From ddadeddf9f629f54048a95f30ab09583213299c2 Mon Sep 17 00:00:00 2001 From: Prabal Mukherjee Date: Tue, 2 Apr 2024 11:05:12 -0400 Subject: [PATCH 1/3] Fix functional api, multiple output should have array of loss function names, same size of output --- 10_neural_nets_with_keras.ipynb | 1215 +++++++++++++++++++++---------- 1 file changed, 821 insertions(+), 394 deletions(-) diff --git a/10_neural_nets_with_keras.ipynb b/10_neural_nets_with_keras.ipynb index 12860bf7d..1d3ab46af 100644 --- a/10_neural_nets_with_keras.ipynb +++ b/10_neural_nets_with_keras.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 83, "metadata": {}, "outputs": [ { @@ -179,7 +179,7 @@ "array([ True, False])" ] }, - "execution_count": 7, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -221,19 +221,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 85, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -277,19 +275,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 86, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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"execution_count": 15, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -486,7 +482,7 @@ "(55000, 28, 28)" ] }, - "execution_count": 15, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -504,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -513,7 +509,7 @@ "dtype('uint8')" ] }, - "execution_count": 16, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -531,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -548,19 +544,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 94, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -581,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -590,7 +584,7 @@ "array([9, 0, 0, ..., 9, 0, 2], dtype=uint8)" ] }, - "execution_count": 19, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -608,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -625,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -634,7 +628,7 @@ "'Ankle boot'" ] }, - "execution_count": 21, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -652,19 +646,17 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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Model: \"sequential\"\n",
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+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ flatten (Flatten)               │ (None, 784)            │             0 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense (Dense)                   │ (None, 300)            │       235,500 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_1 (Dense)                 │ (None, 100)            │        30,100 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_2 (Dense)                 │ (None, 10)             │         1,010 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
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 Total params: 266,610 (1.02 MB)\n",
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 Trainable params: 266,610 (1.02 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m266,610\u001b[0m (1.02 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
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\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -762,19 +834,15 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 102, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "You must install pydot (`pip install pydot`) for `plot_model` to work.\n" + ] } ], "source": [ @@ -784,19 +852,19 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ]" ] }, - "execution_count": 27, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -807,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -816,7 +884,7 @@ "'dense'" ] }, - "execution_count": 28, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -828,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -837,7 +905,7 @@ "True" ] }, - "execution_count": 29, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -848,28 +916,28 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 0.02448617, -0.00877795, -0.02189048, ..., -0.02766046,\n", - " 0.03859074, -0.06889391],\n", - " [ 0.00476504, -0.03105379, -0.0586676 , ..., 0.00602964,\n", - " -0.02763776, -0.04165364],\n", - " [-0.06189284, -0.06901957, 0.07102345, ..., -0.04238207,\n", - " 0.07121518, -0.07331658],\n", + "array([[ 0.06161352, -0.0022641 , -0.07282164, ..., 0.03017893,\n", + " 0.06818552, 0.00657195],\n", + " [-0.00181478, -0.02133536, 0.0664815 , ..., -0.01240153,\n", + " -0.0581408 , 0.00686077],\n", + " [ 0.00776643, -0.04956678, -0.03251969, ..., -0.01648561,\n", + " 0.04375812, 0.04879281],\n", " ...,\n", - " [-0.03048757, 0.02155137, -0.05400612, ..., -0.00113463,\n", - " 0.00228987, 0.05581069],\n", - " [ 0.07061854, -0.06960931, 0.07038955, ..., -0.00384101,\n", - " 0.00034875, 0.02878492],\n", - " [-0.06022581, 0.01577859, -0.02585464, ..., -0.00527829,\n", - " 0.00272203, -0.06793761]], dtype=float32)" + " [-0.02119173, -0.01829546, -0.07032289, ..., -0.02150101,\n", + " 0.00229877, 0.04884535],\n", + " [-0.0639748 , -0.02787023, 0.06498305, ..., -0.00922731,\n", + " 0.00496379, 0.07121718],\n", + " [-0.04507423, -0.05886548, -0.06994516, ..., 0.05926581,\n", + " 0.04220726, -0.02414344]], dtype=float32)" ] }, - "execution_count": 30, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } @@ -881,7 +949,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -890,7 +958,7 @@ "(784, 300)" ] }, - "execution_count": 31, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" } @@ -901,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -927,7 +995,7 @@ " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)" ] }, - "execution_count": 32, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -938,7 +1006,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -947,7 +1015,7 @@ "(300,)" ] }, - "execution_count": 33, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" } @@ -965,7 +1033,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -983,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 111, "metadata": {}, "outputs": [], "source": [ @@ -995,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 112, "metadata": {}, "outputs": [ { @@ -1004,10 +1072,10 @@ "array([[1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0., 1., 0., 0., 0., 0.],\n", " [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n", - " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.]], dtype=float32)" + " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])" ] }, - "execution_count": 36, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } @@ -1026,16 +1094,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0, 5, 1, 0])" + "array([0, 5, 1, 0], dtype=int64)" ] }, - "execution_count": 37, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" } @@ -1060,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -1068,65 +1136,72 @@ "output_type": "stream", "text": [ "Epoch 1/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.7220 - sparse_categorical_accuracy: 0.7649 - val_loss: 0.4959 - val_sparse_categorical_accuracy: 0.8332\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 1ms/step - loss: 0.9894 - sparse_categorical_accuracy: 0.6818 - val_loss: 0.5047 - val_sparse_categorical_accuracy: 0.8276\n", "Epoch 2/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4825 - sparse_categorical_accuracy: 0.8332 - val_loss: 0.4567 - val_sparse_categorical_accuracy: 0.8384\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.5049 - sparse_categorical_accuracy: 0.8277 - val_loss: 0.4490 - val_sparse_categorical_accuracy: 0.8404\n", "Epoch 3/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4369 - sparse_categorical_accuracy: 0.8480 - val_loss: 0.4228 - val_sparse_categorical_accuracy: 0.8542\n", + "\u001b[1m1302/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.4531 - sparse_categorical_accuracy: 0.8434" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.4503 - sparse_categorical_accuracy: 0.8444 - val_loss: 0.4236 - val_sparse_categorical_accuracy: 0.8512\n", "Epoch 4/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4122 - sparse_categorical_accuracy: 0.8558 - val_loss: 0.3966 - val_sparse_categorical_accuracy: 0.8624\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.4199 - sparse_categorical_accuracy: 0.8549 - val_loss: 0.4075 - val_sparse_categorical_accuracy: 0.8558\n", "Epoch 5/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3910 - sparse_categorical_accuracy: 0.8631 - val_loss: 0.3890 - val_sparse_categorical_accuracy: 0.8632\n", + 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"\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2652 - sparse_categorical_accuracy: 0.9049 - val_loss: 0.3431 - val_sparse_categorical_accuracy: 0.8754\n", "Epoch 22/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2563 - sparse_categorical_accuracy: 0.9069 - val_loss: 0.3122 - val_sparse_categorical_accuracy: 0.8848\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2603 - sparse_categorical_accuracy: 0.9065 - val_loss: 0.3434 - val_sparse_categorical_accuracy: 0.8760\n", "Epoch 23/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2520 - sparse_categorical_accuracy: 0.9098 - val_loss: 0.3480 - val_sparse_categorical_accuracy: 0.8716\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2557 - 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[==============================] - 2s 1ms/step - loss: 0.2393 - sparse_categorical_accuracy: 0.9143 - val_loss: 0.3102 - val_sparse_categorical_accuracy: 0.8852\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2425 - sparse_categorical_accuracy: 0.9136 - val_loss: 0.3408 - val_sparse_categorical_accuracy: 0.8774\n", "Epoch 27/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2341 - sparse_categorical_accuracy: 0.9147 - val_loss: 0.3200 - val_sparse_categorical_accuracy: 0.8850\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2383 - sparse_categorical_accuracy: 0.9152 - val_loss: 0.3397 - val_sparse_categorical_accuracy: 0.8770\n", "Epoch 28/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2313 - sparse_categorical_accuracy: 0.9169 - val_loss: 0.3100 - val_sparse_categorical_accuracy: 0.8900\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2342 - sparse_categorical_accuracy: 0.9165 - val_loss: 0.3396 - val_sparse_categorical_accuracy: 0.8780\n", "Epoch 29/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2268 - sparse_categorical_accuracy: 0.9185 - val_loss: 0.3215 - val_sparse_categorical_accuracy: 0.8864\n", + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2301 - sparse_categorical_accuracy: 0.9177 - val_loss: 0.3413 - val_sparse_categorical_accuracy: 0.8768\n", "Epoch 30/30\n", - "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2235 - sparse_categorical_accuracy: 0.9200 - val_loss: 0.3056 - val_sparse_categorical_accuracy: 0.8894\n" + "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2262 - sparse_categorical_accuracy: 0.9196 - val_loss: 0.3415 - val_sparse_categorical_accuracy: 0.8778\n" ] } ], @@ -1137,16 +1212,16 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'verbose': 1, 'epochs': 30, 'steps': 1719}" + "{'verbose': 'auto', 'epochs': 30, 'steps': 1719}" ] }, - "execution_count": 39, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -1157,7 +1232,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 116, "metadata": {}, "outputs": [ { @@ -1174,19 +1249,17 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 117, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1204,19 +1277,38 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RootMeanSquaredError r--\n", + "loss r--.\n", + "val_RootMeanSquaredError b-\n", + "val_loss b-*\n" + ] + } + ], + "source": [ + "for key, style in zip(history.history, [\"r--\", \"r--.\", \"b-\", \"b-*\"]):\n", + " print(key, style)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, "metadata": {}, "outputs": [ { "data": { - "image/png": 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j7be7n27rmAMCsv8u3N32UvLrcvbrqeN13jcEb9M5xESppi4B8syrrFWJWpsiyYkTcOIED4+PZOrC6jw0XPHhyG3w1ltm2d69ppSptTm1W77cFAvuusv1/X18TPGnbVtTgv3gA9Ouunmz45R5zBhTvIuNNdW8AQHc958WfLK4Cnd3Oc2zr4WRgh/JZxJJ2fgnyWNfJSVVkewbRMqLL5Fcox7JyabK0rmga/HzMwXLzBLdjg2EbFxJ8E3XYrsue5XtlCma4cOVyxnxhQsZbTwrNxO3agtxV7cmvlpD4uLg3ntzr77KOiiRlZ4qVcwZc9my5qqdPXtM2v38TAH9ppvM2fX5845RBK3n1nTunDkjT0hwZGVEBFxzjen4XL68Y4qIcH1etqz5aKyzcetSU6vaNz3d7MO5c7XzdPCgufrojz8c6W7QALp3dx0JMCdxcaZEFxvr6PDcqpXZd7VqZnvnKSjItV0ya5rvuMPsd8sWk54tW0zegCnt1K1rOo03a2amr76Czz+HO+80lRt//22mXbvM4z//uKa3QgXTHH/qlDlua+Crbt1MJU21ankfL5i+Z5UrQ/Pm69m8uRVHjphLet1lbT9smDn2I0fMMfz2mynJrlljfspWJVCtWqYlpH178/juu6Zav317k6fLlpnvdFCQaS255RaTh+4cy+Wk2d1jvpz8upz9Xo7C2q9SaqPWumW2BTlF6CsxlbSScX5n45e17S+/mBLq6tVax8ZqvWGDObX96Set58zRv02fbtY7fVrr8eO1fvppcxrdo4cp5dlspqT36ada2+1agw4gKcdSQADnTfHsqqscM318zP6PHNH655+1Xr9e6z17tD571rVUaslSwjy76De9dKkpheRVAimKKSjIlDLyKqH6+BS8JFe5stb9+2s9dqzWU6dq/f33Wm/erPXx41qnpblmR2GUIC73bPxySgLeVnpJT9d6715TUTJ2rNa9e7uW/nKaypc3pepBg7R+6SWtZ80yX+MzZwonzZai/N9KTtb699+1njjR5EmFCnl/pxcu1Pr8+SJLTqEobv/zhQHYoHOIidJmXEjy7VWYU2eX5GQ4epSXx5RlzZpQXhqXzocRL5pTriNHTJfGAwdMI5XWpqiQpUfHESrxaORy5neHSmlJMHasYyi8tDTS09LZS01iLjYl5r9ViKnxGzFnokk+YYcsJTp/f2jSLIAHGm/m6sB91Js2iqtTt1LT7xC+nTqZxhenXi1HjkC/nq6dXRITYXNaOzYM28b6FUlsOFOLnTcHZm5TtaopBR054ig1tW1r2ugiI00JzN8/98fRo02Jwc/PZN9dd8ETT+RewrOm48dNKePIEVMq9PExpYROnczZbl5tPmFhZujb6dMdpbXevd3vWHTsmBkwyfmM2l2Xsy24nrk7d4YuyL6bN9+UWXop6LaXku780qyUaY+tUcN8DpYdO+CRR2DVKsd368YbzVgi1hVWRZXmK8HPz9QwtGplvvNam/+cUaPMoGTWjYb69DEDjl3pa2jF5ZFq6suU9fIAi6+v5r0XT5N67BSpR06Q9t0PpKYpUvElLbwcqRfTeP38v0jL4XzIjxRm1XqesAp2wuP+IXzHb4Tps4TbEgjqewtqQP/MS1sefqcOU+aUZ/hwxfhxmpg/0onZ7kNMDMSsjWfbdkUijsvaatUy1aSNGzvGirCuwrn6alNlt2OHCV6Z6fFN56o6NurVM+tYj1Onmktc27c3VwGtX2/6P1kdcKKizNC5rVqZx5YtTTVqblWn7ricqiJrv76+aaSm+lyx/RZ3xeW3CJf33SoMnsgrTx/z5ShO363Ckls1tQRjJ7ld1qC1aUbdOXcrfy/Zx86g5uxMrMLO2DT+3m3jYrIt9zfNhY9Kw6Y06dpGmlZAHhfzOW/nowkLU5w9m72t0llEREbQjThC49TNNL6lKg37NSbE6XLzvALMmTOmt+SOHa6Pf/+de/upzWZKkFbgrVw55/U83eZzqe16pVVx+sP09EmTJ/LK08d8OYrTd6uwSDB2w7Bh5i5fnTub0t7OHen8vT2FnXt8OJfgKMH6kUwttZe6+i/qspPf7dezJrmNOTO9mM6A6mt447Zf8K1ZFd9a1fBJOIfvg/fim5yEj78PPksXoa41VdVZz2qHDjU1zefOOcaVOLd+J+c27yEuqj7nylTn3DkzFO+6da7Vrk2bmstIOnY0Vb55Xax/qVJSTHXvmDGm5j0lpfhVjZXGP4DLIfnlPsmrgimN+ZVbMC5dbcZZ2m21hp1bk2nU3I/UNEfkWrLETArowkoG2nZT55ba1F04ibrpsVRnP75tW5sGy1p16TOpPiPqWWemNo4c6UCV9zu47rv2ghyvI82pnSpbj8db6gJ1sx2OI5Cbatc2bTKHyC0yfn7mRKVBA9NeZV2vFx5ePAKxEEJ4o9ITjDNGKkq44Mty9Rs/lR/IT2fasC+1KgChIemcv2Azd2VTF+kdvZ53eq+iUrNKcFVDUwe7fJljUIe3384MqnN7OnaTayeZXIbR81QHm8vl7Z1dhBCiOClxwTiz3fcrTaXE3ejFS4idt4OfLtzAT+cXsJr2JGs7wScT6VwllqebbKFb5xT+vb0H0z6xZ5T07JS9tT2VJrV3ffPLvZ1YIbMC+YoViTnee/xK7BsKfhIhhBDClVcG48u5m8fLzySwZlUQ99ZaRbULf7GQ7hxgOAAN1Tb+xX/o5reU9otexN7RcSvwY33cKOmVwNuJCSGE8DyvDMZ53c0jYelvHP1pM0evas/RkNoc/WUPRzcd5vX1nUnTNsi4jGfhhU5AJ2w2zbTJmm7dFVUPxsGKZOj0ArRr6/K+UtITQgjhKV4VjF2v2VWZg8QrZa6PPXo4jcTzbYA2Tls1xId6lA9MJCUglHPnTO9iu9308J04UTlK11WlZCuEEML7FPwC2SK0Z48ZS9ZZWJi5a0mbNvDQNRv4t3qGzxjEIm7iz2vu5ficVSQnpHAsKTSzJ3FAgLnkpkwZ6eErhBDC+3lVybhyZXOJjFLg52cu1xkwwKmqenkS9Hjf0aP5/aX5XiYkhBBCeDuvCsZgAuqIETlcrjNlirmj0FdfmRvA59CjWdp9hRBCFEdeF4xzvFxn1Sp49FG4+Wbo0QN69sx1eyGEEKK48ao24xzt329uaFq7NsyaZcZ9FEIIIUoQ7w7GiYnQq5fpjTV/vmlQFkIIIUoYt4KxUqqbUuovpdQupdSzOSwPV0otUEr9oZTappS6t1BSl5RkulN/+aW5b58QQghRAuXbZqyU8gE+AG4CDgLrlVLfaa23O602Etiutb5NKVUB+EspNVNrnXzJKdPa3Fx35cqiuf2QEEII4SXcKRm3BnZprfdkBNevgF5Z1tFAqFJKYYbAOg3kctdbNyxYQJOnn4azZyUQCyGEKPHc6U0dBfzj9PogrkNgAfwH+A44DIQCd2ut07O+kVJqGDAMIDIykhUrVmTbWdC+fbQYORJblSqs+u030u12d46jVEtISMgxL0XOJL8KRvLLfZJXBSP55eBOMM6paKqzvO4KbAFuBGoDi5VSq7XWcS4baT0NmAbQsmVLne2m0mfOwIMPQmgosa+9RoeuXd05hlKvNN6g+3JIfhWM5Jf7JK8KRvLLwZ1q6oNAVafX0ZgSsLN7gbna2AXsBa4uUEpSU+Huu82lTHPncrFChQJtLoQQQhRX7gTj9UAdpVRNpZQ/0A9TJe3sANAZQCkVCdQD9hQoJYcOQWysuTPEtdcWaFMhhBCiOMu3mlprnaqUegT4GfABpmuttymlhmcsnwK8DHyilIrBVGs/o7U+WaCUVK8O27dDaGhBj0EIIYQo1twaDlNr/SPwY5Z5U5yeHwZuvqQU/P47fP01vP66BGIhhBClkmdH4Dp8GHr3NgNSx8Xlu7oQQghREnnuRhFaQ58+Jgj//DOUK+expAghhBCe5LlgvGOHGe7yf/+Dxo09lgwhhBDC0zxXTZ2UBL6+ULmyx5IghBBCeAPPthlrDTL6ihBCiFLOs8HY3x9k9BUhhBClnOeCcVQULF0K7dp5LAlCCCGEN/BcMK5USQKxEEIIgaerqYUQQgghwVgIIYTwNAnGQgghhIdJMBZCCCE8TIKxEEII4WESjIUQQggPk2AshBBCeJjngvHhw5CW5rHdCyGEEN7Cc8H4yBGIifHY7oUQQghv4dlq6jVrPLp7IYQQwht4Lhj7+UkwFkIIIfBkMA4JMcFYa48lQQghhPAGng3GCQlw8qTHkiCEEEJ4A1+P7blCBdi3D2xydZUQQojSzXORUCkJxEIIIQSe7k39/vvQt69HkyCEEEJ4mmeD8ZkzMHcunD3r0WQIIYQQnuTZYHzddaY39bp1Hk2GEEII4UmeDcZt2oCPj1xvLIQQolTzbDAOCYFmzSQYCyGEKNU8d2mTpU8fc4mTEEIIUUp5PhiPHu3pFAghhBAe5R0X+moNiYmeToUQQgjhEd4RjK+/HgYP9nQqhBBCCI/wjmBcq5bcNEIIIUSp5R3B+Lrr4Phx2L3b0ykRQgghrjjvCMbt25tHucRJCCFEKeQdwbh+fShTBn75xdMpEUIIIa44z1/aBObuTRMmQM2ank6JEEIIccV5RzAGGD7c0ykQQgghPMI7qqkB0tJg40bpxCWEEKLU8Z5gnJwM7drBtGmeTokQQghxRXlPMA4MhJYtpROXEEKIUsd7gjGY643Xr4cLFzydEiGEEOKK8a5g3L69qa7euNHTKRFCCCGuGO8Kxtdeax5l8A8hhBCliPdc2gRQoQKsWgXNmknpWAghRKnhVslYKdVNKfWXUmqXUurZXNbppJTaopTappRaeckpuv56CA295M2FEEKI4ibfkrFSygf4ALgJOAisV0p9p7Xe7rROGeBDoJvW+oBSquIlp+jQIZg2jYB69S75LYQQQojixJ2ScWtgl9Z6j9Y6GfgK6JVlnf7AXK31AQCt9fFLTlFiIrz0EmU3bbrktxBCCCGKE3eCcRTwj9PrgxnznNUFyiqlViilNiqlBl9yiurUgQoVCI+JueS3EEIIIYoTdzpwqRzm6Rze5xqgMxAIrFVKrdNa73R5I6WGAcMAIiMjWbFiRY47bHj11YTGxOS6XLhKSEiQvCoAya+Ckfxyn+RVwUh+ObgTjA8CVZ1eRwOHc1jnpNY6EUhUSq0CmgIuwVhrPQ2YBtCyZUvdqVOnnPfYqxeMGkWnq6+GSpXcSGLptmLFCnLNS5GN5FfBSH65T/KqYCS/HNyppl4P1FFK1VRK+QP9gO+yrDMfuF4p5auUCgLaALGXnKr27UkNDISdO/NfVwghhCjm8i0Za61TlVKPAD8DPsB0rfU2pdTwjOVTtNaxSqmFwJ9AOvCx1nrrJaeqVSt+WbCAjh06XPJbCCGEEMWFW4N+aK1/BH7MMm9KltdvAm8WSqpsNrSPT6G8lRBCCOHtvGs4TCfl166FVq3MpU5CCCFECea1wVgrBRs2wO+/ezopQgghRJHy2mAc17AhKCX3NxZCCFHieW0wTg0NhYYN5Q5OQgghSjyvDcYAXHcdrF0LaWmeTokQQghRZLzrFopZdesGZ87AuXNQrpynUyOEEEIUCe8Oxr17m0kIIYQowby7mtpy7pynUyCEEEIUGe8PxiNGQJMmnk6FEEIIUWS8PxjXrw8HDsA//+S/rhBCCFEMeX8wvu468yjXGwshhCihvD8YN20KwcFyvbEQQogSy/uDsa8vtGsnJWMhhBAllndf2mR5/HGIi/N0KoQQQogiUTyCcY8enk6BEEIIUWS8v5raEhMD69d7OhVCCCFEoSseJWOAoUOhTBlYutTTKRFCCCEKVfEpGV93HaxbBykpnk6JEEIIUaiKTzBu3x6SkuCPPzydEiGEEKJQFZ9gbA3+IdcbCyGEKGGKTzCOioIaNSQYCyGEKHG8sgOX1rks+PZbqF79SiZFCCGEKHJeVzJOTYXu3WHhwkrZg3LTpqZHtRBCCFGCeF0wjouDCxfgjTeupm9fOHXKaeH58/Dqq3J5kxBCiBLF64JxuXIm1g4btpsFC6BxY1i0KGOh3Q5vvglff+3RNAohhBCFyeuCMYCPD9xzzz/8/juULQtdu8Jjj8H5iza49lrpxCWEEKJE8cpgbGnWDDZsgH/9CyZNgpYtYUvtO2D7dpg1y9PJE0IIIQqFVwdjgMBAeO89+PlnOHMGWk+9jzdrfUjagEHwv/95OnlCCCHEZfP6YGy5+WZzr4jbblM8vWcEnWvt40CTWz2dLCGEEOKyFZtgDFC+PMyZAzNmwMbjVWnSys6sjxLgtttg505PJ08IIYS4JMUqGAMoZW7g9Mcf0LAhDBgWQv/FQznT6manbtdCCCFE8VHsgrGlVi1YuRJeeQW+SetD0/NrWd7tDXjnnTyG8BJCCCG8T7ENxgC+vjBmDPz6qyKweiSd9WKe+r9ULr72tqeTJoQQQritWAdjS6tWsGmLjYceUrzFUzT/9HFWrPB0qoQQQgj3lIhgDBAcDJOnKH76CS6k+nLDDTCo9q8c/Wmzp5MmhBBC5KnEBGNLt26wbRu88Ng5vt5zDVffUpMPhq4nLc3TKRNCCCFyVuKCMZiBQl56N5yYtYm0KrOLRz5tRZvog6xfJxFZCCGE9ymRwdhSt205Fh1twuwuH3H4qI027RQPP2xG8hJCCCG8RYkOxgDK7s9dix9kx8SfeOyeE0ydCvXqpvPZJ+lyBZQQQgivUOKDsSXsift5Z1YkGzfCVT57GXKvjY51DrFtfZKnkyaEEKKUKzXB2NKsGayZvJWPa09g2+4AmrX24+nWK0jYcdDTSRNCCFFKlbpgDGC7vRf373qOv37ay5Caq3lzfSfqtwxi7lwZvEsIIcSVVyqDsSWiW0s+3nMjv/zvKOWqhXDHHdCl1VmWNfoX+n9zkeuhhBBCXAmlOhhbru1TiY1/+vPuu7BtdyCdt02ibd8o5lUZSfo770F8vKeTKIQQogSTYJzB1xceewz2HbEz5cN0TkY2pM/xKTT8v5v5pPbLJF9I93QShRBClFBuBWOlVDel1F9KqV1KqWfzWK+VUipNKdW38JJ4ZQUEwEMjbPx1MIQvvwR7nWrce+LfXFXXxnvvpJM4aDjMmwfJyZ5OqhBCiBIi32CslPIBPgC6Aw2Ae5RSDXJZ7w3g58JOpCf4+kK/frD5r2B++glq1oTH/89GtZkTGN9nC6cqN4InnoA///R0UoUQQhRz7pSMWwO7tNZ7tNbJwFdArxzWexT4H3C8ENPncUqZ8a5XroRffoHreoQzjvFUP/cn/zepOgeb3oLcIkoIIcTlcCcYRwH/OL0+mDEvk1IqCrgdmFJ4SfM+114L3y2wERMDffoHMEk9Ri2f/dz3SQd27ABeeskUpxctkp7YQggh3KZ0PhfWKqXuBLpqrR/IeD0IaK21ftRpnW+At7XW65RSnwDfa63n5PBew4BhAJGRkdd89dVXue43ISGBkJCQgh/RFXT0aABffx3NDz9UJiXFRtvIHTQ9tYY6KbFUDTtJeIco7Lc3RdeqVKTpKA555U0kvwpG8st9klcFUxrz64YbbtiotW6Zdb47wbgdME5r3TXj9XMAWusJTuvsBVTGywggCRimtf42t/dt2bKl3rBhQ677XbFiBZ06dcozbd7i+HF4/3348UfYvVtz7pxyWV6lCtSuraldNYXa9f2pXZvMqVw5UxWen7Q0SErKedqyZTPDhzfHbi+iAyxhitN3yxtIfrlP8qpgSmN+KaVyDMa+bmy7HqijlKoJHAL6Af2dV9Ba13Ta0SeYkvG3l5Pg4qRiRXj5ZTNprTh9Gnbvht3rT7N7l2b32fLsjjnPollnOOxaw094uAnKlSvDxYuQmJhzwL14Ma8UNGfsWLj9drj7bujcGfz8ivSQhRBCFKJ8g7HWOlUp9Qiml7QPMF1rvU0pNTxjeYluJy4opaB8eTO1bl3OseCfUzB1KknfL2PvH+fYTW12h7Vg980Pszu+IocPm/swBweb4B4UlPMUHJx93q+/xvD3342ZOxc++cTsu08fE5g7dQIfH0/lhhBCCHe4UzJGa/0j8GOWeTkGYa310MtPVglUtSq88gpBr0DDI0douHAh/PQTfGSHcGDiRPjuO+jSHW65BRo1cq/+GlDqFGPGwJQp8PPPMHs2zJoFH31kAnvfviYwt28PNhnmRQghvI78NXtC5cpw773w9demnhrM49mz8Oyz0KQJVKsGjzxSoDtXBARAr14mEB8/Dt98Ax06wPTp0LGjecsnnoB16y7thhgpKXDkCMTEwLJlMHeu2Y8QQojL41bJWFwB999vpkOHwCo1Hz7sKB3ff78J2O3aQdu2pqSdh6AgUyLu2xcSEmDBAlNi/vBDePddqF4d7rrLtDPbbHDiBJw8mffjuXPZ92O3w5Ah8OSTULdu4WeLEEKUBhKMvU1UlCMwW9LTYc8eU6R95x3Hev/3f2YC08Mrl+7UISFwzz1mOncOvv3WBOZ33oE338y+vr8/VKgAERHmsUYN19fWo78/fPqpmT76yJTKn3rKXI8thBDCfRKMiwObDZYvN+Nh//GHCcpr15rrogD/U6cgNBSaNzelZqv0XL16tnbn8HBTkh0yBE6dMoOHBQS4BtmQELebq7n2WjPWyX/+Y0rd335rdv/UU9Czp3QeE0IId0ibcXHi7w+tWsGjj5qG4aFDHcv+7/9MVP3oI1MErlkTvvzSLDtyBJYuNW3STsqXhzvugB49oHVrqFXLxHR3A7ElMtJc1nXggLne+uhR05u7fn2YOhXOn7+soxZCiBJPSsYlQHL58vD66+ZFSgps3WpKzh06mHnffw/DhpnndeqYgN6ypQnmZcsWWjqCg02fs+HDTeeuN980z194wZw/PPywOQEoavHxsH+/OTnYv9/1+YEDkJbWhs6d4frrTRbVq1fwExAhhChMEoxLGj8/U13dvLlj3p13mirrDRvMtGqVKVkPGWKWf/yxuQuGFaSbNs21/dkdvr6mc9idd5pdvfkmvPgiTJgA991nCvG1ahXsPbU2tfQJCWY6dix7oLWenzmTPT1Vq5os6NwZ9u5NYNGiQL74wiyvUMFc9mUF56ZNzTZCCHGlyF9OaVCmDNx8s5ksx49ntjlz5Aj88IMZMQRMQG/dGlavNkXGgwdNxCpggFbKXFLVsSNs3w5vv21q0SdPNtXjzZqZwJqY6Aiy1pTTvNzuvREaagJt9epw3XXmEi7rdbVqUKmSa9v1ihXb6NixE3//bU4WVq8207x5ZnlIiGkLt4Jz69amBUAIIYpKvmNTF5X8xqZevXo1lStXJiUl5Qqmqni6cOECAYURLVJTTfHz4kVTFHUO1snJps3a398E64AA87yA0tIgLs5UJVtfPZvNBG7r0fl5bstsNlN69fUt+EAmueVXaqo59AsXzKPzV89uN1NAgJlKU7V2oX2/roD0dHMil5ZmTtKcT8L8/PyoWLEiYWFhRbZ/T4y1HB8PX3wBLVpAmzZXdNeXTcamdvDKknFcXBxhYWFUqVKFwMBAVGn657sE8fHxhIaGFt0OKlc2RVNroOzUVNNAfNVVZvn+/SZSWeNzulHHm55uHq0AeyW5m1+pqY5SeXy8OfT0dHNeUqaMOVe5lA5vxU2Rf78KwcWLprLn5EnHydrFi6ZCp1Il8PPTnD9/nkOHDgEUaUC+kn76yfTLOHDAvO7WDcaONRdTiOLFK4Px8ePHiYqKIigoyNNJEWAiT5ky5rnWpshoRdO0NHPxcnKyY31/fxPAK1RwNPb6+7tEreIwLKevr+uhp6WZoHz6tJlOnjTrlC1rAnNBLglzR1qao7o+KclRG+DjYybredZ5Vi1CSae1yZvjxx39BMqVM0PA+vqaXv3Hj5sBaypUUFSqFERUVBSHDx8u9sH4xAkzmt7MmeaqhSVLYONG0z+jXTvo2tUE5XbtPJ1S4S6vDMYpKSn4X0IVqLgClHKtnvbxMcN3pqa63mbKKh1fuADbtpkIERhoSs6BgeaC52J2z0cfH0dwTk835yCnT5vrtU+cMLX3Zcua6VICs3MHNSsAWwICTPBJTc297dyiVPaAHRjoyP6AgOJxMpSb9HQTfI8dM3nk42NKvxUrun41a9Qw54RHjpjP58QJKF8+kPPni2/Tl9am7+Xjj5vv39ix8Nxz5qfUubO5YmHyZPj3v02/h5tvhnHjJCgXB14ZjAGpmi5ufH0hLMxMWedXr24uNk5KMtErLc1UcdvtJuocPeoaLex2ry/a2WyOwGtVDpw+bf7wjx83gblcObM8ODj74WhtssQ5+FqVCzab2aZyZRPUQ0Jc2z61NvtMS3MEZ+fnOT2eOOHaNOCc3db5UWH2ILdOHGy2whv4JSXF1EYcP26eBwSYDnrly+e+D7vdEZSPHoWTJxUnTsCkSSaIFbRXvyft3w8jRpiq6TZtzEUQjRq5rhMSYgbcGTHCNSjfdJMJyjI6nvfy2mAsSgg/P1NdbbGqua1/z9RUU3p2HpDEZjN1b4GBpp72wgVHzykvHNLLx8cE3nLlTPA7e9aU3I4fN6U3f38TlENDzfmIFXyt4Ojvb4JvZKT5Mw0KyvtcRClH5zV3Kxe0NtlonRMlJZkTiFOnHOv4+7sG56AgR0kzPd18VKmp5uOznuf02posfn6uHeCs53a7eycA58+bfDx1yhxHWJgJsGFh7p+z2e3mnLByZVi/Hj7/HGbMgEGDYPRoc/m9t0pLM6PbPfecef3eezByZN4/BSsoO5eUr7vOBOWxY81z4V0kGBeioUOHcvLkSb7//ntPJ8V7Za3mdq73PX/eMVlR5vRp809ssf7Z69Y1QfvCBfMPbbd7Rd2rj4/jftapqdkDM5hAV768o9R7JWrrnUvDVid5MIHUuXXh/HnX8yIfH9A6JPPEISe+vuZj8fV1lLCt12lpjh7qcXGuwd/a1jk4OwfspCSTZ3Fx5qONiDBV0YGBl54P/v7m+PfsMe2rU6bAZ5/BgAEwZowZAMabbNsGDzxgRsDt2tWkt0YN97cPDoZRo0xJecoUE5Tbt4cuXUxQbt++yJIuCkiCsfAOVt1scLDr/Kgo8y984YLrNUdW4D182ARscPybBwVBdLSZZ5XCPRCofX1N0iMiTGA+f94kzZsK935+pvneupMnmADqfF6UkpJCYKB/ZoC1Jj8/cywFaVGwgrPzdOGCqSmwPsas6YuKMpUrhVmNXqWKuVHKM8+Y698//NBcHtSvH/zrX2afYWGmNsMT53gXL5pBcl57zaTj88/NCcOltt4EB5s7qw0f7gjK119v2pnHjZOg7I70dNi505zItWrlWuFXGCQYC+9mdfzKrThUubKJJFagtv7ZLbt3m9f+/pnFLl8fH/MvC+YXdgX+bX19Hbv0dj4+jlI7QHz8RUJDC6dDpY+Poyo8K+uyMetj9PMzlSZF+fFUqmRKyE8/DRMnmhueWEO6W0JDTUAMD3d0i8jt+cGDEfj7m2BfufKl1XqsXWtKw9u3Q//+5panhfXHbwVlq6T8xhsmKIeHm7yIjHQ85vS8YsUr3+9Sa/jnH3Mf9ZgYM9pvTIxpZmnY0PQftaa6dc33pjD2eeCAadKwpo0bTS0NmJOiVq2ge3cztWx5+SfZEoyLyMWLF3nmmWf48ssvOXfuHM2aNeOtt96ifcYpaEpKCk8++SRz5szh1KlTVKxYkQEDBvB6xhjTc+fOZdy4cfz9998EBgbSuHFjvv76ayIjIz15WN4nr0AN5t8jNNRRDDtzBl/nf5OtWx3V3NYUEpK9I5oocjabo2uAc0n9SqhQwZRER40yN0g7e9b88Z47Zx6dn587Z/6orfnO537QiHHjHK/KlTOB2XmqXNn1daVK5lwxIcG0X//nP6Zi5/vvzU1cikJQkBmWdvhwU02/bZtpEjh2DLZsMY853b8czAmSc5B2nipWdH0s6NWpZ844gq4VeLdudU1L1arQuLEJxNu2weLFjgF6/P2hQQPXAN20qUlPXo4fdw2869ebTo9ggnvTpqZmomVLcw+e1atNR7qXXoLx402zU9eucMst5jEiomDHDRKMi8zTTz/N119/zfTp06lVqxYTJ06kW7du/P3331SuXJlJkyYxb948vvrqK2rUqMHBgwf566+/ADh69Cj9+vVjwoQJ3HHHHSQkJLBu3ToPH1Ex5dxAmuFCXBx+YIJwhQqujZopKWZeWJhZ/scfrj2Q7HYT3C+n4VJ4rfLloW/fgm1jXX8eFweLFm0gOrolhw+bFpQjR8h8vn276dHt3LnNEhHhuGRr5EhTPX0lalKCgkxAzsmFC44AfeyYSXvW5/kF7pAQR2DOKVhv2hTJjz86gm/GmCyACfqNG5sg2Lix6TneqJHjun9LcjL89Rf8+adjWrLEnGRYIiNdA3RkpEm7FXitQVOUMsG8Rw9T8m3VyqyftTbghhvMePunTsGiRSYwL1xoLju71FKzVw6HGRsbS3R0dPZRf3IaNu2uu0yXwaQkc1qS1dChZjp5Mudf2YgRcPfdph5k0CDXZStWuHEkzrsyHbhmz55N2bJl+fjjjxk8eDAAaWlp1K1bl3vuuYdXXnmFf/3rX2zbto0lS5Zku4xr06ZNXHPNNezbt4/q1avnu9/iMEKSN8kzv9LSTBC2eh8dOuTawKm1aVCsXNnxL+Dv7xge1CpZl6Dr5Eva9ys2Npb69esXyXvnN7xjerr5K8opWMfFmUBcHC8/unDBlCStYG11WMzp+YkTjqFwwfxk6tc3AdeaGjUyP7PLucLx5EkT4J2D9NatJq2W2rVNsLQCb4sWjuaZgkpPN1XZP/1kpt9+M8eZtdRcoUIxGg6zuNu9ezcpKSlc53T9gI+PD+3atWP79u2ACdw33XQTdevW5eabb+aWW26he/fu2Gw2mjZtSpcuXWjUqBE333wzXbp0oW/fvlQo7B4DIjvnU1gfH3Mhq8W6LMv6h9DaNMJlVH9nFnlq1jS/wMRE2LvX/NtYgdrf3xR5CqNhSxQ7NpspFVasaG6UUlIEBJjq46pV8183Lc1xvfjmzb/Tv3/rIrlLWkSEKcHecIPrvnftMidBTZrkWHF2yWw2R1DPq9Scm+IVjPMqqQYF5b08IiLv5VWrFrgknBurtiGngUuseS1atGDfvn0sXLiQZcuWMWTIEJo2bcrixYvx8fFh0aJFrFu3jkWLFvHf//6X5557jpUrV9K0adNCSaO4BFkvy7LbXUeNsLoKO68TEOAYWssaOqtePROMz541JW/nQO3vb6rI5R6OooTy8XFUW586lXRFv+o+PubndyUuYStfHu65x0zp6bBpkwnML76Y8/qevzCzBLrqqqvw9/dnzZo1mfPS0tJYu3YtDRo0yJwXGhrKnXfeyeTJk/nhhx9YtmwZu3btAkzQbteuHWPHjmX9+vVUqVKF2bNnX/FjEQVgdRW2/l2sm2k0aGDuL92smXlu9Wqx2UwQTk42p9EHD5rrJqwS9rFjps06Ntb0Cv/nHzPPCupWlboQwqvZbKY6/IUXcl9HTr+LQHBwMCNGjODZZ58lIiKCmjVr8s4773Ds2DEefvhhACZOnEjlypVp1qwZfn5+zJo1i7CwMKKjo1m3bh1Lliyha9euREZGsnnzZv755x+XQC6KIesCXUvW4UPT0kxgtnqLBASY5cnJ5oLfc+fMKbbVXHHokGNQbKt0bbeb9mylTFAv6IXAQgiPkGBcRN544w0A7r33Xs6ePUvz5s1ZuHAhlStXBkyp+M033+Tvv/9GKUXz5s356aefCAoKIjw8nF9++YX333+fs2fPUrVqVV544QUGDhzoyUMSRc26o4Ml62gc1qDU1oW34eHmeXKymawuvVWqmOX79pmqcOdAHRho6gdBgrUQXqR49aYWOSppvV2LWonOL60dwfXsWdOJ7OJFx2gafn6mqhxM9XdSkgnWVqk9JMSUrK3tgcTkZILDw0vM/Rk92ZtauCqN+aWU9KYWouRzDpTON2O2OJ98V6xoqr+Tkx13fLh40bF8/35IScFlgNJy5Ryd1nbvNsHZ6nhmXeJVzG6NKYQ3kGAsRGniHKzLl8973auvhpQUkuLjCfLzMwHbCrRamyCekuK49yOYAF+tmmnbjo11DdTW7akCAgr/uIQo5iQYCyFyltHOnKZ19uGglDIjNYDj+uvkZMd12unpjp7iiYmOHuLR0WYsxYsXYccO11s8+fqaE4TgYMfdKqz50rYtSjgJxkKIy2Ndf+18fbWvr7msy5KW5nofazAd0Jyrx1NTHXfuSkoyo5s578PX1wyoEhZmlp865RrM/fy89p7XQuRHgrEQouj5+LgGSbs95xvzWm3agYFQp44jWKemmskaueziRXNZV9YbLV99temEduqUGWPSCtJWwLbuGHD0qOmgFhlp2tWl1C08TIKxEMJ7WEHR1zfvWzeVLWumtDRHoE5JcbRH+/mZErZV6k5IMOtY12h//LFjBAY/P8edC5YuNcF58WIzsHHW2xJVqCCBWxQJCcZCiOLLKnFn7cGddUAVcO1Jfuedpld41jsZWHcJmDcPJk923d7X1wR2pcx989ascb0lUdWqjmu8z541I62VoBuGiKIlwVgIUTo4l2jzG6D4gw/g1VddA3V8vGPAFV9fU9res8csS0yE6tXhk0/M8n794OefTSnbCtbNmsF775nlc+ea2wdFRJhOaxERZgoOziExojSQYCyEEFkp5agKzylojxljJktiohmudOdO83rYMLjuOteSt3W3eoBx40w1uLNOnWD5cvO8Vy/zns6B+pproGdPs3zvXrMsNFSqzUsICcaiVBo3bhxz5sxh69athfJ+K1as4IYbbuDEiRNEREQUynuKYsTqBW4F4z59zJSb5ctNcD51ytxP8ORJ1+u+w8LMvC1bzDqnT0P//o5g3LixCdYBAabUXamSuT3QY4+Z6vjJk7O3d0vg9moSjEWRq1GjBo888gijRo3ydFIyjRo1ikcffdTTyRClVfnyeQ+68vnnrq/T0ky1NphgO2WKKW0fPeqoRrfExcHIkdnf84UX4KWXTHDv08eRBmu66SZTlX7hgil5R0SYmgG5necVIblczCU7j34k8pWenk5aWhplypQhxOqsI0hNTcXHxyfHe3ALL+Dj42hPVgryumlMaKgJ0lagPnrUVJW3a2eWW0F9504TmE+dMr3OP/zQBOMdO8wtPy3WsKrvvWdK5jt2wBtvmN7u1rLwcBPMo6NN2/rJk2Z+WJhc9+0muZ9xIVu1ahVt27YlJCSE8PBw2rRpw9atW/nkk08ICQlhwYIF1K1bl4CAAG644Qb27NmTue3u3bvp1asXlSpVIjg4mBYtWvD999+7vH+NGjUYN24c9913H2XKlGHAgAEAvPTSS1SvXh273U6lSpUYPHhw5jZaa/79739Tu3ZtAgMDady4MV988YXbx3T48GEGDBhA+fLlCQoKolmzZizPaNvKL82dOnVi//79PPXUUyilXP7sf/31Vzp27EhQUBBRUVGMGDGCuLi4zOWJiYkMHjyYkJAQIiMjmTBhArfeeitDhw7NXOfMmTMMGTKEsmXLEhgYSJcuXdi2bVvmcivff/zxRxo1aoS/vz9//fUX48aNo1GjRi7H+emnn9K4cWPsdjuRkZEu+5k4cSJNmjQhODiYqKgoHnjgAc5m3EihoE6dOsU999xDdHQ0gYGBNGzYkBkzZriso7Xm7bffpk6dOtjtdqKjo3nuuefc+kxyOjYrHyzWOp988gm1a9fGbreTmJjIwoULuf766ylbtizlypWja9eu/OU8+EYe+963bx8+Pj5kvQHMRx99REREhJw4Xik2m6mWbtoUbr4ZBg+GUaNMGzZAVBSsXAlbt8KRI6aHeFwcDBlillerBrNmwaRJMHasCfzXX++4RvvkSVi2DGbMML3Kn3gC7rsPrN/dkiWmp3q5co7Lxpo0MVXuAH/+CRMnwpdfUmbzZjNs6tmzpf7e3CW/ZLx2LaxYYTpHWGeGRSQ1NZVevXpx//33M3PmTFJSUti0aRM+GWeGFy9eZPz48cyYMYOgoCAee+wxbr/9drZs2YJSioSEBLp3784rr7xCYGAgs2fPpk+fPvz5559cffXVmfuZOHEizz//PBs2bEBrzfz583nrrbf48ssvady4McePH2fdunWZ6z///PPMmTOHDz74gHr16rF27VoefPBBypYtS48ePfI8psTERDp27EjFihWZN28eUVFR/PHHH5nL80vz3Llzadq0Kffddx8jRozI3C4mJoabb76Z8ePH8/HHH3P69Gkef/xx7rvvPubMmQPAk08+ycqVK5k3bx5VqlTh5ZdfZvXq1dx+++2Z7zN06FD++usv5s+fT9myZRkzZgzdunVj586dBGbcjvDChQu88sorTJ06lQoVKuRYIp46dSqPPfYYr732Gj169CAhIYFly5ZlLrfZbLz77rvUqlWL/fv38+ijj/Loo4/yedbqRDdcuHCBFi1a8MwzzxAWFsaSJUt46KGHqFatGp07dwZg9OjRTJ48mYkTJ9KhQwdOnDjB5s2b3fpM3LV3715mzZrFN998g7+/PwEBASQmJvL444/TpEkTzp8/zyuvvMJdd93Fjh078Pf3z3PfNWrUoEuXLkyfPp2WLR03pZk+fTqDBg3CXy7z8U5KuQ53Wq6caX/OTfv25iYiYKrP4+NNMLWu4W7RwvQqP3vWtHVbpXPrUrNVq+DJJwFoBvB//2fm//UX1K0LX31lpshIU+IODTXTQw+ZwWB27jTvFxpqLkWzHoODi3ebuNbaI9M111yjc7N9+3YdFxeXfUHHjtmnDz4wyxITsy9r1kxrf3+tfXy0Dggwr7Ou89VXZvsDB7IvK6BTp05pQK9YsSLbshkzZmhAr1mzJnPevn37tM1m04sXL871Pdu0aaNffvnlzNfVq1fXt956q8s6r732mq5bt65OTk7Otn1CQoIOCAjQq1atcpn/2GOP6e7du+d7TNOmTdMhISH6xIkT+a6bV5rffPNNl3UGDRqk77vvPpd5mzdv1oA+duyYjo+P135+fvrLL790OZYyZcroIUOGaK213rlzpwb0ypUrM9c5e/asDgsL0x999JHW2pHvGzZsyFwnLi5Ojx07Vjds2DBzXlRUlH7mmWfcPsaffvpJ+/v767S0NK211suXL9dAgfLJ2d13363vv/9+rbXW8fHx2m6368mTJ+e4bn6fSdZj09rkQ3BwsMs6vr6++ujRo3mmKyEhQdtsNr169Wq39v3NN9/oMmXK6PPnz2utzW8Z0DExMXnu50ravn17kb338uXLi+y9S4z0dK3PnNE6NlZvnjhR61mztJ440fyHa631Rx9p3aSJ1hUrmv9tU2bWOiHBLH/iCcc85yk11Sx/5hmt69bVum1brXv21Pr++7V+4QXH/rdu1XrjRvOfn5R0RQ9da62BDTqHmFiyS8bnzpm2EKv649y5vEf1uUzlypVj6NChdO3alc6dO9O5c2fuvPNOqlatCpjSVevWrTPXr169OlWqVGH79u106dKFxMRExo8fz/fff8+RI0dISUnhwoULNGnSxGU/zqUOgN69ezNlyhRq1qxJ165d6datGz179sRut7N9+3YuXLhAt27dXKqIU1JSqJHTcIRZbN68mSZNmuTaQ9jdNGe1ceNGdu3axezZszPn6YzPaffu3QQFBZGSkuKSX8HBwS7Vr7GxsdhsNto51XiEh4fTuHFjtm/fnjnP19eXZs2a5ZqW48ePc+jQocxSaU6WLVvGhAkTiI2N5dy5c6SlpZGcnMzRo0epYg304Ka0tDRef/11Zs+ezaFDh7h48SLJycmZ93Xdvn07Fy9ezDU9+X0m7oqOjiYyMtJl3u7du3nhhRf47bffOHHiBOnp6aSnp3PgwAG39t2rVy9GjhzJ3Llz6d+/P9OnT6d169bZqs1FKaZUZlvz2aNHTa2lswceMJMlJcX0HA8KMq8feQRuucVc5x0fbx7Pn3e0Tdeubdq+T5+Gfftg/XrTCe2ll8zy0aPhu+8c7x8cbNZfs8a8fucdOHjQxAprqloVrN/joUNmMJfw8EId1KV4BeMVK3JfFhSUffnatSYDk5NNps2cmXtVddWqeb+/m2bMmMHjjz/OwoUL+e677xgzZgzffvutW9uOGjWKhQsX8tZbb1GnTh2CgoIYPHhwtra24CwDA0RHR/PXX3+xdOlSlixZwpNPPsn48eP57bffSM8Yu3fBggVUq1bNZTs/a5zfPFgB8nLTnFV6ejoPPPAATzzxRLZlUVFRme2UeXUoyittztvZ7fbMpoKCvg/A/v376dGjBw8++CAvvfQS5cuXZ9OmTdxzzz2X1A761ltv8fbbb/Pee+/RuHFjQkJCGD16NMePH3crPfktt9ls2dZJSUnJtl7W7xHAbbfdRlRUFFOnTiUqKgpfX18aNGiQeZz57dvPz4/Bgwczffp07rrrLj7//HNesv4EhbgUfn6u9+WuVctxT+2cPPigmZw5f29fecW0cZ84YTq2nTjhOtjK4sWmTT0pyTGvXTtHMO7WzbS3g7m0LDzczLMGfLlExSsYF1S7dmas2SvUZmxp2rQpTZs25ZlnnqF79+58+umn3HzzzaSnp7N+/XquvfZaAA4cOMDhw4epn3ErujVr1jB48GDuuOMOwLQt7t69m7p16+a7z4CAAHr06EGPHj149tlnqVSpEr/88gvt2rXDbrezf/9+brzxxgIfS4sWLfjiiy84efJkjqUhd9Ls7+9PWlpatvfdtm0bVznf2cfJVVddhZ+fH7///js1a9YEICkpia1bt1K7dm0AGjRoQHp6OmvXrqVDhw4AxMXFERMTw7333uv2MUZGRhIVFcXSpUu56aabsi3fsGEDycnJvPPOO5lBPWvHuoJYs2YNt912G4MGDQJMgNu5cydlMv5wGjRogN1uZ+nSpdSpUyfb9vl9JhUqVODYsWNorTNPSrZYnWfycOrUKWJjY/nggw+44YYbANi0aROp1u0P3dg3wIMPPkj9+vX58MMPiY+Pp1+/fvnuW4gi5XxS37ixmXLz44/mMSXFdGw7d841mI8fb0rH1rJz50xb92Uq2cEYTAC+QkF47969TJ06lZ49exIVFcWePXv4888/Mzsu+fr68vjjj/Pee+8RGBjIE088QcOGDenSpQsAdevWZd68efTq1Qs/Pz/Gjx/PBesyhDzMnDkTX19f2rRpQ0hICLNnz8bPz486deoQGhrKqFGjGDVqFFprOnToQEJCAuvWrcNmszFs2LA837t///68/vrr9O7dmwkTJhAdHU1MTAyhoaHccMMNbqW5Ro0arF69moEDB2K324mIiOCZZ56hbdu2DB8+nIceeojQ0FB27NjBggULmDp1KiEhIdx3330888wzREREULlyZV555RXS09MzA0ydOnXo1asXDz30ENOmTaNMmTKMGTOGsLAw+vfvX6DPbsyYMTzxxBNERkbSo0cPkpKSWLp0KU8++SR16tQhPT2dd999lz59+rBu3TrefffdAr2/s7p16zJ79mzWrFlDREQE77//Pnv37qV5xuUkoaGhPPbYYzz33HPY7XY6dOjAqVOn2LhxIyNGjMj3M+nUqROnT5/mtddeo1+/fqxYsSKzU1xeypYtS0REBB999BFVq1bl0KFDPPXUU/g6XWea376t42vfvj1PPfUU/fr1IyzrGNFCFAd+fjlfD57XYC6XI6eG5CsxXVIHLi939OhRffvtt+sqVapof39/XbVqVf3UU0/p5OTkzA403377rb7qqqu0v7+/7tChg/77778zt9+3b5/u3LmzDgoK0lFRUfrNN9/UPXr0yOywpHXOnaFmzZql27Ztq8PDw3VQUJBu2bKlXrBgQeby9PR0PWnSJF2/fn3t7++vIyIidJcuXfSiRYvcOq5//vlH33XXXTo8PFwHBgbqZs2aZXZUcSfNa9eu1U2aNNF2u12br5yxfv163bVrVx0aGqqDgoJ0o0aN9AtOHS3i4+P1wIEDdVBQkK5YsaKeMGGCvvHGG/Xw4cMz1zl9+rQePHiwLlOmjA4ICNCdO3fWW7duzVyeteOS1jl34NJa648//ljXr19f+/n56cjISH3vvfdmLnvvvfd0lSpVdEBAgL7xxhv17NmzNaD37t2rtS5YB67Tp0/r22+/XYeEhOgKFSrop556So8YMUJ3dOo0mJaWpidMmKBr1qyp/fz8dHR0tB49erRbn4nWWk+ZMkVXq1ZNBwUF6bvvvlu/++672TpwZT1+rbVeunSpbtiwobbb7bphw4Z64cKFOjg4WM+YMcPtfWut9aeffpqtc523kA5c3qM05he5dOByK3AC3YC/gF3AszksHwD8mTH9CjTN7z1LYjDOS05BobCUtLzKzYULF3RkZKR+6623Lut9Skt+FZZLya/XX39d16lTpwhSc/kkGHuP0phfuQXjfKuplVI+wAfATcBBYL1S6jut9Xan1fYCHbXWZ5RS3YFpQJtCKLiLUmzz5s3ExsbSunVr4uPjeeONN4iPj+fuu+/2dNJELhISEtixYwfvvfceY5xvpCCEyJM7I3C1BnZprfdorZOBr4BezitorX/VWp/JeLkOiC7cZIqi8tprrxESEpLj1L17d08nj4kTJ9K8eXNuvPFGjh07xqpVq4iO9u6vV/fu3XPN09dee83TyStSjzzyCNdddx3XXXcdDz30kKeTI0SxoXQ+lyoopfoC3bTWD2S8HgS00Vo/ksv6o4CrrfWzLBsGDAOIjIy85quvvspxn+Hh4dSsWTPPy1GEQ1pa2iXn1enTpzlz5kyOywIDAwt8DW1xcDn55Y7Dhw9z/vz5HJdZw0wWJ0WdX1farl27OHfuXJG8d0JCgox5XgClMb9uuOGGjVrrllnnu9ObOqcLPXOM4EqpG4D7gfY5LddaT8NUYdOyZUvdKevF3hliY2Px8fEh1HmINpGr+Pj4S86r0NBQqlevXsgp8m6Xk1/uqJfXTeuLoaLOrystICAgs+d6YVuxYgW5/a+J7CS/HNwJxgeBqk6vo4HDWVdSSjUBPga6a61PFU7yhBBCiJLPnTbj9UAdpVRNpZQ/0A/4znkFpVQ1YC4wSGu9s/CTKYQQQpRc+ZaMtdapSqlHgJ8BH2C61nqbUmp4xvIpwItAeeDDjAEZUnOqExdCCCFEdm6NwKW1/hH4Mcu8KU7PHwCyddgSQgghRP7cqaYWQgghRBGSYOxFOnXqxCOP5HjF2GWtK4QQwrtJMBZCCCE8TIKxEEII4WESjAvJ1KlTiYyMdLn3K5hbzvXq1Yvdu3fTq1cvKlWqRHBwMC1atLise+JmdebMGYYMGULZsmUJDAykS5cubNu2LXP5uXPnGDRoEBUrViQgIIBatWq53AZw6tSp1K1bl4CAACpUqEDXrl2zHYsQQoiiIcG4kNx1112cPXuWJUuWZM5LTExk/vz5DBw4kISEBLp3787ixYv5448/uOOOO+jTpw87duwolP0PHTqU3377jfnz5/P7778TFBREt27dModlfP7554mJieH7779nx44dTJ8+naioKAA2bNjAyJEjGTt2LH/99RdLliyhW7duhZIuIYQQ+XPr0iZv8PjjsGXLld1ns2bg7j3ky5Ytyy233MLMmTMzA9m8efPw9fXltttuIyAggKZNm2auP2bMGBYsWMCcOXN4/vnnLyudu3bt4rvvvmPlypV06NABgM8//5xq1aoxc+ZMHnjgAfbv30/z5s1p3bo1ADVq1Mjc/sCBAwQHB9OzZ8/M4TGd0yqEEKJoScm4EA0cOJBvv/2WpKQkAGbOnEnfvn0JCAggMTGRp59+mgYNGlC2bFlCQkLYsGEDBw4cuOz97ty5E5vNRrt27TLnhYeH07hxY7ZvN3e6HDFiBF9//TVNmzZl1KhRrFy5MnPdm266ierVq1OzZk0GDBjAp59+Snx8/GWnSwghhHuKTcnY3RKqJ9166634+voyf/58OnfuzJIlS1i0aBEAo0aNYuHChbz11lvUqVOHoKAgBg8eTHJy8mXvN687b2WMiEb37t3Zv38/P/30E0uXLqVHjx7ceeedzJgxg9DQUDZt2sSqVatYvHgxEyZMYPTo0axfv75E3rVJCCG8jZSMC5Hdbqdv377MnDmT2bNnU6lSJTp27AjAmjVrGDx4MHfccQdNmjQhOjqa3bt3F8p+69WrR3p6OmvXrs2cFxcXR0xMDA0aNMicFxERwaBBg/jkk0/473//y6effsrFixcB8PX15cYbb2TChAn8+eefJCYmFmoHMyGEELkrNiXj4mLgwIF06dKFvXv30r9/f2w2c75Tt25d5s2bR69evfDz82P8+PFcuHChUPZ51VVX0atXLx566CGmTZtGmTJlGDNmDGFhYfTv3x+AF198kRYtWtCwYUNSU1OZO3cutWrVwm638/3337N79246dOhAuXLlWL58OfHx8dSvX79Q0ieEECJvUjIuZB06dCAqKort27czcODAzPkTJ06kYsWKXH/99XTv3p22bdty/fXXF9p+Z8yYQevWrenZsyetW7cmKSmJhQsXEhgYCJhS+5gxY2jatCnXXXcd8fHxLFiwAIAyZcrw7bff0qVLF66++mreeustPv7440JNnxBCiNypvNobi1LLli31hg0bclwWGxtLdHR0ibqheVEqaTd/L2qSXwVT0vIrNja2yGp9VqxYQadOnYrkvUui0phfSqmNOd3VUErGQgghhIdJMPZCq1evJiQkJNdJCCFEySIduLxQy5Yt2XKlRzgRQgjhMRKMvVBgYCBXXXWVp5MhhBDiCpFqaiGEEMLDJBgLIYQQHibBWAghhPAwCcZCCCGEh0kwFkIIITxMgrEX6dSpE4888oinkyEK2dChQ7n11lsL7f0++eQTud5ciBJGLm0SJYpSim+++Ya+fft6OimZ3nvvvTxvcymEEBKMhduSk5Px9/f3dDKKjdTUVHx8fAgPD/d0UryKfI+EyK7EV1MfOQIdO8LRo0W7n6lTpxIZGUlqaqrL/P79+9OrVy92795Nr169qFSpEsHBwbRo0eKy7hc8d+5cmjRpQmBgINWqVaNjx44cO3YMgHHjxtGoUSM+/vhjqlWrRmBgIL179+bkyZOZ269fv56bb76ZiIgIwsLCaN++vcv9kMGUMj/44AP69OlDcHAwo0ePJiUlhX/9619UqVIFu91O1apVefbZZzO3SU5O5plnniE6Oprg4GBatWrFzz//7PZx7dixg549exIeHk5ISAjt2rUjJibGrTTXqFEDgDvvvBOlVOZrgAULFnDNNdcQEBBA48aNGTNmDMnJyZnLjx07Rs+ePQkMDKR69erMmDGDRo0aMW7cuMx1Dhw4wO23305oaCihoaH06dOHgwcPZi638v2TTz6hdu3a2O12EhMTs1VTa615++23qVOnDna7nejoaJ577rnM5c8++yz16tUjMDCQGjVq8PTTT1/y7Tbd+d4lJyczevRoqlevjt1up1atWkyaNClz+c6dO3P9THKqgrfywWKt88YbbxAdHU10dDQAX3zxBa1atSI0NJSKFSty5513cujQIZf3yu37sGrVKvz8/Dia5Yc9ZswYmjRpckl5JYQnlfhg/PLLsGYNvPRS0e7nrrvu4uzZsyxZsiRzXmJiIvPnz2fgwIEkJCTQvXt3Fi9ezB9//MEdd9xBnz592LFjR4H3dfToUfr168eQIUOIjY1l4cKFDBo0yGWdffv28cUXXzB//nyWLFnC33//zX333Ze5PD4+nkGDBrF69Wp+//13mjVrxi233OISsAHGjx/PLbfcQkxMDCNHjmTSpEnMmzePr776ir///pvZs2dTr169zPXvvfdeVq5cyaxZs4iJiWHIkCHcdttt/PHHH/ke1+HDh2nfvj1KKRYvXsymTZsYOXIkaWlpbqV5/fr1AHz00UccOXIk8/XPP//MgAEDeOSRR9i2bRsffPABc+bMYfTo0Zn7HjJkCPv372fZsmXMnz+fL774gv3792cu11rTu3dvjh07xrJly1i+fDmHDx+md+/eLlXQe/fuZdasWXzzzTf88ccfBAQEZDvO0aNH8/LLL/Pcc8+xbds2vvnmG6pWrZq5PDg4mOnTpxMbG8uHH37IV199xauvvppv/uXEne/dkCFD+Oyzz5g4cSKxsbH897//pUyZMpmfyc0335zrZ+KulStX8ueff7Jw4UKWLl0KmJOA8ePH88cff/D9999z8uRJ7rnnnsxt8vo+dOjQgdq1a/PZZ59lrp+ens5nn33G/ffff0l5JYRHaa09Ml1zzTU6N9u3b9dxcXEu8x57TOuOHd2fbDatIftks7n/Ho89lmsSc9S7d289cODAzNeff/65DgsL0+fPn89x/TZt2uiXX34583XHjh31yJEj893Pxo0bNaD37duntdbZ8mrs2LHaZrPp/fv3Z85bvXq1BvTOnTtzfM/09HRdqVIl/fnnn2fOA/Qjjzzist6jjz6qb7zxRp2enp7tPXbt2qWVUi771VrrXr166REjRuR7XKNHj9bVqlXTFy9ezHfdvNL8zTffuKx3/fXX65deeinzdVxcnJ43b54ODg7W6enpeseOHRrQa9euzVznwIED2maz6bFjx2qttV60aJG22Wx67969mevs3r1bK6X04sWLtdYm3319ffXRo0dd9j9kyBDdo0cPrbXW8fHx2m6368mTJ7t1jFprPXnyZF27du3M1zNmzNDBwcFub5+V8/du586dGtA//fRTjuuOHj1aV61aNdfPxPnYLGPHjtUNGzZ0WSciIkJfuHAhz3TFxsZqQP/zzz+Z+87r+/Dmm2/qq6++OvP1jz/+qP39/fXJkyfz3M/27dvzXH45li9fXmTvXRKVxvwCNugcYmKJLRm3bg0VK4It4whtNvO6TZui2+fAgQP59ttvSUpKAmDmzJn07duXgIAAEhMTefrpp2nQoAFly5YlJCSEDRs2cODAgQLvp2nTpnTp0oVGjRpxxx138PHHH3PixAmXdaKioqhWrVrm6zZt2mCz2YiNjQXg+PHjPPTQQ9StW5fw8HBCQ0M5fvx4tvS0bOl6282hQ4eyZcsW6taty8iRI/nhhx9IT08HYNOmTWitadCggctdpn744Qd2796d73Ft3ryZ9u3b59qe6G6as9q4cSOvvvpqZnoqV65M//79SUxM5OjRo+zYsQObzeZyrFWrVqVKlSqZr2NjY6lSpYpL1XetWrWoUqUK27dvz5wXHR1NZGRkrmnZvn07Fy9epHPnzrmuM2fOHNq3b0+lSpUICQnhiSeeuKTvCZDv927z5s3YbDZuuOGGHLffvHkzbdu2vew23kaNGmG3213mbdq0iV69elG9enVCQ0Mz8985bXl9H4YMGcKePXv49ddfAZg+fTq9e/emfPnyl5VWITyh2HTgevfdgm8zYgRMmwYBAZCcDHfcAR9+WOhJy3Trrbfi6+vL/Pnz6dy5M0uWLGHRokUAjBo1ioULF/LWW29Rp04dgoKCGDx4sEu7pbt8fHxYtGgR69atY9GiRXz++eeMHz+elStX0rRpU7feY8iQIRw7dox33nmHGjVqYLfb6dy5c7b0BAcHu7xu0aIF+/btY+HChSxbtowhQ4bQtGlTFi9eTHp6Okop1q9fj5+fn8t2gYGB+aZJ59Pj2N00Z5Wens7YsWO58847AVN1a10aVKFCBbd6OmutUUrluMx5ftb8yul98rJu3Tr69evH2LFjeeeddyhTpgzfffcdo0aNyjeNOcnve5dfevJbbrPZsq2TkpKSbb2s+ZKYmEjXrl3p0qULn3/+ORUrVuTkyZNcf/31bqetQoUK9OzZk+nTp1OvXj2+++47FixYkOc2QnirYhOML8WxYzB8OAwbZoLykSNFuz+73U7fvn2ZOXMmJ0+epFKlSnTs2BGANWvWMHjwYO644w4ALly4wO7du6lbt+4l7UspRbt27WjXrh1PPPEEbdu2Zfbs2ZnB+NChQ/zzzz+ZbZG///476enp1K9fPzM9kyZNokePHoDpwHTEzQwKDQ3lzjvv5M4772To0KG0bduWXbt20bx5c7TWHD16NNeSVl5atGjBF198kWtvW3fS7Ofnl609s0WLFuzYsSPzTljx8fGEhoZmLq9fvz7p6els3LiRNhlVJwcPHuTw4cOZ6zRo0IBDhw6xb9++zNLxnj17OHz4MA0aNHD7GBs0aIDdbmfp0qXUqVMn2/JffvmFqKgoXnjhhcx5zm3XBZXf965Fixakp6ezfPlyunXrlm37Fi1a8Pnnn+f6mVSoUCHb7T7duf3njh07OHnyJK+99ho1a9YETKfErPvO6/sA8OCDD9K3b19q1apFZGQkXbp0yXffQnijEltNDTB3LnzwATRtah6z/NaLxMCBA/n555+ZMmUK/fv3x5ZRT163bl3mzZvHpk2biImJYeDAgZfcQ3bdunW88sorrF+/ngMHDvDjjz/yzz//uASFwMBAhgwZwpYtW1i7di3Dhw+nR48emQGgbt26fPHFF2zfvp3169fTr18/t6oiJ06cyJdffklsbCy7du1i1qxZhIWFER0dTd26dRkwYABDhw5lzpw57Nmzhw0bNvDWW29l+6PNycMPP0xCQgJ33XUX69evZ9euXXz55ZeZf+7upLlGjRosXbqUo0ePcubMGQBefPFFZs2axYsvvsjWrVvZuXMnc+bM4emnnwagXr16dO3aleHDh7Nu3Tq2bNnCvffeS1BQUGapt0uXLjRt2pQBAwawceNGNmzYwIABA2jRogU33nhj/h9ahtDQUB577DGee+45ZsyYwe7du/n999+ZPHly5jEeOnSImTNnsmfPHiZPnsyXX37p9vtnld/3rk6dOtx111088MAD/O9//2Pv3r2sXr2azz//HMj/M7nxxhvZvHkz06dPZ9euXfz73//ml19+yTdd1apVw26385///Ic9e/bwww8/uJyAuLNvgJtuuony5cszfvx47r333szfmxDFTk4NyVdiKmgHruIiPT1dV69eXQP6zz//zJy/b98+3blzZx0UFKSjoqL0m2++qXv06KGHDBmSuY67Hbi2b9+uu3XrpitWrKj9/f11zZo19RtvvJG53OpAM3XqVB0dHa0DAgJ0z5499fHjxzPX2bJli27durUOCAjQtWrV0p999plu2LBhZoclrXPuDDVt2jTdvHlzHRISokNDQ3WHDh30L7/8krk8OTlZjx07VtesWVP7+fnpyMhIfdttt+kNGza4lX9bt27V3bt318HBwTokJES3a9dOx8TEuJ3m7777Tl911VXa19dXV69ePXP+zz//rNu3b68DAwN1aGiovuaaa/T777+fufzIkSP61ltv1Xa7XVetWlXPmDFD16pVS7/++uuZ6+zfv1/36tVLh4SE6JCQEN27d+/MzkbO+Z5V1k5OaWlpesKECZl5FB0drUePHp25/Nlnn9URERE6ODhY33777frDDz/U5qdqFKQDlzvfuwsXLuinnnpKV6lSRfv7++tatWq55M1vv/2W62diHXelSpV0WFiYHjFihH7uueeydeDK2slLa62/+uorXatWLW2323WrVq30woULNeDSqSev74Nl/PjxWinl0rkuL9KBy3uUxvwilw5cSntoZKCWLVvqDRs25LgsNjaW6Ohol6pEkbus1a7jxo1jzpw5bN261YOp8l5Z8ysnJ0+epEqVKnz55ZeZVbyllTv55UkjRoxg165dLF682K31Y2NjM5trCtuKFSvo1KlTkbx3SVQa80sptVFr3TLr/BLdZiyEu5YtW0Z8fDyNGzfm+PHjjBkzhoiIiBzbUYV3OHfuHBs3buSzzz7j66+/9nRyhLgs0sDihVavXu1yaVDWqbgaPnx4rsc0fPhwj6YtJSWF559/nsaNG3PbbbcRGBjIqlWr8u0d7WkNGzbMNU9nzpzp6eQVqV69enHrrbdy3333ZXbqE6K4kmpqL3T+/PlswwI6s3oFW7y9GtFy/Phx4uLiclwWFhZGxYoVr0g6ikt+uWP//v05XkoEEBkZWSjHWZLyC6Sa2puUxvySaupiJDAwMFvALQkqVqx4xQJuaVG9enVPJ0EIUQikmloIIYTwMK8Nxp6qPhdClFzyvyK8lVcGYz8/v0saJlIIIfJy/vz5bEO1CuENvDIYV6xYkUOHDpGUlCRnskKIy6a1JikpiUOHDkm/BeGVvLIDV1hYGHFxcRw+fDjXnqLC4cKFCzneN1fkTPKrYEpKfvn5+REZGUlYWJinkyJENl4ZjAHS0tJKZI/iorBixQqaN2/u6WQUG5JfBSP5JUTR88pqaiGEEKI0cSsYK6W6KaX+UkrtUko9m8NypZSalLH8T6VUi8JPqhBCCFEy5RuMlVI+wAdAd6ABcI9SKusNXLsDdTKmYcDkQk6nEEIIUWK5UzJuDezSWu/RWicDXwG9sqzTC/gs4w5R64AySqnKhZxWIYQQokRyJxhHAf84vT6YMa+g6wghhBAiB+70plY5zMt68a8766CUGoapxgZIUEr9lcd+I4CTbqRPSF4VlORXwUh+uU/yqmBKY37lOKC8O8H4IFDV6XU0cPgS1kFrPQ2Y5sY+UUptyOnOFiI7yauCkfwqGMkv90leFYzkl4M71dTrgTpKqZpKKX+gH/BdlnW+AwZn9KpuC5zTWh8p5LQKIYQQJVK+JWOtdapS6hHgZ8AHmK613qaUGp6xfArwI3ALsAtIAu4tuiQLIYQQJYtbI3BprX/EBFzneVOcnmtgZOEmzb3qbAFIXhWU5FfBSH65T/KqYCS/Mii5EYMQQgjhWTIcphBCCOFhXheM8xt6U7hSSu1TSsUopbYopTZ4Oj3eRik1XSl1XCm11WleOaXUYqXU3xmPZT2ZRm+RS16NU0odyvh+bVFK3eLJNHoTpVRVpdRypVSsUmqbUuqxjPny/coij7yS71cGr6qmzhh6cydwE+ZyqfXAPVrr7R5NmBdTSu0DWmqtS9u1em5RSnUAEjAjxDXKmPdv4LTW+vWME76yWutnPJlOb5BLXo0DErTWb3kybd4oY5TBylrrTUqpUGAj0BsYiny/XOSRV3ch3y/A+0rG7gy9KYTbtNargNNZZvcCPs14/inmT6HUyyWvRC601ke01psynscDsZiRB+X7lUUeeSUyeFswlmE1C04Di5RSGzNGOBP5i7Sug894rOjh9Hi7RzLuxjZdqlxzppSqATQHfkO+X3nKklcg3y/A+4KxW8NqChfXaa1bYO6cNTKjqlGIwjIZqA00A44Ab3s0NV5IKRUC/A94XGsd5+n0eLMc8kq+Xxm8LRi7NaymcNBaH854PA7Mw1T1i7wds+4qlvF43MPp8Vpa62Na6zStdTrwEfL9cqGU8sMEl5la67kZs+X7lYOc8kq+Xw7eFozdGXpTZFBKBWd0hkApFQzcDGzNeyuB+U4NyXg+BJjvwbR4tSy3Qr0d+X5lUkop4L9ArNZ6otMi+X5lkVteyffLwat6UwNkdG1/F8fQm696NkXeSylVC1MaBjOa2izJL1dKqS+BTpi7wxwDxgLfAl8D1YADwJ1a61LfcSmXvOqEqULUwD7gIRl33lBKtQdWAzFAesbs0Zi2UPl+Ockjr+5Bvl+AFwZjIYQQorTxtmpqIYQQotSRYCyEEEJ4mARjIYQQwsMkGAshhBAeJsFYCCGE8DAJxkKIfCmltFKqr6fTIURJJcFYCC+nlPokIxhmndZ5Om1CiMLh6+kECCHcsgQYlGVesicSIoQofFIyFqJ4uKi1PpplOg2ZVciPKKV+UEolKaX2K6UGOm+slGqslFqilDqvlDqdUdoOz7LOEKVUjFLqolLqmFLqkyxpKKeU+kYplaiU2pN1H0KISyfBWIiSYTxmTORmwDTgM6VUSwClVBCwEEjADMR/O3AtMN3aWCn1EDAVmAE0AW4BtmXZx4uYcZabArOB6Uqp6kV2REKUIjIcphBeLqOEOhC4kGXRB1rrZ5RSGvhYa/2g0zZLgKNa64FKqQeBt4DojBu7o5TqBCwH6mitdymlDgJfaK2fzSUNGnhda/1cxmtfIA4YprX+ovCOVojSSdqMhSgeVgHDssw76/R8bZZla4EeGc/rA39agTjDr5gB+xsopeKAKGBpPmn403qitU5VSp0AKrqVeiFEniQYC1E8JGmtd13itgpzV5yc6Izl7kjJYVtp6hKiEMgPSYiSoW0Or2Mznm8Hmlr3vs5wLeb3H6u1PgYcAjoXeSqFEDmSkrEQxYNdKVUpy7w0rfWJjOd9lFLrgRVAX0xgbZOxbCamg9dnSqkXgbKYzlpznUrbrwLvKKWOAT8AQUBnrfXbRXVAQggHCcZCFA9dgKw3XT8ERGc8HwfcAUwCTgD3aq3XA2itk5RSXYF3gd8xHcHmA49Zb6S1nqyUSgaeBN4ATgM/FtGxCCGykN7UQhRzGT2d79Raz/F0WoQQl0bajIUQQggPk2AshBBCeJhUUwshhBAeJiVjIYQQwsMkGAshhBAeJsFYCCGE8DAJxkIIIYSHSTAWQgghPEyCsRBCCOFh/w9ffkAgvMpVqAAAAABJRU5ErkJggg==\n", + "image/png": 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", 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MedIncHouseAgeAveRoomsAveBedrmsPopulationAveOccupLatitudeLongitudeMedHouseVal
08.325241.06.9841271.023810322.02.55555637.88-122.234.526
18.301421.06.2381370.9718802401.02.10984237.86-122.223.585
27.257452.08.2881361.073446496.02.80226037.85-122.243.521
35.643152.05.8173521.073059558.02.54794537.85-122.253.413
43.846252.06.2818531.081081565.02.18146737.85-122.253.422
..............................
206351.560325.05.0454551.133333845.02.56060639.48-121.090.781
206362.556818.06.1140351.315789356.03.12280739.49-121.210.771
206371.700017.05.2055431.1200921007.02.32563539.43-121.220.923
206381.867218.05.3295131.171920741.02.12320939.43-121.320.847
206392.388616.05.2547171.1622641387.02.61698139.37-121.240.894
\n", + "

20640 rows × 9 columns

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" + ], + "text/plain": [ + " MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n", + "0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n", + "1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n", + "2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n", + "3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n", + "4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n", + "... ... ... ... ... ... ... ... \n", + "20635 1.5603 25.0 5.045455 1.133333 845.0 2.560606 39.48 \n", + "20636 2.5568 18.0 6.114035 1.315789 356.0 3.122807 39.49 \n", + "20637 1.7000 17.0 5.205543 1.120092 1007.0 2.325635 39.43 \n", + "20638 1.8672 18.0 5.329513 1.171920 741.0 2.123209 39.43 \n", + "20639 2.3886 16.0 5.254717 1.162264 1387.0 2.616981 39.37 \n", + "\n", + " Longitude MedHouseVal \n", + "0 -122.23 4.526 \n", + "1 -122.22 3.585 \n", + "2 -122.24 3.521 \n", + "3 -122.25 3.413 \n", + "4 -122.25 3.422 \n", + "... ... ... \n", + "20635 -121.09 0.781 \n", + "20636 -121.21 0.771 \n", + "20637 -121.22 0.923 \n", + "20638 -121.32 0.847 \n", + "20639 -121.24 0.894 \n", + "\n", + "[20640 rows x 9 columns]" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.DataFrame(housing.data, columns=housing.feature_names)\n", + "df[housing.target_names[0]] = housing.target\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n", - "363/363 [==============================] - 1s 1ms/step - loss: 0.9051 - root_mean_squared_error: 0.9514 - val_loss: 0.4030 - val_root_mean_squared_error: 0.6348\n", + "Epoch 1/20\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\praba\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\preprocessing\\normalization.py:99: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.3093 - loss: 1.8470 - val_RootMeanSquaredError: 0.6273 - val_loss: 0.3934\n", "Epoch 2/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3843 - root_mean_squared_error: 0.6199 - val_loss: 0.8436 - val_root_mean_squared_error: 0.9185\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6369 - loss: 0.4062 - val_RootMeanSquaredError: 0.9092 - val_loss: 0.8263\n", "Epoch 3/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3609 - root_mean_squared_error: 0.6007 - val_loss: 0.3744 - val_root_mean_squared_error: 0.6119\n", + "\u001b[1m299/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━\u001b[0m \u001b[1m0s\u001b[0m 849us/step - 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RootMeanSquaredError: 0.5756 - loss: 0.3315 - val_RootMeanSquaredError: 1.1990 - val_loss: 1.4369\n", "Epoch 6/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3168 - root_mean_squared_error: 0.5629 - val_loss: 0.4544 - val_root_mean_squared_error: 0.6741\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5668 - loss: 0.3213 - val_RootMeanSquaredError: 1.2959 - val_loss: 1.6785\n", "Epoch 7/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3162 - root_mean_squared_error: 0.5623 - val_loss: 0.2941 - val_root_mean_squared_error: 0.5423\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5603 - loss: 0.3141 - val_RootMeanSquaredError: 1.0047 - val_loss: 1.0090\n", "Epoch 8/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3045 - root_mean_squared_error: 0.5518 - val_loss: 0.3333 - val_root_mean_squared_error: 0.5773\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5541 - loss: 0.3071 - val_RootMeanSquaredError: 1.2539 - val_loss: 1.5717\n", "Epoch 9/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2974 - root_mean_squared_error: 0.5453 - val_loss: 0.3446 - val_root_mean_squared_error: 0.5870\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5538 - loss: 0.3068 - val_RootMeanSquaredError: 1.3378 - val_loss: 1.7890\n", "Epoch 10/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2921 - root_mean_squared_error: 0.5404 - val_loss: 0.2874 - val_root_mean_squared_error: 0.5361\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - 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RootMeanSquaredError: 0.5302 - loss: 0.2812 - val_RootMeanSquaredError: 0.8676 - val_loss: 0.7524\n", "Epoch 16/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2757 - root_mean_squared_error: 0.5250 - val_loss: 0.2730 - val_root_mean_squared_error: 0.5225\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5294 - loss: 0.2803 - val_RootMeanSquaredError: 0.6202 - val_loss: 0.3846\n", "Epoch 17/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2739 - root_mean_squared_error: 0.5234 - val_loss: 0.3668 - val_root_mean_squared_error: 0.6056\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5259 - loss: 0.2766 - val_RootMeanSquaredError: 0.8513 - val_loss: 0.7244\n", "Epoch 18/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2694 - root_mean_squared_error: 0.5191 - val_loss: 0.4188 - val_root_mean_squared_error: 0.6472\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5235 - loss: 0.2741 - val_RootMeanSquaredError: 1.0298 - val_loss: 1.0601\n", "Epoch 19/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2677 - root_mean_squared_error: 0.5174 - val_loss: 0.9663 - val_root_mean_squared_error: 0.9830\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5232 - loss: 0.2738 - val_RootMeanSquaredError: 0.9970 - val_loss: 0.9936\n", "Epoch 20/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.2755 - root_mean_squared_error: 0.5249 - val_loss: 0.2978 - val_root_mean_squared_error: 0.5457\n", - "162/162 [==============================] - 0s 508us/step - loss: 0.2806 - root_mean_squared_error: 0.5297\n" + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5192 - loss: 0.2697 - val_RootMeanSquaredError: 0.5909 - val_loss: 0.3490\n", + "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 644us/step - RootMeanSquaredError: 0.5311 - loss: 0.2822\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n" ] } ], @@ -1488,16 +1823,16 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.5297096967697144" + "0.5352352857589722" ] }, - "execution_count": 51, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" } @@ -1508,18 +1843,18 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.4969182],\n", - " [1.195265 ],\n", - " [4.9428763]], dtype=float32)" + "array([[0.49143118],\n", + " [1.1604471 ],\n", + " [5.167184 ]], dtype=float32)" ] }, - "execution_count": 52, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } @@ -1544,7 +1879,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -1555,7 +1890,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -1577,36 +1912,107 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 131, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model\"\n", - "__________________________________________________________________________________________________\n", - " Layer (type) Output Shape Param # Connected to \n", - "==================================================================================================\n", - " input_1 (InputLayer) [(None, 8)] 0 [] \n", - " \n", - " normalization (Normalization) (None, 8) 17 ['input_1[0][0]'] \n", - " \n", - " dense (Dense) (None, 30) 270 ['normalization[0][0]'] \n", - " \n", - " dense_1 (Dense) (None, 30) 930 ['dense[0][0]'] \n", - " \n", - " concatenate (Concatenate) (None, 38) 0 ['input_1[0][0]', \n", - " 'dense_1[0][0]'] \n", - " \n", - " dense_2 (Dense) (None, 1) 39 ['concatenate[0][0]'] \n", - " \n", - "==================================================================================================\n", - "Total params: 1,256\n", - "Trainable params: 1,239\n", - "Non-trainable params: 17\n", - "__________________________________________________________________________________________________\n" - ] + "data": { + "text/html": [ + "
Model: \"functional_1\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n",
+       "│ input_layer         │ (None, 8)         │          0 │ -                 │\n",
+       "│ (InputLayer)        │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ normalization       │ (None, 8)         │         17 │ input_layer[0][0] │\n",
+       "│ (Normalization)     │                   │            │                   │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ dense (Dense)       │ (None, 30)        │        270 │ normalization[0]… │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ dense_1 (Dense)     │ (None, 30)        │        930 │ dense[0][0]       │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ concatenate         │ (None, 38)        │          0 │ normalization[0]… │\n",
+       "│ (Concatenate)       │                   │            │ dense_1[0][0]     │\n",
+       "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n",
+       "│ dense_2 (Dense)     │ (None, 1)         │         39 │ concatenate[0][0] │\n",
+       "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", + "│ (\u001b[38;5;33mInputLayer\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ normalization │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m17\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "│ (\u001b[38;5;33mNormalization\u001b[0m) │ │ │ │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m) │ \u001b[38;5;34m270\u001b[0m │ normalization[\u001b[38;5;34m0\u001b[0m]… │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m) │ \u001b[38;5;34m930\u001b[0m │ dense[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ concatenate │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m38\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ normalization[\u001b[38;5;34m0\u001b[0m]… │\n", + "│ (\u001b[38;5;33mConcatenate\u001b[0m) │ │ │ dense_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "├─────────────────────┼───────────────────┼────────────┼───────────────────┤\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m39\u001b[0m │ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", + "└─────────────────────┴───────────────────┴────────────┴───────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 1,256 (4.91 KB)\n",
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\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,256\u001b[0m (4.91 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 1,239 (4.84 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,239\u001b[0m (4.84 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 17 (72.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m17\u001b[0m (72.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1615,7 +2021,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -1623,46 +2029,54 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - "363/363 [==============================] - 1s 1ms/step - loss: 122.3226 - root_mean_squared_error: 11.0600 - val_loss: 305.9134 - val_root_mean_squared_error: 17.4904\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.7390 - loss: 3.1975 - val_RootMeanSquaredError: 1.7315 - val_loss: 2.9968\n", "Epoch 2/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 5.5425 - root_mean_squared_error: 2.3543 - val_loss: 183.4622 - val_root_mean_squared_error: 13.5448\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.7214 - loss: 0.5216 - val_RootMeanSquaredError: 0.6337 - val_loss: 0.4014\n", "Epoch 3/20\n", - "363/363 [==============================] - 0s 979us/step - loss: 3.0631 - root_mean_squared_error: 1.7502 - val_loss: 87.2228 - val_root_mean_squared_error: 9.3393\n", + "\u001b[1m 59/363\u001b[0m \u001b[32m━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 862us/step - RootMeanSquaredError: 0.6896 - loss: 0.4765" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6536 - loss: 0.4277 - val_RootMeanSquaredError: 0.6221 - val_loss: 0.3869\n", "Epoch 4/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 1.5796 - root_mean_squared_error: 1.2568 - val_loss: 35.3699 - val_root_mean_squared_error: 5.9473\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 997us/step - RootMeanSquaredError: 0.6332 - loss: 0.4012 - val_RootMeanSquaredError: 0.6036 - val_loss: 0.3643\n", "Epoch 5/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.9536 - root_mean_squared_error: 0.9765 - val_loss: 12.3882 - val_root_mean_squared_error: 3.5197\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 996us/step - RootMeanSquaredError: 0.6189 - loss: 0.3833 - val_RootMeanSquaredError: 0.6233 - val_loss: 0.3884\n", "Epoch 6/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.6322 - root_mean_squared_error: 0.7951 - val_loss: 4.1676 - val_root_mean_squared_error: 2.0415\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6090 - loss: 0.3711 - val_RootMeanSquaredError: 0.7156 - val_loss: 0.5119\n", "Epoch 7/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.5069 - root_mean_squared_error: 0.7120 - val_loss: 1.2937 - val_root_mean_squared_error: 1.1374\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6009 - loss: 0.3613 - val_RootMeanSquaredError: 1.0065 - val_loss: 1.0126\n", "Epoch 8/20\n", - "363/363 [==============================] - 0s 980us/step - loss: 0.4525 - root_mean_squared_error: 0.6727 - val_loss: 0.4837 - val_root_mean_squared_error: 0.6955\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5945 - loss: 0.3536 - val_RootMeanSquaredError: 1.3875 - val_loss: 1.9242\n", "Epoch 9/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4293 - root_mean_squared_error: 0.6552 - val_loss: 0.4343 - val_root_mean_squared_error: 0.6590\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 995us/step - RootMeanSquaredError: 0.5903 - loss: 0.3486 - val_RootMeanSquaredError: 1.9299 - val_loss: 3.7227\n", "Epoch 10/20\n", - "363/363 [==============================] - 0s 962us/step - loss: 0.4120 - root_mean_squared_error: 0.6419 - val_loss: 0.3996 - val_root_mean_squared_error: 0.6321\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5890 - loss: 0.3470 - val_RootMeanSquaredError: 1.4914 - val_loss: 2.2231\n", "Epoch 11/20\n", - "363/363 [==============================] - 0s 988us/step - loss: 0.4203 - root_mean_squared_error: 0.6483 - val_loss: 0.4149 - val_root_mean_squared_error: 0.6441\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5831 - loss: 0.3401 - val_RootMeanSquaredError: 1.1598 - val_loss: 1.3445\n", "Epoch 12/20\n", - "363/363 [==============================] - 0s 952us/step - loss: 0.3916 - root_mean_squared_error: 0.6257 - val_loss: 0.4569 - val_root_mean_squared_error: 0.6759\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5729 - loss: 0.3284 - val_RootMeanSquaredError: 0.6539 - val_loss: 0.4274\n", "Epoch 13/20\n", - "363/363 [==============================] - 0s 957us/step - loss: 0.4147 - root_mean_squared_error: 0.6440 - val_loss: 0.3736 - val_root_mean_squared_error: 0.6113\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5679 - loss: 0.3226 - val_RootMeanSquaredError: 0.8067 - val_loss: 0.6505\n", "Epoch 14/20\n", - "363/363 [==============================] - 0s 949us/step - loss: 0.3824 - root_mean_squared_error: 0.6184 - val_loss: 0.4550 - val_root_mean_squared_error: 0.6745\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5627 - loss: 0.3168 - val_RootMeanSquaredError: 0.6897 - val_loss: 0.4756\n", "Epoch 15/20\n", - "363/363 [==============================] - 0s 982us/step - loss: 0.4003 - root_mean_squared_error: 0.6327 - val_loss: 0.8553 - val_root_mean_squared_error: 0.9248\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5599 - loss: 0.3136 - val_RootMeanSquaredError: 1.0183 - val_loss: 1.0364\n", "Epoch 16/20\n", - "363/363 [==============================] - 0s 960us/step - loss: 0.4245 - root_mean_squared_error: 0.6516 - val_loss: 1.9204 - val_root_mean_squared_error: 1.3858\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5575 - loss: 0.3109 - val_RootMeanSquaredError: 1.2785 - val_loss: 1.6339\n", "Epoch 17/20\n", - "363/363 [==============================] - 0s 987us/step - loss: 0.4580 - root_mean_squared_error: 0.6767 - val_loss: 2.0632 - val_root_mean_squared_error: 1.4364\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5550 - loss: 0.3082 - val_RootMeanSquaredError: 1.1718 - val_loss: 1.3726\n", "Epoch 18/20\n", - "363/363 [==============================] - 0s 961us/step - loss: 0.4692 - root_mean_squared_error: 0.6850 - val_loss: 3.5730 - val_root_mean_squared_error: 1.8902\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 960us/step - RootMeanSquaredError: 0.5549 - loss: 0.3080 - val_RootMeanSquaredError: 2.4115 - val_loss: 5.8123\n", "Epoch 19/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4367 - root_mean_squared_error: 0.6608 - val_loss: 3.9989 - val_root_mean_squared_error: 1.9997\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5621 - loss: 0.3161 - val_RootMeanSquaredError: 2.3140 - val_loss: 5.3520\n", "Epoch 20/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4683 - root_mean_squared_error: 0.6843 - val_loss: 2.2966 - val_root_mean_squared_error: 1.5155\n", - "162/162 [==============================] - 0s 612us/step - loss: 0.5723 - root_mean_squared_error: 0.7565\n" + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5635 - loss: 0.3179 - val_RootMeanSquaredError: 1.1783 - val_loss: 1.3877\n", + "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 618us/step - RootMeanSquaredError: 0.5527 - loss: 0.3057\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n" ] } ], @@ -1685,7 +2099,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -1694,7 +2108,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -1713,54 +2127,61 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n", - "363/363 [==============================] - 1s 2ms/step - loss: 1.2768 - root_mean_squared_error: 1.1300 - val_loss: 0.9497 - val_root_mean_squared_error: 0.9745\n", + "Epoch 1/20\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.4045 - loss: 2.0408 - val_RootMeanSquaredError: 2.3431 - val_loss: 5.4873\n", "Epoch 2/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4767 - root_mean_squared_error: 0.6904 - val_loss: 1.4311 - val_root_mean_squared_error: 1.1963\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.7508 - loss: 0.5643 - val_RootMeanSquaredError: 1.1519 - val_loss: 1.3263\n", "Epoch 3/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4433 - root_mean_squared_error: 0.6658 - val_loss: 0.4258 - val_root_mean_squared_error: 0.6525\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6748 - loss: 0.4556 - val_RootMeanSquaredError: 0.7053 - val_loss: 0.4973\n", "Epoch 4/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4057 - root_mean_squared_error: 0.6370 - val_loss: 0.4016 - val_root_mean_squared_error: 0.6338\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6529 - loss: 0.4265 - val_RootMeanSquaredError: 0.6196 - val_loss: 0.3838\n", "Epoch 5/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3940 - root_mean_squared_error: 0.6277 - val_loss: 1.4914 - val_root_mean_squared_error: 1.2212\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6417 - loss: 0.4121 - val_RootMeanSquaredError: 0.6024 - val_loss: 0.3628\n", "Epoch 6/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3873 - root_mean_squared_error: 0.6224 - val_loss: 2.6759 - val_root_mean_squared_error: 1.6358\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6333 - loss: 0.4013 - val_RootMeanSquaredError: 0.6501 - val_loss: 0.4225\n", "Epoch 7/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3914 - root_mean_squared_error: 0.6257 - val_loss: 3.0592 - val_root_mean_squared_error: 1.7490\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6259 - loss: 0.3920 - val_RootMeanSquaredError: 0.5894 - val_loss: 0.3473\n", "Epoch 8/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3735 - root_mean_squared_error: 0.6112 - val_loss: 3.3043 - val_root_mean_squared_error: 1.8178\n", + "\u001b[1m363/363\u001b[0m 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1.5219\n", "Epoch 11/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3578 - root_mean_squared_error: 0.5982 - val_loss: 0.6127 - val_root_mean_squared_error: 0.7827\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6025 - loss: 0.3632 - val_RootMeanSquaredError: 1.1309 - val_loss: 1.2784\n", "Epoch 12/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3605 - root_mean_squared_error: 0.6005 - val_loss: 1.3970 - val_root_mean_squared_error: 1.1819\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5988 - loss: 0.3586 - val_RootMeanSquaredError: 1.3434 - val_loss: 1.8039\n", "Epoch 13/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3527 - root_mean_squared_error: 0.5939 - val_loss: 0.9449 - val_root_mean_squared_error: 0.9721\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5975 - loss: 0.3571 - val_RootMeanSquaredError: 1.2226 - val_loss: 1.4941\n", "Epoch 14/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3436 - root_mean_squared_error: 0.5861 - val_loss: 0.7757 - val_root_mean_squared_error: 0.8807\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5941 - loss: 0.3530 - val_RootMeanSquaredError: 1.2055 - val_loss: 1.4525\n", "Epoch 15/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3421 - root_mean_squared_error: 0.5849 - val_loss: 0.8920 - val_root_mean_squared_error: 0.9445\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5900 - loss: 0.3482 - val_RootMeanSquaredError: 0.9727 - val_loss: 0.9457\n", "Epoch 16/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3405 - root_mean_squared_error: 0.5835 - val_loss: 0.9334 - val_root_mean_squared_error: 0.9661\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5856 - loss: 0.3430 - val_RootMeanSquaredError: 0.8920 - val_loss: 0.7953\n", "Epoch 17/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3394 - root_mean_squared_error: 0.5826 - val_loss: 1.3433 - val_root_mean_squared_error: 1.1590\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5829 - loss: 0.3399 - val_RootMeanSquaredError: 0.7844 - val_loss: 0.6151\n", "Epoch 18/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3384 - root_mean_squared_error: 0.5817 - val_loss: 2.6406 - val_root_mean_squared_error: 1.6250\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5822 - loss: 0.3390 - val_RootMeanSquaredError: 0.7989 - val_loss: 0.6381\n", "Epoch 19/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3459 - root_mean_squared_error: 0.5881 - val_loss: 2.2482 - val_root_mean_squared_error: 1.4994\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5803 - loss: 0.3369 - val_RootMeanSquaredError: 0.7966 - val_loss: 0.6343\n", "Epoch 20/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3503 - root_mean_squared_error: 0.5919 - val_loss: 1.4407 - val_root_mean_squared_error: 1.2003\n", - "162/162 [==============================] - 0s 672us/step - loss: 0.3388 - root_mean_squared_error: 0.5821\n" + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5767 - loss: 0.3326 - val_RootMeanSquaredError: 1.1349 - val_loss: 1.2874\n", + "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 648us/step - RootMeanSquaredError: 0.5831 - loss: 0.3401\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n" ] } ], @@ -1790,7 +2211,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -1800,7 +2221,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -1821,64 +2242,70 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=(\"mse\", \"mse\"), loss_weights=(0.9, 0.1), optimizer=optimizer,\n", - " metrics=[\"RootMeanSquaredError\"])" + " metrics=[\"RootMeanSquaredError\",\"RootMeanSquaredError\"])" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 158, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n", - "363/363 [==============================] - 1s 2ms/step - loss: 1.3490 - dense_2_loss: 1.2742 - dense_3_loss: 2.0215 - dense_2_root_mean_squared_error: 1.1288 - dense_3_root_mean_squared_error: 1.4218 - val_loss: 1.5415 - val_dense_2_loss: 0.9593 - val_dense_3_loss: 6.7806 - val_dense_2_root_mean_squared_error: 0.9795 - val_dense_3_root_mean_squared_error: 2.6040\n", + "Epoch 1/20\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2ms/step - dense_2_RootMeanSquaredError: 1.9584 - dense_3_RootMeanSquaredError: 1.9275 - loss: 3.9910 - val_dense_2_RootMeanSquaredError: 0.8860 - val_dense_3_RootMeanSquaredError: 1.4706 - val_loss: 0.9225\n", "Epoch 2/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.5101 - dense_2_loss: 0.4785 - dense_3_loss: 0.7952 - dense_2_root_mean_squared_error: 0.6917 - dense_3_root_mean_squared_error: 0.8917 - val_loss: 1.3624 - val_dense_2_loss: 1.0094 - val_dense_3_loss: 4.5401 - val_dense_2_root_mean_squared_error: 1.0047 - val_dense_3_root_mean_squared_error: 2.1307\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.8184 - dense_3_RootMeanSquaredError: 0.9551 - loss: 0.6950 - val_dense_2_RootMeanSquaredError: 0.8314 - val_dense_3_RootMeanSquaredError: 0.8645 - val_loss: 0.6966\n", "Epoch 3/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4618 - dense_2_loss: 0.4404 - dense_3_loss: 0.6546 - dense_2_root_mean_squared_error: 0.6636 - dense_3_root_mean_squared_error: 0.8091 - val_loss: 0.5361 - val_dense_2_loss: 0.3975 - val_dense_3_loss: 1.7837 - val_dense_2_root_mean_squared_error: 0.6305 - val_dense_3_root_mean_squared_error: 1.3356\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.7191 - dense_3_RootMeanSquaredError: 0.8130 - loss: 0.5318 - val_dense_2_RootMeanSquaredError: 0.6608 - val_dense_3_RootMeanSquaredError: 0.7818 - val_loss: 0.4540\n", "Epoch 4/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4252 - dense_2_loss: 0.4059 - dense_3_loss: 0.5985 - dense_2_root_mean_squared_error: 0.6371 - dense_3_root_mean_squared_error: 0.7736 - val_loss: 0.5182 - val_dense_2_loss: 0.4590 - val_dense_3_loss: 1.0517 - val_dense_2_root_mean_squared_error: 0.6775 - val_dense_3_root_mean_squared_error: 1.0255\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6753 - dense_3_RootMeanSquaredError: 0.7645 - loss: 0.4690 - val_dense_2_RootMeanSquaredError: 1.0578 - val_dense_3_RootMeanSquaredError: 0.8477 - val_loss: 1.0785\n", "Epoch 5/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.4106 - dense_2_loss: 0.3931 - dense_3_loss: 0.5690 - dense_2_root_mean_squared_error: 0.6269 - dense_3_root_mean_squared_error: 0.7543 - val_loss: 0.4049 - val_dense_2_loss: 0.3588 - val_dense_3_loss: 0.8196 - val_dense_2_root_mean_squared_error: 0.5990 - val_dense_3_root_mean_squared_error: 0.9053\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6481 - dense_3_RootMeanSquaredError: 0.7391 - loss: 0.4328 - val_dense_2_RootMeanSquaredError: 0.7964 - val_dense_3_RootMeanSquaredError: 0.8189 - val_loss: 0.6377\n", "Epoch 6/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3944 - dense_2_loss: 0.3780 - dense_3_loss: 0.5424 - dense_2_root_mean_squared_error: 0.6148 - dense_3_root_mean_squared_error: 0.7365 - val_loss: 0.4168 - val_dense_2_loss: 0.3934 - val_dense_3_loss: 0.6275 - val_dense_2_root_mean_squared_error: 0.6272 - val_dense_3_root_mean_squared_error: 0.7921\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6296 - dense_3_RootMeanSquaredError: 0.7171 - loss: 0.4083 - val_dense_2_RootMeanSquaredError: 1.5254 - val_dense_3_RootMeanSquaredError: 1.3544 - val_loss: 2.2766\n", "Epoch 7/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3694 - dense_3_loss: 0.5126 - dense_2_root_mean_squared_error: 0.6078 - dense_3_root_mean_squared_error: 0.7160 - val_loss: 0.3661 - val_dense_2_loss: 0.3430 - val_dense_3_loss: 0.5747 - val_dense_2_root_mean_squared_error: 0.5856 - val_dense_3_root_mean_squared_error: 0.7581\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6208 - dense_3_RootMeanSquaredError: 0.6999 - loss: 0.3959 - val_dense_2_RootMeanSquaredError: 1.4983 - val_dense_3_RootMeanSquaredError: 1.4667 - val_loss: 2.2344\n", "Epoch 8/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3731 - dense_2_loss: 0.3608 - dense_3_loss: 0.4840 - dense_2_root_mean_squared_error: 0.6007 - dense_3_root_mean_squared_error: 0.6957 - val_loss: 0.8555 - val_dense_2_loss: 0.8704 - val_dense_3_loss: 0.7218 - val_dense_2_root_mean_squared_error: 0.9330 - val_dense_3_root_mean_squared_error: 0.8496\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6144 - dense_3_RootMeanSquaredError: 0.6834 - loss: 0.3866 - val_dense_2_RootMeanSquaredError: 0.7738 - val_dense_3_RootMeanSquaredError: 1.0913 - val_loss: 0.6578\n", "Epoch 9/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3672 - dense_2_loss: 0.3567 - dense_3_loss: 0.4624 - dense_2_root_mean_squared_error: 0.5972 - dense_3_root_mean_squared_error: 0.6800 - val_loss: 2.6877 - val_dense_2_loss: 2.9011 - val_dense_3_loss: 0.7675 - val_dense_2_root_mean_squared_error: 1.7033 - val_dense_3_root_mean_squared_error: 0.8761\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6038 - dense_3_RootMeanSquaredError: 0.6620 - loss: 0.3721 - val_dense_2_RootMeanSquaredError: 0.7132 - val_dense_3_RootMeanSquaredError: 0.7104 - val_loss: 0.5081\n", "Epoch 10/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3765 - dense_3_loss: 0.4481 - dense_2_root_mean_squared_error: 0.6136 - dense_3_root_mean_squared_error: 0.6694 - val_loss: 3.6017 - val_dense_2_loss: 3.8004 - val_dense_3_loss: 1.8132 - val_dense_2_root_mean_squared_error: 1.9495 - val_dense_3_root_mean_squared_error: 1.3466\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5982 - dense_3_RootMeanSquaredError: 0.6488 - loss: 0.3642 - val_dense_2_RootMeanSquaredError: 0.5912 - val_dense_3_RootMeanSquaredError: 0.7443 - val_loss: 0.3698\n", "Epoch 11/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3728 - dense_2_loss: 0.3656 - dense_3_loss: 0.4377 - dense_2_root_mean_squared_error: 0.6046 - dense_3_root_mean_squared_error: 0.6616 - val_loss: 0.6115 - val_dense_2_loss: 0.6325 - val_dense_3_loss: 0.4226 - val_dense_2_root_mean_squared_error: 0.7953 - val_dense_3_root_mean_squared_error: 0.6501\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5938 - dense_3_RootMeanSquaredError: 0.6418 - loss: 0.3587 - val_dense_2_RootMeanSquaredError: 0.6930 - val_dense_3_RootMeanSquaredError: 0.6746 - val_loss: 0.4776\n", "Epoch 12/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3750 - dense_2_loss: 0.3688 - dense_3_loss: 0.4303 - dense_2_root_mean_squared_error: 0.6073 - dense_3_root_mean_squared_error: 0.6560 - val_loss: 0.9371 - val_dense_2_loss: 0.9545 - val_dense_3_loss: 0.7799 - val_dense_2_root_mean_squared_error: 0.9770 - val_dense_3_root_mean_squared_error: 0.8831\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5921 - dense_3_RootMeanSquaredError: 0.6372 - loss: 0.3562 - val_dense_2_RootMeanSquaredError: 0.7077 - val_dense_3_RootMeanSquaredError: 0.8901 - val_loss: 0.5298\n", "Epoch 13/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3570 - dense_2_loss: 0.3499 - dense_3_loss: 0.4203 - dense_2_root_mean_squared_error: 0.5915 - dense_3_root_mean_squared_error: 0.6483 - val_loss: 0.4224 - val_dense_2_loss: 0.4245 - val_dense_3_loss: 0.4039 - val_dense_2_root_mean_squared_error: 0.6515 - val_dense_3_root_mean_squared_error: 0.6355\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5897 - dense_3_RootMeanSquaredError: 0.6347 - loss: 0.3533 - val_dense_2_RootMeanSquaredError: 0.8222 - val_dense_3_RootMeanSquaredError: 0.8150 - val_loss: 0.6746\n", "Epoch 14/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3493 - dense_2_loss: 0.3421 - dense_3_loss: 0.4148 - dense_2_root_mean_squared_error: 0.5849 - dense_3_root_mean_squared_error: 0.6440 - val_loss: 0.3410 - val_dense_2_loss: 0.3221 - val_dense_3_loss: 0.5105 - val_dense_2_root_mean_squared_error: 0.5676 - val_dense_3_root_mean_squared_error: 0.7145\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5865 - dense_3_RootMeanSquaredError: 0.6304 - loss: 0.3495 - val_dense_2_RootMeanSquaredError: 0.7583 - val_dense_3_RootMeanSquaredError: 0.9524 - val_loss: 0.6081\n", "Epoch 15/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3496 - dense_2_loss: 0.3432 - dense_3_loss: 0.4076 - dense_2_root_mean_squared_error: 0.5858 - dense_3_root_mean_squared_error: 0.6384 - val_loss: 0.6461 - val_dense_2_loss: 0.6671 - val_dense_3_loss: 0.4570 - val_dense_2_root_mean_squared_error: 0.8168 - val_dense_3_root_mean_squared_error: 0.6760\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5844 - dense_3_RootMeanSquaredError: 0.6299 - loss: 0.3472 - val_dense_2_RootMeanSquaredError: 1.1048 - val_dense_3_RootMeanSquaredError: 1.2558 - val_loss: 1.2556\n", "Epoch 16/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3435 - dense_2_loss: 0.3370 - dense_3_loss: 0.4022 - dense_2_root_mean_squared_error: 0.5805 - dense_3_root_mean_squared_error: 0.6342 - val_loss: 0.6875 - val_dense_2_loss: 0.6841 - val_dense_3_loss: 0.7182 - val_dense_2_root_mean_squared_error: 0.8271 - val_dense_3_root_mean_squared_error: 0.8475\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5831 - dense_3_RootMeanSquaredError: 0.6282 - loss: 0.3456 - val_dense_2_RootMeanSquaredError: 1.3811 - val_dense_3_RootMeanSquaredError: 1.7582 - val_loss: 2.0249\n", "Epoch 17/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3458 - dense_2_loss: 0.3393 - dense_3_loss: 0.4037 - dense_2_root_mean_squared_error: 0.5825 - dense_3_root_mean_squared_error: 0.6354 - val_loss: 1.1564 - val_dense_2_loss: 1.2129 - val_dense_3_loss: 0.6483 - val_dense_2_root_mean_squared_error: 1.1013 - val_dense_3_root_mean_squared_error: 0.8052\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5848 - dense_3_RootMeanSquaredError: 0.6312 - loss: 0.3477 - val_dense_2_RootMeanSquaredError: 1.0341 - val_dense_3_RootMeanSquaredError: 1.0552 - val_loss: 1.0732\n", "Epoch 18/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3446 - dense_2_loss: 0.3385 - dense_3_loss: 0.3994 - dense_2_root_mean_squared_error: 0.5818 - dense_3_root_mean_squared_error: 0.6320 - val_loss: 3.9325 - val_dense_2_loss: 4.0947 - val_dense_3_loss: 2.4722 - val_dense_2_root_mean_squared_error: 2.0235 - val_dense_3_root_mean_squared_error: 1.5723\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5795 - dense_3_RootMeanSquaredError: 0.6229 - loss: 0.3411 - val_dense_2_RootMeanSquaredError: 0.5900 - val_dense_3_RootMeanSquaredError: 0.7461 - val_loss: 0.3688\n", "Epoch 19/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3563 - dense_2_loss: 0.3511 - dense_3_loss: 0.4029 - dense_2_root_mean_squared_error: 0.5925 - dense_3_root_mean_squared_error: 0.6347 - val_loss: 1.4560 - val_dense_2_loss: 1.5433 - val_dense_3_loss: 0.6697 - val_dense_2_root_mean_squared_error: 1.2423 - val_dense_3_root_mean_squared_error: 0.8183\n", + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5758 - dense_3_RootMeanSquaredError: 0.6197 - loss: 0.3368 - val_dense_2_RootMeanSquaredError: 0.6015 - val_dense_3_RootMeanSquaredError: 0.6167 - val_loss: 0.3636\n", "Epoch 20/20\n", - "363/363 [==============================] - 0s 1ms/step - loss: 0.3546 - dense_2_loss: 0.3498 - dense_3_loss: 0.3981 - dense_2_root_mean_squared_error: 0.5914 - dense_3_root_mean_squared_error: 0.6310 - val_loss: 1.1709 - val_dense_2_loss: 1.1945 - val_dense_3_loss: 0.9589 - val_dense_2_root_mean_squared_error: 1.0929 - val_dense_3_root_mean_squared_error: 0.9792\n" + "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5740 - dense_3_RootMeanSquaredError: 0.6170 - loss: 0.3346 - val_dense_2_RootMeanSquaredError: 0.5536 - val_dense_3_RootMeanSquaredError: 0.6219 - val_loss: 0.3145\n" ] } ], @@ -1893,7 +2320,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1911,7 +2338,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1928,7 +2355,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1945,7 +2372,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1976,7 +2403,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2031,7 +2458,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2044,7 +2471,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2061,7 +2488,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2085,7 +2512,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2095,7 +2522,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2104,7 +2531,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2124,7 +2551,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2151,7 +2578,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2160,7 +2587,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2201,7 +2628,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2268,7 +2695,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2280,7 +2707,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2324,7 +2751,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2334,7 +2761,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": { "tags": [] }, @@ -2345,7 +2772,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2360,7 +2787,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2381,7 +2808,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2480,7 +2907,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2522,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2566,7 +2993,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2604,7 +3031,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2644,7 +3071,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2693,7 +3120,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2704,7 +3131,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2714,7 +3141,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2724,7 +3151,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2753,7 +3180,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2786,7 +3213,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2796,7 +3223,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2820,7 +3247,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2844,7 +3271,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2864,7 +3291,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2902,7 +3329,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2919,7 +3346,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2931,7 +3358,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -2965,7 +3392,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3000,7 +3427,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3098,7 +3525,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3114,7 +3541,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3141,7 +3568,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3168,7 +3595,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3187,12 +3614,12 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -3332,7 +3759,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3351,7 +3778,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3362,7 +3789,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3383,7 +3810,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3402,7 +3829,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3428,7 +3855,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3443,7 +3870,7 @@ }, { "data": { - "image/png": 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FcfKTqcPgpWCQKicpPpa/X9CZRy7pxvKNOxn68FQmfbEh0mVJlacuw2EKBqmyzumSxQc3D6BZek2u+9d8/vDuEs21JFIOFAxSpTWpW5Ox1/Vj1KDm/GvmGoY+PJX5msZbykiDz14KBqny4mMD/H5oO179RW9+OHCIC56cwV8/XKbeg5SJBp+LKBgkavRvmc6kWwdyUc9GPP3ZNwx7dBqLC7ZFuiypEtRlKE7BIFElOSGOv57XmZd+3oudew9w7hMzeOCj5ew7oNNa5djUYSiiYJCodFLrekz+9SDO7ZbNo//J55zHpvHFuu2RLkukSlAwSNRKTYzj/pFdeO7KHLbs2sfwx6fzj0lfaexBfkSDz14KBol6p7bL4ONfn8S53bJ5Im8Fpz/0mW4EJD+iwecivgWDmT1vZpvM7IujrM81s+1mtjD0+F+/apPol5oU7D28dm1vasTGcOXzs/nt2EV8v2tfpEuTSkAdBi8/ewwvAoOPs81U51zX0ONeH2qSaqZfi3Tev2kAv8ptwTsL1nHKA3m8PnuNpvMW3ainGN+CwTk3Bfjer58ncjQJcTHcObgtH94ykDYZydw1bgnnPTlDg9MiIZVtjKGvmS0ysw/NrEOki5Ho1iojmTGj+vDQRV0o2Lqbcx6bxj0TlrJj7/5IlyY+cxp99jA/G8TMmgLvO+c6lrAuBTjknCs0s6HAw865VkfZzyhgFEBGRkaPMWPGVGDVAlBYWEitWrUiXUaF2bXfMe6/+/jPmgOk1DAuaRNP78wYzOcRyWhv58oivJ1v/GQXvTNjubx9jQhW5a+TTz55nnMup6R1lSYYSth2FZDjnDvmHVlycnLc3Llzy6dAOaq8vDxyc3MjXUaFW1ywjf959wsWFWynX4u6/OGs9rTPSvHt51eXdo608Hbueu9HnNMli3uHH/e/pqhhZkcNhkpzKMnMGljo65mZ9SJY25bIViXVTeeGaYy7vj9/HtGRLzfs4KxHp3LbmwtZt21PpEuTCqah5yKxfv0gM3sdyAXSzawA+CMQB+Ccewq4APiVmR0A9gAXOx34kwiICRiX9WnCsM5ZPPFZPi9MX8X7izdwzYBm/Cq3BSkJcZEuUaRC+RYMzrlLjrP+MeAxn8oROa7UpDjuGtKOK/o25YHJy3kybwVvzFnL9bktuKxPExLiYiJdopQTfQX1qjSHkkQqq+y0RB68qCvv3TiADlkp/PmDZZxyfx5vzlmre05HEb9PNKjMfnIwmJn61VItdGqYyivX9ObVX/QmPbkGd7y9mFMf/Iy35hUoIKo4HbX2KlMwmNnNZnZ+sdfPAXvMbLmZtSn36kQqof4t0xl/Q3+euSKHWjViuX3sIk5/aArj5hdwUFdQSxQoa4/hZuA7ADMbBFwI/AxYCDxQrpWJVGJmxuntM3j/pgE8fXkPEuJiuO3NRZz+4GeMX7hOASFVWlmDIRtYFXo+DBjrnHsTuAfoU35liVQNZsaZHRrwwU0DePLS7sTFBLhlzELO/L8pTFi0XgFRRehvyauswbADqBd6fjrwSej5fiChvIoSqWoCAWNIp0w+vGUgj/+sOwGDm19fwOD/m8L7i9drkr4qQGPPRcoaDB8Bz4TGFloCH4aWdwBWlmdhIlVRIGCc1TmTSbcM4tFLuuGAG19bwJCHp/LugnXs1yB15aTc9ihrMNwATAfSgQucc4dnS+0OvF6ehYlUZYGAMaxLFpNvHcTDF3flkHPc+sZCcv+ZxzNTvmH7bk3UV9lo2u0iZbrAzTm3A7iphOV/LLeKRKJITMAY3jWbYZ2z+HT5Jp7+7Bvum7iMB//9NcO7ZnFZnyZ0zE6NdJkiHmUKBjNrDxx0zi0PvT4duBJYCvzDOaeb6YqUIBAwTm2XwantMli6fjuvfL6adxeuY8yctXRplMblfZpwdufMSJdZbelIkldZDyU9B3QDMLOGwHigDsFDTH8u39JEolOHrFT+dn5nZv3+NO4Z1p7Cvfu5fewi+vz1E95Yvo81W3ZHusRqSYPPRcoaDO2A+aHnI4FZzrmhwOXAMedCEhGv1MQ4rurfjI9vO4nXru1NvxZ1mbxqPyfd/ylXvzCbT5Z9q9NdfaIrn73KOoleDHD47umnAhNDz1cAGeVVlEh1Ymb0a5FOvxbpvDPpP6wMZPP6nLVc89JcstMSubhnIy7q2Yj6KTojvCKpw1CkrD2GLwhOjT2QYDBMCi3PBo55Qx0ROb7aCQFuO6MNM353Ck9e2p1m6TV54N9f0+9v/+H6V+cxPX+zromQClfWHsOdwLvA7cBLzrkloeXnALPLsS6Rai0uJsCQTpkM6ZTJys27eG3WasbOK2Diko00S6/Jz3o15oIeDaldMz7SpUYFRa1XWU9XnWJm9YAU59zWYqueBjRiJlIBmqXX5O6z2vObM9rw4RcbeHXmGu6buIx/frScszplcmnvxvRoUlvTRv9Ear4iZb5Rj3PuoJntMbOOBIN2hXNuVblXJiIeCXExnNutIed2a8hXG3fw2qw1jJu/jncWrKNNRjI5TWszsFU6uW3q6yZCZaSxZ6+yXscQC/wVuBGIJzhe84OZPQrc7ZzT5ZwiPmjbIIV7h3fkzsFteW/ResbMWcuERet5ddYakhNiGdYli5E9GtK1UZp6EqWkdipS1h7DPwielnodMC20bCDBsAgQHHsQEZ/UrBHLxb0ac3Gvxhw4eIgZK7bwzoJ1jJtfwGuz1tCkbhLndMlieNcsWtZPjnS5UkWUNRh+BvzcOTex2LIVZvYd8CwKBpGIiY0JMKh1PQa1rsefhndg0pKNTFi0nsc/zefR/+TTLjOFsztnMrhjA1rUqxXpcisVp+Fnj7IGQyrBaxbCrQDSfnI1IlIuUhLiuLBnIy7s2YhNO/fyweINTFi0nn9OXs4/Jy+nRb2anNmhAWd2aEDnhqk6jIKuYyiurMGwiOBd3G4IW35LaJ2IVDL1kxO4un8zru7fjA3b9/DR0m+ZvHQjT0/5hifyVpCdlshZnTMZ1jmLjtkp1TIkNPjsVdZguAOYGJo873OCZyX1BbKAIeVcm4iUs8zURK7s15Qr+zVl6659fPLVJj5YvJ7np61k9JRvaFI3iaGdMhlcHXsS1eijHs+JXMfQmmCPoS3BphxLcGqMWykakBaRSq52zXgu6NGQC3o0ZNvufUxeupH3F29g9JRveDJvBZmpCZzZoQFndMggp0kd4mPLOlGCVFUnch3DeuDu4svMrAtwfnkVJSL+SkuK56KejbmoZ2O27d7Hx8s2MXnpRl6fvYYXZ6wiKT6G3s3q0L9lOgNapdMmIzmqehM6kuRV5mAQkeiWllTUk9i97wBT/7uZ6fmbmZa/mU8/WAZAeq0a9G9Zl/4t0+nfMp3stMQIV/3T6Q5uRRQMInJUSfGxR85eAli/bQ/T8zczY8UWpuVvZvzC9QA0T68ZCom69G2eTmpSXCTLLjt1GTwUDCJSallpiYzMacTInEY45/jvpkKmhXoU4+YX8MrM1QQMOmWnBg87tUynW+PaJMZX3ik6Dhw8xL6Dh0iqxDX6rVTBYGYTjrNJSjnUIiJViJnROiOZ1hnJ/HxAM/YfPMSitduYlh8MitGh02EDFpzCo1+LuvRrWZeeTeuQnFB5ehS7fgjekbhmDX1PPqy0LbGlFOtX/sRaRKQKi4sJkNO0DjlN63Draa0p/OEAs1duYeHa7cxeuYWXZ67m2WkriQkY7TNT6NwwlW6Na9O7WR2y0hKJCUTmGP+ufQcAqKkewxGlCgbn3NUVXYiIRJdaNWI5pW0Gp7QN3txx7/6DzF+9lRkrtjBv9VYmLAxO+gcQF2N0yk4lMT6GVvWT6dGkNh2yUmhcJ4nYmIo9TXb7nuDcn7US1GM4TC0hIr5IiIuhX8t0+rVMB+DQIcfXm3YyZ+X3rPl+NwvXbqNw7wHemLOWF2esAoKB0TojmS6N0ujaKI2OWak0qZtUqsM+mwt/4Mv1OwCIjw0QHxugZnwssTHG6h0HWbV5F+u37WHcgnVA8L4XEqRgEJGICASMtg1SaNvAO0S5/+Ahlm/cybINO8j/rpCl63bw3sL1vBbqXQBkpyXSOqMWDWsnkZWWSNsGybRpkExmagJmxpjZa/jduCXhP9JrRt6Rp72a1qFdAw2VHmauik8SUqdJO3f675+PdBlRb9u2baSlpUW6jKindi6Zc469+w+xe98B9h44xJ59B9m97yD7Dh7iYLF7YMcEjMS4GAp/OEByjVga1k7EDA654D4Ohv7cs3s3NRITiY8JEBcTICk+Jqou2CuNN6/rN885l1PSOt96DGb2PHA2sMk517GE9QY8DAwleJvQq5xz8/2qT0QqLzMjMT6mxNNeDxw8xO79B4+ExZ59B0mMi6FZes2jnia77cAe0pITKrrsKsu3HoOZDQIKgZePEgxDgZsIBkNv4GHnXO/j7TcnJ8fNnTu3vMuVMHl5eeTm5ka6jKindvaH2hnM7Kg9Bt9mxXLOTQG+P8YmwwmGhnPOzQTSzCzTn+pEROSwyjT4nA2sLfa6ILRsQ/iGZjYKGAWQkZFBXl6eH/VVa4WFhWpnH6id/aF2PrbKFAwljfyUeJzLOTcaGA3BQ0nVvUvoB3W9/aF29ofa+dgq0wTrBUCjYq8bAusjVIuISLVVmYJhAnCFBfUBtjvnfnQYSUREKpafp6u+DuQC6WZWAPwRiANwzj1F8C5wQ4F8gqerahoOEZEI8C0YnHOXHGe9I3jLUBERiaDKdChJREQqAQWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGERExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4qFgEBERDwWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ9fg8HMBpvZcjPLN7PflbA+18y2m9nC0ON//axPREQg1q8fZGYxwOPA6UABMMfMJjjnvgzbdKpz7my/6hIRES8/ewy9gHzn3DfOuX3AGGC4jz9fRERKwc9gyAbWFntdEFoWrq+ZLTKzD82sgz+liYjIYb4dSgKshGUu7PV8oIlzrtDMhgLvAq1+tCOzUcAogIyMDPLy8sq3UvmRwsJCtbMP1M7+UDsfm5/BUAA0Kva6IbC++AbOuR3Fnk80syfMLN05tzlsu9HAaICcnByXm5tbYUVLUF5eHmrniqd29ofa+dj8PJQ0B2hlZs3MLB64GJhQfAMza2BmFnreK1TfFh9rFBGp9nzrMTjnDpjZjcBkIAZ43jm31MyuC61/CrgA+JWZHQD2ABc758IPN4mISAXy81ASzrmJwMSwZU8Ve/4Y8JifNYmIiJeufBYREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGERExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4qFgEBERDwWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHj4GgxmNtjMlptZvpn9roT1ZmaPhNYvNrPuftYnIiI+BoOZxQCPA0OA9sAlZtY+bLMhQKvQYxTwpF/1iYhIkJ89hl5AvnPuG+fcPmAMMDxsm+HAyy5oJpBmZpk+1igiUu3F+vizsoG1xV4XAL1LsU02sKH4RmY2imCPAqDQzJaXb6lHlQps9+n9pdn2WNscbV1Jy0uzLB3YfJx6yova2R9qZ39U1nZuctQtnHO+PICRwLPFXl8OPBq2zQfAgGKvPwF6+FVjKT7DaL/eX5ptj7XN0daVtLw0y4C5ame1s9o5utv58MPPQ0kFQKNirxsC609gm0h6z8f3l2bbY21ztHUlLS/tMr+onf2hdvZHVWpnACyUIBXOzGKBr4FTgXXAHOBnzrmlxbY5C7gRGErwMNMjzrlevhQox2Rmc51zOZGuI9qpnf2hdj4238YYnHMHzOxGYDIQAzzvnFtqZteF1j8FTCQYCvnAbuBqv+qT4xod6QKqCbWzP9TOx+Bbj0FERKoGXfksIiIeCgYREfFQMIiIiIeCQX4yMxthZs+Y2XgzOyPS9UQrM2tuZs+Z2VuRriXamFlNM3sp9Ht8aaTriTQFQzVnZs+b2SYz+yJs+TEnPCzOOfeuc+5a4Crgogost8oqp3b+xjl3TcVWGj3K2ObnAW+Ffo/P8b3YSkbBIC8Cg4svONqEh2bWyczeD3vUL/bWP4TeJz/2IuXXzlI6L1LKNid4Me3h6XgO+lhjpeTnXElSCTnnpphZ07DFRyY8BDCzMcBw59xfgbPD92FmBvwN+NA5N7+CS66SyqOdpWzK0uYEZ11oCCxEX5jVAFKio01meDQ3AacBFxy+YFFKpUztbGZ1zewpoJuZ3VXRxUWpo7X5OOB8M3uSyE6fUSmoxyAlsRKWHfVKSOfcI8AjFVdO1CprO28BFLw/TYlt7pzbhWZaOEI9BilJZZ/MMFqonf2nNi8FBYOUZA7QysyamVk8cDEwIcI1RSO1s//U5qWgYKjmzOx14HOgjZkVmNk1zrkDBGe5nQwsA94sPguulJ3a2X9q8xOnSfRERMRDPQYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGER+IjO7J3xqZ5GqTNcxSJVgZi8C6c65SjfrqJnVAmqE5jKqlMzMASOdc7rJjxyXegwiRxGaMuG4nHOFkQgFMwuE7i8gUq4UDBIVQje4+cDMdobu2vW6mTUotr6nmX1kZpvNbIeZTTOzvmH7cGZ2g5mNM7NdwF8OHyYys4vNbEVo/++aWXqx93kOJZnZi6Gb69xiZuvMbKuZvWBmScW2qWlmL5tZoZl9a2Z3hd7z4jE+41Wh7YeGft4+oN3xPpuZrQo9HRv6jKuKrRtmZvPMbK+ZrTSz+0obiBK9FAxS5ZlZJjAF+ILgjVhOA2oBE8zs8O94MvAKMDC0zUJgYvH/4EP+CEwEOlF0N7qmBG9Zei5wBtANuO84ZQ0EOoZqOfzeW4qtfwA4KbT8FKBL6D3Hk0DwTnm/JHgHstWl+Gw9Q39eC2Qefm1mZwKvAo8BHYCfAxcAfylFHRLNnHN66FHpHwRv0/j+UdbdC3wStqw2wXsb9DrKewzYAFxWbJkDHg3b7h5gL5BabNndBO8CVnybL8JqXQvEFlv2DPBx6Hktgt/2Ly62viawFXjxGG1wVajGHsdpq6N9tgvCtpsC/E/YshFAIaHxRz2q50M9BokGPYBBocMshWZWSNFduloAmFl9M3vazL42s+3ATqA+0DhsX3NL2P9q59z2Yq/Xh957LF+64EyeJb2nBRAHzD680gVvFFOaM5sOEOwRHFGGzxauB3B3WLu9RjCkGhz7rRLNdAc3iQYB4APg9hLWfRv68yUgA/g1sAr4AfgECD+evquEfewPe+04/mHYY73Hii0rqx+cc+E3qy/tZwsXAP4EjC1h3XcnUJtECQWDRIP5wIUEv9mH/4d82ADgZufcBwBmlkHweHsk5BMMjl7AylA9SQTHJFacwP5K89n2A+FnMM0H2jrn8k/gZ0oUUzBIVZJiZl3Dlm0jOEh8LfCGmf2d4Lfd5gTD4jfOuZ3A18BlZjaL4KGSfxA8zu8751yhmT0P/N3MNhMcD/gDwW/wJ9KLKM1nWwWcamafEex1bCU4NvO+ma0G3iR4mKojwXGZO06gDokSGmOQqmQgsCDscb9zbj3QHzgETAKWEgyLH0IPCJ5xUwuYB4wBnif4n2Wk3A5MJXhbyU+BxQTHN/aewL5K89l+A5xMcOxlAYBzbjJwVmj57NDjd8CaE6hBooiufBapBMysBsFTT//pnHsg0vVI9aZDSSIRYGbdgHYEv6UnA3eG/nwjknWJgIJBJJJuA9pQdArqIOdcQUQrEkGHkkREJIwGn0VExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4vH/AbWD/DtDgfa6AAAAAElFTkSuQmCC\n", + "image/png": 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", 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" ] @@ -3473,7 +3900,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3484,7 +3911,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3498,7 +3925,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3509,7 +3936,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3531,7 +3958,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3603,7 +4030,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3638,7 +4065,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -3696,7 +4123,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.11.5" }, "nav_menu": { "height": "264px", From 8b45de4c098869c00e551db3e312a506ab95678c Mon Sep 17 00:00:00 2001 From: Prabal Mukherjee Date: Tue, 2 Apr 2024 11:08:08 -0400 Subject: [PATCH 2/3] Revert "Fix functional api, multiple output should have array of loss function names, same size of output" This reverts commit ddadeddf9f629f54048a95f30ab09583213299c2. --- 10_neural_nets_with_keras.ipynb | 1215 ++++++++++--------------------- 1 file changed, 394 insertions(+), 821 deletions(-) diff --git a/10_neural_nets_with_keras.ipynb b/10_neural_nets_with_keras.ipynb index 1d3ab46af..12860bf7d 100644 --- a/10_neural_nets_with_keras.ipynb +++ b/10_neural_nets_with_keras.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -179,7 +179,7 @@ "array([ True, False])" ] }, - "execution_count": 83, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -221,17 +221,19 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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", 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\n", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -346,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -372,16 +376,16 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.5053326657968172" + "0.5053326657968465" ] }, - "execution_count": 88, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -399,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -408,7 +412,7 @@ "1.0" ] }, - "execution_count": 89, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -452,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -473,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -482,7 +486,7 @@ "(55000, 28, 28)" ] }, - "execution_count": 91, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -500,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -509,7 +513,7 @@ "dtype('uint8')" ] }, - "execution_count": 92, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -527,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -544,17 +548,19 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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OeiUN1wAAAABJRU5ErkJggg==", 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"text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -575,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -584,7 +590,7 @@ "array([9, 0, 0, ..., 9, 0, 2], dtype=uint8)" ] }, - "execution_count": 95, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -602,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -619,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -628,7 +634,7 @@ "'Ankle boot'" ] }, - "execution_count": 97, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -646,17 +652,19 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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-       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
-       "│ flatten (Flatten)               │ (None, 784)            │             0 │\n",
-       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ dense (Dense)                   │ (None, 300)            │       235,500 │\n",
-       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ dense_1 (Dense)                 │ (None, 100)            │        30,100 │\n",
-       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ dense_2 (Dense)                 │ (None, 10)             │         1,010 │\n",
-       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
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 Total params: 266,610 (1.02 MB)\n",
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 Trainable params: 266,610 (1.02 MB)\n",
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 Non-trainable params: 0 (0.00 B)\n",
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"execution_count": 26, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "You must install pydot (`pip install pydot`) for `plot_model` to work.\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -852,19 +784,19 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ]" ] }, - "execution_count": 103, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +807,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -884,7 +816,7 @@ "'dense'" ] }, - "execution_count": 104, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -896,7 +828,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -905,7 +837,7 @@ "True" ] }, - "execution_count": 105, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -916,28 +848,28 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 0.06161352, -0.0022641 , -0.07282164, ..., 0.03017893,\n", - " 0.06818552, 0.00657195],\n", - " [-0.00181478, -0.02133536, 0.0664815 , ..., -0.01240153,\n", - " -0.0581408 , 0.00686077],\n", - " [ 0.00776643, -0.04956678, -0.03251969, ..., -0.01648561,\n", - " 0.04375812, 0.04879281],\n", + "array([[ 0.02448617, -0.00877795, -0.02189048, ..., -0.02766046,\n", + " 0.03859074, -0.06889391],\n", + " [ 0.00476504, -0.03105379, -0.0586676 , ..., 0.00602964,\n", + " -0.02763776, -0.04165364],\n", + " [-0.06189284, -0.06901957, 0.07102345, ..., -0.04238207,\n", + " 0.07121518, -0.07331658],\n", " ...,\n", - " [-0.02119173, -0.01829546, -0.07032289, ..., -0.02150101,\n", - " 0.00229877, 0.04884535],\n", - " [-0.0639748 , -0.02787023, 0.06498305, ..., -0.00922731,\n", - " 0.00496379, 0.07121718],\n", - " [-0.04507423, -0.05886548, -0.06994516, ..., 0.05926581,\n", - " 0.04220726, -0.02414344]], dtype=float32)" + " [-0.03048757, 0.02155137, -0.05400612, ..., -0.00113463,\n", + " 0.00228987, 0.05581069],\n", + " [ 0.07061854, -0.06960931, 0.07038955, ..., -0.00384101,\n", + " 0.00034875, 0.02878492],\n", + " [-0.06022581, 0.01577859, -0.02585464, ..., -0.00527829,\n", + " 0.00272203, -0.06793761]], dtype=float32)" ] }, - "execution_count": 106, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -949,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -958,7 +890,7 @@ "(784, 300)" ] }, - "execution_count": 107, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -969,7 +901,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -995,7 +927,7 @@ " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)" ] }, - "execution_count": 108, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1006,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1015,7 +947,7 @@ "(300,)" ] }, - "execution_count": 109, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1033,7 +965,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1051,7 +983,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1063,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1072,10 +1004,10 @@ "array([[1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0., 1., 0., 0., 0., 0.],\n", " [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n", - " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])" + " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.]], dtype=float32)" ] }, - "execution_count": 112, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1094,16 +1026,16 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0, 5, 1, 0], dtype=int64)" + "array([0, 5, 1, 0])" ] }, - "execution_count": 113, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1128,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1136,72 +1068,65 @@ "output_type": "stream", "text": [ "Epoch 1/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 1ms/step - loss: 0.9894 - sparse_categorical_accuracy: 0.6818 - val_loss: 0.5047 - val_sparse_categorical_accuracy: 0.8276\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.7220 - sparse_categorical_accuracy: 0.7649 - val_loss: 0.4959 - val_sparse_categorical_accuracy: 0.8332\n", "Epoch 2/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.5049 - sparse_categorical_accuracy: 0.8277 - val_loss: 0.4490 - val_sparse_categorical_accuracy: 0.8404\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4825 - sparse_categorical_accuracy: 0.8332 - val_loss: 0.4567 - val_sparse_categorical_accuracy: 0.8384\n", "Epoch 3/30\n", - "\u001b[1m1302/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.4531 - sparse_categorical_accuracy: 0.8434" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.4503 - sparse_categorical_accuracy: 0.8444 - val_loss: 0.4236 - val_sparse_categorical_accuracy: 0.8512\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4369 - sparse_categorical_accuracy: 0.8480 - val_loss: 0.4228 - val_sparse_categorical_accuracy: 0.8542\n", "Epoch 4/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.4199 - sparse_categorical_accuracy: 0.8549 - val_loss: 0.4075 - val_sparse_categorical_accuracy: 0.8558\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4122 - sparse_categorical_accuracy: 0.8558 - val_loss: 0.3966 - val_sparse_categorical_accuracy: 0.8624\n", "Epoch 5/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3989 - sparse_categorical_accuracy: 0.8611 - val_loss: 0.3960 - val_sparse_categorical_accuracy: 0.8600\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3910 - sparse_categorical_accuracy: 0.8631 - val_loss: 0.3890 - val_sparse_categorical_accuracy: 0.8632\n", "Epoch 6/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3826 - sparse_categorical_accuracy: 0.8671 - val_loss: 0.3868 - val_sparse_categorical_accuracy: 0.8600\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3751 - sparse_categorical_accuracy: 0.8686 - val_loss: 0.3912 - val_sparse_categorical_accuracy: 0.8600\n", "Epoch 7/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3688 - sparse_categorical_accuracy: 0.8712 - val_loss: 0.3773 - val_sparse_categorical_accuracy: 0.8616\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3628 - sparse_categorical_accuracy: 0.8710 - val_loss: 0.3723 - val_sparse_categorical_accuracy: 0.8698\n", "Epoch 8/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3568 - sparse_categorical_accuracy: 0.8746 - val_loss: 0.3714 - val_sparse_categorical_accuracy: 0.8642\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3514 - sparse_categorical_accuracy: 0.8755 - val_loss: 0.3767 - val_sparse_categorical_accuracy: 0.8612\n", "Epoch 9/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3465 - sparse_categorical_accuracy: 0.8772 - val_loss: 0.3653 - val_sparse_categorical_accuracy: 0.8664\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3406 - sparse_categorical_accuracy: 0.8795 - val_loss: 0.3513 - val_sparse_categorical_accuracy: 0.8726\n", "Epoch 10/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3369 - 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[==============================] - 2s 1ms/step - loss: 0.3146 - sparse_categorical_accuracy: 0.8869 - val_loss: 0.3472 - val_sparse_categorical_accuracy: 0.8742\n", "Epoch 13/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3122 - sparse_categorical_accuracy: 0.8882 - val_loss: 0.3536 - val_sparse_categorical_accuracy: 0.8716\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3071 - sparse_categorical_accuracy: 0.8900 - val_loss: 0.3284 - val_sparse_categorical_accuracy: 0.8800\n", "Epoch 14/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.3051 - sparse_categorical_accuracy: 0.8909 - val_loss: 0.3508 - val_sparse_categorical_accuracy: 0.8730\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3001 - sparse_categorical_accuracy: 0.8922 - val_loss: 0.3413 - 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"\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2512 - sparse_categorical_accuracy: 0.9105 - val_loss: 0.3436 - val_sparse_categorical_accuracy: 0.8750\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2469 - sparse_categorical_accuracy: 0.9113 - val_loss: 0.3202 - val_sparse_categorical_accuracy: 0.8878\n", "Epoch 25/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2467 - sparse_categorical_accuracy: 0.9122 - val_loss: 0.3414 - val_sparse_categorical_accuracy: 0.8764\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2428 - sparse_categorical_accuracy: 0.9123 - val_loss: 0.3152 - val_sparse_categorical_accuracy: 0.8856\n", "Epoch 26/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2425 - 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[==============================] - 2s 1ms/step - loss: 0.2313 - sparse_categorical_accuracy: 0.9169 - val_loss: 0.3100 - val_sparse_categorical_accuracy: 0.8900\n", "Epoch 29/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2301 - sparse_categorical_accuracy: 0.9177 - val_loss: 0.3413 - val_sparse_categorical_accuracy: 0.8768\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2268 - sparse_categorical_accuracy: 0.9185 - val_loss: 0.3215 - val_sparse_categorical_accuracy: 0.8864\n", "Epoch 30/30\n", - "\u001b[1m1719/1719\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step - loss: 0.2262 - sparse_categorical_accuracy: 0.9196 - val_loss: 0.3415 - val_sparse_categorical_accuracy: 0.8778\n" + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2235 - sparse_categorical_accuracy: 0.9200 - val_loss: 0.3056 - val_sparse_categorical_accuracy: 0.8894\n" ] } ], @@ -1212,16 +1137,16 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'verbose': 'auto', 'epochs': 30, 'steps': 1719}" + "{'verbose': 1, 'epochs': 30, 'steps': 1719}" ] }, - "execution_count": 115, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1232,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1249,17 +1174,19 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1277,38 +1204,19 @@ }, { "cell_type": "code", - "execution_count": 143, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RootMeanSquaredError r--\n", - "loss r--.\n", - "val_RootMeanSquaredError b-\n", - "val_loss b-*\n" - ] - } - ], - "source": [ - "for key, style in zip(history.history, [\"r--\", \"r--.\", \"b-\", \"b-*\"]):\n", - " print(key, style)" - ] - }, - { - "cell_type": "code", - "execution_count": 118, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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MedIncHouseAgeAveRoomsAveBedrmsPopulationAveOccupLatitudeLongitudeMedHouseVal
08.325241.06.9841271.023810322.02.55555637.88-122.234.526
18.301421.06.2381370.9718802401.02.10984237.86-122.223.585
27.257452.08.2881361.073446496.02.80226037.85-122.243.521
35.643152.05.8173521.073059558.02.54794537.85-122.253.413
43.846252.06.2818531.081081565.02.18146737.85-122.253.422
..............................
206351.560325.05.0454551.133333845.02.56060639.48-121.090.781
206362.556818.06.1140351.315789356.03.12280739.49-121.210.771
206371.700017.05.2055431.1200921007.02.32563539.43-121.220.923
206381.867218.05.3295131.171920741.02.12320939.43-121.320.847
206392.388616.05.2547171.1622641387.02.61698139.37-121.240.894
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20640 rows × 9 columns

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" - ], - "text/plain": [ - " MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n", - "0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n", - "1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n", - "2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n", - "3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n", - "4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n", - "... ... ... ... ... ... ... ... \n", - "20635 1.5603 25.0 5.045455 1.133333 845.0 2.560606 39.48 \n", - "20636 2.5568 18.0 6.114035 1.315789 356.0 3.122807 39.49 \n", - "20637 1.7000 17.0 5.205543 1.120092 1007.0 2.325635 39.43 \n", - "20638 1.8672 18.0 5.329513 1.171920 741.0 2.123209 39.43 \n", - "20639 2.3886 16.0 5.254717 1.162264 1387.0 2.616981 39.37 \n", - "\n", - " Longitude MedHouseVal \n", - "0 -122.23 4.526 \n", - "1 -122.22 3.585 \n", - "2 -122.24 3.521 \n", - "3 -122.25 3.413 \n", - "4 -122.25 3.422 \n", - "... ... ... \n", - "20635 -121.09 0.781 \n", - "20636 -121.21 0.771 \n", - "20637 -121.22 0.923 \n", - "20638 -121.32 0.847 \n", - "20639 -121.24 0.894 \n", - "\n", - "[20640 rows x 9 columns]" - ] - }, - "execution_count": 156, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.DataFrame(housing.data, columns=housing.feature_names)\n", - "df[housing.target_names[0]] = housing.target\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 126, + "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\praba\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\layers\\preprocessing\\normalization.py:99: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(**kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.3093 - loss: 1.8470 - val_RootMeanSquaredError: 0.6273 - val_loss: 0.3934\n", + "Epoch 1/20\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.9051 - root_mean_squared_error: 0.9514 - val_loss: 0.4030 - val_root_mean_squared_error: 0.6348\n", "Epoch 2/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6369 - loss: 0.4062 - val_RootMeanSquaredError: 0.9092 - val_loss: 0.8263\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3843 - root_mean_squared_error: 0.6199 - val_loss: 0.8436 - val_root_mean_squared_error: 0.9185\n", "Epoch 3/20\n", - 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"\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5756 - loss: 0.3315 - val_RootMeanSquaredError: 1.1990 - val_loss: 1.4369\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3301 - root_mean_squared_error: 0.5746 - val_loss: 0.3085 - val_root_mean_squared_error: 0.5554\n", "Epoch 6/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5668 - loss: 0.3213 - val_RootMeanSquaredError: 1.2959 - val_loss: 1.6785\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3168 - root_mean_squared_error: 0.5629 - val_loss: 0.4544 - val_root_mean_squared_error: 0.6741\n", "Epoch 7/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5603 - loss: 0.3141 - val_RootMeanSquaredError: 1.0047 - val_loss: 1.0090\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3162 - root_mean_squared_error: 0.5623 - val_loss: 0.2941 - val_root_mean_squared_error: 0.5423\n", "Epoch 8/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5541 - loss: 0.3071 - val_RootMeanSquaredError: 1.2539 - val_loss: 1.5717\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3045 - root_mean_squared_error: 0.5518 - val_loss: 0.3333 - val_root_mean_squared_error: 0.5773\n", "Epoch 9/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5538 - loss: 0.3068 - val_RootMeanSquaredError: 1.3378 - val_loss: 1.7890\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2974 - root_mean_squared_error: 0.5453 - val_loss: 0.3446 - val_root_mean_squared_error: 0.5870\n", "Epoch 10/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5473 - loss: 0.2996 - val_RootMeanSquaredError: 0.6982 - val_loss: 0.4873\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2921 - root_mean_squared_error: 0.5404 - val_loss: 0.2874 - val_root_mean_squared_error: 0.5361\n", "Epoch 11/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5413 - loss: 0.2931 - val_RootMeanSquaredError: 1.1507 - val_loss: 1.3235\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2863 - root_mean_squared_error: 0.5351 - val_loss: 0.4141 - val_root_mean_squared_error: 0.6435\n", "Epoch 12/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5395 - loss: 0.2911 - val_RootMeanSquaredError: 0.6258 - val_loss: 0.3916\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2942 - root_mean_squared_error: 0.5424 - val_loss: 1.0956 - val_root_mean_squared_error: 1.0467\n", "Epoch 13/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5345 - loss: 0.2858 - val_RootMeanSquaredError: 0.9154 - val_loss: 0.8377\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2864 - root_mean_squared_error: 0.5352 - val_loss: 0.3063 - val_root_mean_squared_error: 0.5534\n", "Epoch 14/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5321 - loss: 0.2832 - val_RootMeanSquaredError: 0.6197 - val_loss: 0.3840\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2804 - root_mean_squared_error: 0.5295 - val_loss: 0.2709 - val_root_mean_squared_error: 0.5205\n", "Epoch 15/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5302 - loss: 0.2812 - val_RootMeanSquaredError: 0.8676 - val_loss: 0.7524\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2784 - root_mean_squared_error: 0.5276 - val_loss: 0.3680 - val_root_mean_squared_error: 0.6066\n", "Epoch 16/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5294 - loss: 0.2803 - val_RootMeanSquaredError: 0.6202 - val_loss: 0.3846\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2757 - root_mean_squared_error: 0.5250 - val_loss: 0.2730 - val_root_mean_squared_error: 0.5225\n", "Epoch 17/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5259 - loss: 0.2766 - val_RootMeanSquaredError: 0.8513 - val_loss: 0.7244\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2739 - root_mean_squared_error: 0.5234 - val_loss: 0.3668 - val_root_mean_squared_error: 0.6056\n", "Epoch 18/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5235 - loss: 0.2741 - val_RootMeanSquaredError: 1.0298 - val_loss: 1.0601\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2694 - root_mean_squared_error: 0.5191 - val_loss: 0.4188 - val_root_mean_squared_error: 0.6472\n", "Epoch 19/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5232 - loss: 0.2738 - val_RootMeanSquaredError: 0.9970 - val_loss: 0.9936\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2677 - root_mean_squared_error: 0.5174 - val_loss: 0.9663 - val_root_mean_squared_error: 0.9830\n", "Epoch 20/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5192 - loss: 0.2697 - val_RootMeanSquaredError: 0.5909 - val_loss: 0.3490\n", - "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 644us/step - RootMeanSquaredError: 0.5311 - loss: 0.2822\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n" + "363/363 [==============================] - 0s 1ms/step - loss: 0.2755 - root_mean_squared_error: 0.5249 - val_loss: 0.2978 - val_root_mean_squared_error: 0.5457\n", + "162/162 [==============================] - 0s 508us/step - loss: 0.2806 - root_mean_squared_error: 0.5297\n" ] } ], @@ -1823,16 +1488,16 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.5352352857589722" + "0.5297096967697144" ] }, - "execution_count": 127, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1843,18 +1508,18 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.49143118],\n", - " [1.1604471 ],\n", - " [5.167184 ]], dtype=float32)" + "array([[0.4969182],\n", + " [1.195265 ],\n", + " [4.9428763]], dtype=float32)" ] }, - "execution_count": 128, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -1879,7 +1544,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1890,7 +1555,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1912,107 +1577,36 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 55, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
Model: \"functional_1\"\n",
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-       "┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n",
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"execution_count": 132, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -2029,54 +1623,46 @@ "output_type": "stream", "text": [ "Epoch 1/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.7390 - loss: 3.1975 - val_RootMeanSquaredError: 1.7315 - val_loss: 2.9968\n", + "363/363 [==============================] - 1s 1ms/step - loss: 122.3226 - root_mean_squared_error: 11.0600 - val_loss: 305.9134 - val_root_mean_squared_error: 17.4904\n", "Epoch 2/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.7214 - loss: 0.5216 - val_RootMeanSquaredError: 0.6337 - val_loss: 0.4014\n", + "363/363 [==============================] - 0s 1ms/step - loss: 5.5425 - root_mean_squared_error: 2.3543 - val_loss: 183.4622 - val_root_mean_squared_error: 13.5448\n", "Epoch 3/20\n", - "\u001b[1m 59/363\u001b[0m \u001b[32m━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 862us/step - RootMeanSquaredError: 0.6896 - loss: 0.4765" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6536 - loss: 0.4277 - val_RootMeanSquaredError: 0.6221 - val_loss: 0.3869\n", + "363/363 [==============================] - 0s 979us/step - loss: 3.0631 - root_mean_squared_error: 1.7502 - val_loss: 87.2228 - val_root_mean_squared_error: 9.3393\n", "Epoch 4/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 997us/step - RootMeanSquaredError: 0.6332 - loss: 0.4012 - val_RootMeanSquaredError: 0.6036 - val_loss: 0.3643\n", + "363/363 [==============================] - 0s 1ms/step - loss: 1.5796 - root_mean_squared_error: 1.2568 - val_loss: 35.3699 - val_root_mean_squared_error: 5.9473\n", "Epoch 5/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 996us/step - RootMeanSquaredError: 0.6189 - loss: 0.3833 - val_RootMeanSquaredError: 0.6233 - val_loss: 0.3884\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.9536 - root_mean_squared_error: 0.9765 - val_loss: 12.3882 - val_root_mean_squared_error: 3.5197\n", "Epoch 6/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6090 - loss: 0.3711 - val_RootMeanSquaredError: 0.7156 - val_loss: 0.5119\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.6322 - root_mean_squared_error: 0.7951 - val_loss: 4.1676 - val_root_mean_squared_error: 2.0415\n", "Epoch 7/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6009 - loss: 0.3613 - val_RootMeanSquaredError: 1.0065 - val_loss: 1.0126\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.5069 - root_mean_squared_error: 0.7120 - val_loss: 1.2937 - val_root_mean_squared_error: 1.1374\n", "Epoch 8/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5945 - loss: 0.3536 - val_RootMeanSquaredError: 1.3875 - val_loss: 1.9242\n", + "363/363 [==============================] - 0s 980us/step - loss: 0.4525 - root_mean_squared_error: 0.6727 - val_loss: 0.4837 - val_root_mean_squared_error: 0.6955\n", "Epoch 9/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 995us/step - RootMeanSquaredError: 0.5903 - loss: 0.3486 - val_RootMeanSquaredError: 1.9299 - val_loss: 3.7227\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4293 - root_mean_squared_error: 0.6552 - val_loss: 0.4343 - val_root_mean_squared_error: 0.6590\n", "Epoch 10/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5890 - loss: 0.3470 - val_RootMeanSquaredError: 1.4914 - val_loss: 2.2231\n", + "363/363 [==============================] - 0s 962us/step - loss: 0.4120 - root_mean_squared_error: 0.6419 - val_loss: 0.3996 - val_root_mean_squared_error: 0.6321\n", "Epoch 11/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5831 - loss: 0.3401 - val_RootMeanSquaredError: 1.1598 - val_loss: 1.3445\n", + "363/363 [==============================] - 0s 988us/step - loss: 0.4203 - root_mean_squared_error: 0.6483 - val_loss: 0.4149 - val_root_mean_squared_error: 0.6441\n", "Epoch 12/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5729 - loss: 0.3284 - val_RootMeanSquaredError: 0.6539 - val_loss: 0.4274\n", + "363/363 [==============================] - 0s 952us/step - loss: 0.3916 - root_mean_squared_error: 0.6257 - val_loss: 0.4569 - val_root_mean_squared_error: 0.6759\n", "Epoch 13/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5679 - loss: 0.3226 - val_RootMeanSquaredError: 0.8067 - val_loss: 0.6505\n", + "363/363 [==============================] - 0s 957us/step - loss: 0.4147 - root_mean_squared_error: 0.6440 - val_loss: 0.3736 - val_root_mean_squared_error: 0.6113\n", "Epoch 14/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5627 - loss: 0.3168 - val_RootMeanSquaredError: 0.6897 - val_loss: 0.4756\n", + "363/363 [==============================] - 0s 949us/step - loss: 0.3824 - root_mean_squared_error: 0.6184 - val_loss: 0.4550 - val_root_mean_squared_error: 0.6745\n", "Epoch 15/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5599 - loss: 0.3136 - val_RootMeanSquaredError: 1.0183 - val_loss: 1.0364\n", + "363/363 [==============================] - 0s 982us/step - loss: 0.4003 - root_mean_squared_error: 0.6327 - val_loss: 0.8553 - val_root_mean_squared_error: 0.9248\n", "Epoch 16/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5575 - loss: 0.3109 - val_RootMeanSquaredError: 1.2785 - val_loss: 1.6339\n", + "363/363 [==============================] - 0s 960us/step - loss: 0.4245 - root_mean_squared_error: 0.6516 - val_loss: 1.9204 - val_root_mean_squared_error: 1.3858\n", "Epoch 17/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5550 - loss: 0.3082 - val_RootMeanSquaredError: 1.1718 - val_loss: 1.3726\n", + "363/363 [==============================] - 0s 987us/step - loss: 0.4580 - root_mean_squared_error: 0.6767 - val_loss: 2.0632 - val_root_mean_squared_error: 1.4364\n", "Epoch 18/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 960us/step - RootMeanSquaredError: 0.5549 - loss: 0.3080 - val_RootMeanSquaredError: 2.4115 - val_loss: 5.8123\n", + "363/363 [==============================] - 0s 961us/step - loss: 0.4692 - root_mean_squared_error: 0.6850 - val_loss: 3.5730 - val_root_mean_squared_error: 1.8902\n", "Epoch 19/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5621 - loss: 0.3161 - val_RootMeanSquaredError: 2.3140 - val_loss: 5.3520\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4367 - root_mean_squared_error: 0.6608 - val_loss: 3.9989 - val_root_mean_squared_error: 1.9997\n", "Epoch 20/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5635 - loss: 0.3179 - val_RootMeanSquaredError: 1.1783 - val_loss: 1.3877\n", - "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 618us/step - RootMeanSquaredError: 0.5527 - loss: 0.3057\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n" + "363/363 [==============================] - 0s 1ms/step - loss: 0.4683 - root_mean_squared_error: 0.6843 - val_loss: 2.2966 - val_root_mean_squared_error: 1.5155\n", + "162/162 [==============================] - 0s 612us/step - loss: 0.5723 - root_mean_squared_error: 0.7565\n" ] } ], @@ -2099,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -2108,7 +1694,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -2127,61 +1713,54 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 1.4045 - loss: 2.0408 - val_RootMeanSquaredError: 2.3431 - val_loss: 5.4873\n", + "Epoch 1/20\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.2768 - root_mean_squared_error: 1.1300 - val_loss: 0.9497 - val_root_mean_squared_error: 0.9745\n", "Epoch 2/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.7508 - loss: 0.5643 - val_RootMeanSquaredError: 1.1519 - val_loss: 1.3263\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4767 - root_mean_squared_error: 0.6904 - val_loss: 1.4311 - val_root_mean_squared_error: 1.1963\n", "Epoch 3/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6748 - loss: 0.4556 - val_RootMeanSquaredError: 0.7053 - val_loss: 0.4973\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4433 - root_mean_squared_error: 0.6658 - val_loss: 0.4258 - val_root_mean_squared_error: 0.6525\n", "Epoch 4/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6529 - loss: 0.4265 - val_RootMeanSquaredError: 0.6196 - val_loss: 0.3838\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4057 - root_mean_squared_error: 0.6370 - val_loss: 0.4016 - val_root_mean_squared_error: 0.6338\n", "Epoch 5/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6417 - loss: 0.4121 - val_RootMeanSquaredError: 0.6024 - val_loss: 0.3628\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3940 - root_mean_squared_error: 0.6277 - val_loss: 1.4914 - val_root_mean_squared_error: 1.2212\n", "Epoch 6/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6333 - loss: 0.4013 - val_RootMeanSquaredError: 0.6501 - val_loss: 0.4225\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3873 - root_mean_squared_error: 0.6224 - val_loss: 2.6759 - val_root_mean_squared_error: 1.6358\n", "Epoch 7/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6259 - loss: 0.3920 - val_RootMeanSquaredError: 0.5894 - val_loss: 0.3473\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3914 - root_mean_squared_error: 0.6257 - val_loss: 3.0592 - val_root_mean_squared_error: 1.7490\n", "Epoch 8/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6183 - loss: 0.3825 - val_RootMeanSquaredError: 0.7746 - val_loss: 0.5997\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3735 - root_mean_squared_error: 0.6112 - val_loss: 3.3043 - val_root_mean_squared_error: 1.8178\n", "Epoch 9/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6114 - loss: 0.3740 - val_RootMeanSquaredError: 0.8530 - val_loss: 0.7273\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3712 - root_mean_squared_error: 0.6093 - val_loss: 2.1298 - val_root_mean_squared_error: 1.4594\n", "Epoch 10/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6063 - loss: 0.3678 - val_RootMeanSquaredError: 1.2339 - val_loss: 1.5219\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3693 - root_mean_squared_error: 0.6077 - val_loss: 1.7402 - val_root_mean_squared_error: 1.3192\n", "Epoch 11/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - RootMeanSquaredError: 0.6025 - loss: 0.3632 - val_RootMeanSquaredError: 1.1309 - val_loss: 1.2784\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3578 - root_mean_squared_error: 0.5982 - val_loss: 0.6127 - val_root_mean_squared_error: 0.7827\n", "Epoch 12/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5988 - loss: 0.3586 - val_RootMeanSquaredError: 1.3434 - val_loss: 1.8039\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3605 - root_mean_squared_error: 0.6005 - val_loss: 1.3970 - val_root_mean_squared_error: 1.1819\n", "Epoch 13/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5975 - loss: 0.3571 - val_RootMeanSquaredError: 1.2226 - val_loss: 1.4941\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3527 - root_mean_squared_error: 0.5939 - val_loss: 0.9449 - val_root_mean_squared_error: 0.9721\n", "Epoch 14/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5941 - loss: 0.3530 - val_RootMeanSquaredError: 1.2055 - val_loss: 1.4525\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3436 - root_mean_squared_error: 0.5861 - val_loss: 0.7757 - val_root_mean_squared_error: 0.8807\n", "Epoch 15/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5900 - loss: 0.3482 - val_RootMeanSquaredError: 0.9727 - val_loss: 0.9457\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3421 - root_mean_squared_error: 0.5849 - val_loss: 0.8920 - val_root_mean_squared_error: 0.9445\n", "Epoch 16/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5856 - loss: 0.3430 - val_RootMeanSquaredError: 0.8920 - val_loss: 0.7953\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3405 - root_mean_squared_error: 0.5835 - val_loss: 0.9334 - val_root_mean_squared_error: 0.9661\n", "Epoch 17/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5829 - loss: 0.3399 - val_RootMeanSquaredError: 0.7844 - val_loss: 0.6151\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3394 - root_mean_squared_error: 0.5826 - val_loss: 1.3433 - val_root_mean_squared_error: 1.1590\n", "Epoch 18/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5822 - loss: 0.3390 - val_RootMeanSquaredError: 0.7989 - val_loss: 0.6381\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3384 - root_mean_squared_error: 0.5817 - val_loss: 2.6406 - val_root_mean_squared_error: 1.6250\n", "Epoch 19/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5803 - loss: 0.3369 - val_RootMeanSquaredError: 0.7966 - val_loss: 0.6343\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3459 - root_mean_squared_error: 0.5881 - val_loss: 2.2482 - val_root_mean_squared_error: 1.4994\n", "Epoch 20/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - RootMeanSquaredError: 0.5767 - loss: 0.3326 - val_RootMeanSquaredError: 1.1349 - val_loss: 1.2874\n", - "\u001b[1m162/162\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 648us/step - RootMeanSquaredError: 0.5831 - loss: 0.3401\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n" + "363/363 [==============================] - 0s 1ms/step - loss: 0.3503 - root_mean_squared_error: 0.5919 - val_loss: 1.4407 - val_root_mean_squared_error: 1.2003\n", + "162/162 [==============================] - 0s 672us/step - loss: 0.3388 - root_mean_squared_error: 0.5821\n" ] } ], @@ -2211,7 +1790,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -2221,7 +1800,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -2242,70 +1821,64 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=(\"mse\", \"mse\"), loss_weights=(0.9, 0.1), optimizer=optimizer,\n", - " metrics=[\"RootMeanSquaredError\",\"RootMeanSquaredError\"])" + " metrics=[\"RootMeanSquaredError\"])" ] }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/20\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2ms/step - dense_2_RootMeanSquaredError: 1.9584 - dense_3_RootMeanSquaredError: 1.9275 - loss: 3.9910 - val_dense_2_RootMeanSquaredError: 0.8860 - val_dense_3_RootMeanSquaredError: 1.4706 - val_loss: 0.9225\n", + "Epoch 1/20\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.3490 - dense_2_loss: 1.2742 - dense_3_loss: 2.0215 - dense_2_root_mean_squared_error: 1.1288 - dense_3_root_mean_squared_error: 1.4218 - val_loss: 1.5415 - val_dense_2_loss: 0.9593 - val_dense_3_loss: 6.7806 - val_dense_2_root_mean_squared_error: 0.9795 - val_dense_3_root_mean_squared_error: 2.6040\n", "Epoch 2/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.8184 - dense_3_RootMeanSquaredError: 0.9551 - loss: 0.6950 - val_dense_2_RootMeanSquaredError: 0.8314 - val_dense_3_RootMeanSquaredError: 0.8645 - val_loss: 0.6966\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.5101 - dense_2_loss: 0.4785 - dense_3_loss: 0.7952 - dense_2_root_mean_squared_error: 0.6917 - dense_3_root_mean_squared_error: 0.8917 - val_loss: 1.3624 - val_dense_2_loss: 1.0094 - val_dense_3_loss: 4.5401 - val_dense_2_root_mean_squared_error: 1.0047 - val_dense_3_root_mean_squared_error: 2.1307\n", "Epoch 3/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.7191 - dense_3_RootMeanSquaredError: 0.8130 - loss: 0.5318 - val_dense_2_RootMeanSquaredError: 0.6608 - val_dense_3_RootMeanSquaredError: 0.7818 - val_loss: 0.4540\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4618 - dense_2_loss: 0.4404 - dense_3_loss: 0.6546 - dense_2_root_mean_squared_error: 0.6636 - dense_3_root_mean_squared_error: 0.8091 - val_loss: 0.5361 - val_dense_2_loss: 0.3975 - val_dense_3_loss: 1.7837 - val_dense_2_root_mean_squared_error: 0.6305 - val_dense_3_root_mean_squared_error: 1.3356\n", "Epoch 4/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6753 - dense_3_RootMeanSquaredError: 0.7645 - loss: 0.4690 - val_dense_2_RootMeanSquaredError: 1.0578 - val_dense_3_RootMeanSquaredError: 0.8477 - val_loss: 1.0785\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4252 - dense_2_loss: 0.4059 - dense_3_loss: 0.5985 - dense_2_root_mean_squared_error: 0.6371 - dense_3_root_mean_squared_error: 0.7736 - val_loss: 0.5182 - val_dense_2_loss: 0.4590 - val_dense_3_loss: 1.0517 - val_dense_2_root_mean_squared_error: 0.6775 - val_dense_3_root_mean_squared_error: 1.0255\n", "Epoch 5/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6481 - dense_3_RootMeanSquaredError: 0.7391 - loss: 0.4328 - val_dense_2_RootMeanSquaredError: 0.7964 - val_dense_3_RootMeanSquaredError: 0.8189 - val_loss: 0.6377\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4106 - dense_2_loss: 0.3931 - dense_3_loss: 0.5690 - dense_2_root_mean_squared_error: 0.6269 - dense_3_root_mean_squared_error: 0.7543 - val_loss: 0.4049 - val_dense_2_loss: 0.3588 - val_dense_3_loss: 0.8196 - val_dense_2_root_mean_squared_error: 0.5990 - val_dense_3_root_mean_squared_error: 0.9053\n", "Epoch 6/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6296 - dense_3_RootMeanSquaredError: 0.7171 - loss: 0.4083 - val_dense_2_RootMeanSquaredError: 1.5254 - val_dense_3_RootMeanSquaredError: 1.3544 - val_loss: 2.2766\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3944 - dense_2_loss: 0.3780 - dense_3_loss: 0.5424 - dense_2_root_mean_squared_error: 0.6148 - dense_3_root_mean_squared_error: 0.7365 - val_loss: 0.4168 - val_dense_2_loss: 0.3934 - val_dense_3_loss: 0.6275 - val_dense_2_root_mean_squared_error: 0.6272 - val_dense_3_root_mean_squared_error: 0.7921\n", "Epoch 7/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6208 - dense_3_RootMeanSquaredError: 0.6999 - loss: 0.3959 - val_dense_2_RootMeanSquaredError: 1.4983 - val_dense_3_RootMeanSquaredError: 1.4667 - val_loss: 2.2344\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3694 - dense_3_loss: 0.5126 - dense_2_root_mean_squared_error: 0.6078 - dense_3_root_mean_squared_error: 0.7160 - val_loss: 0.3661 - val_dense_2_loss: 0.3430 - val_dense_3_loss: 0.5747 - val_dense_2_root_mean_squared_error: 0.5856 - val_dense_3_root_mean_squared_error: 0.7581\n", "Epoch 8/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6144 - dense_3_RootMeanSquaredError: 0.6834 - loss: 0.3866 - val_dense_2_RootMeanSquaredError: 0.7738 - val_dense_3_RootMeanSquaredError: 1.0913 - val_loss: 0.6578\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3731 - dense_2_loss: 0.3608 - dense_3_loss: 0.4840 - dense_2_root_mean_squared_error: 0.6007 - dense_3_root_mean_squared_error: 0.6957 - val_loss: 0.8555 - val_dense_2_loss: 0.8704 - val_dense_3_loss: 0.7218 - val_dense_2_root_mean_squared_error: 0.9330 - val_dense_3_root_mean_squared_error: 0.8496\n", "Epoch 9/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.6038 - dense_3_RootMeanSquaredError: 0.6620 - loss: 0.3721 - val_dense_2_RootMeanSquaredError: 0.7132 - val_dense_3_RootMeanSquaredError: 0.7104 - val_loss: 0.5081\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3672 - dense_2_loss: 0.3567 - dense_3_loss: 0.4624 - dense_2_root_mean_squared_error: 0.5972 - dense_3_root_mean_squared_error: 0.6800 - val_loss: 2.6877 - val_dense_2_loss: 2.9011 - val_dense_3_loss: 0.7675 - val_dense_2_root_mean_squared_error: 1.7033 - val_dense_3_root_mean_squared_error: 0.8761\n", "Epoch 10/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5982 - dense_3_RootMeanSquaredError: 0.6488 - loss: 0.3642 - val_dense_2_RootMeanSquaredError: 0.5912 - val_dense_3_RootMeanSquaredError: 0.7443 - val_loss: 0.3698\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3765 - dense_3_loss: 0.4481 - dense_2_root_mean_squared_error: 0.6136 - dense_3_root_mean_squared_error: 0.6694 - val_loss: 3.6017 - val_dense_2_loss: 3.8004 - val_dense_3_loss: 1.8132 - val_dense_2_root_mean_squared_error: 1.9495 - val_dense_3_root_mean_squared_error: 1.3466\n", "Epoch 11/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5938 - dense_3_RootMeanSquaredError: 0.6418 - loss: 0.3587 - val_dense_2_RootMeanSquaredError: 0.6930 - val_dense_3_RootMeanSquaredError: 0.6746 - val_loss: 0.4776\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3728 - dense_2_loss: 0.3656 - dense_3_loss: 0.4377 - dense_2_root_mean_squared_error: 0.6046 - dense_3_root_mean_squared_error: 0.6616 - val_loss: 0.6115 - val_dense_2_loss: 0.6325 - val_dense_3_loss: 0.4226 - val_dense_2_root_mean_squared_error: 0.7953 - val_dense_3_root_mean_squared_error: 0.6501\n", "Epoch 12/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5921 - dense_3_RootMeanSquaredError: 0.6372 - loss: 0.3562 - val_dense_2_RootMeanSquaredError: 0.7077 - val_dense_3_RootMeanSquaredError: 0.8901 - val_loss: 0.5298\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3750 - dense_2_loss: 0.3688 - dense_3_loss: 0.4303 - dense_2_root_mean_squared_error: 0.6073 - dense_3_root_mean_squared_error: 0.6560 - val_loss: 0.9371 - val_dense_2_loss: 0.9545 - val_dense_3_loss: 0.7799 - val_dense_2_root_mean_squared_error: 0.9770 - val_dense_3_root_mean_squared_error: 0.8831\n", "Epoch 13/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5897 - dense_3_RootMeanSquaredError: 0.6347 - loss: 0.3533 - val_dense_2_RootMeanSquaredError: 0.8222 - val_dense_3_RootMeanSquaredError: 0.8150 - val_loss: 0.6746\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3570 - dense_2_loss: 0.3499 - dense_3_loss: 0.4203 - dense_2_root_mean_squared_error: 0.5915 - dense_3_root_mean_squared_error: 0.6483 - val_loss: 0.4224 - val_dense_2_loss: 0.4245 - val_dense_3_loss: 0.4039 - val_dense_2_root_mean_squared_error: 0.6515 - val_dense_3_root_mean_squared_error: 0.6355\n", "Epoch 14/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5865 - dense_3_RootMeanSquaredError: 0.6304 - loss: 0.3495 - val_dense_2_RootMeanSquaredError: 0.7583 - val_dense_3_RootMeanSquaredError: 0.9524 - val_loss: 0.6081\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3493 - dense_2_loss: 0.3421 - dense_3_loss: 0.4148 - dense_2_root_mean_squared_error: 0.5849 - dense_3_root_mean_squared_error: 0.6440 - val_loss: 0.3410 - val_dense_2_loss: 0.3221 - val_dense_3_loss: 0.5105 - val_dense_2_root_mean_squared_error: 0.5676 - val_dense_3_root_mean_squared_error: 0.7145\n", "Epoch 15/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5844 - dense_3_RootMeanSquaredError: 0.6299 - loss: 0.3472 - val_dense_2_RootMeanSquaredError: 1.1048 - val_dense_3_RootMeanSquaredError: 1.2558 - val_loss: 1.2556\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3496 - dense_2_loss: 0.3432 - dense_3_loss: 0.4076 - dense_2_root_mean_squared_error: 0.5858 - dense_3_root_mean_squared_error: 0.6384 - val_loss: 0.6461 - val_dense_2_loss: 0.6671 - val_dense_3_loss: 0.4570 - val_dense_2_root_mean_squared_error: 0.8168 - val_dense_3_root_mean_squared_error: 0.6760\n", "Epoch 16/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5831 - dense_3_RootMeanSquaredError: 0.6282 - loss: 0.3456 - val_dense_2_RootMeanSquaredError: 1.3811 - val_dense_3_RootMeanSquaredError: 1.7582 - val_loss: 2.0249\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3435 - dense_2_loss: 0.3370 - dense_3_loss: 0.4022 - dense_2_root_mean_squared_error: 0.5805 - dense_3_root_mean_squared_error: 0.6342 - val_loss: 0.6875 - val_dense_2_loss: 0.6841 - val_dense_3_loss: 0.7182 - val_dense_2_root_mean_squared_error: 0.8271 - val_dense_3_root_mean_squared_error: 0.8475\n", "Epoch 17/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5848 - dense_3_RootMeanSquaredError: 0.6312 - loss: 0.3477 - val_dense_2_RootMeanSquaredError: 1.0341 - val_dense_3_RootMeanSquaredError: 1.0552 - val_loss: 1.0732\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3458 - dense_2_loss: 0.3393 - dense_3_loss: 0.4037 - dense_2_root_mean_squared_error: 0.5825 - dense_3_root_mean_squared_error: 0.6354 - val_loss: 1.1564 - val_dense_2_loss: 1.2129 - val_dense_3_loss: 0.6483 - val_dense_2_root_mean_squared_error: 1.1013 - val_dense_3_root_mean_squared_error: 0.8052\n", "Epoch 18/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5795 - dense_3_RootMeanSquaredError: 0.6229 - loss: 0.3411 - val_dense_2_RootMeanSquaredError: 0.5900 - val_dense_3_RootMeanSquaredError: 0.7461 - val_loss: 0.3688\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3446 - dense_2_loss: 0.3385 - dense_3_loss: 0.3994 - dense_2_root_mean_squared_error: 0.5818 - dense_3_root_mean_squared_error: 0.6320 - val_loss: 3.9325 - val_dense_2_loss: 4.0947 - val_dense_3_loss: 2.4722 - val_dense_2_root_mean_squared_error: 2.0235 - val_dense_3_root_mean_squared_error: 1.5723\n", "Epoch 19/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5758 - dense_3_RootMeanSquaredError: 0.6197 - loss: 0.3368 - val_dense_2_RootMeanSquaredError: 0.6015 - val_dense_3_RootMeanSquaredError: 0.6167 - val_loss: 0.3636\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3563 - dense_2_loss: 0.3511 - dense_3_loss: 0.4029 - dense_2_root_mean_squared_error: 0.5925 - dense_3_root_mean_squared_error: 0.6347 - val_loss: 1.4560 - val_dense_2_loss: 1.5433 - val_dense_3_loss: 0.6697 - val_dense_2_root_mean_squared_error: 1.2423 - val_dense_3_root_mean_squared_error: 0.8183\n", "Epoch 20/20\n", - "\u001b[1m363/363\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - dense_2_RootMeanSquaredError: 0.5740 - dense_3_RootMeanSquaredError: 0.6170 - loss: 0.3346 - val_dense_2_RootMeanSquaredError: 0.5536 - val_dense_3_RootMeanSquaredError: 0.6219 - val_loss: 0.3145\n" + "363/363 [==============================] - 0s 1ms/step - loss: 0.3546 - dense_2_loss: 0.3498 - dense_3_loss: 0.3981 - dense_2_root_mean_squared_error: 0.5914 - dense_3_root_mean_squared_error: 0.6310 - val_loss: 1.1709 - val_dense_2_loss: 1.1945 - val_dense_3_loss: 0.9589 - val_dense_2_root_mean_squared_error: 1.0929 - val_dense_3_root_mean_squared_error: 0.9792\n" ] } ], @@ -2320,7 +1893,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2338,7 +1911,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -2355,7 +1928,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -2372,7 +1945,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -2403,7 +1976,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2458,7 +2031,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -2471,7 +2044,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -2488,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -2512,7 +2085,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -2522,7 +2095,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -2531,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -2551,7 +2124,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -2578,7 +2151,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -2587,7 +2160,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -2628,7 +2201,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -2695,7 +2268,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2707,7 +2280,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -2751,7 +2324,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -2761,7 +2334,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "metadata": { "tags": [] }, @@ -2772,7 +2345,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -2787,7 +2360,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -2808,7 +2381,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -2907,7 +2480,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -2949,7 +2522,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -2993,7 +2566,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -3031,7 +2604,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -3071,7 +2644,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -3120,7 +2693,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -3131,7 +2704,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -3141,7 +2714,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -3151,7 +2724,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -3180,7 +2753,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -3213,7 +2786,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -3223,7 +2796,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -3247,7 +2820,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -3271,7 +2844,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -3291,7 +2864,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -3329,7 +2902,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -3346,7 +2919,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -3358,7 +2931,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -3392,7 +2965,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -3427,7 +3000,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -3525,7 +3098,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -3541,7 +3114,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -3568,7 +3141,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -3595,7 +3168,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -3614,12 +3187,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3645,7 +3218,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, "outputs": [ { @@ -3672,7 +3245,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 112, "metadata": {}, "outputs": [ { @@ -3692,7 +3265,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -3719,12 +3292,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 114, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -3759,7 +3332,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -3778,7 +3351,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -3789,7 +3362,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -3810,7 +3383,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -3829,7 +3402,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 119, "metadata": {}, "outputs": [ { @@ -3855,7 +3428,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 120, "metadata": {}, "outputs": [ { @@ -3870,7 +3443,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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FcfKTqcPgpWCQKicpPpa/X9CZRy7pxvKNOxn68FQmfbEh0mVJlacuw2EKBqmyzumSxQc3D6BZek2u+9d8/vDuEs21JFIOFAxSpTWpW5Ox1/Vj1KDm/GvmGoY+PJX5msZbykiDz14KBqny4mMD/H5oO179RW9+OHCIC56cwV8/XKbeg5SJBp+LKBgkavRvmc6kWwdyUc9GPP3ZNwx7dBqLC7ZFuiypEtRlKE7BIFElOSGOv57XmZd+3oudew9w7hMzeOCj5ew7oNNa5djUYSiiYJCodFLrekz+9SDO7ZbNo//J55zHpvHFuu2RLkukSlAwSNRKTYzj/pFdeO7KHLbs2sfwx6fzj0lfaexBfkSDz14KBol6p7bL4ONfn8S53bJ5Im8Fpz/0mW4EJD+iwecivgWDmT1vZpvM7IujrM81s+1mtjD0+F+/apPol5oU7D28dm1vasTGcOXzs/nt2EV8v2tfpEuTSkAdBi8/ewwvAoOPs81U51zX0ONeH2qSaqZfi3Tev2kAv8ptwTsL1nHKA3m8PnuNpvMW3ainGN+CwTk3Bfjer58ncjQJcTHcObgtH94ykDYZydw1bgnnPTlDg9MiIZVtjKGvmS0ysw/NrEOki5Ho1iojmTGj+vDQRV0o2Lqbcx6bxj0TlrJj7/5IlyY+cxp99jA/G8TMmgLvO+c6lrAuBTjknCs0s6HAw865VkfZzyhgFEBGRkaPMWPGVGDVAlBYWEitWrUiXUaF2bXfMe6/+/jPmgOk1DAuaRNP78wYzOcRyWhv58oivJ1v/GQXvTNjubx9jQhW5a+TTz55nnMup6R1lSYYSth2FZDjnDvmHVlycnLc3Llzy6dAOaq8vDxyc3MjXUaFW1ywjf959wsWFWynX4u6/OGs9rTPSvHt51eXdo608Hbueu9HnNMli3uHH/e/pqhhZkcNhkpzKMnMGljo65mZ9SJY25bIViXVTeeGaYy7vj9/HtGRLzfs4KxHp3LbmwtZt21PpEuTCqah5yKxfv0gM3sdyAXSzawA+CMQB+Ccewq4APiVmR0A9gAXOx34kwiICRiX9WnCsM5ZPPFZPi9MX8X7izdwzYBm/Cq3BSkJcZEuUaRC+RYMzrlLjrP+MeAxn8oROa7UpDjuGtKOK/o25YHJy3kybwVvzFnL9bktuKxPExLiYiJdopQTfQX1qjSHkkQqq+y0RB68qCvv3TiADlkp/PmDZZxyfx5vzlmre05HEb9PNKjMfnIwmJn61VItdGqYyivX9ObVX/QmPbkGd7y9mFMf/Iy35hUoIKo4HbX2KlMwmNnNZnZ+sdfPAXvMbLmZtSn36kQqof4t0xl/Q3+euSKHWjViuX3sIk5/aArj5hdwUFdQSxQoa4/hZuA7ADMbBFwI/AxYCDxQrpWJVGJmxuntM3j/pgE8fXkPEuJiuO3NRZz+4GeMX7hOASFVWlmDIRtYFXo+DBjrnHsTuAfoU35liVQNZsaZHRrwwU0DePLS7sTFBLhlzELO/L8pTFi0XgFRRehvyauswbADqBd6fjrwSej5fiChvIoSqWoCAWNIp0w+vGUgj/+sOwGDm19fwOD/m8L7i9drkr4qQGPPRcoaDB8Bz4TGFloCH4aWdwBWlmdhIlVRIGCc1TmTSbcM4tFLuuGAG19bwJCHp/LugnXs1yB15aTc9ihrMNwATAfSgQucc4dnS+0OvF6ehYlUZYGAMaxLFpNvHcTDF3flkHPc+sZCcv+ZxzNTvmH7bk3UV9lo2u0iZbrAzTm3A7iphOV/LLeKRKJITMAY3jWbYZ2z+HT5Jp7+7Bvum7iMB//9NcO7ZnFZnyZ0zE6NdJkiHmUKBjNrDxx0zi0PvT4duBJYCvzDOaeb6YqUIBAwTm2XwantMli6fjuvfL6adxeuY8yctXRplMblfZpwdufMSJdZbelIkldZDyU9B3QDMLOGwHigDsFDTH8u39JEolOHrFT+dn5nZv3+NO4Z1p7Cvfu5fewi+vz1E95Yvo81W3ZHusRqSYPPRcoaDO2A+aHnI4FZzrmhwOXAMedCEhGv1MQ4rurfjI9vO4nXru1NvxZ1mbxqPyfd/ylXvzCbT5Z9q9NdfaIrn73KOoleDHD47umnAhNDz1cAGeVVlEh1Ymb0a5FOvxbpvDPpP6wMZPP6nLVc89JcstMSubhnIy7q2Yj6KTojvCKpw1CkrD2GLwhOjT2QYDBMCi3PBo55Qx0ROb7aCQFuO6MNM353Ck9e2p1m6TV54N9f0+9v/+H6V+cxPX+zromQClfWHsOdwLvA7cBLzrkloeXnALPLsS6Rai0uJsCQTpkM6ZTJys27eG3WasbOK2Diko00S6/Jz3o15oIeDaldMz7SpUYFRa1XWU9XnWJm9YAU59zWYqueBjRiJlIBmqXX5O6z2vObM9rw4RcbeHXmGu6buIx/frScszplcmnvxvRoUlvTRv9Ear4iZb5Rj3PuoJntMbOOBIN2hXNuVblXJiIeCXExnNutIed2a8hXG3fw2qw1jJu/jncWrKNNRjI5TWszsFU6uW3q6yZCZaSxZ6+yXscQC/wVuBGIJzhe84OZPQrc7ZzT5ZwiPmjbIIV7h3fkzsFteW/ResbMWcuERet5ddYakhNiGdYli5E9GtK1UZp6EqWkdipS1h7DPwielnodMC20bCDBsAgQHHsQEZ/UrBHLxb0ac3Gvxhw4eIgZK7bwzoJ1jJtfwGuz1tCkbhLndMlieNcsWtZPjnS5UkWUNRh+BvzcOTex2LIVZvYd8CwKBpGIiY0JMKh1PQa1rsefhndg0pKNTFi0nsc/zefR/+TTLjOFsztnMrhjA1rUqxXpcisVp+Fnj7IGQyrBaxbCrQDSfnI1IlIuUhLiuLBnIy7s2YhNO/fyweINTFi0nn9OXs4/Jy+nRb2anNmhAWd2aEDnhqk6jIKuYyiurMGwiOBd3G4IW35LaJ2IVDL1kxO4un8zru7fjA3b9/DR0m+ZvHQjT0/5hifyVpCdlshZnTMZ1jmLjtkp1TIkNPjsVdZguAOYGJo873OCZyX1BbKAIeVcm4iUs8zURK7s15Qr+zVl6659fPLVJj5YvJ7np61k9JRvaFI3iaGdMhlcHXsS1eijHs+JXMfQmmCPoS3BphxLcGqMWykakBaRSq52zXgu6NGQC3o0ZNvufUxeupH3F29g9JRveDJvBZmpCZzZoQFndMggp0kd4mPLOlGCVFUnch3DeuDu4svMrAtwfnkVJSL+SkuK56KejbmoZ2O27d7Hx8s2MXnpRl6fvYYXZ6wiKT6G3s3q0L9lOgNapdMmIzmqehM6kuRV5mAQkeiWllTUk9i97wBT/7uZ6fmbmZa/mU8/WAZAeq0a9G9Zl/4t0+nfMp3stMQIV/3T6Q5uRRQMInJUSfGxR85eAli/bQ/T8zczY8UWpuVvZvzC9QA0T68ZCom69G2eTmpSXCTLLjt1GTwUDCJSallpiYzMacTInEY45/jvpkKmhXoU4+YX8MrM1QQMOmWnBg87tUynW+PaJMZX3ik6Dhw8xL6Dh0iqxDX6rVTBYGYTjrNJSjnUIiJViJnROiOZ1hnJ/HxAM/YfPMSitduYlh8MitGh02EDFpzCo1+LuvRrWZeeTeuQnFB5ehS7fgjekbhmDX1PPqy0LbGlFOtX/sRaRKQKi4sJkNO0DjlN63Draa0p/OEAs1duYeHa7cxeuYWXZ67m2WkriQkY7TNT6NwwlW6Na9O7WR2y0hKJCUTmGP+ufQcAqKkewxGlCgbn3NUVXYiIRJdaNWI5pW0Gp7QN3txx7/6DzF+9lRkrtjBv9VYmLAxO+gcQF2N0yk4lMT6GVvWT6dGkNh2yUmhcJ4nYmIo9TXb7nuDcn7US1GM4TC0hIr5IiIuhX8t0+rVMB+DQIcfXm3YyZ+X3rPl+NwvXbqNw7wHemLOWF2esAoKB0TojmS6N0ujaKI2OWak0qZtUqsM+mwt/4Mv1OwCIjw0QHxugZnwssTHG6h0HWbV5F+u37WHcgnVA8L4XEqRgEJGICASMtg1SaNvAO0S5/+Ahlm/cybINO8j/rpCl63bw3sL1vBbqXQBkpyXSOqMWDWsnkZWWSNsGybRpkExmagJmxpjZa/jduCXhP9JrRt6Rp72a1qFdAw2VHmauik8SUqdJO3f675+PdBlRb9u2baSlpUW6jKindi6Zc469+w+xe98B9h44xJ59B9m97yD7Dh7iYLF7YMcEjMS4GAp/OEByjVga1k7EDA654D4Ohv7cs3s3NRITiY8JEBcTICk+Jqou2CuNN6/rN885l1PSOt96DGb2PHA2sMk517GE9QY8DAwleJvQq5xz8/2qT0QqLzMjMT6mxNNeDxw8xO79B4+ExZ59B0mMi6FZes2jnia77cAe0pITKrrsKsu3HoOZDQIKgZePEgxDgZsIBkNv4GHnXO/j7TcnJ8fNnTu3vMuVMHl5eeTm5ka6jKindvaH2hnM7Kg9Bt9mxXLOTQG+P8YmwwmGhnPOzQTSzCzTn+pEROSwyjT4nA2sLfa6ILRsQ/iGZjYKGAWQkZFBXl6eH/VVa4WFhWpnH6id/aF2PrbKFAwljfyUeJzLOTcaGA3BQ0nVvUvoB3W9/aF29ofa+dgq0wTrBUCjYq8bAusjVIuISLVVmYJhAnCFBfUBtjvnfnQYSUREKpafp6u+DuQC6WZWAPwRiANwzj1F8C5wQ4F8gqerahoOEZEI8C0YnHOXHGe9I3jLUBERiaDKdChJREQqAQWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGERExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4qFgEBERDwWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ9fg8HMBpvZcjPLN7PflbA+18y2m9nC0ON//axPREQg1q8fZGYxwOPA6UABMMfMJjjnvgzbdKpz7my/6hIRES8/ewy9gHzn3DfOuX3AGGC4jz9fRERKwc9gyAbWFntdEFoWrq+ZLTKzD82sgz+liYjIYb4dSgKshGUu7PV8oIlzrtDMhgLvAq1+tCOzUcAogIyMDPLy8sq3UvmRwsJCtbMP1M7+UDsfm5/BUAA0Kva6IbC++AbOuR3Fnk80syfMLN05tzlsu9HAaICcnByXm5tbYUVLUF5eHmrniqd29ofa+dj8PJQ0B2hlZs3MLB64GJhQfAMza2BmFnreK1TfFh9rFBGp9nzrMTjnDpjZjcBkIAZ43jm31MyuC61/CrgA+JWZHQD2ABc758IPN4mISAXy81ASzrmJwMSwZU8Ve/4Y8JifNYmIiJeufBYREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGERExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4qFgEBERDwWDiIh4KBhERMRDwSAiIh4KBhER8VAwiIiIh4JBREQ8FAwiIuKhYBAREQ8Fg4iIeCgYRETEQ8EgIiIeCgYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHj4GgxmNtjMlptZvpn9roT1ZmaPhNYvNrPuftYnIiI+BoOZxQCPA0OA9sAlZtY+bLMhQKvQYxTwpF/1iYhIkJ89hl5AvnPuG+fcPmAMMDxsm+HAyy5oJpBmZpk+1igiUu3F+vizsoG1xV4XAL1LsU02sKH4RmY2imCPAqDQzJaXb6lHlQps9+n9pdn2WNscbV1Jy0uzLB3YfJx6yova2R9qZ39U1nZuctQtnHO+PICRwLPFXl8OPBq2zQfAgGKvPwF6+FVjKT7DaL/eX5ptj7XN0daVtLw0y4C5ame1s9o5utv58MPPQ0kFQKNirxsC609gm0h6z8f3l2bbY21ztHUlLS/tMr+onf2hdvZHVWpnACyUIBXOzGKBr4FTgXXAHOBnzrmlxbY5C7gRGErwMNMjzrlevhQox2Rmc51zOZGuI9qpnf2hdj4238YYnHMHzOxGYDIQAzzvnFtqZteF1j8FTCQYCvnAbuBqv+qT4xod6QKqCbWzP9TOx+Bbj0FERKoGXfksIiIeCgYREfFQMIiIiIeCQX4yMxthZs+Y2XgzOyPS9UQrM2tuZs+Z2VuRriXamFlNM3sp9Ht8aaTriTQFQzVnZs+b2SYz+yJs+TEnPCzOOfeuc+5a4Crgogost8oqp3b+xjl3TcVWGj3K2ObnAW+Ffo/P8b3YSkbBIC8Cg4svONqEh2bWyczeD3vUL/bWP4TeJz/2IuXXzlI6L1LKNid4Me3h6XgO+lhjpeTnXElSCTnnpphZ07DFRyY8BDCzMcBw59xfgbPD92FmBvwN+NA5N7+CS66SyqOdpWzK0uYEZ11oCCxEX5jVAFKio01meDQ3AacBFxy+YFFKpUztbGZ1zewpoJuZ3VXRxUWpo7X5OOB8M3uSyE6fUSmoxyAlsRKWHfVKSOfcI8AjFVdO1CprO28BFLw/TYlt7pzbhWZaOEI9BilJZZ/MMFqonf2nNi8FBYOUZA7QysyamVk8cDEwIcI1RSO1s//U5qWgYKjmzOx14HOgjZkVmNk1zrkDBGe5nQwsA94sPguulJ3a2X9q8xOnSfRERMRDPQYREfFQMIiIiIeCQUREPBQMIiLioWAQEREPBYOIiHgoGER+IjO7J3xqZ5GqTNcxSJVgZi8C6c65SjfrqJnVAmqE5jKqlMzMASOdc7rJjxyXegwiRxGaMuG4nHOFkQgFMwuE7i8gUq4UDBIVQje4+cDMdobu2vW6mTUotr6nmX1kZpvNbIeZTTOzvmH7cGZ2g5mNM7NdwF8OHyYys4vNbEVo/++aWXqx93kOJZnZi6Gb69xiZuvMbKuZvWBmScW2qWlmL5tZoZl9a2Z3hd7z4jE+41Wh7YeGft4+oN3xPpuZrQo9HRv6jKuKrRtmZvPMbK+ZrTSz+0obiBK9FAxS5ZlZJjAF+ILgjVhOA2oBE8zs8O94MvAKMDC0zUJgYvH/4EP+CEwEOlF0N7qmBG9Zei5wBtANuO84ZQ0EOoZqOfzeW4qtfwA4KbT8FKBL6D3Hk0DwTnm/JHgHstWl+Gw9Q39eC2Qefm1mZwKvAo8BHYCfAxcAfylFHRLNnHN66FHpHwRv0/j+UdbdC3wStqw2wXsb9DrKewzYAFxWbJkDHg3b7h5gL5BabNndBO8CVnybL8JqXQvEFlv2DPBx6Hktgt/2Ly62viawFXjxGG1wVajGHsdpq6N9tgvCtpsC/E/YshFAIaHxRz2q50M9BokGPYBBocMshWZWSNFduloAmFl9M3vazL42s+3ATqA+0DhsX3NL2P9q59z2Yq/Xh957LF+64EyeJb2nBRAHzD680gVvFFOaM5sOEOwRHFGGzxauB3B3WLu9RjCkGhz7rRLNdAc3iQYB4APg9hLWfRv68yUgA/g1sAr4AfgECD+evquEfewPe+04/mHYY73Hii0rqx+cc+E3qy/tZwsXAP4EjC1h3XcnUJtECQWDRIP5wIUEv9mH/4d82ADgZufcBwBmlkHweHsk5BMMjl7AylA9SQTHJFacwP5K89n2A+FnMM0H2jrn8k/gZ0oUUzBIVZJiZl3Dlm0jOEh8LfCGmf2d4Lfd5gTD4jfOuZ3A18BlZjaL4KGSfxA8zu8751yhmT0P/N3MNhMcD/gDwW/wJ9KLKM1nWwWcamafEex1bCU4NvO+ma0G3iR4mKojwXGZO06gDokSGmOQqmQgsCDscb9zbj3QHzgETAKWEgyLH0IPCJ5xUwuYB4wBnif4n2Wk3A5MJXhbyU+BxQTHN/aewL5K89l+A5xMcOxlAYBzbjJwVmj57NDjd8CaE6hBooiufBapBMysBsFTT//pnHsg0vVI9aZDSSIRYGbdgHYEv6UnA3eG/nwjknWJgIJBJJJuA9pQdArqIOdcQUQrEkGHkkREJIwGn0VExEPBICIiHgoGERHxUDCIiIiHgkFERDwUDCIi4vH/AbWD/DtDgfa6AAAAAElFTkSuQmCC\n", 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" ] @@ -3900,7 +3473,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -3911,7 +3484,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -3925,7 +3498,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -3936,7 +3509,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -3958,7 +3531,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -4030,7 +3603,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -4065,7 +3638,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -4123,7 +3696,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.9.10" }, "nav_menu": { "height": "264px", From 45b7fb9771925517dbff8c5fbd74609649f2d5d5 Mon Sep 17 00:00:00 2001 From: Prabal Mukherjee Date: Tue, 2 Apr 2024 11:12:34 -0400 Subject: [PATCH 3/3] Fix functional api, multiple output should have array of loss function names, same size of output --- 10_neural_nets_with_keras.ipynb | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/10_neural_nets_with_keras.ipynb b/10_neural_nets_with_keras.ipynb index 12860bf7d..69fcab35b 100644 --- a/10_neural_nets_with_keras.ipynb +++ b/10_neural_nets_with_keras.ipynb @@ -226,7 +226,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -282,7 +282,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -553,7 +553,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -657,7 +657,7 @@ "outputs": [ { "data": { - "image/png": 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PUwPxYHXbrsrQ5Nl78uzGfbgmOa+IuLLQfOKO/ZtA/8x+00kKrATf34b4Ga4jDrF4FfhRsm0McAvx5KeB+Dn8BUllSuLKMK8Tu8cXAHeTVIjr6z/TzxWjn7RRhCPZfgrxpG5JItvT6HyZ4f8j9oI1EpQZzuyzTnL9cwiqjRGHfHyTdAAxjzi8ZK+27nMf6GwtcSjac4meLE1081ckFVDJ8xyTW7J6KHFu2wzifvXDRPbrJNtHED/XKqX7C+KJ9KNtHHOd5Dh/SuTZ5piBAkU/+kCmpp99q69fIPZ+1RNXJtsnuZZJyfZJ5I5Xc66XOArqA+Kx5D0kSwtktq9NPPlfkuj9d4jTQK4ppNPF9lfO8lT5OcPISxLSMhfYL4qiZ3vgeJOISySOjqJofnePV2qYPI1ixvTTMAzDqATarQJnVDyjiJPRn+vrEykTTJ5GMWP6aRiGYZQ9HakCZ1QwUZyg2uk8LyM/Jk+jmDH9NAzDMCoBC4EzDMMwDMMwDKNisBA4wzAMwzAMwzAqht4IgSsnl1JHFmbqTdqVpTx4bZUhnTIlXm7j1FNPBeDzn/88AFtuuSX9+8frR/XrF6vC66+/DsCtt94KwIQJEwA4++yzGT58eKcvIENfyxK6qZtz58bLVVxzzTUAHHfccQCMHTu23e++9NJLALz55psAHHHEEdTUdGVtO09Jy/O9997jscceA+D22+P1NkeOHAnAscceC8BWW23l5XXzzTcD8OCDDwIwePBgAI455hgATj6520vklLQ8u8usWfGi3KuttlpPHbKo5dmRdlPP+8MPPwzAVVddBeDbwYkTJ1JbGy8t9cknnwDw1FPxwuU77BAvX/HTn/4UgIEDB3bpHDIUtTxLkJKQZxih05auqD1dZ514WZQ11lgjZ5/33nsPgOeffx6Az33ucx081XYpCXmWECbPniWvPM0DZBiGYRiGYRhGxdAbOUBlP2tcgeTIsj2r4f/+9z8A/vnPf3qreXV1vHj74sXxIs/Lli0DYMGCwotjr79+vAB3VVU8R37zzTe9p2OfffYB4Nvf/jYAm266aUeupa9lCd3QzcWLF3PjjTcC8Jvf/AbAe89Gjx7t38urI1k3NMRrb3744YcAHHrooQDsuOOO3bW+lZQ877nnHgB+/etfA7FFfPny5QAMGBCvY1ZXVwekXsg5c+Ywbtw4IPVQrrrqqgCstNJKQCrfGTNmsOeeewJw+eWXd+VaSkqeIbvvvrv3Qqy88spA6rGQDLPI47PbbrsBaZuw1lprAXDfffd5L1sXKUp5Fmo/58+PK3RfdtllQOxprK+vB1Jvo/RVXslFixb57+u5X3311YFUTyXXkSNHsuuuuwLwzW9+E4ARI0Z05lqKUp4lTEnIs6WlBUj7YTFjxgz+8pe/APDLX/4SSNvPjqDjSW9//vOfc9ppp3XqHAJKQp4lhMmzZzEPkGEYhmEYhmEYlY15gNqmr2fh7cpSVh/lo7z88svxF6OIIUOGAGn8uazo8gg1NTXx6aefAjBo0KBW2/J5mGQRlVVTFtGdd94ZgOuvv76tU+1rWUI3dfOmm24CUnn+5Cc/AVJr+pw5c7xHQnkCQ4cOBfDeiaOPPhqIPUTyBnWRkpDnu+++C8CFF14IwCqrrALEOhRaFqWf8pZBqofSy2HDhgGp5VLfGTVqFDNmzABS2csy2kFKQp6FmDRpkpe1dFDPqdqBI4880j+jzc3NQOp9k8yk22pHukFRyjP0AElmBx54IJDm8w0YMMDrmHRP+T7KVVu8eHHONrWJ8+bNA+I2FuJ70tjYCKRt7SmnnALA4Ycf3pFrKUp5ljBFLc9CXpctt9wSgHfeecc/59InvaqfHjFihH+uP/roIyBtE/Sca9/Fixd7vd5jjz0AuOGGGzp0TglFLc9uHTRpM1paWvy1h+OjzuRqTZ48GYCddtoJgLfeestH3GS+V7by9AfPyKyDeZCtUP7vmWeeCcQ5wxC3tWqPM+T9gZKZAOULXVAIwpNPPgnAfvvtl/MddfQaKLV3/OA3+loJ25WlGqsPPvgAiAeCEF+Drl2ddEhLS4vv5LWv/+E29CK8F2pc7733XiBODs5DX8sSuqmbGjyOGTMGiCc8AL/97W+BOBE6nABtvfXWAHz5y18GYPr06UAcNrfvvvt253RKQp5f//rXgXSgLZ1ZsmSJ73ylnwo10rO60kor+X30PclXZCf16tRfe+01IC2moMFtO5SEPAtx+OGH88ILLwDpQEghrkrmj6KIz372swC88sorQKrLGpwrXE6J/92gJOSpgjAKgVNYWlNTk9c5tZEa/Khzra2tzZn4yKAkeWbbUQ0gta9eVQREE9UClIQ8S4iilGehEM0dd9wRSIsXjBkzxuuP9tVkW3q6ZMkSf7zQCCr9VLuc/b6ehUMOOQSA2267Lecc8wxYi1KePXLQzASo0FiqLR599FEAXn31VSCevELaBkdRxP333w+QHbiXtDzz6Ug+3W5v4ig9ramp8fI78sgjAXj77beBXD1dvny5T0/IHjrfeVoInGEYhmEYhmEYFUNvlMHuFWQ9q66uZurUqQBcffXVQGrdkAVZVo3tttsux/OTnc1n32f3a89zUgzI2ivPjxKfZcWB1N09c+bMVu917f369fPXGrq1ZV2S9XPo0KG+rGYoU31X96OToUclg8LZZCFbe+21gfR6Z86c6UNfZEnXfdF3dH8qZQHiE044AUiLH6hgxJgxY7wHNywHLuuNZAlp6Ju8GyH9+/dn4cKFQFr+tYOen7JgnXXW4emnnwZyQ7aySC+feOIJIC17rbZh6dKlvX2qRYG81rNnzwZS/ZLFsV+/fl4WS5YsAXL7herqat/2yVOp74RJ5tXV1d7Do/5Jx73jjjuANDzWqFxCC7iWo9CzveaaawJxHy5d1XfC12HDhhUc74R665zzupothAJpARtF2HQlXKkUKOR9C8Ows1x77bVAWvZe7erll1/u21aFEyvMTaFaKqa0xRZb9NQlFA3OuYLenWy0kfRS4yKN5fW5dPLxxx/nsMMOA9LxwYYbbgjA73//+1a/05nlRcwDZBiGYRiGYRhGxVAyHqCs9U3x6Q888ACQWkWUHyAr3P33389Xv/pVII11LzSbX7x4sbeKFLIyFxOPPPIIkF6zLDm6hpaWFm8B/sUvfgGkpVklr1mzZvnPwhm3PEAq5/ziiy/68sKy4ssCpd9U2e1y9QCFOvPxxx+3er/yyiv7JGrpoLxvYXGJcrWihWy33XZAGsOufIftt9/eW30kKyXhZsuLy1qufaRzKoOt/BZIvRgXX3xxL11N8TJx4kT/DEu35BGXPBVzDqkXQlY6yVWekHJHJcPlAdLzme1D9JnaQrVzWat6mH8h9Hk2wkAeTXmFdVwt7mseoMqmubk5p49RgQzpjLzmw4cP93116AmSLjrnCpauDj+vqqryuiq9VB7r/vvvD6Re07Fjx/rfaC+3utzQovK6fuX3KDdLeZfHH3+8L3svj4/20ava5alTp7LuuuuugLNfsRQa42R1XP+HXhvppwoi7b///j4CR3MBjTO19EAnF5aOf6fDexqGYRiGYRiGYZQ4JTN9z1Z1eO6554C0opYsn3rde++9gXhR0LPPPhuAbbbZBkgX7VSlsmeffdYfU2UJZa2WlbkY+fe//w2kM+hsXg/EFkydv7xgqjSi/KETTzyRP/7xjwBsvPHGQOpJ0ixbZYvPOOMM/vCHPwCpxSlcKFALBL799ts+3rWcCC0Mkr1kpRyUjnw3tBiXO9/61reANO557bXX9p5E6Y88r1kvhOSkffU+9Fh8+umnPka9UrwYWdZYYw3/7EsfZcmVl3fLLbf0slGelNoNUcxtXk8ib5j0SZ6gbF8iL5li+ddZZx0gzaMaNGhQTv6pLJnyJKly0Z133un3VTsh77pygYzKJmsZV2UreWGUP6Yxz/Dhw3PyzERY0bUtsmWdw7GE2mM9B/J2HHXUUUWdH91VCnkOFH0wefJkH+GhdvLEE08E0hxXeSPOPPNMH52g4ypn5cUXXwTSCKYBAwaUpQeovQV058yZ4z1miqbR2FQVdtU+jxw50stelTY1pu8O5gEyDMMwDMMwDKNiKHoPUGg5f+CBB3wMpayZsqCpLrhet912Wz+zlrVNi1DdcsstQOox2W677bjqqquA1Nu0++6799ZldRtVFlE+j6w+2XVSNFMW++yzD5Bak6ZMmcKll14K4Cts3HnnnUA689bCay+++GIr7xKkM3u96lyeeuqpsvQASYckY1nGspX09H9YASX0Usp7Vu6EseL//e9/Afj+97/v95GlUZbM7GJ9kqc+U15b6LloaWnhoIMO6pVrKAVWXXVVLz/pXhhfvfHGG3vPmeQnS6Z0OpRruXLUUUcBsMsuuwDw97//HUjXkDr33HO9xTZE7d+yZcu8XqoPCr3iyuv52c9+xrbbbguk3ibp/bRp03rqsowy4amnnmr1Plz/LGtVL5RX2pFKo9nvhhXiwkgPRd4cddRRZZnDGlbE1TWq36+trfXtg7xhiqDRGogaY0EaPSPkEVKuq/KD//KXv/CZz3wGgE022aQHr6hvCeWpRadPP/10IPaEK6/n9ddfB1Jv+xtvvAHEC3xD7FnTM6AxQEeiaNqr6GweIMMwDMMwDMMwKoai8wC1Z7U4//zzfTUSIYtcuP7Fk08+6b1Fms2rIsd6663X6ju/+93vvCVO1cyKEcWUKycizEPJWsxlaRCaZUs+H330kbfES+6hFTlriVIuwaxZs1r9tmSrGPfHH3+c448/vruXWnSEa/jkW2OhvXWm9Hln4rRLmbBKkHRowoQJvPfee0DqSZM1SBajAQMGeHnJa6lKWqE8tXZFpTJ69GifHyDPRaFKb5D7nEvmeVbQLkuUG6rr3m233YDU411XV+flKBkp4mDUqFFA60pcYdU3ed9lMV533XW9l0m6rOPkW6+pHGlvXZCqqqqcHMlCVcZaWloK5haI7JpOpeaxUF+qPL586xmGVeDCHEDIzREO70HWMi6Zq92QxV3ezBtuuAEo3yqvoedH6F5EUeQrEB9zzDEAXHnllR0+vvJc6urqANh6662BuM2VrLWP2oZSJsxNUw7lNddcA3TsGjXOra+v996xL3zhC0DqLQo9Tc3NzXnX98xH0U2A2muoRowY4SdAUkwpjxoCuSwHDBjgQxR03CeffBJIQ+EkqDlz5rDvvvv22HX0Fj//+c+BNCRIjVMYnjZgwACvgJoE6uFS4lljY6NPNtO+avzU8Cph95///KcvHRsm8+q95K9EtnIjTA7Vg5ftXEJXa6jPlTLYaY8oivxzqoZLz7EmQsuXL/f6GA7MQzmH4QaVhhJEIXfCkw1rCweYepUujxgxovdPtghQqMpDDz0EpEYvFYo5/vjjfdEXTWa0ALf01jmXU5RDeiqd1kBp6NChvjy72gDJWuHY6pNCw1W5UKhvz1e+ttDARffkoosu8oa4QnRmQcRiQaHtMvQoRFVhaNKv+vr6nBDscLJTXV2dEx4XyjprsJPM9Zn6e+lruZe8LqSf6o8++9nP8tnPfrbVNo3DdC+yxwhlrXGrnnsZVPbbbz+/7f333wfKYwJUCF1bS0uL191Cz6oMUzfffLOX22OPPQbAd7/7XSB3LJB9396E0kLgDMMwDMMwDMOoGEpuSr906dIcy7s8ELKCarY3ffr0nMXrwqRqba+urmbGjBkr4hK6hUp1y3Mjq6SslPIArbfeev7att9+eyCdGWeLF0iGsmCGrkPJa9iwYb6wgRJ+Q7e6XJKHHnpoT11uUREmiOdzvRZKIpelWNY03b9KISyJufrqq/tSxNom2Wif+vr6Vv9D+qzL4jZ//nwgLesM7YfPlCuSSSGcczkl3EOrb6WUEP/e974HpNevtkvLI9xxxx386Ec/avUdWSmlp1kLu44TeoTUVg4fPty3w+qnZN1UoZ5y9fyEhJbxfM+pwq1eeuklAG666SYg1fHRo0fzxS9+EYB//OMfeX9HUQy/+MUvOO+883ro7HsX6U/Yj4Te8iiKckKyw/64ubm51cLo2W2h1TwbvRBa5XWMUhgf9Sb55CmyXrdCyKunENjsfdP9rYQ+K/v8h56fsO8+7rjjgPj51/c05s0WS8ryxhtv8I1vfANIy5Jff/31ec/FPECGYRiGYRiGYVQMRTfdDK0ZmlFrhjxr1ixvgVM8rCw9+lx5MZ9++qn3Bskzon01C1dC2qabbuqtdcqZ6YmFlnqar3/9661eFaf7zjvvAHDFFVcAcZlGWRS1+KsWVZMM2ip5G96HAQMGeC/TZpttBqRWukrgk08+ySlxLQtmW3KUxShMMF26dKn3arRnuS9Hxo0bl7Ngp3R57bXXBmIrkGJ4Ff8ry5Ce/Y4mO1YChWLYs/H+YU6AdFfv1XaWOyr7rxwg5S1qMd2DDz7Yl61VgQ3pq7w7y5YtyylmIj0MS7svWrTIx/dr0US9V0ldFWDQazmRT/eE+q6bbrrJF91RLtaECROA1MOrfIzp06dz9913t/mbN954IwDPPPNMT1zCCkGLZKpNDHN11O4NHDjQj1dCK7q+ky0qkY1SyO4T5gBm/5eFXYnoGjM988wz3ptZSWS9O/pf3oewHcjqu9D9+tvf/gbAgQceCMSl8iXb0JtRjrSV5x8WNpGMRowY4XPOFaWgtlvLr6hNh3Qs0d4Y1TxAhmEYhmEYhmFUDEVnNg1LY2qm/c9//hOIK2nIIiELhfbRDPuDDz4AYsuIKkvJMpe13kGaQ/CNb3zDxxt3ZIGlYkGW8e222w5IvWAPP/ywl6VkIPno+rKz7bC0c1iZq6amxnsslIdUSdTW1nrZtmdph1wPmpBer7TSShXp+RGDBg3KiZcO46uzOUDSc8VRyyMsZDGtZAotIaDPm5qacnL7wsWM5fUod6ZMmQKknhrl5eywww5AvGCvlhwo5OnN5lSFsg/lO3bsWL8o6hZbbAHA+PHjgdSCucEGG/TEpa1Qwtw+PYdh1cZs2yhL7rnnngukffvgwYN9mXz1Z+qvFcGh0uQzZ87k/PPPb/Ub0l0d78wzzwTgzTff9B4+lR4uVsJ+OFzMON++2qb+OZvLU0g/RXaMoIpzals1TtDxNRb4zW9+UzDvqtTIV4GwK4T5U9nPhKKR5OFVpNEpp5ziFwkt57FVPlmH+l7oPqy55posWrQISKsYhwufjxkzBoj1VfmVak8KYR4gwzAMwzAMwzAqhqLzAMnqEFqQtAhSbW2ttwqFXiJZgGRZHzlyZMGqPLIoy/p2ww03cNZZZwGpFbCYCdf6kLw0gx46dGiOfMLZdb441UJkrZ/KJRKhtbPUFp3rCM65bi1eGnrjKo0wtrdfv37ekyvdDdegGT58uN8mj62sPPIEVUrOSkdozwPU0tKSYxEOrbxaTLXckcVVz/SHH34IpJ6gQYMGeZmEVZuyXrSwzdM+8ljoGHPnzvXeJlnYZ86cCaQekdmzZwNp3kuxk134WRRaSPehhx7yay0pLl85qhtvvDEQy1V5psrNVU6EnnNZzceOHesXlr3kkkta7aucV7W19fX1Pneo2JGuibAiWzb3sVB/1FZOqghzihYuXOh1WF489fM6XnYNonKhp8cq+arAKbJo8803B/DVC++66y4A7rvvPi9zjUfLkc7k/oS8/PLLPvdcayYpx09txQUXXADE7etee+3VoXPq9QlQ9kENSzGGZRahcDKzklOHDBmSs0qy0IBKnXp9fX1Og6zjh0mBr7zyincBlwJSpkKr7Q4bNqzgZDJfUnQhwkITQI6cOlICstTJdjaFSmG2ty37eXV1dU74SDkTXmtdXV3OwroqeCBGjx7tB5IaGIW6rOMq7BUqtyBCOBjNt/p7GGoQGkkqZQIkOchYJp3RQHnp0qU5z3JYBKWlpSVnmYXwO9mCMyuvvHKrc1Aoh9ppLexZKhMg51zBNv/yyy8H0qI8c+bM8YM7GTMl8+ySAIUW7pRc1cdr0ANp2NCtt97a6hwuuugiAH7/+9/7wioqh6vS48XGT3/6UyDt18PwM+nMqFGjCho8OoJ0We1pdXV1zoLymoypDdYE/rbbbuux0LFyIWxHIV20Xvfs//7v/wC47rrrgDQkbv/99/ftbiEDQjmSHX+qDQyN9dKz2tpa3zYX0vuf/OQnQNzWfu5zn+vQOZT/yMswDMMwDMMwDCOh10yl2RlxZyyyjz/+OIB3lz/55JNAan0YNWqUt1SEC6lpH/12Q0ODd9cWKvMqC93gwYO55ZZbgNzkqmIm9L7Iml5bW+uvXVakcLFT51xOElrouciWbS60iFolUF9fX9A6KXm0tLQUDEsILWbOOa97lVAMIfRyjR492oe+qMywLI2Sx5w5c7xFTBZcbZMFWEmOCieqVN5+++2c0rnhs5wvZCkM61JRmHIn9I6FxTaWLVuW480Jrd35iiCEFvvswpYK35QOq93QPkryLXZUqvmBBx7grbfeAtKwKHmxdC0Ko1pjjTW8F1ey0XsxaNCgnMU9dQ/Ud+n9wIEDvRxV5lptgcLctQji+uuv79uWq666Ckit88XGtGnTgLSYkWSlZ1vtYLY/7g5ZvdU9k6zDdkR927hx48zzExB60C+88EKvy6ussgqQjmnXW289IJXzrFmzStbzU2gRXsgtsNMWhdIntBTNbrvtxn333Zf3u3o2pJ9rr712jre94O92aC/DMAzDMAzDMIwyoNc8QPm8BIqFlJXo7bffbvX+lltu8Z/JAqKZpTw3H3/8MautthqQWtI0k1Yssb67dOlSHx8s68YTTzwBpDNO5bPU1NTw9NNPd+ua+4JwxpyddRfyWGS/m89KnG/fqqqqnGIHhc6hHMlazwvFP3fEIpfdpyPJquXKE0884fPVQu+OYn0XLVrkE8Tl3ZWlTG2GmDNnji+CIotbJeVYTZkyxS8WKRnJ6i2am5sLlmtWm6lE/MmTJ5d1SVYhK62eZRVBCGUHuV6JpqYmr2Pha76yuJJxaDUNS5MXK7/73e8AfKTEsmXLcpLp1Rerv9b2xYsXe7npWZZ3KHsP5EnS9+QBkaxUDKW+vt5bftWHS+by4skbt2zZspLwrs2cOdNfnyzYYTGNbO5ymH8mHZYc8i0NoO9on2yORZhnqfZYspOeZvMtS4V8OTpdOYbkJdlKl1VWX4W01l9/fV9Y5Ze//CWQO15QcYRp06ax4447dvm8ept8EUPh2LK7UUFhH3344YcD+MIHf/3rX/22sF9X+yHPb2cWki7/kYFhGIZhGIZhGEZCr3mAnnrqKSAuTaeStbLmhrHVsgRVV1d7629oLVNuy0477eQXOtt2222BNB9AFotsJaNXXnkFSEuPykoqC5UsLEuWLCmrCkizZs3ycg0ti4W8PPnIxgiHpXMriY5YZ7MWEhFaTCS75ubmipBjaK2RVeyNN97w1a5UDU5V4FShacmSJT4mXlbdbPWnLEOGDPHldU8//fRWv1kJPPTQQzkx+6Hs81V9DPNbJPsrrriirD1AhbzW0rPssxla2mUJz5YVD48XenWiKPLWfbXLYUn8Yi8vfOyxxwJpv/vf//6X1157DYD3338fSL0FeqblEerXr5/XNXlqlW+W9WrIsh7mqwpVJhs8eHCrCmaQ3gONA7JWeo0nDjjggG5IoHdRdArkenHkAdK1LViwIGfpi3zLXXQ0OqO2ttaPiXQ/wgVR9dulGLkQeijyRcN05Bh6nuX5Ue7pr371KwB23313IM5Lu+mmm9o8XrYSp45XjHSmavCbb74JwF/+8hfvDVPlRpHtl9TmSbfOO+88IF3mQt7mLGG/Hs4nFFmic85eQ86x2rwawzAMwzAMwzCMMqLHPUCaIZ922mlA7IkI194JK7HJEjZw4EDv6RGKS5WF6Xvf+57fR2sMqPqLZpGaha+zzjq88847QGpdliUlW50HYguVcgdKiUIz26zFQ1ak0JKZzWsJ84TCRdFqa2tzvBjtnUM5EUVRwRr1WYtYvkpR4T76rnR72LBhvXPSRUBorVEll4022shbf3T9esZVvenNN9/0MpfnVh5dVdTScz1ixAhvjdMzr2o7lcDTTz/t29mwkpbI58WUXupeyFI+efLkXjvXUqC+vj4nTyL0rEHhHEztI3kuXLjQe4Ckl8oByC5uWczo/LSOz/bbb++3qQ9/7733AJg6dSqQRmPMmjUrJ78n9FCOGjXKR4BojRR5y5Tno/eDBg3KsZqrrwrluPLKK/sxRzH3Vdk1/cIcaF2Tomiam5tbeSIhV/daWlr8MQu1Bdn1BDV+0nfkxdO+5bS+Wmf0IDsmCj1JF154IYDPS1f/pCilttD9mj9/flFWgQu9sFVVVV4H5Km5+uqrgTR3Urz33nvcfvvtAL5SpMiOQ6VzigyR1+zuu+9u9Z1ly5b5cX+o79JT3dOdd97Zf888QIZhGIZhGIZhGAk9PqX/29/+BqTW3AkTJvjqDIoPDld8l8Xy008/9ZZeWYFlNZPF9/jjj+e2224D0vV6ZHXS77zwwgsAPPLIIzlVjsK6+qJfv37+M81GtXJ1KVJbW5tTkSicOTvnvOxl9QlXiA/XWoLUClVJNDY25q11n33fEauS5JiteFRJyEK22WabeXnquQtzIvLlYYRx/npWhw0bluNJqiQP0PTp033+SiF9bG5uLqijYZWt2bNn+/uhtrOckKdBeQ6hh3bZsmW+TVT7ma/6ZZhPGXrHs94d/YbWvXr++eeBVL7FXgVO3hf1sx999FFOWzhy5EgAJk2aBJCzFh3k9i1ZL6S2hblAOo7u17x583LWrQmjO5TfO3ToUN/uquLkpptu2nkB9DK77rqr/1+ykc6F3p6ampocL1EYodHU1OSt5pJRWJ0w2/+HVV7D75QyYZuoMYwqB3/00UdeZ0PytZk/+MEPgPS+qF+79dZbc/YN24QwP7BY117LPrMhWgtM8guf5VVWWcXn+t15551A7vqaWbl+8YtfBGDfffcFWufxADmRYVlUuVRe3s7krvb4BEhhZJrILFq0yD+oavjDhkuJzSNHjvQNlPbRQCe7eNxhhx0GpI2Y3OyaWOn3hg8fntOJqUPKFxamh0SluEt5ApSv0co3MCrk3s4XEpctK5pv33KmqanJyyLswDtCKN9sUYlKQEYKhavW19f7hGZ1ENLZrH6F4bPhJElhMLNnz/ZGEyVQVgJy/8+bN8+3vZJRvoU884XBZr+z9957A/Cvf/3LG5LKqRhCuFisrj8MQ21sbCzYJmYHhoVCi8JJU9bYNG7cuFbHCQecxY4GGmEoO6TPbjh4Xrx4sdex8Dols5aWlpx+K2xrNXFdffXVcyadhQb51dXV/lwVqlSM/Oc///H/a5yiV7VpMgT379/fX3+oR7r+rBE0NGzmmzSFRQ5CXS7liVDYV7/xxhtAawOaJsxtFSRQmLVChDUxzxawKPTbhZYPKday4o8//jiQnt+RRx7pdeSjjz5qta9CVGWEGzhwoH/mlA4TToAADjnkEABef/11AB821xmUSpDvvrU3xrIQOMMwDMMwDMMwKoYe9wDJ86PZ7pprruld5rJiyJWu8nh6bWpq8lYiWXVC13dzc7NPkNQsXpZkeZg0C62vr/fHljVPXgy9z4Z8aBar5NQ99tijG5LoW/KFU+TzWBSaIYcuzWwCYL5FAsudbMhkaNHpTFnQbNKpnotKQJa27OJlkqmecT2TWQuxPBxh2IDah/HjxwNx4QNtk0VICy8rLKcc+d///uf/D9u0UD+zi0eGBT3ULiphtbm52S/uV04eoLBstXRN3kORDRcMLbf5ishkF6CGXAt7v379fFSDQjNDy305eIQVqhKGrKhPNgpz7733+v/1LCuaRbqjwk9f+tKXvP5o/CM9ktcou3h5oWIdanvr6+t9u6lQPIUSa7yWRaFP8kgVA22FoofbutqmffWrXwXSKKG77rqr3e+ExVSE7oFKRxcbWoLilFNOAeD888/3uiZPmN6r/1A/P3PmzJy28OyzzwbgpJNOAuC73/0ujzzyCAB77rknkBY/6QzyRsk7nKW9KB3zABmGYRiGYRiGUTH0uAdoiy22APB5On/961993K0SmxRHKK+OrJLLli3zVo1w8S29d875WD/lE4Sxr9p3+PDh3nKSzQvKvspaUlNT4/MUismq0R5tzXDb80xkLRKhxyhfqefQCl9JLF++PKcgRGcstmFBipqaGt59910Attxyy5481aIkLDs/aNAg70nUMx8ubFhVVeWf39AiKgvUNttsA8TxymoP9FvyHpWzB0gWyJVXXrlg0r7a2SiKvGz0mXJfJF8llFZXV/Pqq6+uiEvoE0IPd5gb0tzcnJObE+ZPZD1DoYU5n9VXFvaNN9641XEKFVcxKouGhgZvxVbbGHofNa761re+5Rd+Vhspj7fawWy+ZCGPr9qB6upqX9ZcORuPPfZYq+9kc4DuuOMOIPWIFANtjYXCbXrW9t9/fyDuT773ve8BcPTRR+c9xo9+9CPvpdNi290ppqH2RP1UsXHCCScA8Kc//QmII650rtJLlb+WHqm4xMorr5xT9v6SSy5p9Tp69GjvKf7hD3/Y6rfztbGF0G/m81S2933zABmGYRiGYRiGUTH02spW5557LhB7hC699FIgrQSlvJzsomYQz/pktQhj/bMWNn2W9Rzl2zf7v34jtJZohjh79mw222wzAI455pjuXfwKpFDca//+/XOqtYlsbGahEtki6wkKq+uE+5Qzs2bN8v+H8f2SWb4yw6Fcdb/69evHyiuv3LsnXUSoQqOe2dGjR/Paa68B6fOrHDzt069fvxwvsTzCKjt6wAEHAHFbon1kpQrLj5Yj8iIuWrTIe2/0fCqeWp/feeedHHjggUCaoyFLs2K5xdKlS31lnnIk9HCr+qiora31/ZSs8mEVrH79+uVdHDV7XPVn9fX1XpfDfKMwcsGoTJxzfnySz5qd5eKLL+biiy/Ou02W90WLFuWMD/Qqb3tHFuEOq80NGDDAlzYuJg/Qo48+CqTXNnToUO/9V0UyRRCE1YWnTp3KL3/5SyDNR1FVzfvvvx+Ayy67zJfKLiT7tig0Nij2ZQZUtfLpp5/2efbqa5ULpmtRP9LQ0JBzvcoDzF6vPEihJ62tMaXaVPVh8qxnI7f0DOj+FsI8QIZhGIZhGIZhVAw97gEKLd7777+/j7N8+OGHgdQ7pPV7NIOLoshbL2VtCPMtVlllFT87VMU5zfI0+8yXoyKrQNbbBLDXXnsBMHHixLKqdgS5eSfZfB69FvJQiDBWHiozB2jAgAFeJ8M1FSSz6urqHNko1jpcZG7x4sXemlIJqAKk9GjUqFE+dleyUR6GrEsjRozwlrtC+Wx65keMGOHvi76j6jAbbLBBj15LMSGPzqOPPppTkSys1pj18oRVMcPPBwwYUJSLRXaXcP0jEVYQamhoyFnEU15MySjfOkBC+ioL+5IlS7w+qr8KK56Gi3MblcWf//xnbrnlFiBdbLYzuRAi9G50FVn+w+q99fX1fOYzn+nWsXsDjSf1OnfuXO9R0zMsL4TGRFrr8ZhjjvERQA8++CCQrvWjXMidd97Ze4k0nuzOYtHyYOyzzz6d/u6K5JxzzgHgH//4h6/ypnZP7abaOckhG6mlcVM4/ly0aJHPYxMd0fewzVU7nfUAdbQyr3mADMMwDMMwDMOoGHrcA9TWzG333XcH4ljCLKqDPm/ePD9DnzFjBpDGZmvGrUpyRkyhWMnVVluNd955B0gtluFaFcuXL2+1Unn2Nd+aLKISc4C22247X/tfnovQwhZFkZdbIZnIClxVVVXWnokQWTTlgc1WvpEFR8+4LEfz5s3zeRjhWmJ6VQ5MVVVVTry7rH/ljGLwTz75ZH/9yv0Jc1aybbPyz6TLkn1dXZ1/VTWockJtV1hxMLQqHnnkkV4W0kF9NyvX0AsceuHUHqy00kq+YqEIq/ZVomfdSBk+fLhfe0fRKNLBQpXJsoT5aC0tLTn9UKH1gPK1n/vuuy8AV199NZBW+jrggAP47ne/25lLWyGoalk+5L3VuFI54HofRZGXvTw/kr0imI4++mjvMRLdyd+RB+hXv/oV559/fpeP09soEiCKIl8F74ILLgDgueeeA1JZdYZddtmF3XbbrdPfC+cYul/ZSp4dHZP2WhGEzrDhhhu2egXYZJNN+up0yoKFCxf6BkuTGDUC2XKu+SY4kLvw5BprrOGT1TXoFF1x05cagwYN4rjjjgPwi3fNnz8fSAfnTU1NOSFFkp/kqbCC3Xff3U8GKgFNxrVwqSY9kOqPQrY0sdxpp528i1yTIi1OHHb2Cxcu9PKcMGECQJca11LllVde8SEcIuyc586d6/9XYQTdB+mpJo333XdfTmGAckBtWD79yaKwj94kDC8Oz8GoPMIkcz2PGqiLJUuW+FBfERo4O0vYV2lJE73XeOLUU0/t0vH7EhmFurLQZm+hsUApyVOTYr0KGYdfeOEFIO6PtFSFJptq71QE5sorr/TfDw1HbRH2a1pgNWtQloGrPcp3xGoYhmEYhmEYhhHgemHxtXJaza2vY7valWWhMthnnXWWT9BT8mLo7WlpafGJ0WFZ2DBsrqamxlsot9tuOyBNwO4gfS1L6IZuRlFU0K0qC8fs2bN9QQ/tqzKPes2GzRW6dx2kpOQpD470qqWlxeuWPIryOCjRUt6iFURJybMtnnjiCQCmTJkCpMVnfv3rX/tFEs866ywg9Qp94QtfANJwjx6gqOV55plnAqlHSOXU1aZl+8XeCvFVMSAtDyEP83777Zdv96KWZwlSlPKU3l177bVAuoiznluFUTY1Nfm2tKcIQzxVkOGkk04CUsv73/72N/bee+/w60UpzxLG5Nmz5JWneYAMwzAMwzAMw6gYesMDZBiGYRiGYRiGUZSYB8gwDMMwDMMwjIrBJkCGYRiGYRiGYVQMNgEyDMMwDMMwDKNisAmQYRiGYRiGYRgVg02ADMMwDMMwDMOoGGwCZBiGYRiGYRhGxWATIMMwDMMwDMMwKgabABmGYRiGYRiGUTHYBMgwDMMwDMMwjIrBJkCGYRiGYRiGYVQMNgEyDMMwDMMwDKNisAmQYRiGYRiGYRgVg02ADMMwDMMwDMOoGGwCZBiGYRiGYRhGxWATIMMwDMMwDMMwKoY+mQA558Y55yLn3Dbd2aeScc5NSuSzchv7RM65I7v5O90+htEa59yRzrmok9951Dn3u946p1LG5NlzVIpcrP00SgUbL614nHPTnXPf6e4+RnHToQlQ8mC19XdNL5zbh8CqwEvtnNuFzrnX2tj+pnPukI50eCsS59yWzrlm59x/+/pc+pq+arydc6Odc39IGrIG59wc59xDzrm9VuR5lAsmz65jsusc1n6mrKj2s4/GASWHjZeKnx5qb7cF/tDO75S1HLM458Y45y5zzr2byHSmc+4e59z+PfgbPTrp7NfB/VbN/H8gcFXw2bKeOiERRVEzMLutfZxzNe1s3wBYC3gA2K7nzq5H+Crxw3Occ25iFEVT+vqEKpCbgUHAV4CpwCrArsCovjypEsbk2XXKUnbOuX5AcxRFnfLQdQBrP1c8nRoHOOdqoihqXBEn1ll6+dxsvFT8dLu9jaJoXlvbnXP9u3OCpYRzbhzwX2ARcA7wMrGDZQ/gSmK9Kj6iKOrUH3Bk/LV291sTuB1YACwF3gSOSraNAyLgCOKHbSnwBrBX5vvaZ5vk/aTk/f7As8By4NTks+zfCZljnJ2cw7g8+12T7FML/AaYA9QDTwM7Z46h3z2Q2LpSD7wAbN1Z2WWOORBYCGwG/Bm4NNjeEfnovFbOXMetwIvAKslnEXBk5jurAzcCnyR//wHWa+dco0TO/0nO433gmGCfTYEHiRv2BcA1wEqZ7VXA+cRWqgbgVeCQ4Deyf492VbaduAfDk9/as419jgGeI36o5wI3AavnuQd7AM8k8nke2Co4znGJ3JYCdwHfIPMMAeskejobWJLcwwODYzwK/K635WLyLFrZTQfOA/4I1AEzgLOCfVYC/pTIdhHwGEn7mWwfBfwj+e4y4HXgy23JJbkXC4FTkvdttiHAhcBrwAnAu0AzMKSH5WXtZ9+3n63GARmZfxF4OLmWUztw7vreNsHxQ9lfkMiugfi5vjazzRH39e8mv/tqVsaFzm0FPds2XurmeKkX7slweqa9nQ58J9DZbwC3EPc7/y4kx3L7A+4GZpGnrQdGJK9rEbexi5K/W4A1Mvu12W8T902t5Nnt8+7ChXb0gb4zeVg3B8YD+wL7Jtv0gL0JHASsB/wN+FgCbOOBfhXYG5hA3GhcmhxnbPI3MHMOk4ETgWrg8OT7GyX7rZTscxnwEXAAMJHYWrMYWDX43TeBfYBNiAdus4FBXVSWY4GXM8efC9RktndEPjqvlYFhwCPEA55hwQN5ZPL/IOBt4s51M2BD4GriTqXgdSTH+Bg4BVgf+D7Qkrkvg4CZwG3EHfmuye/cnDnGGcSNyNHJMX5EPDDaItm+bfI7+yT3ZuQKeGD7ET+ElwMDCuxzInEHMoHYIvYI8Hhmu+7Bs8BuiUzvA6YALtln+0Re30+u/ZREnlHmOJsD/5fIb91k3+XAhsHDXxQDdpNnn8huenKdpybX9M1EVjsm2x3wJPFAe7tknx8nz53astWBs4AtkntwciKXPfLJhXjAVQd8PnnfbhtCPAFaAtwPbEXcXvbrYXlZ+9n37WehCdD0ZNt4YI0OnLu+V3AClNHDA4gHUduQmcAAPwHeIh5jjE9+awlwQFvntoKebRsvdXO81Av3pNvtbWafcAI0Fzgpkfc6heRYTn/ASOI27dw29nHEE5rJxO3VNsST5+dJ+/Y2++3kdz4Efij97fa5d+FiO/pAvwL8oMA2PaynZD5bPfls52Cf8IE+IjjWhcBreX5jDNAIjA6+v3Jmn8GJgI/LfFZNbEm6KPjelzL7DCG2QJ7URYV5TA9OohjTs9fVQfnovCYSW1juIHiYad2JnAi8I2XLXOvHJAOcAucaAVcFnz0IXJ/8/1XgU2BoZrvObd3k/UzgguAYj2aO0eper6g/4o51AbGV6inizmH7NvbfMDnPNYLr3Cezz2eCfW4AHgiOczXtPEPEjcN5gbyKYsBu8lzxsiNuI/4RfOcdXROwO/FAZGCwz0vA2W387o3A1aFciCdHnwJ7Z7a124YQt8eNwJhelJW1n33cflJ4AvTtYL8unXsg+zOJJzg1ec5jMLFHZ5fg898Ad7d1bn0hpzb2s/HSir0v3WpvM/uEE6DfBt/JkWO5/REb3CLgsDb22YvY8DEu89kE4olTW564sN9uJfPu/vVIFTjn3OLM35XJx5cB5znnnnLOXeSc2zrPV1/J/D8reV2lnZ97voOndRDwdNR2nOY6QA1x7CIAURxL+xTxjD3LU5l9FhNbVsJ92sU5ty7xoO6G5FgR8Hdiq0FIR+RzP7F79vAoiurb+OmtiS1Li3SviDveEcRyaIun8rzXtU8EXomiaFFm+2Rixd7IOTcMWI2MjBOepAvy60miKLqZ+NwOAu4BdgKeds6dC+Cc28o5d7tz7n3n3CJS3QvjWdu6TxPJLz+Pc26wc+4Xzrk3nHOfJPdmmzy/U9SYPLtOe7JLeCX42ixSuWxN7E2Yl22PiS2w6wA456qdc993zr3inPs42X44uXI5BPg9sQX6/sznHW1DZkRRNKcLYmgXaz89fd5+FsD3zz147jcBA4D3nHN/ds59zjlXm2zbKNl2b6D3XyP3vnR07NCr2Hip7+mB9rYQRaFjKxjXgX0mArOiKJquD6IomkYs042gb/rtjhZBaI8tMv/XAURR9Gfn3H3EIS97ApOdcz+LoujCzL4+CTGKosg5B+1XplvSwXM6lDiesC1046I82/J91hOcRGw1+SC5Xn8ezrk1oyj6MLNvR+RzF/B5Yrfh/9r43Spia/BRebYt6Pjp5+AoLKuowP9tfbZCSQY9DyR/P3LOXQ1c6Jz7PXH41YPEITdzicNlngDC5MZsMq2uSfepI43DpcQhD98htjItBa7N8ztFj8mz67Qhu0uTXcKk7YhULlXEcfm75Dl0XfL6HeDbwGnEA5LFwE/J7dRfSY79Fefc08kkQ7/xEu23IR1to7uCtZ9tf9bX5Lv3bZ17S/Ka3swgWT+Kog+TBP09iMcSvwR+4JzbnvR+HgR8EPxG+Lz0pl52hi0y/9t4qY/oZntbiGLRsRXJO6Te9FsL7NORdm6F99s94gGKomhq5m9u5vMZURT9KYqizxMnMZ7cE78XsJy4Q/Q45wYTN5a3BfsR7Ds1+XznzHergR2Jkwyz7BAcfxPi3IQOk1REOp64SsYWmb/NiQcdX+7M8RLOJ66y8aBzbos29nuROK5yfnC/pkZR1F4HvkOe97r2N4DNnXNDM9t3ItatKVEU1RHP8ndufQh2JpVxvnvTV7xBbBjYgniAfm4URY9HUfQm7Vt/Ch0vn/yy7Eyc1HtzFEWvEFuk27Mqlwomz64j2Q3owL4vEoextOR5vtUm7wzcGUXRdVEUvUQcurJ+nmO9Rxy6sTfwJ5fONLrThnQbaz9bUaztp6eD5y6PQ7ZK2hZ5jlUfRdF/oig6gziHYGNiT+AbxIUR1s5zX97vuavpOWy8VLR0pr3tKEX5bPYkSft3H3Cqc25IuN05N5xYtqsn1eL0+QRiL5x0pyP9do7+doee8gDl4Jy7jNi1+DZxkum+5D4kPcF0YG3n3FbEFqBFxMl306IomprZ733imeYBzrk7gWVRFC12zl0BXOycm0/c8Z9BPJAI67uf55ybR9ygX0B8I27o5LkeQDwIvCqKoo+zG5xzNwJfc85d1MljEkXR95NByoPOuT2iKHo5z25/J55Z3+6cu4BYVmsSh7tcGUXRO238xOHOueeIY7ePJG4st88c94fAtclxRxBXTrklI/9LiC0s7xDH2x9DbKmWm38ucRz3Ps656UB9FEWfdlIMncI5N4o4tOIvxIOnRcTu1rOBh0g71lMT78VE4qTyznI5sTXvHOKqMJOAw4J93gYOc87dTmx1+gE92wj3OibPrtOe7KIoqst4OwrxIHFoyu3OubNJE533BR6MougJYrl8wTm3MzCfOLF3PHk8H1EUTXPO7Ub8zP/JOXcy3WtDegJrP4uk/ewEbZ57FEXLnHNPA991zr1LXMnwZ9kDOOdOIB6rPEPstfwC8XP9ThRFixKL/aXJPXycOOdkB2JjwJ96/xK7j42XVhw91N52lLxy7KmDFxFfJw7dfd45dz6xXB1xMaNzgLWJS2P/3Tn3rWTbb4kNSw8nx+hIvz0d2MU5dz3QEEXR/G6dddT5hKeOJvX9ltiNVU9s5bmRpOQtHUt8bLUPBZLJiMsy/pu4LGlEXH71WuCnec7pfOIKJi3kL+vYQOGyjgcT39QG4pu2bRdkdwdwf4FtE5Lf2buD8smRB3HHMR/YPNw/eT8G+Ctxh9lA3ID9JZRpnt88FbiXuJP9ADg+2GdT4kHusuQ+XEPhMq7LicNvDg2OcVJy7GZWTBnXWuLwn+eSc16a6OuvSKooEXe07yY6/CxxRxEBk9q4Bzn3jtgy/UEin3sSeUaZ7WsTD2CXEFs9vkMcmnNNZp9HKaKkfZPnCpfddILkz/AagKHEuQQzkufsQ+J2d51k+wji0qMqQ/4L4oHLo20cc53kOH8i7rTabEMokGTdQ3Ky9rN42s9CRRBCmXfk3CcST96XJtt3Ce7VocQ5JQuJn+nnaF0e1xFP5mVkmUcc1rRXW+e2Iv5CObWxn42XVtw96an2ttU+BO1FW3Isxz9iL+5vgWnJfZ9F3D/vl2xfi9jLqDLYt9K6DHZH+u0diCdS9R15rtr7U/m5siFxyc4lFvqzPXC8ScQlUkdH3Z1tGoZhGIZhFAE2XjIqmR7JASoyRgG/Jp7dG4ZhGIZhGLnYeMmoWHotB6iviOKkwk7HgRuGYRiGYVQKNl4yKpmyC4EzDMMwDMMwDMMoRDmGwBmGYRiGYRiGYeSlN0LgOu1SWrIkXjvq/PPPZ/LkyQAcd9xxAHz961/v9AncdNNNAFx99dXst99+AJx++umdPg4dW3SxN+l199xbb70FwL333gvAyJEjARgwIK4+uNNOOwGw+uqrt3sseRMLlJDsa1lCCS7W1gYmz57F5NmzmDx7lpKX53PPxWkm1157LQCjRo0CYOjQeAmkfv36MX9+nDevPmStteJF4F966SUA5s6Nl82ZN28ejzzySHdOp+TlGfLxx3Fl+JVWWgmI5dkV1I/rtaqqQ3byopRnS0u8zq6uIXwvli9fzgcfxOvovv766wBsv31cqX7s2LHt/vD778dLTr3xRly5fN999y00Dip4DgFFKc/2yHdtixfHVb8lV71uttlm1NbWAvDRRx8BMGbMGAA233zz1icSRQXl2UHyftk8QIZhGIZhGIZhVAy9kQPU4QP+3//9HwCPPfYYEM8eNQPULHH06NEArLnmmgCst9563sKxYEG8ALe8RsuXx4vu1tXVAbDqqqt679Iaa6wBwFVXXQXAhAkTOnKKfT0L79Gbk89Ds/vuuwPw7LNxBcympiYAGhoaWn33pJNO4uWX4/UBly5dCsBnP/tZAH75y18CMHDgQACam5uprs5ZrLevZQlmEe5pTJ49i8mzZzF59izdkucll1wCwN133w2k/dB7770HxJZieYBGjBgBpN6M4cOHA7DyyisDMHXqVP+9LlLS8oyiiPvuuw+Af/3rXwDeIzZnzhwA6uvr/Rjrf//7H5Ba6KdMmQLAhhtuCMTRMptttlnB34KCkR2iKOXZnjfrlFNOAeLxjrwRkp/GkbruxsZGttxySwCWLVsGpF42eX7kzZwwYQILFy4E4OCDDwbgiCOOaPXb7XiCilKenUHRRYsWLQJSnXvhhRcA2GWXXfxzrudekUfy/G6xxRbdOYUs5gEyDMMwDMMwDKOy6RMP0MMPPwzAz3/+cyCNBa6rq/Oz4vr6eiCO9YU0T2js2LFss802QBpTrH1lJZIXae7cuX6Gqdn4sGHDALj11ls7ci19PQvv0ZuTz+Kw0UYbAeksXV60/v37A6ncmpqavJxramqA2CIC8M1vfhOAyy+/HIitI/IGZehrWYJZhHsak2fPYvLsWUyePUu35HnhhRcC+FwLRXDoVf0TpBEI+iz0AD3xxBM+8mPcuHFdOZ2SkqdyTD7/+c8D8Xjo008/BdL+XPm76pfff/99HzkTess0hsr2++rfTz75ZAC+973vtT7ZEszxLeRlOeeccwB49913AVhttdX82EfRK5Kv8lMOO+wwvva1rwGw4447AulYc/DgwUCqn01NTV5e0u8ddtgBgDPOOAOII2WyvxdQlPLsKO+++y7Tp08HYO211wbglltuAVJd/NKXvuSfXd0HzQU07pRHSPraDfLKs0/WAXrggQeAtOFSY1dTU+MfXimSXIxSpubmZh8ep0H2kCFDgNT9OHPmTAAGDRrkv6cQOLk1n3zySQB23nnnHr++YiVsDLKJf3qAFQKnCadkO2LECK+4mhxJtnqgRQeTJg3DMIwK4e233wZSo6aSo9XXLFmyhFVWWQVI+yGNBzRQV5/T1NTE448/DnR5AlRSnHDCCQB88sknQNwfq89Wf6uJiYy+48eP96FFe+yxB5AagDUOUv+eTTJXiOIdd9wBpCkG3UxC7xPCMc+0adMAeO2114A0taKhocFfn/ZV4SeNTz/44ANfYGvQoEFAOk6VXDWpqaqq8sdZbbXVAHj11Vdb7aOJT4GUgZJm4cKFfnKo0EKNwa+77jogdkLsv//+AOy5554ATJw4EUgnlppEFTCqdxsbqRqGYRiGYRiGUTH0iQdo1qxZQDprznqANDvWZ/I2yFIhNyWkM2hZM5Scr9n5kCFD/Cxcx9Usv5I8QLKaZUMMIA5FlPVN3rNwH8l7yZIl/p7IKqekSR1j9uzZQBym2MFSj4ZhGEYFIG+EvDnqNxRqNHLkSN9Pq8/SPuq31Qc1NTV5b0g5o6JNSsyXx6G5uTmnb5XM1D8vXbrUW80lR8kv9EJUV1f7cCMVntK46uabbwZyk/hLgbAU+EMPPQSk4xKNGQcMGOC9jkJ6uuqqqwKx5/LOO+8E0uR8eTFVFEHHramp8WOg8L488cQTAEyaNKnV9lJG1yoP2+LFi33pennZ5FGbOnUqEI/tNb7UnEDeRkUmKTRujTXW4Itf/KL/v6ew0alhGIZhGIZhGBXDCvUAaZYoy4JKXOpVSXiQzpZlqdBMu6mpyXuFtI+Oqxm83jc2NnqrhpAlSfHIlYCuWXITzz33nF/kS0mmKl2o78ibprhtSD13hxxyCAD3338/AFtvvTUQe4DKwaphGIbRFsoJuPLKKwHYeOONgTTnQm2kkXp6ZFGXtVwlhD/55JOc/jrsR9QfRVHkv1fO/OEPfwBa50ALFSMKZaS+O/u5PCH6vsYC+ry2tjZn/CTvkHI2StEDFCKdCT2M/fv3z4l+0fXLS1FbW5sTiaT8Fo1FpdMDBgzw+q5xre6L8o/kAerqgrXFhDw/8twMGjSIddddF4BXXnkFgO222w5IF5adPn2694Zpm5ZjkddIy7RUV1fz3//+F4D1118fwJck7w7mATIMwzAMwzAMo2JYoVNPVRHTTFtxk/IojBgxIqfqi2bHmnFHUeRn1JrFyxIiC0a2XKNm5LIcCVWKqwQKla/UwmmQeoD22msvIJ3R6zvz5s3zca+K7dQ9kWVI5Q6hYGnHikHVS2bMmAFURq6ZYVQaTz/9NJD2V1qa4be//S0Ap512GgC/+c1vCh5DVuiLLroIiPM9/vjHPwJp31bqNDQ0+MgPecnkhVAfs3DhQt8vK+JDY4Ow6taYMWN8eeJKQGMm9bkNDQ2tvGGQm2+bHf9IxhpP6X3W6yPvm/KG9Jvqy5SnoapmpYhySiQHjTeXLVvmr196KdllKw+GVYk1ztHnem1oaPDf1zhX38lG05QLKlutKo4LFy70Orb33nsD6bOsPKq9997beyTl6ZH8pJcqIT548GB/r/Tcr7feekBaH6ArmAfIMAzDMAzDMIyKYYV6gDRzU9xkOMNee+21/YxQVcm0TRahmpqaVpU2IJ3Fy3KhWXn//v19vLGsbDqOFlzSbFyVT8oRyTSMNZ02bZqvgiJLphZTk9yVnzVp0iTvzVA1jp/+9KetjtfOQmkVgXICzj//fAD23XdfIPWwbbLJJp0+5vXXX+/jXhUraxjGiiXfwoWKS1c7KU+Q4vsvu+wyAI499lifIylkNdW+H3/8MRBXpjr++OMB2HXXXXv4KvqGBQsW+D5dfa36Xnk1li5d6vsOWc0/85nPAOlYQbIfMGBAWeeZnnjiiUAqB/XTH374IRBb05VLofGU5Jhdz6ZQJEZ2DRohz4equapqn+7bY489BqT9fymhMaK8BfJG6ppnzpzp807kCQpzy6F1FWJIq+rlk7MileTF0PEVXVMOSD8lF40xBw8e7LfpOZc8FCnU1NTkxzOqEKc1PjW21z1oaWnJyVHTeHTDDTfs8vmbB8gwDMMwDMMwjIphhXqAZOGSV0ZVMrSi85e+9CUfXypvkWbY8u5kK5lptqnPNEPU56ussor3bMiCpJVmZQF48803gfL2AIXWCVXemDt3rvdI6N5kV5qGdPY+duxYX79dMqxUwjWOFLf+rW99y/8/YcIEIK2AcvLJJwNpnfss8kr+5S9/AVLLmywoQ4YMKem460K05zG8/PLL2WqrrYA0tljPs55XrUUlC1JH+NnPfubzEA4++OAunLlRiYR6umDBAp/XKiuk+ivFu6sS0jbbbMORRx4JwFprrQXAr371KwDGjx8PpNWR6urqfIRCufDJJ5/k5FbIKq/Pm5ubfZUutXeqKjVu3DggHQcMGzasbPKj8vHNb34TSCusSkbqExobG31Ui8Y76uezeqr/w8pwkt3gwYOB2OuhnCJVKdNv6bsap5WiB0jjSXnSpIPqexcsWMAGG2wAkLMWld5XVVX5vj9fpT1I5Tpw4EBefPFFIJWx9F2e33JAYxXJRd6z+vp6H02kNlH6pOu/+uqr/T7yOoqw0nO/fv38PdQ2rY3VHQ/QCp0AaTCtMAEl4evzF154gc9+9rNAOnBU6JAuuqWlxSuZ3G6a+MjFpoZh7bXX9g/1M88802ofLab08ssvA7DLLrv04JUWF2HHff311wPxwyvZqcNVBxMWltDnAJ/73OcAOPPMM4G0I882CuUcBhc2enJxv/XWW76jDgfs0nHJfrfdduOuu+4C4NZbbwXSBkK6qDCYroTNlQKFQjMffPBBAI466ig/0ZGMVIBDz7XKxE6YMIFtt90WSMuxa6KuJF4tgvf+++97WVfqBEg6LFlrwr7OOuv47eX8DHeFMMn8hhtu8P2TBgDSZRmUpKcbbLAB99xzD5D2T9JPhTDJILh06VIf3lEuz359fb0fCAoNbjQIXXnllb3OSa4aUOkZVj/Vr1+/nHCkckIlfqUHKjSkvmbChAl+cqiBe7YEM7QO3dIgVPqobbondXV1fjCqsZHen3HGGQC+fS1FNBkJdUYTomyBg7CkdVhIIos+C43M1dXV/nga8MvAIR2WTmvMUIpoPK1Xje2HDx+eM9lUOycdvP322334r2SgNjAMd1u2bJmfAKkYVzhp6goWAmcYhmEYhmEYRsWwQj1AJ510EpCWWtbM+PLLLwfiECCFpIUlCTVzr6qq8jN0WTG1j2aWmoU+++yzPildXgqFKGnhOs1Ky5F8SbuQutVHjRrl5aHZehiWIGTRhDihN3tcLfZ3++23A+VRBCF0dWevKZTnpptuCsQWMyXxKYRQ3gjJT6ENa6yxBptvvjkA3/72t4HU2qsQUZH11JV62Ec2fFAWsilTpgBpAQlZPe+++24vR123wof03exiykoQVilieY+07+c//3kgDocot4WQO+KxmTZtGj/60Y+A1OKmxOaDDjoISL26nXmGf/e733mrXCWVe//JT37i9U8h1WGZ3OySDUqClmyVXC5vpNqVxsZG7zlWEZVSxznXKooA0rZAMswubKrnXknrKnkrr0d9fb2XXyVw8803t3p/9NFH+6gCeXc0ZpLFvbm52etUvpLOkOrrwIEDfbt777339tp19BUKlxIa98kbO2zYsFbhVpDqp2TW0tJS0OMTLkrb2Njof0NFD+Sp0z6KZihlD5A8NnpONfYeMmSIH0NKP4Xauz333NO3ifosG0IHtDqGxvf6LFwOpyvjTvMAGYZhGIZhGIZRMaxQD5BQGbxbbrml1eebbLKJT9BXHGq+UpfZ0niQejqUeCpre3Nzs49j1SJzlUQ4I1ZelWJPx48fn2M9Cks1Krk8G/+u+6cSsF/60pd64/RXKGFhgzDevyNccskl7LHHHkDqDZNlRJ6LMWPGALHVvKMlbp1zJef50XMbvmYtZ7I0/vrXvwbg1FNPBdJ8lKyXRhY86bQ8lophb2lpyVnAT7JXzpru6YcffuiLfcjqqfam2Anbw3weSlky5Y284447AFotHPnqq68CaQ6U5KH2t62cyBdeeAGAr3/96/5Yhx56KFCeHqDQwqjCB7Nnz/Zx/bJGynocWif79evn+ylFM6hvEvpuVVUVTz31VO9cTB8RRVFOm6r36oOUCwRp8Qjl6MoDJCvwp59+WtGLbWf1Se2edE5tYratkKzCsVM20T+bM5SlrWiIUkELoKpt1HhHOVXrr7++18dQDtnr17awHdZxdU+GDBni/9er5KbjvfXWWz1ybX2B+t+wnLjaxsGDB/s8vlBv1P4NHTq04Fhecs4uJquCC/pM3juN97VIcmcwD5BhGIZhGIZhGBXDCvUAZWMps6+ybm+66abeahvOlrMxq6ElSdv0HVmJlBOQJbvwF+RfwKpcCOWk3B/Ju7a21lsuJENZ4WSVUznSefPm+e8pDluLfYoTTjgBgGuuuaYnL6PHyBcrqs9CWanCyHXXXQfAPffcw8MPP9zm8bfffnufZ6KKT2E8sax1N910U44HSLqpuFrdi2XLljFr1iwgjY1XzkWxEso1tHptsMEG/PCHPwTS8t+y6Kgs8DHHHFPw+MofvO+++4A4nlpeS1lAVdFMsfLyIi1dutTrcjF5gEJvmXMux9ralvVVz+W5554LpDKX93HcuHHe66D8CXmHZK1Ttb1nnnnGVyuSrJSfqd/RIpXTp0/3pXPLCcWlK5Zfslce1ejRo33UQSHLumhubvZtrWSv93rNlr1/9NFHe/6C+hDnnG8L1T+rLdTzmc0R0sLPijKQxV4et48++iinL68kZHnPEub8NjY25pQTDnNVRHV1dU6VPtGVaIhiQ/2nvGRq7+TJqK2tzRlHinx6Vkgm2UVp1VdL9mob1K9nPfKlRpgLpb5bepkvtz6fVyfMC5Rssp5ziKNB1FdLntJXjdXMA2QYhmEYhmEYhtEGK9QDFM4aw1m0vD+QW+lBM8Hm5uYc75COE8bAhpXMsvuWYhxrZ8hWgJE3R9X25D146623fDymZBVW1tGs+t13383JtZKnRzlBslreddddHHjggT19ST1GGNOc5fTTTwfiCoKQXusnn3zicx609kw+/vjHPwLwj3/8A0hlorwrVUn529/+5j2UqoooC4esKFmvpyx3ioUvRg9QthKZnjPJUTkmv/vd7wDYfffd+c9//gOkspHHR9XgILdakZAF7wtf+IJ/lRfi97//PQAPPPAAkFqMZAXMWueKibZi7EProeKh5Y1ZsGAB77zzDpDm8anKoKoNNTc3e93V9e+5556tfkftwIwZM7x+qo2QVU/V9WQ93X///b13TZbAQtbkUiGKohzr5J133gmk7d66665bsPqb7mH2c3kxJEfJL1ybZMSIEX7RaXk499lnnx66sr5DMtEzHa5Xo2caYKONNmr1XcX5S76jR48u+z68LRYsWOD1M7Ssh1Ez2c/0qrGB+vSampqyroirXB/1BSL0SkJuPkrWW6b/9cxKjtJljbWccwXXvdIYQP1RKaJrkdz0Xjo0atQo/8yGz73kO3jwYK/Dkme4/qRYsmSJ73dUNTJcg6gr9EkRBBEuhNjY2Oj/lyDU4WcT/bQtXHxOIQTqxOVGz9KdknmlRDa0TwUgNKBRR7Pmmmv6kCQpYKGBS3V1dc6EU/ckLKRw9913+4HB0Ucf3TMX1AN0JIlz4403BuDvf/87kE441l13XR8e9L3vfQ9IQ4uySDc1+NSAUzJS2NCWW27py2erDOZ2223Xal/Rr18/35hogdVioK3k2CuuuAJIJzeSqxY+e+CBB/z/Tz75JBAPpKH1cxuuuF3oPaQTfHUsal/U4Ugnhw8f7o0tCvEsJiTXN998s9UEB1ovlgmpwaKpqcnLRINHrdyuULYxY8Z4/ZEswtA/TWA233xzH2aoNkFtsX5boYorrbSSn+hqYlaME6AoinLCDEVoGMvq1c9+9jMAfvzjHwPpyuNNTU1ex7KhL/mOn11oMRyE6jWr02pLVQSg1CdAURR52YQlbiX7rPFNi26Gg/msUS87aK005s+f741zGvfomZNOZss2i3DyqWd52LBhrQzQ5YZkpGdM77PtVaEiENk+R7KV/IQ+ly4vX768YNlmPQelHMIpvQkLPKifamhoyOmrw/avpaXF7y/dDY1D2TmCQt1kbFO/1p0JkIXAGYZhGIZhGIZRMfSpByhk5syZ3oIezupkmcyWA9Zsu9ACVlVVVTlJzvnKapcToZcG0pANeX7kCRo2bJj3QijkQqFK8krI6puvDLOsKLLc7b777kDbIWJ9iSwvsi6stNJKORayr371q0AawiYvxQUXXMAOO+wApGEp2lfyfPrpp30ivvR3s802A1KLpiwdDQ0NPnTw+eefb3UcWd4VytTS0uL1WF6SYqCt5Fg9b1tuuSWQWh7lUdtkk038NW211VZAGgKYDcUoVKQkvG/33XcfV111FZAuHqky2grjlEVupZVW8sctJg/Q9ddfD6QexhNPPNG7/WXtldVL1ySr7bx58/y+sqopTFIyX7ZsmS81rnYwLHoii5vaAYC5c+cCqbU09M6/+OKL3tNXzOQrKlGIO+64g7PPPhtIC3fIq5tN4pX8pd9qE9UXZT1KYdiRZC69zJbJlndd97LUaW5ubrVIJKQ6FnouoXU4HJC3RHG5R3FA4YiVlpYW74WQV1gyy1eII4y2CUO5li9fnuPVKIdomTCaQv2y2jK1kcOHD/eehbDoSdZjobYvDKULwxEbGhr8khfq8/WboUeksbGx5Ja50LWE3qysVzZbjAPSZzibmiLZSvcUmZD1pEHc76ltDb+Tr9hZRzEPkGEYhmEYhmEYFUOfeoBCy8JTTz3lZ8Ka+Wm2p1n5smXL/P+aYYYxsFlrnKyXskiH8delTmilyVrllbQry7osRJJXXV2dz4+QdVNyf//994F0Zj98+HB/7DAhXQtX/vnPf+6py+oVtBiaPDhRFOWUp5ZFV5Yi5f0MGTLEWy5OPvlkIDexsn///j4/QJYneSOee+45IF1YFlLLnRad1EK1WkxV962pqYkNNtgAKJ2SpGHxAyEr24ABA7wHTDk7uj9Z9CyrZKhkNnPmTCD1DM+aNYubb74ZSHOzlOivdkFtS//+/b0XMNTlvmS//fYD0nN69tlnC5aXltdVz/J7773nvyfd0za9Zhc7lBy1TXqVtXDK6yT5hUsUiNraWn9ftUiq7m2xopy6Bx98EEgLRdx1110AvPbaaz4XTd7bsFx1//79C0YU5CvekfX+QtoHaR+1L01NTa3alHKgsbHRy03eSz3Tkoc83pDqd5gUne2/y0U2XWH58uW+b1ZfJVll8120TxglEy6M2tDQUDJ9S2cI+x/JI/Q0ZD06hRZDz/esh1FH2aJS6pvkFVFEgrxO2nfu3LmtxgWlgOSla9C1SQ5jx471fVc4phJZ+epZ1nhUfbeiY1ZaaSXvUVNfo/shb1RXKD+NNwzDMAzDMAzDKECfmj/DGfbUqVNzvDphCdZspbjQi6MZZrY0n+K3lWdQyvGs+Wjrei644AIgzedRLoBiJuvr633svipxyeqpe/PII48AsaVDXpIw/jVfFY5ijB+WJUJemvXXX98v7ihrt6wLJ554IpDK7L333uO0004D4NBDDwVSncrqqEoRywL+6quvAqn3TdbO5cuXeznqO9rniSeeAFKvXEtLi/eSFFMVOOnMLbfcAsCqq67qr0HPoKxg0hHp0OLFi5kyZQqQ6ooswPfeey/QunKWjhN6IWVV33DDDf026fcbb7wB5C44WVNT4z3DX/nKV4DikKssuEcddVSr147Q2Njor186Fi56mH1O1XZqH71293mVBa+YUCn6H/3oR143dP+VA6Z8JunTLrvs4mWh51vvs9bKcBkBtSPh4ocDBw7MqZqoZ0VW6WwlKZ3Pjjvu2O3rLxa04GnoCZMM11133ZzvqM3WvtlqsOVctUwU6kfr6+tzqumFuXnOuZxKY6FnMrvMSJhvVkx9d1dRPq2uU8+gIgDUTzc0NOR4c/ItZhzKJByDZtsMjVk32WQTIO2XdL90b9S3lRLStWzeIqQ5qsuXL/cyDp9TXW9tba3XVXnkJBu1je+99x4Q5weqSq7GB8pf133SWE7ju45gHiDDMAzDMAzDMCqGPvEAhZXKZJWYN29eTgWOcBaenVmHFU3CuNaamhrvARLlGOcKuTJ97rnnfFy7qkMpD0Wz6/Hjx3urmyy3L774IpDO2nfeeWcgrnAWWjt1j7QwVZZitB7Jeqj8kQULFnjLw8iRI4E0Zlgyk9Vmiy228GuyyPMj747iVYcOHeotyvLYyPIULpTW0NDg75l+S9YUyVN177NrvBTT2heybEmeM2fO9LkVitddddVVgVQOkvf8+fO9LGQF0jVq3apx48Z5K1K4RkO4nsurr77q5aZX6WDosdxoo438OR933HFdu/heQN4Dyaiurs7rRJgvEn4O6fWG63KF7SLkyi/8vKWlpVV+AOSuxSJaWlp82yBPWrigcl8gb+7XvvY1IG63lH+iV8lTOqO2bcGCBTlrGRVaTDKL2l99V/dkyJAhXg+V+xLmt0rXGxoafFv12c9+tvMXXoRUV1f7qI5sbiOkz2e+dftkUZYlX3rVmYp+5cjaa6/t+2w952F755zzz3NYBS6sjtbU1FRwHZxSJhyzZJ8xSNfXeuWVV3LWlwzHp9k+W/IMF6HN5mPptxVF8q9//QtI+zudUyl6gPQsZ9flgnS8WFVVlbMulchWyAx1Tt/R8y7ZQdpmq00Ix6FdyQUqz9mAYRiGYRiGYRhGHvrEAxRaHWXxHDVqlI/NljVUVo4w5hDS2Xdo5dCMsKmpya9vIzRTL8YclY4QWiELVSz57ne/m2MZ0ntZv6dPn+4/U5UxrcUg66mqwW2yySY+xlKzfs3A5QEpdqRTktWwYcNyrLCyMMrKIGvNG2+84feVjso6kc9CJC+b4lEVXy2PyJtvvul/U9YTWaHljZI1aa211vKyL6a4d13jF77whZxtYYUiWbkkz5aWlpy436zlEmIrkOQpz5r0VTKXRW/hwoX+szAWXvqq+z9o0CBfFVKyLiZ0nno1uobWI5MldqWVVipYiUiylp5WV1f7/6WPslzqOwMHDvS6FeYYyFOr3/7www+9R3fs2LFA2haorVHbU11d7S2goReqHAgt3uqL8z2Lek6VL5h9/ktt7ZSuEPbzktXSpUu9PuYbG2X3hVQPpa+hN7eqqqqgB6hUx0qQW+UzXIMnm1su/SvkARo8eHBOnqXkKvQsV1VV+egReUXUX6qfU1+ufrCUUJ+ta9BzGXrRsqiNzHrb5UlS+6uxqb6vCsMzZ870kTLq1yV75Q53pa0sigmQFKWuri4njCNMQG1sbMwJK9K2cGHOfv365QyuwhtUCuWwswvI6XoKhfJdcsklQByytuuuuwIwefJkIL1WKWC23KrCMjS4F1dffbU/nkLqwkRfKWaxI9np+t966y3/mULfVB5YD3Y2JEjoujWpkeu1oaHBT9i1f5iAL4YNG+bvoWSv50CDp2w4qEpnlkoIp3RNjZJei6HYgFEZhAU0Bg0alLPQtp4nTU6ygz31L3oOtW92gBQeR/2WOnINbiZNmsSPf/xjoHUZfsgdwC5evLhbpV2LlTABPVzcPJ8hTe2FDECaGC5cuLDkSgf3BNKRKIpyjJ/hBKapqSlnIBq+zz4jxRC22tOEyx2EoejZCZDaAOmhxpPq51dZZRX/v8YNkplCvxUmP3z48FbFKCBtY5S8r3PR75QSarukcxoTaty0ZMmSvCkp2e80NTXl7KNtYdGoefPm+bmAiiHo3ipcuCv6WxqjKcMwDMMwDMMwjB6gKFYBlHWnrq4uJxk99OA0NTXleIC0j6xDmmkOGDDA7yvLvhKpCi1gV4yE5VchtQTJ4vDb3/4WgF//+tdAXD5VFoeddtoJSAscyEtRW1ubdwFVgDvuuAOAgw46CIC7777bbwvd8WERhCiKitpdfvjhhwOx1UElqCUrecCmTZsGpJ6L+vr6nIRpWSvGjx8PxJajbBgLpGEusirl8+DoXuq3pb/ZBRPzFZowDKMw559/PpCWX3744Yf9c67nSZZHWS6z5YHDsrh6zYbC6TNZgPV8n3nmmQCcfvrpOed13XXXAWnbEIbhNjY25oTWlAOhtVcWXFmP8y1sGiY8S/bLly8vqkWMVxTZUMtwQfjQA9TS0pKTFhBa2nWM7MKdIaUcAqfnSJ4bjQP1nGa9NOGCsmGJ53nz5vmx6g477ACkHkodX99ZtGiR/w2FvOpVYfEae5Tisy6d0/VqrKLxtRYwzSJd03eyC0nLU64xve6LGDJkiB/rKl3j8ccfb3Vcjf87g3mADMMwDMMwDMOoGIrChKLZc3YxKs3UZQHKWjJCK4asd2GpzKwFRJY/zVBLkX//+998+ctfBtJrD5N6Zdl8/fXX2XrrrYG4xCPAOuusA8Brr73mjyFrh+Rz6623AqnnR4QJlpBahJSgLlpaWkoit6qqqspbE/TaF4TeIsMweo7LL78ciD0rv/nNbwC49tprgTRXRxEH8vgOHTrUex3CBaCzeT7adt555wFw7rnntns+ao9l0dTzL4/I6NGjfRGasIxvqZJduFRWX+U+hP1HFi3iLTnIQgy5Ce7lSBipks9LU6gIVLawQVgGW2St8dK/ckKehNCjILk888wzQDwuVHl2PWv6TnbpAY0fpcvaR3LUePW1117zUR8PPPAAkLYbGu/Kc6FnvZRROygGDBjQKtcHUjmqvauurs4pXKQ2Qbqo8eywYcN8+xsuIC0kz85gHiDDMAzDMAzDMCqGoqgC99577wG0KmupmbXK4GUX7pJ3SDPscMauWWRtba33FinvpdA5FDOqEnbWWWf5WXShcsjZmMynnnoKSONVldei786dO9dblA477DAADj300LzHzVogs6UzIZ2Ri1KSrWEY5U22CtFZZ50F4F/Fww8/DKR5kq+99ppfAkCRBbJyytJ46qmn8r3vfa9Dv53N/bv44ouBtNpjWFJ2+PDh3ntfLjQ2Nvp+Q94c9elh/5FFORbyauh1+fLlJRFl0NNo7NPc3JyT16PXsLog5FrhNU7IWtHDSqXlgPJqteC7nmWNB5WXU19f759rjR8lP8kz68UMdTlcamHJkiXeW6l99N233noLaL0gaKmiZ3ittdYC0lyeN954w1e7Cz2UWa9kNl8fUm9YWHmzpqbG/1boxSxUBr4jmAfIMAzDMAzDMIyKoSiCaDV7HjBgQCvvDaSzO82ilyxZ4mMoVX0rrKKhmWB1dXXO4ooi30JNxYoqsi1YsMBbLOS5CReczFocNfN+7rnngHRRuW222QaIrZ3Tp08H4JZbbmn1m2Gd/OwiU6G8x4wZ063rMwzD6C06snbW7rvv3uq1N3/7+OOP79HfKAUaGxtzFi5V/yRPWPazcPHu0CI8bNiwVvlA5UqhHKBspdVQx7Jjm9Aqrr4737qIpTQm6iiht1F6pHW2JMOBAwfmLOoZyn7hwoV+zClCHZYMR48e7e+Ljht6j3QupZjLJg+a1i7UOoXymk+fPp3NN98cyM0/y67Bqfw/VdGUbCRPeZQGDRrkvXnhwtSq8tkVj7B5gAzDMAzDMAzDqBiKYuqpGOjq6mo/Y1fsr2bRmi1nY3+1ZpAqRshLka9ufWgt6ohVsFg47rjjAPjXv/7FlClTAHJWGc7OqiG+PsWsa9u7774LpHGxCxcu5JFHHsn7m4XiLLPbwip8orm5uSStGoZhGEbvoJxdIStvtoJU2I+pqlZ27SWI+71K8ACFyAOUL19H46is10d9tGQl+eYbD8kaX8rr/oRoTCiPhaoKKpdK3oPFixd7fdRn0jUdY8iQId6TpEgloePr86qqKi8/VXvUGEqveh5Cr1IpsMkmmwDpuatamzw5hxxyiB+XS5/0DOt9bW2t11ndD1Vwlp6rHRg4cKD32mmOoPUcJfvQw9wRimKU+vbbbwPxgFwXobKketVFf/zxx94tNnXqVCBNnHrppZeAeBFQiJVawi7lMqLqIB566CFfqvGaa64B4D//+Q+QJu92ZFEthcvdfffdTJo0qUPnsN566/n/lUioAhUbb7xxq30rMTnVMAzDyM+8efO84U2lhMMFzSF3AhQuCq1BZWNjY05p43IknITomqMo8gPCWbNmAbmL+0ZR5CdAGsyHi25r3/Hjx/vlMdS/hxPWUkRjE01uVIL+Jz/5CZAOyj/++GOvl5rEaKFSpSCMGzfOy1FjVslIct57772BWK6So46rQb4WCVXxj8985jM9dLUrDhV70KvQOBRyy1KHJdyrqqr85EXPu/YJl3dZvHix111NKFXYQpOmrlA6bhDDMAzDMAzDMIxu0iceoDD8TEn58+fP96Fvmj2OHj0aSGeIs2bN8hYPlQqVdUgJWLKaDBo0yHuFVDyg0DmUCipkoIX39CpkmZg2bZr3nilUUB6brDeno5x11llsu+22QBqeqOMqTEFY+JthGIYhNt10U7+4tqzl6j922203v1/YL6vfDssYjx49OifyoBwJ+9J9990XgPvuu88XMJInSFZzeYkWLVrkI0IkV4XOyVsk+Q4ZMsSPD0LPTymHwilU67vf/S4ATz75JAAHH3ww0LHIoPPPP79HzkUeoNNOOw2AnXfeGSiP8ZKeaY3bBwwY4PUxXCRVXt3Gxkbv/Q0LGmjcL4/QsGHD/HFCr1O+pQY6SmnOAgzDMAzDMAzDMLqAs0UrDcMwDMMwDMOoFMwDZBiGYRiGYRhGxWATIMMwDMMwDMMwKgabABmGYRiGYRiGUTHYBMgwDMMwDMMwjIrBJkCGYRiGYRiGYVQMNgEyDMMwDMMwDKNisAmQYRiGYRiGYRgVg02ADMMwDMMwDMOoGGwCZBiGYRiGYRhGxWATIMMwDMMwDMMwKgabABmGYRiGYRiGUTHYBMgwDMMwDMMwjIrBJkCGYRiGYRiGYVQMNgEyDMMwDMMwDKNisAmQYRiGYRg9gnNunHMucs5t0519jMI4505wzi0u9N4wjPZZYRMg59w1SYMXOecanXNznXOPOOe+4ZyrWVHnUUpk5FXo75q+Psdyxjk3xjl3mXPuXedcg3NupnPuHufc/j34G9Odc9/pqeMVO0E7EDnn5jvn7nLObdjX51ZqmH52HeuPUvqon/kQWBV4qZ1zu9A591ob2990zh3inJuUnOvKPXyevUIe/ZvmnLvUOTe4r8+tUrD2s2cpRXn266kDdZAHgWOBamA0sDvwQ+BY59weURQtCb/gnOsfRdHyFXuaRcOqmf8PBK4KPluW3dk5VxNFUeOKOLHOUsznlg/n3Djgv8Ai4BzgZWKDwR7AlcBafXZypY/aAYDVgEuAW4GJfXZGJYbpZ49g/VFMp/qZniCKomZgdlv7tDcRdc5tQKznDwDb9dzZrTCkfzXALsDVwGDga315Ut2hVPp5az97lpKVZxRFK+QPuAa4K8/nmwDLgR8m76cDFwJ/ARYCNyWf7wQ8BiwFZgJXAMMyx/ks8DSwGPgUeAbYJNm2EnAdMBeoB6YBp6+oa+8h+R0Z3y7/fhwQAV8EHibupE4lVrrziS1sDcCrwCF5vrdNcPwIODLz/gLg/eQYs4FrM9sccDbwbvK7rwLHtHdufS3DTsr7bmAWMCTPthHJ61rEA/dFyd8twBqZ/dYBbk/ktwR4ETgws/3RRE7+r6+vewXINacdIB50RcDA5P3FwFuJ3kwHfgEMCL5zDjAned6vBX4ATO/r61uBcjT97GE9TD6v6P6IoJ9pY781E91ZkMjgTeCoZNu4RF+OIJ6cLAXeAPbKfF/7bJO8n5S83x94NrkHp4b6B5yQOcbZyTmMy7PfNck+tcBvkraiPrknO2eOod89kNgbVQ+8AGy9ovWPeOL5UaJvrwXbTgAWd/R98tkpwNREllOBr2a2/QO4Odi/injccEbyvmz7eaz9NHlGUd9PgJJtd+iBJ+5w6pIHb11gPWBT4o7k28n77YGngH8n3+kHfAJcmghxQ+BoYGKy/bfEjdt2yUM7CfhcXytNJ+VXaAI0Pdk2HlgDOCOR39HA+sCPgGZgi+B7BSdAxB1XHXBAorTbZBs24CfEA9R9k989OlHYA9o6t76WYSdkPRJoAc5tYx+XPKCTgW0TGT0NPA+4ZJ/Ngf9L9Hdd4PvEndGGmd/5kNjqPBYY29fXvgJk26odAIYSDwZfyXx2PvCZRI/2Bz4AfpzZfhTxQOWkRMfPIR5kTu/r6zP9LI2/UA+DbRXbH9HxCdCdxJObzZP2fV9g32TbOOL2/03goERGfwM+JhkgUXgC9CqwNzCBeJJ1aXKcscnfwMw5TAZOJPbgHZ58f6Nkv5WSfS4jnlQcQOxhviq5d6sGv/smsA/xBPgm4kHYoBWpf8DlwHx6YAIEHAY0Ek8i1we+mbw/KNl+AHEbOjzznd2AJpLnnDLt57H20+Sp81qBQsp54DPbLgaWJv9PB+4Mtl8L/Dn4bIvk4VslEUwE7Frg+HcAf+1rRemm/ApNgL4d7DcTuCD47FHg+uB7bU2Azkwavpo85zGY2NKzS/D5b4C72zq3UvkjHphEwGFt7LMX8cRyXOazCUlDsGcb33saOC/zfjrwnb6+5hUo22uIO9nFyV9EPMHZpI3v/B8wNfP+KeDKYJ/7qZwJkOln92Vo/VH+c+voBOgV4AcFtqn9PyXz2erJZzsH+4QToCOCY11IMBlIPh9DPKAfHXx/5cw+g4kHUMdlPqsm9mhcFHzvS5l9hhB7+05aUfqXPNPzgX/mu2Y6PwH6L/CXPL/5ZPJ/P2IP5Fcy268G7svIriz7eaz9NHkmf8VSBc4RC1A8H2zfGjjGObdYf8QPOMA6URQtIH6473PO/cc5d6Zzbs3M968APu+cezlJNNy1l66jL/Cycs4NI86p+G+wz5PElrGOchMwAHjPOfdn59znnHO1ybaNkm33Bvfja8TWzrznVmK4DuwzEZgVRdF0fRBF0TRiN/BGAM65wc65Xzjn3nDOfZLIaRuKNR52xfE48YBxC2Lr+cPA/XpmnXNHOueedM7NTmT2a1rLbEPiMJksz/T2SRcRpp+9i/VHGbLX6Zy7Mvn4MuA859xTzrmLnHNb5/nqK5n/ZyWvq7Tzcx3tMw4Cno6iaF4b+6xDnF/j+8Mozj16itz+8KnMPouJPVGd6TO7wr6JTOuT33+c2FPTE0ykjXFAFEVNxJOtLwEk/fsRwPXJvuXcz1v72bOUrDyLZQK0EXEctAiTT6uIrRNbZP42J3atvwQQRdGXiQdTjwMHA2875/ZJtt0DrE3sTl8Z+I9z7q+9cSF9QE6iLq077/CzluTVK22YbBpF0YfABsQxxHXAL4EXkgo10pmDaH0/NiYOXWjv3EqBd4jl1VZSfjhIyqLPLwU+RxzStSuxnJ4F+vfIWZYuS6Mompr8PQt8BRgGnOyc2wG4EbiPWMe2BM4jHshkKST7SsD0s3ex/qg1W2T+LgCIoujPxCFPfyUOsZrsnLsw+J5Pho8S8y3tjzk62mccSpwv0Bbq49rqD/sSGYI2IM5xPDyKornEfXQ4qOxKZcL2rvt6YFfn3OrEIXH9iXM0oLz7eWs/e5aSlWefT4Ccc5sQx5j+u43dXgQ2zgyasn++Qk0URS9HUfTzKIomEYd9HZ/ZNj+KouuiKDqBeMB1fMarURZEUVRHPKPeOdi0M3ESKoAsZtkqP1vkOVZ9FEX/iaLoDOKYzY2J8zLeIC6MsHaee/F+z11N35FYcO8DTnXODQm3O+eGE8th9aT6iT6fQOyBk6x3Ji4ecXMURa8AM8i1ni0nDsuoZCLiTn8QsY7NjKLox1EUPRdF0TvEg8Usb5Jb9akUq0B1CdPP3sP6o1yC65ub+XxGFEV/iqLo88QTo5N74edz9C8xxO0B3BbsR7CvCgD4/tA5Vw3sSPoMiB2C428CTOneqbeLDEHvR60rp80DxjjnspOgLTp57Cm0PQ4giqJniMMBv0jsCbot8X5BGffz1n72LKUszxVdBrvWOTeWeOI1mrgRO5e46sqlbXzv58DTifv9j8QVJDYkTug7xTk3nthbcQdxDswEYDPiUAOccz8i7rReJ77mw4FpURQ19PgV9j2XAD9yzr1DLNdjiEtsbg0QRdEy59zTwHedc+8SVyT6WfYAzrkTiOX0DHGexheIrXnvRFG0yDl3KXBp0kA/ThwzvQPQEkXRn3r/ElcIXydO2HveOXc+cTiHI04UPYd4UP4y8Hfn3LeSbb8l1rOHk2O8DRzmnLudWH4/IA4ryDId2MU5dz3QEEXR/N68qCJB7QDACOJE3SHEidVDiRvKLxGHhexD3EFnuQz4q3PuOeAJ4oTf7YkTzysF08/uY/1RF3HOXQbcQ6xDw4gnjeGkoieYDqztnNuKOFdwEXGbMC2KoqmZ/d4nNqQc4Jy7E1gWRdFi59wVwMXOufnAe8RFgsYAfwh+5zzn3DxiA+IFxAOtG3rhejrCo8R5ZOc6524kzlM6spPHuAS4yTn3AnF+5L7Ek5zDg/3+TlxMZhxxOwpABfTz1n72LKUpz55KJmrvjzgmOkr+mogT/h4ljnntn9lvOnmSnIhjAe8lDslaQhyj+6Nk2xjiknozia0WHxCXzq1Jtn+fuLNZSly2826Sijyl8kfhIghhMYNsGezliZwODfZRfPDSZPsutC6CcCjx4HNhIuvnaF2O0CX3TVaiecQVgfZq69xK7Y/YS/Zb4nCYBuLO8R5gv2T7WsRWSJV1vJXWZR3XJl7rYQmxNeM7wF0kJVqTfXYgbhjqs/e3XP+CdiBKnudnySQ/E0/I5xFPvm8hjjuPguOcS5zEqzLYFwNT+vr6TD9L4w/rjwrJpaNFEH5LHPpSnzyrNwKrJ9vG0X6hnVb7kKeIQfJ5LbE37pNk+wnJ8/7TPOd0PnHFtxbyl8FuoHAZ7IOJB20NxIOybVeA/uUtwpFsP4V4Urckke1pdL4M9v8Re8EaCcpgZ/ZZJ7n+OUC/YFtZ9/NY+1nx8lT5OcMwjJLFOXcrcQd+UF+fi2EYvUMSwjaXeFAVFkLpyvEmAY8QV5MrV+u8YRh5WNEhcIZhGN3COTeI2Ct0L7H1/gjgkOTVMIzyZRRxVcjn+vpEDMMobWwCZBhGqREB+xGHwQ0kDsU5NoqiW9v8lmEYJU0UF2G4qK/PwzCM0sdC4AzDMAzDMAzDqBj6vAy2YRiGYRiGYRjGisImQIZhGIZhGIZhVAy9kQPUbkydwu5ar/MV88gjjwAwbVq8EPdXvvKVTp/AH/4Ql/jfbLPN2HnncC2wTpF7giuWLscnLlu2jIEDB/bYiTQ1NdGvX7fUpa9lCV2QZ74Q0VBvZ86cCcBdd93FJ5/ES9E0Nsbr2u22224AOXoYRZE/TlvPQxuUpDyLmLKR5w03xMuXPPTQQwDMnx8Xt2psbKSurg6AlVdeGYDPfOYzAJx11lk98dNZykaeQrIbNmxYwX1eeOEFALbeeuue/GkocXlOnjyZxx57DIC//vWvAJx66qkAbLPNNgAMHz6cxYvjdTjffz9ea/Pvf/87AM8//zwA3/jGNwA46qijGD9+fFdPB4pUnp3pC+6//34ArrzySgBmzJgB4OWyZMkSf5zm5mYA3nnnHQA23HBDAM4++2wAdtllly5egqco5dmXtLS0AFBVFfsZOtnPl608n3zySQCGDBnix5SLFi0CYMsttwRgwIBw+Z9uk1eevZED1OkJkAaNRxxxhP+/pqYGgB133BFIH+CqqiqvWAsWLGh13NmzZwMwd+5cv68E+eyzXaqY2ddK2K2bs3x5vDi25LL66qvHB83c82XL4oXL6+vrW73/+OOPARg5ciQAa6+9dndOBfpeltDNCVDYcN11110A/OlP8ZpwI0eOZPTo0UDa+H300UcA7LnnngCceOKJbf5Gvt8pQEnKs4gpKXmGnSvAiBEjAPj0008BWGmllQAYOzZec3bJkiUMHjwYgIULF7baV8dTOwBdnpiLkpJnPjQp1HOuPkivO+64I6+//joAU6fGa3IOGjQISNvaM844A4Bjjz22O6cCJSJP9ckvvfQSgJ/0fPzxx14mH374IQBXXHFFuz+odvOkk04C4K233gJi/V1zzTUB2GOPPYDY4NkJSkKeYvr06UA6aZw8eTJLly4F4okjpM/wvHnzCh5Hhg8909p35MiRXn6aoI4bN66jpwclJs+wbauvr+fee+8F0onlm2++CaTynT9/vh+w6zPdgx122AGAI4+M16vdZJNN/G+pvaiuru7MtZSUPDvCxIkTgfT5X3XVVX3/JTlqvK6JumhpafH3qif7IwuBMwzDMAzDMAyjYugTD1DICSecAMQz7/XWWw9IZ8uySMras2jRIvbbbz8AnnrqKQAf6vXqq6+2+m51dbWfSf785z9v9VsdpK9n4d26OV/+8pcBvGVDVgvd89raWh+qJeuRZtdySerzWbNmdedUoO9lCd2QZ0tLi7dW3HprXG352muvBVIdXXXVVb0FY9SoUa2+/9577wGpVXnzzTfPa8XvBCUtzyKkpOU5depUH3a1/vrrA6mXR5b3qqoqb41UOFdtbS2QWpjVZvzsZz/zx+6inpa0PC+44AIuuiiutqy+R+1mQ0MDEPcvYbs5ZMgQIG0TFI1w//33s+uuu3b1dKAI5ZkNi77llluANGRd3gPp3siRI32/rH5oyZIlQNq3ZEOsFXGgCASFd0nOixcv9t51bVt33XUB+NWvfgWkFucCFJ08IZYppLJ4+eWXATj44INbfT5q1Cgvz/79+wOpNzfrCZb85TnT8y6dVnjs0qVLfZugMcFNN90EpOHb7XiEi1KeIbo2RRgpOmaXXXbxz+x2220H4L27ut7hw4f7511tq8aeGrfKEzxx4kQfiuxProxC4Apdi6KOpJMAv/jFLwD47W9/22pbc3Ozvw+6LzqeImnyRW5pXz0L3ZFnn06ApEyKQ4f0IZYApJQS7ODBgxkzZgwAb7/9NkBObooe8paWFv89hXapIeggfa2E3bo52267LZA2qkId+Pz5833MtTocxbdLbnrAJ0+e3J1Tgb6XJXQjBC77kKmT1+RaHfFee+3l9VUNoTogdfLqpK+44grfEJTqADNKhNNFl3SObMP3zc3NXiaF9sm+L+eQrULXpon1ueee62OrNcnRcy89W758uQ810ABIbaf2Vdt51FFH8b3vfa/Vb3VST4tanu2x7bbb8u677wK5hqOs7kl+ko1kHw5KN9poI5/f2kWKWp4yMCp0+oADDgDSfkR9ThaFY2b1SbKVPmqS5E8gY7xbZZVVgLRPv/322wG8gfS4445r61qKWp5ir732AtKJ0GqrrQbE1y/Zqs9WW6A+fejQoay66qpAauDQgFPHUcpB//79ve5KZ9VGPPPMMx25lqKWZ6H28/LLLwfgnnvu8fknCmO9+uqrW+07fvx4P9lW/77VVlsBsPvuuwOpvv7vf//j3//+N5COATpJUctTtNUnKNz/f//7H5D2NQq7HDp0KEOHDgXS8ZF0ThNTjfV//OMf+3zqnJPsWL9vIXCGYRiGYRiGYVQ2feoBUjiQqhX179/fW4rkxs1X8ECzzdBdrJm7LBnLli3zbmLNDr///e8DccGFDtDXs/Bu3RzNphVGIIubkqMnT57s95GnJ6y+8d///hdI70M36GtZQg+FbF1yySUA3kKsUIts0Q29ykonS9trr73mjyEvZ6jHHaTo5Pnqq696C6OskKrwVAIUnTzbQta1Bx54AEiTmwHmzJnTal89u6uuuqqvrimrsTyWahukkx9//LFPir7tttvyHq8dT1BJyTNk7NixORb2fJbGMDFXfY88aTrGBx980N02tCjl+fjjjwNpiNbxxx8PpGFpClfJFtcIq2Jl9UifhbJS25j1COnYinRQsY/nnnsOSMPyClCU8hR6huWVkCVc7Wttba3vNyQr9eGqmLfBBhv4fXQ/pJcK81Jkx+qrr+7vg8ZM8uY9+uijQDqeKEBRyzPk4osvBtJ+OYoif/0K35RuS49GjBjh+zXJ9Ze//CWQejV0LxobG/2+O+20ExB71TtBUcuzkNdFYX/XX3+9jzaQl0eVHdUWfPzxxz7sUp5KPcOSnfqlxsZGNt98cyBNYynkESqAeYAMwzAMwzAMw6hsemMdoHbRLFlFDLJ5P7JQCM00NRNUbGD2OIpn1b7K92lpackp7/z73/8e6LAHqKSR9VEWHXnXFJ8+ZswYv00WDVlB5MHQDP/999/viVLYZcGUKVOA1CupvJ7XX3/dr68gWcsKIj2UNaSuri6nZHY3c1hWOLq2f/3rXwDccccd3msgPZIVba211gLS5NG6ujqfOCrrmeQhFi5c6NsDHU8Wdn0nWwI2bDskRz0H0vGGhgb/fXlS1IYUO8ojUb6PZNjS0uKtw2or9ZxnC5so31JFTmQZloVd+jlmzBiv5z/+8Y8BOP/884EuF+0oKebMmeOt7oXyz5xzrQruQG4OkLwUURTxwQcfAOmzUA7IWq7iGXrGZMHdeOONgfiaw+gCySyb56f/wyiP8DuffPKJtyjL4yPvUDfXByoKfve73wHpeEeyU/TGvHnzvLVcz7v6kWzeqcoxv/LKK0BaIEW6qONl20/pueT55z//GYALL7ywZy+yD5DOqDjJhAkTgFie8kaoz1K/Ljm///77/tnffvvtgbTwlqJBtGzL6NGjvex1PJV0z3rrS5VwjHLKKacA8MYbbwCxt0x9qtpAPdMqEJUtgpD19EAqc+l9dXW1L5995plnArDvvvsCrQv2dJby78kMwzAMwzAMwzAS+sQDpJmgrJiq1vLcc8/lLOoli5oslCNHjvRxm4obDOODdfz6+nq/r+IFZa0ud+rr672VQxZHWc80yx48eLCPG5b1R5Y7odn6rFmzKsIDJOtXvvh0WcLWWGMNILVuZnMsZFmX5VIW+4022qjV8W677Ta+/e1vA+RUgysVD9Cdd94JpIseXnTRRTzxxBNAWnpdFpwtttgCSCsV1dTUeA+wLGKKe1dp1kGDBnmvkBalkz7qc1ngBg4c6NsO6bIsb4pl1zlsuOGGvq1QJb9S8QBdd911QNrmybsFqd7o+vW8633W4qZtstzLuqbKmkuXLvV5mPIEVQJqGyHX8yOZ6X2/fv1y2otwsdRs9TPlU5aTB+i+++4D0ufosMMOA9K2Uf3vlClTvO6FOUAiu8i59lH/FJZvB1hnnXUA+OY3vwmkOSrKQ5Auy+tRSqjfUHunZ1jP5KxZs3j66aeB9PqkV8r5/eSTT/xzLZQnrTZW+1ZXV3uZqx3WaxcXkS9KlB+lsaM8DyNHjvSykmzUn8hLtGTJEi8/eYelg/LUZZ9t9THykmpR4HKKPtKzJy/seeedB8QexjvuuANIn0uNgfQMf/LJJzm552ovNY6SvKuqqvy9kjxVplzLkqjt6QzmATIMwzAMwzAMo2LoEw9QiBaUPOKII3xFOFlrlbsj60RLS4u3imQXRYM0z0LW0bq6Os455xwgjRusFBYsWODlIKuRZtUimzOhGbhm5/quYjGVp1XuhNWcpHcPP/wwL7zwApBaJSUj7TNs2DAvJ1nWDjrooFbvlXMxY8YMTjvtNAAuu+yyVscplVwgeU1kGX/++ee9tVCx5XqVN0aLQc6cOdM/94rl1VoVOt4XvvAF78VUvpHyrvRe3omddtrJtwuy/Mr6rPukal7z5s3znip5QEoFeSjCNTvWWWednOdbyBvZ1NTkvyfdkmdN+8jqO3jwYG+xD63I5czMmTP9//lyVCB9PrP5KdommcmSma1mls1fLRfk0ZWXVbkr8mprcd6ddtopR44iX/XLbL4epDKXRXjx4sV+nRXldchSrzHE4YcfDpSmB0jtm/oa5U6qz95www29LJTPI1npeldbbTW/fpBkruNssMEGrb47ZMgQL2O1scol0po35YCuP1xvKotko/xK5bfcd999vo9R5UGNm9RPScez3iLJVesFlgO6JvW18vIo/+61117L6as0llfbUFVV5ftkLSC96aabAqmssu2n7pXG+aoK94Mf/AAwD5BhGIZhGIZhGEab9KkHKIz3vfnmm70VWDNsxVhmLUGaUYbVs4QqUSxatMjPwiuNBQsWeOtRNq4d0hk55F/dHFLLk+IuFRdbKcj6KyZPnpyTYyJrsaq9vPXWW/5/eSVlEVaeiyymq666qve2yeImL5H0OjyHYkMrsEsOH374ob9+VcXR86wqRMrFmz17tq+yI+uxrEDZOGpZi2Rh0rOt35RVCdK4bOUm6b3OSZbM5557zntLst8vBfQchvH6q622mtdLWcrCnJXm5mavW5KrvDt6rypwr7/+ureESkbK85BltByRnkLaJspDEXrPmpqa/P9hNThZ8CdNmgTAP//5T/9MlBNq11T9Stcty7i8CPfee6/fJvJ50sK+XcfJejEhHhccffTRANx4441AGq2gz7P5V6WGqlSKsCprXV2dv171G3o+lY+x+eab+330DOtV0QxZL3mYpypvR3YNxlInu44UpHpWU1PTalwEqRdC8pgwYUJOrrQ88NI1HaO6utrrt8Zf5eQBVv6Z9FReR1UKnDt3rm83Qzmq762pqcnxskvXdF+knwMHDvTHk9dSY1O1QcqHVV/WEfpkAhQmmGeVRhcjBQuTTFtaWnwjEBZKCBdRq9TJT4hchhqMi4aGBt+hhO7asDx2Ntm6nCkUflZXV9cqARfSAbsG2h988IHv5PV9DVj1IEvn6+rqvExVRGD33XcHSmcCpI5X7v+xY8f6QZ6uIbsN0onRbbfd5hdJ1SBcLu2HH34YiCeLcomrU9eiclqcT5PSF198MacUsSZfaqTV+Q8fPjyncyoVwjA36dDs2bN926kOIOzQBw4c6J/nsFyzXiWj+vp6r8NqPzTpLOcJkAaRkA6WwnYzW4AibCfCpRh23nlnIJ4A5Qu3KXXuuusuIG0D1W9Lv26++WYgNnzI4CHjmnQuW+o+XLhcSJ46/pNPPukNMNJPLRqqwej//vc/APbbb7+euNQVikKlVXBH16T2Khu+rjZA90B9zosvvuj7KIUaadCoCZUMS3V1db5tlhFEfZnOpRyQHPVsS6823HBD37ZKRmFJ9jlz5njdVWh3uBBy9v6ovZQcw8lXKaO+NTQgykBZU1PjdUztpyaA6rMHDx7MrFmzgFR3dX+yhZAg7vckY31fEyFNsGS86szi6xYCZxiGYRiGYRhGxdAnHqDQupN9Hy5mqBm1ZoYDBgzIKTka7psvqbJUEst7iuXLl3vLheQha5AsZsOHD/dhLkpel6VIctIxit0b0VOE3hd5D5YuXerLL8qyo4Q/eSecc94aIc+FvBsKJ5AV+PXXX/deEZVylgeoVHQ0XHhwl1128eWvZRmaOHEikOqVQrZOP/107+mRtUfJy1qsc5dddvGy3n///QF8Uq+KH3zxi18E4kIKskrJkyQ3fRjCsdFGG/kFa2V5KhVk9VYZ8GyYj9q40FqcfZZDT670MfT8OudyQoulpwrrKkeyBR/kUQsX8pOMsp4htbFhP5O1+mYTessFPUeSkcLR/v73vwOpN+G+++5rtQg0pN7MbJK09FM6LP2Ut0jli4cNG+a9Twpxvf3221vtIyt9KbLKKqsAqRzCRZ0HDx7sPQvSU/U98tC+9dZb3ksfhglJL3WMDTbYwI8LJHPd09ADWspI96RP2cWJsyWxIe3DVESquro6p9iJ5Cj5ZvU2jKJRH1gOqB/XtSmMXbq3wQYbeG+Q5Kjxju5BQ0ODL5Kifl3eHbW1iiBZbbXV/JhK0R+hB7kr7at5gAzDMAzDMAzDqBiKogx21uKtmbVmd5phZq0QsmJkF6QDy/3Jsnjx4pxksNAiUVtb62UmS5Bm4OGidaG3rVwJrd5azGv06NHeWyZ9k7VHyaNz5871MeryOkgXFQ8rq+eSJUu8RShMjsznwSxGZAWSd+ull17y1h3pj5JEdY2y9Oyxxx5+H3k1Lr30UiCV2XXXXec9QCpXLe+DFgrMJuqrLK5KnSrnQJZNxRsvW7bM37NCpaOLDemT9EslyLPJt7JG6nqlX3rf3Nzsn+cwH0XWXrWtVVVVOfHtSpwuZ6TTAN/5zncA+OlPfwrkWhj79euXs3ixXtX2ZheWDheZLnWWLVvmnx95LKRfKv//2muvAfCHP/zBe4tksZWnRp6hIUOG+P/VBki/ZWFWe5LNS/nGN74BpJbhvfbaCyjNnAtdp55PyUP9ctZDJhnI8y0LuaIWBg0a5D3cahP1nCsaRNb5xsZGr5/yLod5LeWA9FXtp65x6dKl3mMYLjKdfcbDNkDjBXmAsjmW8ngowiHMIS5lVMxJ+qNr1DXPmDHDP+/qu1QyOytzeYmkcxoTyAun7w4fPtxHIOhZ0G9qXNuVIhPmATIMwzAMwzAMo2LoU1NzW3k5suzK4iOLUFNTU071t7D6UynH/vYU9fX1OQt1hh6glVde2VtCRGjt0THCEqblSqiLsqZFUeQtjJLn2muvDaTWtdmzZ3uLXWit0HFl0VhppZV8zLEsb7J2hnlwxYrid2+77TYg9rjIqvvYY48BaQzv6aefDqQW9p///Of+Oi+55BIgtR5pYdj58+d7S/pTTz0FpJblb33rW0Bq9Z09e7bP/VHboXLYyutQrsDy5cu9J2qHHXbolgxWFIpVDz0OorGx0VvP9JyHnsSqqqqcSpnZbVn69euX4w3VOZQzWU/3nnvuCcDFF18MpJ40eXOrqqpyFi8OqwuqyhaUXsn19nj11Ve911VtgfRK7aAqMv3gBz/wVdrU3oXeyEWLFvltkp+Op1xCfZ7VTVmazzvvPCBtY//73/8CcMwxx3gvdbGjZyyMIJB1W562rBdblnVdr9rVgQMH5lTTUp8TVkF7++23ffuh74d9vsZipTi+0rMrL0y4iHe/fv1yqgmHC/dmPUDhQqphWztgwADvzVN7oQiEckDPYXj9qna7cOFCr8PSJ+VSSeeccznLhYQRR/KsLViwwHvv5L3UfZIn1DxAhmEYhmEYhmEYbdCn6wC1Ve1Ks71wMb/+/fv7WaOsTOFaNppFfvLJJ37WWYlV4EI0y87KUvJRffvOHK8cCavdKYZ9q6228pYMWdzkndBaDc4574WQlULIEixrRX19fc4iYFqDRJ6KYkfWxHvuuQeAjTfe2Fdlk/VLr7r+G264AYgtce+//z6QemG06PGxxx4LwC233OItbltttRWQxh7LWyaLk3PO/5YszXqvfbQeyF//+ldvEQy9HMWKPGd6hsOFi51zOZUbZUULLZvZ74drhKk9mD17ditLHXRugblSJesB0vOuvijMLQ29ZtnPJNesxbiUF+bMx8CBAznhhBOA9HlUTL9Q3/zDH/7Qe2ZFaDV3zuWsAyQ5Sq758nq22GILIM0j0Osee+wBxF7oUvEAhYvlSh7qN9SONjQ0eFmH1cV0LxoaGnx0glCbrT5Lz3RdXV1ORE3oJZYHoxQ9QHqGw3GM3n/66af+ec/KD1q3CeE6auE6idk2Vh4zeUvkUevKgp3FhnRBOpIvVz9cKym8/ubmZr+P+ppwwd9sTQDls0mu4W92pVphUZTBlhCrqqr485//DKQKphAiCSgbdqAGVAoWuovPOeccrrzySv+9SqK5uTmnww1LadbU1OSsHh82gmEZ8kpBg2ZNZObMmePD2jTJUcjWtGnTgLjx00Ouh1UhdBq4ZxcKfPPNN4FUN1VOu1QmQCpeoMlJVVWV75R32WUXINUfhWdsttlmQNxpq5T1WmutBcD111/f6rgHHXRQq4UPIW3kNOjRxH306NH++f/Pf/4DpKtTn3HGGUA6cW1ubvbPQqks8ic9KrSYZk1Njb+m8BkOQzmyqA3VdyTD+vr6HKOROp5yJjuAkW4pbEaJuW19Lyzio2PU1taWzGS7ozzxxBM5RQrC8F0NwDfddFPfTkjXNBjXd/r375+TeC99zy4gDWnpfUgn7Zoc6LgTJkwA4rZbIXTFThiCrvGPjEXZ/XSdGkTK8KN2rqamxstPrwr9kswVxj1r1izfxqjNVduge1IqBWPyERokhPRz2bJlXp5CuqbvLl682I8HsoN4yA1fb2xs9J+FBSj0eSlPgBSKrlB3hbup36+qqvKfSWYaG2WXsQkNRpqYh5PGrIE+nHyqn1PBpM5QWbMCwzAMwzAMwzAqmqKot5u1TGoxxLCwgaivr/cz5zBRUq+ayVdC2dZCNDc3e3mESX2yQIwYMcJ7MbJeoex3RDmVwuwIkoesQHvvvbdP6Jf8ZK2QlW7OnDlMnToVSC0aSkKVpS0bVqQkVllPu5LE15do0bPsQmcKc7nuuuuAtES4LLAXXXQRADvuuKO/3rvvvhtIvRwqWrB48WLvEtfCiocccgiQykpJw8OGDfMLAR588MFAep9uvfVWALbffnsgTthW4QZ5iYodeST1vApZv8eOHVswrC+7uG+hRai1j2S23XbbeQuenoUwnKYcycpHcgy9EPnCqcOQRLWXCtmqrq4umeImHeXpp5/2beIrr7wCtC4jDmn7ueuuu/piBdIxyVP6lU26lxzDfkkyzGftlZdZocTyCE2dOrVkFu+VvsirE0auZMP9NTZSJIE8NvKOjRgxghdffBFI2195d3S/xPTp0713SO1wdgHQ7LmVInoes0sCQBouOWjQIK9z2agCaB12HLYF8m7ovcamy5cvz1kKQu+l50rhKEXC6AJdo7yPEydO9PoTehSzRczUFkiO0j0dX173hQsXtgrXhFSOOoeuLDNgHiDDMAzDMAzDMCqGovMAyYIUxrNr9hhFkbcKyRqkfcMEynxJUdl8o3InTJgOZ8qrr766XywyuwAi5Fp7CuUelCs333wzQKuYX8nkmWeeAdLkf33+4Ycfcs455wDwz3/+E0itSfJGylKy5557+phqWTPlJSoVZFVT3G99fb1foPT5558H0phzeXIUl688H0j1c/fddwdSC8+8efP8M65F/rbbbjsg9TrJgjR//nzfVsjyK0uwPECyLh122GHeS6TPip3weiUzWYpHjx7tZao8ntADHEVRTj5QWCJfv7PeeuvlxMBXQhuQjTUPPWphXiTk5lWFcel675wruee7Pa699lrv8Q7zI4U8Db///e+9F0J6JRllFz8NdVbvw3zfMPEf0lL7ekZUmlu5R6WAPL2SjdpNXb+8sCNHjvQFEyRXbVN/NG/ePC/bcIFZ/Y76oyFDhvhoBbWjahv0TJSyB0jPYaHyzcuWLWuV7wvp8y8519TU+HHSSy+9BKSFe9SXS87Zgh6SsTxK5VAOX+XvpU+6fslswYIF3mMTFpPI5qWFBRJ0vDAXsH///v6Zl16G+UHS6c5Q/rMAwzAMwzAMwzCMhKJbCFVx/JqZa0apvJ5sBacwJjusflRXV1dRHp8sDQ0NXk6SpWbk2YowWlhN1p1wMUW9r7QcIFkXZBV67bXX/CKf//vf/4BUb2W1GDBggI97ldxk7QlLEU+dOtVXipN3Qx6LUkHPatYyo3woXZO2XXvttUBqXRs5cqS33Ch2XzqnXJ3111/fy++b3/wmkHrSwpLX8+bNY/r06QA8/PDDQFr2WhZgWUhbWlq8l6hUKnPJEhxa0ZRXMWrUKO/ZlVdI+2bzfNQOhq+hxW3VVVf1VQnD42ifrpQdLXay7VxY9a5QmXHILZ+vNkH5GYsXL87ZpxxQBIFeQ1TR8sorr/TPXFgyWLodRVGOlzHMuZDOyQKf5ac//WmXr6PYCHMs9F7P9rx583wOpjw3iiTIlhfX+EdVSOWFUPsp63xTU1NOWxBG1JRyJVg9q9IfjXd0zdkS98o7UXuqcurPP/+8l22YvxsuOj906FDffsg7Ig9wKctRhHnQyjXL5u7k07Hsq3POyy1cfFfjCH13+fLlOd5L3VONuboi18qaFRiGYRiGYRiGUdEUnQcorIIS5gBlvyf0/TAee+nSpX4WrllipdDQ0NAq9h9SWUomQ4cO9R4gWT7De6LZerZCTyUQLtpVX1/vrbnh4ryiX79+ObHrhRbgnT9/vreIKia+K1VM+hJ5d7SWzuzZs9lmm22ANPdH8dN6P27cOCCuOiSrz2677QakspZXY8GCBd4aJ8+R9tHChlofY+TIkd6jJk+PPEuqTLf//vsDcaUaWU0POOCA7glhBRF6X/ReljLnXE6+ROj9DitqZrfpO2p/R40albMQqCz1WgSv3HJaIM1DW3/99XMsimF72tjYWFDW0kG1rz/5yU9KZn2vjpJt/8L2TnJRTuD3v/997xWWjoVrsjQ0NLRaODYfsuBPnz7d5x7uvPPO3b+YIiFcHFZ9teSqhaavvPJK/zzKS64xk6Jlhg8fzssvvwyk67RIfmorpZ/V1dW8/vrrQOFomVLxlucjjOhQXyt969+/f46XSNuya1CGi25K5morpdv9+/fPqb6re1sOYymNgXRNeq/qrBMnTvTyU5+t8YI+//jjj/19CHPdJKMwzz/7fclVxzUPkGEYhmEYhmEYRhsURRW4LKuvvjqQWh3D1YijKMpZnyFcgyFrLZXlo9I8QFEU5VQ8EZp1yxoP6SxaOVdhJal81uNyRlbunXbaCYgtPqp0JLmGugm5VuJwjapsJSnFyCqvRdYjvYYrUxcb4bpSTz31lM9j0vXKEn7YYYcBqc5NnjzZW4T1quNcddVVQCzzlVdeGUh1dt999wXwnqaf//znALz++ut89atfBdJKVD/72c+ANFdJbcqMGTN8/Ly8b8VOvjUUAJ+Xlq2oE1bMyuaehNaz8FXWzhEjRvjqUqp2GFbbKUcP0CmnnOL/nzx5MpC7Jk02pypcRynMmZQH81vf+lZvn/oKJ9vuFcpvUjs6adKknD5G35Fe1dTUFPQyhBXJFixY4D3PIYW87qVAeO5qE/X5Zz/7WQAuvfRSb20P1wzSWixLly5ls802A9JqfNOmTQNSi7uiEIYMGeL1W4TjqlKuXqY+VR5z9QXyhNXW1uashaY2Vl6IpqYm37aG++j4kqtzLscjIf0v5Wp6IryGMIenuro6J+cn/O7gwYO9zNUmqL1U+5mNeND3wvGX2oSu6GdRhMCJ5ubmVgtFQu4kJ7sYVUhYBCGKIj/4UbnCSiJMmNYDKcVRSWLITfxTQ1FpKORAcpCOvvvuuz5sqi3CCZAIB0h1dXVe1/fcc08A7r///la/XewTIHUeaoAmTpzodUwTH4Wd7brrrkBaQGLHHXf0+qdGU9/VJGnOnDleFtqmstWvvfYaABtvvDEQh2wpTE4Jv3rmJXtNdpxzPhRCoXTFjgqYhAMjGYzeeecdv0+hUtfZTjlcKiAMk3PO+fugDidc9K4cyZbH1YBQxrMwlLixsdEPeEIZSa9k5Mh+rxyLIRSadGih1K233tob1cJJtwhD4rKEg6nq6mq/VMFRRx3VoXMpBWRcCAuMqL1Sv1xXV5czidGznQ0j1LOqfXQPNBGSwWrzzTdniy22ANLFpYX6IY2lShE9yxrnhCW/+/fv7+Un2as9zRYwCkORwxQNDeRramr85F/o3oUTzVIkNPBqAqQ++OOPP84xEIeTmiVLlnh9zJYPz+4jdtxxRx566CEg1XPdn+5MgCwEzjAMwzAMwzCMiqFPPUChhaa+vr5gCFE+13j4WZh01tLSUtJu2+5QU1PjrWVhMrNm5lkPg6wTsrhnrZxQOWXE5WGQZV2LSzY1NflwIxVDUOiBcM7lWN3DV7lxZ8+e7Y+j0qSybLzxxhtA6mEpViSbG2+8EYgLHciSo9C1G264AUiLISjc7b333vMhLHvvvTeQeodkNZfVE1LLqBZelIVdibuDBw/2n6lErsI+wtCDfv36ecvn008/DVD0CeqhNU1WRFl2X3rpJW8JayuRPEyyDhN/dQy1FdnjiY54QkuVrMxknQw9P/kWlg1llK94Tyl6JLqKPLR33303EJfJlqdX/ZJkpNdsmfawDLTQszxw4EBvAS4n1N+qLZMHR94ZjWeWL1/uPZN6HmV9X3/99YE4/FAeD/VdagO11IDakfnz5/vlAtSvqa3NFp4oVUKvoNo59TW1tbXee6N+WLLOeoT0Wfj9MDRutdVW822odFjjsHJKJwiLFmgsM3z4cB+JEUYZ6B40Nzf70u1jx44F0j5fbYTGYXPmzPFjCo1bw/FtWx7kQlTGqNYwDMMwDMMwDIMiK4LQr1+/VrNDyC05nPX6hPlBoeWzqqrKx8lWGoMGDfKy0uxccpGVPhuLHno3ZCkKy5qWO7LofPjhh0CaJ7Xeeutx6623ArmWnKxlN2vNzG5TTozyUtZbbz1/H7JJwFA65UZ1/vLg1NfXe8uvZCRLY5gkWVdX569XRSBCL2T2N5Tro2c+jEefM2eOt1DqHqy11lpAek9lMR43bpzPb1GJ7GInTKgNE3Sbm5tznlE935JZFEU5ixuGuiZdzO4bWtpKrVx7VwkLT4T9TEtLi5dRIQ9QOS4Wm4/Qu6V8u9NOOw2A8ePHt8rfgVyrfLaoROjxDHPUGhoa/EK98uaqsEkpE+qa2q4DDzwQaK1PilaQTLR8gLw648aN81Z4yV4Wdnk7sh5fWda1ZIHyhPR5KXvcpD/qf6R7KiTR0NDgt4WlnfPlBUp+Ya5KdsylbfIkZyMQSp0wskX9kxZEHjp0qO8nwvw1edGqq6u9LCRjyVf9vryaM2bM8IWP5BV95plngFzPfKeuo9PfMAzDMAzDMAzDKFGKaipaW1ubU02jrbjpQtuyM0HFDOfbVu6MHz8eSK0Umnlnq78JxVoqpyK0xFWKJ01WNVkrZIFYtmyZt5aFFeJEvhjU0EJ8wgknALFFb6+99gJST4UoVOWw2JCVV3G/jY2NPPjggwBsueWWAGy33XZAmhP0xBNPAHGcuSxuyu9RqWx5hD744ANvYZJVUpYheejklWhsbMwpcSrvjmLaVc55jz328JYmeY20qGKxIuuhLMDZXDLIXzEwn9c8XDQ63EfH/+STT7zuSsayAKttLney3jDILWnf1NSUk6OqZzesjlRp/OY3vwHS3L+GhoYcncu3eGroQQ/J9kvSeeXvlYMHKN/SCpCWnFcO5ejRo32eUGiFz0bPyNOtvl+y1rOclb2WfJgyZQoAjz/+OJA+76W8gKfaNbVpuhb1DePHj/d9gsY6enazHhu1CWHUhu6FjjthwgTvDdFitIXubSkSLqcgL5e8kIMGDcqRleQrGY0aNSpnnCl9lDzVfiiCBtKxQHYRW2idt9pRzANkGIZhGIZhGEbFUFQeIEhn3Yrza6v6mGaLmtWHVWWqqqq85VmUw+y7I7z33ns+fliVYDSLlqUni7wQkp2sPppVl3IFmM4gi5DkITksXLjQyyK0oktHV1llFV/7P8xnkR7++te/BuD73/++X7BTliJ5T0plnZWNNtoIaB3b/LnPfQ5I9UgV7ZRjptfNN9+cu+66C0g9SPK2yWu7ySabeEuQvJi6H/JY6nhz5szx7YBkLy/RKqusAuAX9pwxY4aPjf/CF77QTSmsGNTWyQOmtTok58GDB/tY67CSlshW2Qp1WEhWdXV1Xl6F1iAqd0Kvdz5PULgwbVgxrlLXU1Ouo66/tra24AKQ2VzK0KsunZMOylI8dOhQ35+FuSml3Mfr+tV3q9Kb2jkxb948/1m43p+e8eXLl+csICsrfDavBeJ8nzXWWANI+3o952qfZXkvRaQT6lvkEdP6dI8//rjPeQoXRN166639dyRH9VWqNCqyeabqo1TdVPc2zBsqRcKKwtIneRwXLlzo+x/JROOabG6VtsmDJO+QInGke4MHD/YRJ6oYp747W8mws5gHyDAMwzAMwzCMiqHoPEDh6rnhWgxZClmLZPXo16+f/36h75QrG2ywgc8B0oxZFg6tKZBls802A1KLkzwhsi7ts88+vXq+xYIsQ7I2KD/l008/9V4hWd9lgZSMli9fzoIFC4DUgqfvy1Iii8cGG2zgZaz1dFTpJ18+RzGieHS9dpbjjjuuJ0+nIpAHSFZKWdrvv/9+b2GTFz1cbwUKW8fDikfTpk3z1tFClXrKHXltw6pN2f5FXqKwgpT6GVlEs5+VE2ElNxG2ezU1NXlzT7P7RFGUc7wwh1K6l7Uwq18ThSrJlgLyGqgPUH8kT7h4/fXXvX6Gsm9Lz8J9Jft58+b59YPksQi9xDvssEMnr6Z40DhQeiQvjCqYnnfeeb7Pluzl7dH4qbm5Oee+6DvKBVLEx4cffsivfvUrAB5++GEgd3xaymiNQnmCJBfp0Ny5c3nooYdafUdtpKI4li1b5r1sakfDqrnqy+bPn++jE3bbbTcATj75ZCDNAVRf2BmKaiFUSB90JfcKKdbixYu90PQadlBS3HwLTpWye7wzHHjggX5A3RE02Hn00UeB0uo0ehI9cErEV/jgGmus4Rf1FEpu1KT9448/9uWaDzroICDVwbCc87rrruu3HX744a2OI5e7YQh1sO+//z6QduQycuyzzz6+wES4IGo22bzQApN6r0nUTjvt5JPK1WFpcl/OC6Fm5aJnVmEYWrRP8ly2bJkfAGnfcPkAPe/hscsFySKcQN90000AvnTtlClTfH8dTnKyZdrDwbv69lB2NTU1frD1/PPPA3DBBRf01GX1GZrUaLCogfqOO+7Yaj+FH/cUMnxCOhY499xzgXSQr4lAKSJdU/smvdU13XbbbV067llnnVVwm8awejbC3y5l3n77bSANzZSe6vOf/vSnPpRSk5uwEEVLS0vO8622QKGKCuseNGgQJ554IgDHHnsskBuKrd/uDOXXIhuGYRiGYRiGYRSg6DxAcgHLtSbXpSzx/fv3zykJK6uRZpFyn9XX1+eUwa4Uli9f3u7CZfX19X4GHi7+JbIJlpVQ0lXWL5VxlY5dcsklOfuqiIFes6gMdFtI1tJ56bjKYxuGkDdXhTJkRVRYwNe+9jW+9rWv9cpvH3zwwUDaFhxxxBG98jvFQL4+SaEWCuk45JBDgPgZv/HGG4HchSblmdP9KVdCz4z6kcceewxILcRLly7NKcARRmg45wpGaGTDDiHW/zASpL1zKwW22morIF0SQH1uWEyjqanJX1+hMMTO0Nzc7Ps6eX6PPvpoIA1vyhc6XyrMnTsXSL3ZKjwkb3lvoLZAJczlASqHxZF/8YtfAHDnnXcCqUdSbSXAH/7wh175bXmAJEe9ytvcGUqvhTAMwzAMwzAMw+girhwTMw3DMAzDMAzDMPJhHiDDMAzDMAzDMCoGmwAZhmEYhmEYhlEx2ATIMAzDMAzDMIyKwSZAhmEYhmEYhmFUDDYBMgzDMAzDMAyjYrAJkGEYhmEYhmEYFYNNgAzDMAzDMAzDqBhsAmQYhmEYhmEYRsVgEyDDMAzDMAzDMCoGmwAZhmEYhmEYhlEx2ATIMAzDMAzDMIyKwSZAhmEYhmEYhmFUDDYBMgzDMAzDMAyjYrAJkGEYhmEYhmEYFYNNgAzDMAzDMAzDqBjKcgLknDvSORd18juPOud+11vnZJQXzrnpzrnvdHcfI8bk2XGcc+Occ5Fzbpvu7GMYpYb17THOuROcc4sLvTeMYqJY+/denQA550Y75/6QXFiDc26Oc+4h59xevfm7lYBz7ppkgBM55xqdc3Odc484577hnKvp6/MrdXpId7cF/tDO70xK7uHK3Tvj4qaS5Zl5Tgv9XdMLP/shsCrwUjvndqFz7rU2tr/pnDukGOXaGwTtauScm++cu8s5t2Ffn1sxYX1798jTf09zzl3qnBvc1+dWqvRRO2tQuv17v544SBvcDAwCvgJMBVYBdgVG9fLvVgoPAscC1cBoYHfgh8Cxzrk9oihaEn7BOdc/iqLlK/Y0S5Ju624URfPa2u6c69+dEywxKlmeq2b+PxC4KvhsWU//YBRFzcDstvZpz1DinNsAWAt4ANiu586u6FG7CrAacAlwKzCxz86o+LC+vftIz2qAXYCrgcHA1/rypLqDc64miqLGPvr5TrWzfXyubVLM51aA0uzfoyjqlT9gOBABe7axzzHAc8AiYC5wE7B6Zvuk5Bh7AM8AS4Hnga2C4xwHvJ9svwv4Rnxpfvs6wO3EA4IlwIvAgcExHgV+11vy6AX5XgPclefzTYDlwA+T99OBC4G/AAuBm5LPdwIeS2Q2E7gCGJY5zmeBp4HFwKeJ/DdJtq0EXJfcs3pgGnB6X8tkBevudOA84I9AHTADOCvPPt/JvI8S3bwl0cN/J59l/67p6+s3efaqLI7Mtk1t7Ldm0mYtSJ7RN4Gjkm3jkms7gnhyshR4A9gr833ts03yflLyfn/g2aSNODWPvE7IHOPs5BzG5dnvmmSfWuA3wJykLXga2DlzDP3ugcTeqHrgBWDrvr4XBeR+DUG7mpx7BAxM3l8MvEU8oJoO/AIYEHznnEQmi4FrgR8A0/v6+npIRh15nq1v77yeXQV8RNxfvxZsOwFY3NH3yWenEA9GlyevX81s+wdwc7B/FbHn+IzkvUvagHcTXX8VOCaz/7jkHn4ReDjZ59S+lm1ybq3a2ULnmlzz+cl1NyTXeEie720THD8Cjsy8vyDR04ZEF6/NbCtZOXZQ1sMp0f69N4XSj7jxu5ygc8jscyJxhzyB2ML4CPB4Zvuk5CKfBXYDNgTuA6YALtlne6AF+D6wfvLQfxwo/+bA/wGbAusm+y4HNszs8yhF1ki2I99ryDMBSrbdQdKAJkpVlzyA6wLrJXJYDHw7eb898BTw78y9+wS4lLiD2RA4GpiYbP8t8WBmu+ThnQR8rq9lsoJ1d3qiZ6cmcv1moqs7Bvv8f3tnHiZXVef9z+3O0ktCEkJIwIR9S4KAyC6bMuyyCQy8uLDII6ODow7vvAiKMw+CIMg+DA4iyA6jIItsgsAEZEcWCYkkgARCIAuB7nQn6e2+f5z6nnv63Kqkk3TTXbd/n+fpp7qq7r1V91dn/a1xh54PnFxq85sCXym9PgWYAIzq7/s3efapLHq6AboXt7nZFtgYOAA4oPTeRqV7nAkcUurD15fkNyI6Jt4A/RXYrySvSaU+PrMkqwmUFvmlc57CjdG1leQKXIZbtB2Ms5D8Cje2rBd97kxgf5yC5re4RUJDf/8eZeT+G4JxFRiJU/a8Grx2FvCFkowPAuYAPw3ePxa30TsZNyedgVMi/b2/76+XZGRzey+3s9JrlwML6YUNEHAE0I4bT7fAjaftwCGl9w8utdHRwTlfBDqACaXn5+I2+gfgxqDjcAvRg0vvb1T6Df+OG9c2Bib2t2xL363SBqjbdwV+gFsfHVeS09lAJ7BddF7FDRBOEdVUkukGwA4EG5hqlmMPZV2183tfC+ZInAZzGW6B/Qtg5xUcv1Xp5iaWnu9der5/cMwXomNuAR6OrnMNK1lk4DSVPw6eP84AGyRX8v1/Q+UN0PlAa9Co7o3evwH4dfTadiW5rgusXfp/rwrXvwe4rr9l0MfyXWHbLcn11uicWVGbKtehr4jOURtfp7/v2eT5qcihpxugV4F/r/DeRqV7PCV47TOl13aPjok3QEdG1/oPosVW6fXxuAXTuEpyxbnrtAHfCF6rxWk6z4nO+2pwzAicNfrk/v49ytz3b3CLwCWlvxS3wdl6Bef8EzA7eP408MvomD9SkA1Q6X5sbl/zdhZutHfCbX5uL9cnWfUN0J+Ba8t85pOl/4fgFpffjGT7UOn/RpwlYo/oGpcC95f+36j0e53W3/IsI99KG6DTouPmAj+JXnscuCk6b0UboH/FbXCGlvkeVS3HVZB3Vc7vfZoEIU3TO3A+1IcAD+Dcrp5JkuRMgCRJtk+S5O4kSd5JkqQZZwIHt4sOeTX4//3S47qlx8k4gYd0e54kSWOSJBckSfJ6kiSLS9lSdijzOUUhwTUS8UL0/ueBryVJskR/uAETYNM0TT/CDZYPJUlyX5Ik/5okyaTg/KuAf0yS5JVS4OZefXQf/cbK2m6JV6PT3idrl5WIf4tBgcmzMmE/TJLkl6WXLwN+nCTJ00mSnJMkyefLnLqicbESPZXXIcAz6Yr9sjfFxS9o7CB1sUdP4zR0IU8HxyzBWaLiYwYK03AKoe1wVohHgT9qDExcJrInkyT5oDR2XkL3uWQrnGUj5Nm+/tKfJja39woHlPq8Fo3TcJrx3mAyQb8s8SSlPpemaQdus/VVgCRJhuMWsTeVjp0C1AEPRuuEb+P6fUg1jcH+uyZJshauDVeUUw/5LU5WbydJ8uskSY4uyROKK8duVOv83udpsNM0XZam6cNpmp6dpuluwK+B/0iSZBTO5N2KCwTcEWciBIiDncJgMC3s9d2THnyNXwBH41wX9sJNbM+V+ZyiMAUXlyPiZAg1OG3PdsHftjhXmpcB0jQ9ETf5TwMOBd5IkmT/0nsPABvi5LoOcF+SJNf1xY30Jytou2o3cZBiysr7VC4xxWDB5FmR7YK/nwCkafprnCvEdTjXjKeSJPmP6Dwvr7SkHqP35HU4LrZiRWjsTcu8V+61aqE1TdPZpb/ncIG9awHfSpJkF+A23Nx1CPA5nG97nFCimu+/R9jcvsZoo70lznXoK2mazse5/cX3vjqZXVfWL28C9kqS5DM4961huGQfkP0Gh9B9fJqKc6ENqaYxuNx3XZGcukqP/veIk8ekafou7jc8BecKdxHwYimjX1HlmKMa5/f+qAP0Os78uh1u8XxmmqbT0jSdycp3g5Wut0v0Wvx8d1xQ2h1pmr6KC8CKd9+FIEmSrXGTze9WcNhfgKnBJB/++UwpaZq+kqbpz9M03RtnFj4+eG9hmqY3pml6Am6BcHyg9Sgqart1vXhNZeSr7cVrVgsmTyDqf/OD199L0/TqNE3/Ebcx+lYffHwbkaxKE/c+wF3RcUTHKsB69+DcWmBX3G8bsktwTCMuFmjGmn31T40UtxBqwLlpzU3T9Kdpmj6fpuksnDIoZCb5rHmDIYueze2rhjba76TdM34tAMYnSRJugrZbxWvPIOiXJXYn6Jdpmj6Lc1f9PzhL0F0l6yyl45YDG5ZZI7yzit9lQJKmaRPOCrEiOckCHmaT267MtZalaXpfmqY/wG34p+LGisLLcQUM+Pm9z9JgJ0kyFmcavBZn+mrGmab/H/AnsoZxapIkV+JMtj9djY+6HKcdPQO36N8bFwAY8gZwRJIkd+N2of9O7/4o/cXwJEkm4Day43CLljNxWZZ+sYLzfo4zT/4Sl5WjGee2cUiapqckSbIxTptxD85HdhNgG5zrG0mSnI3bRE3HtaGvAG+labq81++wH1hZ203TtKn73LRGvINbYB2cJMm9wNJgEioEJs9VJ0mSy3CuBG/grA8HkN9U9AZ/BzZMkmR7XKxLMy5ZwVtpms4Ojisr1yRJrgLOT5JkIfA2Lqh4PPl6Dj9OkmQBbsHxE9xEdksf3E9voHEVYAwucHcELjHFSOAzSZJ8Fee2tD9uARlyGXBdkiTPA0/g5qOdcYllqh6b2/ucx3FxuGcmSXIb7r6PWsVrXAj8NkmSF3HxZwfgNjlfiY67GRdkvhGBbNM0bU6S5BfAL0obsWm4PrAL0JWm6dWr+H0GKhcCZydJMgu3bvoaLiX55wHSNF2aJMkzwOlJkryJy4B7XniBJElOwK2DnsXFDR6Da4uzBoMcq3p+741AonJ/uPSoP8OlwlyMM4fPAi4G1i4dcwxOA7EMZ7bev3Rze6cVAp4oE5QGnIibvJfiFg2n0j0AbkNczv0WnIbo/+JSav4mOOZxBlig5Erk+xuyVIAduADKx3E+xMOC4/5OEFgWvL4D8CDOZNuC88k/u/TeeFzqwbm4iWwOLtXr0NL7P8JtflpxgW/3U8oQV4S/HrbdnFzjNhQfQ5Q6M3j9LFwmrS4GWNpmk2evy6KnSRCuKMloGU4LeRulNML0LDC32zFUCB4t/Ta/K/0uKS6Y+gbgZz2RK93TYC+nchrsQ3GT43Kc8mTH/v4tKsj9N3RPs9qEm5uODI45r/SbLMGNk9+Of1OcImo+WRrs84EZ/X1/vSQjm9t7p52VTWJUev8U3GKvpdT3v8eqp8H+J5yVtp0oDXZwzKYlmX8IDIneS3DrCW1oF+AyU+5b6fcaKH9UToIQj5lhGuw23Dro8OgYxVO1lt7fg+5j7eE4ZcjHpd/reYJU7NUsxx7Kumrnd6WbNAzDMAY5JRe2+cCBqYt/WdPr7Y1LgTwuTdOFa3q9aiVJkt/jFpiH9Pd3MQzDMPrQBc4wDMOoOsbispo9399fpFpJkqQBZxV6EGedPxI4rPRoGIZhDABsA2QYhmEAkLokDOf09/eoclLgQJwbXD3OHeTraZr+foVnGYZhGJ8a5gJnGIZhGIZhGMagoT/SYBuGYRiGYRiGYfQLfeECVySTUq/l7ltNVlmWsuiFaQe/853vAPDd77oi05MnT654/ksvvQTAr371KwD+67/ibLarTX/LEnogT8lPjzU1lXUETz31FABz5swBoKmpiQkTXPbc+fNdOZf33nsPgE022QSAb3zjGyv9kl1dXSv9bKpEnis8OWqry5YtA2CLLbYAYOLEiXR2dgLw+usuA7Ta8M9+9rPctdYw1WbVy1MyeuSRR4BMVj2Ryze/+U0Azj//fADGjRu3Jl8FCiDPmI6ODgCGDHHT5qxZs3x//t///V8Ahg3rs/qbhZPnmvD888/7uWr69OkAzJs3D4B11lkHgH/7t38DYOONNy53iQEnz9AbR3223Hwe89Zbrub5E088AcDxxx9f8dgXXngBgI8++giA/faLa3Fm848+s4ffZcDJc1Vpbm4G4MwzzwTc/AP4OaimpsaPAR988AEAQ4e6mqh1dXXdXr/88ssZOXLkmnydqpSn2k6aptTWdi/VI9nsuuuugJOnjh89ejQAF1xwAQD77rtvt3M7Ozt9u1vJuqgSZeVpFiDDMAzDMAzDMAYNlgShwGh3PWLECABOP/30bs833XRT2ttdAeo333wTyLQ7W2655af6XfubOBZOcihnjVm6dCkA3/rWt4DMovbBBx8wduxYAF555RUgs/zIWqTnu+++e+4ze2j5KQyxJlEauNAiJJkcdthhAF6+K7tWUVGbeecdV0RcWrXRo0d7q81vf/tbAJ588kkgs1wsWrSIhoaGbtfTMaeeeioAa6+9NgAzZ87MWTw0JgwWWQu1QclBlsonnniCa6+9FoArr7wSgB/84AfdzhksfbmvkSeCrDwjR470bfmAAw4AXPsGuOiiiwDYYYcdur0+0EmSJOeBEPe1lpYWwHlqvPjii0DW1h5++GEA7r//fgCefvpp3n33XQC+9KUvAbDWWmsBeOuE5v111lmHnXbaCYANN9ywt2+tKrjmmmsA+M///M+Kx6g/S+ZCliCtp/baay9OOOGEPviWA5N4riiHLLJ///vfARg+fLhv33pN4+drr73W7dzQmtSTz+opNjobhmEYhmEYhjFoMAtQgdHuWtqezTbbDMg0mIsWLfL+rdpNr7/++kDm9xrSE3/kaqXSPZV7/YgjjgCyWJWPP/4YgEmTJvn/jzrqKCDTGD300ENAFls1adKknKZNWo7BkJmxqamJxYsXA5lFbauttgLguOOOA1w8itqljpF2t62tDcBrOEePHs2oUaOA3tEMDVRkWZQGUm1o7bXX9vEn06ZNA1yMCsAPf/hD/7oskPvssw8As2fPBmD8+PHdPmerrbbyFjlp0KVxlmZ9sKIYq9GjR3vrr2KBpME0y0/vIo2wvBfq6+vZfPPNAdh///27Hfvqq68CcOONNwKuH+jYgUy5OMa5c+cCWZ9+4403/HuShaw6sjjIGnHQQQf5OUVjoqxmTU1NAHz44YeA69vPPefqHmu9sOOOOwKZha2I835I7IEgi7esbu3t7X5u1vpI8lQM0Ntvvw3g57aiEq8F4zn3zjvv5MILLwTgmWeeAbI5Zr311gPcvKLryPPgk08+ATJ5/sM//AMAhx56qPe46c35vbgrhUFKGLCo/7UoHzNmDJANcDU1Nb4xLV++HMgWOxp4Bzv33nsv4NwJXn75ZSDrpFrkzJgxA3Adc9111wWySej2228H8BOwAndPOukk77L05S9/GYCvfe1rQDEnGk24ctlqbGz0bS92a9tjjz0AePTRR5k6dSqQbdrlSqhFjwbKlpYW33bVvjXQFgG5/mjC1T1q09PW1kZrayuQ9XNt0O+8886VXl/9X+4FIfosbbrkrrDRRhut8n1UI7E722OPPQbAiSee6I+pr68H8rIxV7jeQS5waqf33HMPd9xxBwBnnXUWkG3qNa5I4ffAAw9UxQYoHPc1T2izrXtSu0qSxC/CtYjUPK/r1NbW+g2QFEg6Zvjw4UC2eRo/fry/no559tlnu50rxV8R5yfIlEFC87zaXJqmNDY2+v8hm9fk+iYZ/u1vf+v7L9yPxG0g7ovz5s3LtVmhDWV9fb1vn3HCCLXLP//5z4BTAFxyySUAXHrppUBe8bE62KhsGIZhGIZhGMagwSxABaOcm5pMjzKZa7e9dOlSr/ENrUKQaYhCiqr5Kccvf/lLAK6//nrAadplUZBpXFoKaTS22mor76IkTZDSjMbubgsWLPAuRfoMPZemo0jIJUCm7uHDh+esDe+//z4A2223HeCsPXEqTWnYZe2QRq69vd1r4aXBlAZPrnHViDSLM2fOBDI3wQULFgCZ9ayhocH3XblyyFoUyzC8btzf9dje3u5lLOub3pPbjOQdu88VjdjlQm4uW2+9tX/tyCOPBOAvf/kLMHisY31FJXdrtcGjjz6ao48+GsjGFrnLbLPNNgAceOCBQDYeVANKT62EBkoPHCcvgXzgvazBegytRHFCJKH+v3z5ct/OtRaQN4PcD3fbbTcAX+qhaMi9ULKOS2F0dHTkQgPkgRCPo5rLio6sY0qiozY0YcIE76YuOcbp1RsaGnxb1VytNZXmdTFs2DCWLFkCwLHHHgtk7uAbbLDBan9/swAZhmEYhmEYhjFoMAtQwSinOZNGQ5YKaSlqamq8FkmP2tHrechg8GeX/JQeOLT6fOYznwEyLZ20FNKIDRkyxGsnLr74YiDTQuo3kD/1mDFjfMIJBZUraF3av7gYWDUizU5shVi2bJl/LQ4o1eOHH37o5SVNqIoc6hxpmbq6uny7lBZJ/tnVbAGStUWWHmm7dY+Ke1p//fV7ZKGV3NS/1d4V8ycLXV1dnZenjlG7l9ZTv21RLUBxulUVmixXWFPxJ0p2IlY0Zg6G8XRVCONW47asZCeKZ5s2bZq3TGjOOuecc4DM2i7NcDUFpKuYcTzuqd9KLqElQv1RY6EehwwZ4tuW+rvOk8zC68YJkWQB1rmyfBbVAqSxVlayuC0OHTrUW8Pj9imZyaKxcOHCvv/CAwB5q0gushq2tbXlUoVr3RmuNSVHtXMRFlTV9eRxIEvQj3/8YwBuuOGG1f7+NvIahmEYhmEYhjFoMAtQwSinTdTOW77QoeZRWs5Yoy4Nc8hgiAF6+umngcwCNGnSJMAVjZVfrywUkqM04/X19V5L8dWvfhXIYlYkZz3fdtttfbpWxQsow5ksTUWwAOm+pcmRZrO+vj7XntQGZVno7Oz0VjZdJ8xyCN3be1y8tgjpxNVeNt10UyDLBict2Gc/+1nApfx99NFHAdhzzz2BTBunGIG5c+d6Lafi2KQtVxtWDMuiRYt8jIWyyul3USptXauoxBpMZTqSfEMUD3TPPfd0ez2MH5CW2Cw/5UmSJCcbPVcWOFlCTz75ZG9dj1Gpgc997nNAPu5lIKPCpJpHQmtO+HpDQ0Oufcr6EGaHi9MU6z2tCULLvI7VGK1HzXeKQ9x1113X9DYHJLKkabyUfCWj5uZm/5oe5V0g2amtlYuhLiJxwVK116FDh+ZifsJseuDGRMk27vfx2JimaW4+V/bdNcFGYMMwDMMwDMMwBg1mARoESDMU+/2H/8fapNgnEwaHBUhWmIkTJwKZhue1117zWvhYy3P88ccDcMYZZ3D55ZcDWRY5FZdTZi5l2Bk/fryPGzjooIOAzP87LHZX7UjDozYoOdTV1fk2F2snQ62kZBxnlBF6PnToUG+RiDPzVDOy8MjyI1nJGimN8Z577uktE7LqnH322UCmefvud7/LP//zPwN4687NN98MZFZH+VV3dXUxffp0IIszkvZZv6HisYqK2qxQXZTzzz+/4jmynKsOiCxt4fhahHbZF5QrBCpZ7bzzzgDeyvnQQw9x2mmnAVmsiorR7rTTTkA2TleTBUheGoqp0LinsTHMnBmPc3G2ws7OzlzsZZwVTrS1tfnP0vV0rPq9YiqLimSlNqi5R7/F0KFDvUVecVCyFmmdoDFjsFiAYi8AzTVArmhsPHeHbVNtT6htiyRJct5K8khYE2wkNgzDMAzDMAxj0GAWoEGAdtfS3EpbMWTIEK+p0K5aGo3BYO0phzKxqZaE/J4/+ugjr52TlkdZ3K677jrAVR6/+uqrgcxvWtrI559/HoDvf//7ANx///0+Tkia+m233RbI4juKgLQ2kpm0tTU1Nd6fX77mIqxFI62jNEKxr3CYFUlZDmVli7Wc1Yj6qu5XlgX1U7XJuro6Nttss27nyjJ5//33Ay7Dm7IUKnObLD5xtqjm5mafPWvatGlAVgdEVg3FBhUd+bmrLYfaybg96vdSBXPJqqamxmJ/VsKK5pzDDz+822OI5rXLLrsMyLL1ffnLXwbKW5YGKtKKKxujxkZZeqVx32233fycrfEuzlpYV1fnX9NjbOUILfKybsi6rP6uMaFI81I55PUiy4LmId13V1eX79+yCmkskHxlAS4XQ11E5JkgQguj2li5OnTQ3ZqpNiy0TlBbTpLE94W43t2aYBugQYCCxeLCiAsXLvSNSQsimSm1ERhsKN2qCk6K7bff3nfG+fPnA3DFFVcAmSuQ3OYgC4rWovy4444DsjS5kyZN4tJLLwWyYF11+iIs3IU233Fhs/b29pyJPAwYB9dOYxfNOI2zTO51dXV+s6TfI9xIhedUI5og5Kr24IMPAlmbW7x4sZe1+rk2mN/+9rcBJ1e5vmlSl8wkZ7XB2bNn+99MRT712YNl4yNuuukmAL7whS90ez1MvS4mT54MwLXXXgvASSedBPQsDbZtkPLE/T9cTMk186qrrgKytizFUniNatgApWnq+58W0LrfOHnJ+uuv72UTuxCH16vkHhcXQO/q6vJtV3IVGmP13drb26t6LK2EksYoOVGc7Ch0iY0D+yVHFaieOnXqp/CN+x+1S7Wv0M1tZX2us7Mz13bj9hq6uEvWmteVuGdNsJHWMAzDMAzDMIxBg1mACka5QqjSYEhLod32+++/7/+XO5e0HnKtGWxIfrIaSBNx0kkn+SJ8Sobwhz/8AcgsDqNGjeKDDz7o9p4sa0p1vcceewBw/fXXe7cGWZuklfvjH//YF7fWL8SF+3SPNTU1OXfLOE1wbW2t1zRKMxSnzQyLo0lDFBfwlOm8CFpLFeaV69rdd98NOBcZyU/9XFYeWWwkb8j3b8lMrh2tra2+4KfSXg9W1Jcfe+yxbq+Xs9Rsv/32AJx++ukrvW58vll+8sRuNLfddhvg3N3UVo844ggAfvjDHwKZ+1i1WdQ6Ozv9PY0bNw7I+ukhhxwCZGUZZsyY4S0WoSsRdB8rK5UCCDXr4Ny+1M+/9KUv+c8A2GKLLbp9l/nz53trcJHQPHzXXXcBmRw1boaWb93/e++91+0askpojVB0ZHWVt4D6aU1NTc6qsyLiJAjlzolLX4Tz2epSHSODYRiGYRiGYRhGLzCgLEAvv/yyDzqXNkIaD/lfyq+9HOWsH4ONUAYKYpaWXJYK+W3utNNO3q9Xmgv5HofFKKF7EG+loLZqRtoEaeCUklqxUI899pjXiF988cUAXHPNNQDceuutgNMGqd0qFbGuI/kqLfaUKVPYZZddgEzGcduXViROx1tNqC/GFjUgZ92Jz+no6MgF7wrJTJqnhoaG3GfERVOLiCyMM2fO9GNj7LuuYNFQ9koNHGvJ5f/f0dGRC0wtwviqQq/q52EQOGRtcvLkyZxwwgkAPh34woULgSwpwrhx4/x4KVlVKhbb0tLiLZSySOo76LpKvCJrsZFx1llnAVl8xpVXXumtbTHV2k7b2tpyhSB1L/LQ0HjX3NzsXwut6pC15dbW1lypAaHnGlebmpr8uDFlyhQgSyah5Cr6HK0ZiobiduPYVN23Ul9DZg2SBUhyVB/ffPPNP4Vv3P/ERWPD4qflipmGj6GFMrb0lpv3Y6tlueLqq4pZgAzDMAzDMAzDGDT0ugWoksYW8hoZZb/S6yeffLIvRClNmnxhpQ1funSpTy2slJjKjKLrhLvQVaHaNEblCO/hr3/9K9C9kBdkGseJEyd6DagsFNL2SN7Sfko7WVRia4S0sLK+vPvuu/zP//wPAOeeey4At9xyCwAvvPAC4LQ/Sh16zz33APD2228Dma/sBhtsADgNsVJjS+O23XbbAVkxVmmTimABiguifvTRR15jI9/yUDMErh9LBko/KtTH9X5nZ2cupkifVWQLUJjxLtbyxoR+1rGmWciSUaRivCFK9atYPWnUpTUPCxgqhkrFaBUDpLHhjTfe8G1M2R51Pcnx4YcfBlzMgOY0aSylYZ4zZw6QaZUHqwUoTdOcn7/GTVk3FfMWEhdQrtZ5vKOjw99DXOxR6yq1xVtvvdXH5mgsVP/WNVpaWrylV3KNM2lJzosXL/YZJXW+LD1xAcqw2GWR0HpUxNYIrUUha4+al+LCnSppUVSUCVfEZS7CNNgxanPLly+vGB9ULquc2l3cz1UaQuunVcEsQIZhGIZhGIZhDBp63QK0Mi0kwO9+9zsg28HJLxvgO9/5DpDt/J555hkgKwQ2atQov/tUDIa0IscccwzQXYu3Kqyo5kC1EO66pcWNLQiy+nR1dXmtkbTwumdp5yX3bbbZpirlsapIIyEfXsUA3X333d5H+Pe//z2QxVF8/vOfB5wmV/LceeedgaxOiyxoigm67777vNVN5+y///4AvPLKK0DvZDnpL9SHYo2utGkLFizI9bPYUpMkSa7QXGxR0nXb2tq8Zj3WEFWzHGNin2lZGhoaGnLZoCQ7Pba1tfljYp9tjRGKaWlra+vRWF5tSHMrbaL8+nWvGhsnTJjgMz1J5qqTomNDq5ssyNKSKzZL1veWlhYve1mJNE8p7qoIWQp7wqrE6Kh/Kxa4HOrvL7/8crdHxXCVq9c0EGlra/P9UI+ygKmdqs00NjbmCkir7UoeoVVCx8ZjYWiZj/tGfN1q9kToCerf6oeStQqkhvX5JIvY20DnFN0CpHWMiC2XSZLkYnDj57W1tblYt0rndHZ25upcCa3RVscC1Osz3IsvvghkDSFMHaibUjE+uSOIjo6OXADzrrvuCmSN86qrrvKLU6W9VFDqf//3fwNw2GGHAVkgek9ZWeXaamL58uU+QE8LbHVgDYYdHR3+fyVMiE3kKuxVdCQHTTiSlQbDvfbaKzcJa1J66aWXAGciV/uVm6FclFRdW2b2oUOH+t9F6UxlPpbbgzb6SutaTcRuE/GGZfz48X5xKOJNEuRN4bFbW+imIPnpOmEyhaIiedTV1XXbDELeza1cgd3YfSZMpV30BQ+QW0SqDX388cfevUXJT+bOnQtkm8Thw4d72UpWOkep7DWuTpkyxRdZjov6StkUf5eiUmmREyIZScmkAH2lJB89erR3Y9R4qXE4LkJZLRuglpaW3HiptqE2KMaMGePbljY6UoZokzNs2DDfpuKxIHZnC9deul5c7FMUfaOuFNbxelBurpC13VhJFBdQLypyOxOSkeb0pqamnNv6ivp7nCAhprOz08/j8XyutdXqMPBHBcMwDMMwDMMwjF6i1y1At99+O5AFjO677765FI6nnnoqkKX9lctPmPZWu0Rp0mWGXbhwoU8tGqcqlvZeO8J99tnHay+ktZBFI9R8gNO0SHMilzolW6hG5s2b1y1AvBzt7e057UYcSF7UlJcx77zzDkBOyyD5jBgxwmvYpEWTdUeuA8OHD/dWTbl17rvvvkBmxVEShGeffdZblCRrBV1L+ykLUDVqlWJtj2Qmt7/GxkZvZYz7omTe3Nzsz5c2qVJa7XHjxuU060V04YoJNdtxSuvY8lvOoqP3Qjc5Hau+r3G7WoPLQ6ShlPUgto6p7bS1tfk+q0QmOmbvvff2zzVu6lHzlFxe9Xnz58/3Gvv499BzyXmwUC5NfSVLjcaKK664AnDtNW6POje2pFWD9QdcG4rdgnXfcYrf2tpa37ZiN0w9dnR0+P91bOyqJDo7Oyumyo7H3KIXSZeXhlKux0khILNIxt4GlVKzFw1Zs+NC52oz6667rm8nartxiEmapjlX7EreG3V1db4ta72gY9bES6k6RgbDMAzDMAzDMIxeoNdVpBdccAEAl19+OQD33nuvt+JodydNl9I0S7M+d+5cnwI09lcPfdWlpdSOUtoN7Qi183zllVdyFqVYI60da0NDg9+pKiajmvnwww9zu/JYpm1tbX5XHfq3hkhjv2zZslyqxyKhhBGSw5NPPglk2obGxkZvYZQ8Ze2R1nfOnDk+acSRRx4JZDEAcZuvra31bVHtV8G7cVHKakZabmnRpJ2dOHFiRZ9eUV9fn9NY6li1W2klx4wZ4y1y+p0UiF5kn3W1xWHDhnkZSWsca9VWhOQaxhQp5iVM/1rt6F5k3dGYH6YIB1fgcM899wSygpCS58EHHwy4tqz2LJmr7akthr+B5hWNMZK1NJirU8hvoFEukYlQ+4zjJ8JjZAXXMUqYJCucLOjNzc1+PopLDOy3334Vv8NAprm52QfcC8VQx3HJixcv9seq3cRFKRsaGrxs1NbicTQMWo/HC/UVrc9Cy3yR0f3G81L4XPLUuKE2pvjAoiPvFMlBaxh5e+2+++7cdNNNQOa9Eaf/DxMlxHOU2prWT5tttpmfz1V2RJ+9JuskswAZhmEYhmEYhjFo6DMn+X/5l3/xj9o5K9ZHVgXF8shi09HRUbGomTRC6667rt+ha2cpbZ40QtIsdXZ2+tfibD3SCkt7UjQt8bx587rJAfKZs1paWvz/snTE1jU9nzdvXi4TTZGQdlaP0jYok15ra6vX7kjTJo2GLEFz5szx2mFlQ1SRQ2UmlPZs2bJlzJs3D4D11lsPyNJgP/TQQ0B1t0nJKM42JEvYqFGjclqfOB4jSZKK6TFj3+G2tjYfUxVbM6tFA9wT4nvR2Dl06FD/nvp9nPK6J2g8HDFihM+uVSQkE/VDzQ9x0cORI0d6Laf6t7Sciu+bMGGCjwuIU7lL8y7q6upy8ZXqC5JzEbLuVepraZquNLvqOeec4z1ILrnkEiArcn7iiScC8P3vf98fr99Ba43jjjtulb7TQCPsbxrDlAUvvofOzs6cVUeoDba3t+diNMqVD4DuGePULmUBiotYV0tM1eoSxz+r34blVSQLjRcaGyrFWxcNeXVpvpClZo899gBc2vpKBXNDb6xycYAhYQzQjjvuCGTeOcrCuyYxacVuyYZhGIZhGIZhGAGfSpokaSRVMNLoexYsWJDTEIWadXBa+VgLGRem0jkffPBBoS1A0lZIIyxL0PPPPw+4zIKSm/yy9Sht7/Dhw30B1FjjJmQRWrBggZexCi7usMMOQKbZqGbibEbSuCt7Tn19vdewSVZxXF5ra6v/XWTtjbOV6XOGDBniLWnS2MftvYgofiSsSRNbgFZEXHtJVvn6+nofjxG35UptuxpQ+1O7knY3tuo2Njb6+9Q4qvYqGY0dO9a/FhffjmXT1NSUi++Qll/tdHULeA9E4roeNTU1Pjur+qMySd1yyy0AzJ4922eIfe655wC4+eabgazNyQr/8ccfe6tQbPmpVDR5oBPGN8v6H2dhDeVaybqj5+3t7bm6P7EFKM6mGSILkH63SrHERUMyV/9Ue9pll138Mao1dddddwGZFUJjZtHRfC5vLFmAVEMpnHsqzb9dXV05C1C87lR7/eijj7x1SVbi3shUbBYgwzAMwzAMwzAGDcUvlDFI+fjjj3NanVgz1tbW5nfwsmLEsVfy8XzzzTfZdddd+/6L9xPScil7kx5l5VlvvfW8BnfzzTcHMu3Z9OnTAadVvu+++4CsloB8ZWU9kwZ6yZIlvhaJtCdCWmhpmqsRaRjjLIOy4NTV1fnXKsU61dbW5mI0pCHSOaG/u9qqtHBx5sciorZSX1+fi6GKNbZdXV05//1KY8S4ceO8lk/Z4JRlq5pjANSHZVGMfc91/+3t7d2yFUGmaSxXn0syiWuvSfZDhw717V1W99j6Xm3a49AKERP3vZdfftnX1TviiCMA+PnPfw7AaaedBsBPf/pT/7to3FVW2LjOUm1tLaecckrZz67W+l+NjY1+ThGxfDVPL1u2LFczJbZ0lft9KllvwvhrobWB4ls0FldzbGpPkGUytqDvtttu/v9tt90WyNerUcxw0dFYFc8FWhs98sgjuX4Yx/PG/6/o+ZIlS7zMRW9kJazOkcJYKQsWLPCuVFpgx2mxly1b5gdEDXJxI9WjXLeKShyIPGPGDCCbiMeOHevlpkWOFlMKVG1sbPQyf/TRR4GsIKImDSXseO+99/zkfvjhhwOZu51+g2oOqNTgFBfaLRf0qGPUFsNCZ3ILqpQMQY8dHR1+QRm35WpxgVkdtCAaNWpUzvUt3hCFr4l4QaT3m5ubfZvVJl4boGreUCpNvfq72pcUE5JHe3s7f/vb37odqwWgUjJPnTrVyzwu9SDZ6f2lS5fmEvHoucaEauzvsWuVErgopb+UOJ2dnVx77bVA1j+1EZJibe211/ayVrsOCydDVsD20EMP9XOSxk2Nw/ou2qBOnDixt263Txk9enS3QryQzT8iDPhW24rdOMMNUbmCp9A93T24MVdJeeRmqGPj8hdFL9grF+o4HEApniFzgYsX+bNmzfoUvmH/U2kjrcLvN9xwg1dIxhvJcA6P53Gh5xqfW1pacteJE9esDtWryjMMwzAMwzAMw1hFzAJUMLQbDjWOcYG00F2jUiCZztEuW8HWRWXatGlApt2VBm7y5MlA90K50vrIDCwXoYaGBp8+e/vtt+92Pf0usvosWbLEazulLX788ccBvCZOAYXVSFxYM04lGqa4rpSmvb293V8nLu4p1H7b29u95lLnyJIkzXCRqampqWjNiV3iwtfCNKPQPeBflok1CTIdaMi9RZaKDTfcEMgX5ZwwYYK3NsiqG7t9zJkzp2JxT7VXWYaGDBmSS3Mt7b76/9ixY3vpLj8dkiTJuaaq1IUSklx00UUAnHfeeTkt79FHHw3ASy+9BDg5xO5WsjbIQqfHG2+8kauvvhrI2rDkKZmfeeaZABx77LG9cbt9ztChQ31bULuK3c1C60Ts8iv5atwrZwGKvRgkz8bGxorphMNU2eW+U9FQGxSSa9h/44QlGjeKXiR2ZWgMW7JkSa4Miwg9CGILUDxGqI0vXLjQr7Pic9fEJdssQIZhGIZhGIZhDBrMAlQwZD0Ii6DFRSNDrbkI4y4g0xSF6TjDgOuiMWXKFCDzsZblRs9D7Y/koDSh0kQsWrTIy0bnKeZgs802AzLrRhjEescddwCZ1UhaT1mLqpE4gFxaRN1TmAIzDuKVPFtbW3NF+OJj1YZDv/TwfCCXfrgIxEXmQi1bueQHMfF7seZ92LBh/jdTey8XxFptyDIhq6CsBrpXtavW1lafCl+xJArQVxueP3++1wRrnIx/F31eZ2enl6O0pGrTGrP1frXw5JNPeuuN+l8cmH/NNdcAbjyVxXvRokVANo8ouPndd9/146b6tYLK9bpk1dHR4S1zkmOcgCIMWq8WdN+V4hffeustwI1pcdHyctbxOEZF7TWWVX19fc56EX92HNdZVGQV0/wRt2nIWzXKzUNFplx8KWTJpJqamnJeG/H80dHRkYvxjePUy6WD12uS+ZqsR80CZBiGYRiGYRjGoMEsQAXjnXfeAdwOPSyIFqIdeVtbW24HH2vudW5HR4e3Zmy99dZ99O37D2kRjjrqKCCLCVKmobfffttrySUzaR5nzpwJuFiB2267DciyFUnbq4xSDz74IJBlRQuRzJW1aE2ym/Q3sU+vNI7l/HZji4LkPHz4cB/XI2K/Ymnc5s2bx6RJk4Asq5Y0pJX86asZZccSY8aM8bEAum9pMtVOu7q6cjE/Olavh20uTOEM1W35EZKFMtqpf8bxkpBlIotTXCurZm1trddMxtrxuFBgGM+mc+KYojj2YKDT0tLCAw88AGT9UFnf1Gb0+ogRI/z9xtmbJOdFixblLECx9l1Wn5qaGv9eXNxTY0S1FZQO4/gkG5VjEGp7DQ0NOYthpZTu8WeEx+oazc3Nfs4SkqvGCFH0QqgqTC5ro6zFSvEMWduKLRQaV4qOPFrkKSM0hjU3N+eyCapfhnN4vB6Ii/uGGQjjuGKdq3ludTALkGEYhmEYhmEYgwazABUMadBqa2u9Fk0anFhz09bWlssQFx8Txv3Iv7OIFiBlhxK6b/mnv/LKK76mj7Q/0m4qFminnXbiueeeAzIL0IEHHghkhVB1venTp/vzZA2S9kRakLhAajURFyoNC6DqdWl9KhXn7OzszMWtqS3H2t6mpiavhZOmPv4ORULtU9qwpqamXJYxEWZ/jOODYl/uUL5hRknItPLVbElTXE8cqxOPg01NTd6KIy28+mmY0TC2MupRMgtlF8dbCY3Zxx9//Brf36fJVlttlWs/ei5rj+aMcnU8YivPiBEjKsZQqG3Hcg7P16Os+ZX6w0AlnHs13sX3MHv2bMDVpKlkAQprM8XxOjqnnFVcFg+h+AxZMeO4oaKi+V33KQtDGEsquaq9KvOgskoWnc9+9rMA/OEPfwCyuMgwPieea+LYnY6OjpxFMm6vYVuTdS2u96fYzNXBLECGYRiGYRiGYQwazAJUMKZPnw44DVKsRdJuWpqdxYsX+/8VdyItjzT12mXX1NR468Z+++3X5/fxaSPNg+KcpKX43ve+B8AJJ5zg46tUE0maB2k7Z86c6f1eL730UgD+9Kc/AZn2OPRbf+2117p9xmOPPQZk2qRqtrRJMy7/aVnEpIFfe+21fXuUZjj2A07TNBd3omN0ruS68cYbew2d4mP0m8aZkIqAZBbWpoqtYiLUzsf9WseWOzf22VasRrXVqwnZcsstuz3XeCkLraivr89ZG6QJ1/PW1tayGaIgn9GwsbEx58MejwmqOVYtbLDBBt4iobFQ9615RePhkCFDfJtTm9WxskoMGTIkl+UxtBhDvn4VZJplWeyq1ULZ1taW04DHmd7EkiVLcjWDRKhxD8fSctcNf4PYQqe1gB7jjF1FZZNNNun2fEV15JRFUvWZqq0Pry4aw+J5Q9aZlpaWXIxePN8PGzbMXye2isfXT9PU/y6y0MlrJ45xXxWKtzIY5Cid84wZM5g1axaQpRLVAlEL7Pfee88X7lR6TTUqNWRtCEaOHJkbGIqECvZV4oILLuCYY44BMpcVDX7q/I888ogPoLz++uuBrLM+9dRTQNbRlyxZwiGHHALAEUcc0e2xCMSulNokapHS1dXlZRGnula63NBErok8LkAnt7dwklLBNL1XhOD9GKUSDtGiJt7UVHI1hLzrUhjwHB+vBXs1b4DE6aefDsC5554LZElK5O7S1dXl/9eCL3YJjIPDIZNZPIEPHz7ct31dR2PvOeec02v39WmSJInfQF544YUA3HDDDUCm8NDiJEkS/3+cyKTcglrtMl7chMfqOlp06npf/OIX1+i++otPPvnEJ9TROCclmMawK6+80j+vVDyyJ8QbozBBipDsY9fiohf7jJPJlEtYJOIi0ZWKyRYNJYfS/arvKTnCGWecwXnnnQdkSk+1uTDRidqUxknJWomM9FzXBXj11Ve7nRO7M68K5gJnGIZhGIZhGMagIekDc2aR7KP9rTpebVkuXbqUGTNmAFlq0hdffBHIgsk6Ojp8oT4Ftd18881A5hIibc9BBx3kj11N+luW0Ettc/78+UCmNZbFYfny5V4boWO22GILIAukllxjl5vVoKrkKe1i6GIVp2CW1ldtrr293bvQxNrjsGAndA+eVPIIWTx7aAGqKnlKAyfa2trKWiQgs6hBPmWwHiVP/RZrrbWWd/nSa7KI6PWVUBXyVJuT+6kCwdW3IdMwxvJdZ511vCzion9C7faTTz7xVnVpRL/+9a+vyr1UhTyF5Cc33zfffNN7Iqg9yWorl7hRo0b5/yUrtcv42BEjRuTeU3+XZX4lDDh5NjU1eZdC3YOshGuS6nd1kadI7BY+derUcjIecPJcXbRu+tGPfgRknhnl+uudd94JZJbPM844A4Cdd955Tb/GgJankptcffXVQLa+OfXUU/0x8iaSjGQtlnV46dKl3gtE7pya32UBkkfTT37yE39dhRW8/vrrABx77LFAloyqAmXlaRYgwzAMwzAMwzAGDX1hATIMwzAMwzAMwxiQmAXIMAzDMAzDMIxBg22ADMMwDMMwDMMYNNgGyDAMwzAMwzCMQYNtgAzDMAzDMAzDGDTYBsgwDMMwDMMwjEGDbYAMwzAMwzAMwxg0/H8UgFisMsbjMAAAAABJRU5ErkJggg==\n", 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", 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\n", + "image/png": 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", "text/plain": [ "" ] @@ -1179,7 +1179,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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", 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\n", 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", 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" ] @@ -1827,7 +1827,7 @@ "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=(\"mse\", \"mse\"), loss_weights=(0.9, 0.1), optimizer=optimizer,\n", - " metrics=[\"RootMeanSquaredError\"])" + " metrics=[\"RootMeanSquaredError\",\"RootMeanSquaredError\"])" ] }, { @@ -3192,7 +3192,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -3297,7 +3297,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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", 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