BmvtVy+fyz19J+n4D+/8OcL2kR0kJMc6J6fuWnU+62H5I0otqvFfNfSPiEeAPgeeRhtzdTkrwAvDBvO3XJT0CXEfjw9/eALwYeIRUUamVCGU2ryYNu7sT+A7wGdLfQj3fJg39+17h9e5MZ/qcISJ+RqrM35nPWSvDZM9n9nNe7U3AGuA6SQ+Tkr08qYX3rfavwNXAj0h/31+oWl/zb0rSE4APAC+PiEcj4jOk78r767zPG0jfv9tJjRknkXo1zcwGgiK6PTrDzMzMzMzMGuEeNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGEzMzMzMzMrKVfYzMzMzMzMSsoVNjMzMzMzs5Jyhc3MzMzMzKykXGGzGSS9WdLH2r1tA8cKSYe041hmVm6SLpb0zvz89yTd1uJxPirpb9tbuvbGNjMzs/lSRPS6DNYhks4AXg88EXgY+CJwXkQ81MNi1SQpgEMjYk2vy2JmIOkuYF9gAtgCfBV4VUQ82oZjXwysi4i3NrHPGcCfRcTvzvf9+42k44BPRcTKMh3LzMy6wz1sC5Sk1wPvBv4G2AM4BjgQuEbSojr7jHSvhGbWB54XEbsBTweOBB5TwXLcMDMz6yxX2BYgScuAvwNeHRFfi4ixiLgLeBFwEPDSvN35kq6Q9ClJDwNn5GWfKhzr5ZLulvQrSX8r6S5Jf1DY/1P5+UF5WOPpkn4paaOktxSOc5Sk70p6SNIGSR+uV3Gs8Xm+Jemdkv5b0qOS/l3SPpI+LelhSTdIOqiw/Qclrc3rbpL0e4V1lc98maRHJH1f0lNbPtlmAyAi1pN62J4CU0OYz5Z0O3B7XvZcST/M3/H/lvRblf0lHZG/a49IugxYUlh3nKR1hdcHSPqCpAdy3PmwpN8EPgocm2PAQ3nbqaGV+fWfS1oj6UFJV0nav7AuJL1S0u25jBdKUq3P20xsq7HvLpLem+PmZknfkbRLXvd8STfn9/9W/lyV/e6S9AZJP877XSZpiaRd87nfP3/2RyXtL2lI0rmS7sjn6XJJe+djfUTS5wvHfreka+sdq+4v3sxsAXv2/9w1jnzqkqYfkr7W7bK6ZXRh+v9IF0RfKC6MiEclrQb+ELgoLz4Z+GPg5cBi4E2V7SUdDvwzcALwPeD/ACvmeO/fBZ4EHAZ8T9IXIuJW0rCq1wE3AitJFw1/BXygwc90KvBsYCPw3fz4K+D0/FneDrwib3sD8A5gM3AO8DlJB0XE9sJnPo1UcT0H+JKkwyJirMGymA0USQcAJzEzppwCHA1sk3QE6Xv4PNJ3/KXAVZKeBATwJdJ3/cOk799nSSMAqt9nGPgy8B/Ay0hx48iIuFXSK5llSKSkZwH/F/gj4GbgPcClwO8XNnsu8DvAMuAm4N+BRv/jrRfbqr0HeDIpDt9LOkeTkg7Ln/sU4FukePjvkg6PiJ153xeR4u124L+AMyLio5JOpGoYo6Rz8rGeCTwAfAi4kBTbXg/8UGkY6R3AmcDTImJLrWOZmQ2ijQ9OcP3VzYfC0f3uWN6B4szKPWwL03JgY0SM11i3Ia+v+G5EfCkiJiNiW9W2LwT+PSK+ky8o3ka6+JrN30XEtoj4EfAj4KkAEXFTRFwXEeO5t+9fSBcajfq3iLgjIjaTKnt3RMQ38mf8HHBEZcOI+FRE/Cq/13tJFdEnFY51U0RckSto7yNVbo9poixmg+JLuTfrO8C3SY02Ff83Ih7MceMs4F8i4vqImIiIS4AdpO/VMcAo8IHc238FqVGllqOA/YG/iYgtEbE9Ir7TYFlfAlwUEd+PiB3AeaQeuYMK21wQEQ9FxC+BbwJPa/DYUCe2FUkaAv4UOCci1udz8d+5PH8CfCUirsmx5z3ALqSKXcWHIuKeiHiQVJmcrXyvBN4SEevy8c8HXihpJCK2kiq87wM+RRptsa7+oczMBlEwEZNNP3rBPWwL00Zgef6Pu7rStl9eX7F2luPsX1wfEVsl/WqO97638HwrsBtAbl1+H2kezFLS395Ncxyr6L7C8201Xu9WeSHpDaQW5f1JFcxlzKykFj/TZB6O5WFBZo91SkR8o866Yuw4EDhd0qsLyxYx/R1cHzMzXN1d55gHAHfXaWyay/7A9ysv8oiCX5FGBdyVF9eMTw1qZN/lpAagO+qUb+pz59izlpmjFqrfY7a4dCDwRUnFq4cJUqKY9RFxvaQ7gccDl89yHDOzgRTA5Jz9EOXgHraF6buk1u0XFBdK2g04Ebi2sHi2v9QNpOGLlf13AfZpsUwfAX5GygS5DHgzUHP+yHzk+WpvJA0t2isi9iQNjSy+1wGF7YdIn/GedpfFbIErxo61wLsiYs/CY2lEfJYUR1ZUzRd7Qp1jrgWeoNqJTOb6X/UeUiUGgDxfax9g/VwfpI02koYzPrHGuuryiRSLGilfrc++Fjix6pwvyfMNkXQ2aXTBPaSYONuxzMwG0mQL/3rBFbYFKA8b/DvgnySdIGk0Dwu6HFgHfLLBQ10BPE/S/6eUIOR8Wq9k7U66tcCjkn4D+MsWj9PI+4yT5nSMSHobqYet6LclvSBfFL6WVLm9rkPlMRsE/wq8UtLRSnaV9BxJu5MakMaB1+RY9ALS0Mdavkeq4F2Qj7FE0jPyuvuAlaqfrOizwCskPU3SYtLwzevzEOyuiIhJ0ly+9+XEIMOSjs3luRx4jqTjJY2S5pntAP67gUPfB+wjaY/Cso8C75J0IICkx0k6OT8/DHgnaS7hy4A3SnraLMcyMxs4QTARzT96wRW2BSoi/oHUi/UeUkXpelKL7PF5vkMjx7gZeDVp4v4G4FHgftJFRrPeALwYeIR0cXdZC8doxNWkJAI/Jw0/2s5jh31eSZpPsol0MfMCJxwxa11E3Aj8OSmpyCZgDXBGXreT1Nt/BvAg6bv3hTrHmSAlLjkE+CWpgelP8ur/ICUTuVfSxhr7fgP4W+DzpHj1RFKyom57A/AT0jy9B0nJVYYi4jZSBeqfSD1xzyPdNmFnvQNVRMTPSBXSO3OGyf2BDwJXAV+X9Aip0eno3BD1KeDdEfGjiLid9H/BJyUtrnMsM7OBNEk0/egF3zjbGpaHVD5EGtb4ix4XpyWSzgcOiYiX9rosZmZmZtYbT3vqorj2q49ver/lK9bfFBFHdqBIdbmHzWYl6XmSlub5IO8htRzf1dtSmZmZmZnNT7/0sLnCZnM5mTRp/R7gUODUcLesmZmZmVlXdKzClpNd3CZpjaRzO/U+1lkR8Wc5+9geEXF8nofRtyLifA+HHGyOTWZmZhYw2ElHJA0DF5JSyB8OnCbp8E68l5lZoxybzMzMrGKyhUcvdKqH7ShgTUTcmTNgXUoaWmdm1kuOTWZmZpbS+rfw6IVaNydthxXMTKW+Dji63saLtDiWsGuHimJzmTh0ca+L0BPDt7dyd4L26MQ57+XnqWU7W9gZO9p+c/R5aio2geNTrzk+dZ/jk5kNhICJPsnK0KkK25wknQWcBbCEpRyt43tVlIG3+UOH9LoIPbXHSWu69l6bV3fuXHfzczTi+ri210VomeNTeTg+OT51Qj/HJzNrj6B3Qxyb1akK23rggMLrlXnZlIhYBawCWKa9+6R+a2Z9bs7YBI5PZmZmC5+YoD862jtVYbsBOFTSwaSLoVOBF3fovcxKr5Mt19YUxyazKo5PZjaIApjskybZjlTYImJc0quAq4Fh4KKIuLkT72Vm1ijHJjMzM6sY9B42ImI1sLpTxzdrl0rrcifnWFSO7Zbs3nNssn7i+GRm1hmBK2xmZmZmZmalNRmusJlZlU60ZJct+5qZ9SfHJzMbJO5hMzMzMzMzK6lATDDU62I0pD9KadYFm1cf4jkcZlZKjk9miaSLJb0zP/89Sbd16X1DUs0voaRvSfqzXpfDmjcZavrRC66wmZmZmVnbSLpL0jZJj0q6L1eydmv3+0TE/4uIJzVQnjMkfafd72/9rTIkstlHL7jCZtYDe5y0xnM7zKyUHJ+sTZ4XEbsBTweOBN5avYEkT82xHhITMdT0oxdcYTMzMzOzjoiI9cBXgafA1JC+syXdDtyelz1X0g8lPSTpvyX9VmV/SUdI+r6kRyRdBiwprDtO0rrC6wMkfUHSA5J+JenDkn4T+ChwbO7xeyhvu1jSeyT9MvcCflTSLoVj/Y2kDZLukfSnDXzUAyX9Vy7n1yUtLxzrmPy5HpL0I0nHFda9QtKteb87Jf1F8aDNlCMPzXxnfq9HJf27pH0kfVrSw5JukHRQYfsPSlqb190k6fcK686XdIWky3LZvi/pqQ2ch74RwCRDTT96wRW2Aec5EY/Vzbkibsk2q8/x6bEcn6zfSDoAOAn4QWHxKcDRwOGSjgAuAv4C2Af4F+CqXKFaBHwJ+CSwN/A54H/XeZ9h4MvA3cBBwArg0oi4FXgl8N2I2C0i9sy7XAAcBjwNOCRv/7Z8rBOANwB/CBwK/EEDH/XFwCuAxwOL8v5IWgF8BXhn/gxvAD4v6XF5v/uB5wLL8v7vl/T0eZTjVOBl+fM8Efgu8G/5vW8F3l7Y9ob8+fcGPgN8TtKSwvqTSee8sv5LkkYbKIO1mStsZiXQyoWRL6bMrBscn6xFX8q9Wd8Bvg38n8K6/xsRD0bENuAs4F8i4vqImIiIS4AdwDH5MQp8ICLGIuIKUiWjlqOA/YG/iYgtEbE9ImrOW5Ok/L6vy+V4JJfv1LzJi4B/i4ifRsQW4PwGPu+/RcTP82e6nFQRAngpsDoiVkfEZERcA9xIqsQSEV+JiDsi+TbwdaDS09VqOe6IiM2kns07IuIbETFOqnwdUdkwIj4VEb+KiPGIeC+wGCjOCbwpIq6IiDHgfaTezWMaKEPf6Jc5bB47bGZmZmbtdkpEfKPOurWF5wcCp0t6dWHZIlLlK4D1ERGFdXfXOeYBwN25YjKXxwFLgZtS3Q0AAcP5+f7ATQ28Z9G9hedbgUqSlQOBP5b0vML6UeCbAJJOJPV6HUbqSFkK/GQe5biv8HxbjddTyV8kvQE4k+lzvQxYXth+6vcUEZN5+On+DZShL0SoZ3PSmuUKm5mZmZl1U7ECthZ4V0S8q3ojSc8EVkhSodL2BOCOGsdcCzxB0kiNSltUvd5Iqrw8Oc+xq7aBVAGseEL9jzKntcAnI+LPq1dIWgx8Hng5cGVEjEn6Ekx147SzHNXv/XvAG4HjgZtzhWxT4b0pvrekIWAlcE+7ylAGk31y4+z+qFaamZmZ2UL0r8ArJR2tZFdJz5G0O2n+1TjwGkmjkl5AGvpYy/dIFZwL8jGWSHpGXncfsDLPiSMiJvP7vl/S4yHNNZP07Lz95cAZkg6XtJSZ876a9SngeZKeLWk4l+s4SStJPYmLgQeA8dzb9keFfdtZjmq7k87tA8CIpLeRetiKflvSC5Syeb6WNFT1ujaWoadSWv+hph+94AqbWYl43oeZlZXjk3VCRNwI/DnwYWATsAY4I6/bCbwgv34Q+BPgC3WOMwE8j5RA5JfAurw9wH8ANwP3StqYl70pv9d1kh4GvkGevxURXwU+kPdbk3+2+vnWkpJ3vJlUOVoL/A0wlOfOvYZUMdtESlxyVWHftpWjhquBrwE/Jw213M7MoaoAV5LO4SZSIpMX5PlsC0T/pPXXzGHBvbFMe8fROr7XxRhIzsJWXy8vTBr5vZT9wun6uJaH48H+GGswC8en3nF8qs/xaX4WSnwy6xRJ5wOHRMRLe12WTjnkfyyN9155WNP7nfLEH90UEUd2oEh1eQ6bWZUyXGhUyuALVjMrcnwyM2ufieiPdhsPiTQzMzPrMUknSLpN0hpJ5/a6PGYLXaC+mcPmHjazEqvXkl2GVnYzG2yOT+2Tb/p8IekGyeuAGyRdFRG39LZkNqgi4vxel6EbJp3W38zMzMwacBSwJiLuBJB0KSlRhStsZh1SyRLZD1xhG3B7nLTG8xAytwqblYvj0zTHpwVvBTMz9K0Djp5th0VaHEvYtaOFMusnj7BpY0Q8rtHtA/XNHDZX2MzMzMz6gKSzgLMAlrAUZ7A1m/aNuOLuZveZdA+b9YtBz/jVDy3Xg/47ssE16H/7jk8DYz1wQOH1yrxshohYBayCdMuR7hTNbGGKoGf3VWuWK2xmZmZmvXUDcKikg0kVtVNJN1E2s44Rk3hIpPUZt5KWXz+0tpt1guNT+Tk+tS4ixiW9CrgaGAYuioibe1wsswUtcA+bmZmZmTUoIlYDq3tdDrNB4iyRZiXn1mAzKyvHJzMzq3CFzczMzMzMBkogJp3W3/qV54qYWVk5PpmZWbt4SKSZmZmZmVkJBTDppCPW7xZqS7bnhpj1P8cnMzObHzHRJ2n9W65WSjpA0jcl3SLpZknn5OV7S7pG0u35517tK66Z2dwcn8zMzGw2lR62Zh+9MJ93HQdeHxGHA8cAZ0s6HDgXuDYiDgWuza+tRzavPmTeLdB7nLRmQbT6LpTPYQ1xfOoDjk/TFsrnMDPrJxO5l62Zx1wknSDpNklrJD3mOkPSE3Kj8g8k/VjSSXMds+UKW0RsiIjv5+ePALcCK4CTgUvyZpcAp7T6HmZmrXB8MjMzs9lEqO09bJKGgQuBE4HDgdNyg3HRW4HLI+II4FTgn+cqa1vmsEk6CDgCuB7YNyI25FX3Avu24z2sOdWt1pXXrbTgLrQ5IjZYHJ/Kx/HJzMzKYKL9QxyPAtZExJ0Aki4lNRbfUtgmgGX5+R7APXMddN4VNkm7AZ8HXhsRD0vTXYUREZKizn5nAWcBLGHpfIthZvYYjk9mZmZWSwCT7U86sgJYW3i9Dji6apvzga9LejWwK/AHcx10XhU2SaOki6FPR8QX8uL7JO0XERsk7QfcX2vfiFgFrAJYpr1rXjRZ8zrR2lyv1btfWrY9L2QwOT6Vj+PTYzk+mZn1ilrtYVsu6cbC61X5uqFRpwEXR8R7JR0LfFLSUyJist4OLVfYlJqqPw7cGhHvK6y6CjgduCD/vLLV97DGNXpxMp+hR9V6kVbbFzfWCMencnF8MjOzsklZIlvqYdsYEUfWWbceOKDwemVeVnQmcAJARHxX0hJgOXUakWF+WSKfAbwMeJakH+bHSaQLoT+UdDupi++CebyHmVkrHJ/MzMxsVhMMNf2Yww3AoZIOlrSIlFTkqqptfgkcDyDpN4ElwAOzHbTlHraI+A7UHfh5fKvHteaUYdjPfFqy3SJtneD4VA6OT2ZmVlaBWu1hq3/MiHFJrwKuBoaBiyLiZknvAG6MiKuA1wP/Kul1pI6+MyJi1ukXbckSaWZmZmZm1k8m5zXYsLaIWA2srlr2tsLzW0gjgRrmCtuAaudckV5aKJ/DzKYtlO/1QvkcZmYLUQRMtLmHrVNcYTMzMzMzs4HT7iGRneIK24DbvPqQvmj9LcNcGDPrLscnMzMzV9jMzMzMzGzApKQj7Z/D1gmusPW56tbnXrb0tpKNrd4cj2Y/h+eKmJWP49PsxzEzs96aqJtQulxcYTMzMzMzs4Eyjxtnd50rbAtMO1uRu8lzQMwWPscnMzMrj/4ZEtkfpTQzMzPrc5IOkPRNSbdIulnSOXn53pKukXR7/rlXr8tqNggmUdOPXnAP2wLVypyLdrVkt9KKbmaDw/HJBtg48PqI+L6k3YGbJF0DnAFcGxEXSDoXOBd4Uw/Labbg+T5sZmZmZjZDRGwANuTnj0i6FVgBnAwclze7BPgWrrCZdVy/DIl0hW1AlClbWyeVYb5LI6rPf9nLa9ZJjk/l4vjUHZIOAo4Argf2zZU5gHuBfXtVLrNBkdL6u4fNzMzMzKpI2g34PPDaiHhYmr5ojIiQFHX2Ows4C2AJS7tRVLMFrVdz0prlCtuAKraYVremttoKvFBbxTvB82jM6nN86i3Hp86SNEqqrH06Ir6QF98nab+I2CBpP+D+WvtGxCpgFcAy7V2zUmdmjemntP79MXDTzMzMrM8pdaV9HLg1It5XWHUVcHp+fjpwZbfLZjaIJmOo6UcvuIfNmm5Ndatr+/XL3BazbnN86j3Hp7Z6BvAy4CeSfpiXvRm4ALhc0pnA3cCLelM8swESnsNmZmZmZgUR8R2oO2nm+G6WxWzQBZ7DZn2oXqa26uX9ML+hX1qEq89lv5TbrNscn7rP8cnMFjr3sJmZmZmZmZVQPyUdcYXN6pqrFbUfWrLLptEWardkm83O8an9HJ/MbND0S4XNWSLNzMzMzMxKyj1sNm9lbsnevPqQnrYC1zsnzWa8c0u2WWscn2Z//2aW19vO8cnM+lHgLJFmZmZmZmal5SyRNnDK3JJddm6hNussx6fWOT6Z2YIU/TOHzRU2aztfGE3zuTArF38np/lcmNkgc5ZIMzMzMzOzEnOFzQZeWVpvyzwxvoxlMhsEjk9zK2OZzMzaxUlHzMzMzMzMSixcYTNLytKS3UvVLdWDfC7MysTxyfHJzAaXs0SamZmZmZmVUPRRlsih+R5A0rCkH0j6cn59sKTrJa2RdJmkRfMvpi0Eng8xbY+T1vh8dIHjkzXK38dpjk9mNigi1PSjF+ZdYQPOAW4tvH438P6IOATYBJzZhvcwM2uF45OZmZnVkJKONPvohXlV2CStBJ4DfCy/FvAs4Iq8ySXAKfN5D1tYetlyu3n1IZ6bMUAcn6xZjk9mZoOlX3rY5juH7QPAG4Hd8+t9gIciYjy/XgesmOd7mJm14gM4PpmZmVkN/XTj7JZ72CQ9F7g/Im5qcf+zJN0o6cYxdrRaDOtTniNhneT4ZPPh+GRmNgAiJR5p9tEL8+lhewbwfEknAUuAZcAHgT0ljeRW7JXA+lo7R8QqYBXAMu3do49vZguU45OZmZnNql/S+rfcwxYR50XEyog4CDgV+I+IeAnwTeCFebPTgSvnXUpbsNySbZ3g+GTt4PhkZrZwBf0zh60dWSKrvQn4a0lrSHNGPt6B9zAza4Xjk5mZmdFPWSLbcuPsiPgW8K38/E7gqHYcdz4q2bbcOtofqn9PncyW5r+NweL4ZPPl+GRmZr3UiR42MzMzM6tD0rCkH0j6cn59sKTrJa2RdJmkRb0uo9kgGISkI6VU3fLZbEuoWzXLofJ78H2JbCFxfFoYHJ+sDc4BbiUlRAJ4N/D+iLhU0keBM4GP9KpwZoOiV3PSmuUeNjMzM7MukbQSeA7wsfxawLOAK/ImlwCn9KRwZgMk9Zj1R9KRvu9ha3cLZzPHc2t357kl2/qZ49PC5vhkLfoA8EZg9/x6H+ChfLsRgHXAih6Uy2zgLPgbZ5uZmZlZ4yQ9F7g/Im5qcf+zJN0o6cYxdrS5dGaDx3PYOqgsrZmef9I9nWjJdjY26wTHp8Hj+GRNeAbwfEknAUtIc9g+COwpaST3sq0E1tfaOSJWAasAlmnvHl06mi0cnsNmZmZmZlMi4ryIWBkRBwGnAv8RES8Bvgm8MG92OnBlj4poNjCC5ueveQ5bA8rSct2qVsrv1tWZPGfEyqrf/yYdn+bP8cnm4U3ApZLeCfwA+HiPy2M2EPqlm9o9bGZmZmZdFhHfiojn5ud3RsRREXFIRPxxRHiCmlmndShLpKQTJN2W76t4bp1tXiTpFkk3S/rMXMfsqx62QeR5KLW1syXbc0XMWuP4VJvjk5lZn2hzF5ukYeBC4A9JGV9vkHRVRNxS2OZQ4DzgGRGxSdLj5zque9jMzMzMzGzgdKCH7ShgTe413wlcCpxctc2fAxdGxKZUhrh/roP2RQ+b5wM0btBavD1nxHrNf3uNc3wyM7My6UCa/hXA2sLrdcDRVdscBiDpv4Bh4PyI+NpsB+2LCpuVSxmH6PjCyMzA8cnMzBoTtJzWf7mkGwuvV+VbbjRqBDgUOI50G4//lPQ/IuKh2XYwMzMzMzMbHAG0VmHbGBFH1lm3Hjig8LrWfRXXAddHxBjwC0k/J1Xgbqj3hqWusLk1slw6cVPYavNtFZ9PS3YZW+atvByfysXxyczMmtWBIZE3AIdKOphUUTsVeHHVNl8CTgP+TdJy0hDJO2c7qJOOmJmZmZnZ4IkWHrMdLmIceBVwNXArcHlE3CzpHZKenze7GviVpFuAbwJ/ExG/mu24pe5hs87bvPqQlltsO9Hi265jes6IWf9zfDIzs34TEauB1VXL3lZ4HsBf50dDXGEzMzMzM7MB09iNsMuglBU2tzqWUztaqhv93bazJbvR9/TcEGuE41M5OT6ZmVnT2j+HrSNKWWEzMzMzMzPrmGg5rX/XlarC5pZr6wTPF7F28N+PdYLjk5lZD7mHzczMzMzMrKzcw2b2GL2ch1Hdku05IWZW5PhkZjZg3MNmZmZmZmZWUq6wNW7i0MVs/pDH7/fKoLXoDsrntPZwfOotxyczM+uIAJx0xMzMzMzMrJzCPWxmZmZmZmYl5QqbmZmZmZlZSXlIpJmZmZmZWTmpT3rYhuazs6Q9JV0h6WeSbpV0rKS9JV0j6fb8c692FdbMrFGOT2ZmZlZXtPjogXlV2IAPAl+LiN8AngrcCpwLXBsRhwLX5tdmpbd59SFTGekW0nsNMMcnWzAcn8zM2k1pSGSzjx5oucImaQ/g94GPA0TEzoh4CDgZuCRvdglwyvyKaGbWHMcnMysr9/6blUif9LDNZw7bwcADwL9JeipwE3AOsG9EbMjb3AvsO78iWrcM2v2OKqpbkhttWZ7PearsW/1eg3buO8jxaYFxfKr9uh7Hp1Kr9P6/UNIiYCnwZlLv/wWSziX1/r+pl4U0GwgDMIdtBHg68JGIOALYQtXwooioWxeVdJakGyXdOL556zyKYWb2GI5PZlY67v03s1bMp4dtHbAuIq7Pr68gXRDdJ2m/iNggaT/g/lo7R8QqYBXAroft1yf1WyuLMrS2N9LS7RbpnnF8sp5xfLJZuPffrEz65H/4lnvYIuJeYK2kJ+VFxwO3AFcBp+dlpwNXzquEZmZNcnwys5JqW+//GDs6XlizBS3om6Qj870P26uBT+cx2HcCryBVAi+XdCZwN/Cieb6HWV1ztSLP1oLcjSxozb5HGVrmFxDHJ5sf5f+Yo7UmWMcnq6Ftvf/LtHef9A0MGKnlmGHd1y/3YZtXhS0ifggcWWPV8fM5rpnZfDk+mVnZRMS9ktZKelJE3MZ07/8tpF7/C3Dvv1n3DEKFzawf9fL+QvVapt1ybdZbQ0uWMLlzDICRxy8HYPze+7peDsengeDe/wWiLHHDFr5SVNiGb9/BHiet8Y06S6JT/zlvPOvYqefLV323pWN0I6V1OzT7/r0ur9Xn+FQuHas8DA1x9bqbAHj2iiNmrmtwaKTjkzXCvf8LSL24Mc/h1NY9AzEk0szMzMzMrC/1KIlIs1xhs44p9qhB671q7dLpHhK3Qpv1gdzyrZFRAIb23AOAsSet4Dm/vQyAu/7+YAD2+llqet3n/60HYHLjg+nntu3pWDGZf86/idbxyazkCrFjrrhRjBkz4oV73Mqlbj7W8nGFzczMzMzMBo8rbDboKj1q1T1t81HdStyLeUVuqTbrY0q3H9Wi1MPG5AQAozffTeQesz1uT6seOiy1qO/1091n7KNf/BKAGJ/5P73jk9kCVowdc8SNYsyoFy+sHDyHzczMzMys3w0No+Hh9HTZ7tNDG0dGYDhV5Pa4YxsASzeO8vBhaZjkrmtHGXlgVwAmt2wjxsemj+nhkeXQJ78GV9isrvnc9LXd6mWGa6QMrbZyu6XarLyajk9D6WJrxkUXzHnhBcy4+AJmXIABbL7qAACWnXTnjGM6PpmZlZwrbGZmZmZmC8BQGiId27alBh5IjTM70hX/8Lbp3rPRh8cBmFwyDJNpvYaHiImhvN/kdOr/ynGs6xQeEtmSSouh73e0sBTnsjWaKbLe30Cz92Bq5G/JLdXWCMenBaJ40QVzXnhB1cUXwBdTD9uO8T3T9hNpv0e/mrLE7XbiL2a+Z52LMccns/6gIU1VvPKC9GNkBCbTHLahh1NMGd60hRjNcWVkGO2VMkqyfQdDj25JzyOIsRRXGBKxc+fUcusyp/U3MzMzMzMrqT6pI7vCZl2zfNV3pzJGVve0Vbc0d7JV2S3WZoNHuWdtRit5WpF+1GkpB/iNz6Usb4uHUov4j045EIBdtqftlhRazQEi3+NtqjevidZzxyezkhrSY58PDcHI8MztJien10cQu+6Sni8aZSgPg4yJSdiyJT+fmN5X0/tZd3hIpJmZmZlZv6pUoDSECs8rYpfF0xW2idTgE6MjaNuO9HzRKLHLIgDG917K8B5LgdQoNLQ4LY9HHyUqFblKo8+OHZ37TNaXXGGzrqq+N9voKQ8A7W9Vbnaum5kNiCHVfl2jpfzXPrMRgFtf+sS0oHLBtmveIN+XbUarOdRuOS/sv/kr6XiOT2ZmPeYeNjMzMzOzhSPGx9PNswHtHGNi1yXp+VhqoInRYYZ2puHTMSxiUbrU1sR0zWDrIXuz64/vSS8WL2aqGWlnSngUkodFdoOzRM6Ps7EtfFM9bRybl7S3pdkt19Ypjk99pmoYU61hTVB7aNOGlz0+bTo2PbwpbTs9xAmYMcwJmDHUCXjMcCfHJ7M+URmiOD4Gke/huGgRVIYsLt2F4c2pR31yaaq4De0cJ0YLvfXjeW5s4XhLNmxl22/8Wlo+How+uBUAbUvzXYfW3uPhkd3iCpuZmZmZmVlJucJmNrfqOW2N3qfNzGw+YjwNWZpraBMwY3gTUHOIE6RhTsCMoU5A7eFO4CFPZv0k98rHxAQaKty/MX+Ple+rFrssYnLRdA+bKplpI6Zjy/AwQzl+TC4aIhbnzLKV2DA6ivIc2PANtjvKQyLNzMzMzPpdRBoWWZErU9qxMyUsgqkh1Xp0G8rDpGN4iBhJ64e2jU1VyDQ2wfC23Gg0NsTkaNpmMt8CYNG+y9GWNMSayUkPjzRX2Kx17czE6J42M2un6vg0dbFVnIcCc85FAWbOR4GZc1JgxrwUYMbcFKDm/JS0W/gCzMysl9zDZmZmZma2AFSGI8Ykke/YEeMTMJQacLQ9D11cNFoY+jg0PXQ6YqrRRjvHpoZQDg9NZ5KE3JA0OgLDuaFoeBhVetg8PLK9nCXSzBYS39fOFozCPJT0cva5KMCM+Sgwc05K2n56XgowY24KUHN+CoAmJmZegBWOaY1zfDKzlvVJyHWFzczMzMysATExMdUtE1u2TCUuYiRfUk9OTvWqDe2cYGzPPMR6ZIiRHakxiB07YfPDU/sN7b5bOl6eDze5ZBHslvcbG4NKkqSdO6fLkZfZPLnCNn++39Hg8Vw26xeOT32meD+lojmSBwAzEggAM5MIwIxEAsCMZAJAzYQCQEoqMDmZi+ekAoNC0uuAPyNdKv4EeAWwH3ApsA9wE/CyiNhZ9yBWDhJUetzzdxmY2fte6UQfEno0zWeN7duZ3LY9H2K6l30ox57J3XaZOp6kfqlT9B3RP0Mih+bexMzMzMzmS9IK4DXAkRHxFGAYOBV4N/D+iDgE2ASc2btSmg2QaOHRA6XuYTOzcvDcEFswCokDgDmTBwAzEggAM5IIADMSCaTtp5MJALUTCkBKKpDnvdVMKlAsr9XVh/FpBNhF0hiwFNgAPAt4cV5/CXA+8JGelM5mFzEVOIrDEqe+uROTU/dcZNEoQzsmpvfN3/2YmCQqc2UBbX4EgKGJnIF2dISJZWlIZOy+Kzz8aHqPRYum5t8yGVNxzHGiRR1KOiLpBOCDpAaZj0XEBXW2+9/AFcDvRMSNsx3TFTYzMzOzLoiI9ZLeA/wS2AZ8nTQE8qGIqFz9rwNW9KiI1iQNV9/2YxwqiYbGJ6Z7ZAptMRoZma5sAURu3Mlz1Ia27WC4MtR6fILIwy4rlbzpA+WBcjGBtajNFTZJw8CFwB+Svss3SLoqIm6p2m534Bzg+kaO6wqb9aXqeUN92MJqZj001Uo9R/IAYEYCAWBGEgFgZiIBYOiS9HpEaf+xM3JLeTGhAMBuS1JCAaiZVACcWGChkbQXcDJwMPAQ8DnghCb2Pws4C2AJSztQQrMB0/4etqOANRFxJ4CkS0nf+Vuqtvt70lDov2nkoK6wmZmZmXXHHwC/iIgHACR9AXgGsKekkdzLthJYX2vniFgFrAJYpr09Dq7HYudOJiq9YoVhiUOVxp/JYHLJHgBobJKJx6Xnwzt2opG0zVTjEUwlQWJyciq5ESPDkIdXa3hoKkERE6DKsOvw/dla1eKQyOWSikMYV+XvJqTe8bWFdeuAo2e8p/R04ICI+IqkhVNhczY2q/DfgJWN49MCUS/bGzzmfmvFrG/AdOa3z6ahUVvHRvPqtN/iR9L8kxkZ4PL7VDLE+RJrYPwSOEbSUtKQyOOBG4FvAi8kZYo8HbiyZyW0xkVM318x95Zr0aLa2w6LqXrVksVouJD3b2jmPRpj8aKp48biRQzlY8bo6PTIysli1PCQyC7bGBFHtrKjpCHgfcAZzew3ryyRkl4n6WZJP5X0WUlLJB0s6XpJayRdJqnOX65Z+2xefYgvmG0GxyebVeVG2ZMTMDlBjI8TExNVrd2T0wkEdo5N7TO0YyIlEqgcY3QERkeYmBxiYnKIsYlhxiaG2TE+wo7xEbZ+Zne2fmZ32LgJNm5iaMcYQzvGiNFhYvddU1KBkREYGUGLFqULvkpCkqH8kKYvDK1vRcT1pCQD3yel9B8i9Zi9CfhrSWtIqf0/3rNCmg2S9meJXA8cUHhd3WO+O/AU4FuS7gKOAa6SNGsFsOUetkJq2sMjYpuky0mpaU8ipaa9VNJHSalpnenIzLrG8cnMyioi3g68vWrxnaS5L9Zvcg/8ZCVL7Pg4Q7ssmVo98kgli+w4k0tzT9mSRWiPZWk50/dii2X5BtqLRqcyxg7t2DmVXVLDQ1M9awHTiUs0NDOJiTWmM2n6bwAOlXQwqaJ2KtMZYImIzcDyymtJ3wLe0OkskU5Na32jXg+cE5YsWI5P1pSa2d5gZsY3qJn1DWDxSNr+0bGZHbeTNTLAAQxLKB9zlyvSxdbGbY+fecwT8lQIZ4Mz6wsxGdNp/YfE0NacSGhsnOGcoEhbt8Oi6dt8TC5LCWQmdhmdOs7Q+OTU+iDvt8su07cCGR+f7nXfsYOYrAyam/Q8tia0O61/RIxLehVwNSmt/0URcbOkdwA3RsRVrRy35QqbU9OaWVk5PpmZmdmcOlC3jYjVwOqqZW+rs+1xjRxzPkMinZrWOmb5qu8CsPGsY2e8nivBQ2V5M71mrexj5eb4ZM2ql+0NZmZ8A2ZkfQOmMr9x6gMAjF6Slo/nFu9KD9vOK/cBYMmZ+abdI0MpAxzTCUqG8827J/K+W1YfCMBuz/1l2iequvXckm5WDpPTvd+Tj24B0hBGbUhxgYkJWLw4PR8egjxscmKf3Ynh3Auffw5vGUOV7/bYOKr02A0PT8UMLd1lahRAjI+jnHgkJpjueXN8mFMnbpzdCfMZEunUtGZWVo5PZmbWE5XkRTExMSO7X2XYdQyNQm4IqlTSYHoYpCKmlktKWSNJN9GmcvNsDU3dM1ISURk2PaMGkodVuuJWX5+cmvlU2LqemtbpswdPvZ62VlT3oLlnbUFzfLLmNJOeu6LSKl5I1Q3TvWTVRofyRdzinJCgcCG25bSU6n/RQ5sAmPxS6rVb8pz787aVyz7PYTMza4vOJB3piPnMYbteUiU17TjwA1KL9FeASyW9My9zaloz6yrHJzMz65ni8Mjtlfs3iqF8n7WhpbswuUtqrJkcHWb0wXQvx6l7Pm7bQexSGD6ZkxPF6MjUUEntVhiuH4Fyz1tETCU4msooOTExnUXSvW1TxGNyR5XWvLJEOjWtQXd6qqp72vhS+jF6ygMtv7d71hY2xyeDJuNTjfTcwIwU3TAzTTcwI1U3wOKXbAZgt8+ni6wtL0z/1RZTdgOElFJ2w8y03cDw/3o4HXuqbIX03cXXZtYfIqbS9zM0lOawAmO7jzC8NX3/KxklY3RkusdfYufK3QFYdM/DU3GmchwgzXFbmmPD5oenMlDGtm1p/ZCmE8xKrrQV9cmpmG9afzMzMzMzs74zCElHzLqu0qNWMfalx+Vn7i2rVj2Xyj2KZs2JPJyoeE8lYMZ9lYCpeyvte8l9M/a//8UpK+Tkrz32HkuQEwzknrUZ91mCmfdaghn3W0plK9xzCfquxdzxyQbR5LbtAAwtXoy2p+/24gd3MLR9fOaGoyNMLsq97pOTjG5K+20/cE80kYc5CpS//sN7LJnqKRpZsgg9/Gh6kefjxnjh+H0WKzquT06HK2xmZmZmZjZ4XGEza596mfceM7etavkgc4u1WYsmZ2ZiLN5TCZh5XyVg6VfSfJFtE6kHbY/RNG9kYp8076TWPZYgpe6u9NLNuM8SzLzXEsy43xIw855L0Hf3XXJ8soE2tpOhranXLHYZJfL3N3ZL82W1o3AftgjIvWrDOyYYW5ov3QXDOypzW8VQnlOrsfGpeDA5UZjr2iexoavCQyLNzMzMzCyL8dQwM/noJEM5gdBwJfEQwKa83a67TC+TiMV56PSQUB6qrSg0Bo0Itueax8QkkYdCVpITVe4LZzW4wtY5vt/R4Kj3O65una3uUWvHfdvMWuH4tPAUb4ILTN0Id/u/75teT6QLriWki6S1L1uRtt9rZsLo4k1xIV1sVbLGzbgxLsy8OS7MuEEuUOcmudCvc9rMzHrBPWxmZmZmZpZUGmsmC/dKG9L0kOapZEPTPWKxeBRVGnvGAw1P97AN53u8DW0fm9qm2FgzlTjJ6uuTU1TKCttcLdMe+15OnexRaLbXotbcNve2Jf5+zY/PX39qZ3xSbpIdyvNKlrwgZWRbcnW62NpSuCEuUPOmuEC6MW6eF1e8MS5Q++a4xWMUbpIL1L5RLvTdzXL9/bKBMDkxlTFShQyOyj3p7Byb7lWfWEIsSTfRHt42xvD2nK12y46puKGt26fvI/nwI4V44KGQc+mXHrahuTcxMzMzMzOzXihlD9tcPDdkcDXbulrsVRv0eW3+3nSHz/PgmIzU0l2ZV7bpT3YDIPZNbaFju6f/Yoe3pp+V+7dVetHQ9FConStTRslF9zyctlmyaOabDeUMlZVskktze+vmtD2L0vaxLWWoVL5n3IwskiXuZfP3xgZOpfd7YmJ6rmqlZ3xiYqqHrbhcO8en7sOmLdume+aL91kbG5vqabc5BB4SaWZmZmZmNURx+HIlsVFumJmYRJVhjWM7p+e2bR6equhNPPLo9LEKWSBjYqLUjTOl0yenyhU26wuV1tf5zF+ontc2KD1tbrk2a6+Imdkft16xNwBLX5Lv17Y9tXYvfjDNVRvaPj5je3IP2+SiETSZLr5GN6X5LNsP3DMdI7eiV95KuTF+eI8luRDpx0juidPD+eItp/Oe0eKeCt3w5+smxycz6xXRP3PYXGEzMzMzMyuLmJwezrxzDIYrwye3Tw2jjrHxGdtPP++TGkhZ9MnpcoXNBs6g9rSZWWdU5rIxloYwDW1NvWWxy2j6WbnA2i31jmlH6gVTxPTFVe5RG96RrtLGllbmuZGX5wuyfKyhneliTVP3a0vLJycKF27gizezsit+R3MtbUb9a6xwY+2Sz0XtR+qT8+kKm5mZmZmZDRYnHWnOxKGL2fwhj2O3crj6nh8C8Oz9n9bTclg5OD7ZXMYmU6KAyUfTHLahnPFteMfOmRtuSj9i112ml1V63xan/44jZ3fU5PTNcQFiOG83krvctld65lJTfOS5a5Wm+Zjw/Zd6SdJFwHOB+yPiKXnZ3sBlwEHAXcCLImKTUprRDwInAVuBMyLi+70ot5Vcn/QG9ZN+mcPm+7CZmZmZtdfFwAlVy84Fro2IQ4Fr82uAE4FD8+Ms4CNdKqOZRQuPHihFD5tZL9Sby/bb5/9lek1/z21rNvvafDJwmhlE7hWLSjruoUqKx8pEtJyae7yQgnvxaF42mX/mnrXhmT1sw9vTPkPbx2ZsX93iHn1y/6WFHp8i4j8lHVS1+GTguPz8EuBbwJvy8k9ERADXSdpT0n4RsaFLxTUbWP3Sw+YKm/WVdqT3r+YkJGY2H5U0/w9/5SAAlj3nLgBUlVpflRvhVm5+PTKCJlIikliyGIDhbWnd8PacXGRLujVA5Qa5yglNKhW1yYcfSS8rlcRJD4UssX0LlbB7gX3z8xXA2sJ26/IyV9jMOs0VNjMzMzOrFhEhNd+2L+ks0rBJlrC07eUyGyjhHramDN++gz1OWuMbaFpPuWfNanF8sqZVcnJXEn/kJCRTrys/Rwr/BedlqqTrz2n+tWVbWp972B5zQ+xKspE+GQo54O6rDHWUtB9wf16+HjigsN3KvOwxImIVsApgmfb2L91svvrkW+SkI2ZmZmaddxVwen5+OnBlYfnLlRwDbPb8NbPOE6mHrdlHL5Sih81soenEXLtm39vMuqsyl60yv2w6tX7uHZtIbaTKqfi1c+fUzbanEpJsHs7HSNtMPPLozDepStc/9R5NpPt2fOo8SZ8lJRhZLmkd8HbgAuBySWcCdwMvypuvJqX0X0NK6/+KrhfYbFD1ya0SXGEzMzMza6OIOK3OquNrbBvA2Z0tkZnV4jlsbVRpBRyUljnrX9V/o43+zfZbymqb5vhkTZu6uTXTGSOHK/PechbIyg21x8Zr7jv9uvmetXqv63F8MrMFqYf3VWuW57CZmZmZmZmVVKl62OZqxatuya61vVu5F7aF0tLbyc/RaI+Pe4aa4/hkc3nM77y69yvyXLZCJ1lU5rBVaOY8uF5wfDKzQaHJubcpg1JV2MzMzMzMzLqiT4ZE9mWFbbbWP7fKWa/U+pvrZY9gsy3Z1h6OTzYvHepZc3wyM3usfkk6MuccNkkXSbpf0k8Ly/aWdI2k2/PPvfJySfqQpDWSfizp6Z0svJkNNscnMzMza0mQGsmaffRAIz1sFwMfBj5RWHYucG1EXCDp3Pz6TcCJwKH5cTTwkfzTbCCUsTW4jGVqo4txfDJrSBljQRnLZGaDY8H0sEXEfwIPVi0+GbgkP78EOKWw/BORXAfsKWm/NpXVzGwGxyczMzNrWbTw6IFW57DtGxEb8vN7gX3z8xXA2sJ26/KyDZjNQz+0wvZDGQeE45N1VT989/uhjGZm3ST6p4dt3klHIiKk5j+upLOAswCWsHS+xTAzewzHJzMzM6uph3PSmtVqhe0+SftFxIY8pOj+vHw9cEBhu5V52WNExCpgFcAy7d0fZ8u6zq3C1gLHJ+sKxyczs/7WLz1sc85hq+Mq4PT8/HTgysLyl+dsbMcAmwtDk8zMusHxyczMzOa2UOawSfoscBywXNI64O3ABcDlks4E7gZelDdfDZwErAG2Aq/oQJkb4vsd9Te3XFsjHJ+sFxyfzMwWhn7pYZuzwhYRp9VZdXyNbQM4e76FMjNrhOOTmZmZtSSAyf6osc076YhZO7nl2szKyvHJzGyB6Y/6mitsZmZmZmY2eBbMkEizbnDLdX+pzL3y780Ggf/O+4vjk5k1rANp/SWdAHwQGAY+FhEXVK3/a+DPgHHgAeBPI+Lu2Y7ZapZIMzMzMzOzvqVo/jHr8aRh4ELgROBw4DRJh1dt9gPgyIj4LeAK4B/mKqd72BaIbrQkdiKjnVtA+4uzGlorHJ+sGxyfzKwEjgLWRMSdAJIuBU4GbqlsEBHfLGx/HfDSuQ7qHjYzMzMzMxssrdyDbe4RlCuAtYXX6/Kyes4EvjrXQRd8D9tCv99RN1uA671XK+fWLdf9o9bv17+/9nB86vx7OT4tbI5PZtYqAWptDttySTcWXq+KiFVNv7/0UuBI4JlzbbvgK2zV2hHIy3BxVab/kKrLMtv5KVO5mzVoE9nL8Hc+aByf2s/xaWEqw9+5mS0Aky3ttTEijqyzbj1wQOH1yrxsBkl/ALwFeGZE7JjrDT0k0szMzKyNJF0k6X5JPy0s+0dJP5P0Y0lflLRnYd15ktZIuk3Ss3tSaLMBpIimH3O4AThU0sGSFgGnAlfNeE/pCOBfgOdHxP2NlHNgetgWSqtjP3yOei3a/VD2RtRr2e33z9dIi3W/f8ayWijntR8+h+NTf+rD+HQx8GHgE4Vl1wDnRcS4pHcD5wFvyhnkTgWeDOwPfEPSYREx0eUymw2WxuakNXfI9P1+FXA1Ka3/RRFxs6R3ADdGxFXAPwK7AZ+TBPDLiHj+bMcdmAqbmZmZWTdExH9KOqhq2dcLL68DXpifnwxcmodF/ULSGlKmue92o6xmgys6ch+2iFgNrK5a9rbC8z9o9piusPWJkrUcNqWfyw4Lf67EQv981nn9/B3v57LDwv/+LuDP96fAZfn5ClIFrmKurHJm1iZz3VetLFxhMzMzM+sSSW8BxoFPt7DvWcBZAEtY2uaSmQ2gDvSwdYIrbGYDqpmW637vhTCz/rJQ45OkM4DnAsdHTF0pNpRVDiCnDl8FsEx798eVpllZBai1LJFd5yyRZmZmZh0m6QTgjaTMcFsLq64CTpW0WNLBwKHA93pRRrOBE9H8owfcw9aEXoyl76eWQyu3+fz9trLvxGu+0/L7WfMcn6yfLbT4JOmzwHGkG+yuA95Oygq5GLgmZ4a7LiJemTPIXQ7cQhoqebYzRJp1SZ/0U7vCZmZmZtZGEXFajcUfn2X7dwHv6lyJzKyWBu6rVgqusJWUW657b6FkJ1son8PKw/Gp9xbK93qhfA4z61OusJmZmZmZmZVQAH2SdMQVthJy67W1g1uurRMcn6wdHJ/MrNdEeEikmZmZmZlZabnCZs1yy3U59GvLb7+W2/qD41M59Ov3vF/LbWZWBq6wmZmZmZnZ4HEP28LjFmYrI7dcGzg+WTk5PnXOI2za+I24YguwsddlqWE55SwXlLdsZS0XlLds1eU6sKm9nXTEzMzMzDolIh4n6caIOLLXZalW1nJBectW1nJBecvWjnI56YhZn2q2p6IXLchutTYbTI5PZmZt5AqbmZmZmZlZGYUrbGaDoptzh9xybWbNcHxa8Fb1ugB1lLVcUN6ylbVcUN6yza9cgStsZmZmZtY5EVHKC+mylgvKW7aylgvKW7a2lMtJR8ysXdxybWZl5fhkZv2qX5KODM21gaSLJN0v6aeFZf8o6WeSfizpi5L2LKw7T9IaSbdJenaHym1m5vhkZmZmrYto/tEDc1bYgIuBE6qWXQM8JSJ+C/g5cB6ApMOBU4En533+WdJw20prNiA2rz5kxsPquhjHJ7OucnzqPUkn5IanNZLO7XFZDpD0TUm3SLpZ0jl5+fmS1kv6YX6c1IOy3SXpJ/n9b8zL9pZ0jaTb88+9elCuJxXOyw8lPSzptb04Z3UaPmueIyUfyn93P5b09B6UrWajrKSDJG0rnLuPzvkGAUxG848emLPCFhH/CTxYtezrETGeX14HrMzPTwYujYgdEfELYA1wVBvLa2Y2xfHJzAZNbmi6EDgROBw4LTdI9co48PqIOBw4Bji7UJ73R8TT8mN1j8r3P/P7V+7XdS5wbUQcClybX3dVRNxWOS/AbwNbgS/m1d0+Zxfz2IbPeufoRODQ/DgL+EgPylazUTa7o3DuXjn34VvoXStxD9tc/hT4an6+AlhbWLcuLzOzBrjFuu0cn8zaxPGpNI4C1kTEnRGxE7iU1CDVExGxISK+n58/AtxKuWPrycAl+fklwCm9KwoAx5MqGnf34s1rNXxS/xydDHwikuuAPSXt182yzdIo2+qb9EWFbV5JRyS9hdSy8ukW9j2LVDtnCUvnUwyzvlXGi592pQEfjh1tOU6rHJ/M5sfxqbRqNT4d3aOyzCDpIOAI4HrgGcCrJL0cuJHUC7epy0UK4OuSAviXnFVw34jYkNffC+zb5TJVOxX4bOF1r88Z1D9H9Ro+N9AbfwpcVnh9sKQfAA8Db42I/zfnERZK0pF6JJ0BPBd4ScTUp10PHFDYbGVe9hgRsSoijoyII0dZ3GoxzMwew/HJzKy7JO0GfB54bUQ8TBou90TgaaQL+vf2oFi/GxFPJw3lO1vS7xdX5v8fenbFLmkR8Hzgc3lRGc7ZDL0+R/XUaJTdADwhIo4A/hr4jKRlsx6kj+awtdTDJukE4I3AMyNia2HVVaQT9D5gf9IY1+/Nu5RmC8xCbrnuNccns/lxfCq9hhufukXSKKmy9umI+AJARNxXWP+vwJe7Xa6IWJ9/3i/pi6ThpPdJ2i8iNuThfPd3u1wFJwLfr5yrMpyzrN45KsXfXqFR9vhKo2xE7AB25Oc3SboDOIzUU1lHQPTHjdgaSev/WeC7wJMkrZN0JvBhYHfgmmImloi4GbgcuAX4GnB2REx0rPRmNtAcn8xsAN0AHCrp4NxDcyqpQaonJAn4OHBrRLyvsLw4t+l/AT+t3rfD5dpV0u6V58Af5TJcBZyeNzsduLKb5apyGoXhkL0+ZwX1ztFVwMtztshjgM2FoZNdUWiUfX6xUVbS4yqZnyX9OqlR9s45D7hQ5rBFxGk1Fn98lu3fBbxrPoUyW+iqW4vL2KLdDxyfzNrP8ancImJc0quAq4Fh4KLcINUrzwBeBvxE0g/zsjeTslc+jTTw7C7gL7pcrn2BL6b6JCPAZyLia5JuAC7PDXx3Ay/qcrmAqUrkHzLzvPxDt89Zbvg8DlguaR3wduACap+j1cBJpCzLW4FX9KBs5wGLSY2yANfljJC/D7xD0hgwCbwyIqqTqfSteSUdMTMzM7Puyunee5Umf4aI+A6gGqt6Wr6IuBN4ao3lvyJlZuypiNgC7FO17GU9KEethk+ocY7y8MOzO1uiGe/XcKNsRHyeNCy3iTegZ3PSmuUKm/WVRlt6+22+g1u0zfqf45OZWZ/pkyyRrrCZmZmZmdngcYXNzFrVzRbtfmvtN7Pecnwys4Whd0lEmuUKm5mZmZmZDZYAJvsjrb8rbGZ9wHNIzKysHJ/MrG+5h83MzMzMzKykXGEzs04ptmhXWrM918PMysDxycz6Qzitv5mZmZmZWSkFRPTHHDZFCboCJT0AbAE29rosdSynnGUra7mgvGVzuZrXatkOjIjHtbsw3Vby+LQQ/246zeVqXlnLNp9yLYj4ZGat22PkcXHsslOa3u/qTR+7KSKObH+J6itFD1tEPE7Sjd3+8I0qa9nKWi4ob9lcruaVuWzdUOb4VNZyQXnL5nI1r6xlK2u5zKyPlKDjqhGlqLCZmZmZmZl1TYTT+puZmZmZmZWWe9iatqrXBZhFWctW1nJBecvmcjWvzGXrlrKeg7KWC8pbNpereWUtW1nLZWZ9Ivqkh60USUfMzMzMzMy6ZY/hfeKYJc9per+vb/3kYCYdMTMzMzMz65qgb+7DNtTrAgBIOkHSbZLWSDq3h+U4QNI3Jd0i6WZJ5+Tle0u6RtLt+edePSrfsKQfSPpyfn2wpOvzebtM0qIelWtPSVdI+pmkWyUdW4ZzJul1+ff4U0mflbSkV+dM0kWS7pf008KymudIyYdyGX8s6ek9KNs/5t/njyV9UdKehXXn5bLdJunZnSxbrzk2NVXG0sWnssamXDbHp9bK5dhkZu0Tk80/eqDnFTZJw8CFwInA4cBpkg7vUXHGgddHxOHAMcDZuSznAtdGxKHAtfl1L5wD3Fp4/W7g/RFxCLAJOLMnpYIPAl+LiN8AnkoqY0/PmaQVwGuAIyPiKcAwcCq9O2cXAydULat3jk4EDs2Ps4CP9KBs1wBPiYjfAn4OnAeQvw+nAk/O+/xz/g4vOI5NTStjfCpdbALHp3mWa+Bjk5kNnp5X2ICjgDURcWdE7AQuBU7uRUEiYkNEfD8/f4T0n/uKXJ5L8maXAKd0u2ySVgLPAT6WXwt4FnBFj8u1B/D7wMcBImJnRDxECc4ZacjvLpJGgKXABnp0ziLiP4EHqxbXO0cnA5+I5DpgT0n7dbNsEfH1iBjPL68DVhbKdmlE7IiIXwBrSN/hhcixqUFljE8lj03g+NRSuRybzKxdAojJaPoxl7lG50hanEdRrMmjKg6a65hlqLCtANYWXq/Ly3oqn7wjgOuBfSNiQ151L7BvD4r0AeCNQKUvdh/gocJ/XL06bwcDDwD/lodDfUzSrvT4nEXEeuA9wC9JF0KbgZsoxzmrqHeOyvad+FPgq/l52crWSaX8rCWMTVDO+FTK2ASOT200qLHJzNohou1DIhscnXMmsCmPpng/aXTFrMpQYSsdSbsBnwdeGxEPF9dFSqvZ1RmKkp4L3B8RN3XzfRs0Ajwd+EhEHAFsoWqIUY/O2V6kFteDgf2BXXns0JrS6MU5aoSkt5CG432612Wx8sWmXKayxqdSxiZwfGoHxyYza4cO9LA1MjqnOILhCuD4PDKlrjJU2NYDBxRer8zLekLSKOmC6NMR8YW8+L7KkI/88/4uF+sZwPMl3UX6xT+LNDdjzzycBnp33tYB6yLi+vz6CtJFUq/P2R8Av4iIByJiDPgC6TyW4ZxV1DtHpfhOSDoDeC7wkpi+/0cpytYlpfqsJY1NUN74VNbYBI5P8+LYZGZt0/6kI4309k9tk0dVbCaNTKmrDGn9bwAOlXQwKbieCry4FwXJtduPA7dGxPsKq64CTgcuyD+v7Ga5IuI8pidWHwe8ISJeIulzwAtJF0ldL1cu272S1kp6UkTcBhwP3JIfPTtnpKFGx0haCmzL5boR+CY9PmcF9f6urgJeJelS4Ghgc2FoUldIOoE0xO2ZEbG1sOoq4DOS3kfqGTgU+F43y9ZFjk0NKGt8KnFsAsenljk2mVm7PMKmq78RVyxvYdclkm4svF4VEavaVa6aIqLnD+AkUranO4C39LAcv0sa9vFj4If5cRKp1nstcDvwDWDvHpbxOODL+fmvk/5DWgN8DljcozI9jXSx8WPgS8BeZThnwN8BPwN+CnwSWNyrcwZ8ljRXZYzU2nJmvXMEiDT++Q7gJ6RMct0u2xpS60/le/DRwvZvyWW7DTixF39zXfwbcmxqrpylik9ljU25bI5PrZXLsckPP/wo7QM4Fri68Po84Lyqba4Gjs3PR4CNgGY7rvLGZmZmZmZm1qI8rP3npJET60mjdV4cETcXtjkb+B8R8UpJpwIviIgXzXbcMgyJNDMzMzMz62sRMS7pVaRetGHgooi4WdI7gBsj4irSFIdPSlpDunXJqXMd1z1sZmZmZmZmJVWGLJFmZmZmZmZWgytsZmZmZmZmJeUKm5mZmZmZWUm5wmZmZmZmZlZSrrCZmZmZmZmVlCtsZmZmZmZmJeUKm5mZmZmZWUm5wmZmZmZmZlZS/z+AfJMOyHopRgAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -4001,18 +3937,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(128, 128, 3)\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -4023,7 +3952,476 @@ ], "source": [ "for i in range(10):\n", - " plot_predicted_data(generator, collected_routes, \"Test\", i)" + " plot_predicted_data(generator, collected_routes, -i - 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training mit Punkt Daten" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11883, 128, 128, 3)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "del collected_routes\n", + "collected_routes = np.load(COLLECTED_ROUTES_DOT_DUMP, allow_pickle=True)\n", + "collected_routes.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ca201f73ad364cd286c50e9619bff97d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/3 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17.5, 25))\n", + "np_array = np.flip(collected_routes[1, :, :, :], axis=0)\n", + "\n", + "for chanel in tqdm(range(3)):\n", + " plt.subplot(1, 4, chanel + 1)\n", + " plt.imshow(np_array[:, :, chanel], interpolation=\"nearest\")\n", + "plt.subplot(1, 4, 4)\n", + "plt.imshow(0x88 * np_array[:, :, 0] + 0xFF * np_array[:, :, 2], interpolation=\"nearest\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generator exists. Deleting for reset\n", + "Epoch 1/100\n", + "298/298 [==============================] - 39s 125ms/step - loss: 0.1981 - binary_crossentropy: 0.1981 - mean_squared_error: 0.0476 - mean_absolute_error: 0.1659 - root_mean_squared_error: 0.2181 - val_loss: 0.0340 - val_binary_crossentropy: 0.0340 - val_mean_squared_error: 0.0017 - val_mean_absolute_error: 0.0323 - val_root_mean_squared_error: 0.0407\n", + "Epoch 2/100\n", + "298/298 [==============================] - 41s 138ms/step - loss: 0.0059 - binary_crossentropy: 0.0059 - mean_squared_error: 4.9890e-04 - mean_absolute_error: 0.0037 - root_mean_squared_error: 0.0223 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7652e-04 - val_mean_absolute_error: 7.9975e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 3/100\n", + "298/298 [==============================] - 43s 143ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7244e-04 - mean_absolute_error: 9.6236e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7622e-04 - val_mean_absolute_error: 7.9818e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 4/100\n", + "298/298 [==============================] - 40s 133ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7225e-04 - mean_absolute_error: 9.4972e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7618e-04 - val_mean_absolute_error: 9.5997e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 5/100\n", + "298/298 [==============================] - 38s 129ms/step - loss: 0.0034 - binary_crossentropy: 0.0034 - mean_squared_error: 4.7203e-04 - mean_absolute_error: 9.4928e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7617e-04 - val_mean_absolute_error: 7.5357e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 6/100\n", + "298/298 [==============================] - 38s 128ms/step - loss: 0.0033 - binary_crossentropy: 0.0033 - mean_squared_error: 4.7177e-04 - mean_absolute_error: 9.4548e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7603e-04 - val_mean_absolute_error: 8.3309e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 7/100\n", + "298/298 [==============================] - 38s 127ms/step - loss: 0.0032 - binary_crossentropy: 0.0032 - mean_squared_error: 4.7136e-04 - mean_absolute_error: 9.4601e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7607e-04 - val_mean_absolute_error: 7.8658e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 8/100\n", + "298/298 [==============================] - 36s 121ms/step - loss: 0.0030 - binary_crossentropy: 0.0030 - mean_squared_error: 4.7010e-04 - mean_absolute_error: 9.4647e-04 - root_mean_squared_error: 0.0217 - val_loss: 0.0047 - val_binary_crossentropy: 0.0047 - val_mean_squared_error: 4.7721e-04 - val_mean_absolute_error: 6.1461e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 9/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0028 - binary_crossentropy: 0.0028 - mean_squared_error: 4.6858e-04 - mean_absolute_error: 9.3955e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0041 - val_binary_crossentropy: 0.0041 - val_mean_squared_error: 4.7777e-04 - val_mean_absolute_error: 7.3471e-04 - val_root_mean_squared_error: 0.0219\n", + "Epoch 10/100\n", + "298/298 [==============================] - 36s 121ms/step - loss: 0.0027 - binary_crossentropy: 0.0027 - mean_squared_error: 4.6769e-04 - mean_absolute_error: 9.3638e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0031 - val_binary_crossentropy: 0.0031 - val_mean_squared_error: 4.7422e-04 - val_mean_absolute_error: 9.2554e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 11/100\n", + "298/298 [==============================] - 37s 123ms/step - loss: 0.0027 - binary_crossentropy: 0.0027 - mean_squared_error: 4.6682e-04 - mean_absolute_error: 9.3375e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0038 - val_binary_crossentropy: 0.0038 - val_mean_squared_error: 4.7504e-04 - val_mean_absolute_error: 5.9963e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 12/100\n", + "298/298 [==============================] - 36s 122ms/step - loss: 0.0026 - binary_crossentropy: 0.0026 - mean_squared_error: 4.6607e-04 - mean_absolute_error: 9.3209e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0039 - val_binary_crossentropy: 0.0039 - val_mean_squared_error: 4.7533e-04 - val_mean_absolute_error: 6.9156e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 13/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0026 - binary_crossentropy: 0.0026 - mean_squared_error: 4.6532e-04 - mean_absolute_error: 9.3130e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0036 - val_binary_crossentropy: 0.0036 - val_mean_squared_error: 4.7430e-04 - val_mean_absolute_error: 6.6586e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 14/100\n", + "298/298 [==============================] - 36s 121ms/step - loss: 0.0025 - binary_crossentropy: 0.0025 - mean_squared_error: 4.6447e-04 - mean_absolute_error: 9.2749e-04 - root_mean_squared_error: 0.0216 - val_loss: 0.0038 - val_binary_crossentropy: 0.0038 - val_mean_squared_error: 4.7477e-04 - val_mean_absolute_error: 6.9639e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 15/100\n", + "298/298 [==============================] - 37s 123ms/step - loss: 0.0025 - binary_crossentropy: 0.0025 - mean_squared_error: 4.6374e-04 - mean_absolute_error: 9.2690e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7627e-04 - val_mean_absolute_error: 9.1344e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 16/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6278e-04 - mean_absolute_error: 9.2352e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0048 - val_binary_crossentropy: 0.0048 - val_mean_squared_error: 4.7858e-04 - val_mean_absolute_error: 6.6789e-04 - val_root_mean_squared_error: 0.0219\n", + "Epoch 17/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6187e-04 - mean_absolute_error: 9.2410e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0046 - val_binary_crossentropy: 0.0046 - val_mean_squared_error: 4.7608e-04 - val_mean_absolute_error: 6.2634e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 18/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0024 - binary_crossentropy: 0.0024 - mean_squared_error: 4.6078e-04 - mean_absolute_error: 9.2117e-04 - root_mean_squared_error: 0.0215 - val_loss: 0.0037 - val_binary_crossentropy: 0.0037 - val_mean_squared_error: 4.7436e-04 - val_mean_absolute_error: 6.7459e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 19/100\n", + "298/298 [==============================] - 36s 120ms/step - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5959e-04 - mean_absolute_error: 9.1802e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0034 - val_binary_crossentropy: 0.0034 - val_mean_squared_error: 4.7603e-04 - val_mean_absolute_error: 8.9671e-04 - val_root_mean_squared_error: 0.0218\n", + "Epoch 20/100\n", + "298/298 [==============================] - ETA: 0s - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5850e-04 - mean_absolute_error: 9.1480e-04 - root_mean_squared_error: 0.0214Restoring model weights from the end of the best epoch: 10.\n", + "298/298 [==============================] - 36s 121ms/step - loss: 0.0023 - binary_crossentropy: 0.0023 - mean_squared_error: 4.5850e-04 - mean_absolute_error: 9.1480e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0035 - val_binary_crossentropy: 0.0035 - val_mean_squared_error: 4.7878e-04 - val_mean_absolute_error: 9.2239e-04 - val_root_mean_squared_error: 0.0219\n", + "Epoch 20: early stopping\n" + ] + } + ], + "source": [ + "if 'generator' in globals():\n", + " # myVar exists.\n", + " print(\"Generator exists. Deleting for reset\")\n", + " del generator\n", + "\n", + "generator = model_generator()\n", + "early_stop = tf.keras.callbacks.EarlyStopping(\n", + " monitor=\"val_loss\",\n", + " min_delta=0.00001,\n", + " patience=10,\n", + " verbose=2,\n", + " mode=\"auto\",\n", + " restore_best_weights=True,\n", + ")\n", + "\n", + "generator.compile(\n", + " optimizer=tf.keras.optimizers.RMSprop(learning_rate=0.0001),\n", + " # Loss function to minimize\n", + " loss=\"binary_crossentropy\",\n", + " # tf.keras.losses.SparseCategoricalCrossentropy(),\n", + " # List of metrics to monitor\n", + " metrics=[\n", + " \"binary_crossentropy\",\n", + " \"mean_squared_error\",\n", + " \"mean_absolute_error\",\n", + " tf.keras.metrics.RootMeanSquaredError(),\n", + " ], # root_mean_squared_error\n", + ")\n", + "\n", + "history = generator.fit(\n", + " collected_routes[:, :, :, :2],\n", + " collected_routes[:, :, :, 2],\n", + " validation_split=0.2,\n", + " epochs=100,\n", + " use_multiprocessing=False,\n", + " workers=1,\n", + " callbacks=[early_stop, tf.keras.callbacks.TerminateOnNaN(),],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 5))\n", + "plt.subplot(1, 3, 1)\n", + "plot_history(\"loss\")\n", + "plt.title('model loss')\n", + "plt.subplot(1, 3, 2)\n", + "plot_history(\"binary_crossentropy\")\n", + "plt.title('binary crossentropy')\n", + "plt.subplot(1, 3, 3)\n", + "plot_history([\"mean_absolute_error\", \"mean_squared_error\", \"root_mean_squared_error\"])\n", + "plt.title('other metrics')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3MAAAFGCAYAAADAYcZNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABqW0lEQVR4nO3deZzkVX3v/9e7umdlGFblsgko6I36iEsImJ9ZvCEq4IJJXFCjaLgh3mhicmMUlxhiNMFc4xaNhkQCLhEQt1HHfY2JIkvckBAGBBlkcVhnmK276/P745xv1beqq7qru6u7vlX1fs6jHl31XU99q+rM92yfo4jAzMzMzMzMhktt0AkwMzMzMzOzhXNhzszMzMzMbAi5MGdmZmZmZjaEXJgzMzMzMzMbQi7MmZmZmZmZDSEX5szMzMzMzIaQC3NmNtYkfU3S/16hc/0fSbdL2iHpoB62f5Gkb65E2noh6VckXTvodCyX/Lk8eBmP/15Jfz7H+nMkfXAJx3+CpK2L3b/tWM+X9IVF7nu0pJA02Y+0mJlZdy7MmdnIk3SjpF35Zv12SRdI2rDAYyzpBlXSKuCtwJMiYkNE3NnP4/dw/iUVFAAi4t8i4mH9SlPV5M/lhmU8/ksi4q+gPwWv/H05tj+paxURH4qIJy3HsRdL0v+S9FVJ90q6cdDpMTOrAhfmzGxcPC0iNgCPBY4HXrfC5z8EWAtcvcLn7YmSsfw/wS1IQ+N+4HzgzwadEDOzqhjL/7jNbHxFxC3AZ4FHtq+TVJP0Okk3SbpD0vsl7ZdXfyP/vSe38P1Sh/3XSHq7pJ/mx9vzsocC15b2/0qHpHU9vqS3SLpb0o8lnVJavp+k90m6VdItkt4oaaJDuk4GXgM8Jx/7e3n51yS9SdK/AzuBB0t6saRrJG2XdIOk3y8dp6U1Kbd4vkLS93NrycWS1nZ4b0g6VtLX83bbJF1cWvcISV+UdFduOX1N6fM4W9L1ku6UdImkA/O6oiXzDEk/ycd8bemYJ0j6lqR78vV5l6TVpfUh6aWSrgOuKy07tnRt3y/pZ/n78LpOhV1Ja3Or78H59WslTUvamF//laS35+cX5M9oH9J38LD8eeyQdFg+5Op83u2SrpZ0fJfrWXxfvpf3f05p3Z/m7++tkl5cWr4mf5d+kq/zeyWt63L8li6++dq8RNJ1+Zq+W5Lyuol83G2SbgCe0nasjt9TSaslfVfSH5aO8++SXt8pTRHxnYj4ALBsradmZsPGhTkzGyuSjgROBf6zw+oX5cf/Ah4MbADeldf9av67f+6O960O+78WeBzwaOBRwAnA6yLiv4FHlPb/9Q77djv+iaSC4MHA3wLvK26igQuAaeBY4DHAk4BZ4/8i4nPAXwMX52M/qrT6BcBZwL7ATcAdwFOBjcCLgbdJemyH9BaeDZwMHAP8POn6dfJXwBeAA4AjgL8HkLQv8CXgc8Bh+b18Oe/zh8AzgF/L6+4G3t123F8GHgacBLxe0s/l5TPAn5Cu2y/l9X/Qtu8zSNf34R3S+/fAfqTvwa8BLyRdjxYRsRu4PG9D/nsT8PjS66+37XM/cArw0/x5bIiIn+bVTwcuAvYHNtH8/rWft/i+PCrvXxSO/0dO9+HAmcC7JR2Q150LPJT0/Tw2b9Ox4NTFU4FfJH3OzwaenJf/Xl73GFKr9zPb9ruADt/TiNgL/A7whvy5nQ1MAG9aQJrMzMaaC3NmNi4+Ieke4Jukm+u/7rDN84G3RsQNEbEDeDVwunrvhvd84A0RcUdE/Az4S1JhaSluioh/iogZ4ELgUOAQSYeQCqV/HBH3R8QdwNuA0xd4/Asi4uqImI6IqYj4TERcH8nXSQWwX5lj/3dGxE8j4i7gU6SCQidTwFHAYRGxOyKKVp+nArdFxN/l5dsj4rK87iXAayNia0TsAc4Bntn2efxlROyKiO8B3yMVoomIKyPi2/l93Qj8I80CV+FvIuKuiNhVXqjUunk68OqcnhuBv6P7Z/l14Ndyun4eeGd+vZZU+PlGl/06+WZEbM6f9weK97MAU6Tv4FREbAZ2AA/LFQBnAX+S3/N20m9gId+XcyPinoj4CfBVmp/1s4G3R8TN+XvwN8UO831PI+KHwBuBTwCvAF6Q37uZmfXA4wTMbFw8IyK+NM82h5FaVQo3kfLJQ3o8R6f9D+uyba9uK55ExM7cKLcBOBBYBdzabKijBty8wOO3bK/UjfMvSC04NWA98INe0kfqqtnt/b6S1Dr3HUl3A38XEecDRwLXd9nnKODjkuqlZTO0fh7t59+Q38dDSQFnjs/vYRK4su343a7VwaRr2/5ZHt5l+6/ncz2WdK2+CLyP1Eq7pT3YzTza389aSZMRMd3j/ne2bVtckweQrsOVpe+LSC1hi01bEUToMFqvZfm6HcX839MLSa1xH42I6xaQHjOzseeWOTOzpp+Sbj4LDyJ1D7sdiEXu/9Mu27br5fhlNwN7gIMjYv/82BgRj+iyfbfjN5ZLWgN8FHgLcEhE7A9sJt30L0lE3BYRvxcRhwG/D/xDHp92M6krYyc3A6eU3t/+EbE2j3ucz3uA/wKOi4iNpDGD7e+j2zXZRrMlsfAgoNt5/4PU1fM3ga9HxI/y9qfS1sWyh3Mvl23ALuARpWu5Xw4KtFS3kgrlhQeVnvfyPf0H4NPAkyX9ch/SY2Y2NlyYMzNr+jDwJ5KOUZq6oBhnNg38DKjTveBR7P86SQ/IATFeD/Q6HUAvx2+IiFtJXSD/TtLGHCzkIZLauxIWbgeO7hTEo2Q1sCanZTq30vUlPL2kZ0k6Ir+8m1SYqZNu4g+V9Mc5QMe+kk7M270XeJOko/IxHiDptB5PuS9wH7BD0v8E/k+vac3d/C7J5943n///0uWzjIidpFa/l9IsvP0HqZtot8Lc7cBBagbYWYzb6f37Ugf+iTQG8oEAkg6X9OS59+zJJcAfSToij887u3TeOb+nkl4A/AJprOUfAReqy7Qhed+1pJY+5eAzqztta2Y2LlyYMzNrOp80TukbwI+B3aQgHMUN+5uAf8/R/B7XYf83AlcA3yd1t7sqL5tXj8dv90JSAexHpALSpaQxdZ18JP+9U9JVXdKwnXRDfUk+3vNIQTj64ReByyTtyMd8eR6buB14IvA0Uje+60gBaADekbf9gqTtwLdJAUt68Yqc/u2kQszFc28+yx+SQuHfQBpn+a+k70c3XycVMr5Ter0vXcbLRcR/kQr/N+TPezHdcc8hFX7ukfTsHrZ/FbAF+Lak+0iBZ/oxb+A/AZ8njVm8CvhY2/qO31NJDwLeDrwwInZExL+Sfj9v63KeXyW1Lm4mtf7tIhUUzczGliJWuqeHmZmZmZmZLZVb5szMzMzMzIaQC3NmZmZmZmZDyIU5MzMzMzOzIeTCnJmZmZmZ2RByYc7MzMzMzGwIuTBnZmZmZmY2hFyYMzMzMzMzG0IuzJmZmZmZmQ0hF+bMzMzMzMyGkAtzZmZmZmZmQ8iFOTMzMzMzsyHkwpyZmZmZmdkQcmHOzMzMzMxsCLkwZ2ZmZmZmNoRcmDMzMzMzMxtCLsyZmZmZmZkNIRfmzMzMzMzMhpALc2ZmZmZmZkPIhTkzMzMzM7Mh5MKcmZmZmZnZEHJhzszMzMzMbAi5MGdmZmZmZjaEXJizFpJeI+mf+71tD8cKScf241hmVm2SLpD0xvz8VyRdu8jjvFfSn/c3df3N28zMzJaTImLQabBlIulFwJ8CDwHuAz4OvDoi7hlgsjqSFMBxEbFl0GkxM5B0I3AIMAPcD3wWeFlE7OjDsS8AtkbE6xawz4uA/x0Rv7zU8w8bSU8APhgRR1TpWGZmNnhumRtRkv4UeDPwZ8B+wOOAo4AvSlrdZZ/JlUuhmQ2Bp0XEBuCxwPHArMKX8w0zM7PBcWFuBEnaCPwl8IcR8bmImIqIG4FnA0cDv5O3O0fSpZI+KOk+4EV52QdLx3qhpJsk3SnpzyXdKOk3Svt/MD8/OneVPEPSTyRtk/Ta0nFOkPQtSfdIulXSu7oVKju8n69JeqOk/5C0Q9KnJB0k6UOS7pN0uaSjS9u/Q9LNed2Vkn6ltK54zxdL2i7pKkmPWvTFNhsDEXELqWXukdDoFv1SSdcB1+VlT5X03fwb/w9JP1/sL+kx+be2XdLFwNrSuidI2lp6faSkj0n6Wc533iXp54D3Ar+U84B78raN7pr59e9J2iLpLkmbJB1WWheSXiLpupzGd0tSp/e7kLytw77rJP1dzjfvlfRNSevyuqdLujqf/2v5fRX73SjpFZK+n/e7WNJaSfvka39Yfu87JB0mqSbpbEnX5+t0iaQD87HeI+mjpWO/WdKXux2r6wdvZjbCnvy/9onjH7V2wQ9Jnxt02stcozqa/j/SzdLHygsjYoekzcATgfPz4tOAZwEvBNYAryq2l/Rw4B+Ak4HvAH8NHD7PuX8ZeBjwUOA7kj4WEdeQumr9CXAFcATphuIPgLf3+J5OB54MbAO+lR9/AJyR38tfAC/O214OvAG4F3g58BFJR0fE7tJ7fi6pUPty4BOSHhoRUz2mxWysSDoSOJXWPOUZwInALkmPIf0On0b6jf8OsEnSw4AAPkH6rb+L9Pv7MKnnQPt5JoBPA18BXkDKN46PiGskvYQ5ullK+nXgb4AnAVcDbwEuAn61tNlTgV8ENgJXAp8Cev1PuVve1u4twCNI+fBtpGtUl/TQ/L6fAXyNlB9+StLDI2Jv3vfZpPx2N/DvwIsi4r2STqGta6Skl+dj/RrwM+CdwLtJedufAt9V6pp6PXAm8OiIuL/TsczMxtG2u2a47PMLzwpXHXr9wcuQnEVzy9xoOhjYFhHTHdbdmtcXvhURn4iIekTsatv2mcCnIuKb+Wbj9aQbs7n8ZUTsiojvAd8DHgUQEVdGxLcjYjq3Ev4j6SakV/8SEddHxL2kguD1EfGl/B4/Ajym2DAiPhgRd+Zz/R2pkPqw0rGujIhLc+HtraSC7+MWkBazcfGJ3Ar2TeDrpAqdwt9ExF053zgL+MeIuCwiZiLiQmAP6Xf1OGAV8PbcS+BSUoVLJycAhwF/FhH3R8TuiPhmj2l9PnB+RFwVEXuAV5Na8o4ubXNuRNwTET8Bvgo8usdjQ5e8rUxSDfhd4OURcUu+Fv+R0/Mc4DMR8cWc97wFWEcq9BXeGRE/jYi7SAXNudL3EuC1EbE1H/8c4JmSJiNiJ6kw/Fbgg6ReGlu7H8rMbBwFM1Ff8KNq3DI3mrYBB+f/1NsLdIfm9YWb5zjOYeX1EbFT0p3znPu20vOdwAaAXCv9VtK4m/Wk796V8xyr7PbS810dXm8oXkh6Bakm+jBS4XMjrQXY8nuq5y5e7mpkNtszIuJLXdaV846jgDMk/WFp2Wqav8FbojXa1k1djnkkcFOXiqj5HAZcVbzIPRHuJPUmuDEv7pg/9aiXfQ8mVQ5d3yV9jfed856bae3t0H6OufKlo4CPSyrfWcyQgtbcEhGXSboBeCBwyRzHMTMbSwHU522jqD63zI2mb5FqxX+rvFDSBuAU4MulxXN9i28ldYks9l8HHLTINL0H+C9SxMqNwGuAjuNVliKPj3slqbvSARGxP6m7ZflcR5a2r5He40/7nRazEVfOO24G3hQR+5ce6yPiw6R85PC28WkP6nLMm4EHqXNQlfn+x/0pqYADQB4fdhBwy3xvpI+2kbpIPqTDuvb0iZQX9ZK+Tu/9ZuCUtmu+No9vRNJLSb0SfkrKE+c6lpnZWKov4l/VuDA3gnJXxL8E/l7SyZJW5a5GlwBbgQ/0eKhLgadJ+v+UgpWcw+ILYPuSpkfYIel/Av9nkcfp5TzTpDEkk5JeT2qZK/sFSb+Vbxj/mFTw/fYypcdsHPwT8BJJJyrZR9JTJO1LqlyaBv4o50W/RepO2cl3SIW/c/Mx1kp6fF53O3CEugdO+jDwYkmPlrSG1CX0styte0VERJ00dvCtOUjJhKRfyum5BHiKpJMkrSKNa9sD/EcPh74dOEjSfqVl7wXeJOkoAEkPkHRafv5Q4I2ksYsvAF4p6dFzHMvMbOwEwUws/FE1LsyNqIj4W1Lr11tIhajLSDW5J+XxFb0c42rgD0lBBG4FdgB3kG5AFuoVwPOA7aQbv4sXcYxefJ4U0OC/SV2adjO7K+knSeNX7ibd6PyWg5+YLV5EXAH8HinAyd3AFuBFed1eUi+BFwF3kX57H+tynBlSEJVjgZ+QKp+ek1d/hRTY5DZJ2zrs+yXgz4GPkvKrh5ACJ620VwA/II0LvIsU6KUWEdeSCld/T2rBexpp6oe93Q5UiIj/IhVWb8iRMA8D3gFsAr4gaTupQurEXEn1QeDNEfG9iLiO9H/BBySt6XIsM7OxVCcW/KgaTxpuPcvdNO8hdZX88YCTsyiSzgGOjYjfGXRazMzMzGwwHv2o1fHlzz5wwfsdfPgtV0bE8d3WSzqZVOE2AfxzRJzbtn4N8H7gF4A7gecUvUiUpvX5R1Kvsjrwi6Vo7B25Zc7mJOlpktbn8SdvIdU43zjYVJmZmZmZLU2/W+byFDvvJsWoeDjw3DzVV9mZwN0RcSzwNvJUPaWeFS+JiEcATwDm7TnmwpzN5zTSAPqfAscBp4ebc83MzMxsiAUsx5i5E4AtEXFD7kZ/Eeleuuw04ML8/FLgpBwU60nA9/MUOORptmbmO+GyFeZy4I1rJW2RdPZynceWV0T87xwlbb+IOCmP+xhaEXGOu1iON+dNZmZmBqkf40If8zic1lgNW2mdgqZlmzwVz72k6MsPBULS5yVdJemV9GBZ5pkrNTE+kfQmLpe0KSJ+tBznMzPrhfMmMzMzgxzNcnEBTQ6WdEXp9XkRcV4fkjQJ/DLwi6S5Rr8s6cqI+PJ8Oy2HRhMjgKSiidE3TGY2SM6bzMzMbCm2zREA5RZK8xmT5jJun0+02GZrHie3HykQylbgGxGxDUDSZuCxtM4PPctyFeY6NTGe2G3j1VoTa9lnmZJio2zmuDUDO/fEdYuZoWF87OZ+9saevk8Mv0QLypvA+ZMtnvOn6qpo/mRmKylgpv9RIC4HjpN0DKnQdjppaq6yTcAZpHlYnwl8JSJC0udJ84KuB/YCv0YKkDKn5SrMzUvSWcBZAGtZz4k6aVBJsSF07+Zjl/0c+526Ze4NfBswp8vm7hVQac6fbCmcP1XfMOdPZtYfQU9j4BZ2zIhpSS8jzXs8AZwfEVdLegNwRURsAt5HmvtzC2k+0tPzvndLeiupQBjA5oj4zHznXK7C3LxNjLlv6XkAG3WgoyOa2UropfuD8yczM7ORJ2aWoeYrIjYDm9uWvb70fDfwrC77fpA0PUHPlqsw10sTo9lAzFujvUDlWvh+H9v6znmTVZrzJzOzlRFAfQSqa5elMNetiXE5zmVm1ivnTWZmZlZYjpa5lbZsY+Y6NTGaLVWvY1FWsga6ONdKjJOxpXPeZMvF+ZOZ2fAIXJgzMzMzMzMbSvVwYc5sRRS1ystZo91ec+3xJWbWC+dPZmbDxy1zZmZmZmZmQygQM9QGnYwlc2HOhsJK1EIvdWyJa8rNxpPzJ7OVI+kCYGtEvE7SrwD/HBEPW4HzBnBcRMz6MUn6GvDBiPjnQabDFm4UulkOf3HUzMzMzCpD0o2SdknaIel2SRdI2tDv80TEv/VSkJP0Iknf7Pf5bbgV3SwX+qgat8yZtRm2GuyVGK9jZtUwbL9z509j7WkR8SVJh5Omg3kdcHZ5A0mTETE9kNSZIWZi+Nu1hv8dmJmZmVklRcQtwGeBR0LqJijppZKuA67Ly54q6buS7pH0H5J+vthf0mMkXSVpu6SLgbWldU+QtLX0+khJH5P0M0l3SnqXpJ8D3gv8Um4pvCdvu0bSWyT9JLcevlfSutKx/kzSrZJ+Kul3e3irR0n695zOL0g6uHSsx+X3dY+k70l6QmndiyVdk/e7QdLvlw+6kHRI+pqkN+Zz7ZD0KUkHSfqQpPskXS7p6NL275B0c153Ze62Wqw7R9Klki7OabtK0qN6uA5DI4A6tQU/qqZ6KTKzed27+djGw8ysSpw/WZmkI4FTgf8sLX4GcCLwcEmPAc4Hfh84CPhHYFMubK0GPgF8ADgQ+Ajw213OMwF8GrgJOBo4HLgoIq4BXgJ8KyI2RMT+eZdzgYcCjwaOzdu/Ph/rZOAVwBOB44Df6OGtPg94MfBAYHXen9wy+Rngjfk9vAL4qKQH5P3uAJ4KbMz7v03SY5eQjtOBF+T38xDgW8C/5HNfA/xFadvL8/s/EPhX4COS1pbWn0a65sX6T0ha1UMahoa7WQ4Rd/UYT/duPnaoP3PfDI0H50/jyfmTjbhPSJoG7iUVZv66tO5vIuIuAElnAf8YEZfldRdKeg3wOFLjySrg7RERwKWS/m+X850AHAb8WanrZsdxcpIEnAX8fCkdf00qsLwaeDbwLxHxw7zuHOC587zff4mI/87bXwI8PS//HWBzRGzOr78o6QpSAffCiPhM6Rhfl/QF4FeAq5aQjuvz9p8FHh4RX8qvPwL8VbFhRHywtN/fSXod8DDge3nZlRFxad73rcCfkj6Xf5snDUMhYjS6WY5NYc7MzMzMVswzikJEBzeXnh8FnCHpD0vLVpMKZgHckgtyhZu6HPNI4KYex+A9AFgPXJnKdQAImMjPDwOu7OGcZbeVnu8EioAvRwHPkvS00vpVwFcBJJ1Cai17KKnH3HrgB0tIx+2l57s6vG4EopH0CuBMmtd6I3BwafvG5xQR9dyl9bAe0jA06hVsaVuokS3MucbQCsM02a6/t+PBn7MVnD/ZmCoXzm4G3hQRb2rfSNKvAYdLUqlA9yDg+g7HvBl4UJegKtH2ehupYPOIPKav3a2kwmHhQd3fyrxuBj4QEb/XvkLSGuCjwAuBT0bElKRPQKOE0c90tJ/7V4BXAicBV+fC2t2lc1M+t6QacATw036lwfpj+NsWzczMzGxY/RPwEkknKtlH0lMk7Usa7zUN/JGkVZJ+i9SdspPvkAo/5+ZjrJX0+LzuduCIPAaPiKjn875N0gMhjW2T9OS8/SXAiyQ9XNJ6WseZLdQHgadJerKkiZyuJ0g6gtQCuQb4GTCdW+meVNq3n+loty/p2v4MmJT0elLLXNkvSPotSZPAHwN7gG/3MQ0DlaYmqC34UTUj1zI3X82hx6aMl/1O3TLrO1GlmvB+1nT7u119zp+szPmTGUTEFZJ+D3gXKcjHLtJYt29ExN5cgPsnUgCRzcDHuhxnJndlfCfwE9K9+r8C/w58BbgauE1SPSIOBl5FCnjy7Rx58hbgPcDnI+Kzkt6e96uTplV4/iLf382STgP+FvgwMEMqeP6fiNgu6Y9IhbY1wKeATaV9+5aODj4PfA74b+B+4G20dn8F+CTwHOBCYAvwWxEx1afzV4DHzJmZmZmZtYiIo+dYN2uQUkR8jlSw6LT9FcBjuqz7GqnrX/H6J6RIme3b7QWe0rZsN/Ca/Oh07HNJES8L53faLm/7hLbXFwAXlF5fBvxal33fDbx7jmMvJR2va3v9JVLkTiJiBvjd/Cj8bdshd0fE73Q737ArpiYYdkNfmHMffluqlagJ9/d0PPlzt6Vy/mRmtnxmZtctDJ3hL46amZmZDTlJJ0u6VtIWSWcPOj1moy6Qx8wN2lJqE91/37rpR024a7rN+ZMtB+dPoylPeP1u0uTQW4HLJW2KiB8NNmU2riLinEGnYSXUPWbOzMzMzJboBGBLRNwAIOki4DTAhTmzZVJEsxx2Q1WY62dtomu8rVdVii5n1eX8yQbB+dPIOJzWSIJbgRPn2mG11sRa9lnWRJkNk+3cvS0iHtDr9oFGYszcUBXmzMzMzMaVpLOAswDWsp4Ta78B0T4fttmYqU0A8KWZi29a6K6OZrnMxqVfv2tWl1dxPfv1ffLnZeD8yfrD+ZNltwBHll4fkZe1iIjzgPMANurAcEHODKjPLGq3CDzPnJmZmZkt2eXAcZKOIRXiTgeeN9gkmY06UcfdLJfFctZ4V7GWst81s2a2fJw/mVm/RcS0pJcBnwcmgPMj4uoBJ8tspAVumTMzMzOzPoiIzcDmQafDbJw4mmWfzBy3hnvf6VrfKtbKW3f+vMaD86fE3/fh4s/LzGxugag7mqWZmZmZmdnwcctcn0xct6elFnE5xma4ltJW0iDHGRXn9He+P5w/2ahx/mRmlsbM1UdgzNzwvwMzMzMzM7MxVImWuXb9rDV07Z8VBlEb7UiAo8f5ky0H509mZitNzIzA1ASLbpmTdKSkr0r6kaSrJb08Lz9Q0hclXZf/HtC/5JqZzc/5k5mZmc2l6Ga50EfVLKVlbhr404i4StK+wJWSvgi8CPhyRJwr6WzgbOBVizlBe621aw9tkJbSiuLv8opz/mRjxfmTmdnCjXXLXETcGhFX5efbgWuAw4HTgAvzZhcCz1hiGs3MFsT5k5mZmc0lQmPfMtcg6WjgMcBlwCERcWtedRtwSD/OAQvr3++xKLZUy/kd8liVleP8yUaR8yczs6WbWYbCmaSTgXcAE8A/R8S5bevXAO8HfgG4E3hORNyY71euAa7Nm347Il4y3/mWXJiTtAH4KPDHEXGf1GyujIiQFF32Ows4C2At65eaDDOzWZw/mZmZWScB1PvczVLSBPBu4InAVuBySZsi4kelzc4E7o6IYyWdDrwZeE5ed31EPHoh51xSYU7SKtKN0oci4mN58e2SDo2IWyUdCtzRad+IOA84D2CjDux4Q9XNcs/5ZKOtSq0ijoy4fJw/2TCq0u/Y+ZOZjTYtR8vcCcCWiLgBQNJFpCEe5cLcacA5+fmlwLtUrm1eoEUX5vJJ3wdcExFvLa3aBJwBnJv/fnKx5+hF+382/g/DhtFSbpr8nZ/N+ZNZ/zh/MrNRlKJZLqoMdbCkK0qvz8uVwJDG599cWrcVOLFt/8Y2ETEt6V7goLzuGEn/CdwHvC4i/m2+xCylZe7xwAuAH0j6bl72GtJN0iWSzgRuAp69hHOYmS2G8yczMzOb08ziYkFui4jj+50W4FbgQRFxp6RfAD4h6RERcd9cOy26MBcR34SuHU1PWuxxF8u1fzYK/D3uD+dPZv3n77GZjZJAi22Zm8stwJGl10fkZZ222SppEtgPuDMiAtgDEBFXSroeeChwBXOoXnxNMzMzMzOzZVantuDHPC4HjpN0jKTVwOmkIR5lxZAPgGcCX8lB2R6QA6gg6cHAccAN852wL1MT2OB5TI6ZVZXzJzMzq5oImOlzy1weA/cy4POkqQnOj4irJb0BuCIiNpHG9H9A0hbgLlKBD+BXgTdImgLqwEsi4q75zunCnJmZmZmZjZ1l6GZJRGwGNrcte33p+W7gWR32+ygpCveCuDA3YhxtbPy0f+b+PK2qnD+NH+dPZlZVaczc8I84c2HOzMzMzMzGzkyfJw0fBBfmhlw/JnNd7DFcwzpY3T43j0+yqnD+NL6cP5lZ1S1hnrlKGf62RTMzMzMzszHkljlbtIXWmLsm1sxWivMnMzOb22iMmRv+d2BmZmY2BCQdKemrkn4k6WpJL8/LD5T0RUnX5b8HDDqtZuOgjhb8qBq3zFVUP8aaVI0j2a0MXzNbbs6fEv/WFs7XjGngTyPiKkn7AldK+iLwIuDLEXGupLOBs4FXDTCdZiNvOeaZGwQX5szMzMxWQETcCtyan2+XdA1wOHAa8IS82YXA13BhzmzZjUI3SxfmRtS41n46UppZ9Y3r79P5k5VJOhp4DHAZcEgu6AHcBhwyqHSZjYs0z5xb5szMzMxsASRtAD4K/HFE3Cc1bygjIiRFl/3OAs4CWMv6lUiq2Uir4hi4hXJhroJGcTzKShmnGu9xeq9WHc6fFm+cfrPj9F4XStIqUkHuQxHxsbz4dkmHRsStkg4F7ui0b0ScB5wHsFEHdizwmVlvPM+cmZmZmfVMqQnufcA1EfHW0qpNwBn5+RnAJ1c6bWbjqB61BT+qxi1zI8pjM2wQyq02M3/0zQGmxKrM+ZMNQkXyp8cDLwB+IOm7edlrgHOBSySdCdwEPHswyTMbI+Exc2ZmZmbWo4j4JnQdpHPSSqbFbNwFHjNny2S/U7d4XIoNBX9Px4/zJxsW/p6a2XzcMmdmZmZmZjZkRiUAigtzZrZgrvE2s6py/mRmvXJhzszMzMzMbMh40nBbVt2ivI17jaOj4A3GuH/vrJXzp86cPw3GuH/vzGzxHADFzMzMzMxs2IS7Wdo8lqOWtv1Yo14T3K3GddTfdxW4tnu0OX9aOudPC6B8wxTRl8M5fzIzS1yYG3KjdrPg/6Cro/hu+TOxxXL+ZA19KsQVnD+Z2VI5mqWZmZmZmdmQcmHOeuIuN90ttVbV19bXwJbG35/unD/1SN1vhnZ89hgANpzy47xtLf2tzyx3qszM5uRolmZmZmZmZkMqXJgzW5jlGt8wNjXgJe3XcrmuwX6nbvG4FBsLzp8WqD2oSen1fZ99SH6e/ty3+cEAbDz1hr4mwfmTmS2FpyYwMzMzMzMbMuGpCRJJE8AVwC0R8VRJxwAXAQcBVwIviIi9Sz3PKBjZ2tl5uNa0f5bzWo7i5+T8qXfOn2xe7S1xbREqi9a3CDVa5Jq7dt6nV/6czGw5jEI3y1ofjvFy4JrS6zcDb4uIY4G7gTP7cA4zs8Vw/mRmZmYdpAAoC31UzZJa5iQdATwFeBPwfyUJ+HXgeXmTC4FzgPcs5Tw2XAZZgzqqrQsLuabt12Bca7SdP1knzp/6r3FN52h0K2q/i7F0G0+5vnVfM7MBGIWWuaV2s3w78Epg3/z6IOCeiJjOr7cChy/xHGZmi/F2nD+ZmZlZB2M/abikpwJ3RMSVkp6wiP3PAs4CWMv6xSZjKI1a7WyValZH5ZoWqnRth4nzp8Vz/rR8hu6azjF/HCzu2o5CLbiZ9UBa9BjZFRPVT2IvltIy93jg6ZJOBdYCG4F3APtLmsy130cAt3TaOSLOA84D2KgDR+BSmlmFOH8yMzMblCEpJY311AQR8Wrg1QC55vsVEfF8SR8BnkmKGHcG8MmlJ9OqxDXdy6ef17ZKn9NKc/40vqr0vR+Z/CnflDXmjmssX/whq/Q5mdl4Ckajt0A/olm2exUp2MAW0hiV9y3DOczMFsP5k5mZ2VJJ8z9qE+lRWcsTzVLSyZKulbRF0tkd1q+RdHFef5mko9vWP0jSDkmv6OVd9GXS8Ij4GvC1/PwG4IR+HHfUDevYlCpESRy2azYf11IvH+dPi+P8aelpGHptLXKjUINtZn1QHg8359i4+oolabH63Rs0z2/7buCJpEBrl0vaFBE/Km12JnB3RBwr6XTStEnPKa1/K/DZXs+5HC1zZmZmZtaFpAlJ/ynp0/n1MbmGfkuusV896DSajYMILfgxjxOALRFxQ0TsJQ3rOK1tm9NI0yMBXAqclKdPQtIzgB8DV/f6HlyYs6Gy36lbRqfW28xGyqjmTz3ewNjCvBy4pvT6zcDbIuJY4G5Szb1ZNRTdJgvl5qy5mrai2uEiU/L6Xpg7HLi59LrTNEiNbXJAtnuBgyRtIA0H+cuFvA8X5szMzMxWiKQjgKcA/5xfC/h1Ug09pBr7ZwwkcWbWi4MlXVF6nNWn455DqtTZsZCd+jJmzjobxRraspUcm+JradZf/k31/1yjyvlT370deCWwb359EHBPrqGHzjX5ZrYMFjlp+LaIOL7LuluAI0uvO02DVGyzVdIksB9wJ3Ai8ExJfwvsD9Ql7Y6Id82VGBfmzMzMzFaApKcCd0TElXnalIXufxZwFsBa1vc3cWZlGo+u1cvQC/Ry4DhJx5AKbacDz2vbZhNpeqRvkaZL+kpEBPArxQaSzgF2zFeQAxfmrA+Wo9Z21Gu6zWxlOH+yink88HRJpwJrgY3AO4D9JU3m1rlONfkARMR5wHkAG3VgdQcjmQ2Jfo8HjohpSS8DPg9MAOdHxNWS3gBcERGbSNMifSBPk3QXqcC3aC7MmZmZma2AiHg18GqA3DL3ioh4vqSPkGroLyLV2H9yUGk0a1HhACZLFSxPcKeI2Axsblv2+tLz3cCz5jnGOb2ez4U5qxTXeJtZVTl/smX0KuAiSW8E/pNUc282OCNciCsbhXfpwpyZmZnZCouIrwFfy89vIM1PZWYrJfrfzXIQXJizvlnK2BTXeJvZcnL+ZGZms4xA05wLc2ZmZmZmNnbcMmfWwUJqwF3j3crzOZktL+dPi+f8ycxGzSgMDXRhzlaUb47MrKqcP5mZjY/ALXNmZmZmZmbDJwAX5sy6a++S41rv3nW7Vu7eZNYfzp8Wz/mTmY0Kd7M0MzMzMzMbRi7Mmc3PNd79U76WrgU3WzrnT/3j/MnMhos8Zs7MzMzMzGwouWXOzMzMzMxsyMRoRLOsDToBZmZmZmZmtnBumbOG9jEOHktSXR6PYuPG+dPwcP5kZkPD3SzNzMzMzMyG0fB3s3Rhrg9GtcZ4vtrVUXmfZqPM+ZOZmVkXbpkzMzMzMzMbQi7MjbduNcPFctcMm9mgOH8yMzObQwAjEM3ShTkzMzMzMxs74Za58dRrpK5+RPSqcu25a/gHZ79TtzhinHXk/ClZcP6kUu3sKPzvPkDOn8xsaIxAdu/CnJmZmZmZjR93sxwfK1nLOKja7uK8vb7XKtfKm40T50/dt5+Xhv8/cjMzWxyNQMtcbSk7S9pf0qWS/kvSNZJ+SdKBkr4o6br894B+JdbMrFfOn8zMbFlJzYcNn1jko2KW2jL3DuBzEfFMSauB9cBrgC9HxLmSzgbOBl61xPMMzDjUeFfRqM6N1U8LbakYQ86f+mjkfoO1iZaXmpiAWr4hq7f+bx0zMy2v7/vM0S2vN55yfd+TN+ycP9lIc+FtRGgkulkuumVO0n7ArwLvA4iIvRFxD3AacGHe7ELgGUtLopnZwjh/MrOqcq8BswoZ85a5Y4CfAf8i6VHAlcDLgUMi4ta8zW3AIUtL4mCsRG3isNZ0r0S6XavbO1+rjpw/LdG45U8xM4Paa2gnUutdbe16AOr37wSaLXH+zc3P+VNHI99rYKSVWvW7tei3tObXW1v2rWIqWDhbqKWMmZsEHgu8JyIeA9xPynwaIqJrGVbSWZKukHTFFHuWkAwzs1mcP5lZ5bjXwGiJmRkoHlFPj5qo7bOe2j7rB50868WYt8xtBbZGxGX59aWkm6XbJR0aEbdKOhS4o9POEXEecB7ARh1YmUuzkrWHnqetd75WtkDOn/p0rpH5zbWNkWuIevNprkBX0SK3Zk1ePtOyPHJNu3IYtJ6vVadxNp7TbtwsqdeApLOAswDW4sKC2ZIE4z1mLiJuA26W9LC86CTgR8Am4Iy87Azgk0tKoZnZAjl/MrOKWlKvgYg4LyKOj4jjV7Fm2RNrWW2i+YBmK1zUiZmZlm6VtTVroF6Her1RAdSzcnRMR8lcEYqFP6pmqdEs/xD4UO7zfQPwYlIB8RJJZwI3Ac9e4jlWxCD781e9Bnyx6epHRMqqXpMq8tiUWZw/9fHcVf0t9toapjyuJfK4lh2bjwKgnmtlN556w6xd6zt35mO01XvmYy44imXRCjeGN2jOnxqW1GvAVlgp/4h6b3fx9Z07W/OM4vfeSyv8GOcRtnhLKsxFxHeB4zusOmkpxzUzWyrnT2ZWNRFxm6SbJT0sIq6l2WvgR6TeAufiXgNmK6eCLW0LtdSWuaFXpVrCqtSA9/v8g34/ZsPK+dNsvZ5fq1bnv+m/ORXj36an0+u83can3Jh3KNekt7XEFePq8nKtzsfOtedR1Kbnrlbt89LNTlzp+LHMke7KNfwen1cVI9NrYJRp1eqW/KPIO+r375ydR0Db77qZZ5Tzi3JeMWc+sRx5hPOCkTV2hbkq3Rx1U07joG+clmKY0z7M3J1peA3DZ1aZ/Gm+bkhFuPCim1QRWW7XLgA2nHZLy3ZRj0ZXzNnn6jK8PI+HKfZq3B7NV5hrOfYCumAtREW7aTl/cq+Byun2W6mpNf/IeYf2TjYrbrrlG53yjImJ1ryi13xCWnr+UNH8oAqqOAZuocauMGdmZmZmZjYK0SzHpjA3rLWA7V2bur0Pt4JZu0F/JybC87P1yvlTD9pqltujxBVdmain7k2NlrgcfW76sAPT8qm0vnb/7vT6/lTbHjt3NVvzDtgv/S1a3nakQCixdyr93Z33ncz/hbZNXVBvC5QQ01Ot76U0HUK399fcdp5q44XUuLdvu9Da/sWmsQPnTzYwc+QlWr26NQ8p5R/lvGO+fKOcZ7TkF6W8opxPzJtHLGRak17yhIV2uRzVaVUqOm/cQi1l0nAzMzMzM7PhtAyThks6WdK1krZIOrvD+jWSLs7rL5N0dF5+gqTv5sf3JP1mL29h5FvmhrXGu51b5MxGj/OnPijGphQ1x7W212013FMHrE2LH7AOgLU35hXT0+lR2nfrUx4IwIHXpFrzdTdvT6tvuT1tV4ybyTXUaqRBLa9jpku9aacWulnvr0tr2nKOgVmucXxmVVXOR8p5SOk3Ws475ss3ynlGOb9oyStK+UTHPGK+/KG9da2feUI/xukNiX6PmZM0AbwbeCJpKpLLJW2KiB+VNjsTuDsijpV0OvBm4DnAD4HjI2I6T1HyPUmfiojpuc458oU5MzMzMxsz3Qo3bcFJtG5dsyLmfzwA5e7U7N7T7Go9VWfvfumWecehE6w78AEAbLh5XybvSV0upw5MXbvX3B187X3/BMDPnfcHHP71tHxy+14m7toBQKxZRe22bek8MzNopq3gFnWiXms8X/R7bRyvrcRS3r5W6rI+bwGyHPU3/60vc0Te5db/MusJwJaIuAFA0kXAaaTpRwqnAefk55cC75KkiNhZ2mZtr6kb2cLcqNR4d+MWucFxK6ktlfOnLua6IelwA5Z2ad6EAa03YtByMwa03JAB896UAS03ZkDLzRnQcoMGtNykAR1v1NKfWm83ai1vfO6btvs2P7j1VHlw/36nbpm9b6113GHPaZk1iXr+O+w3dWY2fhZXmDtY0hWl1+dFxHn5+eHAzaV1W4ET2/ZvbJNb4e4FDgK2SToROB84CnjBfK1yMMKFOTMzMzOzsvapBCQ1Kn2YKFVUTEw0ulzGmgnWbkuVN1Pr1zC1Lh1jz4GrG5VAE7tSRdJBP5jiEX+fKn7qG6JRgTS1YZLV61KFz6o77+85nYuaZm6+LpKl7toqTc/SOSHdAh8tsCKqghSL7ma5LSI6TS+yZBFxGfAIST8HXCjpsxGxe659Rq4wN+o13oWqTOBrTZWZf8sqy/nT4nW8AYPON2Hl5aWbMaDlhgyY96YMaLkxA1puzoAF3aC1v6e+zRnedvMWbeG27918LMp3LRtPvaFxfpjjJq6R0Pm6cA3/TZ0NseL7qVprPlFqQdba9HvXRK3Rqt8YG7dqkpjM+UU9qG9MLe/aPdXIVya2bWcib3/A9jVM75uON3nfbiKff+KW3CI/McGDNqcf9vT+a9l+ZM5r1ouNe9NvZWbNvqy99WfN9BX5V5FvlcbX0fb7nPd320sLeemaNdMw0XOY/pYJz4d9MvL+T01wC3Bk6fUReVmnbbZKmgT2A+5sSVbENZJ2AI8ErmAOjmZpZmZmZmbjp//RLC8HjpN0jKTVwOnAprZtNgFn5OfPBL4SEZH3mQSQdBTwP4Eb5zvh0LfMjUtNdzduoTOrrnHPn+777EMA2HjK9WlBW21we2vbrHFxa9c0aqw71aYDLTXqQGutOrTUrKeXzdp1YN4adqCllh1oqWkHWmrbgZYad+hc6w45CmaX2vWeW83aauHbW+S6HLwtfTldC6yhbqmdh+Gvobfh1Piu1YHSONBS/tL4DU5OwurUks50/v7Wao38ZGa/dWim1AVxOs85Vw9iIh1vZv0qanvSMKaYrFErolmuyXNdTk039pu8ZzcckfKLqMHUvil9q7bPNNMXaka5LP2mytFxi3xgVp7Zch0W0ELe6GbJ7DGwc+22kFb8IckD+h3NMo+BexnwedIX8vyIuFrSG4ArImIT8D7gA5K2AHeRCnwAvwycLWmK9IX+g4jYNt85h74wZ2ZmZmZjTjW0JnenXDUJh6apRajVYCoXuCYnmt0Xc2Eu1q1mZt+1jcPUV+UCydrJRvAi7bsG7Unbr7r1HqKoZJpqxqaI3JWTdWsaBT9N1znge/ek465fxdT+uWAniCP/R9pmxy5q9+7IJ89p2lUaIqUatdVFJdaq5vK9e5sVQ/MVstrlQpdqrVMkMNE8vlbnwmnUqef0FF21Y7pUcOxWGOxbH/JltgxlzojYDGxuW/b60vPdwLM67PcB4AMLPd9QF+bGvda7zC101eDrbwXnT81WolktdBQ3Am3RFNvHxU3UUk06dK5Nh5YadaClVh1oqVkHWmrXgXlr2MvHmLwn32CVatqhrba9/D7y++9U656S2LyR6qnmvWwR49Qa17+IYrmAGvnWU/c0a27bTsNRS29mY2TxAVAqZagLc2ZmZmZm1GeIokKmVmt2U5yeabSgRb3erNgpVZxM3J8CI83ss7qxXlMzxGSq8Jhev4rJRoVQrVmZNFNvVFQoT4cSG9Y3WvomduxpnENT9UZlU6yqNbp1s34Ntd3p/DFVdA+fgHqusClX8NTrjXNLIhoVMgtsBWtMkl5rdrOud6kgKm9T9MiemWlWKEW9c8XQsEw8PgRJnM9QFuZc492dW+iWj7931gt/T2ab1UL3lBsBWrtEQWu3KEgtY3lMXKeuUUBL9yho7SIFtHSTAlq6SgHzdpdK27S28pW7TQEtXaegtfsUMG8XKqBzNypIXalg3u5UPX3vyl2roLV7FbR0sYLWblbA3F2tSu+lo2HpcmXDrfh91OvU16fv765D17P29vRbVMDEzXek5+XW49zyPxHRLJzNBFMHpBb/NVvvaRR2tGNnIz+K0jkb+djeKSbvyIWyCDQ9+7sfq2qQC4r1NRNoKo31pcivpqdbj1v8tkoFu6jXUVGwm6gRed+Ynpq3EFUUzrRqEq1f11xRFIbr0SgYa6KGJluLC7V9moXNKKU1TXZeOndxjYehUDfEhrIwZ2ZmZmZmtiQjUM4cqsKca7x7136t3FJntrycP/Xuvs8cDcCaiVRjve630/Q65W5RkFrLot425q1tTFm5e1R5O03llqxSNymgtasUzNtdCujYZSqdI6et1HUKaOk+BXTuQgW5y1Tb2LJG16pmV6p0zEV2p2pJcK3l77zdq9r269jVClq7W5XP03IM19DbCii+gzMzTNyVWsTXzQS1nem3W9+wpvldLMbhSo1lUatRuz+3nE/UYKL0vS3yCqn5u5wudTfMNDXdnN9ycoLIre6anqG2J+UBMVMjVqdb8Ol9VlPLc1sW+ZZWr07HBpja2zz45GSjlb6Rdkjna0SorNEYlxwdWslaEqvWKLv5ecxMNTaJmXozGmhhpnncFDiluB71pU12PgAeM2dmZmZmtpJKBZNa7q5NrdZSURJ33Z0Wb78f9k/ThsREjZnDDgJgZl0qzK26a2ejAqa2cw/amwtcO+5n9T1pSpO4f2fjfDHRDNyk9eua3Q235+7U5cLWxAQcsF8jTY2Kqr1T1O68L21ym4i1q1veVxywsRmAaabeWK+772s0JGn16taC5ExbQKmyctfHmhrdJrVqstm1Ump27ZycbFY0qbl90b20VnTBBmJn6drct6N00iEpzY2AoSjMucZ76TyWzmx5OH9auvon0s2OXtUc4wKw9vZdjVrTjuNcoHWsC7SMdwFax7xAy7iXtPncY1+AlvEvQMcxMNBsmSuPhQE6j4fJ52ucq8OYGKDZMlkaGwO0jo+hOY6tsV9o1vLyOBmgdawMtIyXScdujpkBOo+bgdaxM8X++SZz1hg/t9CZWZWMQFY0FIU5MzMzMzMATZbmQ9snV5bUJpqVIbt2E7kyhr1TKFcuTE5NU8/dp1flro1IqKg0mZpuTn8SQewuda0ujj1Ra1TMUKvN7qY8MVEKxBKNIEyxehWRu15rx65mC97ERDPaZq6cilUTjUohZqJ5jokJiuqemKg1G7+iXgpkNNHa/RLSuUrLGt0mVZqDb1Vba1wOxhT1emO6FjXet5rXoKzWbN1DtVLX64pGtvTUBMvHNd3Lxy10y8fXdDw4f1q49lajQj23Hu2tpxaeh/5Dmgftpt9/MJC6PNU3rCkOkv6Wx7mU/ka+aWkZ7wKtY16gZdxL+jPP2JfSPlFE1iyNgQFaxsGk9c2xMEDH8TCNc5bHw0BzXr22Oelm3Zy1jI+Zrf2abzz1Bphsu3blsTKl1+XxMul1vtGdY9xMOmxxXDUiXQ7b+BkzGzMuzJmZmZmZraBSsJ36gw5NT+v1xji0+s5d1Hftam6fn+uee6mtTy1zjW7Ga1ZTPyCNqdNd9za7Xu/eU5omZar5fO9Us0JkB80KpqJFqqZmF+XJSSim9Ng7AXen9GmiRuzc1dieYpqW4hy79ja7hO/a02gZY2amUeHTMq5t71SjSzY7d7W2vAFM1NCGDY3nxfQr2jtFfdtd6fnUdOO9a3IS1jXH1cWa3EqXK3xqO3amljxA06saU6rUoNHSV9+1uzFfS5RbBqvWQlex5CxGpQpzrvFeOW6hW7hu18rf2/Hgz3l+7a1BtbbXayenW16vquWIk/k//Ft27g/AhnfeDsDO393YiDrZKWgB0BK4AGgJXgB0DGAArUEMoIdABtBsySoHNICWoAZAS2ADoHNwA4Cp6WYXrFKAA6A1yAHMajVsD3aw3zO2tq7PN5a7P3NY4zgtQQ+gNfBBaZ/G2Lhaa+vnXEEQYK5ACOBgCE2S/gT436SP+QfAi4FDgYuAg4ArgRdExN6uBxlH5fGy5TGmuTvizOpV1LY155lriGj+9mZmqO8p8op0ebV2DbVinOjUVOquCS0Tj0e5O2U576ip1LKd0zQ93TKOVMW8lTMzjd9URDSPU/5t526dkprna58Pb29pDG+px0IRyZfyvG/l69Uh8mWsW4PWrm3sp2I+y+lpVGwzOUF9w9p8zUrdQYuxtLv3NAtobYFWqv6zF6PRzXKOGT7NzMzMrF8kHQ78EXB8RDySNNHD6cCbgbdFxLHA3cCZg0ul2RiJRTwqphItczPHreHed7rWeyEW26LW3rpw7+Zj3Tq3RL5+o83508JtPCWNfdOq1pab2sbczadR890MVgCw5+OpxWvPTPqvad/3bWfPC3OXnQ5BC4DWwAXQErwAaA1gUD5nUYs+XyADaAlmALQENABagxrArDFoHYMbQGpRmGlrSSj2yUlozIdXCnSQ3n7buLdOAQ+Adb/5s/R69erZXa/KgQ9gdktcOQACdA6CAN0DIUBrMIRS+ivb5WplTALrJE0B64FbgV8HnpfXXwicA7xnIKmrknKrVPm7UkRLnQom77gHgIm9U9TvTs/re6fatm8+j9wy11iydwrdn7thTtQaXQap1xtjcdOckHlM7HSph8H9zbnZVGqpbrR+A1Hq7hlTpX3Lc0kWLYPF/HD33tf87US92Xq2ZnXLb75o0S/yIACtWzMrL1M9ZvUQgJQX1YoIuXVRTCKpmRliR2pd1/Q0WpuuiXbn8b979hI7U74dNTWj7W7Yp9lid9sdjS6h0WluPBj8798BUMzMzMysVxFxi6S3AD8BdgFfIHWrvCciijv9rcDhA0pi9ZUKAypN5RF79za6AM/qljyXqDcD9ES9VMGjWdNxzFIrdXArjeNrVBZFtIylK7pCxsxMa4TKtuBCMTnZUphrjGUrV5xM1FoqRYpKIq2abI63K4IzTTQnKScC5QBF1OvNwqjUrPyqqVkQm5qi9rN7mu+HVKCNPXtnHYM1a9BksxtqDLqw1oshSOJ8XJirgJVo2ZlrvE/7Orc0mVlhSflB+eYGWgIVQHNs2cyHU63vzr2rWnbfObWKiX9M/9OuX5XGvtWel+93cytROXAB0Bq8AFoDGJRf721t4esWyABoDWYArQENoCWoAdAa2AA6BzcAqNdTcIPS+2m06pWDHJSPVYwJLAU7KJ+7HPAA6Br0AGgJfAC0Bj+AlgAIQOcgCNAaCAFg1armGI5yMARoDYgAY9dCJ+kA4DTgGOAe4CPAyQvY/yzgLIC1rF+GFJqNmRHIelyYMzMzM1sZvwH8OCJ+BiDpY8Djgf0lTebWuSOAWzrtHBHnAecBbNSBI3Ab2kG55a0cbKTU7bkcVKQIbhS7dhM5qMmCKgciGnNnRL10/vK0H/VodH0uB/mIeqnbZHHOiQnY0yHyh9R4P5qYaFRoRAQUrVxtXZ2LdDSCD+2zrnEe7Z1qVMRoqhl0pb7fPkwfmCpxth+VrlNtCjZsTRUqtZ1TsKpZiTJz6IHp+Uw0p0+ZmobbUxftmJqm3h7QKOpEuRto8b6mp2GffdLyVaua16zUzTJFtixaLgcfIcXdLA0YvZYsR7ocTtvO+qWW1wef962W5cVrGy8r+jsu34BAa8Q5aIk6BzQiz0W0djEq5p8r251bfSY+mG4a1jwztcS1RKGDlkh0KUmt89B1jEhXpLFTVLrSPo0WunJ0utL7i/LNHMzu6lWOVFcct/2aFa2D5Yh1aaeW9S2R66Bz9Lryfm0R7NL7aEaxA1oi2QEt0eyAzhHtoDWqXZHm9vQ0xtcx7n4CPE7SelI3y5OAK4CvAs8kRbQ8A/jkwFJYNWr/LZciq0L/W3Ubx6u3jnFrrK/TbX5HSK3kjZbzcsTJWq05l+P0dLOXQL1eyity3lGaeFwTreN56/uk32GtNC5P9+9qjulbs4qYTOecXpev2T6w/o7cQ2LVGiZ35EieUzPUdubnu/c2C5VAPf+eY3q6WXArX4PyOMQiL5yaRntK+VzxfssTiFfNuBfmRim87qgWXJYSTt3dL4dLt8LauBbinD+tgPaCSPtNVSlIAdASqABg5/tToWJqKhcW2gpxESrCAbCnCMWf/+65KE1VMFlLW6x7etHlrxm8ADoU4joFMYCugQygNZgBtAY0SO+v7VhtBcmOwQ2K5UVAk3KAA5gV2KRToAPIwQ7K769YXpyzS9ADoC3wAZSDHwAtARBSGmcHQQBaAiFA6k6qDbl2vhwMAToHRGhLX9pgBO6wOoiIyyRdClwFTAP/SWpp+wxwkaQ35mXvG1wqzcZERaNTLtSiC3Ol8LoPj4hdki4hhdc9lRRe9yJJ7yWF13VEJjNbMc6fzKyqIuIvgL9oW3wDcMIAklMdHbo3anJyViWLZmaalTH1OlGMI22vIOi3onJqZqbZN6/U2tQ4/+49jcAsUQ9qRQv2zEyzZX2i1kg39XpzXsnib1G5A2mfIqDJ3ilqRUXVmtXNeTX3WdeYc7O+eoKpfdLt/c5D0rI1d0Ot6PoZzdb12vZdjTG+sWdPc2xrPYjptt4Bc16bIjDKFPVdxXtYg4rKqnJ0z3KE4fkiW0rLXrHjbpYVCq9b2ZrrEeLul4Pnz2BBnD8NSlsrSzniHNAY1xKRblja/y+NUgtd8bx9QvLi1VQ9dx36ZAqusv6peahR0Uo0XzS6QreodNAamQ5mBUhpiVAHs6cZ6BSprjhOcYPYKVpd+dxtgUJaIteVzlmOXgd0j2BXTl/R+leOZAct0eyAjhHtgEZUu/on0tQSE795XzPoy2Rrd9ahiG5nA9WeX7T8NpldaGu0gEvL2sjS0tWwU5fB9nyDtvdSqzW7gZffQ6026z2yZnXptz6Jppt5S2Oc3Ey92QV63arGNCe7HriGWu4NsfHHKU2rdgYTO3L3x517UA5eFHv2NqdqmJpuXtu2bpQLURxDU1Og1bOWd9WpYOf8oieLnjQ8Im4BivC6twL3soDwupLOknSFpCum79252GSYmc3i/MnMzMzmNc6Thi81vG45ItM+Dz205dKMXS32MljKWLmFHtufV//N9/l5sve5OX9aRt0izcGsSbbbA4UUUeemLknjqaamcqtaEa6+Q+CTQvu69nrx4hj3bjoyJSW35G047ZbWNDV3aD1+t6h00DkyHTSuRTlCHdAapQ7mjVQHtEarK6Wh6EbVErUOWiLXAR2j10H3CHZASxS7dOxSJDtoiWYHNCLa7f7MYemc9bYWk2K2h0sOZt/fui29KEW2AzpGt4NSrX2FotzZAJUDjBS/p/L0IuUxokU+Mz3d+htcaquOaq0ta8Wx9+5tpq/e4XsaM0Qx/rSm5nd/9apm693EBGi68X5UdL/M3Svr+65rjPet7d7baIFT6XmsW83M+tTyNbNushH0ZJ8bd1DL3Sg33JOmdGFmhpk8oXqUu1BCf1u/SpFB63ubQZSoRzP/K1OHHhErbNy7WS4pvK6Z2TJy/mRmNoRSd8ZmpFi1BS9q2TaiGdl1YqK1QqkPFQLlrpVaZCjWcjdQrUuVNbFrV+v7UWtFj/ZOQ57XkVqtUSEUNTUqeJCYzMGIJicnGnM66r4dzS7QxZi6vXubheJ+FHR7EfXZUW3n0qjIWeFC3ZgX5voWXnfiuj2u7R5iHse1eP2INurr3pHzp5XUIXQ4tIUPh77eQHQbS1eYyet3fDL1pN3n1JvaDjB7fEu7xiTg5TDj6aTpb3EzVg43Xl7e2K9D2HFIc1dNtG2bdQo/DjkEeekcjYm8O4Qih+7hyIHWkOTQEpYcYOdH9gdgJrfAFde0vVm0PQppTcGuTzwwnf+ZeWLy4pqVQ5XDwGrjzcyq2m1yoRZdmHN4XTOrKudPZmZDpCX4RamAPzPTKPg3unVHtE7/Ueqy25hWpNStr+McacVx5tLWhbKRLKnnSoioR0two/Kk5kWXSq1eNatyhumZZnfnO+5sVhRNTDQql7RqksgBk2L3nmYwpVJgpWZCBlNiaQmo0qlL5YC7WYpS1+8htqRolg6va2XjOpaul0m5l3MMo3Xm/KnPuoUNh46hw4GW8OHQ7PIzNdM21q6n0xcTjM+ei668vpsdm49KSc3brTv5xnzguUOMAy1hxoHWUOPQEm4caAk5Dswfdry0bdGFqhx+vLy8GFNXDkMOdAxFDt3DkQPNkOQX5X2n0rmKlrap6bljpHUb41inFGU0hzovxk92ClUOtIYrh97nnVuB0OW2AsqfYftnX2iZZLu0fZH/QPN3vHpVI/9pyRuivvTel+WJwHsx1Zw6odESPzmJSu8n9ktjXplpFjS1K/0m6nv3zp4Xk5y/FnltpwJckdaVVvq/ojmGsZym+uznc/SQWHYjkH0sdWoCMzMzMzOzoTPuAVCswopWsZVoERqXFrhuOrXIrWRLnMfO2UqaNQcUzDsPVGPfXGO77ukp0uHUJw7r+bxzRbrspJb/h541Vm7WgXubLyq97DL/Vae5o1rWd5hDCiCCyC1U5XmkgJa5pIDW+aSgZU4poOO8UkDHuaV0UUrP3pm079RUOnYRnbLbvU2vn0GEGsPqtn/qiJSuZ/w0LSjNOwXdvyuzdGupc6vc6Cl9plEPVMu/iWJMLjRbvSOaLeFRbxmPWlu3trFNS/CPfkwuPt/3rpSv1IuItDU1WxHXr2vmC6smm8fLLXe6f1cKkgLU9+zpfL4OrXUDIXWfW6+0bFZ317JuXSxXouV9BLIQF+bMzMzMzGz8uDBn48gtQK2qMh7OLXS2YtrHN3SaBwpmRWgszwcFzfFrhYUMf+/WSrTxlOtzGkrzPJWV54pKG+STd54vCmidMwpa542C1rmjoGX+qPJ25TmkAKJWo5YjSZbnkSq/jnV5HqnSfFJpfXNOKaDjvFIAOz9QtE6IqXoOcbk7v+Uu4w/7qTjH9twK2z7vX8e5p2D2d8xRL8delFpjG0FFpEb0XOq11oi6a/I4zenp5v361PQKheUvn6MITFJrjCdmz57mWNrJicbvIXLLu3bVGlMNVF5pbByUxg7P1JvPpxf5+12BVjl3szQzMzMzWyZF97xGQaheb1YgddguvyC2p4qNmJ5urutUabPcGoXQmVIlkhoBkWLPHjSdKlqUpwep33l3o5tlJbsSl7pWdux6T6myiyI4TS6wlgup81XSuJtlT1yYq6B7Nx9b6daVXluiqvweFqMqLXD90ksUTrN2Oz79oOY4tPyf+FyT+kKzRr1lcl+a49pmFtEi1C165X2ffUg6xTzVrfuc8uMFn7N57rYJfssTAcPs69BpQmBIkwIX25YmBU7bTLXs0zI5MLRMEAyw6uK0ePdM+m99qp7Hw03nFj5mt8StpMansZBJhMs8L52ZLQO3zJmZmZmZDYJqjQJ+ewtRYw62bmH7B6DRQjjd7O6pdWsbU5QU04VQr88dMGRQigqpiYnWrtBFJZTU7IY+UWt2HwVUaplrTPfSraF0IVM/LFUFL/NCuTA34lYyqmW7YR3DNewtcL1ed7fIWU/a/lMNaN4YFV2dOk3qC60T+5a2L6z77TvTk48eBMyOpqjS826tSt3mmZuvte++zQ8GYOOpN8y5Xcu5ihuT0iTAQMtEwEDrZMDQcUJgyBEr70jXoDwpcDpX63xsxY3prnytiusxE3kcXHEPOMf7Xo4xcQu1I0e3bLSMdhsb5zFzRmsBrRz5tNH1slYvb9y6vr53+RO4UMXE3lPTjWibABQt8UWeuneqUt/59jlFy5Oyt7S2r1rVHCO8enWza+X9Oxv/D6i2t/U4hZb55/LyFSjUjULL3ABn6TMzMzMzMxuAWORjHpJOlnStpC2Szu6wfo2ki/P6yyQdnZc/UdKVkn6Q//56L2/DLXNjYq4WuvYWnGFvmWo3au+nm2FrAbUhsZDB5+1RLNv3LeZYahw7bbfuN38GwO5PHAzATL1Zz7j+KTenTXONddGiNjuZrTW4RUtdt5a7JclRO4s0FRHbyLXXarsOsd+G9Hqm9bpo1x52fvSAvKpz3epEbnko1s/UW9/nIMfBtZvrGm/I4yyL1tuYr+WtWwudja1GpMqIZje9evN5a8tOdVq1WjTyxHojEEh1fsFtGmN9a7Nb5lrmApxubWErWlBL22j1quZy1RY/dnY59DkpkiaAdwNPBLYCl0vaFBE/Km12JnB3RBwr6XTgzcBzgG3A0yLip5IeCXweOHy+c7owZ2ZmZmbV0aF7XdEVuX0sWeN1p256FVbfleYI0fQk3F9ErswVQDMzg3kP5eteilZZdPNuVkjVm+tXlYoSMzMt3WHLGlEsa+pcmOv0fpf5Gohl6WZ5ArAlIm4AkHQRcBpQLsydBpyTn18KvEuSIuI/S9tcDayTtCYi9sx1QhfmxlSnVpzlasFayti5YR13txJ8TWwQ6tEMFd0+bqVRc97YON+YFNsX40La52XLx1k3mVu8nt6cKy3yNvd96qiWdMw3/qt9fbftG2PnivnpOh6stZa/nt/Hrs8+CIB9nrkNAK1PUS0bLZTFTU5xQ5Jb8JRv3GLXLvbO7J+O2SV9U8U4wgq1wBXaW+JqpdeNlrii1aQtOEW5ZWVOVQhdbmbWu8OBm0uvtwIndtsmIqYl3QscRGqZK/w2cNV8BTlwYc7MzMzMqqqtq61q9Wbrz6zuukNYsC9F2xxIBMtOQUbaJgKfS7klTlIz4NNMvRn8Ckrd8Cv2GS0uOQdLuqL0+ryIOK8/CQJJjyB1vXxSL9u7MFdBy9nispItcoM6z6DPuZzcGmeDNlcLVjQmx22L+li02BX3XfVa5+XPTi1exfiMAHZ/4oFp3TLN9Vu0eHXKK+YbZ1cr3m9xM7MnVaA2onFOtrY8xroc5W1XfsOXrqW+u7cWxGHQMi6uGB850byxa3k93acxTcN4827zK/KQmRkaP/5O4yeHrGtlQwSQC3DT9ZVPe7mQVT63muMPW36jbde+tnZNx8PG3r3N7pdAdDpPp7GNA/zstLhzb4uI47usuwU4svT6iLys0zZbJU0C+wF3Akg6Avg48MKImKPLSJNHFpuZmZmZ2XhZnmiWlwPHSTpG0mrgdGBT2zabgDPy82cCX4mIkLQ/8Bng7Ij4917fhlvmxtywtFyN+9i5Xt73trN+CfD8cbbyGmPnihaqIpplMWdSl+1LC9Kf7WmsXBHoYPunH0R9pohgt/ItVvOds6hfvv/jhwCwz2/dATSj00VuqdN0mgtOe9K8V/U770777T2453NVQbcxcrPGx3Xat5hzr3hdPClNJNyi12iEFR0zJ+l84KnAHRHxyLzsQOBi4GjgRuDZEXG3UhP1O4BTgZ3AiyLiqkGkuxJ6+Uw7RjkdQAvXQnVrEVvJc5cmWp+VpsWql6LPFvlAexfLHAW4avodACWPgXsZKRLlBHB+RFwt6Q3AFRGxCXgf8AFJW4C7SAU+gJcBxwKvl/T6vOxJEXHHXOd0Yc7MzMysvy4A3gW8v7TsbODLEXFunnvqbOBVwCnAcflxIvAeZgdMGB/lQk5LgWeeAn5EqZtgRQt1g0xXaVqEzstpvX6lwtisipp6vdGVuhHYCojpqdaCdofxcQOL1NnNMiQlIjYDm9uWvb70fDfwrA77vRF440LP58LcmBqWFjnrnVvkrLKK/9xzbXC3FpxiXNX2T6cokVWaQ20uRTqLFsXGPHLr1qbXuVUqdubw47kWux4aiha5boqUzwqUUFMz8MGqPE5wojX4QWNcYVvLXCPK5XxjJPvRmrCMIuIbxUTAJacBT8jPLwS+RirMnQa8P9Ig029L2l/SoRFx6wol12xsLcPUBCvOhbkxMy6FuGF/n+PandSGS3uhrH1+ofapC0o7dtzuvs/kMeONOCpVv2FP6SvedVEgqRWFuEJRc52vz/0fe2Def9mTuCTt3Sonim6Vp+Wx/EWte/E9KNfCF4W41cXf1Wl5UXi7f2c+R57UvbY3n6Q1aEzDrEnFo0hkz++nAg4pFdBuAw7JzzuFMj8ccGGuw7xnlZ0QfJT08rtqTA7e/tts7Wafjlfq2lm1jK9iyVkMF+bMzMzMVlAOdrDg20hJZwFnAaxlfd/TVWkLiVxZ0bGUlbCI6zKroq7LxOAt20xPl7ptTs+98aCEW+ZsiAx7S1Vh1AOhjOr7svHQmGqg6GbYNjF0oyWvrSb3vs8c3fK66i1y3ezYnCY23/jbtwOlIB8VVZQlius91yTgAPs+46fpyWTbZOhZ1PMNW7lVrVF737ptIyBK+3xhVZuDqr9uL7pPSjoUKIIa9BLKHIA8l9V5ABt14EhfLLMVMQK/Ik9NYGZmZrb8yuHIzwA+WVr+QiWPA+71eLmsUyvSXC1LEa1dcIerG+7yaemuuozXpLj+5TlHK9xCKlLL3EIfVeOWuRE3Ki1yo2o5WuI+/9PvAvDkwx7d92ObAV1vBooAILOmHijWF8tzy9x9mx/cun5IW+QKRSCU+q7dAGg6/xd7fw58kt/3TOzXsv1K6darr9vy9ikHomg9mynGvpTCkQNaVbqlKKalmKc7VmNKgk7j7lo2XODyAZP0YVKwk4MlbQX+AjgXuETSmcBNwLPz5ptJ0xJsIU1N8OIVT7DZuKpoHrIQLsyZmZmZ9VFEPLfLqpM6bBvAS5c3RUNsMTfbI3CD3lddp3uYY7sxUcWWtoVyYc5GUtHiNaiWyUGOfXOLnK24tuiURfTKaB8PNeLax5jR1hJZtExuOOXHwOyWyZWy8ZTr05Nu3a2Klrb2KQfmUW6Fa0xNUKvldfXW5YXaWIyVM7MqCkZizJwLc2ZmZmZmNnY0AjNduDBnlTLs0RyHPf1mPSnmCmu0xMzTAtdtjrDGy+EYK9fz77uI6jk9+HmVyuPhNp56Q7Ew/W1Pl1qjjTbS31jf+vnW1q7pet7Yu7dln+ITjvaWuWhtvWwuH/y1M7MxMAJZjAtzZmZmZmY2djxmzipv0GPH2tMwii1Xo/iezLpayGS8XcfKpVaXYuzWfZ99CDCYFrq+5E/dWpsGqGiRa7bGdfgslitEeb3ePF8RpbLbWLmpqeVJg5nZmJh3VLqk8yXdIemHpWUHSvqipOvy3wPyckl6p6Qtkr4v6bHLmXgzG2/On8zMzGxRgta58Xp9VEwvIcYuAE5uW3Y28OWIOA74cn4NcApwXH6cBbynP8m0UTCIFqzlPOd+p25xq9zgXYDzp5XVHuK65VHv8ZG3r9Ckvkv6LS/yP/pGVMllsPGU69Pxy59Nu27p7vI+VFPLg3o9t8KlzzGmptNjpk5MT6VHsWw6P/ZOpcfuPekxU8+PmfTI21X1psnMRssoTBo+b2EuIr4B3NW2+DTgwvz8QuAZpeXvj+TbwP6SDu1TWs3MWjh/MjMzs0WLRTwqZrFj5g6JiFvz89uAQ/Lzw4GbS9ttzctuxcbOqLZajer7GiHOn1ZKe6taMU6qUytQxYzq77gv72uhraVFVNOOrX/11m0a52j7rrgVzsxWmKhmS9tCLTkASkSEtPBLIeksUlcn1rJ+qckwM5vF+ZOZmZl1NCLduRdbmLtd0qERcWvupnRHXn4LcGRpuyPyslki4jzgPICNOnD4r2TFFNEri1raKkS1HHajWpM/gpw/Dco888kViuiVRaTF4u99mx+cd6vGOLphMm/+1IcblmhrXWt/Pee+09PpSWMuu+klp8fMbKlGoWWulwAonWwCzsjPzwA+WVr+whw17nHAvaXuTmZmK8H5k5mZmc1vHMbMSfow8ATgYElbgb8AzgUukXQmcBPw7Lz5ZuBUYAuwE3jxMqTZOujW4tathW6+/Zaiai1YS22VrNr7sSbnTwNWtPbMM89a0RLXXJ22L1ri2lvoiv2dP3XXmEeuW0TMRgtY6TNaye5E3c41Al2azGx0jELL3LyFuYh4bpdVJ3XYNoCXLjVRZma9cP5kZmZmixJAffhLc0sOgLIc2luTbLZ+1Vjvd+oWj6Prwt8/68T5UwdtrS2z8pSujTRtrUdtnD91N+8cde3XtJcWMbeamdm4GYFsr5KFOTMzMzMzs+U0Ft0sV1J7DaxrwPtnrmvZr0iXw/45DXv6bXk5f1o+zp/mN+zpNzOrpBHokVCpwpyZmZmZmdlKcMvcCmmvte1UQ+tay970UgPevu2o6Pb98XfHlsL5U/84f3L+ZGa2Yio61cBCDUVhzszMzMzMrF8EyN0sV5ZrvPtXG93LeJ9ex6p0qzGv+mdT9fTZcHH+5Pypn6qePjOzkVAfdAKWbqgKc+38n93K6PU6D0u3J39vbCX4e7YynD+Zmdk4qw06AWZmZmajRNL5ku6Q9MPSsv8n6b8kfV/SxyXtX1r3aklbJF0r6ckDSbTZGFLEgh9VM5SFuf1O3eLayz7pR231vZuPHZpab7Pl5vypf5w/2RC7ADi5bdkXgUdGxM8D/w28GkDSw4HTgUfkff5B0sTKJdVsTMUiHxUzlIU5MzMzs6qKiG8Ad7Ut+0JETOeX3waOyM9PAy6KiD0R8WNgC3DCiiXWbGxFmmduoY+KqdSYuW612cMyYH1YLfb6OoS2jRPnT4Ph/MlG1O8CF+fnh5MKd4WteZmZLTPPM2dmZmZmPZP0WmAa+NAi9j0LOAtgLev7nDKzMVTBlraFGorCnGtUVyYSW6814G6JMGvy78D5k1mvJL0IeCpwUkTjLvIW4MjSZkfkZbNExHnAeQAbdeDw34WaDVKARmBqAo+ZMzMzM1tmkk4GXgk8PSJ2llZtAk6XtEbSMcBxwHcGkUazsbMMY+YknZwj026RdHaH9WskXZzXXybp6Lz8IElflbRD0rt6fQtD0TJX8KS81eBrbjab86dq8DW3KpD0YeAJwMGStgJ/QYpeuQb4oiSAb0fESyLiakmXAD8idb98aUTMDCblZmOmz+3bORLtu4Enksa/Xi5pU0T8qLTZmcDdEXGspNOBNwPPAXYDfw48Mj96MlSFOTMzM7Oqi4jndlj8vjm2fxPwpuVLkZl1sgzzxp0AbImIGwAkXUSKWFsuzJ0GnJOfXwq8S5Ii4n7gm5IWNHbB3SxtFs/LZGZV5fzJzMz6ZnHdLA+WdEXpcVbpiIcDN5ded4pO29gmT1dyL3DQYt+CW+bMzMzMzGy8BLC4ACjbIuL4/iZm8YaiMOda2MFwVDiz+Tl/GgznT2ZmthQilqObZS/RaYtttkqaBPYD7lzsCd3N0szMzMzMxk//o1leDhwn6RhJq4HTSRFryzYBZ+TnzwS+UpqqZMGGomWuqHkdxxrwKrxn14D3ztdq/Dh/qkYa/Jubn6/VCKpNQN2BL23M1SbS38X8FPrcMhcR05JeBnwemADOzxFr3wBcERGbSMGQPiBpC3AXqcAHgKQbgY3AaknPAJ7UFglzlqEozJmZmZmZmfXN4sfMzX3YiM3A5rZlry893w08q8u+Ry/0fENVmGuvAXftolVBp9YJf0fHj/MnqyLnT6NrO3dv+9LMxfcD2wadlg4OpprpguqmrarpguqmLaWr2SJ31EIPsAxj5lbcUBXmzMzMzAwi4gGSrqhSVL1CVdMF1U1bVdMF1U1bVdO10oayMDdOtYnd3usgxqq4NjdZyLX3NRs/4/RZO3+qHudPZmYL4JY5MzMzMzOzYdNTdMrKc2FuSA2iRnzca2+rELnPbBg4f1p5zp/G1nmDTkAXVU0XVDdtVU0XVDdtS0tX4MKcmZmZmQ1GRFTyJruq6YLqpq2q6YLqpq0v6VqGaJYrzYW5EdNeO92P2tpxrfHuZ023x6aYOX/qJ+dPZmZLNwrRLGvzbSDpfEl3SPphadn/k/Rfkr4v6eOS9i+te7WkLZKulfTkZUq3mZnzJzMzM1u8iIU/KqaXlrkLgHcB7y8t+yLw6jzL+ZuBVwOvkvRw0izmjwAOA74k6aERsZg52a0PljJ2ZdxqaVdizIlrwPvuApw/DS3nT71z/mRlkk4G3gFMAP8cEecOMC1HkvLgQ0ijkM6LiHdIOgf4PeBnedPX5MmUVzJtNwLbgRlgOiKOl3QgcDFwNHAj8OyIuHuF0/WwnIbCg4HXA/uzwtdM0vnAU4E7IuKReVnHayRJpO/dqcBO4EURcdUKp+3/AU8D9gLXAy+OiHskHQ1cA1ybd/92RLxkzhMEUK9e4Wyh5m2Zi4hvAHe1LftCREznl98GjsjPTwMuiog9EfFjYAtwQh/Ta2bW4PzJzMaNpAng3cApwMOB5+bKqkGZBv40Ih4OPA54aSk9b4uIR+fHihbkSv5XPn8xH9nZwJcj4jjgy/n1ioqIa4vrAvwCqWD08bx6pa/ZBcDJbcu6XaNTgOPy4yzgPQNI2xeBR0bEzwP/TaqwLVxfunZzF+SARjTLMWiZm8/v0qxdOJx081TYmpfNIuks0heBtazvQzJsITrVvI5brewgo7+N27UeIOdPQ8j5k/Mnm9MJwJaIuAFA0kWkyqofDSIxEXErcGt+vl3SNXTJWyviNOAJ+fmFwNeAVw0qMcBJpELITanha2VFxDdyq1ZZt2t0GvD+iAjg25L2l3Ro/g6sSNoi4gull98GnrnEkyxp9ypYUmFO0mtJNTIfWui+OQLNeQAbdeDwX8kRMOr/cTt093hx/jRanD+ZNRwO3Fx6vRU4cUBpaZFvvB8DXAY8HniZpBcCV5Ba71a0OyOpI90XJAXwjzlvP6RU+LiN1D10kE4HPlx6PehrBt2vUafv3uHkwvwAlCtsAY6R9J/AfcDrIuLf5j3CCBTm5u1m2Y2kF5H6sT4/l9ABbgGOLG12RF5mZrZinD+Zma0sSRuAjwJ/HBH3kbrgPQR4NOlm/+8GkKxfjojHkroHvlTSr5ZX5v8fBnY3L2k18HTgI3lRFa5Zi0Ffo246VNjeCjwoIh4D/F/gXyVtnPMgxZi5hT4qZlEtc3ng7SuBX4uInaVVm0gX762kAAPHAd9ZcirNlsA13uPF+ZMNE+dPtgiVq5iStIpUkPtQRHwMICJuL63/J+DTK52uiLgl/71D0sdJXVRvL7oGSjoUuGOl01VyCnBVca2qcM2ybteoEt+9UoXtSUWFbUTsAfbk51dKuh54KKmFs4uAGP6J5nqZmuDDwLeAh0naKulMUvS4fYEvSvqupPcCRMTVwCWkftufA17qSHFmtlycP5nZGLocOE7SMbll53RSZdVA5AiH7wOuiYi3lpYfWtrsN4Eftu+7zOnaR9K+xXPgSTkNm4Az8mZnAJ9cyXS1eS6lLpaDvmYl3a7RJuCFSh4H3Ltc4+W6KVXYPr1cYSvpATk4EJIeTKqwvWHeA45DAJSIeG6Hxe+bY/s3AW9aSqLMlsq13ePB+ZMNI+dPthR52pWXAZ8nTU1wfq6sGpTHAy8AfiDpu3nZa0hRNh9N6sx2I/D7K5yuQ4CP56Aik8C/RsTnJF0OXJIr/24Cnr3C6QIaBcwn0npd/nalr1muFH0CcLCkrcBfAOfS+RptJk1LsIUUgfPFA0jbq4E1pApbaE5B8KvAGyRNAXXgJRFxV8cDF0ZkaoJ+RLM0MzMzsxWSQ9YPKtR/i4j4JtApDONA05ejfT6qw/I7SREkByoi7gcOalv2ggGko1OlKHS4RrlL40uXN0Ut5+u5wjYiPkrq6rvQkyx4l6pxYc5Ggmu6zayqnD+ZmVXUCBTmFh3N0szMzMzMzAbHLXM2EkZ9DiozG17On8zMqqiaAU0WyoU5MzMzMzMbLwHUh39qAhfmzMzMzMxs/LhlzszMzMzMbAi5MGdmNgZqE1D3/OJmI6E2Af45mxnheebMzMzMzMyGTkCEx8z1xXbu3valuPR+YNug09LFwVQzbVVNF1Q3bU7Xwi02bUf1OyGDsJ27t31p5uKq5k+j+L1Zbk7XwlU1bYtLV2qVG4n8ycyWyC1z/RERD5B0RUQcP+i0dFLVtFU1XVDdtDldC1fltK2EKudPVU0XVDdtTtfCVTVtVU2XmQ0Rj5kzMzMzMzMbMhGemsDMzMzMzGwouWWur84bdALmUNW0VTVdUN20OV0LV+W0rZSqXoOqpguqmzana+GqmraqpsvMhkSMQMucYgRKpGZmZmZmZr3ab+KgeNzapyx4vy/s/MCVVRqvW6WWOTMzMzMzs+UXjEQ0y9qgEwAg6WRJ10raIunsAabjSElflfQjSVdLenlefqCkL0q6Lv89YEDpm5D0n5I+nV8fI+myfN0ulrR6QOnaX9Klkv5L0jWSfqkK10zSn+TP8YeSPixp7aCumaTzJd0h6YelZR2vkZJ35jR+X9JjB5C2/5c/z+9L+rik/UvrXp3Tdq2kJy9n2gbNedOC0li5/KmqeVNOm/OnxaXLeZOZ9U/UF/6omIEX5iRNAO8GTgEeDjxX0sMHlJxp4E8j4uHA44CX5rScDXw5Io4DvpxfD8LLgWtKr98MvC0ijgXuBs4cSKrgHcDnIuJ/Ao8ipXGg10zS4cAfAcdHxCOBCeB0BnfNLgBOblvW7RqdAhyXH2cB7xlA2r4IPDIifh74b+DVAPn3cDrwiLzPP+Tf8Mhx3rRgVcyfKpc3gfOnJaZr7PMmM+uPAKIeC35UzcALc8AJwJaIuCEi9gIXAacNIiERcWtEXJWfbyf9x394Ts+FebMLgWesdNokHQE8Bfjn/FrArwOXDjhd+wG/CrwPICL2RsQ9VOCakboRr5M0CawHbmVA1ywivgHc1ba42zU6DXh/JN8G9pd06EqmLSK+EBHT+eW3gSNKabsoIvZExI+BLaTf8Chy3tSjKuZPFc+bwPnTotLlvMnM+ibCLXN9cjhwc+n11rxsoCQdDTwGuAw4JCJuzatuAw4ZQJLeDrwSKL5FBwH3lP5TG9R1Owb4GfAvuYvVP0vahwFfs4i4BXgL8BPSTdK9wJVU45oVul2jqv0mfhf4bH5etbQtp0q+1wrmTVDN/KmSeRM4f+qjcc2bzKxP3DI3oiRtAD4K/HFE3FdeFyn854p+kpKeCtwREVeu5Hl7NAk8FnhPRDwGuJ+2bksDumYHkGpqjwEOA/ZhdnedyhjENeqFpNeSuvh9aNBpserlTTlNVc2fKpk3gfOnfnDeZGaWVKEwdwtwZOn1EXnZQEhaRbpZ+lBEfCwvvr3oRpL/3rHCyXo88HRJN5K6ev06aSzI/rmLDgzuum0FtkbEZfn1paQbqEFfs98AfhwRP4uIKeBjpOtYhWtW6HaNKvGbkPQi4KnA86M5h0kl0rZCKvVeK5o3QXXzp6rmTeD8aUmcN5lZ34xAN8sqTE1wOXCcpGNIGe/pwPMGkZA8zuN9wDUR8dbSqk3AGcC5+e8nVzJdEfFqmoO8nwC8IiKeL+kjwDNJN1Arnq6cttsk3SzpYRFxLXAS8KP8GNg1I3Vfepyk9cCunK4rgK8y4GtW0u17tQl4maSLgBOBe0vdnVaEpJNJ3eZ+LSJ2llZtAv5V0ltJLQrHAd9ZybStIOdNPahq/lThvAmcPy2a8yYz65ft3P35L8WlBy9i1219T8xSRMTAH8CppKhU1wOvHWA6fpnUleT7wHfz41TS+I8vA9cBXwIOHGAanwB8Oj9/MOk/qy3AR4A1A0rTo0k3It8HPgEcUIVrBvwl8F/AD4EPAGsGdc2AD5PGxkyRWgzO7HaNAJGiKF4P/IAU8W6l07aFNP6k+B28t7T9a3PargVOGcR3bgW/Q86bFpbOSuVPVc2bctqcPy0uXc6b/PDDDz9KD0VUqhu8mZmZmZmZ9aAKY+bMzMzMzMxsgVyYMzMzMzMzG0IuzJmZmZmZmQ0hF+bMzMzMzMyGkAtzZmZmZmZmQ8iFOTMzMzMzsyHkwpyZmZmZmdkQcmHOzMzMzMxsCP3/3O9qukO7BV0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(10):\n", + " plot_predicted_data(generator, collected_routes, i)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(10):\n", + " plot_predicted_data(generator, collected_routes, -i - 1)" ] }, { @@ -4031,19 +4429,13 @@ "execution_count": null, "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "predicted = predicted_test\n", - "seed = 1\n", - "\n", - "plt.figure(figsize=(17.5, 25))\n", - "\n", - "plt.subplot(1, 4, 1)\n", - "plt.imshow(collected_routes[seed, :, :, 0] * 2 + collected_routes[seed, :, :, 2], interpolation=\"nearest\")\n", - "plt.subplot(1, 4, 2)\n", - "plt.imshow(collected_routes[seed, :, :, 0] * 2 + predicted[seed, :, :] / predicted[seed, :, :].sum() * 100, interpolation=\"nearest\")\n", - "plt.subplot(1, 4, 3)\n", - "plt.imshow(predicted[seed, :, :], interpolation=\"nearest\")\n", - "plt.show()" + "### Vergleich der Experimente" ] }, {