diff --git "a/Colgen1.ipynb" "b/Colgen1.ipynb" --- "a/Colgen1.ipynb" +++ "b/Colgen1.ipynb" @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 25, "id": "510a19af", "metadata": {}, "outputs": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 26, "id": "a2dd462d", "metadata": {}, "outputs": [ @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 27, "id": "859cffe7", "metadata": {}, "outputs": [], @@ -111,17 +111,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "cc60489e", "metadata": {}, "outputs": [], "source": [ - "# remove empty name examples" + "# remove empty name examples\n", + "train_data = train_data[(train_data['Name']!='')]\n", + "val_data = val_data[(val_data['Name']!='')]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "d4e53851", + "metadata": {}, + "outputs": [], + "source": [ + "# clip color values\n", + "train_data[['R','G','B']] = train_data[['R','G','B']].clip(0,255)\n", + "val_data[['R','G','B']] = val_data[['R','G','B']].clip(0,255)" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 30, "id": "fcda01aa", "metadata": {}, "outputs": [], @@ -134,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 31, "id": "4407e3e9", "metadata": {}, "outputs": [], @@ -152,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 32, "id": "041c9fed", "metadata": {}, "outputs": [], @@ -207,22 +221,10 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 33, "id": "038f9a81", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\panth\\AppData\\Local\\Temp\\ipykernel_22052\\2623205928.py:1: DeprecationWarning: NumPy will stop allowing conversion of out-of-bound Python integers to integer arrays. The conversion of 277 to uint8 will fail in the future.\n", - "For the old behavior, usually:\n", - " np.array(value).astype(dtype)`\n", - "will give the desired result (the cast overflows).\n", - " train_colors = train_data[:,1:].astype(\"uint8\")\n" - ] - } - ], + "outputs": [], "source": [ "train_colors = train_data[:,1:].astype(\"uint8\")\n", "val_colors = val_data[:,1:].astype(\"uint8\")" @@ -230,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 34, "id": "2f71b744", "metadata": {}, "outputs": [ @@ -240,7 +242,7 @@ "<_ParallelBatchDataset element_spec=(TensorSpec(shape=(None, 29, 37), dtype=tf.float64, name=None), TensorSpec(shape=(None, 3), dtype=tf.float32, name=None))>" ] }, - "execution_count": 174, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -262,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 256, + "execution_count": 35, "id": "10c71e60", "metadata": {}, "outputs": [ @@ -283,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 259, + "execution_count": 36, "id": "1501a0fd", "metadata": {}, "outputs": [ @@ -344,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 37, "id": "47a516d9", "metadata": {}, "outputs": [ @@ -356,19 +358,19 @@ "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", - " input_12 (InputLayer) [(None, None, 37)] 0 \n", + " input_1 (InputLayer) [(None, None, 37)] 0 \n", " \n", - " gru_15 (GRU) (None, None, 32) 6816 \n", + " gru (GRU) (None, None, 32) 6816 \n", " \n", - " gru_16 (GRU) (None, None, 64) 18816 \n", + " gru_1 (GRU) (None, None, 64) 18816 \n", " \n", - " gru_17 (GRU) (None, 128) 74496 \n", + " gru_2 (GRU) (None, 128) 74496 \n", " \n", - " dense_12 (Dense) (None, 64) 8256 \n", + " dense (Dense) (None, 64) 8256 \n", " \n", - " dense_13 (Dense) (None, 32) 2080 \n", + " dense_1 (Dense) (None, 32) 2080 \n", " \n", - " dense_14 (Dense) (None, 3) 99 \n", + " dense_2 (Dense) (None, 3) 99 \n", " \n", "=================================================================\n", "Total params: 110563 (431.89 KB)\n", @@ -406,13 +408,29 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 48, + "id": "5142f0db", + "metadata": {}, + "outputs": [], + "source": [ + "def euclidean_distance(y_true,y_pred):\n", + " '''\n", + " y_true shape:(batch_size,3)\n", + " y_pred shape:(batch_size,3)\n", + " '''\n", + "\n", + " return tf.reduce_mean(tf.sqrt(tf.reduce_sum(tf.square(y_true-y_pred),axis=-1)))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, "id": "d4d2ad0b", "metadata": {}, "outputs": [], "source": [ "model = get_colgen_1()\n", - "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),loss=\"MSE\",metrics=[\"acc\"])" + "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),loss=\"MSE\",metrics=[\"acc\",euclidean_distance])" ] }, { @@ -425,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 50, "id": "5eeb102d", "metadata": {}, "outputs": [ @@ -433,228 +451,212 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "24/24 [==============================] - 7s 72ms/step - loss: 0.1015 - acc: 0.5497 - val_loss: 0.1191 - val_acc: 0.5278\n", + "Epoch 1/100\n", + "24/24 [==============================] - 11s 88ms/step - loss: 0.0996 - acc: 0.5942 - euclidean_distance: 0.5166 - val_loss: 0.1138 - val_acc: 0.5278 - val_euclidean_distance: 0.5541\n", "Epoch 2/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0950 - acc: 0.6464 - val_loss: 0.1099 - val_acc: 0.6597\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0923 - acc: 0.5981 - euclidean_distance: 0.4938 - val_loss: 0.1038 - val_acc: 0.6597 - val_euclidean_distance: 0.5208\n", "Epoch 3/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0874 - acc: 0.6887 - val_loss: 0.0990 - val_acc: 0.6667\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0854 - acc: 0.6817 - euclidean_distance: 0.4724 - val_loss: 0.1002 - val_acc: 0.7222 - val_euclidean_distance: 0.5050\n", "Epoch 4/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0826 - acc: 0.7417 - val_loss: 0.0952 - val_acc: 0.7222\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0776 - acc: 0.7188 - euclidean_distance: 0.4466 - val_loss: 0.0907 - val_acc: 0.7222 - val_euclidean_distance: 0.4776\n", "Epoch 5/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0795 - acc: 0.7603 - val_loss: 0.0911 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 43ms/step - loss: 0.0729 - acc: 0.7334 - euclidean_distance: 0.4283 - val_loss: 0.0876 - val_acc: 0.7083 - val_euclidean_distance: 0.4671\n", "Epoch 6/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0763 - acc: 0.7682 - val_loss: 0.0888 - val_acc: 0.7569\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0693 - acc: 0.7308 - euclidean_distance: 0.4213 - val_loss: 0.0787 - val_acc: 0.7500 - val_euclidean_distance: 0.4415\n", "Epoch 7/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0736 - acc: 0.7801 - val_loss: 0.0856 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0669 - acc: 0.7427 - euclidean_distance: 0.4085 - val_loss: 0.0756 - val_acc: 0.7431 - val_euclidean_distance: 0.4274\n", "Epoch 8/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0710 - acc: 0.7801 - val_loss: 0.0844 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0644 - acc: 0.7573 - euclidean_distance: 0.3996 - val_loss: 0.0794 - val_acc: 0.7292 - val_euclidean_distance: 0.4420\n", "Epoch 9/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0688 - acc: 0.7775 - val_loss: 0.0842 - val_acc: 0.7292\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0646 - acc: 0.7560 - euclidean_distance: 0.4025 - val_loss: 0.0764 - val_acc: 0.7778 - val_euclidean_distance: 0.4304\n", "Epoch 10/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0672 - acc: 0.7682 - val_loss: 0.0819 - val_acc: 0.7431\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0618 - acc: 0.7599 - euclidean_distance: 0.3922 - val_loss: 0.0741 - val_acc: 0.7639 - val_euclidean_distance: 0.4226\n", "Epoch 11/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0656 - acc: 0.7801 - val_loss: 0.0809 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0607 - acc: 0.7745 - euclidean_distance: 0.3873 - val_loss: 0.0752 - val_acc: 0.7917 - val_euclidean_distance: 0.4290\n", "Epoch 12/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0644 - acc: 0.7709 - val_loss: 0.0803 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0591 - acc: 0.7785 - euclidean_distance: 0.3821 - val_loss: 0.0689 - val_acc: 0.8125 - val_euclidean_distance: 0.4060\n", "Epoch 13/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0627 - acc: 0.7788 - val_loss: 0.0787 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0570 - acc: 0.7905 - euclidean_distance: 0.3736 - val_loss: 0.0685 - val_acc: 0.8056 - val_euclidean_distance: 0.4044\n", "Epoch 14/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0617 - acc: 0.7748 - val_loss: 0.0798 - val_acc: 0.7222\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0567 - acc: 0.7905 - euclidean_distance: 0.3732 - val_loss: 0.0688 - val_acc: 0.7847 - val_euclidean_distance: 0.4047\n", "Epoch 15/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0606 - acc: 0.7762 - val_loss: 0.0803 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0540 - acc: 0.7891 - euclidean_distance: 0.3641 - val_loss: 0.0646 - val_acc: 0.7639 - val_euclidean_distance: 0.3900\n", "Epoch 16/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0598 - acc: 0.7735 - val_loss: 0.0793 - val_acc: 0.7431\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0529 - acc: 0.7984 - euclidean_distance: 0.3597 - val_loss: 0.0675 - val_acc: 0.8333 - val_euclidean_distance: 0.3993\n", "Epoch 17/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0589 - acc: 0.7709 - val_loss: 0.0806 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0508 - acc: 0.8024 - euclidean_distance: 0.3528 - val_loss: 0.0625 - val_acc: 0.8056 - val_euclidean_distance: 0.3778\n", "Epoch 18/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0583 - acc: 0.7656 - val_loss: 0.0724 - val_acc: 0.7569\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0500 - acc: 0.8011 - euclidean_distance: 0.3470 - val_loss: 0.0593 - val_acc: 0.8056 - val_euclidean_distance: 0.3716\n", "Epoch 19/100\n", - "24/24 [==============================] - 1s 34ms/step - loss: 0.0557 - acc: 0.7775 - val_loss: 0.0693 - val_acc: 0.7917\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0480 - acc: 0.8103 - euclidean_distance: 0.3406 - val_loss: 0.0581 - val_acc: 0.8194 - val_euclidean_distance: 0.3642\n", "Epoch 20/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0527 - acc: 0.7894 - val_loss: 0.0677 - val_acc: 0.7917\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0458 - acc: 0.8050 - euclidean_distance: 0.3329 - val_loss: 0.0566 - val_acc: 0.8264 - val_euclidean_distance: 0.3617\n", "Epoch 21/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0502 - acc: 0.8026 - val_loss: 0.0654 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0456 - acc: 0.7971 - euclidean_distance: 0.3286 - val_loss: 0.0575 - val_acc: 0.7847 - val_euclidean_distance: 0.3649\n", "Epoch 22/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0482 - acc: 0.8066 - val_loss: 0.0620 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0433 - acc: 0.8024 - euclidean_distance: 0.3215 - val_loss: 0.0535 - val_acc: 0.7778 - val_euclidean_distance: 0.3500\n", "Epoch 23/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0466 - acc: 0.8079 - val_loss: 0.0605 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0416 - acc: 0.8117 - euclidean_distance: 0.3141 - val_loss: 0.0515 - val_acc: 0.7778 - val_euclidean_distance: 0.3409\n", "Epoch 24/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0441 - acc: 0.8146 - val_loss: 0.0599 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0402 - acc: 0.8011 - euclidean_distance: 0.3086 - val_loss: 0.0508 - val_acc: 0.8056 - val_euclidean_distance: 0.3394\n", "Epoch 25/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0422 - acc: 0.8132 - val_loss: 0.0582 - val_acc: 0.7917\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0383 - acc: 0.8210 - euclidean_distance: 0.2987 - val_loss: 0.0511 - val_acc: 0.8194 - val_euclidean_distance: 0.3436\n", "Epoch 26/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0408 - acc: 0.8119 - val_loss: 0.0557 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0373 - acc: 0.8077 - euclidean_distance: 0.2962 - val_loss: 0.0489 - val_acc: 0.8056 - val_euclidean_distance: 0.3321\n", "Epoch 27/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0391 - acc: 0.8146 - val_loss: 0.0547 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0362 - acc: 0.8223 - euclidean_distance: 0.2926 - val_loss: 0.0453 - val_acc: 0.7847 - val_euclidean_distance: 0.3182\n", "Epoch 28/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0383 - acc: 0.8185 - val_loss: 0.0576 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0350 - acc: 0.8329 - euclidean_distance: 0.2866 - val_loss: 0.0468 - val_acc: 0.7917 - val_euclidean_distance: 0.3211\n", "Epoch 29/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0369 - acc: 0.8026 - val_loss: 0.0591 - val_acc: 0.7917\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0338 - acc: 0.8156 - euclidean_distance: 0.2814 - val_loss: 0.0419 - val_acc: 0.7708 - val_euclidean_distance: 0.3086\n", "Epoch 30/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0357 - acc: 0.8212 - val_loss: 0.0543 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0317 - acc: 0.8369 - euclidean_distance: 0.2716 - val_loss: 0.0412 - val_acc: 0.7917 - val_euclidean_distance: 0.3048\n", "Epoch 31/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0339 - acc: 0.8185 - val_loss: 0.0535 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0303 - acc: 0.8263 - euclidean_distance: 0.2674 - val_loss: 0.0400 - val_acc: 0.8056 - val_euclidean_distance: 0.3023\n", "Epoch 32/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0342 - acc: 0.8159 - val_loss: 0.0488 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0280 - acc: 0.8382 - euclidean_distance: 0.2571 - val_loss: 0.0372 - val_acc: 0.8125 - val_euclidean_distance: 0.2888\n", "Epoch 33/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0344 - acc: 0.8344 - val_loss: 0.0482 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0269 - acc: 0.8528 - euclidean_distance: 0.2498 - val_loss: 0.0358 - val_acc: 0.7917 - val_euclidean_distance: 0.2806\n", "Epoch 34/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0352 - acc: 0.8159 - val_loss: 0.0458 - val_acc: 0.7569\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0258 - acc: 0.8408 - euclidean_distance: 0.2452 - val_loss: 0.0342 - val_acc: 0.7986 - val_euclidean_distance: 0.2685\n", "Epoch 35/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0326 - acc: 0.8132 - val_loss: 0.0410 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0249 - acc: 0.8448 - euclidean_distance: 0.2428 - val_loss: 0.0334 - val_acc: 0.7847 - val_euclidean_distance: 0.2794\n", "Epoch 36/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0290 - acc: 0.8331 - val_loss: 0.0401 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0237 - acc: 0.8448 - euclidean_distance: 0.2367 - val_loss: 0.0322 - val_acc: 0.8056 - val_euclidean_distance: 0.2630\n", "Epoch 37/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0258 - acc: 0.8238 - val_loss: 0.0389 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0220 - acc: 0.8501 - euclidean_distance: 0.2273 - val_loss: 0.0309 - val_acc: 0.7986 - val_euclidean_distance: 0.2587\n", "Epoch 38/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0230 - acc: 0.8464 - val_loss: 0.0363 - val_acc: 0.7292\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0221 - acc: 0.8382 - euclidean_distance: 0.2261 - val_loss: 0.0299 - val_acc: 0.8264 - val_euclidean_distance: 0.2512\n", "Epoch 39/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0213 - acc: 0.8397 - val_loss: 0.0350 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0201 - acc: 0.8528 - euclidean_distance: 0.2163 - val_loss: 0.0311 - val_acc: 0.8194 - val_euclidean_distance: 0.2526\n", "Epoch 40/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0203 - acc: 0.8450 - val_loss: 0.0365 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 43ms/step - loss: 0.0190 - acc: 0.8541 - euclidean_distance: 0.2117 - val_loss: 0.0280 - val_acc: 0.8194 - val_euclidean_distance: 0.2405\n", "Epoch 41/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0193 - acc: 0.8517 - val_loss: 0.0373 - val_acc: 0.7847\n", + 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+ "24/24 [==============================] - 1s 40ms/step - loss: 0.0155 - acc: 0.8714 - euclidean_distance: 0.1905 - val_loss: 0.0260 - val_acc: 0.7986 - val_euclidean_distance: 0.2254\n", "Epoch 45/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0192 - acc: 0.8530 - val_loss: 0.0375 - val_acc: 0.7917\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0136 - acc: 0.8687 - euclidean_distance: 0.1763 - val_loss: 0.0240 - val_acc: 0.8194 - val_euclidean_distance: 0.2122\n", "Epoch 46/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0185 - acc: 0.8503 - val_loss: 0.0353 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0123 - acc: 0.8700 - euclidean_distance: 0.1674 - val_loss: 0.0244 - val_acc: 0.8333 - val_euclidean_distance: 0.2127\n", "Epoch 47/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0173 - acc: 0.8570 - val_loss: 0.0340 - val_acc: 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0.0246 - val_acc: 0.8333\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0068 - acc: 0.8780 - euclidean_distance: 0.1240 - val_loss: 0.0205 - val_acc: 0.8125 - val_euclidean_distance: 0.1741\n", "Epoch 57/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0095 - acc: 0.8344 - val_loss: 0.0223 - val_acc: 0.7569\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0062 - acc: 0.8846 - euclidean_distance: 0.1172 - val_loss: 0.0212 - val_acc: 0.7847 - val_euclidean_distance: 0.1772\n", "Epoch 58/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0086 - acc: 0.8662 - val_loss: 0.0242 - val_acc: 0.7292\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0063 - acc: 0.8806 - euclidean_distance: 0.1179 - val_loss: 0.0210 - val_acc: 0.8125 - val_euclidean_distance: 0.1775\n", "Epoch 59/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0082 - acc: 0.8596 - val_loss: 0.0255 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0061 - acc: 0.8873 - euclidean_distance: 0.1171 - val_loss: 0.0196 - val_acc: 0.7986 - val_euclidean_distance: 0.1705\n", "Epoch 60/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0084 - acc: 0.8675 - val_loss: 0.0228 - val_acc: 0.7708\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0058 - acc: 0.8966 - euclidean_distance: 0.1132 - val_loss: 0.0204 - val_acc: 0.7569 - val_euclidean_distance: 0.1698\n", "Epoch 61/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0069 - acc: 0.8927 - val_loss: 0.0250 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0055 - acc: 0.8806 - euclidean_distance: 0.1109 - val_loss: 0.0202 - val_acc: 0.7847 - val_euclidean_distance: 0.1662\n", "Epoch 62/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0063 - acc: 0.8914 - val_loss: 0.0242 - val_acc: 0.8264\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0052 - acc: 0.8833 - euclidean_distance: 0.1069 - val_loss: 0.0192 - val_acc: 0.8056 - val_euclidean_distance: 0.1607\n", "Epoch 63/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0062 - acc: 0.8834 - val_loss: 0.0226 - val_acc: 0.7986\n", + "24/24 [==============================] - 1s 43ms/step - loss: 0.0047 - acc: 0.8966 - euclidean_distance: 0.1021 - val_loss: 0.0201 - val_acc: 0.7917 - val_euclidean_distance: 0.1653\n", "Epoch 64/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0058 - acc: 0.8914 - val_loss: 0.0214 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0046 - acc: 0.8952 - euclidean_distance: 0.1000 - val_loss: 0.0190 - val_acc: 0.8056 - val_euclidean_distance: 0.1592\n", "Epoch 65/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0057 - acc: 0.8834 - val_loss: 0.0208 - val_acc: 0.7431\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0046 - acc: 0.9058 - euclidean_distance: 0.1014 - val_loss: 0.0201 - val_acc: 0.7569 - val_euclidean_distance: 0.1628\n", "Epoch 66/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0057 - acc: 0.8993 - val_loss: 0.0216 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0047 - acc: 0.8780 - euclidean_distance: 0.1025 - val_loss: 0.0197 - val_acc: 0.7500 - val_euclidean_distance: 0.1638\n", "Epoch 67/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0057 - acc: 0.9007 - val_loss: 0.0212 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 43ms/step - loss: 0.0048 - acc: 0.8833 - euclidean_distance: 0.1035 - val_loss: 0.0205 - val_acc: 0.8125 - val_euclidean_distance: 0.1636\n", "Epoch 68/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0055 - acc: 0.8940 - val_loss: 0.0236 - val_acc: 0.7986\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0050 - acc: 0.8886 - euclidean_distance: 0.1067 - val_loss: 0.0210 - val_acc: 0.8056 - val_euclidean_distance: 0.1683\n", "Epoch 69/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0059 - acc: 0.8834 - val_loss: 0.0247 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0047 - acc: 0.8992 - euclidean_distance: 0.1021 - val_loss: 0.0203 - val_acc: 0.7708 - val_euclidean_distance: 0.1662\n", "Epoch 70/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0070 - acc: 0.8795 - val_loss: 0.0220 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0046 - acc: 0.8912 - euclidean_distance: 0.1018 - val_loss: 0.0188 - val_acc: 0.7986 - val_euclidean_distance: 0.1544\n", "Epoch 71/100\n", - "24/24 [==============================] - 1s 40ms/step - loss: 0.0070 - acc: 0.8940 - val_loss: 0.0279 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0046 - acc: 0.8966 - euclidean_distance: 0.1013 - val_loss: 0.0189 - val_acc: 0.7778 - val_euclidean_distance: 0.1603\n", "Epoch 72/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0077 - acc: 0.8689 - val_loss: 0.0246 - val_acc: 0.7500\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0043 - acc: 0.8873 - euclidean_distance: 0.0989 - val_loss: 0.0193 - val_acc: 0.7708 - val_euclidean_distance: 0.1556\n", "Epoch 73/100\n", - "24/24 [==============================] - 1s 38ms/step - loss: 0.0071 - acc: 0.8834 - val_loss: 0.0234 - val_acc: 0.7639\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0035 - acc: 0.8952 - euclidean_distance: 0.0892 - val_loss: 0.0182 - val_acc: 0.7708 - val_euclidean_distance: 0.1469\n", "Epoch 74/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0066 - acc: 0.8887 - val_loss: 0.0225 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0033 - acc: 0.8926 - euclidean_distance: 0.0860 - val_loss: 0.0190 - val_acc: 0.7708 - val_euclidean_distance: 0.1526\n", "Epoch 75/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0068 - acc: 0.8874 - val_loss: 0.0258 - val_acc: 0.8403\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0033 - acc: 0.8833 - euclidean_distance: 0.0865 - val_loss: 0.0188 - val_acc: 0.7708 - val_euclidean_distance: 0.1492\n", "Epoch 76/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0058 - acc: 0.8914 - val_loss: 0.0216 - val_acc: 0.8333\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0029 - acc: 0.8966 - euclidean_distance: 0.0816 - val_loss: 0.0186 - val_acc: 0.7361 - val_euclidean_distance: 0.1506\n", "Epoch 77/100\n", - "24/24 [==============================] - 1s 38ms/step - loss: 0.0053 - acc: 0.9046 - val_loss: 0.0180 - val_acc: 0.8125\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0032 - acc: 0.9032 - euclidean_distance: 0.0859 - val_loss: 0.0186 - val_acc: 0.7917 - val_euclidean_distance: 0.1477\n", "Epoch 78/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0051 - acc: 0.8993 - val_loss: 0.0198 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0031 - acc: 0.9019 - euclidean_distance: 0.0844 - val_loss: 0.0191 - val_acc: 0.7500 - val_euclidean_distance: 0.1515\n", "Epoch 79/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0046 - acc: 0.8927 - val_loss: 0.0193 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0031 - acc: 0.8806 - euclidean_distance: 0.0859 - val_loss: 0.0181 - val_acc: 0.7708 - val_euclidean_distance: 0.1462\n", "Epoch 80/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0045 - acc: 0.8954 - val_loss: 0.0203 - val_acc: 0.7847\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0030 - acc: 0.8992 - euclidean_distance: 0.0823 - val_loss: 0.0182 - val_acc: 0.7639 - val_euclidean_distance: 0.1444\n", "Epoch 81/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0042 - acc: 0.8821 - val_loss: 0.0215 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0030 - acc: 0.9032 - euclidean_distance: 0.0809 - val_loss: 0.0193 - val_acc: 0.7500 - val_euclidean_distance: 0.1462\n", "Epoch 82/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0045 - acc: 0.9046 - val_loss: 0.0221 - val_acc: 0.8333\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0030 - acc: 0.9085 - euclidean_distance: 0.0817 - val_loss: 0.0188 - val_acc: 0.7361 - val_euclidean_distance: 0.1483\n", "Epoch 83/100\n", - "24/24 [==============================] - 1s 43ms/step - loss: 0.0048 - acc: 0.9007 - val_loss: 0.0227 - val_acc: 0.7986\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0027 - acc: 0.9032 - euclidean_distance: 0.0783 - val_loss: 0.0180 - val_acc: 0.7847 - val_euclidean_distance: 0.1458\n", "Epoch 84/100\n", - "24/24 [==============================] - 1s 41ms/step - loss: 0.0053 - acc: 0.9020 - val_loss: 0.0218 - val_acc: 0.7431\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0026 - acc: 0.9005 - euclidean_distance: 0.0777 - val_loss: 0.0181 - val_acc: 0.7986 - val_euclidean_distance: 0.1479\n", "Epoch 85/100\n", - "24/24 [==============================] - 1s 39ms/step - loss: 0.0053 - acc: 0.8967 - val_loss: 0.0241 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0027 - acc: 0.9204 - euclidean_distance: 0.0784 - val_loss: 0.0186 - val_acc: 0.7500 - val_euclidean_distance: 0.1445\n", "Epoch 86/100\n", - "24/24 [==============================] - 1s 39ms/step - loss: 0.0055 - acc: 0.9033 - val_loss: 0.0212 - val_acc: 0.8125\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0028 - acc: 0.9045 - euclidean_distance: 0.0785 - val_loss: 0.0183 - val_acc: 0.7639 - val_euclidean_distance: 0.1450\n", "Epoch 87/100\n", - "24/24 [==============================] - 1s 37ms/step - loss: 0.0057 - acc: 0.8993 - val_loss: 0.0207 - val_acc: 0.8681\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0027 - acc: 0.9019 - euclidean_distance: 0.0782 - val_loss: 0.0173 - val_acc: 0.7847 - val_euclidean_distance: 0.1428\n", "Epoch 88/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0060 - acc: 0.8940 - val_loss: 0.0238 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0028 - acc: 0.9072 - euclidean_distance: 0.0808 - val_loss: 0.0185 - val_acc: 0.7847 - val_euclidean_distance: 0.1447\n", "Epoch 89/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0058 - acc: 0.8874 - val_loss: 0.0237 - val_acc: 0.7361\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0030 - acc: 0.8939 - euclidean_distance: 0.0838 - val_loss: 0.0186 - val_acc: 0.7500 - val_euclidean_distance: 0.1438\n", "Epoch 90/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0064 - acc: 0.8940 - val_loss: 0.0223 - val_acc: 0.7292\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0028 - acc: 0.9178 - euclidean_distance: 0.0791 - val_loss: 0.0185 - val_acc: 0.8125 - val_euclidean_distance: 0.1443\n", "Epoch 91/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0071 - acc: 0.8781 - val_loss: 0.0239 - val_acc: 0.7778\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0026 - acc: 0.8992 - euclidean_distance: 0.0750 - val_loss: 0.0182 - val_acc: 0.7639 - val_euclidean_distance: 0.1462\n", "Epoch 92/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0063 - acc: 0.8993 - val_loss: 0.0235 - val_acc: 0.8264\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0026 - acc: 0.8966 - euclidean_distance: 0.0766 - val_loss: 0.0184 - val_acc: 0.7986 - val_euclidean_distance: 0.1419\n", "Epoch 93/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0057 - acc: 0.8781 - val_loss: 0.0200 - val_acc: 0.8264\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0028 - acc: 0.9072 - euclidean_distance: 0.0783 - val_loss: 0.0185 - val_acc: 0.7917 - val_euclidean_distance: 0.1497\n", "Epoch 94/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0053 - acc: 0.8980 - val_loss: 0.0176 - val_acc: 0.7986\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0030 - acc: 0.9164 - euclidean_distance: 0.0817 - val_loss: 0.0177 - val_acc: 0.8056 - val_euclidean_distance: 0.1462\n", "Epoch 95/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0044 - acc: 0.9139 - val_loss: 0.0182 - val_acc: 0.7569\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0029 - acc: 0.9032 - euclidean_distance: 0.0807 - val_loss: 0.0178 - val_acc: 0.7917 - val_euclidean_distance: 0.1455\n", "Epoch 96/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0037 - acc: 0.9073 - val_loss: 0.0180 - val_acc: 0.8194\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0029 - acc: 0.9072 - euclidean_distance: 0.0802 - val_loss: 0.0181 - val_acc: 0.7986 - val_euclidean_distance: 0.1432\n", "Epoch 97/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0035 - acc: 0.9099 - val_loss: 0.0185 - val_acc: 0.8056\n", + "24/24 [==============================] - 1s 40ms/step - loss: 0.0026 - acc: 0.9125 - euclidean_distance: 0.0774 - val_loss: 0.0193 - val_acc: 0.7569 - val_euclidean_distance: 0.1494\n", "Epoch 98/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0029 - acc: 0.9113 - val_loss: 0.0179 - val_acc: 0.8472\n", + "24/24 [==============================] - 1s 41ms/step - loss: 0.0023 - acc: 0.9151 - euclidean_distance: 0.0724 - val_loss: 0.0184 - val_acc: 0.7431 - val_euclidean_distance: 0.1418\n", "Epoch 99/100\n", - "24/24 [==============================] - 1s 36ms/step - loss: 0.0030 - acc: 0.9046 - val_loss: 0.0187 - val_acc: 0.8125\n", + "24/24 [==============================] - 1s 42ms/step - loss: 0.0020 - acc: 0.9138 - euclidean_distance: 0.0665 - val_loss: 0.0188 - val_acc: 0.7569 - val_euclidean_distance: 0.1413\n", "Epoch 100/100\n", - "24/24 [==============================] - 1s 35ms/step - loss: 0.0029 - acc: 0.9152 - val_loss: 0.0209 - val_acc: 0.7500\n" + "24/24 [==============================] - 1s 41ms/step - loss: 0.0022 - acc: 0.9138 - euclidean_distance: 0.0688 - val_loss: 0.0178 - val_acc: 0.7986 - val_euclidean_distance: 0.1390\n" ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 241, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ "bs=32\n", - "train_ds = get_tf_dataset(train_name_tokens,train_colors,bs=bs)\n", + "train_ds = get_tf_dataset(train_name_tokens,train_colors,bs=bs,shuffle=True)\n", "val_ds = get_tf_dataset(val_name_tokens,val_colors,bs=bs)\n", "history = model.fit(train_ds,validation_data=val_ds,epochs=100)" ] @@ -669,13 +671,66 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 52, + "id": "1e3b7c54", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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DA8HBwUyePJm8vDzj9c8//5xGjRrh7OxMYGAgzzzzDGlpafnq8PDwYO3atdSrVw8XFxd69uxJXFxckZ6TXq9nwoQJeHh44O3tzWuvvcZ/97j+b7fUN998Q61atXBwcMDPz4+HHnoIUJ/p1q1b+fLLL9FoNGg0Gs6dO4der+eJJ56gRo0aODo6UqdOHb788st8ddz485g6dSr+/v54e3szfvx4cnNzjfdkZ2fz+uuvExgYiL29PSEhIfzwww/G60ePHjVubeHn58ewYcO4evVqkZ5DSUjLjSX5N4WE43BxH9TpZe1ohBClKTcDPrJSi+3/YkHnfNfbHn74YZ577jk2b95Mt27dAEhMTGTNmjWsXr2atLQ0evfuzYcffoi9vT3z58+nb9++REZGUq1a8beWefjhh3F0dOTvv//G3d2d2bNn061bN06dOlXklog333yTOXPm8MUXX9ChQwfi4uI4efJkkT67Z88ennjiCaZMmUL//v1Zs2YNkyZNynfPtm3bGD58ODNmzKBjx45ER0fz5JNPAhjv1Wq1zJgxgxo1anDmzBmeeeYZXnvtNb755htjORkZGUydOpUFCxag1WoZOnQor7zyCgsXLrxrnNOmTWPevHnMnTuXevXqMW3aNFasWEHXrl0LvH///v08//zzLFiwgHbt2pGYmMi2bdsA+PLLLzl16hQNGzbkvffeA8DHxweDwUDVqlVZunQp3t7e7Ny5kyeffBJ/f38eeeQRY9mbN2/G39+fzZs3ExUVxeDBg2natCljx44FYPjw4ezatYsZM2bQpEkTzp49a0xekpKS6Nq1K2PGjOGLL74gMzOT119/nUceeYRNmzYV6c/MZMo9Jjk5WQGU5ORky1cWsURRJrkpyrR6ipKXa/n6hBBWkZmZqRw/flzJzMy8eTI7Tf37b41XdlqRY+/Xr58yevRo4/vZs2crAQEBil6vL/D+Bg0aKF999ZXxffXq1ZUvvvjirvVs27ZNcXNzU7KysvKdr1mzpjJ79mxFURRlxIgRSr9+/fJdf+GFF5ROnTopiqIoKSkpir29vTJnzpwC6zh79qwCKIcOHVIURVE2b96sAMr169cVRVGUIUOGKL179873mcGDByvu7u7G9926dVM++uijfPcsWLBA8ff3v+N3W7p0qeLt7W18/+OPPyqAEhUVZTz39ddfK35+fncs41b+/v7Kp59+anyfm5urVK1aNd+z6dSpk/LCCy8oiqIoy5YtU9zc3JSUlJQCy7v13sKMHz9eGTRokPH9iBEjlOrVqyt5eXnGcw8//LAyePBgRVEUJTIyUgGU9evXF1je+++/r9x///35zl24cEEBlMjIyAI/U+DfpX8V5/e3tNyYiaIoHI9L4fy1DHo38ldP1nsQnN5QF/I79TfU62vdIIUQpcfOSW1BsVbdRfT4448zduxYvvnmG+zt7Vm4cCGPPvooWq2WtLQ03n33XVatWkVcXBx5eXlkZmYSExNT7JAiIiJIS0vD29s73/nMzEyio6OLVMaJEyfIzs42tjIV14kTJxgwYEC+c6GhoaxZsyZfnDt27MjX1aXX68nKyiIjIwMnJyc2bNjAlClTOHnyJCkpKeTl5eW7DuDk5ETNmjWNZfj7+5OQkHDXGJOTk4mLi6NNmzbGc7a2trRs2fK2rqkbunfvTvXq1QkODqZnz5707NmTAQMGGGO5k6+//pq5c+cSExNDZmYmOTk5NG3aNN89DRo0wMbGJt/3OHLkCADh4eHY2NjQqVOnAsuPiIhg8+bNuLi43HYtOjqa2rVrFxpfSUhyYybHYlPo89V2nHU2hNXzQ2erBTsHaD4ctn8Be+dIciPEvUSjKVLXkLX17dsXRVFYtWoVrVq1Ytu2bXzxxRcAvPLKK6xfv56pU6cSEhKCo6MjDz30EDk5OcWuJy0tDX9/f7Zs2XLbtRtTsbVa7W2/wG8d3+Ho6FjseosrLS2NyZMnM3DgwNuuOTg4cO7cOfr06cO4ceP48MMP8fLyYvv27TzxxBPk5OQYE4r/zmTSaDR3TE5KytXVlYMHD7JlyxbWrVvHxIkTeffdd9m3b98dp7kvXryYV155hWnTphEaGoqrqyufffYZe/bsyXdfQd/jxhitu/15pKWl0bdvXz755JPbrvn7+xfjGxafJDdmUt/fjUou9lxNy2b/uUTahVRSL7QcDTu+hLNb4cop8LFcpiqEEMXl4ODAwIEDWbhwIVFRUdSpU4fmzZsDsGPHDkaOHGls7UhLS+PcuXMm1dO8eXPi4+OxtbUlKCiowHt8fHw4evRovnPh4eHGX7C1atXC0dGRjRs3MmbMmGLHUK9evdt+ee/evfu2OCMjIwkJCSmwjAMHDmAwGJg2bRparTon59dffy12LHfi7u6Ov78/e/bs4b777gMgLy+PAwcOGP9cCmJra0tYWBhhYWFMmjQJDw8PNm3axMCBA9HpdOj1+nz379ixg3bt2vHMM88YzxW1Be2GRo0aYTAY2Lp1K2FhYbddb968OcuWLSMoKAhb29JNN2S2lJlotRo61/EBYHPkLU2PHtWgdk/1eN/3VohMCCEK9/jjj7Nq1Srmzp3L448/bjxfq1Ytli9fTnh4OBERETz22GO3zawqqrCwMEJDQ+nfvz/r1q3j3Llz7Ny5k7feeov9+/cD0LVrV/bv38/8+fM5ffo0kyZNypfsODg48Prrr/Paa68xf/58oqOj2b17d77ZOYV5/vnnWbNmDVOnTuX06dPMnDkzX5cUwMSJE5k/fz6TJ0/m2LFjnDhxgsWLF/P2228DEBISQm5uLl999RVnzpxhwYIFzJo1y6RncicvvPACH3/8MStXruTkyZM888wzhS5E+NdffzFjxgzCw8M5f/488+fPx2AwUKdOHUBdaHHPnj2cO3eOq1evYjAYqFWrFvv372ft2rWcOnWKd955h3379hUrzqCgIEaMGMHo0aNZuXIlZ8+eZcuWLcZkb/z48SQmJjJkyBD27dtHdHQ0a9euZdSoUbclW+YmyY0ZdanjC8DmyCv5L7T69/8wIhZBdhpCCFGWdO3aFS8vLyIjI3nssceM5z///HM8PT1p164dffv2pUePHoW2HhRGo9GwevVq7rvvPkaNGkXt2rV59NFHOX/+PH5+fgD06NGDd955h9dee41WrVqRmprK8OHD85Xzzjvv8PLLLzNx4kTq1avH4MGDizSWBaBt27bMmTOHL7/8kiZNmrBu3Tpj0nJDjx49+Ouvv1i3bh2tWrWibdu2fPHFF1SvXh2AJk2a8Pnnn/PJJ5/QsGFDFi5cyJQpU0x6Jnfy8ssvM2zYMEaMGGHsMvrvWKFbeXh4sHz5crp27Uq9evWYNWsWixYtokGDBoDavWhjY0P9+vXx8fEhJiaGp556ioEDBzJ48GDatGnDtWvX8rXiFNW3337LQw89xDPPPEPdunUZO3Ys6enpAAQEBLBjxw70ej33338/jRo14sUXX8TDw8PY6mUpGsVSnYBlVEpKCu7u7iQnJ+Pm5mbWspMzc2n+/nr0BoVtr3Uh0OvfwVwGA8xsAYln4IHPodUTZq1XCGFdWVlZnD17lho1auDg4GDtcIQotwr7u1Sc39/ScmNG7o52tKjuCfyna0qrvdl6s+/7Ii+wJYQQQojik+TGzIxdUyf/00za9DGwdVQX9Tu/0wqRCSGE5SxcuBAXF5cCXze6R4TqTs/JxcXFuPieKBmZLWVmXer68Mmak+yMvkZWrh4Hu3/XB3D0hMYPw8H5autNUHvrBiqEEGb04IMP5lub5VZF3eDxXnFj1/KCVKlSpfQCqcAkuTGzOn6u+Ls7EJecxa4z14wtOQC0GqsmNyf+gIxEcJKNz4QQFYOrqyuurq7WDqNcuNM0c2E+ZaJb6uuvvyYoKAgHBwfatGnD3r1773jvvHnzjJt/3XiVpQF8Go2Gzv8mNFv+2zXl3xgq1QFDnnRNCVEBmTpNWgihMtccJ6u33CxZsoQJEyYwa9Ys2rRpw/Tp0+nRoweRkZH4+voW+Bk3NzciIyON7zUaTWmFWyRd6viwaG8MmyOv8K6i5I+veju4GqkmN/X6WC9IIYTZ6HQ6tFotsbGx+Pj4oNPpyty/S0KUdYqicOXKFTQaTYm7Mq2e3Hz++eeMHTuWUaNGATBr1izjYlJvvPFGgZ/RaDRUrly5SOVnZ2eTnZ1tfJ+SklLyoO+ifUgldDZaYhIzOHM1nZo+t+yrUb09HPgRzu+weBxCiNKh1WqpUaMGcXFxxMZaaT8pISoAjUZD1apV8+1nZQqrJjc5OTkcOHCAN99803hOq9USFhbGrl277vi5tLQ0qlevjsFgoHnz5nz00Ud3HI0/ZcoUJk+ebPbYC+Nsb0ubYC+2nb7K5pMJ/0luQtWf8YchOxXspY9aiIpAp9NRrVo18vLyLL76qhAVlZ2dXYkTG7BycnP16lX0er1xdcob/Pz8OHnyZIGfqVOnDnPnzqVx48YkJyczdepU2rVrx7Fjx6hatept97/55ptMmDDB+D4lJYXAwEDzfpECdK7jy7bTV9kSeYUxHYNvXnCvCh7VIek8XNgDIbfvxyGEKJ9uNKfL7CAhrKtMDCgujtDQUIYPH07Tpk3p1KkTy5cvx8fHh9mzZxd4v729PW5ubvlepaHLv/tM7Tl7jfTsvPwXq/87DVwGFQshhBBmZ9XkplKlStjY2HD58uV85y9fvlzkMTV2dnY0a9aMqKgoS4RoshqVnKnu7USuXmFH1NX8F290TUlyI4QQQpidVZMbnU5HixYt2Lhxo/GcwWBg48aNhIaGFqkMvV7PkSNH8Pf3t1SYJtFoNMY1bjb9d0r4jZabSwcgN7OUIxNCCCEqNqt3S02YMIE5c+bw008/ceLECcaNG0d6erpx9tTw4cPzDTh+7733WLduHWfOnOHgwYMMHTqU8+fPM2bMGGt9hTvqVk9NbjacSMBguGXuvlcwuPiBPkdNcIQQQghhNlafCj548GCuXLnCxIkTiY+Pp2nTpqxZs8Y4yDgmJibf1ujXr19n7NixxMfH4+npSYsWLdi5cyf169e31le4ozY1vHG1t+VqWjaHLiQZN9VEo1HXuzm2Qu2aCupg3UCFEEKICkSjmGs5wHKiOFumm8Nziw7xZ0QsT3eqyRu96t68sHcOrH4FgrvA8JUWj0MIIYQoz4rz+9vq3VIVXff6agvU+uPx+S9Ub6f+vLAX9LmlHJUQQghRcUlyY2Gd6/hgZ6Mh+ko6Z66k3bzgUw8cPCA3HeIOWy0+IYQQoqKR5MbC3BzsaBvsDcD647dMeddqodqNKeGyFYMQQghhLpLclIKbXVP51/Mxdk3JejdCCCGE2UhyUwrC6qnJzYGY61xNu7mJp3G9m5idYDBYITIhhBCi4pHkphQEeDjSsIobigKbTtyyoJ9/Y7BzhqxkSDhuvQCFEEKICkSSm1LSvZ66ncS6W7umbOwgsLV6HHPnXdCFEEIIUXSS3JSSG+NutkddITNHf/PCja6pI0ula0oIIYQwA0luSkk9f1eqeDiSlWtg2+krNy80eRTsnODCHgj/2XoBCiGEEBWEJDelRKPRFDxryiMQuvxPPV73DqRdKeDTQgghhCgqSW5K0f3/JjcbTyagv3UjzTbjoHJjyEqCtf+zTnBCCCFEBSHJTSlqVcMLVwdbEtNzOHop+eYFG1vo+yVotHDkV4jeZL0ghRBCiHJOkptSZGejNa5WvOvMtfwXqzSH1k+qx3+9BDkZpRydEEIIUTFIclPKQv9NbnZGX7v9Yte3wa0KXD8H/3xWuoEJIYQQFYQkN6WsXYia3Ow7m0hO3n+mftu7Qu9/k5qdM+D6+VKOTgghhCj/JLkpZbV9XfF21pGZq+fwxaTbb6j7AAS2BUMeRG0o9fiEEEKI8k6Sm1Km1WqM424K7JoCCAlTf57dWkpRCSGEEBWHJDdWEFrzRnJzteAbatyn/jy7TVYtFkIIIYpJkhsraPdvcnMwJomsXP3tN1Rprm6omZkICcdKOTohhBCifJPkxgpqVHLGz82enDwDB89fv/0GGzuo3k49PvtP6QYnhBBClHOS3FiBRqOhXc1KQCHjboI7qT/PyLgbIYQQojgkubGSm+vd3GXczfkdoM8tpaiEEEKI8k+SGyu5Maj48MVk0rLzbr/BrxE4eEBOGsSGl2psQgghRHkmyY2VBHo5EejlSJ5BYd+5xNtv0GqhRkf1WKaECyGEEEUmyY0V3eia2nWncTc1/h13I4OKhRBCiCKT5MaKbgwqvmtyc2EP5GaVUlRCCCFE+SbJjRXdGHdzNDaZ5IwCBg1XqgUulSEvCy7uLeXohBBCiPJJkhsr8nNzINjHGUWB3WcLaL3RaG5ZrVi6poQQQoiikOTGym6sVrwz6m5bMUhyI4QQQhSFJDdW1qm2LwB/H41Hb1Buv+HGYn6XDkB2ailGJoQQQpRPktxYWafaPng42ZGQml3wgn4e1cAzCAx5cH5XqccnhBBClDeS3FiZzlZLn8b+AKw4eKngm4xdU4Wsd5OdBouGwOaPzByhEEIIUb5IclMGDGhWBYA1x+LJyClgteIbU8JP/An6Aq4DHPwJIlfD1k8gZreFIhVCCCHKPkluyoDm1Typ7u1ERo6edccu335DnV7g6AVJ5+HE77df1+fC7m9vvl/zJhgMlgtYCCGEKMMkuSkDNBoN/ZuqrTfLDxXQNaVzhjZPq8fbvwDlPwOPj/8OyRfAyRt0rhB7EI4stXDUQgghRNkkyU0Z0f/frqntp6+QkFLAasStx4KdM8QfgeiNN88rCuycoR63eRo6TlCPN06GnAwLRy2EEEKUPZLclBE1KjnTrJoHBgX+iIi9/QYnL2gxUj3ePv3m+XPbIC4CbB2h5RPQ9hl1hlXKJdj5VWmELoQQQpQpktyUIQP/bb1ZUVDXFEDoeNDaqQnNxf3quZ0z1Z9NHwNnb7BzgLDJ6rkd0yGlgERJCCGEqMAkuSlDHmgcgK1Ww7HYFE5dLmDBPvcq0Hiwerz9C0g4CafXAho18bmhwQAIbAu5GbDxvVKJXQghhCgrJLkpQ7ycdXSuo65YfMfWm/bPqz9P/gWrX1GP6z4A3jVv3qPRQM9/17uJWAQxeywUsRBCCFH2SHJTxgxsrnZN/X7oEoaCtmPwqQN1+6jH57apP9s9f/t9VVpAk8fU41+HQfLFgis8uQrmdIXzO0sYuRBCCFE2SHJTxnSt64urgy2xyVl8seFUwTe1f/HmcdVWUK1Nwff1/hR8G0DaZfjlUXUV41sd+Q2WDFP3rboxdkcIIYQo5yS5KWMc7Gz4X+96AHy1KYrvt525/abAVlCzm3rc8eU7F2bvCo8tBmdfuHwElo0Bg169Fv4LLB8Lyr/vz2yBvGzzfREhhBDCSiS5KYOGtK7Gqz3qAPDBqhP8uu/C7Tc9Mh/G7VRXLy6MRzUYsghs7OHU37B+IhyYByufAcUAzUeAix/kpkOMbMwphBCi/JPkpox6pnNNnrovGIA3lh9m9ZG4/DfYu4Bfg6IVVrUlDPh3e4ZdM+HPFwAFWj8Ffb+EkDD12un15gleCCGEsCJJbsoojUbDG73qMqR1IAYFXlh8iG2nr5heYMNB0OWtm+/bPQe9PlFnVtXqrp6T5EYIIUQFYGvtAMSdaTQaPujfiJSsPFYdjuOVpRFsfbULDnY2phV436vg4AE6J2j6uJrYAAR3AY0NXI2E6+fAM8hM30AIIYQofdJyU8bZaDV8/kgTAtwduJySzcI9MaYXptFAmyeh2dCbiQ2AowcE/jvjSlpvhBBClHOS3JQD9rY2PN+tFgDfbokiPTvP/JXU+nfcTdQG85cthBBClCJJbsqJQS2qUt3biatpOczbec78FdS6X/15ZivkFrAruRBCCFFOSHJTTtjZaHkxTG29mb01muTMXPNW4NcQXP0hLxPO7zBv2UIIIUQpkuSmHHmwSRVq+bqQkpXHD9vPmrdwjUamhAshhKgQJLkpR2y0GiZ0rw3AD9vOkJieY94KbnRNRUlyI4QQovyS5Kac6dGgMg0C3EjP0TN7a7R5Cw/uDFpbuBYFiQVs+yCEEEKUA5LclDNarYaX71dbb37adY74ZDMO/nVwg2qh6vFpmTUlhBCifJLkphzqUseXFtU9yco1MOHXcPQGxXyFG8fdrDNfmUIIIUQpkuSmHNJoNHwyqDFOOht2Rl9j5qYo8xV+Y9xN9CZY+DBs/wJi9kBeDigK5GZCWgJcjYK0EmwHIYQQQliIRlEUM/5vf9mXkpKCu7s7ycnJuLm5WTucEll+8CITfo1Aq4GFY9oSWtO75IUqCvzQHS7uy3/eRqdeM9wyBd3WAZ7eDpVqlbxeIYQQohDF+f1dJlpuvv76a4KCgnBwcKBNmzbs3bu3SJ9bvHgxGo2G/v37WzbAMmpg86o81KKqcWPNq2nZxmt6g8Kao3F8suYk14szq0qjgdFr4ckt0GMK1O0DTt6gz7klsdGA1g7ysmDnDLN+JyGEEKKkTG65SUpK4rfffiM6OppXX30VLy8vDh48iJ+fH1WqVClyOUuWLGH48OHMmjWLNm3aMH36dJYuXUpkZCS+vr53/Ny5c+fo0KEDwcHBeHl5sXLlyiLVV5FabgAycvLoN3MHpxPSuK+2DzMebcqv+y/w087zXErKBKB7fT++G9YCza37SRWHokBSjDqTyt4VdC5wYTf82Ats7OGlo+By5z8rIYQQoqSK8/vbpOTm8OHDhIWF4e7uzrlz54iMjCQ4OJi3336bmJgY5s+fX+Sy2rRpQ6tWrZg5cyYABoOBwMBAnnvuOd54440CP6PX67nvvvsYPXo027ZtIykp6Y7JTXZ2NtnZN1s0UlJSCAwMrDDJDcCpy6k8OHM7WbkGbLUa8v4dYOzpZEdqVh55BoVvH29Or0b+5qtUUWBOV4g9CJ1ehy7/u/2e1MsQewhq98i/UacQQghRTBbvlpowYQIjR47k9OnTODg4GM/37t2bf/75p8jl5OTkcODAAcLCwm4GpNUSFhbGrl277vi59957D19fX5544om71jFlyhTc3d2Nr8DAwCLHV17U9nPlvQcbApBnUKhb2ZVPBjVi15vdeKZzTQAm/nGM5Awzbtmg0UC7Z9Xjfd+rA41vlZ0KP/aERYMhcrX56hVCCCHuwqTkZt++fTz11FO3na9SpQrx8fFFLufq1avo9Xr8/Pzynffz87tjOdu3b+eHH35gzpw5RarjzTffJDk52fi6cOFCkeMrTx5uWZW5I1uy5Mm2/P1CRwa3qoaDnQ3ju4ZQ08eZK6nZfLT6hHkrrdcP3KtBxjWIWJT/2t+v31wI8NhK89YrhBBCFMKk5Mbe3p6UlJTbzp86dQofH58SB3UnqampDBs2jDlz5lCpUqUifcbe3h43N7d8r4pIo9HQta4fbYK9842tsbe14eNBjQFYsv8CO6Oumq9SG1to+7R6vOtrMBjU46PLIXzhzftOrwW9mTf6FEIIIe7ApOTmwQcf5L333iM3V/2FpdFoiImJ4fXXX2fQoEFFLqdSpUrY2Nhw+fLlfOcvX75M5cqVb7s/Ojqac+fO0bdvX2xtbbG1tWX+/Pn88ccf2NraEh1t5u0IKohWQV4MbVsNgDdXHCErV2++wpsNA3s3dcuG02sh6QL8+aJ6rcMEdaZVVjLE3LmbUQghhDAnk5KbadOmkZaWhq+vL5mZmXTq1ImQkBBcXV358MMPi1yOTqejRYsWbNy40XjOYDCwceNGQkNDb7u/bt26HDlyhPDwcOPrwQcfpEuXLoSHh1fI8TTm8nrPulR2c+D8tQymro00X8EObtBihHq8YwYsfxKyk6FqK3WQce2e6rWTMu5GCCFE6bA15UPu7u6sX7+eHTt2EBERQVpaGs2bN883MLioJkyYwIgRI2jZsiWtW7dm+vTppKenM2rUKACGDx9OlSpVmDJlCg4ODjRs2DDf5z08PABuOy/yc3Ww4/3+DRk7fz/fbz9LYkYO7/driLO9Sf8J5Nfmadj9LcTsVN/rXGHgHLCxgzq91S6qyFXQc4rMmhJCCGFxJfrN1r59e9q3b1+iAAYPHsyVK1eYOHEi8fHxNG3alDVr1hgHGcfExKDVlom1Bsu97vX9eK1nHaaujWT5wUuEX0hi5pDm1A8o4Tgk96rQYCAc+VV9/8BU8KqhHtfsoq5knBQDCcfBr0HJ6hJCCCHuwqR1bp5//nlCQkJ4/vnn852fOXMmUVFRTJ8+3VzxmV1FW8TPFHvOXOOFxeHEp2Shs9XyzgP1GNq2uumL/AEknFQX9WvQHx74PH8LzS+Pwqm/ocvb0OnVEscvhBDi3mPxdW6WLVtWYItNu3bt+O2330wpUpSiNsHe/P1CR7rV9SUnz8A7vx/j2UWHSM/OM71Q37rw2hno88XtXU91eqk/I1eZXr4QQghRRCYlN9euXcPd3f22825ubly9asapxsJiPJ11fD+iJe/0qY+tVsOqw3EM+GYHZ66kmV7onVp+6vQCNOpqxSmxppcvhBBCFIFJyU1ISAhr1qy57fzff/9NcHBwiYMSpUOj0fBEhxosfrItvq72nLqcRr+ZO1h3rOgLMRaJi686ewpktWIhhBAWZ9KA4gkTJvDss89y5coVunbtCsDGjRuZNm1amR5vIwrWMsiLv57rwPhfDrLv3HWeXHCA57vV4qWwWiUbh3Orur3h4l6I/BtajTFPmUIIIUQBTN4V/Ntvv+XDDz8kNlbtZggKCuLdd99l+PDhZg3Q3GRA8Z3l6g18uOoE83aeA+CD/g0Z2ra6eQq/EglftwYbnTo2x97VPOUKIYS4J1h8V/BbXblyBUdHR1xcXEpSTKmR5ObuvtkSxadrIrGz0fDrU6E0q+ZZ8kIVBb5qAYnR8PA8aDCg5GUKIYS4Z1h8ttStfHx8yk1iI4pmXKea9GxQmVy9wjMLD3ItLbvkhWo0atcUwIm/Sl6eEEIIcQcmJTeXL19m2LBhBAQEYGtri42NTb6XKN80Gg2fPdyY4ErOxCVn8fziQ+gNJWrgU9V7UP159DfYPavk5QkhhBAFMGlA8ciRI4mJieGdd97B39/ffINORZnh6mDHrGEt6DdzBzuirjFtXSSv9axbskIDW0Pos7BrJqx5HbJT4L5XZUsGIYQQZmXSmBtXV1e2bdtG06ZNLRCSZcmYm+L5IyKW5xcdAtTtGyq56HBztMPd0Y4mVT1oH1KpeAUqCmz9FLZ8pL4PfRbu/0ASHCGEEIUqzu9vk1puAgMDKeE4ZFFOPNgkgPCYJObuOMv645dvuz714SY81KJq0QvUaKDz6+pu4mveUFtxspKh75eglS5NIYQQJWdSy826deuYNm0as2fPJigoyAJhWY603BSfoihsPXWFmMQMkjJySc7MJfpKGlsir+Cks+Gv5zoQ7GPCoPJDP8Mfz4FigBYjoc90acERQghRIItPBff09CQjI4O8vDycnJyws7PLdz0xMbG4RZYaSW7MQ29QGPr9HnaduUaDADeWP9MOe1sTWl6OLoffRgMKdHkLOr1m9liFEEKUfxbvlpJViIWNVsP0R5vS68ttHItN4eO/TzKpb4PiF9RwIGRcg9WvwOYPwbUyNC/bC0EKIYQo20q8iF95Iy035rXp5GVGz9sPwA8jWtKtnp9pBW2YDNs/B40NDFkEtXuYMUohhBDlXaku4peVlUVKSkq+l7h3dK3rx+j2NQB4ZWkE8clZphXUbSI0eQwUPfw6Ai7su/O918/Dmv/Bpg/AYDCtPiGEEBWWSclNeno6zz77LL6+vjg7O+Pp6ZnvJe4tr/eqQ4MAN65n5PLYnN0cirle/EI0GnhwBoSEQV4m/NAd5veHw79CToZ6z9XTsGIczGgGu7+Gfz6D6E1m/S5CCCHKP5OSm9dee41Nmzbx7bffYm9vz/fff8/kyZMJCAhg/vz55o5RlHH2tjbMfKw5fm72nLmazqBvd/Lx3yfJytUXryAbO3j4J6jVA1DgzGZYPham1oZ5fWBmK4j4RW3dcfVXP7Nrptm/jxBCiPLNpDE31apVY/78+XTu3Bk3NzcOHjxISEgICxYsYNGiRaxevdoSsZqFjLmxnOSMXN798xgrDl0CoJavC9MeaULjqh7FLyzxDEQsgYhFkHT+5vk6vaHjK+BcCWY0VaeRj9sFfvXN8h2EEEKUTRYfc5OYmEhwcDAAbm5uxqnfHTp04J9//jGlSFEBuDvZ8cXgpswe1oJKLjpOJ6Qx4Jud/HU4tviFeQVDlzfh+XAYuRrCJsPT29XBxlVbgGd1qNdXvXf312b9HkIIIco3k5Kb4OBgzp49C0DdunX59ddfAfjzzz/x8PAwW3CifOrRoDLrXupEzwaV0RsUXlwczoYCVjcuEq0WgtpDhxehcqP810KfVX8eXgppCSWKWQghRMVhUnIzatQoIiIiAHjjjTf4+uuvcXBw4KWXXuLVV181a4CifPJy1vH1483p1zSAPIPCMwsPsu30FfNWEtgaqrQEfTbs+8G8ZQshhCi3zLLOzfnz5zlw4AAhISE0btzYHHFZjIy5KV15egPjfznI2mOXcbDTMn90G1rX8DJfBUeXw2+jwKkSvHQM7BzMV7YQQogyw+JjbubPn092drbxffXq1Rk4cCB169aV2VIiH1sbLTOGNKNTbR+ycg2MnreP8AtJ5qug3oPgHggZV+HIr+YrVwghRLllcrdUcnLybedTU1MZNWpUiYMSFYu9rQ2zh7UgNNibtOw8hn6/h62nzNRFZWMLbZ5Sj3d9A/fWgttCCCEKYFJyoygKmgJ2b7548SLu7u4lDkpUPA52Nnw/oqUxwRk9bx9L9sWYp/Dmw0HnAldOyKJ+QgghirdxZrNmzdBoNGg0Grp164at7c2P6/V6zp49S8+ePc0epKgYnO1t+Wl0a15fdpgVhy7x+rIjXEjM5OX7axeYLBeZgzs0GwZ7voX1E6F6exl7I4QQ97BiJTf9+/cHIDw8nB49euDi4mK8ptPpCAoKYtCgQWYNUFQsOlstnz/ShKqejny1KYqZm6O4lJTJJ4Mao7MtwVZnHSfAkaVw+ShsmAS9PjFf0EIIIcoVk2ZL/fTTTzz66KPY29tbIiaLktlSZceSfTH8b8VR9AaFLnV8+HZoCxzsbEwv8NQ6+OVh9fixX2VncSGEqEAsPluqa9euXLlyc0Do3r17efHFF/nuu+9MKU7cowa3qsYPI1riYKdlc+QVnvhpHxk5eaYXWPt+aDNOPV45DlLji/Y5GYQshBAViknJzWOPPcbmzZsBiI+PJywsjL179/LWW2/x3nvvmTVAUbF1ruPLvFGtcdbZsCPqGiPm7iU1K9f0ArtPBr9GkHENVjwFBsOd770aBT89CJ+FQNxh0+sUQghRppiU3Bw9epTWrVsD8Ouvv9KoUSN27tzJwoULmTdvnjnjE/eAtsHeLBjTBlcHW/adu87Q7/eQlJFjWmG29vDQD2DrCGe2wM4Zt7fM6HPhn6nwbTs4u1VdI2f1q9KCI4QQFYRJyU1ubq5xvM2GDRt48MEHAXWfqbi4OPNFJ+4Zzat5smhsWzyd7Ii4mMzQH/aQnm1iF5VPHeg5RT3eMAk+rw+/joBdX8OJv+C7zrDpfXXbhuDOYOcEF3bDseXm+jpCCCGsyKTkpkGDBsyaNYtt27axfv164/Tv2NhYvL29zRqguHc0rOLO4idDqeSi4+ilFJ5fdAi9wcTWlBYjofVToLGB1Fg4vhLW/g+WPK7OqHL0ggHfwbCV0P5F9TPrJ0Fupnm+jBBCCKsxKbn55JNPmD17Np07d2bIkCE0adIEgD/++MPYXSWEKepUdmXO8JbY22rZeDKBD1YdN60gjQZ6fwpvXoCRq6DbRKjdCzyqQZPH4Nl90GSwel+758CtKiRfgJ1fmfcLCSGEKHUmb5yp1+tJSUnB09PTeO7cuXM4OTnh6+trtgDNTaaClw+rDscx/peDALzXrwHDQ4MsW+GR32DZE2oX1XMHwC3AsvUJIYQoFotPBQewsbHJl9gABAUFlenERpQfDzT259UedQB4949jbIlMsGyFDQdBYBvIzYANky1blxBCCIsqcstN8+bN2bhxI56ensZtGO7k4MGDZgvQ3KTlpvxQFIVXfzvMbwcu4mJvy4+jWtEqyMtyFV46AHO6qsdjNkLVlparSwghRLEU5/d3kbdf6Nevn3GG1I1tGISwJI1Gw0cDGnHxega7zyTyyOxdjAgN4pUedXCxL9bOIUVTpYU6HifiF1j7Foxeo47JEUIIUa6YPOamvJKWm/InNSuXyX8e57cDFwGo4uHIBwMa0qWOBbpAU+LgyybqNPERf0GNjuavQwghRLGVypgbIUqLq4MdUx9uwoInWlPV05FLSZmM+nEfryyNIFdfyArEpnDzh+bD1ONt08xbthBCiFJR5JYbT0/PQsfZ3CoxMbFEQVmStNyUbxk5eUxbd4ofd5zFoED/pgF8/khTtFozdh9dPw8zmoGih7GboUpz85UthBDCJBYZczN9+nTj8bVr1/jggw/o0aMHoaGhAOzatYu1a9fyzjvvmBa1EEXgpLPlnT71aR/izZPzD7AyPBYPJx2T+tYvcvJ9V57VodHDcHgxbP8cBv9snnKFEEKUCpPG3AwaNIguXbrw7LPP5js/c+ZMNmzYwMqVK80Vn9lJy03FsfLQJV5cEg7AS2G1eSGslvkKTzgJ37QBNDB+j7qlgxBCCKux+JibtWvXGrdcuFXPnj3ZsGGDKUUKUWz9m1Xh3b71Afhiwyl+2nnOfIX71oW6fQAFtk83X7lCCCEszqTkxtvbm99///2287///rvsLSVK1cj2NXihm9piM+mPY/wefsl8hXeYoP488iskxdw8n5UCB+ZB9Gbz1SWEEMJsTFosZPLkyYwZM4YtW7bQpk0bAPbs2cOaNWuYM2eOWQMU4m5eDKtFUkYOP+06zytLI/B2tqdDrUolL7hqC3XX8DNb1D2nQp+FPbPh4HzISQWtrbpHlVdwyesSQghhNiavc7Nnzx5mzJjBiRMnAKhXrx7PP/+8Mdkpq2TMTcVkMCg8t/gQqw7H4ayzYclToTSs4l7ygs9shfkPqomMYlBfADY60OdAo0dgkCT0QghhacX5/W3RRfw+/vhjnn76aTw8PCxVRbFJclNxZefpGTl3H7vOXKOSiz0rnmlHoJdTyQpVFPg+DC7tV98Hd4HQ8eBcCb7rDGhg3A7wa1DS8IUQQhSizCQ3bm5uhIeHExxcdprtJbmp2FKycnlk1i5OxqdSo5Izvz0direLfckKvX4OjiyFOg+AX/2b55eOhGMroHYveGxxyeoQQghRqDKzQvE9trODKAPcHOz4aXRrqng4cvZqOqPn7SMpI6dkhXoGwX2v5k9sALq8DRobOPU3xOwuWR1CCCHMRrZfEBWOn5sDP41ujYeTHREXk+n39Q5OX041f0WVQqDZ4+rxhslqF5YQQgirk+RGVEghvi4sfrItVT0dOX8tgwHf7GTTycvmr6jTG2BjDzE7IUrWeBJCiLJAkhtRYdWt7Mbv49vTuoYXadl5PPHTfmZtjTZvd6l7FWg9Vj3eOBkMZt7IUwghRLFJciMqNG8Xe35+og1DWldDUeDjv0/y4aoT5q2kwwTQuUL8EVj/DuSkm7d8IYQQxWLR5KZjx444Ojpasgoh7kpnq+WjAQ2Z/KA6Xfv77WfZEXXVfBU4e0OnV9XjXTNhZis4vFTG4AghhJWYPBXcYDAQFRVFQkIChv80xd93331mCc4SZCr4ve3tlUf4eXcMVTwcWfvSfbjYm7RI9+0UBY6vhHUTIfnfrRqqtob734fANmCuHcuFEOIeZfGp4Lt37yYkJIR69epx33330blzZ+OrS5cuxS7v66+/JigoCAcHB9q0acPevXvveO/y5ctp2bIlHh4eODs707RpUxYsWGDK1xD3oDd61aOKhyOXkjL55O+T5itYo4EGA+DZvdD1bbBzhot7YW4P+KYtbP8Cks2475UQQog7Mim5efrpp2nZsiVHjx4lMTGR69evG1+JiYnFKmvJkiVMmDCBSZMmcfDgQZo0aUKPHj1ISEgo8H4vLy/eeustdu3axeHDhxk1ahSjRo1i7dq1pnwVcY9xsbfl04caA7Bg93l2RpuxewrAzlFdE+e5A9BsKNg6wJWTsOFd+KIBzO8PV0+bt04hhBD5mNQt5ezsTEREBCEhISUOoE2bNrRq1YqZM2cCandXYGAgzz33HG+88UaRymjevDkPPPAA77///l3vlW4pAfC/FUf4ZU8MgV6OrHnhPpzN1T31X1nJcGwlRCxWp4sD+DeBJ7dKV5UQQhSDxbul2rRpQ1RUlEnB3SonJ4cDBw4QFhZ2MyCtlrCwMHbt2nXXzyuKwsaNG4mMjLzjOJ/s7GxSUlLyvYR4s1ddqng4ciExk8/WRlquIgd3aDECRv8Nz+4HOyeIi4DT6y1XpxBC3ONM+t/V5557jpdffpn4+HgaNWqEnZ1dvuuNGzcuUjlXr15Fr9fj5+eX77yfnx8nT955PERycjJVqlQhOzsbGxsbvvnmG7p3717gvVOmTGHy5MlFikfcO1wd7Ph4UCOG/bCXeTvPceZqOg+3qEr3+n442NlYptJKtaDVE7DzK9j6CdTqLq03QghhASZ1S2m1tzf4aDQaFEVBo9Gg1+uLVE5sbCxVqlRh586dhIaGGs+/9tprbN26lT179hT4OYPBwJkzZ0hLS2Pjxo28//77rFy5ks6dO992b3Z2NtnZ2cb3KSkpBAYGSreUAOCTNSf5dku08b27ox0PNglgeGh1avm5mr/C1MvwZWPIy4JhK6BmV/PXIYQQFVBxuqVMark5e/asSYH9V6VKlbCxseHy5fzL4l++fJnKlSvf8XNardY43qdp06acOHGCKVOmFJjc2NvbY29fwl2hRYX1es+6PNoqkN8OXGTZgYvEJmexYPd5Fu45z8MtAnmpe20quzuYr0JXP2gxEvbMgq2fSXIjhBAWYNKYm+rVqxf6KiqdTkeLFi3YuHGj8ZzBYGDjxo35WnLuxmAw5GudEaI4qns78/L9ddj2elcWPNGa++v7YVBgyf4LdJ66malrI0nNyjVfhe1fABudOsD43HbzlSuEEAIwseXmhuPHjxMTE0NOTk6+8w8++GCRy5gwYQIjRoygZcuWtG7dmunTp5Oens6oUaMAGD58OFWqVGHKlCmAOoamZcuW1KxZk+zsbFavXs2CBQv49ttvS/JVhMBGq6FjLR861vLhwPnrfLT6BAfOX2fm5igW74thxqPNaBdSqeQVuQVAs2Gw/wfY+ikEdSh5mUIIIYxMSm7OnDnDgAEDOHLkiHGsDajjboAij7kBGDx4MFeuXGHixInEx8fTtGlT1qxZYxxkHBMTk2+MT3p6Os888wwXL17E0dGRunXr8vPPPzN48GBTvooQBWpR3ZPfng5l7bF4PlkTydmr6Yz8cR+fD25Cn8YBJa+gw4tw8Cc4uxVi9kC1NiUvUwghBGDigOK+fftiY2PD999/T40aNdi7dy/Xrl3j5ZdfZurUqXTs2NESsZqFrHMjiis7T89LS8JZfSQejQbe7duAEe2CSl7w78/CoQUQEgZDl5W8PCGEqMAsvs7Nrl27eO+996hUqRJarRatVkuHDh2YMmUKzz//vElBC1FW2dva8NWQ5gwPrY6iwKQ/jjFtXSQmbst2U8cJoLGBqA1w4i/zBCuEEMK05Eav1+Pqqk6TrVSpErGxsYA60Dgy0oILoglhJTZaDZMfbMDL3WsD8NWmKF777TDZeUXvgr2NVzC0Hacer3garsjfHSGEMAeTkpuGDRsSEREBqKsVf/rpp+zYsYP33nuP4OBgswYoRFmh0Wh4rlstpgxshFYDSw9c5JHZu4lNyjS90LB3oXoHyEmFxY+p2zUIIYQoEZOSm7fffhuDwQDAe++9x9mzZ+nYsSOrV69mxowZZg1QiLJmSOtq/DiqNe6OdkRcSKLvV9tN34DTxg4engduVeFaFCx/Cv79uyWEEMI0Jg0oLkhiYiKenp7GGVNllQwoFuZyITGDpxYc4HhcCjZaDa/3rMPYjsGm/R24dBDm9gR9NnR6A7q8af6AhRCiHLP4gOIboqKiWLt2LZmZmXh5eZWkKCHKnUAvJ5Y/045BzauiNyh8tPokMzaauKFslebQd7p6vPVjOLnabHEKIcS9xqTk5tq1a3Tr1o3atWvTu3dv4uLiAHjiiSd4+eWXzRqgEGWZg50NUx9uzDt96gPw1abTHL1k4riZpo9B66fU479egpz0gu/LTILFj8MO6QIWQoiCmJTcvPTSS9jZ2RETE4OTk5Px/ODBg1mzZo3ZghOiPNBoNDzRoQYPNPInz6Dw8q8Rps+iuv998KgOafGw6+uC79n0Ppz8CzZOhrQE0wMXQogKyqTkZt26dXzyySdUrVo13/latWpx/vx5swQmRHnzXr8GeDvriLycypcbTptWiK09dJuoHu/48vbkJfYQ7PtBPTbkQfhC0wMWQogKyqTkJj09PV+LzQ2JiYmyA7e4Z3m72PPhgEYAzNoaTfiFJNMKajgIAppDThpsmXLzvEEPf00AFHCrop47ME9mVwkhxH+YlNx07NiR+fPnG99rNBoMBgOffvopXbp0MVtwQpQ3PRtWpl/TAAwKvPxrOFm5JnRPaTRw/wfq8YGf4Mop9fjgTxB7EOzdYORf6s/r59T9qYQQQhiZlNx8+umnfPfdd/Tq1YucnBxee+01GjZsyD///MMnn3xi7hiFKFcmP9gAH1d7oq+k89laE7dpCGoPdXqDoocNkyD9KmyYrF7r8pa6unHjR9T3B340X/BCCFEBmLxC8alTp+jQoQP9+vUjPT2dgQMHcujQIWrWrGnuGIUoVzycdHw8UO2e+mH7WcbO388lU1YxDpus7j0VuRoWDYGsJKjcCFqNUa+3GKX+PLlKBhYLIcQtzLaIX3khi/iJ0jJrazTT1kWSq1dw0tkwoXttRrYLwtamGP9P8ddLsH/uzfdPrIfA1jfffx8GF/dBt0nqRpxCCFFBFef3d5GTm8OHDxc5gMaNGxf53tImyY0oTacvp/K/FUfYd+46APX93ZgxpBkhvi5FKyAtAWY0UwcXNxsG/Wbmv37oZ/h9PHgGwXOHQFuidTmFEKLMskhyo9Vq0Wg0KIqSb3n5Gx+/9ZxeX4Kdki1MkhtR2gwGhaUHLvDR6pMkZ+YS4uvCquc7YG9rU7QCjq2EU2ugx0fg9J+VwHMyYFpdyE6GYSugZlezxy+EEGWBRbZfOHv2LGfOnOHs2bMsW7aMGjVq8M033xAeHk54eDjffPMNNWvWZNmyZSX+AkJUJFqthsGtqrH+pfuo5KIjKiGNbzZHF72ABv1hwKzbExsAnRM0Gawe75eBxUIIASaOuWndujXvvvsuvXv3znd+9erVvPPOOxw4cMBsAZqbtNwIa/rrcCzP/nIIOxsNq57vSG0/15IXevkYfNsOtLbw4hFwCyh5mUIIUcZYfOPMI0eOUKNGjdvO16hRg+PHj5tSpBD3hAca+RNWz5dcvcLryw6jN5hhPL9fA6jaWl2x+LsucOLPkpcphBDlmEnJTb169ZgyZQo5OTnGczk5OUyZMoV69eqZLTghKhqNRsP7/RviYm/LoZgkFuw6Z56C+34J3iHqnlRLhqqv1HjzlC2EEOWMSd1Se/fupW/fviiKYpwZdfjwYTQaDX/++SetW7e+SwnWI91SoixYsPs876w8ipPOhnUv3UdVz9u3Mym23Cz451N1TypDHti7Q+/Pbo7JEUKIcswis6X+Kz09nYULF3Ly5ElAbc157LHHcHZ2NqW4UiPJjSgLDAaFwd/tYt+563Sq7cO8Ua3yzTgskfgj8Mdz6iabAIN+gEYPmadsIYSwklJJbsorSW5EWRGVkEbvL7eRozfwQrdavNS9tvkK1+fBmjdg3xyw0cHQ5VCjo/nKF0KIUmaR5OaPP/6gV69e2NnZ8ccffxR674MPPlj0aEuZJDeiLPllTwz/W3EEgA/6N2Ro2+rmK9ygh6Uj4cQfahfV6DXgV9985QshRCmy2CJ+8fHx+Pr6oi1kFVSNRiOL+AlRDJ+vP8WMjafRauCbx1vQs2Fl8xWemwnz+8OF3eBWBcZsuDlVPDMJ4sLB2VeSHiFEmSfdUoWQ5EaUNYqi8L8VR1i09wI6Wy0LRremTbC3+SrISIS5PeDqKfCpq26+eekgJP67kKCNDp7ZDd6y6a0Qouyy+Do3Qgjz0Wg0vN+vIWH1/MjJMzBm/n6Ox6aYrwInL3j8N3Dxgysn4cjSm4mNnRPoc2DDu6aVff087JgBc7rCVy0hJdZsYQshhKmK3HIzY8aMIhf6/PPPmxyQpUnLjSirsnL1DP1+D/vPX8fBTstbvesxtG11882iunwMds4ErxoQ0BwCmkHaZZjVHhTD7TuO34miwP4f4NBCiD2Y/9r9H0C758wTrxBC3MIi3VIFrUhcYIEaDWfOnCnSvdYgyY0oy5Iychj/y0F2RF0D4L7aPnz2UGP83BwsV+nv49XdxQPbqoOO75ZMhS+ClU+rxxotVG8PDu5w8i8I6Q5Df7NcrEKIe5aMuSmEJDeirDMYFObtPMcna06SnWfA3dGO9/o1oG/jALRaM7Xi3ColFmY0h7xMGLwQ6vUp/P65PSFmFzQfAV3fBhdfiD+qtgDZOcHr58FWZ/44hRD3NBlzI0Q5ptVqGN2hBque70CjKu4kZ+bywuJw2n+yiU/WnOT05VTzVugWAKHj1eMNk0Cfe+d7r0WriY1GC53fVBMbAN/64FQJcjPg0n7zxieEEMVkUnIzaNAgPvnkk9vOf/rppzz88MMlDkoIASG+rix/ph0vdKuFq4MtcclZfLslmu5f/EOfr7bx95E481XW/gVw8oZrUXDwpzvfF75Q/VmzG7j53zyv1UKN+9TjM1vNF5cQQpjApOTmn3/+oXfv3red79WrF//880+JgxJCqOxstLzUvTb73grjm8ebE1bPD1uthqOXUhi38CA/bD9rnooc3KDTG+rxlo8hu4DWIYNeHW8D0Ozx268Hd1J/npXkRghhXSYlN2lpaeh0t/ep29nZkZJiximsQggAHOxs6N3In+9HtGTvW2GMbBcEwPt/HefzdZGYZehci5HgFQzpV2DbtNuvn9kMqbHg4AF1bv+fG4I7qz8v7oPstJLHI4QQJjIpuWnUqBFLliy57fzixYupX19WOhXCkrycdUzqW59X7lf3opqxKYpJfxzDYChhgmOrg+7vq8c7voQL+/JfP/Rvl1Sjh8HW/vbPewaBR3V1R/LzO0sWixBClICtKR965513GDhwINHR0XTt2hWAjRs3smjRIpYuXWrWAIUQt9NoNDzbtRbuTjom/n6U+bvOk5yZy9SHm2BnU4J5AvX6qMnLkaWw4il4ehvonCHzOpxcpd5TUJfUDcGd4OB8tWuq9v2mxyGEECVg0r+Cffv2ZeXKlURFRfHMM8/w8ssvc/HiRTZs2ED//v3NHKIQ4k6Gta3O9MFNsdVq+D08lqlrI0teaO/PwDVAXcV4/UT13JHfQJ8Nvg3Av+mdP1vj33E3MqhYCGFFJrXcADzwwAM88MAD5oxFCGGCfk2rYGej5ZmFB/lu2xk61fGhXc1Kphfo6An9v4YFA2Df91Cn181ZUs0eL3yRvxvJzeUjkH4VnEsQhxBCmEjWuRGiAujdyJ8hrauhKPDyrxEkZxSyVk1R1OwKrZ9Uj5eNgdhDoLWFxoML/5yLD/g1VI9l1pQQwkpMSm60Wi02NjZ3fAkhSt87feoRXMmZuOQs/rfySMlnUIVNBu9a6ngbgNo9i9YSI11TQggrM6lbasWKFfne5+bmcujQIX766ScmT55slsCEEMXjpLNl+qNNGfjNTlYdjqNrHV8GtahqeoE6Jxg4G77vDooemhYykPhWwZ1g99fSciOEsBqz7i31yy+/sGTJEn7//XdzFWl2sreUqOi+3hzFZ2sjcbG35e8XOhLo5VSyAo//DldPQ4cJ6krEd5OdCp8EqVPCX4hQp4gLIUQJWW3jzDNnztC4cWPS0sruAl6S3IiKTm9QGPLdbvaeS8TH1Z4W1Typ5+9GPX9XGlV1x9/d0fJB/HA/XNgDfWdAixGWr08IUeFZZePMzMxMZsyYQZUqVcxVpBDCBDZaDZ8PboKPqz1XUrNZcyyeLzac4skFB2j38SYW7D5v+SBurFYsXVNCCCswacyNp6cnmlumgyqKQmpqKo6OjixcuNBswQkhTFPV04nNr3Qm4kISJ+JSOB6XwrFLKUReTuX9v44TGuxFiK+r5QII7gJbP4HINZCRCE5elqtLCCH+w6RuqXnz5uVLbrRaLT4+PrRp0wZPT0+zBmhu0i0l7lWKojDyx31sPXWFJlXdWTauHbYlWc248MpgdkeIPwIdX4ZuEy1TjxDinmHxbqmRI0cSHBzMunXrmDVrFl27dqVnz5789ddfbN++3aSghRCWpdFo+HhQI1wdbIm4mMzsf85YsrKbu4zvma223gghRCkxKblZtmwZPXr0wMnJiUOHDpGdnQ1AcnIyH330kVkDFEKYj7+7I5MfbADA9A2nOBGXYrnK6j4AlRtBThrs+tpy9QghxH+YlNx88MEHzJo1izlz5mBnZ2c83759ew4ePGi24IQQ5jegWRW61/cjV6/w8q8R5OQZLFORRgOdXlePpfVGCFGKTEpuIiMjue+++2477+7uTlJSUkljEkJYkEaj4aMBjfB0suN4XApfbTptucrqPKBux5CTCru/sVw9QghxC5OSm8qVKxMVFXXb+e3btxMcHFzioIQQluXjas/7/dU9oL7aFMXE34+SmaM3f0VarbTeCCFKnUnJzdixY3nhhRfYs2cPGo2G2NhYFi5cyCuvvMK4cePMHaMQwgL6NA5gXOeaAMzfdZ6+M7dz9FKy+Suq2wd8G0B2Cuz+1vzlCyHEf5g0FVxRFD766COmTJlCRkYGAPb29rzyyiu8//77Zg/SnGQquBD5/XPqCq8sjSAhNRs7Gw0TutfhyfuCsdFq7v7hojr+O/w6HOzd1J3FMxMh45raklO9PfScoo7REUKIOyi17RdycnKIiooiLS2N+vXr4+LiYmpRpUaSGyFudz09hzeXH2HNsXgARoRWZ3K/huarwGCAWe0h4XjB1/t9Dc2Gmq8+IUSFY7W9pcoDSW6EKJiiKCzed4E3lx8BYNm4UFpUN+PKwpePw8H5YO8Cjl7g5A1x4epAY50rPLMLPALNV58QokKR5KYQktwIUbhXl0aw9MBF6vi58tfzHbCz1CrGAAY9zO0BF/ep+1ENWyndU0KIAlll40whRMXwv9718HLWEXk5le8suYoxgNYG+s8CW0c4swX2/2DZ+oQQ9wRJboQQ+Xg663inTz0AZmw8zflr6ZatsFIIhE1Sj9e9A4kWTqiEEBVemUhuvv76a4KCgnBwcKBNmzbs3bv3jvfOmTOHjh074unpiaenJ2FhYYXeL4Qovv5Nq9A+xJvsPANvrTiKxXuvWz8F1TtAbgasHK8OQBZCCBNZPblZsmQJEyZMYNKkSRw8eJAmTZrQo0cPEhISCrx/y5YtDBkyhM2bN7Nr1y4CAwO5//77uXTpUilHLkTFpdFo+LB/I+xttWyPusrv4bGWrVCrhf5fg84FYnbC8jEFL/inKBCxBOb1gehNlo1JCFFuWX1AcZs2bWjVqhUzZ84EwGAwEBgYyHPPPccbb7xx18/r9Xo8PT2ZOXMmw4cPv+v9MqBYiKL7enMUn62NxNXBlgHNqtCptg+hNb1x0tlapsKIxbByHCgGcPGDPtOhbm/1WsJJWPUynN+uvncNgOcPgp2jZWIRQpQpxfn9baF/oYomJyeHAwcO8OabbxrPabVawsLC2LVrV5HKyMjIIDc3Fy+vgqesZmdnG3ctB/XhCCGKZmzHYNYdiyfiYjLzd51n/q7z6Gy0tK7hxdC21ejRoDIac85uavIoeIeoCc7VU7B4CDR+FFwrw66ZYMhTBx/bOUJqrLqlQ4cXzVe/EKJCsGq31NWrV9Hr9fj5+eU77+fnR3x8fJHKeP311wkICCAsLKzA61OmTMHd3d34CgyUdTSEKCqdrZYlT4UyZ3hLhratRlVPR3L0BrZHXeXpnw8yet4+LiRmmLfSqi3hqW3Q7nnQaOHwYtgxXU1s6vSG8Xugx4fqvds/h8zr5q1fCFHuWX3MTUl8/PHHLF68mBUrVuDg4FDgPW+++SbJycnG14ULF0o5SiHKNwc7G7rX9+OD/o3Y9loXNr7ciWc618TORsPmyCuEfb6VrzdHkZNnxkHAdg5w//sweh341gevYHh0EQxZBJ7V1S0cfOtDVjJsn26+eoUQFYJVk5tKlSphY2PD5cuX852/fPkylStXLvSzU6dO5eOPP2bdunU0btz4jvfZ29vj5uaW7yWEMI1Go6Gmjwuv9azL3y/cR2iwOqPqs7WR9J6xjSMXzbzxZmArGLcTnjt4c+wNqOvjdJuoHu+ZBSkWHvAshChXrJrc6HQ6WrRowcaNG43nDAYDGzduJDQ09I6f+/TTT3n//fdZs2YNLVu2LI1QhRD/EeLrwi9j2/DF4CZ4O+uISkhj4Lc7mPPPGQwGM85T0GgKXrW4dk8IbAt5WbD1E/PVJ4Qo96zeLTVhwgTmzJnDTz/9xIkTJxg3bhzp6emMGjUKgOHDh+cbcPzJJ5/wzjvvMHfuXIKCgoiPjyc+Pp60tDRrfQUh7lkajYYBzaqyYUInejTwI1ev8OHqE4yct48rqdl3L6BklUPYu+rxwQVw9bRl6xNClBtWT24GDx7M1KlTmThxIk2bNiU8PJw1a9YYBxnHxMQQFxdnvP/bb78lJyeHhx56CH9/f+Nr6tSp1voKQtzzPJ11zBragg8HNMTeVss/p67Q68t/2BV9zbIVVw9VW3AUPWx637J1CSHKDauvc1PaZJ0bISzr1OVUnl90iJPxqXg569jxelccdTaWq/DyMfi2PaDA4IVQr4/l6hJCWI1snCmEsJrafq6sHN+eal5OJKbn8Ot+C89Q9GsAbcepx8ufhPijlq1PCFHmSXIjhDA7BzsbxnasAcCcbWfI01t4r6ju70ONTpCbDouGQPpVy9YnhCjTJLkRQljEwy0D8XbWcfF6JquOxN39AyVhYwsPzwPPGpAcA78Oh7ycwj+jKJB0AaI2qCsdr3oF5veD77vDlUjLxiuEsCgZcyOEsJiZm04zdd0p6lZ25e8XOpp3q4aCJJyE78MgJxVajoY+X6hJTMY1dS2cxDMQFw5xERAbDpkFbM4J4NsAxm5SFxMUQpQJxfn9LcmNEMJikjNyaffxRtJz9Pw4qhVd6vhavtLINbDoUUABt6qQngD6O7TiaG3VvaxuvLxqwMb3IeMqhD57c5sHIYTVlZuNM4UQFZu7kx1DWlfj++1nmbUlunSSmzo9IWwSbHgXUi7ePO/sA+5VoXJjCGgK/k3Vwci29vk/71IZFg1WN+oMCYOaXSwfsxDCrKTlRghhUXHJmdz36WZy9QrLn2lH82qelq9UUeDCHvXY1V/dVfy/SUxh/noJ9s9VPztuJzh5WSZOIUSRScuNEKLM8Hd3pH/TKiw9cJFZW6L5bngpbJmi0UC1tqZ//v4P4Ow/cC0K/nwBHplf8BYQoCZSZ7eq6+3kpEN2qvoToNUY8KtvehxCCJNIciOEsLinOgWz9MBF1h2/zKnLqdT2c7V2SIXTOcPAOfBDdzjxB+z6GlqMBHuXm/cY9HB8JWz/AuKPFFzOseUwcrUkOEKUMumWEkKUiqcW7Gftscs0rOLGsnHtsLe14KrF5vLP1JvbOmhsIKAZBLVXx+Xs+x4So9Vrds5Qqzs4eoDORX2dXguxh9R7R69RBysLIUwms6UKIcmNENYRl5xJ7y+3cT0jl5Htgnj3wQbWDunuDHrY+B4cXa6un/Nfjp7Q5mlo/eTt43IyEmHeA5BwHDyqw+i14OZfOnELUQFJclMISW6EsJ7NJxMYNW8fAN8+3pxejcrRL/ukGDi3A85vh2tnoO4Dt3dV/VdqPMztAdfPgU89GLVaBicLYSJJbgohyY0Q1jVl9Qlm/3MGVwdbVj3XkWreTtYOybKun4O5PSE1DryCIbANuAX8+6oK1duBg/xbJMTdSHJTCEluhLCuXL2BwbN3cTAmiSZV3Vn6dDt0thV8J5iEk/Bjr4JXRHb0hI4vQ6ux1l8ROTsV0hLUJMzSq0kLUUyS3BRCkhshrO9Skjr+Jjkzl2Ftq/NevwaW35rB2tISIHqTug1ESqzakhN/BJLOq9fdqkKXN6HJENBaYbD1sRXqtPesZPCoBnX7qF1vgW3VvbuEsDJJbgohyY0QZcP645cZO38/AAOaVeHjQY3Kxwwqc9LnQcQi2DIFUi6p53zrw0M/gm/dO3wmV02OPKubJ4bsNPj7dQj/+d8TGuCWXwuOXvDAVGg4yDz1CWGi4vz+ruBtwUKIsqp7fT+mDGyEjVbDikOXGPr9HhLT77KTd0VjYwvNh8FzB6D7++Dgoc6u+qE7nF5/+/1xh2FWB/iyMax7R11AsCgUBVLi4GoUJF9UZ3LlZMDFAzC747+JjQY6vgJvnIfBC6HJY2qXWWYi/PGC2vIkRDkhLTdCCKvadvoKzyw8SGpWHtW8nJg7shUhvoXMQKrI0q/Br8Pg/A7QaOH+D6HtOFAMsHMGbPoQDLk37282FPp8eXu30fVzcPhXuBIJ107DtWjISbtzvW5VYeB36ho+t9LnqolW7CFoMQr6TjfXNxWi2KRbqhCS3AhR9py+nMron/ZxITETNwdbZg9rSWhNb2uHZR15ObBqAhxaoL5v+jgknoWYner7un0gqCOsfVNNeur2gUE/qIOR06/CP5/Bvh/yJ0GgJks6V8jLzL9LeoOB0OdztZWmIOd2wLze6ufH7QTfeub/zkIUgSQ3hZDkRoiy6VpaNk8uOMCB89fR2Wr5akgzejSobO2wrENRYPc3sO5tNYEBddXjnh+rrTUaDZz4C34bDfpsNdkJ6gg7v4KcVPX+GvdBza7gXQsq1QLPGmCrU6/p89QkR1GKNg19yVA48ae6S/rQZfmvpV2BTe+BbwNoPdY6g6HFPUGSm0JIciNE2ZWVq+f5RYdYd/wyWg1MGdiIwa2qWTss6zm1DlY+rS4A2G/m7Vs4nN0Gi4bcTGgA/JtC2LtQs4v54rgWDV+3UVuDHl8GtcJunv95oNoNBlC9Awz4Vp1tJYSZSXJTCEluhCjb8vQG3lpxlCX7LwDwWs86jOtUs+JPFb8TgwG0hcz9iA2HxY+BrQN0fQvqDyj8flOtfQt2zVQTrae3q+NwfnlEHXDsVhWyktRxPfZu8MA0aPSwrJUjzEqSm0JIciNE2acoCp+ujeTbLerGlA+3qMqjrQNpGuiJjVZ+Yd7GoFfHxFgymci8DjOaqT8bD4bjv0NelrqZ6GO/qonN8qfg4l71/oaD4MGv1B3WhTADSW4KIcmNEOXH99vO8MGqE8b3nk52dKrtQ9d6fvRsULnir2xc1uyeBWtev/m+Vg94+MebCYw+D7Z/Dls+BkWvtt4MnCMtOMIsJLkphCQ3QpQvW09dYen+C/xz6gopWXnG86HB3swd2QpHnQxgLTX6XPi2PVyNVKeG955a8OrFZ7bCggFqgtPnC2g5+vZ7Ui/DyT+hTm91ny0h7kKSm0JIciNE+ZSnN3Dg/HU2RSawcHcMadl5dKxViTnDW+JgJwlOqclIhGtRULVV4S0yO76E9RPBRgdPrIeApjevxR+BhY9Aaqw6VqjVGGj/Irj45C9DUSA3A+yc7lzXpYOwZzbU6QUN+pfwy4myTJKbQkhyI0T5t/9cIsPn7iUjR0+XOj7MGtbi3tu6oaxTFHUm16m/wTMIntwKjh5wegMsHaGO0dG53Fxc0M4Z2j6tTmmPPaiunnxpP6RdVhOpds+pa/rcmGqedgU2ToZDP2PcLqLdc9DtXdkL69x2dTxUzW4l6xLMSf93I9Uad7+3FEhyUwhJboSoGHZFX2PUvL1k5RoIq+fHN483lzE4ZU3mdZh9HyTFqIlJSBiselntrgrqCIMXwKUDsOkDdfbV3XgGQdvx6uc3T4HsZPV8tVCI2aUeB3eBh+aCk1fxYk27Ame2qAlYcGewsSv4vtTL6npBd1r00NpO/KWuS4SiDvbuNlF9JsVNcq5GwYL+6nYdA7+Dxo9YItpikeSmEJLcCFFxbD99ldE/7SMnz0CvhpWZMaQZdjaS4JQplw7ADz3yr5jcZAj0nXFzUUFFgZOrYNs0yLgKAc2hakuo0lIdj3PoZ9g3R02WbuXfBHp9CtXawtHl8Pt4tRvLozo8+gtUblh4bNei1XpProILezC2ADlVgkYPqbPCAppBwol/7/sT4iLUrraWo6Hjy+Dia7ZHVWKx4fBjL/UZaLQ3F4AM6qgmOXfrSrwh/qia2KRfUd/b6GDYytu35yhlktwUQpIbISqWLZEJPDn/ADl6A53r+PDN481x0t3j3RJlzZ7v4O9X1ePOb0Kn14vfkpCTDuG/qCs3Z6VA17eh+fD8KyLHH1XX/Ek6D1pbCGyjtlrU7KqO+clKhnPb1BaaM1sg8Uz+Oio3Ultm0m/ZJNTBXf1cQeycoM3T0P55tSVHn6eu+5N+Re1yM9fO7dfPQfQmiNoI53eqK073/kxN7m5IiYU5XSE1Tv2+/b5R9yPb9/3N7TZsHcG9CrhVAfeq4FMX6j+otojdcGEvLHxI/c6VG4F7NYhcpW7qOmaDWreVSHJTCEluhKh4NkcmMO7nA2TlGmhezYO5I1vh4aSzdljiBkWBw0vAuZLaNVXSshTlzgsVZiTC8rEQtSH/eZ3rv+N7bvmVp7WFoA5Q5wF1QLJHoJqgnNkMEYvU1pq8LLCxV1d8rtsHaveEy0dh0/tqqxSo44Vs7f9tWbqlfL+GUL+/OtC5Ui3IzVI3RY3aoL6SLqirOXvVAK9gNckw6NXkKP2KulfY1VOQGH3799TYqElVp9fVz/zYC+IPqwnLE+vUpAzUOv75VE0MDXm3lwNQpYW6LpFbAKwcD7npENgWHluifq+f+sLFfWp8Yzaqf45WIMlNISS5EaJiOnA+kVE/7iMlK486fq7Mf6I1fm4O1g5LWIOiqK0yZzZD9GZ1m4ob43N86qpjaoI7Q/X2he+tlZUCCcfVJMX+PzvVKwpE/q0mOQnHb7mgUcf7ZCXnTya8Q9TWldyM4n8fjQ0EtlYHCFdrq7bGHF+pXvOqqbbCnN2qdqeN3Zi/JeaGvGxIuaSOoUn+9+e5f9TBxze6r26o2RUG/3xz/aK0K/BDmNqCVLUVjPgT7ByL/z1KSJKbQkhyI0TFdTI+heE/7CUhNZuqno7MG9WKEF9Xa4clrE2fpyYgzj7g5m/esg0GtcXE1l5NLpy81K6yjES15ef4SrUL7Eai4+oPId0gpLuaNCXHqIlY4lk1ebC1V+N0rqT+dA1QE5r/JmEnV6mDs1Pj1Pc29jDyLzUJKo7Uy+pq08eWq4OyGwyAAbPVOG519TR8H6Zus2HnrE7bd/JWv7N7FbX1K7jTnQdim4EkN4WQ5EaIiu1CYgbDftjDuWsZ2NloGNW+Bs92DcHNwXL/6ApRqIxEdayMZ3U1oTHXis1ZybDhXXWGVO9P1cSkJHIy1BaZO8V3brs6pulOY5AcvaB+P7WLq3o7s+8QL8lNISS5EaLiu5KazStLI9h6Sp3tUclFx8v31+GRloGyN5UQJZGToXavZVxVxwRlXFNbro7/fnN2FYBLZRi/R51abyaS3BRCkhsh7g2KorAl8grvrzrOmSvpADQIcOPHka3wlbE4QpiXPk+diXZ0GZz4Qx0g/eQWs1YhyU0hJLkR4t6SqzewYNd5pm84RUpWHs2rebDoybayorEQlpKXo26tUdDA5hIozu9vWe1KCFGh2dloGd2hBn882wE3B1sOxiTx7h/H7/5BIYRpbHVmT2yKS5IbIcQ9IaiSMzOGNEOjgUV7Y1i457y1QxJCWIgkN0KIe0bnOr682qMOAO/+cYz95xKtHJEQwhIkuRFC3FPGdarJA438ydUrPP3zQaIS0sjK1XOPDT8UokKTDViEEPcUjUbDpw81JvpKGifjUwn7fCsAdjYaXB3s8HNz4IVuIfRsaObF3oQQpUZaboQQ9xxne1u+G9aSev5uxvXKcvUKiek5nIhL4emfDzJ+4UGupmVbN1AhhElkKrgQ4p5mMCik5+SRmqW+/oi4xKytZ9AbFDyd7Hj3wQY82CQAjblWlRVCmETWuSmEJDdCiLs5cjGZV3+L4GR8KgBVPBxx0tlgZ6PFzlaLl5MdL3WvTeOqHtYNVIh7iCQ3hZDkRghRFDl5Br7ZEsXMTVHkGW7/Z9LVwZZfxrSlUVV3K0QnxL1HkptCSHIjhCiOyylZXEjMIEdvIFevkJtnYPY/0ew7dx0PJzt+GdOW+gHyb4kQlibJTSEkuRFClFRadh7DftjDoZgkvJx1LH6yLbX9XK0dlhAVmiQ3hZDkRghhDsmZuQz9fg9HLiVTycWeb4c2ByAhJZuE1Cyup+fg6awjwMORAHdHAjwc8HLWycBkIUwkyU0hJLkRQphLUkYOQ+bs4URcSpHu93d34NUedRjQrIokOUIUkyQ3hZDkRghhTonpOYxfeJDwC0n4uNrj62qPr5s9nk46rmfkcCkpi7ikTBJSb66Z07K6J5P7NaBBgAxGFqKoJLkphCQ3QghryMrVM3fHWb7aGEVmrh6tBh5rU43nu9bC183B2uEJUeZJclMISW6EENYUl5zJR6tP8mdELABaDbSrWYl+TQPo0bAybg52Vo5QiLJJkptCSHIjhCgLdkVfY+q6SA6cv248p7PV0r2+Hy93r02wj4sVoxOi7JHkphCS3AghypKYaxn8EXGJleGxRCWkAaCz0TKmYw2e7RqCk072NxYCJLkplCQ3QoiySFEUjsWmMHVdJFsirwDq7Kq3H6hP70aVZXaVuOdJclMISW6EEGWZoihsOJHA5D+PcfF6JgBd6vjw2cNNqORib7F6T8SlMHtrNMmZubzdpz41pVtMlDGS3BRCkhshRHmQlatn1tZovtkSTU6eAR9Xe6YPbkr7kEpmrSfiQhIzN0ex/vhl4zkHOy1v9qrHsLbV0WqlxUiUDcX5/a0tpZgK9fXXXxMUFISDgwNt2rRh7969d7z32LFjDBo0iKCgIDQaDdOnTy+9QIUQopQ42NnwYlht/ny2A7X9XLiSms3QH/bw2dqT5OoNJpWZlavnRFwKqw7HMWPjaYZ+v4d+X+9g/fHLaDTwQGN/OoRUIivXwKQ/jjHix73EJ2eZ+ZsJYXlWH6m2ZMkSJkyYwKxZs2jTpg3Tp0+nR48eREZG4uvre9v9GRkZBAcH8/DDD/PSSy9ZIWIhhCg9dSq78vv4Dry/6ji/7Inh683R7Iy+xpgOwXSu44Oz/e3/jGfl6omMT+XU5VSiEtI4nZDG6YRULl7P5L9t9TZaDf2bVmFc55qE+LpgMCjM33WOKX+fZNvpq9z/xVY61fHFWWeDo84GZ50tLg62eDvrqORqTyVneyq56vBzdZBWHlFmWL1bqk2bNrRq1YqZM2cCYDAYCAwM5LnnnuONN94o9LNBQUG8+OKLvPjii0WuT7qlhBDl1arDcbyx/DCpWXkA2Ntq6VTbh54NK6Oz1XLwfBIHY65zPDaFnDu07rg52FLT14WaPuqrT2N/Ar2cbrsvKiGNCb+Gc/hicpFiC3B3oG/TAPo1qUI9f1cZAC3Mrji/v63acpOTk8OBAwd48803jee0Wi1hYWHs2rXLLHVkZ2eTnX1z2fOUlKLtASOEEGXNA439aRLozoJd5/n7aDwxiRmsO36ZdbeMl7nBy1lH3cqu1PJ1IcRP/VnTx4VKLkXbvDPE14Vl49qx7thl4lOyyMzJIz1HT2aOnpTMXK6m53A1NZuradlcS88hNjmL2VvPMHvrGWr7uTCoeVVGd6iBnU2ZGP0g7jFWTW6uXr2KXq/Hz88v33k/Pz9OnjxpljqmTJnC5MmTzVKWEEJYW1VPJ97sXY83etXlRFwqa47GseFEAlotNK/mSfNqnjSr5kE1L6cSt57Y2Wh5oLH/Xe/LytWz+WQCv4fHsulkAqcupzHl75NcSc3m7T71SxSDEKaw+pgbS3vzzTeZMGGC8X1KSgqBgYFWjEgIIUpOo9FQP8CN+gFuTLi/jlVjcbCzoVcjf3o18ic5M5el+y/wwaoT/LDjLGH1/Wgb7G3V+MS9x6rthZUqVcLGxobLl/M3qV6+fJnKlSubpQ57e3vc3NzyvYQQQliGu6MdYzoGM7hlIIoCryyNIC07z9phiXuMVZMbnU5HixYt2Lhxo/GcwWBg48aNhIaGWjEyIYQQJfF2n3pU8XDk4vVMPlx13NrhiHuM1Ud6TZgwgTlz5vDTTz9x4sQJxo0bR3p6OqNGjQJg+PDh+QYc5+TkEB4eTnh4ODk5OVy6dInw8HCioqKs9RWEEEL8h6uDHVMfbgLAor0X2HwywcoRiXuJ1ZObwYMHM3XqVCZOnEjTpk0JDw9nzZo1xkHGMTExxMXFGe+PjY2lWbNmNGvWjLi4OKZOnUqzZs0YM2aMtb6CEEKIAoTW9GZ0+xoAvL7sMEkZOVaOSNwrrL7OTWmTdW6EEKL0ZOXq6T1jG2eupNOxViXe79eQoErO1g5LlEPlbvsFIYQQFZODnQ2fP9IUW62Gbaev0u3zrbyyNIJzV9OtHZqowKTlRgghhMUdvpjE5+tPsSXyCqBu+9CzYWUcbG24mvbvYoBpOYT4uvDhgIZU9y64dedgzHWiEtJoVMWd2n6u2Nyy5YOiKFxIzORATCI5eQb6NA4ocHsKUT7JruCFkORGCCGsJ/xCEl9uOMXmf5Ocgrja2/LpQ43p1ejmAoLJGbl8sOo4Sw9cNJ5z1tnQuKoHDau4/ZvUXOdK6s0V6X1c7ZnQvTYPt6iKbTlYKTknz4CdjUa2rrgDSW4KIcmNEEJYX8SFJNYfv4yzvS3eLjp8XOxxtrflkzUnOXD+OgAjQqvzvwfqselEAhP/OMaV1Gw0GmhS1YPTl1NJz9HfVq6djYaGVdy5mpbNhcRMAGr5uvBGr7p0retbJhOHs1fT+e6fMyw7eJFGVdz5/JEmd2y5updJclMISW6EEKLsytUbmLbuFLO2RgNQycWeq2lqa0xNH2c+GdSYlkFe6A0KpxNSORSTxPHYFPw9HGhZ3YvGVd1xsLMhO0/Pwt0xzNh0mqSMXACqeDjSNNCDRlXdaVzVnRqVnLmSmk1sUhZxyZnEJ2dR09eF/k2roLO1fEtP+IUkZm+NZs2x+Hy7tTvrbJjcryGDmlcxSzJ2KOY6f0TE4uGoI9jHmWAfZ2pUcsZJV7667CS5KYQkN0IIUfZtPpnAhF/DuZ6Ri61Ww7jONRnfJQQHO5tilZOcmcs3W6L4ccc5cvIK3in9v6p6OvJ811oMaF7F7Bt/pmfnsepwHEv2XzC2UAF0q+vL4FaBfL/9LHvPJgLQp7E/H/ZvhLuTnUl1HY9N4fP1kWw4UfAaQ5VcdHg66fB01uHpZIeXsz2davvQvb5fvrFMZYUkN4WQ5EYIIcqH2KRMfjtwke71/ajnX7J/r1OzcjlyMZmIi8kcuZRExIVkYpMz8XW1x9/dkQAPB7yd7fn7aLyxpaialxPju9SkaaAnvq72eDjZGVtSDAaF6xk5xKdkcTUth+xcPbl6hVy9gRy9mkQ56Wxw0tngYGeDwQCrjsTyR3issTvNVquhX9MqPNUpmNp+rgDoDQqztkbzxfpT5BkUAtwd+HBgI7rU8S3S91QUhRNxqXyzJYq/DqtrxGk10LdJADobLWeupnPmShrX/23NKkgVD0eGhVbn0VaBeDjpTHvgFiDJTSEkuRFCCAFqgqL9TwtFZo6ehXvO8+2WaK6l5190UGerxdfVHkWBhNQscvWm/foM8nbikVaBPNS8Kr5uDgXeE34hiRcXH+LctQwAHmwSwDt96uPjap/vPkVRiL6Szu4z19h15hp7zlzjatrNuPs09uel7rWp6eOS73PX03OIS87iekaO+krP4dy1DJYfvGhMfBzstAxqXpXXetbF3dG01iNzkuSmEJLcCCGEuJuMnDx+2nme38MvcTklq8CWDo0GvJ3t8XG1x0lng61Wg85Wi52NFoOikJmjJyNHT0ZOHjl6Ay2rezG4VSBtangVaSxNenYeX6w/xdwdZzEo6qak/+tdl1ZBXuw+k8juM9fYfeYaCbfMEAOwt9XSqbYPL4TVokGAe7G+d1aunj/CY5m38xzH41IAtQXrm8eb07BK8coyN0luCiHJjRBCiOLKztNzJTWbyylqIlHZ3QFfV3uzj8kpyJGLybyx/DDHYlMKvK6z1dK8mgehwZUIrelNk0B37G2LNzbpvxRFYdeZa7z222EuXs9EZ6NlYt/6PN6mmtVmnElyUwhJboQQQpQ3eXoDP+44x+frT6E3KDSt5kFosDdtg71pVs2j2AOtiyo5I5eXl0aw4cRlQO0e+2hgI1yssDiiJDeFkORGCCFEeZWrN6A3KBZLZgqiKArfbzvLx2tOojco1K3syrxRransXvB4IUuRvaWEEEKICsjORluqiQ2ARqNh7H3BLHmyLT6u9pyMT2XgNzs4dTm1VOMoDkluhBBCCHFXLYO8WD6uHcE+zsQmZ/HQtzuNa/KA2nW27fQVXv/tMK/9FmHFSKVbytrhCCGEEOXK9fQcxszfz4Hz19HZanm9Z13OXk3j7yPxxunzOlstB94Ow9XBfFPIZcxNISS5EUIIIUomK1fPc4sOsf745XznvZx19GxYmT6N/WlTw9usKx0X5/d3+dpYQgghhBBW52Bnw6yhLfhg1XFWHY6jU20f+jYJILSmd6lMj78babkRQgghRJkns6WEEEIIcc+S5EYIIYQQFYokN0IIIYSoUCS5EUIIIUSFIsmNEEIIISoUSW6EEEIIUaFIciOEEEKICkWSGyGEEEJUKJLcCCGEEKJCkeRGCCGEEBWKJDdCCCGEqFAkuRFCCCFEhSLJjRBCCCEqFEluhBBCCFGh2Fo7gNKmKAqgbp0uhBBCiPLhxu/tG7/HC3PPJTepqakABAYGWjkSIYQQQhRXamoq7u7uhd6jUYqSAlUgBoOB2NhYXF1d0Wg0JpeTkpJCYGAgFy5cwM3NzYwRioLI8y498qxLjzzr0iPPuvRY6lkrikJqaioBAQFotYWPqrnnWm60Wi1Vq1Y1W3lubm7yF6UUyfMuPfKsS48869Ijz7r0WOJZ363F5gYZUCyEEEKICkWSGyGEEEJUKJLcmMje3p5JkyZhb29v7VDuCfK8S48869Ijz7r0yLMuPWXhWd9zA4qFEEIIUbFJy40QQgghKhRJboQQQghRoUhyI4QQQogKRZIbIYQQQlQoktyY6OuvvyYoKAgHBwfatGnD3r17rR1SuTdlyhRatWqFq6srvr6+9O/fn8jIyHz3ZGVlMX78eLy9vXFxcWHQoEFcvnzZShFXHB9//DEajYYXX3zReE6etflcunSJoUOH4u3tjaOjI40aNWL//v3G64qiMHHiRPz9/XF0dCQsLIzTp09bMeLySa/X884771CjRg0cHR2pWbMm77//fr69iORZm+aff/6hb9++BAQEoNFoWLlyZb7rRXmuiYmJPP7447i5ueHh4cETTzxBWlqaZQJWRLEtXrxY0el0yty5c5Vjx44pY8eOVTw8PJTLly9bO7RyrUePHsqPP/6oHD16VAkPD1d69+6tVKtWTUlLSzPe8/TTTyuBgYHKxo0blf379ytt27ZV2rVrZ8Woy7+9e/cqQUFBSuPGjZUXXnjBeF6etXkkJiYq1atXV0aOHKns2bNHOXPmjLJ27VolKirKeM/HH3+suLu7KytXrlQiIiKUBx98UKlRo4aSmZlpxcjLnw8//FDx9vZW/vrrL+Xs2bPK0qVLFRcXF+XLL7803iPP2jSrV69W3nrrLWX58uUKoKxYsSLf9aI81549eypNmjRRdu/erWzbtk0JCQlRhgwZYpF4JbkxQevWrZXx48cb3+v1eiUgIECZMmWKFaOqeBISEhRA2bp1q6IoipKUlKTY2dkpS5cuNd5z4sQJBVB27dplrTDLtdTUVKVWrVrK+vXrlU6dOhmTG3nW5vP6668rHTp0uON1g8GgVK5cWfnss8+M55KSkhR7e3tl0aJFpRFihfHAAw8oo0ePzndu4MCByuOPP64oijxrc/lvclOU53r8+HEFUPbt22e85++//1Y0Go1y6dIls8co3VLFlJOTw4EDBwgLCzOe02q1hIWFsWvXLitGVvEkJycD4OXlBcCBAwfIzc3N9+zr1q1LtWrV5NmbaPz48TzwwAP5ninIszanP/74g5YtW/Lwww/j6+tLs2bNmDNnjvH62bNniY+Pz/es3d3dadOmjTzrYmrXrh0bN27k1KlTAERERLB9+3Z69eoFyLO2lKI81127duHh4UHLli2N94SFhaHVatmzZ4/ZY7rnNs4sqatXr6LX6/Hz88t33s/Pj5MnT1opqorHYDDw4osv0r59exo2bAhAfHw8Op0ODw+PfPf6+fkRHx9vhSjLt8WLF3Pw4EH27dt32zV51uZz5swZvv32WyZMmMD//vc/9u3bx/PPP49Op2PEiBHG51nQvynyrIvnjTfeICUlhbp162JjY4Ner+fDDz/k8ccfB5BnbSFFea7x8fH4+vrmu25ra4uXl5dFnr0kN6JMGj9+PEePHmX79u3WDqVCunDhAi+88ALr16/HwcHB2uFUaAaDgZYtW/LRRx8B0KxZM44ePcqsWbMYMWKElaOrWH799VcWLlzIL7/8QoMGDQgPD+fFF18kICBAnvU9RrqliqlSpUrY2NjcNmvk8uXLVK5c2UpRVSzPPvssf/31F5s3b6Zq1arG85UrVyYnJ4ekpKR898uzL74DBw6QkJBA8+bNsbW1xdbWlq1btzJjxgxsbW3x8/OTZ20m/v7+1K9fP9+5evXqERMTA2B8nvJvSsm9+uqrvPHGGzz66KM0atSIYcOG8dJLLzFlyhRAnrWlFOW5Vq5cmYSEhHzX8/LySExMtMizl+SmmHQ6HS1atGDjxo3GcwaDgY0bNxIaGmrFyMo/RVF49tlnWbFiBZs2baJGjRr5rrdo0QI7O7t8zz4yMpKYmBh59sXUrVs3jhw5Qnh4uPHVsmVLHn/8ceOxPGvzaN++/W1LGpw6dYrq1asDUKNGDSpXrpzvWaekpLBnzx551sWUkZGBVpv/15qNjQ0GgwGQZ20pRXmuoaGhJCUlceDAAeM9mzZtwmAw0KZNG/MHZfYhyveAxYsXK/b29sq8efOU48ePK08++aTi4eGhxMfHWzu0cm3cuHGKu7u7smXLFiUuLs74ysjIMN7z9NNPK9WqVVM2bdqk7N+/XwkNDVVCQ0OtGHXFcetsKUWRZ20ue/fuVWxtbZUPP/xQOX36tLJw4ULFyclJ+fnnn433fPzxx4qHh4fy+++/K4cPH1b69esn05NNMGLECKVKlSrGqeDLly9XKlWqpLz22mvGe+RZmyY1NVU5dOiQcujQIQVQPv/8c+XQoUPK+fPnFUUp2nPt2bOn0qxZM2XPnj3K9u3blVq1aslU8LLmq6++UqpVq6bodDqldevWyu7du60dUrkHFPj68ccfjfdkZmYqzzzzjOLp6ak4OTkpAwYMUOLi4qwXdAXy3+RGnrX5/Pnnn0rDhg0Ve3t7pW7dusp3332X77rBYFDeeecdxc/PT7G3t1e6deumREZGWina8islJUV54YUXlGrVqikODg5KcHCw8tZbbynZ2dnGe+RZm2bz5s0F/vs8YsQIRVGK9lyvXbumDBkyRHFxcVHc3NyUUaNGKampqRaJV6MotyzdKIQQQghRzsmYGyGEEEJUKJLcCCGEEKJCkeRGCCGEEBWKJDdCCCGEqFAkuRFCCCFEhSLJjRBCCCEqFEluhBBCCFGhSHIjhBBCiApFkhshxD1ny5YtaDSa2zYGFUJUDJLcCCGEEKJCkeRGCCGEEBWKJDdCiFJnMBiYMmUKNWrUwNHRkSZNmvDbb78BN7uMVq1aRePGjXFwcKBt27YcPXo0XxnLli2jQYMG2NvbExQUxLRp0/Jdz87O5vXXXycwMBB7e3tCQkL44Ycf8t1z4MABWrZsiZOTE+3atSMyMtJ4LSIigi5duuDq6oqbmxstWrRg//79FnoiQghzkuRGCFHqpkyZwvz585k1axbHjh3jpZdeYujQoWzdutV4z6uvvsq0adPYt28fPj4+9O3bl9zcXEBNSh555BEeffRRjhw5wrvvvss777zDvHnzjJ8fPnw4ixYtYsaMGZw4cYLZs2fj4uKSL4633nqLadOmsX//fmxtbRk9erTx2uOPP07VqlXZt28fBw4c4I033sDOzs6yD0YIYR4W2WtcCCHuICsrS3FyclJ27tyZ7/wTTzyhDBkyRNm8ebMCKIsXLzZeu3btmuLo6KgsWbJEURRFeeyxx5Tu3bvn+/yrr76q1K9fX1EURYmMjFQAZf369QXGcKOODRs2GM+tWrVKAZTMzExFURTF1dVVmTdvXsm/sBCi1EnLjRCiVEVFRZGRkUH37t1xcXExvubPn090dLTxvtDQUOOxl5cXderU4cSJEwCcOHGC9u3b5yu3ffv2nD59Gr1eT3h4ODY2NnTq1KnQWBo3bmw89vf3ByAhIQGACRMmMGbMGMLCwvj444/zxSaEKNskuRFClKq0tDQAVq1aRXh4uPF1/Phx47ibknJ0dCzSfbd2M2k0GkAdDwTw7rvvcuzYMR544AE2bdpE/fr1WbFihVniE0JYliQ3QohSVb9+fezt7YmJiSEkJCTfKzAw0Hjf7t27jcfXr1/n1KlT1KtXD4B69eqxY8eOfOXu2LGD2rVrY2NjQ6NGjTAYDPnG8Jiidu3avPTSS6xbt46BAwfy448/lqg8IUTpsLV2AEKIe4urqyuvvPIKL730EgaDgQ4dOpCcnMyOHTtwc3OjevXqALz33nt4e3vj5+fHW2+9RaVKlejfvz8AL7/8Mq1ateL9999n8ODB7Nq1i5kzZ/LNN98AEBQUxIgRIxg9ejQzZsygSZMmnD9/noSEBB555JG7xpiZmcmrr77KQw89RI0aNbh48SL79u1j0KBBFnsuQggzsvagHyHEvcdgMCjTp09X6tSpo9jZ2Sk+Pj5Kjx49lK1btxoH+/75559KgwYNFJ1Op7Ru3VqJiIjIV8Zvv/2m1K9fX7Gzs1OqVaumfPbZZ/muZ2ZmKi+99JLi7++v6HQ6JSQkRJk7d66iKDcHFF+/ft14/6FDhxRAOXv2rJKdna08+uijSmBgoKLT6ZSAgADl2WefNQ42FkKUbRpFURQr51dCCGG0ZcsWunTpwvXr1/Hw8LB2OEKIckjG3AghhBCiQpHkRgghhBAVinRLCSGEEKJCkZYbIYQQQlQoktwIIYQQokKR5EYIIYQQFYokN0IIIYSoUCS5EUIIIUSFIsmNEEIIISoUSW6EEEIIUaFIciOEEEKICuX/5ZnAZB+eCuYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_history(hist,key):\n", + " epochs = list(range(1,len(hist[key])+1))\n", + " plt.figure()\n", + " plt.plot(epochs,hist[key] ,label=key)\n", + " plt.plot(epochs,hist[\"val_\"+key],label=\"val_\"+key)\n", + " plt.legend()\n", + " plt.xlabel(\"epochs\")\n", + " plt.ylabel(key)\n", + " plt.show()\n", + "\n", + "plot_history(history.history,\"loss\")\n", + "plot_history(history.history,\"acc\")\n", + "plot_history(history.history,\"euclidean_distance\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, "id": "ba282280", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -715,13 +770,13 @@ }, { "cell_type": "code", - "execution_count": 243, + "execution_count": 54, "id": "9d613e0b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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WxS9/+cuIWH1b6hdffDH69OkTS5YsiW+++Sa++eabWLBgQXTv3j1mzJgRc+fOLfc+n3322ahYsWKce+65We0XXnhhpJRi3LhxERGx9957R82aNTO3hp40aVLm0Ttvv/12LFu2LFJK8corr2SuEC7Lc889F5UrV44zzjgj01ahQoV13qVo7bvEjhkzJurUqROHHnpo5hx88803UVBQEDVr1sw8queFF16IRYsWxUknnZS1XMWKFWP//fcv9ZE+Z555Ztbrjh07xmeffbbOY4pYfSV6vXr1SrRXq1Yt8/9//PHHWLBgQbRo0SLq1q0bb7/9dua9Rx55JH72s5+VeqfhtR+huikqVqyYubKlqKgovv3221i1alXsu+++Wf3ZUEcddVQ0adIk83q//faL/fffP5599tkSy27s5zlhwoRYuXJl/OpXv8o6J0OGDCmzX8WfyTfffLPRxwYAQOmKiori8ccfj169esW+++5b4v3iMVt+fn5UqLC69CssLIwFCxZEzZo1Y/fdd88agz777LPRqFGjOO644zJt1atXz9wptdi7774bM2bMiJNPPjkWLFiQGT8uXbo0unTpEi+//HK5HlFalkqVKsWgQYMyr6tUqRKDBg2KefPmxVtvvbXR2y1W3vFvWcqqPco71n/kkUciLy8vhg4dWmIbm7P2iMiuhxYvXhzffPNNdOrUKT777LNYvHjxRm2zcePGWXVT7dq1o2/fvvHOO+/Ev/71r6xlzzjjjKhYsWLmdXlrxK+++irefffd6NevX9SpUyez/qGHHhqtWrUqtV9qDwCArae8tUmxgQMHZrV17NgxCgsLY86cOZm2NceyxfMxHTt2jGXLlsX06dOztpefnx+nnnrqBvd7Y8erG6Ju3bqxdOnSeOGFF8pcZsyYMdGxY8eoV69e1n67du0ahYWFJR4bujbzI+ZHAABYv81dtxSPEYcMGZKZg4lYXWfUrl07nnnmmYiIeOedd2LWrFkxZMiQzB1H195n8W/i/fv3j2222Sbz/l577RWHHnpoqWPbNW1I/VSaMWPGxB577BEtW7bMGhcfcsghEREbPW9S3vmpRx55JOrXrx+/+tWvSmxjS86bLFy4MBYvXhwdO3bcpJqkXbt2UVBQkHm90047xZFHHhnjx4+PwsLCrGXXzsU9+uijUVRUFH369Mk699tvv33suuuumXP/5ptvxrx58+LMM8/MuqNy//79s+ZR1qQm2TSVtnYHfipatmwZP//5z+OBBx6IAQMGRETEAw88EAcccEC0aNEiIiI+/fTTSCnF5ZdfHpdffnmp25k3b15W8b4uc+bMicaNG0etWrWy2vfYY4/M+xGrf2ho165dTJo0KSJWh2o7duwYHTp0iMLCwvjHP/4R2223XXz77bfrDdXOmTMnGjVqlHmsTbHiY1xbpUqVSjxec8aMGbF48eJo2LBhqevMmzcvs1xEZP7Irm3tW0tXrVq1xKNg69WrFwsXLizjaLKl//+22Gtavnx5XHfddTFq1KiYO3du1jJrTiLPnDkzjj322HLtZ1Pdd999cdNNN8X06dPjxx9/zLQ3a9Zso7e56667lmjbbbfd4uGHH85q25TPs/j7uPa+GjRoUOp/HCP+7zPZ3P+RAwAgYv78+fHdd9+t91H3RUVFceutt8btt98es2bNyirgt91228z/nzNnTrRo0aLE2G333XfPel08zu/Xr1+Z+1y8eHGZY8T1ady4cdSoUSOrbbfddouIiNmzZ8cBBxywUdstVt7x77qUVntElG+sP3PmzGjcuHHWD2NbyuTJk2Po0KExZcqUWLZsWdZ7ixcvLvOHlnUp7Tuy5uez/fbbZ9rXrnHKWyOWVXtERIkf24qpPQAAtp7y1ibFdtppp6zXxbXDmnMBH3zwQfy///f/4sUXX4zvvvsua/m1LxBr0qRJ1qRieW3seHVDDB48OB5++OE47LDDokmTJtGtW7fo06dP9OjRI2u/7733Xon5kWIbW6OYHzE/AgDA/9ncdUvxGHHtOZQqVarELrvsknl/5syZERHr3G9Z24pYnSEbP358LF26tMTcSbENqZ9KM2PGjPjoo482e01S3vmpmTNnxu677x6VKm35GOPTTz8dV199dbz77ruxYsWKTPumjNvLqkmWLVsW8+fPX++8SUqp1G1ERFSuXDkiyq5JKleuHLvsskup66pJNo1Q7Rr69u0b5513XnzxxRexYsWK+Mc//hG33XZb5v3iuy1ddNFF0b1791K3UVY4dVN16NAhrrnmmvjhhx9i0qRJcdlll0XdunWjTZs2MWnSpNhuu+0iItYbqt1Qa141UKyoqCgaNmwYDzzwQKnrFP+RLT5fo0ePzvoDUWztP4ZrXhG+obbddttSw7e/+tWvYtSoUTFkyJBo165d1KlTJ/Ly8uLEE0/cpLtnra2sP0CFhYVZx3X//fdH//7946ijjoqLL744GjZsGBUrVozrrrsu8x/SLWlTPs+NUfyZ1K9ff6O3AQDAprn22mvj8ssvj9NOOy2uuuqq2GabbaJChQoxZMiQjRoTF69zww03RNu2bUtdpmbNmpvS5Y2Sl5dX6o82a18FvKnj37Jqj3/XWH9dtceaZs6cGV26dImWLVvGzTffHDvuuGNUqVIlnn322bjllls2az1UljWv+I7Y8BpxQ6g9AAD+c5Q1F1A8nl+0aFF06tQpateuHVdeeWU0b948qlatGm+//Xb8+te/LjGWXXvcWV6bMl4tb/3RsGHDePfdd2P8+PExbty4GDduXIwaNSr69u0b9913X2a/hx56aFxyySWl9rP4IraymB8pH/MjAABsiPXVLT8VG1o/laaoqCj23HPPuPnmm0t9f8cdd1zn+mXVJJt7fqos5a3PJk2aFL17946DDjoobr/99mjUqFFUrlw5Ro0aFX/5y182W3/WpbQ6NC8vL8aNG1fqd25T5tvUJJtGqHYNJ554YlxwwQXx4IMPxvLly6Ny5cpxwgknZN4vTnZXrlw5unbtusn7a9q0aUyYMCGWLFmSdbfa4ltvN23aNNPWsWPHWLlyZTz44IMxd+7cTHj2oIMOyoRqd9ttt0y4dl37nDhxYixbtizrbrWffvppufvdvHnzmDBhQrRv336dP1Y1b948Ilb/aLQ5zte6tGzZMmbNmlWifezYsdGvX7+46aabMm0//PBDLFq0qERfp02bts59rCu5X69evRLbjFh9pcCaVwSMHTs2dtlll3j00Ueztlfao183RPEV9Gv65JNPYuedd17vuuX9PIu/jzNmzMg6pvnz55d5N+FZs2ZF/fr1N+mHJwAAStegQYOoXbv2esexY8eOjYMPPjjuvvvurPZFixZlFdJNmzaNadOmRUopa6z68ccfZ61XPM6vXbv2esf5G3P165dfflniiutPPvkkImKd49t69erFZ599VqJ9zUfIRpR//FuWli1bxgMPPFDiTq/lHes3b948xo8fH99+++0671Zb1rlbV+2xpqeeeipWrFgRTz75ZNYV9RvzyNo1FT/BZc3+lefziSh/jbhm7bG2tb+PxYrrweInvwAA8O9T3tqkvP7+97/HggUL4tFHH42DDjoo017aHMC6bGg9siFzGuWtPyJW36mqV69e0atXrygqKorBgwfHnXfeGZdffnm0aNEimjdvHt9///1Gz6OYHzE/AgDA+m3uuqV4jPjxxx9njRFXrlwZs2bNyozvi+uMadOmlTnmX3Nba5s+fXrUr1+/zLvUbkj9VNa4vnnz5jF16tTo0qXLRs3rtGzZMh555JES7eWdn2revHm89tpr8eOPP2buzFrevkeUvz575JFHomrVqjF+/PjIz8/PtI8aNarMbZdHWTVJ9erV11sPNG/ePFJK0axZs3VeULlmTbLm01V+/PHHmDVrVvzsZz8rsc6sWbOiQoUK671Qk9JVWP8iuaN+/fpx2GGHxf333x8PPPBA9OjRI+sfccOGDaNz585x5513xldffVVi/fnz52/Q/g4//PAoLCzMuhtuRMQtt9wSeXl5cdhhh2Xa9t9//6hcuXJcf/31sc0220Tr1q0jYnXY9h//+Ee89NJL5bpLbffu3ePHH3+MP/7xj5m2oqKi+MMf/lDufvfp0ycKCwvjqquuKvHeqlWrMj+edO/ePWrXrh3XXntt1mN8im3o+VqXdu3axbRp07JuzR2x+sqRta9GGDFiRImrEY499tiYOnVqPPbYYyW2Xbx+8X+gSvtxqHnz5vGPf/wjVq5cmWl7+umn45///GeJ/qy5zYiI1157LaZMmbK+Q1ynxx9/PObOnZt5/frrr8drr72W9R0qS3k/z65du0blypVjxIgRWf0fPnx4mdt+6623ol27duU/EAAAyq1ChQpx1FFHxVNPPRVvvvlmifeLx2yljYnHjBmTNX6MWF2ffPnllzF27NhM27Jly+Kuu+7KWq6goCCaN28eN954Y3z//fcl9rvmOH9dY+iyrFq1Ku68887M65UrV8add94ZDRo0iIKCgjLXa968eUyfPj1r/1OnTo3JkydnLVfe8W9Z2rVrFymleOutt7LayzvWP/bYYyOlFMOGDSux7TXXrVGjRpm1x+LFi+O9997LtH311VclapnS+rN48eJN/nHoyy+/zNrXd999F3/+85+jbdu2pd7Na03lrREbNWoUbdu2jfvuuy/r0VQvvPBCfPjhh6Vu+6233oo6depkamUAAP59ylublFdpY9mVK1fG7bffvkHbKWtMXZYNmdMob/2xYMGCrNcVKlSIvfbaKyIiM5/Rp0+fmDJlSowfP77EPhctWhSrVq1aZ7/Nj5gfAQBg/TZ33dK1a9eoUqVK/O///m/WunfffXcsXrw4evbsGRER++yzTzRr1iyGDx9eYjxdvN6av4mvucy0adPi+eefj8MPP7zMfmxI/VSjRo2s39yL9enTJ+bOnZuVJSu2fPnyWLp0aZn7j1hdkyxcuLBEsLW881PHHntsfPPNNyXyc2seV/GNI8uqScpTn1WsWDHy8vKyaqLZs2fH448/vs7jW58pU6bE22+/nXn9z3/+M5544ono1q3bep/afswxx0TFihVj2LBhJc5VSilTU+67777RoEGDuOOOO7Jqr3vvvbfMuvett96K1q1bZ90ghvJzp9q19O3bN4477riIiFKL6D/84Q/RoUOH2HPPPeOMM86IXXbZJb7++uuYMmVKfPHFFzF16tRy76tXr15x8MEHx2WXXRazZ8+On/3sZ/H888/HE088EUOGDMlcrRCx+o9DQUFB/OMf/4hevXplEvgHHXRQLF26NJYuXVquUO1RRx0V++23X1x44YXx6aefRsuWLePJJ5+Mb7/9NiLKd+V2p06dYtCgQXHdddfFu+++G926dYvKlSvHjBkzYsyYMXHrrbfGcccdF7Vr146RI0fGKaecEvvss0+ceOKJ0aBBg/j888/jmWeeifbt25f6B3FjHHnkkXHVVVfFSy+9FN26dcu0H3HEETF69OioU6dOtGrVKqZMmRITJkyIbbfdNmv9iy++OMaOHRvHH398nHbaaVFQUBDffvttPPnkk3HHHXfEz372s2jevHnUrVs37rjjjqhVq1bUqFEj9t9//2jWrFmcfvrpMXbs2OjRo0f06dMnZs6cGffff3/WZ1jcn0cffTSOPvro6NmzZ8yaNSvuuOOOaNWqVamBhLXl5eVFp06d4u9//3tWe4sWLaJDhw5x1llnxYoVK2L48OGx7bbblvm4qDWV9/Ns0KBBXHTRRXHdddfFEUccEYcffni88847MW7cuFJvFT5v3rx477334uyzz15vHwAA2DjXXnttPP/889GpU6cYOHBg7LHHHvHVV1/FmDFj4pVXXom6devGEUccEVdeeWWceuqpceCBB8b7778fDzzwQNaV0xERZ5xxRtx2223Rt2/feOutt6JRo0YxevTorCdcRKz+4elPf/pTHHbYYdG6des49dRTo0mTJjF37tyYOHFi1K5dO5566qmIiEwI9rLLLosTTzwxKleuHL169SrziuqIiMaNG8f1118fs2fPjt122y0eeuihePfdd+Ouu+4q8wrliIjTTjstbr755ujevXsMGDAg5s2bF3fccUe0bt06vvvuu8xy5R3/lqVDhw6x7bbbxoQJE7KuBi7vWP/ggw+OU045Jf73f/83ZsyYET169IiioqKYNGlSHHzwwXHOOedkzt2ECRPi5ptvjsaNG0ezZs1i//33jxNPPDF+/etfx9FHHx3nnntuLFu2LEaOHBm77bZb1o823bp1y9wRa9CgQfH999/HH//4x2jYsGGpF4murXPnzvHSSy+V+BFnt912iwEDBsQbb7wR2223Xdxzzz3x9ddflyusuyE14nXXXRc9e/aMDh06xGmnnRbffvttjBgxIlq3bl1q7fTCCy9k1coAAPx7lac2Ka8DDzww6tWrF/369Ytzzz038vLyYvTo0Rs8yV1QUBAjR46Mq6++Olq0aBENGzbMGsOvbUPGq+WtP04//fT49ttv45BDDokddtgh5syZEyNGjIi2bdtmnrJw8cUXx5NPPhlHHHFE9O/fPwoKCmLp0qXx/vvvx9ixY2P27NnrfFyn+RHzIwAAlM/mrFsaNGgQl156aQwbNix69OgRvXv3jo8//jhuv/32+PnPfx6//OUvI2L1nMrIkSOjV69e0bZt2zj11FOjUaNGMX369Pjggw8yF9fdcMMNcdhhh0W7du1iwIABsXz58hgxYkTUqVMnrrjiijL7sSH1U0FBQTz00ENxwQUXxM9//vOoWbNm9OrVK0455ZR4+OGH48wzz4yJEydG+/bto7CwMKZPnx4PP/xwjB8/Pvbdd98y+9CzZ8+oVKlSTJgwIQYOHJhpL+/8VN++fePPf/5zXHDBBfH6669Hx44dY+nSpTFhwoQYPHhwHHnkkVGtWrVo1apVPPTQQ7HbbrvFNttsE23atIk2bdqUuz7r2bNn3HzzzdGjR484+eSTY968efGHP/whWrRokXUjk7IUPw1j9uzZWe1t2rSJ7t27x7nnnhv5+fmZQHNpN1dZW/PmzePqq6+OSy+9NGbPnh1HHXVU1KpVK2bNmhWPPfZYDBw4MC666KKoXLlyXH311TFo0KA45JBD4oQTTohZs2bFqFGjSpzPiNV3sH3ppZdi8ODB6+0DZUhkWbFiRapXr16qU6dOWr58eanLzJw5M/Xt2zdtv/32qXLlyqlJkybpiCOOSGPHjs0sM3HixBQRaeLEiZm2fv36paZNm2Zta8mSJen8889PjRs3TpUrV0677rpruuGGG1JRUVGJ/V588cUpItL111+f1d6iRYsUEWnmzJnlOsb58+enk08+OdWqVSvVqVMn9e/fP02ePDlFRPrrX/+a1d8aNWqUuZ277rorFRQUpGrVqqVatWqlPffcM11yySXpyy+/zFpu4sSJqXv37qlOnTqpatWqqXnz5ql///7pzTffXO++hg4dmsr7Nd1rr73SgAEDstoWLlyYTj311FS/fv1Us2bN1L179zR9+vTUtGnT1K9fv6xlFyxYkM4555zUpEmTVKVKlbTDDjukfv36pW+++SazzBNPPJFatWqVKlWqlCIijRo1KvPeTTfdlJo0aZLy8/NT+/bt05tvvpk6deqUOnXqlFmmqKgoXXvttalp06YpPz8/7b333unpp58u9bsREWno0KGZ10uWLEkRkU488cRM26xZs1JEpBtuuCHddNNNaccdd0z5+fmpY8eOaerUqVnb2xyfZ2FhYRo2bFhq1KhRqlatWurcuXOaNm1aqedz5MiRqXr16um7774rc58AAGy6OXPmpL59+6YGDRqk/Pz8tMsuu6Szzz47rVixIqWU0g8//JAuvPDCzBiuffv2acqUKSXGqsXb6t27d6pevXqqX79+Ou+889Jzzz1XorZJKaV33nknHXPMMWnbbbdN+fn5qWnTpqlPnz7pb3/7W9ZyV111VWrSpEmqUKFCiog0a9asMo+lU6dOqXXr1unNN99M7dq1S1WrVk1NmzZNt912W9ZyxePgNcfjKaV0//33p1122SVVqVIltW3bNo0fP77UsXZK5a9nSnPuueemFi1aZLVtyFh/1apV6YYbbkgtW7ZMVapUSQ0aNEiHHXZYeuuttzLLTJ8+PR100EGpWrVqKSKyxtvPP/98atOmTapSpUrafffd0/33319q7fTkk0+mvfbaK1WtWjXtvPPO6frrr0/33HNPic+htO9CQUFB2n777bPamjZtmnr27JnGjx+f9tprr5Sfn59atmyZxowZk7XcqFGjUkSkN954o9TzV54aMaWUHnnkkbTHHnuk/Pz81KpVq/Too4+Wej4/+uijFBFpwoQJpe4PAIB/j/XVJmWNE0ubT5k8eXI64IADUrVq1VLjxo3TJZdcksaPH19iueIaojT/+te/Us+ePVOtWrVSRGTGvJtrvFqe+mPs2LGpW7duqWHDhqlKlSppp512SoMGDUpfffVV1raWLFmSLr300tSiRYtUpUqVVL9+/XTggQemG2+8Ma1cuXJdpz2lZH7E/AgAAOW1OeuWlFK67bbbUsuWLVPlypXTdtttl84666y0cOHCEvt95ZVX0qGHHppq1aqVatSokfbaa680YsSIrGUmTJiQ2rdvn6pVq5Zq166devXqlT788MOsZYr7t+Zv/OWtn77//vt08sknp7p166aIyBqHr1y5Ml1//fWpdevWKT8/P9WrVy8VFBSkYcOGpcWLF6/3vPbu3Tt16dIlq21D5qeWLVuWLrvsstSsWbNUuXLltP3226fjjjsuKwv36quvpoKCglSlSpUSNUN554fuvvvutOuuu2bmN0aNGlXq/Epp4/z69eunAw44IKstItLZZ5+d7r///sx299577xLfk+J9zJ8/v9Tz98gjj6QOHTqkGjVqpBo1aqSWLVums88+O3388cdZy91+++2pWbNmKT8/P+27777p5ZdfLvV8jhs3LkVEmjFjRqn7Y/3yUtrAS3v/y61atSoaN24cvXr1irvvvntrd+ff5vHHH4+jjz46XnnllWjfvv3W7s5GGT16dJx99tnx+eefb9DVI/8pnn322TjiiCNi6tSpseeee0bE6qsfmjVrFjfccENcdNFFW7mH2fbee+/o3Llz3HLLLVu7KwAAsFl99tln0bJlyxg3blx06dJla3dns1uyZElss802MXz48Kw7K+28887Rpk2bePrpp7di70oaMmRIvPzyy/HWW2+5Uy0AADnJ/Ij5EQAA2JomTZoUnTt3junTp8euu+66tbuz2X344YfRunXrePrpp6Nnz56Z9ry8vDj77LM325PaN5ejjjoq8vLy4rHHHtvaXfmPVWFrd+Cn5vHHH4/58+dH3759t3ZXtpjly5dnvS4sLIwRI0ZE7dq1Y5999tlKvdp0v/jFL2KnnXaKP/zhD1u7K1vExIkT48QTT8z8YPRT9txzz8WMGTPi0ksv3dpdAQCAzW6XXXaJAQMGxP/8z/9s7a5sES+//HI0adIkzjjjjK3dlfVasGBB/OlPf4qrr75aoBYAgJxlfuSnw/wIAAC5qGPHjtGtW7f4/e9/v7W7skVMnDgx2rVrlxWo/an66KOP4umnn46rrrpqa3flP5o71f7/XnvttXjvvffiqquuivr168fbb7+9tbu0xZx++umxfPnyaNeuXaxYsSIeffTRePXVV+Paa69V5P+H+SlfiQ0AAPx3+aneqRYAAMg95kcAAICt7ad6p1o2XaWt3YGfipEjR8b9998fbdu2jXvvvXdrd2eLOuSQQ+Kmm26Kp59+On744Ydo0aJFjBgxIs4555yt3TUAAAAAAAAAAACArcKdagEAAAAAAAAAAADIeRW2dgcAAAAAAAAAAAAAYGsTqgUAAAAAAAAAAAAg5wnVAgAAAAAAAAAAAJDzKpV3wT++XbAl+wEbZE5eja3dBci4eu+Xt3YXACAn9R9139buAmR8tbLx1u4CZIwfdOjW7gIA5JwrIm9rdwEyJi6svLW7ABk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"text/plain": [ "
" ] @@ -755,13 +810,13 @@ }, { "cell_type": "code", - "execution_count": 251, + "execution_count": 58, "id": "09d48601", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "
" ] @@ -776,7 +831,7 @@ " colors=(model.predict(test_data,verbose=0) * 255.0).astype(\"uint8\")\n", " \n", " for idx in range(len(names)):\n", - " plot_one_example(names[idx],colors[idx])\n", + " plot_single_example(names[idx],colors[idx])\n", " plt.show()\n", "\n", "test_predict_show([\"red\"])" @@ -784,13 +839,13 @@ }, { "cell_type": "code", - "execution_count": 254, + "execution_count": 59, "id": "efce0745", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -800,7 +855,7 @@ }, { "data": { - "image/png": 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" ] @@ -810,7 +865,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -825,13 +880,13 @@ }, { "cell_type": "code", - "execution_count": 255, + "execution_count": 60, "id": "c75af18f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -841,7 +896,7 @@ }, { "data": { - "image/png": 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" ] @@ -866,13 +921,13 @@ }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 61, "id": "af8b9d3e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -882,7 +937,7 @@ }, { "data": { - "image/png": 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" ] @@ -892,7 +947,7 @@ }, { "data": { - "image/png": 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" ] @@ -902,7 +957,7 @@ }, { "data": { - "image/png": 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" ] @@ -915,6 +970,57 @@ "test_predict_show([\"light green\",\"green\",\"dark green\",\"royal green\"])" ] }, + { + "cell_type": "code", + "execution_count": 62, + "id": "f1ef8ffd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
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