diff --git "a/RNN_Architecture.ipynb" "b/RNN_Architecture.ipynb" new file mode 100644--- /dev/null +++ "b/RNN_Architecture.ipynb" @@ -0,0 +1,1967 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Notebook for RNN architectures\n", + "\n", + "A.A. 2022-2023 - HUMAN DATA ANALYTICS\n", + "\n", + "Authors:\n", + "* Mattia Brocco\n", + "* Brenda Eloisa Tellez Juarez" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JbVTCBy-fTYF", + "outputId": "851b9d06-3f1b-4b25-883a-de38c5b659a6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mounted at /content/drive\n", + "/content/drive/MyDrive/Environmental-sounds-UNIPD-2022\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount(\"/content/drive\")\n", + "\n", + "#%cd /content/drive/MyDrive/Environmental-sounds-UNIPD-2022" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "J-XNutXWfYJH" + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import torch\n", + "import librosa\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import tensorflow as tf\n", + "from librosa import display\n", + "from scipy.io import wavfile\n", + "from tensorflow import keras\n", + "import IPython.display as ipd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "import evaluation\n", + "import CNN_support as cnns\n", + "from gng import GrowingNeuralGas\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "nBxm8nabfZFH", + "outputId": "13a2f486-9984-44a2-dc2e-5be27a792a7f" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
filenamefoldtargetcategoryesc10src_filetake
01-100032-A-0.wav10dogTrue100032A
11-100038-A-14.wav114chirping_birdsFalse100038A
21-100210-A-36.wav136vacuum_cleanerFalse100210A
31-100210-B-36.wav136vacuum_cleanerFalse100210B
41-101296-A-19.wav119thunderstormFalse101296A
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ], + "text/plain": [ + " filename fold target category esc10 src_file take\n", + "0 1-100032-A-0.wav 1 0 dog True 100032 A\n", + "1 1-100038-A-14.wav 1 14 chirping_birds False 100038 A\n", + "2 1-100210-A-36.wav 1 36 vacuum_cleaner False 100210 A\n", + "3 1-100210-B-36.wav 1 36 vacuum_cleaner False 100210 B\n", + "4 1-101296-A-19.wav 1 19 thunderstorm False 101296 A" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#reading the csv file\n", + "data = pd.read_csv('./data/meta/esc50.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "7r3nVCBZvg4W" + }, + "outputs": [], + "source": [ + "# Identify and select the TPU\n", + "try:\n", + " tpu = tf.distribute.cluster_resolver.TPUClusterResolver() # TPU detection\n", + " tf.config.experimental_connect_to_cluster(tpu)\n", + " tf.tpu.experimental.initialize_tpu_system(tpu)\n", + " tpu_strategy = tf.distribute.TPUStrategy(tpu)\n", + "except:\n", + " print(\"TPU not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "ZeXO4FT1kKq1", + "outputId": "0e34e7e1-925d-4335-fb77-dc8eb563ec6c" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Effects of augmentation\n", + "\n", + "a, a_sr = librosa.load(\"./data/audio/{}\".format(data.loc[120, \"filename\"]), sr = 44100)\n", + "\n", + "fig_aug, ax_aug = plt.subplots(4, 2, figsize = (7, 6))\n", + "\n", + "for i in range(8):\n", + " row = i//2\n", + " col = i%2\n", + "\n", + " scaled_a = (a - a.min())/(a.max() - a.min())\n", + " \n", + " if i == 0:\n", + " plot_a = scaled_a\n", + " aug_title = \"Original audio (scaled in $[0, 1]$)\"\n", + " elif i == 1:\n", + " plot_a = scaled_a + 0.005*np.random.randn(len( scaled_a ))\n", + " aug_title = \"Addition of random noise\"\n", + " elif i == 2:\n", + " plot_a = np.roll(scaled_a, 22050)\n", + " aug_title = \"TIME SHIFT: right shift\"\n", + " elif i == 3:\n", + " plot_a = librosa.effects.pitch_shift(y = scaled_a, sr = a_sr, n_steps = 3)\n", + " aug_title = \"PITCH SHIFT: shift down by 3\"\n", + " elif i == 4:\n", + " plot_a = librosa.effects.pitch_shift(y = scaled_a, sr = a_sr, n_steps = -3)\n", + " aug_title = \"PITCH SHIFT: shift down by -3\"\n", + " elif i == 5:\n", + " plot_a = librosa.effects.time_stretch(y = scaled_a, rate = 1.25)\n", + " plot_a = np.append(plot_a, np.zeros(shape = len(scaled_a) - len(plot_a)))\n", + " aug_title = \"SPEED SHIFT: faster\"\n", + " elif i == 6:\n", + " plot_a = librosa.effects.time_stretch(y = scaled_a, rate = 0.8)\n", + " plot_a = plot_a[:len(scaled_a)]\n", + " aug_title = \"SPEED SHIFT: slower\"\n", + " else:\n", + " ax_aug[row, col].set_visible(False)\n", + " \n", + " ax_aug[row, col].plot(plot_a, color = \"#191970\")\n", + " ax_aug[row, col].set_xticklabels([])\n", + " ax_aug[row, col].set_title(aug_title)\n", + " ax_aug[row, col].set_ylim(-0.01, 1.01)\n", + " \n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "#plt.savefig(\"augmentation_effect.png\", dpi = 300)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 657 + }, + "id": "u-zwBj4ErcaO", + "outputId": "b17a2fcf-ff97-4d8e-f93a-477746924b13" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig_eda, ax_eda = plt.subplots(4, 1, figsize = (7, 9))\n", + "\n", + "# --------------------------------------------------------------------\n", + "librosa.display.specshow(librosa.power_to_db(\n", + " librosa.feature.melspectrogram(y = a, sr = a_sr,\n", + " n_mels = 128, fmax=8000),\n", + " ref = np.max),\n", + " x_axis = \"time\", y_axis = \"mel\", fmax = 8000,\n", + " ax=ax_eda[1], cmap = \"GnBu\")\n", + "ax_eda[1].set_xlabel(\"Time $(s)$\")\n", + "ax_eda[1].set_ylabel(\"Frequency $(Hz)$\")\n", + "ax_eda[1].set_title(\"Mel spectrogram\")\n", + "# --------------------------------------------------------------------\n", + "librosa.display.specshow(librosa.feature.mfcc(y = a, sr = a_sr,\n", + " hop_length = 512, n_mfcc = 60),\n", + " cmap = \"GnBu\", ax = ax_eda[2], x_axis = \"time\")\n", + "ax_eda[2].set_title(\"MFCC\")\n", + "ax_eda[2].set_ylabel(\"Frequency $(Hz)$\")\n", + "ax_eda[2].set_xlabel(\"Time $(s)$\")\n", + "# --------------------------------------------------------------------\n", + "librosa.display.specshow(librosa.feature.chroma_stft(y = a, sr = a_sr,\n", + " hop_length = 512, win_length = 1024,\n", + " n_chroma = 60),\n", + " ax = ax_eda[3], cmap = \"GnBu\", y_axis='chroma', x_axis='time')\n", + "ax_eda[3].set_yticklabels([])\n", + "ax_eda[3].set_yticks([])\n", + "ax_eda[3].set_xlabel(\"Time $(s)$\")\n", + "ax_eda[3].set_title(\"Chromagram \")\n", + "# --------------------------------------------------------------------\n", + "ax_eda[0].plot(np.linspace(ax_eda[3].get_xticks().min(),\n", + " ax_eda[3].get_xticks().max(),\n", + " len(a)), a, color = \"#191970\")\n", + "ax_eda[0].set_title(\"Thunderstorm - file: 1-23222-B-19.wav\")\n", + "ax_eda[0].set_ylabel(\"Amplitude\")\n", + "ax_eda[0].set_xlabel(\"Time $(s)$\")\n", + "ax_eda[0].set_xticks(ax_eda[3].get_xticks()[:-1])\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "#plt.savefig(\"eda_image.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data import from `.parquet` files. The import is done only once then, depending on the desired input, the following `pd.DataFrame` is converted into a `np.array` and properly reshaped." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ltEk_2LYnWzz" + }, + "outputs": [], + "source": [ + "X = pd.read_parquet(\".//data/X_RNN_60x431_7times.parquet\")\n", + "y = pd.read_parquet(\".//data/y_RNN_7times.parquet\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ppfLu_Nafr05" + }, + "source": [ + "## 1. RNN with 60x431 input (RNN-SEQ2D)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_IgYRaNbf9Iz" + }, + "outputs": [], + "source": [ + "X1 = X.values.reshape(len(X), 60, 431)\n", + "y1 = y.values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XN3eX1ACfpR2", + "outputId": "d9e1ce11-73bc-4fcd-b0fd-a13ee9a6075f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training examples: 11200\n", + "Validation examples: 1400\n", + "Test examples: 1400\n", + "\n", + "Input shape: (60, 431)\n" + ] + } + ], + "source": [ + "X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, train_size = .8,\n", + " random_state = 42, shuffle = True)\n", + "X_valid1, X_test1, y_valid1, y_test1 = train_test_split(X_test1, y_test1, train_size = .5,\n", + " random_state = 42, shuffle = True)\n", + "\n", + "# one hot encoding of categories\n", + "y_train1 = tf.keras.utils.to_categorical(y_train1)\n", + "y_valid1 = tf.keras.utils.to_categorical(y_valid1)\n", + "y_test1 = tf.keras.utils.to_categorical(y_test1)\n", + "\n", + "print(\"Training examples: {}\".format(y_train1.shape[0]))\n", + "print(\"Validation examples: {}\".format(y_valid1.shape[0]))\n", + "print(\"Test examples: {}\".format(y_test1.shape[0]))\n", + "print()\n", + "print(\"Input shape: {}\".format(X_train1[0].shape))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "D31M3Y6Xg22D" + }, + "outputs": [], + "source": [ + "BATCH_SIZE1 = 100" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tt_j-IJcgqOu", + "outputId": "eb641df2-d9ea-44be-e86b-8a7cc0ff4f06" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " bidirectional (Bidirectiona (None, 60, 2586) 17843400 \n", + " l) \n", + " \n", + " flatten (Flatten) (None, 155160) 0 \n", + " \n", + " dense (Dense) (None, 400) 62064400 \n", + " \n", + " dropout (Dropout) (None, 400) 0 \n", + " \n", + " dense_1 (Dense) (None, 200) 80200 \n", + " \n", + " dropout_1 (Dropout) (None, 200) 0 \n", + " \n", + " dense_2 (Dense) (None, 100) 20100 \n", + " \n", + " dropout_2 (Dropout) (None, 100) 0 \n", + " \n", + " dense_3 (Dense) (None, 50) 5050 \n", + " \n", + "=================================================================\n", + "Total params: 80,013,150\n", + "Trainable params: 80,013,150\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "with tpu_strategy.scope():\n", + " null_model = keras.models.Sequential([keras.Input(shape = (60, 431)),\n", + " keras.layers.Bidirectional(\n", + " keras.layers.LSTM(int(431*3),\n", + " return_sequences = True)),\n", + " keras.layers.Flatten(),\n", + " keras.layers.Dense(400, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(200, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(100, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(50, activation = \"softmax\")])\n", + " \n", + " null_model.compile(loss = \"categorical_crossentropy\",\n", + " optimizer = tf.keras.optimizers.Adam(learning_rate = 1e-3),\n", + " metrics=[\"accuracy\"])\n", + "\n", + "print(null_model.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "IBJZajssg3WA" + }, + "outputs": [], + "source": [ + "nullHST = null_model.fit(X_train1, y_train1,\n", + " epochs = 100,\n", + " batch_size = BATCH_SIZE1,\n", + " validation_data = (X_valid1, y_valid1),\n", + " verbose = 0,\n", + " callbacks = [keras.callbacks.EarlyStopping(monitor = \"val_accuracy\",\n", + " patience = 10)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 368 + }, + "id": "BM196I2wom8b", + "outputId": "bf07f3fa-acb7-4a61-e5a7-85ae2e05a459" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "44/44 - 2s - loss: 1.1601 - accuracy: 0.7007 - 2s/epoch - 49ms/step\n", + "=======================================================================\n", + "Accuracy on test: 70.07%\n", + "Memory used: 204.7 Mb\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig1, ax1 = plt.subplots(1, 2, figsize = (14, 4))\n", + "evaluation.plot_loss(nullHST, axis = ax1[0])\n", + "evaluation.plot_accuracy(nullHST, axis = ax1[1])\n", + "print()\n", + "scores_NULL1 = null_model.evaluate(X_test1, y_test1, verbose = 2)\n", + "print(\"=\"*71)\n", + "print(\"Accuracy on test: {:.2f}%\".format(scores_NULL1[1]*100))\n", + "print(\"Memory used: {:.1f} Mb\".format(\n", + " evaluation.keras_model_memory_usage_in_bytes(model = null_model,\n", + " batch_size = BATCH_SIZE1)/1e6))\n", + "\n", + "plt.show()\n", + "#plt.savefig(\"RNN-60x431.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the following cell a deeper analysis than the plain assessment of the accuracy on the test set is provided. In particular, we have been looking for the misclassified examples class of belonging and most common decepetion for those clasess." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "POpKGKmQQ8DZ", + "outputId": "aa204478-38ad-4c73-83ab-460b5613290a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Less represented in test set\n", + " target category\n", + "33 46 church_bells\n", + "286 13 crickets\n", + "\n", + "More represented in test set\n", + " target category\n", + "11 22 clapping\n", + "82 49 hand_saw\n" + ] + } + ], + "source": [ + "print(\"Less represented in test set\")\n", + "print(data.loc[data[\"target\"].isin([13, 46]), [\"target\", \"category\"]].drop_duplicates())\n", + "print()\n", + "print(\"More represented in test set\")\n", + "print(data.loc[data[\"target\"].isin([22, 49]), [\"target\", \"category\"]].drop_duplicates())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "7I4rGMSbRhVt" + }, + "outputs": [], + "source": [ + "data.loc[data[\"target\"].isin([2, 5, 15, ]), [\"target\", \"category\"]].drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vVkcdUPtDzBl", + "outputId": "edccf475-992b-4c3f-f468-3668d567566f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44/44 [==============================] - 2s 29ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.83 0.71 0.77 35\n", + " 1 0.94 0.91 0.93 35\n", + " 2 0.65 0.73 0.69 33\n", + " 3 0.91 0.91 0.91 34\n", + " 4 0.85 0.79 0.82 29\n", + " 5 0.61 1.00 0.76 30\n", + " 6 0.73 0.56 0.63 34\n", + " 7 0.84 0.64 0.73 25\n", + " 8 0.80 0.71 0.75 28\n", + " 9 0.81 0.77 0.79 22\n", + " 10 0.49 0.71 0.58 24\n", + " 11 0.45 0.84 0.58 25\n", + " 12 0.44 0.70 0.54 30\n", + " 13 0.81 0.89 0.85 19\n", + " 14 0.76 0.71 0.73 31\n", + " 15 0.75 0.33 0.46 36\n", + " 16 0.76 0.68 0.72 28\n", + " 17 0.49 0.96 0.65 26\n", + " 18 0.96 0.90 0.93 29\n", + " 19 0.92 0.69 0.79 35\n", + " 20 0.58 0.81 0.68 26\n", + " 21 0.88 0.91 0.89 23\n", + " 22 0.88 0.79 0.83 38\n", + " 23 0.50 0.50 0.50 22\n", + " 24 0.93 0.45 0.60 29\n", + " 25 0.72 0.59 0.65 22\n", + " 26 0.58 0.73 0.65 30\n", + " 27 0.88 0.71 0.79 21\n", + " 28 0.53 0.72 0.61 25\n", + " 29 0.76 0.45 0.57 29\n", + " 30 0.69 0.95 0.80 21\n", + " 31 0.38 0.73 0.50 22\n", + " 32 0.50 0.30 0.37 30\n", + " 33 0.94 0.48 0.64 33\n", + " 34 0.72 0.88 0.79 24\n", + " 35 0.57 0.77 0.66 31\n", + " 36 0.78 0.50 0.61 28\n", + " 37 0.93 0.76 0.83 33\n", + " 38 0.55 0.46 0.50 24\n", + " 39 0.55 0.95 0.70 22\n", + " 40 0.71 0.58 0.64 26\n", + " 41 0.85 0.63 0.72 35\n", + " 42 0.63 0.81 0.71 21\n", + " 43 0.97 0.93 0.95 30\n", + " 44 0.92 0.79 0.85 28\n", + " 45 0.67 0.64 0.65 22\n", + " 46 0.79 1.00 0.88 19\n", + " 47 0.78 0.90 0.84 31\n", + " 48 0.52 0.38 0.44 29\n", + " 49 1.00 0.26 0.42 38\n", + "\n", + " accuracy 0.70 1400\n", + " macro avg 0.73 0.71 0.70 1400\n", + "weighted avg 0.74 0.70 0.70 1400\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test1.argmax(axis = 1),\n", + " null_model.predict(X_test1).argmax(axis = 1)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ge0BK2cdh0oV" + }, + "source": [ + "## 2. RNN with 1x431 input (RNN431)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6Y7jS1c_iAzV", + "outputId": "d333b918-cbf7-494a-951e-560798a5bd53" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training examples: 11200\n", + "Validation examples: 1400\n", + "Test examples: 1400\n", + "\n", + "Input shape: (1, 431)\n" + ] + } + ], + "source": [ + "X2 = X.values.reshape(len(X), 60, 431).mean(axis = 1)\n", + "y2 = y.copy().values\n", + "\n", + "X2 = X2.reshape(len(X2), 1, 431)\n", + "\n", + "X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, train_size = .8,\n", + " random_state = 42, shuffle = True)\n", + "X_valid2, X_test2, y_valid2, y_test2 = train_test_split(X_test2, y_test2, train_size = .5,\n", + " random_state = 42, shuffle = True)\n", + "\n", + "# one hot encoding of categories\n", + "y_train2 = tf.keras.utils.to_categorical(y_train2)\n", + "y_valid2 = tf.keras.utils.to_categorical(y_valid2)\n", + "y_test2 = tf.keras.utils.to_categorical(y_test2)\n", + "\n", + "print(\"Training examples: {}\".format(y_train2.shape[0]))\n", + "print(\"Validation examples: {}\".format(y_valid2.shape[0]))\n", + "print(\"Test examples: {}\".format(y_test2.shape[0]))\n", + "print()\n", + "print(\"Input shape: {}\".format(X_train2[0].shape))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fDb4dAByiMp2" + }, + "outputs": [], + "source": [ + "BATCH_SIZE1 = 100" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d6JGYij4ik30", + "outputId": "ac80755d-dff1-4ab9-b52f-f384cca6341e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " bidirectional_1 (Bidirectio (None, 1, 2586) 13390308 \n", + " nal) \n", + " \n", + " flatten_1 (Flatten) (None, 2586) 0 \n", + " \n", + " dense_4 (Dense) (None, 400) 1034800 \n", + " \n", + " dropout_3 (Dropout) (None, 400) 0 \n", + " \n", + " dense_5 (Dense) (None, 200) 80200 \n", + " \n", + " dropout_4 (Dropout) (None, 200) 0 \n", + " \n", + " dense_6 (Dense) (None, 100) 20100 \n", + " \n", + " dropout_5 (Dropout) (None, 100) 0 \n", + " \n", + " dense_7 (Dense) (None, 50) 5050 \n", + " \n", + "=================================================================\n", + "Total params: 14,530,458\n", + "Trainable params: 14,530,458\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "with tpu_strategy.scope():\n", + " model2 = keras.models.Sequential([keras.Input(shape = (1, 431)),\n", + " keras.layers.Bidirectional(\n", + " keras.layers.GRU(int(431*3),\n", + " return_sequences = True)),\n", + " keras.layers.Flatten(),\n", + " keras.layers.Dense(400, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(200, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(100, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(50, activation = \"softmax\")])\n", + " \n", + " model2.compile(loss = \"categorical_crossentropy\",\n", + " optimizer = tf.keras.optimizers.Adam(learning_rate = 1e-3),\n", + " metrics=[\"accuracy\"])\n", + "\n", + "print(model2.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1U5EIQvhjpnO" + }, + "outputs": [], + "source": [ + "HST2 = model2.fit(X_train2, y_train2,\n", + " epochs = 100,\n", + " batch_size = BATCH_SIZE1,\n", + " validation_data = (X_valid2, y_valid2),\n", + " verbose = 0,\n", + " callbacks = [keras.callbacks.EarlyStopping(monitor = \"val_accuracy\",\n", + " patience = 10)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 368 + }, + "id": "GEpLCxTXj2s6", + "outputId": "1b68a2f6-75a9-4ee7-aaf3-fef6a8a22c02" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "44/44 - 2s - loss: 3.0129 - accuracy: 0.2364 - 2s/epoch - 40ms/step\n", + "=======================================================================\n", + "Accuracy on test: 23.64%\n", + "Memory used: 17.2 Mb\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig2, ax2 = plt.subplots(1, 2, figsize = (14, 4))\n", + "evaluation.plot_loss(HST2, axis = ax2[0])\n", + "evaluation.plot_accuracy(HST2, axis = ax2[1])\n", + "print()\n", + "scores2 = model2.evaluate(X_test2, y_test2, verbose = 2)\n", + "print(\"=\"*71)\n", + "print(\"Accuracy on test: {:.2f}%\".format(scores2[1]*100))\n", + "print(\"Memory used: {:.1f} Mb\".format(\n", + " evaluation.keras_model_memory_usage_in_bytes(model = model2,\n", + " batch_size = BATCH_SIZE1)/1e6))\n", + "\n", + "plt.show()\n", + "#plt.savefig(\"RNN-1x431.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tv2ZpAYFF9lo", + "outputId": "a1613952-7677-4b8f-e48b-f5ace31f7640" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44/44 [==============================] - 3s 31ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.50 0.34 0.41 35\n", + " 1 0.50 0.49 0.49 35\n", + " 2 0.23 0.18 0.20 33\n", + " 3 0.24 0.15 0.18 34\n", + " 4 0.13 0.10 0.12 29\n", + " 5 0.27 0.20 0.23 30\n", + " 6 0.17 0.21 0.18 34\n", + " 7 0.12 0.08 0.10 25\n", + " 8 0.30 0.11 0.16 28\n", + " 9 0.50 0.05 0.08 22\n", + " 10 0.12 0.42 0.18 24\n", + " 11 0.06 0.08 0.07 25\n", + " 12 0.25 0.03 0.06 30\n", + " 13 0.19 0.32 0.24 19\n", + " 14 0.40 0.06 0.11 31\n", + " 15 0.46 0.17 0.24 36\n", + " 16 0.10 0.18 0.13 28\n", + " 17 0.67 0.23 0.34 26\n", + " 18 0.27 0.55 0.36 29\n", + " 19 0.24 0.43 0.31 35\n", + " 20 0.26 0.23 0.24 26\n", + " 21 0.73 0.48 0.58 23\n", + " 22 0.29 0.13 0.18 38\n", + " 23 0.25 0.32 0.28 22\n", + " 24 0.45 0.52 0.48 29\n", + " 25 0.00 0.00 0.00 22\n", + " 26 0.13 0.13 0.13 30\n", + " 27 0.15 0.10 0.12 21\n", + " 28 0.15 0.20 0.17 25\n", + " 29 0.30 0.28 0.29 29\n", + " 30 0.45 0.48 0.47 21\n", + " 31 0.41 0.41 0.41 22\n", + " 32 0.16 0.23 0.19 30\n", + " 33 0.21 0.18 0.20 33\n", + " 34 0.56 0.58 0.57 24\n", + " 35 0.16 0.23 0.19 31\n", + " 36 0.00 0.00 0.00 28\n", + " 37 0.50 0.33 0.40 33\n", + " 38 0.27 0.33 0.30 24\n", + " 39 0.55 0.50 0.52 22\n", + " 40 0.00 0.00 0.00 26\n", + " 41 0.14 0.11 0.13 35\n", + " 42 0.22 0.24 0.23 21\n", + " 43 0.24 0.13 0.17 30\n", + " 44 0.24 0.29 0.26 28\n", + " 45 0.09 0.55 0.16 22\n", + " 46 0.08 0.11 0.09 19\n", + " 47 0.13 0.19 0.16 31\n", + " 48 0.40 0.14 0.21 29\n", + " 49 0.30 0.24 0.26 38\n", + "\n", + " accuracy 0.24 1400\n", + " macro avg 0.27 0.24 0.23 1400\n", + "weighted avg 0.27 0.24 0.23 1400\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], + "source": [ + "print(classification_report(y_test2.argmax(axis = 1),\n", + " model2.predict(X_test2).argmax(axis = 1)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This model performs quite bad, so the analysis on misclassified examples was made only for the three classes that the model never predicts." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "syVhnT9TS7Aa", + "outputId": "de665776-3002-4fbf-cb40-4b4c8fc55a07" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 475ms/step\n", + "[45 10 47 10 10 16 45 35 47 45 16 10 45 18 28 44 45 35 42 2 47 44 47 10\n", + " 16 35]\n", + "\n", + "1/1 [==============================] - 0s 477ms/step\n", + "[16 22 27 30 19 2 46 47 22 4 38 37 4 13 19 38 45 45 12 1 37 5]\n", + "\n", + "1/1 [==============================] - 0s 462ms/step\n", + "[11 44 47 18 35 10 11 35 18 35 47 45 35 10 10 10 35 35 10 44 10 35 47 45\n", + " 10 10 11 44]\n", + "\n" + ] + } + ], + "source": [ + "# Model never predicts an example to be:\n", + " # 40: helicopter -> mainly mistaken as train/rain/airplane\n", + "print(model2.predict(X_test2[np.where(y_test2.argmax(axis = 1) == 40)]).argmax(axis = 1), end = \"\\n\\n\")\n", + " # 25: footsteps -> mainly mistaken as clapping but basically random\n", + "print(model2.predict(X_test2[np.where(y_test2.argmax(axis = 1) == 25)]).argmax(axis = 1), end = \"\\n\\n\")\n", + " # 36: vacuum_cleaner -> mainly mistaken as rain/washing_machine\n", + "print(model2.predict(X_test2[np.where(y_test2.argmax(axis = 1) == 36)]).argmax(axis = 1), end = \"\\n\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FwtN1NonkFI0" + }, + "source": [ + "## 3. RNN with 1x60 input" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DnPNqUGNkIEz", + "outputId": "e2e1ff53-21fc-4a89-b8c9-91547f84cebf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training examples: 11200\n", + "Validation examples: 1400\n", + "Test examples: 1400\n", + "\n", + "Input shape: (1, 60)\n" + ] + } + ], + "source": [ + "X3 = X.values.reshape(len(X), 60, 431).mean(axis = 2)\n", + "y3 = y.copy().values\n", + "X3 = X3.reshape(len(X3), 1, 60)\n", + "\n", + "#X_train3, X_test3, y_train3, y_test3 = train_test_split(X3, y3, train_size = .75,\n", + "# random_state = 42, shuffle = True)\n", + "#X_train3, X_valid3, y_train3, y_valid3 = train_test_split(X_train3, y_train3, train_size = .8,\n", + "# random_state = 42, shuffle = True)\n", + "X_train3, X_test3, y_train3, y_test3 = train_test_split(X3, y3, train_size = .8,\n", + " random_state = 42, shuffle = True)\n", + "X_valid3, X_test3, y_valid3, y_test3 = train_test_split(X_test3, y_test3, train_size = .5,\n", + " random_state = 42, shuffle = True)\n", + "\n", + "# one hot encoding of categories\n", + "y_train3 = tf.keras.utils.to_categorical(y_train3)\n", + "y_valid3 = tf.keras.utils.to_categorical(y_valid3)\n", + "y_test3 = tf.keras.utils.to_categorical(y_test3)\n", + "\n", + "print(\"Training examples: {}\".format(y_train3.shape[0]))\n", + "print(\"Validation examples: {}\".format(y_valid3.shape[0]))\n", + "print(\"Test examples: {}\".format(y_test3.shape[0]))\n", + "print()\n", + "print(\"Input shape: {}\".format(X_train3[0].shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RNN60-simple" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sUJmDzBWkvRU", + "outputId": "5d805760-ebce-48bf-e303-ac523ca0b2f1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " bidirectional (Bidirectiona (None, 1, 2000) 6372000 \n", + " l) \n", + " \n", + " flatten (Flatten) (None, 2000) 0 \n", + " \n", + " dense (Dense) (None, 500) 1000500 \n", + " \n", + " dropout (Dropout) (None, 500) 0 \n", + " \n", + " dense_1 (Dense) (None, 200) 100200 \n", + " \n", + " dropout_1 (Dropout) (None, 200) 0 \n", + " \n", + " dense_2 (Dense) (None, 100) 20100 \n", + " \n", + " dropout_2 (Dropout) (None, 100) 0 \n", + " \n", + " dense_3 (Dense) (None, 50) 5050 \n", + " \n", + "=================================================================\n", + "Total params: 7,497,850\n", + "Trainable params: 7,497,850\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "with tpu_strategy.scope():\n", + " model3 = keras.models.Sequential([keras.Input(shape = (1, 60)),\n", + " keras.layers.Bidirectional(keras.layers.GRU(1000,\n", + " return_sequences = True)),\n", + " keras.layers.Flatten(),\n", + " keras.layers.Dense(500, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(200, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(100, activation = \"relu\"),\n", + " keras.layers.Dropout(0.2),\n", + " keras.layers.Dense(50, activation = \"softmax\")])\n", + " \n", + " model3.compile(loss = \"categorical_crossentropy\",\n", + " optimizer = tf.keras.optimizers.Adam(learning_rate = 1e-3),\n", + " metrics=[\"accuracy\"])\n", + "\n", + "print(model3.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "7SUGMvx-Jivg", + "outputId": "dd97dd3e-0c03-4bc4-9d7b-8a665a2fb73e" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from keras.utils.vis_utils import plot_model\n", + "\n", + "plot_model(model3, to_file = \"RNN60-small-arch.png\", show_shapes=True,\n", + " show_layer_names=False, dpi = 300, show_layer_activations = False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "R5El1VTjrLra" + }, + "outputs": [], + "source": [ + "BATCH_SIZE3 = 100" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WM29x21Ek0X9" + }, + "outputs": [], + "source": [ + "HST3 = model3.fit(X_train3, y_train3,\n", + " epochs = 200,\n", + " batch_size = BATCH_SIZE3,\n", + " validation_data = (X_valid3, y_valid3),\n", + " verbose = 0,\n", + " callbacks = [keras.callbacks.EarlyStopping(monitor = \"val_accuracy\",\n", + " patience = 10)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 368 + }, + "id": "GZuouXTGlGxT", + "outputId": "d94d1f3a-0e76-4ba6-966f-895b8151bdb3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "44/44 - 1s - loss: 0.6021 - accuracy: 0.8600 - 729ms/epoch - 17ms/step\n", + "=======================================================================\n", + "Accuracy on test: 86.00%\n", + "Memory used: 9.8 Mb\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzIAAAEICAYAAACES8HPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3RUxdvA8e+kd1IJIQkk9JICITQRARFBRQQVlaYgRVGwgYKKoL6iqIgIWED90USqIihNEUSaQEBqaEloCaSTRvruvH9siKEHSFgSns85OezenTv3uRtOZp+dprTWCCGEEEIIIURFYmHuAIQQQgghhBDiekkiI4QQQgghhKhwJJERQgghhBBCVDiSyAghhBBCCCEqHElkhBBCCCGEEBWOJDJCCCGEEEKICkcSGSGEEEIIIUSFI4mMECUopY4rpe4zdxxCCCHuDEqpv5RSZ5VStuaORYiKRhIZIYQQQggzUEoFAG0BDXS7hde1ulXXEqI8SSIjxDUopWyVUpOVUqeLfiaf/+ZMKeWplPpNKZWmlEpVSm1USlkUvTZKKRWnlMpUSh1WSnU0750IIYS4zTwN/APMAp45f1Ap5a+U+lkplaSUSlFKTSvx2mCl1MGitiVSKRVWdFwrpeqUKDdLKfVB0eP2SqnYonYpHpiplHIrar+SinqEflNK+ZU4310pNbOo3TurlPql6Ph+pdTDJcpZK6WSlVJNy+1dEuIKJJER4treBloBTYBQoAUwpui1EUAs4AV4A28BWilVHxgGNNdaOwOdgeO3NmwhhBC3uaeBeUU/nZVS3kopS+A34AQQAPgCCwCUUj2Bd4vOc8HUi5NSymtVA9yBmsAQTJ8BZxY9rwHkANNKlJ8LOACNgarA50XH5wB9S5R7EDijtf63lHEIUWaka1GIa+sDDNdaJwIopd4DpgPvAAWAD1BTax0FbCwqYwBsgUZKqSSt9XFzBC6EEOL2pJS6G1MSsUhrnayUigZ6Y+qhqQ68rrUuLCq+qejfQcAnWusdRc+jruOSRmCc1jqv6HkO8FOJeMYD64se+wAPAB5a67NFRTYU/fsD8I5SykVrnQH0w5T0CHHLSY+MENdWHdM3Y+edKDoG8CmmhuR3pVSMUmo0QFFS8wqmb84SlVILlFLVEUIIIUyeAX7XWicXPf+x6Jg/cKJEElOSPxB9g9dL0lrnnn+ilHJQSk1XSp1QSmUAfwOuRT1C/kBqiSSmmNb6NLAZeEwp5Yop4Zl3gzEJcVMkkRHi2k5j+tbsvBpFx9BaZ2qtR2ita2Hq4n/t/FwYrfWPWuvz37hp4ONbG7YQQojbkVLKHngCaKeUii+at/IqpuHLCUCNK0zIPwXUvkK12ZiGgp1X7aLX9UXPRwD1gZZaaxfgnvPhFV3HvShRuZzZmIaX9QS2aq3jrlBOiHIliYwQl7JWStmd/wHmA2OUUl5KKU9gLKaudZRSXZVSdZRSCkgHDIBRKVVfKXVv0aIAuZi68I3muR0hhBC3me6Y2otGmOZfNgEaYhqe3B04A0xQSjkWtUVtis77DhiplGqmTOoopc5/0bYb6K2UslRKdQHaXSMGZ0xtU5pSyh0Yd/4FrfUZYBXwVdGiANZKqXtKnPsLEAa8jGnOjBBmIYmMEJdaiemP+/kfOyAC2AvsA3YBHxSVrQusBbKArcBXWuv1mObHTACSgXhMEyXfvHW3IIQQ4jb2DDBTa31Sax1//gfTZPtewMNAHeAkpgVlngTQWi8GxmMahpaJKaFwL6rz5aLz0jDN7fzlGjFMBuwxtVP/AKsver0fpnmgh4BETMOlKYrj/PyaQODn67x3IcqM0vrinkYhhBBCCCGuTCk1Fqinte57zcJClBNZtUwIIYQQQpRa0VC0gZh6bYQwGxlaJoQQQgghSkUpNRjTYgCrtNZ/mzsecWeToWVCCCGEEEKICkd6ZIQQQgghhBAVjtnmyHh6euqAgABzXV4IIQSwc+fOZK21l7njuB1JOyWEEOZ3tXbqmolM0T4af2NaTtYKWKK1HndRmf6Ydjg/vyHSNK31d1erNyAggIiIiGtHL4QQotwopU6YO4bblbRTQghhfldrp0rTI5MH3Ku1zlJKWQOblFKrtNb/XFRuodZ62M0EKoQQQgghhBClcc1ERptWA8gqempd9CMrBAghhBBCCCHMplST/ZVSlkqp3Zh2dv1Da73tMsUeU0rtVUotUUr5X6GeIUqpCKVURFJS0k2ELYQQQgghhLiTlWqyv9baADRRSrkCS5VSQVrr/SWK/ArM11rnKaWeA2YD916mnhnADIDw8HDp1RFClEpBQQGxsbHk5uaaO5QKy87ODj8/P6ytrc0dihBC3DLSflQcN9JOXdeqZVrrNKXUeqALsL/E8ZQSxb4DPrmeeoUQ4mpiY2NxdnYmICAApZS5w6lwtNakpKQQGxtLYGCgucMRQohbRtqPiuFG26lrDi1TSnkV9cSglLIHOgGHLirjU+JpN+BgqSMQQohryM3NxcPDQxqhG6SUwsPDQ76RFELccaT9qBhutJ0qTY+MDzBbKWWJKfFZpLX+TSn1PhChtV4OvKSU6gYUAqlA/+uKQgghrkEaoZsj758Q4k4lf/8qhhv5PZVm1bK9QNPLHB9b4vGbwJvXffUb9O+/J1i1ah8jRnTB1tZse3oKIYQQQgghzKRUq5bdbiIjzzBt2p8kJ2eaOxQhxB0gJSWFJk2a0KRJE6pVq4avr2/x8/z8/KueGxERwUsvvXRd1wsICCA5OflmQhZCCHEbuNXtx52mQnZneHo6AZCSkoWvr5uZoxFCVHYeHh7s3r0bgHfffRcnJydGjhxZ/HphYSFWVpf/cxoeHk54ePgtiVMIIcTtpbK2H1eL+1aqkD0yHh7/JTJCCGEO/fv35/nnn6dly5a88cYbbN++ndatW9O0aVPuuusuDh8+DMBff/1F165dAVMj9uyzz9K+fXtq1arFlClTrnmdSZMmERQURFBQEJMnTwbg3LlzPPTQQ4SGhhIUFMTChQsBGD16NI0aNSIkJOSChlIIIcTtozzbj6FDhxIeHk7jxo0ZN25c8fEdO3Zw1113ERoaSosWLcjMzMRgMDBy5EiCgoIICQlh6tSpwIWjAiIiImjfvn1xDP369aNNmzb069eP48eP07ZtW8LCwggLC2PLli3F1/v4448JDg4mNDSU0aNHEx0dTVhYWPHrR48eveD5jTJ/KnUDzvfIJCdLIiPEnWbs2KUcOBBXpnU2buzL++/3uO7zYmNj2bJlC5aWlmRkZLBx40asrKxYu3Ytb731Fj/99NMl5xw6dIj169eTmZlJ/fr1GTp06BXXzN+5cyczZ85k27ZtaK1p2bIl7dq1IyYmhurVq7NixQoA0tPTSUlJYenSpRw6dAilFGlpadd9P0IIUZndCe3H+PHjcXd3x2Aw0LFjR/bu3UuDBg148sknWbhwIc2bNycjIwN7e3tmzJjB8ePH2b17N1ZWVqSmpl4z7sjISDZt2oS9vT3Z2dn88ccf2NnZcfToUXr16kVERASrVq1i2bJlbNu2DQcHB1JTU3F3d6dKlSrs3r2bJk2aMHPmTAYMGHDd79vFJJERQogb1LNnTywtLQFTMvHMM89w9OhRlFIUFBRc9pyHHnoIW1tbbG1tqVq1KgkJCfj5+V227KZNm+jRoweOjo4APProo2zcuJEuXbowYsQIRo0aRdeuXWnbti2FhYXY2dkxcOBAunbtWvwtnhBCiNtPebUfixYtYsaMGRQWFnLmzBkiIyNRSuHj40Pz5s0BcHFxAWDt2rU8//zzxUPE3N3drxl3t27dsLe3B0ybjQ4bNozdu3djaWnJkSNHiusdMGAADg4OF9Q7aNAgZs6cyaRJk1i4cCHbt2+/rvfscipkIuPoaIudnbVM9hfiDnQj33yVl/MJBsA777xDhw4dWLp0KcePHy/uir+Yra1t8WNLS0sKCwuv+7r16tVj165drFy5kjFjxtCxY0fGjh3L9u3b+fPPP1myZAnTpk1j3bp11123EEJUVpW9/Th27BgTJ05kx44duLm50b9//xvaP8zKygqj0Qhwyfkl4/7888/x9vZmz549GI1G7OzsrlrvY489xnvvvce9995Ls2bN8PDwuO7YLlYh58gopXB3d5Q5MkKI20Z6ejq+vr4AzJo1q0zqbNu2Lb/88gvZ2dmcO3eOpUuX0rZtW06fPo2DgwN9+/bl9ddfZ9euXWRlZZGens6DDz7I559/zp49e8okBiGEEOWrrNqPjIwMHB0dqVKlCgkJCaxatQqA+vXrc+bMGXbs2AFAZmYmhYWFdOrUienTpxcnROeHlgUEBLBz506Ayw5xKxm3j48PFhYWzJ07F4PBAECnTp2YOXMm2dnZF9RrZ2dH586dGTp0aJkMK4MKmsiAaXiZJDJCiNvFG2+8wZtvvknTpk1vqJflcsLCwujfvz8tWrSgZcuWDBo0iKZNm7Jv3z5atGhBkyZNeO+99xgzZgyZmZl07dqVkJAQ7r77biZNmlQmMVQUSqn/KaUSlVL7r/C6UkpNUUpFKaX2KqVufpapEEKUgbJqP0JDQ2natCkNGjSgd+/etGnTBgAbGxsWLlzI8OHDCQ0NpVOnTuTm5jJo0CBq1KhBSEgIoaGh/PjjjwCMGzeOl19+mfDw8OLhb5fzwgsvMHv2bEJDQzl06FBxb02XLl3o1q0b4eHhNGnShIkTJxaf06dPHywsLLj//vtv+D5LUlrrMqnoeoWHh+uIiIgbPr9v3xmkpGSxatVrZRiVEOJ2dPDgQRo2bGjuMCq8y72PSqmdWuvbc33P66CUugfIAuZorYMu8/qDwHDgQaAl8IXWuuXV6rzZdkoIYX7SftxeJk6cSHp6Ov/3f/932devt52qkHNkwNQjc/hwvLnDEEIIcRvQWv+tlAq4SpFHMCU5GvhHKeWqlPLRWp+5JQEKIcQdrkePHkRHR5fp/M0Km8h4eJiGlmmtUUqZOxwhhBC3N1/gVInnsUXHLkhklFJDgCEANWrUuGXBCSFEZbd06dIyr7PCzpHx8HAiN7eA7Ox8c4cihBCiktBaz9Bah2utw728vMwdjhBCiKuosInMf3vJyBLMQgghrikO8C/x3K/omBBCiAqqAicyzoBsiimEEKJUlgNPF61e1gpIl/kxQghRsVXYOTL/9chIIiOEEHc6pdR8oD3gqZSKBcYB1gBa62+AlZhWLIsCsoGy2cRACCGE2VTYHhl3d0lkhBC3RocOHVizZs0FxyZPnszQoUOveE779u253NK9Vzoubo7WupfW2kdrba219tNaf6+1/qYoiUGbvKi1rq21DtZayy9BCFHuyrL9EJeqsImMh4dp053UVElkhBDlq1evXixYsOCCYwsWLKBXr15mikgIIURFUBHbj7La1PlWqLCJjL29DU5OtjLZXwhR7h5//HFWrFhBfr5plcTjx49z+vRp2rZty9ChQwkPD6dx48aMGzfuuuqdP38+wcHBBAUFMWrUKAAMBgP9+/cnKCiI4OBgPv/8cwCmTJlCo0aNCAkJ4amnnirbGxRCCFEuyrL9eP/992nevDlBQUEMGTKE85vaR0VFcd999xEaGkpYWBjR0dEAfPzxxwQHBxMaGsro0aOBC3t7kpOTCQgIAGDWrFl069aNe++9l44dO5KVlUXHjh0JCwsjODiYZcuWFccxZ84cQkJCCA0NpV+/fmRmZhIYGEhBQQEAGRkZFzwvTxV2jgyYJvzL0DIh7iyvnPqM3dmHy7TOJg71mew/4oqvu7u706JFC1atWsUjjzzCggULeOKJJ1BKMX78eNzd3TEYDHTs2JG9e/cSEhJyzWuePn2aUaNGsXPnTtzc3Lj//vv55Zdf8Pf3Jy4ujv379wOQlpYGwIQJEzh27Bi2trbFx4QQQpReRW8/hg0bxtixYwHo168fv/32Gw8//DB9+vRh9OjR9OjRg9zcXIxGI6tWrWLZsmVs27YNBwcHUlNTr3kvu3btYu/evbi7u1NYWMjSpUtxcXEhOTmZVq1a0a1bNyIjI/nggw/YsmULnp6epKam4uzsTPv27VmxYgXdu3dnwYIFPProo1hbW1//G3qdKmyPDJj2kpFERghxK5QcHlByWMCiRYsICwujadOmHDhwgMjIyFLVt2PHDtq3b4+XlxdWVlb06dOHv//+m1q1ahETE8Pw4cNZvXo1Li4uAISEhNCnTx9++OEHrKwq9HdQQghxRymr9mP9+vW0bNmS4OBg1q1bx4EDB8jMzCQuLo4ePXoAYGdnh4ODA2vXrmXAgAE4ODgApoTqWjp16lRcTmvNW2+9RUhICPfddx9xcXEkJCSwbt06evbsiaen5wX1Dho0iJkzZwIwc+ZMBgy4NeupVOjW0MPDidjYa2eYQojK42rffJWnRx55hFdffZVdu3aRnZ1Ns2bNOHbsGBMnTmTHjh24ubnRv39/cnNzb+o6bm5u7NmzhzVr1vDNN9+waNEi/ve//7FixQr+/vtvfv31V8aPH8++ffskoRFCiOtQkduP3NxcXnjhBSIiIvD39+fdd9+9ofbGysoKo9FYXGdJjo6OxY/nzZtHUlISO3fuxNramoCAgKter02bNhw/fpy//voLg8FAUFDQdcd2Iyp0j4ynpxMpKdIjI4Qof05OTnTo0IFnn322+Nu0jIwMHB0dqVKlCgkJCaxatarU9bVo0YINGzaQnJyMwWBg/vz5tGvXjuTkZIxGI4899hgffPABu3btwmg0curUKTp06MDHH39Meno6WVnyt08IISqCsmg/zicRnp6eZGVlsWTJEgCcnZ3x8/Pjl19+ASAvL4/s7Gw6derEzJkzyc7OBigeWhYQEMDOnTsBiuu4nPT0dKpWrYq1tTXr16/nxIkTANx7770sXryYlJSUC+oFePrpp+ndu/ct642BCt4jcz6RMRqNWFhU6JxMCFEB9OrVix49ehQPEQgNDaVp06Y0aNAAf39/2rRpU+q6fHx8mDBhAh06dEBrzUMPPcQjjzzCnj17GDBgQPE3Zh999BEGg4G+ffuSnp6O1pqXXnoJV1fXcrlHIYQQZe9m2w9XV1cGDx5MUFAQ1apVo3nz5sWvzZ07l+eee46xY8dibW3N4sWL6dKlC7t37yY8PBwbGxsefPBBPvzwQ0aOHMkTTzzBjBkzeOihh654vT59+vDwww8THBxMeHg4DRo0AKBx48a8/fbbtGvXDktLS5o2bcqsWbOKzxkzZswtXZFNnV/x4IoFlLID/gZsMSU+S7TW4y4qYwvMAZoBKcCTWuvjV6s3PDxc3+wa2d99t4GxY3/hwIEPcHNzvPYJQogK6eDBgzRs2NDcYVR4l3sflVI7tdbhZgrptlYW7ZQQwryk/bh1lixZwrJly5g7d+4N13G97VRpemTygHu11llKKWtgk1Jqldb6nxJlBgJntdZ1lFJPAR8DT97YLZReyU0xJZERQgghhBDi1hs+fDirVq1i5cqVt/S610xktKnL5vxgbOuin4u7cR4B3i16vASYppRS+lrdPTfJ09OUyJg2xfQuz0sJIYQQQgghLmPq1KlmuW6pJpYopSyVUruBROAPrfW2i4r4AqcAtNaFQDrgcZl6hiilIpRSEUlJSTcXOaZ9ZABZglmIO0A5fy9S6cn7J4S4U8nfv4rhRn5PpUpktNYGrXUTwA9ooZS6oTXVtNYztNbhWutwLy+vG6niAud7ZCSREaJys7OzIyUlRRqjG6S1JiUlBTs7O3OHIoQQt5S0HxXDjbZT17VqmdY6TSm1HugC7C/xUhzgD8QqpayAKpgm/Zer8/NikpMzy/tSQggz8vPzIzY2lrLoyb1T2dnZ4efnZ+4whBDilpL2o+K4kXbqmomMUsoLKChKYuyBTpgm85e0HHgG2Ao8Dqwr7/kxANbWlri5OZCScq68LyWEMCNra2sCAwPNHYYQQogKRtqPyq00PTI+wGyllCWmoWiLtNa/KaXeByK01suB74G5SqkoIBV4qtwivoiHhxMpKdIjI4QQQgghxPXSWrNhw2FOnkyhVava1K3rjVLqquecO5fHqVOp1KrlhY2N+balLM2qZXuBppc5PrbE41ygZ9mGVjqens4yR0YIIYQQQlR4ycmZ7Np1gsjI03h7V6FRIx/q1q2Gg4PNJWW11iQmZnD6dBqnT6ehtaZjx0bY219a9nK01qxZs58vvviDPXtOFR/38nLm7rvr0qlTYzp0aEiVKvbEx6ezZs1+/vwzkoMHzxAXdxaA0FB/5s4dXLwA13kGg5EDB+LYuPEIhw/HM2VKn5t4V67MfClUGfH0dOLw4XhzhyGEEEIIIcR1S0nJYs6cLSxatJ0TJy6dYm5hoWjQwIfmzQNp0aIW2dn5bNp0hM2bj17yZb6rqwNPPtmCfv3uolatSxfWMhiMREQc5/ff97NmzX5iYpKoWdODzz57ilatavHPPzFs3nyUDRsOs3TpLqysLKhVy4sjRxIACAz0pEWLQOrWbYWjoy0ffbSChx/+gnnznqNWLS8iI0/z/fd/s2rVPtLSsgGoX78a6ek5VKliX+bvXYVPZDw8nKRHRgghhBBC3BKZmbls3x7DP/9Ec/JkKsOGdSQ4+L9J6jk5+Xz33d80aOBDp06Nr1jPyZMpTJmylp9+iiAvr5B27erz9NNtCAurSVCQL4mJGRw8eIYDB+LYufM4S5ZEMHv2ZgC8vV1o164+YWEB+Pq6Ur26G2lp2cydu4Xvv/+b6dP/IjDQk9at6xAWVpPY2LPs3n2S3btPkpaWjbW1Ja1b1+aVVzrRvXsYVlaWAAQGetGrV0sMBiO7dp1gzZr97N8fS/fuYTz4YMglw86aNQvg6ae/pVu3L2jQwIctW6Kwt7eha9cQ2rVrQJs2dfD2rlJOvwlQ5lqOLjw8XEdERNx0PRMnrubzz3/nxIlPi38JQgghSkcptVNrHW7uOG5HZdVOCSHKX3Z2PgcOxFGtWhX8/d1LfV58fDpbtkSxdWsUu3adIDjYn5Eju+Dn53ZJ2ejoRD77bA3Ll/+L0aixsrLAwcGG3NwC3n23O88804bIyNMMG/ZD8Wih++5rxAcfPEqNGv9tr5iXV8jXX69jypS1APTsGc6gQe2oW/fqm7sXFho4ePAMdnbW1KlT9YrzWBIS0lm+fDebN0exbVs06ek5xb06TZrUoG3benTo0AAXl7LpIYmJSaJfvxnk5xsYMOBuevduhaurQ5nUDVdvpyp8IjNr1ibeeusn9ux5Hy8v52ufIIQQopgkMlcmiYwQt6/4+HS2bo1m27Zodu06wcGDZzAYjFhbWzJkSDteffV+HBxsr3h+bm4Bkyf/zpdfrsNgMOLiYkdIiD87dhwDYMCAtnTtGkpOTj7nzuWxZs1+Fi3agY2NFf36taZjx0Y0axZATk4+L7/8I+vWHaRly1r8++8JXF0dmDjxSaKiEpk4cTVGo6ZTp0Y4O9vj5GTL2rWRxMQk8fDDoYwb153q1V3L7X0yGIwcO5ZM9epVrvp+3KzCQgMWFgoLi1JtUXldrtZOVfihZf9tipkpiYwQQgghRDlKT8/hs89W4+npxEsvdSrzunfvPklSUgaJiZkkJ2eRmZlDZmYeWVm5RT95pKVlc/p0GgCOjraEhdVk2LCOhIT4sWbNAb78ch1Ll+7izTcf4sEHQy6Z/L5jxzFGjFhAVFQiTzzRgoED29KoUXUsLS2IjT3LxImrmT79L775Zn3xOTY2lgwYcDfDh993wedNBwcb5swZxNdfr2fChJXcf39jPvnkCTw8nLjvvsZ069aUDz/8jd27T3LuXB5ZWXlUr+7Kjz8+R/v2Dcr0/bucszqDlS7raFAYQHtjM2wsrMvlOlcaFZVQkMKK9E086/lIuVy3QvbIGLWRE/lnCLT1Zdu2GHr0mMq8eUPo0KFhGUcphBCVm/TIXJn0yAjxH601K1fuZcyYn0lIyABg9uxBV50DcjkFBQa2bYvBaDQSGOhF9equHDp0hlmzNvHTTzvJzS0oLmtnZ42zsx3OznY4Odni7GyHo6PpcVCQL61b16ZxY99LPkRv3x7DW2/9RGTkaZyd7XjwwRCaNw9kz56TbN0aTVRUIr6+bnz66RNXTCaiohI5diwJR0dbHB1t8PNzx8PD6ar3du5cHo6O5dfrkW3MpWf0KKyVFd/WHIOX9aXD387LMmTzeeKPfBo/l0yjab9FFwtHHqpyN897PcY9zmFlGltCQQqWyhJPq/96l/blRNE16hWSC9M42ngp1W0uXXygNCpdj8zkxB8ZETuZ5NC11KlTFTD9h5NERgghhBCibMXFneXtt3/m99/3ExTky7ffDmD06MW89toC1q17o7iH4syZNH79dTe5uQXk5xswGo24uNjj6uqAnZ01GzceYfXqfZw9m11ct5WVBYWFRuzsrOnRI4zu3cPw9XWjalVnHB1tr7mfyeW0aFGLNWtGsHnzUX7+eRcrVuxh4cLtODvb0aJFIL16taJfv9Y4OdldsY46daoWf8YsLQcHGzIMWSQUpJJSmE6wfR0cLa88D6VAFxKbn0Cgre816843FvB49BusztiKtbKi6cE+LKz1IW2cmlxS57dJS3n/zHckFKbQ3bU9Y30GEZefxC9pf7EsfQPzz67hQZc2fOQ7jBCHumQaznEs7zTVbbwuSERK62R+POEH+5FlyOY5r0d53ftp9uQc4cmYt3CytOfvet/ecBJzLRWyR2Z1+hYeiHqJDfVmcI9zGEFBY+jSJZiJE58s4yiFEKJykx6ZK5MeGXGnKyw08L//beSTT1ahNYwc2YXBg+/BysqSw4fP0KXLJNq2rcfs2YNYunQXb7/9E+npOcXnK6Uo+TnTycmWzp2D6Nq1Cc7Odhw7lsyBuON4VXVmQPcOZTpBvKScnHxOnUqldu2qnCg8zYT42bxU9UmC7OvcVL1GbeT3jH/YlLWbref2seNcZHHvB0AdW38W15pAE4f6l5xboAvpHjWCVRlbWFjrI3q63XfF6xi0gT7HxrDw7B/MqPE2zRwb0jN6FCfy4xle9QmaONSnlo0vpwoSGHv6G6LzYrnHKYwJvsNo7RRy4XthzGVq4kI+ip9FuiELD6sqJBeahum5Wbqws+HcKyZW28/tZyCJ9cMAACAASURBVHrSzwz27EErp+Di+toeHsyR3JN0c72HBam/Y6UsKdCFhNjX4dc6n+Nnc/VFDK6l0k32P5kfT819XfmqxmiGej3OY49No6DAwPLlL5dxlEIIUblJInNlksiIyqigwEBSUib29ta4uTlesdyRI/EMHz6Pffti6dixIR9++Pglq4F9993fjB27lJAQP/bujaVZswAmTXqKmjU9sLY2Dfc6P6clIyOH2rWrYmf33xyNdEMWoZG9yDJk81udycUfjsvLibwz3HNkMCfz47FTtnzq9xIvej1xQ70+SQVn6Xd8LGsytmKJJU0c6tHKMYgAm+p4W7tjgQWj4qaSXJjGVP/XGeTZvfg6WmsGnnifmSm/UtvWj5P58SyvPYkuVe4CYE/2ESYmzCVPF+BoYc+ZgmTWZGzlY9/hvFHtGcD03g05MZ4lZ//EiLE4rhD7unzk+yIPuLS56n2dLczg88QfOVOQTG1bP3ysPXn51ERq2/qxuf732Fn8N0TuSO4J3o77iiVpfwJghSWf+L3EK1V70//4u8xJXcGy2p/RzbUdMXmxfBw/m3xdyFT/13GyvPnktNINLfO39sbZwpHInBgA6tWrxtKlO9Fa39B/RiGEEEKIyiozM5d33lnKunWRpKScQ2uNvb0NH330GE880eKCslpr5szZwnvvLcPBwYbp05+ha9fQy36+evbZu1m37iCbNx/lzTcf4oUX7sXS8sJVq87Pcbmc4Sc/ITY/ET+bqtx75HkW1PqQbq7tbugeDdrAnJQVnMpPINi+DiEOdQm0qY6FMsUTm59AhyPPk2E4x+o6U5mSuIDhpz5ldcZWXq3amxaOjXG2vHJiV9LmrN08GfMWyYVpfOk/imc8ul52CNn9Lq3oe/wdhpwcz6Kzf9Df42G6u7bno/iZzEz5lbE+g3nNuw8dDj/Ho9Gvs6DWh6xK38KM5KW4WDpSzdqDc4YccnU+7/k8V5zEAFSxdGJhrY/INxZwMj+emPw4jNrI/S6tiu/5atysXHi/+vMXHrN05pHoEbx8aiLTa75NamE6756ewVdJS7C3sGWcz2AGej7CS6cm8lrs58xOWcGenCO86zOk+PdWy9aP6TXfLtX7WBYqZI8MQKtD/XGwsGNdvW+YOXMTb7/9Ezt3jsPHp/yWsBNCiMpGemSuTHpkxO2ssNBASkoWiYmZpKfn4O/vhr+/+yXL3+7bF8vzz8/m5MlUevQIo0YND7y9XVi27F+2bIniySdbMH78Y+Tk5LN9ewzz529j7dpI2rdvwOTJvaha1eWqceTlFZKWdu66Nz1clPoHTx57k3E+g3nBqyddo15hZ/YhBnk+wpmCZPbmRJFpyOY17968UrX3Veea/JUZwcunPmNvztELjjta2BNkX5sQ+7qsz4wgsSCVtfW+orljY7TWfJm0iNdjp5Cr87DAgmD7Onhb/9frVN+2JoO9ehBcNATtaO5JJifOZ3rSzwTY+rC41gSaOlx95TGjNjIpYR5TkxZyMj8ee2VLjs5jkGd3ZtR4G6UUiQWptD08iCN5J7HEkher9uRdnyG4WV39vS8Pb8V9yUfxMxno8QhL0/4izZDJc16P8q7PEKoWvTdaayYn/sgbsVN4qMrd/Fz701IlTzeq0g0tAxh4/H1+S99EQujvbN58lJ49v2L+/Odp1+7ScYhCCCEuTxKZK5NERtwqWmvi49M5diyZEydSCA72IyjownkKMTFJrFixhwMHThMZGUdMTBJG44Wf4ezsrKlb1xsfH1c8PByxsbFi/vx/8PBw4quvnqZly1rFZQ0GI599toYvvvgDJydbMjNzAbC3t2H06AcZOLBtcVKUZcjmzbhpBNvXYbBnj5se/RKXn0hw5FPUtfVnU4PvsVZWnDPk0OfYGFakb6K+XU2C7euQacxmRfomqll5MLJaPxws7EgoSCGx8CyZhnOcM+aSWJDK5nN7qGnjw2d+r9DF5S4ic2PYm3OUvTlR7MuJYk/2URSwvM4k7nIKvSCWtMJMtp3bz9Zze/nn3H7SDVmAKQHZnXOEfF1Aa8cQPK2q8Fv6JqyVFc94dOVTv5epYnn1VcxKMmojm7J2My91FZbKkin+I7FS/w2MOpUfz+SE+Tzr2Y3G9rVv6v29GYW6kPuPDmN9ZgTtnZrxhf9IQhzqXrbs6fwkqlq7XXAf5aFSJjKfJfzAyNjJJIWuhTRLQkLG8t573Rk8+Ma6JIUQ4k4kicyVSSIjylts7Flmz97E/PnbSE39b5K4UoqePZszevSD2NhY8fnna5g9ezOFhUb8/Nxo3NiX+vWr4ePjStWqzjg723PiRApHjpzhyNEEkhIzSUnJIjX1HO3bN2DSpKeuuHTwhg2HWbJkBw0a+NCiRS1CQvyxtf3vg2l0Xizdo0awPzcagP4eD/N1jdEXzKE4L6EghQM5MbRyCsbBwjSczKiNrEjfxPfJy4qThBP58SQUprC74Y/UtatxQR0GbcBS/bec8pasPYyOm8bGrH+Lj7lbVqGKpRNOlvY4WtjzUJU2jPDui73F5Yewaa0xYryg3tJILkxjTspvzEhaSqohg+e9HuMFr8epZu15XfVUNJmGc+zJOUobx8sPKbzVKt0cGYDGdqZvFSJzYmjr0RQ3N0eOHIk3c1RCCCGEEFcXG5vK++8vZ+XKvQB07hJE27vrERjoha+vGwsWbOO77zbw22+7sbKyICsrjz59WvHqq52pVu3yQ7jatKnD3NQVTD21iHE+g3nZu1ep5g63a1f/iqNZ1qRv5aljb2GBBWvqTmNz1h7eP/MtB3Kimew/ojiZOZATzbzU1azN2I4BA/bKlvtdWtHMsSFzU1ZyNO8kvtZVqW3rB0ANG28m+b96SRIDXJJs3OUUyoZ6M4jOi8XR0h5PK1esr7MHQCmFJdeXxAB4WrnymndfXvPue93nVmTOlo7cfdGyzreripvI2JsSmQO5MdzjHEb9+tU4fFgSGSGEEELcvkw7zi/GYNAMHdqBu/r40yt9FHW9e9G/2t0AjBnzMH37tmbixNXk5xcyYkRn6tf3uWKdaYWZPH/yQxae/QMXC0dej/uCds5hl13292IR5yL5JGEO7/oMoVHRZyutNVMSF/Ba7OcE2dfml9oTCbT15X6XVjR1qE+/Y2Npc3jgBfXUtPFhVLWnaekYxNqM7cV7loQ7NGJ+4Hgec+t43QnIeUop6tj539C5onKrsImMX9HKZQdyTF2d9ep5s2zZv7JymRBC3IGUUl2ALwBL4Dut9YSLXq8BzAZci8qM1lqvvOWBikojN7cAS0uL4mWG09NzWLx4Bz/++A+FhQaeeaYNTz3VEkdHWwwGIwcPnuGbb9bz8887CQ8PYNq0vlTxtaXFwadJKEzhrbgvaWpfn85VWgMQEODJtGn/9QT8mbGdWSm/cn5CgEEbOGfMIcuYw8GcYyQVpjG++gsM8uxOk4O96XvsHXY0nHPF4VZgmg/x7In32ZcTxa9pG5nk/yqDPLvz8qmJfJ20hO6u7fkh4P8umGjf3bU9BxovYnf24eJjVa3caeHYuHjCdzfXdnzhP5L4whSqWXnI5zJRbipsIqOUopF9IJG5xwDTEszp6TkkJGRcsdtVCCFE5aOUsgS+BDoBscAOpdRyrXVkiWJjgEVa66+VUo2AlUDALQ9WVHhaa2bO3sjIyKlY7qxCzXR/fHxcOXAgjtzcApo2rYGFhQ3vvLOUTz9dRZMmNdiz5xSJtU6TMTiG7m068cPjQ7G2suKR6BHE5MWxus5UXo/7gt7HxrCr4Q/UtL2w92VB6hr6HRuLq5Vz8QRzCyxwtLDDydKBFo6NedvnWVo4BgEws+Y4ukQN5824L5nsP+KK9/JN0k/sy4niS/9RLEvfwAsnJ/DBme85XZDEG95P85HvsMuuRlXDpho1bKpd9X1SSuFTyeeSCPOrsIkMmObJ/Ja+CTAlMmDawEkSGSGEuKO0AKK01jEASqkFwCNAyURGA+fXMq0CnL6lEYpKITExg9deW8CKwg2kvX4Mq8etaLHRD5stljz+eDh9+7YmJMQ0BGrnzuPMmLGBI0fi6dI1iEWP7SHTOp8lLOPo0YOEOdTnt/SNTPN/g85VWlPL1pfwg/3oGTOKjfW/w9bCBoDpST8x9OQE2jo15dc6k3ApxUpZnau0ZrjXk3yROJ9cYx4aTZYxh6b29XnFuxdWyoqkgrO8c/obOjq3YKjX4zzv9RhTExcyIX4W39Ucw0DP7uX6XgpRFip2ImNfi/+lLCe5MI369f9LZO65R5ZgFkKIO4gvcKrE81ig5UVl3gV+V0oNBxyB+y5XkVJqCDAEoEaNSyciizvLiRPJzJ69hbi4s5w5k8bhw/HkGwuwmZ1CY7taVLF0YlX7FUzpN5Kn3O/nt7SNjIv+An9rbyaHjWD6dNMGht8kLeH0yQSW1f6MXGM+I2MnMzPlVwZ4PMwLXj0BqGtXg9mB79EjeiS+ex+guo0XrpbObMz6l4eq3M3iWhOuOkzsYh/7DWdPzlHmpa7G0cIeWwtrfkxdzS9pf/FD4P/xYfxMsgzZTPEfiVIKheJl71687N2rXN5LIcpDxU5k7EzrbB/IieYezzDc3Bw4ciTBzFEJIYS4DfUCZmmtP1NKtQbmKqWCtNbGkoW01jOAGWBaftkMcYrbxPLl//L664vIyyvAz88dH58qPPBACF6DCxiT+xff+r5JJ5eW9Ip5m+GnPuXlU59hxIinlSvJhWk4Wzow3vdFMg3nGHd6Bvc4hfFwlXtQStHVtS2/Z/zDAy53XTB/pLtre+YHjmddZgQJBSkkFKYyzOsJJvm/dt0T5e0t7NhQf8YFx+alrOKFkxMIiexFljGbV6r2Kp7gL0RFVKETmUb2gQBE5h6jnXMz6tWTlcuEEOIOFAeUXNLIr+hYSQOBLgBa661KKTvAE0i8JRGK21J2dj5bthxl/fpDpKfnUKdOVerUqcqGDYeZN+8fmjWryVdfPY2/v2lH8zxjPnX396ClY1BxUvJT7U/4LOEHMg3ZdHdtT5hDA547+SEfxs+ktq0fJ/PjSSxM5Ve/ScVJi4OFHd1d2182pqfcO/OUe+dyud8+Hg/QximUfsfHcjI/nnHVh5TLdYS4VSp0IuNn7Y3LRSuXLV++W1YuE0KIO8sOoK5SKhBTAvMU0PuiMieBjsAspVRDwA5IuqVRittGTHw8Ty/6lMPbk7D6yx17Gxvc3R35+eedxWVefPFe3njjweJVyQCmJ//MqYIEZgaMK/6cYakseaPaMxfU/2WNUZzIP8NzJz7EWlnR0+2+4on45hZgW52/631LIYYbXg5ZiNtFhf4fbFq5rBYHcmKA/1YuS0zMwNtbJvwLIcSdQGtdqJQaBqzBtLTy/7TWB5RS7wMRWuvlwAjgW6XUq5gm/vfXWsvQsTtMWmEmL26czEKLlRjaFEAb8H3Zmzf9BtO/WlcKcgxERydhY2N5yb4tiQWpjD/zP+51bk5HlxZXvY61smJRrQncfWggh3KP82H1F8vztq6bUgrriv0RUAigFImMUsofmAN4Y/rjP0Nr/cVFZdoDy4BjRYd+1lq/X7ahXl5ju1r8mr4R+G/lssOH4yWREUKIO0jRnjArLzo2tsTjSKDNrY5L3D7+2neAB88OJcclm6qHfPky7DUsqxl5/8y3DDn9AfMyVrKu3jcEB/tdcu7GzH958tibZBjOMcF3WKmuV8XSib/rf0tsQaJs5ihEOSlNOl4IjNBa71JKOQM7lVJ/XLQ+P8BGrXXXsg/x6hrZB/J9yjKSC9No0MD07Ulk5GlZuUwIIYS4A23adJSvvlqHt7cLdet64+7uyOLFO1jZegW5bXN4ec/zTHx6AFZWpiFj3V3bMyVxAa/EfsaclBX093y4uC6jNvJpwhzejvuaWra+rG4wlRCHuqWOxc3KBTcrl2sXFELckEt3ObqI1vqM1npX0eNM4CCmpS5vC+dXLtufE4WXlzMBAZ5s2xZj5qiEEEIIcastX/4vfftO59ChM6xbd5APPviV115bwH7HQ+R2SOINr2eY/Oyg4iQGTMOshld9klaOwYyKm0q6IQswbXz5auwkRsdN4zG3e4loOOe6khghRPm7ZiJTklIqAGgKbLvMy62VUnuUUquUUo2vcP4QpVSEUioiKals5lie/6OyNycKgJYta7F9ewxGo/FqpwkhhBCiEpk5cxNDh86lSZMarF8/ij173ufAgQ/47feXML4eS13bGrwXMPiy51ooC6b5v0FS4VneO21asviThNmmnpqqvVgQ+GGpNqIUQtxapZ7ppZRyAn4CXtFaZ1z08i6gptY6Syn1IPALcMnXFuWxPn81Kw+8rNzYk30EgNata7Nw4XYOHYqnUaPqZXEJIYQQQtyGzp3LY82a/fzyyy7Wro3k/vuD+Prrftjb2wDg5ubI5zlriDoTyx91v8TOwvaKdTVzbMggz+5MSVyIk6UD/3fmO55yu5/P/F6VlVCFuE2VKpFRSlljSmLmaa1/vvj1komN1nqlUuorpZSn1jq57EK9YmyE2tdlT85RAFq3rgPA1q1RksgIIYQQFYzWmvWZEbRyCsbhMjvZ5xrzWHxkA1O2/UL03mRsllbD182D117rzCuvdCKdTH5IWsGenCPszYlia9Ze+ro/wH0uLa957fHVX2Dx2bX835nvuNe5ObMC3sVCXdfgFSHELVSaVcsU8D1wUGs96QplqgEJWmutlGqBachaSplGehWhDvX4MnExhboQf393fH3d+OefaAYOvOdWhSCEEEKIMjAvdRX9jo+lgV0APwZ+QFOHBoBpLuxrh75gXf52DFYGaKAgSOPV6yyvBLxK5yoteCfha6YlLiLLmI2zhSMh9nV4oWpPxvlcfkjZxbys3Zhe4y0WnP2dWQHjsLWwKc9bFULcpNL0yLQB+gH7lFK7i469BdQA0Fp/AzwODFVKFQI5wFO3cn3+EPs65Oo8juaeoqF9IK1b12b9+kOyMaYQQghxm9Jak6fzLxjulW3M5c24L2lgF0CG4RwtD/Xnba+BbIjZy3rHrahzlrhsrE63qnfzfvd+nHGI56VTE3n6xFgssECjedKtE6OqPUOofb0b+gzwhHsnnnDvVJa3KoQoJ9dMZLTWm4Cr/iXQWk8DppVVUNcr1L4eAHtyjtDQPpBWrWqzZEkEUVGJ1K3rba6whBBCCHEZCQUp9D32DhHZB/mz3teEOTSgoMDAq7umEmuVQKtv7sPpiA1ZT+zk3WbTwUbh82cdXnPvy8AXO+Dm5ghAAFXZ1mAWc1NXsif7CEO8HqWBXYB5b04IcctUim1dG9oFYq2s2JNzlKfoTKtWpiWZt26NkkRGCCGEuI38nbmLp469xdnCTNysnLnv4As8vuZJ1i07TMzEzdhHeOIT74dP/Sp0iG5MvCGOro1a8vjrrbGwuHS+ioWy4BmPruBhhpsRQphVpUhkbCysaWgXWLxyWWCgJ97eLmzdGs3TT8tGzkIIIYS5xeUnMjlxPpMS5lHb1o9PCkYxe9oW1vX+jf81m0PNBn5Y2MPmp6bS9EXZr0UIcW2VIpEBCLWvy5+ZOwDTSmatWtXmn3+iZZ6MEEIIYUb7c6L4OH42C1J/x4imr9sDNFzRjNEf/4qPjyujY4cxLfRbYozRvFK1F009JIkRQpROpVlTMNShHqcLkkguTANM+8kkJGRw/Hi5rwAthBBCiItorZmWuJCwg335JW0DQ9weZYXNN+SM9mbKR+vp1q0p69e/wfj+fVhTdyq93bvwjs8gc4cthKhAKlWPDMCe7CN0dGlRYj+ZaAIDvcwZmhBCCHFHyTBkMejEByw+u5bA2FrYfBjA0lPxLGUudnbWTJz4JL16tSweMdHKKZhWTsFmjloIUdFUokTGtHLZ3pyjdHRpQZ06VfH0dGLjxiP07t3KzNEJIYQQd4YMQxatDg3gSO5JOkV2ZN/oPLo8EkzDvj7UqOFBs2Y18fNzN3eYQohKoNIkMl7WblSz8mBPzlHANE/m3nsbsXr1XgoKDFhbW5o5QiGEEKLyGxE7mcO5Jxgd9yIzR+1mQP+2fPjhY+YOSwhRCVWaOTJgmidzfuUygM6dG5ORkcv27TFmjEoIIYS4M6xK38x3yb/QVz/MvJf2cffddXnvve7mDksIUUlVrkTGvi6Rucco0IUA3HNPfWxsLPnjjwNmjkwIIYSo3FIL0xl44v+oa1GDiME5+Pq6MX36MzIiQghRbipXIuNQj3xdwKHc4wA4OtrSpk1dfv/9AFpr8wYnhBBCVGIvnZpIUsFZ9Fh/rLUVc+YMxs3N0dxhCSEqscqVyBStXLbz3MHiY/ffH8Tx48lERSWaKywhhBCi0tJaM/b0N8xLXYX7skAcT1Vh8eIXqV27qrlDE0JUcpUqkWlgF0CATXW+T1lWfOy++xoB8Pvv+80VlhBCCFEp5ebl88T2Mfzfme9w3eCH9/K6LF78InXreps7NCHEHaBSJTKWypJXvXuzKWs3/2TtA8DX143GjX1lnowQQghRRgoKDEyetgbvrx5jidUanJf70XlHZ35aPEySGCHELVOpEhmAZz264WrpzMSEucXHOnVqTETEcVJSsswYmRBCCFHxfBI/m0ejXycyx7QC6L//nqBdn/d5w20CGfec4elzj3L69QUsmD9UkhghxC1VafaROc/J0oGhXo8zIX4W0Xmx1Lb1o3Pnxkye/Dvr1h2kZ8/m5g5RCCGEqBB2nDvAm3FfotEsT/ubtgmt2L04kYyXY7C3seGHwI94wr2TucMUQtyhKl2PDMDwqk9ipSz5PGEeAMHBfnh7u8g8GSGEEKKUCnQhg058gLe1O0eDltI6oTl/eW4mbdhRWrkFERm6WJIYIYRZVcpExsfak77uD/C/5OUkF6ZhYWHBAw+E8OefB8nMzDV3eEIIIcRtb2L8XPbmHOWrGqNZ/d1hogdZ88Sy3nzvP5a/G86ghk01c4cohLjDVcpEBmCEd19ydB4zkn4GoEePMHJzC1i1aq+ZIxNCCCFub/vSo3k3bgZhZ0NY+cZxxo//je7dw5j33ss8W7Ublko2uRRCmF+lTWQa29empWMQv6ZvBCA8PIAaNdxZunSXmSMTQgghbl9b0vfSeuMQCs4ZiX3Znh07jjFwYFumTOmNlZUkMEKI20elm+xf0v0urRh/5n+cLczAzcqFHj2aMXXqWhITM6ha1cXc4QkhhBC3jTMFybwZN43ZKb9hYWvN8IQBvLWuF97eVcwdmhBCXFal7ZEB6OTcEiNG1mdGAPDoo80wGjXLl/9r5siEEEII89NasyVrD88cG0etfY8wP2UNHr8G8sicp5jc8zlJYoQQt7VKnci0cgrGycKBPzK2AVC3rjeNG/vK8DIhhBB3vKjcU4Qd7EObwwNZmvYX/T26MuiPgdh958/4t3qilDJ3iEIIcVWVOpGxVla0d27GH5nbio89+mgz/v33JDExSWaMTAghRFlSSnVRSh1WSkUppUZfocwTSqlIpdQBpdSPtzrG28nh3OO0OzKE2IJEZtR4m9Mhq3gt/1mWf3mQPn1a0bBhdXOHKIQQ13TNREYp5a+UWl/ij//LlymjlFJTihqQvUqpsPIJ9/rd79KS6LxYjuXFAdC9e1OUUixdutPMkQkhhCgLSilL4EvgAaAR0Esp1eiiMnWBN4E2WuvGwCu3PNDbRGRODO0PP0ehNrC+3jcM9uqBg7Jj3LhfcHCw4fXXHzB3iEIIUSql6ZEpBEZorRsBrYAXL24gMDUedYt+hgBfl2mUN6GTSyuA4uFlPj6u3HVXbZYu3YXW2pyhCSGEKBstgCitdYzWOh9YADxyUZnBwJda67MAWuvEWxzjbeFATjQdjjwPwF/1phNkX4eCAgPDhs3jr78O8cYbD+Dp6WzmKIUQonSumchorc9orXcVPc4EDgK+FxV7BJijTf4BXJVSPmUe7Q2ob1sTP2tvfs/4p/jY4483JyYmie3bY8wYmRBCiDLiC5wq8TyWS9upev/P3n3HVVn+fxx/XYcpe4qyXKA4c89MtFJSU7Nyprmz0oalmQ3Xr9SGpWlZmqZWmivTssyZ5catuFARcTBlb871+wPiqyZO4Ah8no8Hj7jHuc/75rZz8eG+rusGqiultiuldimlgm52IKXUMKVUsFIqODq6dHVBPpkexqOnXsJMGdha42tqlqtCamomAwd+y+rV+xk3rjODBz9i6phCCHHH7mqMjFKqMtAA2H3DpjtpREzSQCileNyhKZuTgsnROQA8+eRD2NlZsWTJjachhBCilDInt9dAINAbmKuUcrpxJ631N1rrxlrrxu7u7sUcseiEpl+g3akX0Wg2V59DDevKnDkTRa9eX7Flywk+/rgHI0Y8auqYQghxV+64kFFK2QErgde01on38mamaiDaOzTnak4i+1KPA2BjY0W3bg1Zu/YQiYlpxZZDCCFEkbgI+Fyz7J237loRwBqtdZbW+hxwitzCptQ7khZKu1PDyTBmsqn6lzjFOzNmzDICA6cREnKJOXP607dvC1PHFEKIu3ZHhYxSyoLcIuYHrfWqm+xyJ42IyTxq3xT43zgZgN69m5GWlskvv8gzZYQQooTbC/grpaoopSyBXsCaG/ZZTe7dGJRSbuR2NSvV/YsPpp7kmTNjqBfSixRjOhurf0nKYUXLlh/w00976N+/JTt3vsuTT9Y3dVQhhLgndzJrmQK+BY5rracXsNsaoH/e7GXNgQSt9eVCzHlf3C2caWgTwNqEv/PX1a/vS82aFaV7mRBClHBa62xgBLCe3HGcy7TWx5RSk5RSXfJ2Ww/EKqVCgC3AaK11rGkSFy2jNjIy/CMaHO/LhsTdvFthMKfqrKSWeTVGj15G+fL2bNs2lg8+eBp3dxnYL4QouczvYJ9WQD/giFLqYN66cYAvgNZ6DrAO6AiEAqnAwMKPen/6uXTk9YjpHEw9SX2bGiil6N27Ge+/v5qQkEvUqiVz5gshBCmUFAAAIABJREFUREmltV5Hblt07br3r/leA6PyvkotrTUjL3zMl9HLGeHeg8meL+JknluszJy5gdDQKL7/fhiVKrmZOKkQQty/O5m17B+ttdJa19Na18/7Wqe1npNXxJA3W9nLWutqWuu6Wuvgoo9+d5537Uw5ZcWX0Svy13Xv3hhLSzOWLNl1i1cKIYQQDz6tNaMipvNl9HLe9OjHTJ/R+UVMeHgsn3++gU6d6tGuXU0TJxVCiMJxV7OWlWTO5g70dX2CH+J+Jz47CQAXF1uCguqxcuU+UlMzTJxQCCGEuHcTL3/D51FLeKV8Lz7yeoXcnuG5Bc67767CYFBMmNDNxCmFEKLwlJlCBuAl92dINaazMPbX/HWDB7cmPj6VuXO3mTCZEEIIce8is2KZcuU7ejm353PvN/KLGIDffjvExo0hvPlmEF5eziZMKYQQhatMFTINbAJoYVuPL6OXk9tdGpo0qUKHDnWYPXsTsbHJJk4ohBBC3L2vo1eRqbOY4DnsuiLm1KkrvP76UurX95WHXQohSp0yVchA7l2ZUxnhbErak79u3LjOpKVl8dlnf5owmRBCCHH3Mo1ZfBW9giCHltSwrpy/Pj4+lYEDv8XGxpJ58wZiYWFmupBCCFEEylwh84zzo7iZO/FF1E/56/z9PejTpxmLFm3n3LloE6YTQggh7s6K+E1cyY7llfI989dlZ+fw4ouLiIi4yrx5A/H0dDJhQiGEKBplrpCxNlgx0r0naxK2MeuaYmbUqA5YWJgzdeq6W7xaCCGEeLDMiFxCdStfOji0yF/38cd/8NdfJ/nww2do0qSKCdMJIUTRKXOFDMA7FQfR1bENr1z4hNXxWwHw8HBk+PBA1q49yOHDF0wbUAghhLgDu1OOsif1GCPL98Sgcpv0vXvPMWvWJnr3bkbfvs1NnFAIIYpOmSxkzJQZP1b9gKa2tel99h12Jh8GYPjwtjg6luPzzzeYOKEQQghxezOjluJgsOV5184ApKZm8vrrS/D2dmbiRJlqWQhRupXJQgbAxmDN2mqf4W1Zni5nRpGYk4y9vTWDBz/CH38c4fjxS6aOKIQQQtyUURsZf+lrfoz7gyFu3bA3swVgypRfOXs2munTe2FnZ23ilEIIUbTKbCED4G7hzILK44nJjmdNfO5zZAYPbo2trRUzZ240cTohhBDivxJzkul25g0mXZ7LANcn+cDrJQB27Ajl22//ZtCg1rRq5W/ilEIIUfTKdCED0NK2Hj4WHiy9mjv1srOzLQMGtGLt2oOcORNl4nRCCCHE/4RnXqHZiQGsS9jBFz6jmV/pfawNVsTGJvPKKz9QpYob48Z1MnVMIYQoFmW+kDEoAz1d2vNn4i7ishMAGDYsEEtLc2bN2mTidEIIIUSusIxLtDk5jMtZMWysPpsR5XuilCInx8hLLy0mNjaZr77qj42NlamjCiFEsSjzhQxAT+fHydLZ/By/BQB3d3v69m3OypXBXLgQZ+J0QgghyrozGRG0OTWMhJxkNvl/RaB94/xt06at4++/T/Hhh89Qr56PCVMKIUTxkkIGaGRTk2pW3vwU97/Zyl58sR1mZgamTv3NhMmEEEKUdRGZkQSefIGUnDQ2Vf+SRrY187f9/vthZs3axHPPtaB372YmTCmEEMVPChlAKUVP58fZlLSXqKzcOzCenk68+GJbfv55P7t3nzFxQiGEEGXVxMtzicqOY1P1r2hgE5C/PjY2mddfX0L9+r5MntzdhAmFEMI0pJDJ08ulA0aMrIzfnL9uxIjH8PR04p13VpGTYzRhOiGEEGVRWMYlvotZyzC3p3jIpvp12z755A9SUjKZMaMPVlbmJkoohBCmI4VMnjrW1ahpXYWlcX/mr7OxsWT8+K6EhFzi++93mjCdEEKIsujDKwswKANvVXj+uvWnT0fy/fc7ee65Fvj7e5gonRBCmJYUMnmUUvRybs/fyQfYnnwwf33nzg/RqpUfH320jri4FBMmFEIIUZaEZVxiQcwahrp1w9vy+mLl//5vLTY2lrz5ZpCJ0gkhhOlJIXONgW5PUtHCjdYnhzLs/AfEZsejlGLy5O4kJqbLwH8hhBDFZkre3ZixFQZct3779tNs2HCMkSMfw9XVzjThhBDiASCFzDV8LCtwvPZyXivfm/kxa6hx9GmCU0IICKjI4MGt+eGHXezff97UMYUQQpRy5zMuMz9mDUNuuBuTk2Nk0qQ1eHk5M2TIIyZMKIQQpieFzA0czOyY7jOKA7V+wKAMTLj8DQBvvhmEh4cDb721nOzsHBOnFEIIUZrNiVkJwNhrxsbk5Bh59dUfOXIkgnfffRJrawtTxRNCiAeCFDIFqFvOj5fcn+G3hH84lX4eOztrJk7sxrFjF/nuu39MHU8IIUQptjp+K4H2jfCxrAD8r4hZtWofb7/dia5dG5g4oRBCmJ4UMrcw3P1pLJUFX0T9BOQO/A8MDOCjj37nypUEE6cTQghRGp1ID+NEehjdnAKB3CLmtddyi5ixYzsycuRjpg0ohBAPiNsWMkqp+UqpKKXU0QK2ByqlEpRSB/O+3i/8mKZRwcKN3i4dWBC7lvjsJJRSfPBBd7Kycnj77RVorU0dUQghRCnzS/xWALo45Y6B+eGHnaxcuY8xY57glVceN2EyIYR4sNzJHZnvgNvN7/i31rp+3tek+4/14Hi1fC9SjGnMj/0FgCpV3Bk7thPr1x9l1qxNJk4nhBCitFkd/xeNbGriY1mBzMxsvvhiE40aVebVV6WIEUKIa922kNFabwPiiiHLA6mBTQCP2DXki6hl5OjcQf7DhrWhW7eGTJ26js2bj5s4oRBCiNLiclYMu1OO0s2pDQDLlwdz8eJVRo1qj1LKxOmEEOLBUlhjZFoopQ4ppX5XStUuaCel1DClVLBSKjg6OrqQ3rrovVa+N2GZl3jr4hesif+Lo+lnmPLx09SsWZGXX17MuXMl51yEEEI8uNbGb0Oj6eYUSFZWDl98sYGHHvIhMDDA1NGEEOKBUxiFzH6gktb6IeALYHVBO2qtv9FaN9ZaN3Z3dy+Ety4eXZweoYVtPT6N/J6uZ96gXkgvnr04mm+/HYjBoBg69DuZklkIIcR9Wx2/laqWXtS2rsbPP+8jPDyO11+XuzFCCHEz913IaK0TtdbJed+vAyyUUm73newBYqbM2F7jW6LqbWB3wHe85fE8G5J2c8jxGB9/3JOQkEssWrTD1DGFEEKUYEk5KWxK2ks3p0BycozMnLmR2rW9ePzxAjs6CCFEmXbfhYxSqoLK+1ORUqpp3jFj7/e4DxqlFO4WzjS1rcNkrxepbuXL2IuzeDyoJg8/7M8nn/xBXFyKqWMKIYQoof5I3EmmzqKbUyBr1x7i7NloGRsjhBC3cCfTLy8BdgI1lFIRSqnBSqnhSqnhebs8AxxVSh0CZgK9dCmfl9hCmTPFawTH08+xMO43Jk16iqSkdD755A9TRxNCiDJJKRWklDqplApVSo29xX5PK6W0Uqpxcea7E8viNuBm7kRLu3osWrSdKlXc6NChjqljCSHEA8v8djtorXvfZvssYFahJSohnnJqSwvbeoy/9DWn6wTRv39LFi7cTr9+LahZ09PU8YQQosxQSpkBs4HHgQhgr1JqjdY65Ib97IFXgd3Fn/LWLmZG8XP8Vl7z6E3Y2Vh27z7LuHGdMRjkudVCCFEQ+YS8R0opPvJ+hUtZ0Xwe+SNvvhmEo2M53n//Z4xGo6njCSFEWdIUCNVan9VaZwJLga432W8yMA1IL85wd+LrmFUYMfKi+zMsXbobMzMDPXo0MXUsIYR4oEkhcx8etqtPV8c2TL2ykDTbVN5+uxPbt4fy2mtLZBYzIYQoPl7AhWuWI/LW5VNKNQR8tNa/3epApnhMQIYxk6+jV9HRsRW+hoosW7aXRx+tRfnyDsXy/kIIUVJJIXOfPvV5nUydxRsRn/Hccy15662OrFgRzEsvLSYzM9vU8YQQosxTShmA6cAbt9vXFI8JWBm/majsOEa692TTphCio5Po06dZsby3EEKUZFLI3KdqVt6MqzCQpVf/ZGPibl599XEmTuzGr78eYsiQBWRkSDEjhBBF7CLgc82yd966f9kDdYCtSqkwoDmw5kEZ8P9F1E/4W/nyuEMzlizZjYeHA+3a1TR1LCGEeOBJIVMIxlToj5+VDy+HTyPDmMnQoW2YNu1ZNm4MYcKEAp8PKoQQonDsBfyVUlWUUpZAL2DNvxu11glaazetdWWtdWVgF9BFax1smrj/E5wSwq6UI4wo34OoyCQ2bQrh2WebYG5uZupoQgjxwJNCphBYG6yY7fsWpzLC+SRyMQD9+rVk+PC2LFy4nVWr9pk4oRBClF5a62xgBLAeOA4s01ofU0pNUkp1MW26W5se+QO2hnI879qZ5cv3YjRqevWSbmVCCHEnbjv9srgz7R2a86zzY4y/9A17Uo4x0K0Lb47twP79YYwZs4w6dbyoXr2CqWMKIUSppLVeB6y7Yd37BewbWByZbmfale9YcnU9b1cYiIPBliVLdtOiRTWqVi2esTlCCFHSyR2ZQvSN7zuM8ujDnpRjPHXmTaoe78JLM1tgY2PJ0KHfkZKSYeqIQgghHgBfR69k7MVZ9HJuz2TP4ezceYawsBh695a7MUIIcaekkClETub2fOT9Khfq/cavfp9jqcwZHD+BD77qQmhoFFOn3nLWTyGEEGXA0rj1vBg+lU6OD7OoyiTMlBlLluzC3t6ajh0fMnU8IYQoMaSQKQLmypxOjg+z2u9TYrPjmeY6h77PN2PBgn84duzi7Q8ghBCiVMowZjL4/GRa2T3E8qpTsVDmJCSk8dtvh+nevRE2NpamjiiEECWGFDJFqKFNAAsqj2d7yiGiBpzA0akc48atxGg0mjqaEEIIE9ifeoJUYzqjyvelnMEagNWr95OeniXdyoQQ4i5JIVPEerq05+0KA1mYtJban1qwd+85Vqww+YyfQgghTGBHymEAWtjVzV+3ZMkuatXypG5db1PFEkKIEkkKmWIw2XM4z7k8wXK3X7EZE8ekyWtISEgzdSwhhBDFbEfyIapaelHBwg2Ao0cvcvhwBL17N0MpZeJ0QghRssj0y8XATJmxsPJE7Aw2zGm9EtvEq7R9dCpB7esRFFSHFi38sLCQh58JIURpprVmR/JhHnNomr9uyZJdWFmZ0717IxMmE0KIkkkKmWJiUAa+9B2LnZkNn3RazPmmmXz96ym+Hb6ZFtVrsGzZS1hayuUQQojSKizzEleyY2lplzszWXZ2DqtXH6BDh7o4O9uaOJ0QQpQ88ptzMVJK8ZHXK9SyrsJsm+XsG3gcwwADvx89QbsVobzdqQdNbGrhbu4sXQyEEKKU2ZGcOz6mpW09AP755zRXr6bQtWsDU8YSQogSSwqZYqaUYqBbFwa6dSEk7SyL49axKH492x120Dl0BwAOBlv8rH1oY9eQj71fxUxJtzMhhCjpdqYcxs5gQ51y1QBYu/YgdnZWtG0bYOJkQghRMslgfxOqVa4qU7xGENZmNR0/6o3nhIaMsxrK866dsTfY8FnUj6yO32rqmEIIIQrBjuTDNLetg5kyIysrh99/P0KHDnWwtrYwdTQhhCiRpJB5AFhYmDHvi8G4nvdg/YArPHWmM5uqf0VVSy8+ifze1PGEEELcp+ScVA6lnc4fH/P336eIj0+lSxfpViaEEPdKCpkHRMWKTixePBQbG0v69v2Gl4YvZlC5p9iVcoQdyYdMHU8IIcR92JNyDCPG/PExa9YcxMHBmkceqWHiZEIIUXJJIfMAeeghXzZuHM3YsR3ZsCGEL4MOYp5qSf8/p7Bo0XaysnJMHVEIIcQ92JFyCIWimW0dMjKy+eOPwwQF1cXKSoaqCiHEvZJC5gFjaWnOK688zpYtY3h1WHsCjtbijE8ob85YzJQpv5k6nhBCiHuwI/kwtayr4GRuz7ZtJ0lMTJduZUIIcZ+kkHlAVarkxpgxHflzyFQszSzwGWNkzpwtbNx4zNTRhBBC3AWjNrIz5Uj++Ji1aw/i5GTDww/7mziZEEKUbLctZJRS85VSUUqpowVsV0qpmUqpUKXUYaVUw8KPWXZVtHCjr0sQx/2PYftCIkNnfsm5iChTxxJCCHGHQtLPEp+TREvbeuTkGFm//ihBQXXlIchCCHGf7uSOzHdA0C22PwH4530NA766/1jiWuMqDKKylSehnQ8RNn43/he6sCxmo6ljCSGEuAObk4IBaGvfmFOnrpCUlE6rVn4mTiWEECXfbQsZrfU2IO4Wu3QFFulcuwAnpVTFwgoowM/ah5Day7lc7w9GR7+A4bw1/ULf52R6mKmjCSGEuI3NiXupaulFJauKHDgQDkCDBpVMnEoIIUq+whgj4wVcuGY5Im/dfyilhimlgpVSwdHR0YXw1mVLBQs3Pgoayojzg8lKM/Jo8EhSjemmjiWEEKIAOTqHrcn7aOfQBICDB8NxdCxHlSpuJk4mhBAlX7EO9tdaf6O1bqy1buzu7l6cb12qfPxmXx7d2oGLVpd5etc4U8cRQghRgAOpJ0nISaadfWMA9u8/T/36viilTJxMCCFKvsIoZC4CPtcse+etE0XEzMzAL2+No+rW2vxhtY1OO95ge9JBtNb5+yTnpHIyPYzdKUdZn7CT7cnXbwc4kHqC9qdeZnvyweI+BSGEKBM2J+0FcsfHpKZmcPLkFRo08DVxKiGEKB0KY8qUNcAIpdRSoBmQoLW+XAjHFbdgY2PFtuc+o8Hyoaxrso11p/7CJd0JfwdvzhsvcyU79j+v6ezYmtm+b+FrWYHFsb8x7PyHpOsMTp+7wOFaS7A3szXBmQghROm1OSmYWtZVqWDhxu79Z8nJMcr4GCGEKCS3LWSUUkuAQMBNKRUBjAcsALTWc4B1QEcgFEgFBhZVWHE9r4ouhA9byso/9vD5wRUc8TjGAdsL+FCB/r5taFezHu7WTjiZ2bMz5QjvX5pDrWPP8ph9U35J+Is2dg15zaMP3c+MZnTEDOZUunk3tUuZ0YRlXqKFbT3pDiGEEHco05jF38kHGOTaBYADB84DUL++3JERQojCcNtCRmvd+zbbNfByoSUSd8Xa2oK+3VrRt1srzpyJ4qef9rBiRTAbrkQT4rWfL77oS/Pm1Whp9xBPO7Xj5fBp/JLwF6+X78M071ewUOa84fEcn0QuprtzO9o7NL/u+Ik5yQSeeoHTGeH4Wfkw1K0bfV2ewNPCXYoaIYS4hT2px0g1ptPOPneg/4ED4Xh7O+Pubm/iZEIIUToU62B/UbSqVSvPuHGd2bv3fRYvHoqlpRlPPz2bqVN/Iysrh8pWnvzq9zmX6/3BdJ9RWKjcOnay53ACrCszOGwyCTnJ+cfTWjMwbCJnMy7ygedLVLRw462LX+B9pCN2B1tT89gz9D477rrXCCGEyLU5cS8KRRv73OdEHzwYLuNjhBCiEEkhUwqZmRl49NFa/Pnnm/Ts2ZSZMzfSpcsMjh+/hFKKChbXT/tpbbBiYeUJXMqK5uETg9mWtB+Az6J+YFX8Fj7yHsm4ioPYVmMuIbWW85n3KF5w606AdWWWXv2T+TG/3FW+GycdEEKI0mhz0l4a2NTAxdyRmJgkLlyIk/ExQghRiKSQKcVsba2YPr0Xc+cO4MKFODp0+JRp09aRnp5FdnYOJ09eZv36oyQmptHUtg6/VPuURGMKbU4No0vo64yJ+IKnndrxevm++cesWa4Kr3n0YbrPKH6u9gnNbesyN2b1HRcnI8M/oumJ54nOulpUpy2EECaXakxnZ8qR67qVAXJHRgghClFhzFomHnCdOj1E8+bVmDTpF2bM2MAPP+wkOTmD9PQsACpWdGTatGfp/Fhr2jk0YcrlBXwUuYhqVl7Mr/z+LcfCDHXrxuDzk9mRcohWdvVvmWN9wk5mRS8DICh0JJurz8HRzK7wTlQIIR4QO5IPkamz8p8fc+BAOAaDom5dbxMnE0KI0kPuyJQRrq52zJjRlx9/fIEmTarQv39LZs7sw6JFQ3BwKEf//vMYOfJ70q5mM9nrRcLqrmVnwAIcblNo9HRuj73Blrkxq2+5X3JOKi+Ef0iAdWVWVf2Yw6mn6Rz6GqnGdACydDax2fGFdr6mZNRGMoyZpo4hhDAhH0sPxnj05+G8P/AcPBhOQEBFbGysTJxMCCFKD7kjU8YEBgYQGBhw3brWrWswc+YGvvhiI5s2HefNN4Po378l5uZmtz2erVk5+rh0YFHsb3zu/QZO5jefjee9S19xPvMy/9SYRyu7+nxfZTK9z71Do+PPYdRGzmZcxIjmnxrzaGFXr1DO1RQuZ8XQ6fSrAOytuQgzdfufoRDi/imlgoAZgBkwT2s99Ybto4AhQDYQDQzSWp8vqjw1rCszzfsVIHdc4MGD4XTqVHI/24QQ4kEkd2QEVlbmjB79BBs2vEmdOl68++4q2rf/lE2bQjAajbd9/VC3p0jTGfwY98dNt+9OOcqMqKW85P5sfvezni7tWVh5AnYGG+qUq8boCv0pb+7MmIszS+xkAKHpF2h1YjCH00I5kHaSlVc3mzqSEGWCUsoMmA08AdQCeiulat2w2wGgsda6HrAC+Ki48p0/H0t8fKo8P0YIIQqZFDIiX40aFfnppxf59tuBpKZm0K/fXNq0mcaCBf+QkpJR4Osa2dakQbkazI35Ga01acZ09qeeYHrk93Q4PYLAky/gZVGeKV7XP26on2sn9tZcxMpqH/Oh18uM9xzKP8kH+TXh7zvKa9RGsnX2fZ1zYdmXcpyWJweRZEzhnxrzCLCuzP9d+Rajvn0hKIS4b02BUK31Wa11JrAU6HrtDlrrLVrr1LzFXUCxDVY5fToSyP2MFUIIUXikkBHXUUrxxBP12LbtbWbNeg4HB2veeWclTZtOYvbsTaSm3nzsx1D3pziYdoqqR7tie6A1jY4/xxsRn3MhM5IX3Lvzp/+s2463GezWDX8rX8ZenEWOzilwv2NpZ3grYiY+RzpR89izhGdeua9zvh9GbWRG5BJanRyMjcGaf2rMo7ldXd6pMIgjaaGsSdhmsmxClCFewIVrliPy1hVkMPD7zTYopYYppYKVUsHR0dGFEi40NAqAatXcC+V4QgghcilTdeNp3LixDg4ONsl7i7sTHBzGZ5+tZ8uWE5Qvb8/zzz9M+fL2WFtb4OhYjlat/MmyzKT32XewM7OhlnUValpXoYVdXXwsK9zVe624upFnz45lfqX3GejWhUxjFpuS9rA3JYQjaaEcSjvN6YxwzDGjg2ML/kk+iIuZI1uqz6GS1a3/2qm1ZsnV9fyVtI9jaWcJST9HfZvqzPF9m+rW/3u2w+WsGKKy4njIpvotj3cxM4qBYRPZkLSbzo6tmVfpXTwsXAHI1tkEHHsGRzM7ggMWo5TieNo5fk34m5Hle2JtkAG/4sGglNqntW5s6hz3Qyn1DBCktR6St9wPaKa1HnGTfZ8DRgBttNYF32qm8NqpUaOWsnHjMQ4fnnzfxxJCiLLmVu2UDPYXt9W4cWV++OEFdu8+y7Rp6/j44+v/kOnoWI7u3RvxUZ8x1K59qz+C3t7TTo/S1KY271/6mu3Jh1gZv5n4nCQUiqpWXtQr58/L7s/S26UD5S1cCE4J4fHTLxN46gU2V/8Kc2XG6fQLJOQk84Rjy/yCIUtn81L4VObFrMbFzJE65arR3aktK+M3Uy+kNxM9h/GofVNmRi1l6dU/ydLZ9HfpxEzf0TedIjo66yoNjz9HsjGVr33HMdTtqeumqTZX5oyrMJDB5yezIn4TwSkhTI/8gWxy2JVyhGVVp8pEAEIUnouAzzXL3nnrrqOUegx4hzsoYgpTaGgk/v4exfV2QghRZsgdGXHX4uNTSU3NJD09i/DwWJYt28u6dYfIzMxh0KDWTJjQ9Y5mPCvI1qRg2p4ajp3BhqecAunp0p42dg2xM7O56f77Uo7z2OmXiM9Jum69r2UFJnkOp5tTIL3OjuOPxB28V3EIEyu+kF90XM6K4eXwafwcvwUAW0M5Brl2wc7Mho+uLMLTwo2FVSbS1v76PwQMCJvAj3F/sCdgIfVtatw0V5bOxv/oU5zPvAzAQNcnqWrlxXuX5jDc7Wm+9B17y2f03IuIzEjmxaymt0sHalhXLtRji9KplNyRMQdOAY+SW8DsBfporY9ds08Dcgf5B2mtT9/JcQujndJaU7v2uzz55ENMm9bjvo4lhBBlkdyREYXKyckGJ6fcoqJqVXcCAwOIi+vO55//ybx52zh16gpff/08zs6293T8QPvGHK+9gkqWFShnsL7t/o1sa7KtxlyWxq3Hx9IDfytfMnQm4y99w4CwCVgrK7J0NnMrvcsQt27XvbaihRsrq37Erwl/cyEzkj4uQflTSHd1akO/c+/z6KkXWVB5PM+7dgZyC62Fsb8yrsLAAosYAAtlzmfeo5gdvZyJnsPyZ2xLzkljWuRCKlq48b7n0Hv6Gd3oYmYUU64sYG7MajJ1Fn8l7WdLja8L5djCNI6mhRJgXRlzJR/Tt6O1zlZKjQDWkzv98nyt9TGl1CQgWGu9BvgYsAOW5/0BIVxr3aWos8XFpRAfn4qfn9yREUKIwiZ3ZEShWrp0N2PHLsfT05levZrm33FITc0kNjaZ2NhkfHxceOONIOztb1+k3A+tNSviN/F19Cre9HiOIMeWd32MlJw0up15g01Je1lUeSLPOj/GQyG9ydLZHK390x0VWjfLNfD8RBbG/nrT4upaWTobA6rAbmjx2UlMubKAGVFLydE5DHTrgpu5E1OuLGCT/1e0c2hy3fuez7xMSPpZjqWdRaF4wb079ma5BadRG/ki6ic+jfyedg5NGFthAAGFeFcnJO0sla08sbmHn9md0lqj0RhUyZ3HJD47iZEXPuL7uN952f1ZZvm+VaTvVxruyBSVwmindu06Q/fus/jhh2G0bVuzkJIJIUTZcat2SgoZUegXVggRAAAbKklEQVT27j3H8OELuXw5IX+dwaBwcbHF2dmWM2eiqFjRienTe9G69a0H1D8IUo3pdA59jb+S9tPBoTm/J+7gd7+Z91QY/StLZ/Nk6OtsTNzDWr/pPOHY6rptmxL38NPVDfwcv4VyyorZvm/R3bld/j4pOWl8E7OK/7s8n6s5ifRz6cgEz2FUsfIi3ZiB39GnqGxZkb9rzEMpRaYxi65n3uCPxB3X5Shv7sJkz+F0cGjBkPOT2Zi0hyY2tTiadoZ0ncnTTu342PtVKlt53vO5ZhgzGXNxJjOjluJt4cEUr5fp4xKEQRkwaiMh6WexMVhT1er+ZsONzY6na+gblDNYsd5/VokrZozayNakfQwIm8ClrBga29Zkd8pRNvp/yaMOTfP32596AgtlTt1yfoXyvlLIFKww2qnvv9/BmDHL2bPnPby9XQopmRBClB1SyIhiZzQaycoy5v6FXGusrMwxGHJ/sdy3L4xXX/2Rs2ej6du3OQMHtqZWrXv/Rbk4pOSk0TH0VbYl7+dZ58dYVnXq7V90G0k5KbQ5OYxTGeFsqzGXWtZV+DbmF6Zc+Y6LWVE4GGzp5hTI4bTTHEw7RXentgx3f5rlVzexNO5PkowptHdozjSvkf/p4vZV9ApeCp/KH35f0N6hOQPCJrAo7jcmVBzGow5NqW1dldMZ4Yy68BnbUw6hUJQzWPGZ9yiGuj1FTHY8M6KWMDPqJ+zNbNjo/yU1y1XJP/7B1JNsSQomMiuOyOw4Kli4Mr7i0P/MxnY6PZxe58axP/UEQ9y6cSD1JPtSj9PUpjaVrTzZkhRMdPZVALo4PsKbHv142K4+Gk1sdgJmyoCLueNtf5aXs2J4/NRLHE8Pw4iRWT5jeLn8vY9HSDWm0zV0FGGZlxno+iQDXJ/E0/Lups49nR6OnZkNFS3c8tdl6Wzmx/zCxsQ9pBjTSDWmk2RMzf05ZsWSTQ7+Vr4srjKJuuX8aBDSh3SdyZFaS3Ews+P72HUMDJuIjcGaHQHzqV2u2j2f47+kkClYYbRTEyasZtGiHYSGTs3/DBRCCHHnpJARD5zU1EymTfuNBQv+ITvbSK1anjzzTGP69m1R5F3O7lVyTipfRa/I775VGC5nxdD8xADSjZlYKHMuZkXR2q4Bozz6EuTQAmtD7vieTyO/Z8Klb8jQmdgYrOnh/DhD3Lrmj7u5UaYxi+rHulPe3Jkgx5ZMvjyPSZ7Dea/ikOv201qzKn4zaxP+5t0Kg/Gz9rlu+5G0UB4/9TI55LDefxaVLCsw7uJs5sasRqOxUOaUN3fhYlYUgXaNWO33KY5mdmitmRezmlERn2GhzPmu8ni6OLXBqI0sjlvHexe/Igcjj9o3oa19Y85nXmZW1DJicxIob+5CXHYC2eRgocz51e9z2js0L/BnGJZxicdOv0RkVhxr/KYz9cp37Eg+zLHay/C9ZvrvVGM6+1KOsyvlCOcyLzHCvQe1ylX9z/HSjRl0CR3FpqS9NLOtw86Uwxgw0MS2FraGclgqCypZVuBT79exNSv3n9fHZycx9uIXfB2zCnPMeMq5LS+7P8uVrFjevfQVoRkXqGLphau5IzYGa+wM5fCwcKGChRu+lh70c+mUf9xdyUdodXIwA12fxN/ah7EXZ/GIXUNOpZ+nnMGa3QHf4W7hXPA/sDsghUzBCqOdeu65b4iMTGTDhjcLKZUQQpQtUsiIB1ZsbDJr1hxk5cpg9u8/j7OzDcOHt2XQoNbY2paNZ62EpJ0l8NQL1LCuxMSKL9DWvvFNZzM7nR7OwbRTdHBoftuHiwJ8G7OaIef/D4BBrl2YV+m9e5ol7XR6eO6scNlJmCtzEnKSGVm+B2MrDKC8uQtKKX6M+4MBYRMIsK7MHN+3GX/pazYm7aGtfWO+qzzhuoLiX1rr6/KkGtNZGPsre1KOUcHCFU8LN+bGrCY88wq7A77Ln4UtR+ewJG49fyXvJzglhKNpZ7A3s+V3/5k0s61DWMYlaof0INCuEb/6fU5sTgLvXfyKb2N/IUtnA2CpLDBg4GPvV3jZvUd+jiydzdNnRrM24W8WVBrPALcnCU2/wPzYNexOOUqmziLDmMm+1BN0d2rLsqpTrzuHVVc3M+LCR0RmxfFK+Z6YKTPmx6zhak4iAHXL+THFawQdHVrd8bV4++Ispl75DoBezu35rvIEDqed5pGTw2hkE8Cm6l9hZbC86+v6LylkClYY7VTz5pNp2LAyX37Zr5BSCSFE2SKFjCgRDh0K59NP17NxYwhOTjZ4eDjk/7LboUMdRo58rNQWN0ZtLPQxHVk6mybH++Nj6cGqah9jcR+zX13IvEKn0NdwNXNkpu/om47P2Ji4m6fOjCbZmIqdwYaPvV9hmFv3+zqv8xmXaXKiP85m9uwK+I7LWTEMOj+J3SlHcTFzpLFtTRrb1OR5187XPdT088gfeT1iOoNcu/Bz/FYSc1IY4taVTo4P08y2DkaMDAqbxO+JOwhyaElz2zpEZV/lQOpJdqYcZrbPW7xU/tkCc31yZTGjL87Iv8uVYczk9YjpfBW9ggblajC30rs0ss0d2J1qTGfl1U1YG6zo7tT2rp8flGHMpPuZ0dS3qc5kzxfzf57L4jbQ89zb9HPpyMLKE+95Km8pZAp2v+1UWlomfn5jeeONDowa1aEQkwkhRNkhhYwoUfbvP8/Chf+QkpKJwaBISkrnr79OUrGiI++914VatTzZtOk4mzeHEBeXgp+fB9Wre1Cvng+BgQFYWMiDJv+VrbMxw6xQnldz4x2UmzmQeoL5MWt406Mflawq3vd7AvyTfJB2p4ZT3cqX0xkXsDfYMNN3NL2dOxSYJ0fn0PLEIPakHuNR+6bM8HnjP+NJtNZ8Gb2c0REzSNMZuJo5Ut7ChRHuPW5ZxPz72ufDxrM4bh2zfd7KvZOUeozRHv34wOvl+yoa78bky/PYmLiHdX4zbtrN7U5IIVOw+22njh27yOOPf8KcOf3p0qVBISYTQoiyQwoZUeIFB4fxzjsrOXIkIn9dzZoV8fJyJjQ0ivPnY9Fa4+HhQO/ezenbtzleXvc3dkA8OBbErGHQ+Uk84/Qos3zH4GHhetvXRGbFcjz9HG3sGt2yAEs3ZmCmzO66+Eg3ZtDm5DD2pB7D3mDLd5XHXzezXHHQWpOls7E0WNzzMaSQKdj9tlO//HKAF19cxMaNox/4CU2EEOJBJQ/EFCVe48aVWbfudX755QCpqRm0bVvzukIlLS2Tv/8+xeLFO5gxYwMzZ26gY8d6DBnyCE2aVCmUOxLCdAa6daGL0yO43sUkCx4WrndU8Nw409qdsjZYsdrvU6ZcXsCI8j2u69pWXJRSWKp7L2JE0QoNjUQpRdWqdzfjnRBCiDsjhYwoMczMDHTv3uim28qVs6R9+zq0b1+HCxfiWLhwOz/+uItffz3EQw/50Lt3Mzp3ro+Liy2JiWksXLiduXP/wtnZlnfe6czjj9eWYucBdzdFTHGpaOHGTN/Rpo4hHlCnT0fh6+uCtbUUm0IIURTuaBSuUipIKXVSKRWqlBp7k+0DlFLRSqmDeV9DbnYcIYqDj48L7777JMHB7zN16jOkp2cxduwK6td/nx49vqRJk0lMmfIbtWt7kZNjZMCAb+nR40v+/PMohw9fICIijvT0rELJEhWVyJYtx0lJySiU4wkhSo7Q0Ej8/MqbOoYQQpRat70jo5QyA2YDjwMRwF6l1BqtdcgNu/6ktR5RBBmFuCc2Nlb079+Kfv1aEhJyiVWr9rF+/VECA2swYsRj1K3rTVZWDosX7+DTT9czYMC3+a81GBT+/h7Uq+dNlSruREYmEhYWw6VL8djZWeHqaoe7uz2tWvkTFFQXG5vrp7/VWrNq1T7efXcVCQlpWFmZ07p1dbp0qU/37o3kwXhClHJGo5GzZ6Np3bq6qaMIIUSpdSddy5oCoVrrswBKqaVAV+DGQkaIB5JSitq1vahd24v33uty3TYLCzMGDWpNjx5NOHbsElevphAXl0JERBxHj17kr79Osnx5ME5ONlSq5IqfX3lSUzO5fDmB/fvPs2TJbuztrenatQFNmlTBzs6KcuUsWbx4B7//foRGjSrz8svt2LEjlN9/P8LGjSFs2XKCzz7rjaWl9OwUorS6eDGe9PQs/Pw8TB1FCCFKrTv5TcoLuHDNcgTQ7Cb7Pa2UegQ4Bbyutb5w4w5KqWHAMABfX9+7TytEEbGzs6ZZs/8+5R0gNTXzP3dcIPcvrrt2neWnn3azcuU+vv9+Z/42Kytz3n33SV54IRAzMwNBQXWZOLEbs2ZtYsqU34iOTmLevIE4ONx6ytz9+88TGZlIUFAdGcMjRAly+nQkgHQtE0KIInTb6ZeVUs8AQVrrIXnL/YBm13YjU0q5Asla6wyl1AtAT631LechlemXRWmSmppBZGQiyckZpKZm4OXlgrf3zad/Xr58L2+8sZTq1SswYEAratb0JCCg4n8e9hkaGkXHjtNJTs6gS5cGTJv2LI6O5dBac/jwBfbuPUejRpV56CEf6aom7plMv1yw+2mnwsNjWb/+KD16NMXR8d6e8SOEEOL+p1++CPhcs+ydty6f1jr2msV5wEd3G1KIkszGxooqVe5sitVnn22Cu7s9I0f+wJgxy4Hc7m/9+7dk4sRuWFqak5yczuDB87G0NOeVV1oze/Zm9u0Lo3//lqxZc5Bjx/73v6CLiy1t2wbQv38rmjSpUiTnJ4S4O76+rgwd2sbUMYQQolS7k0JmL+CvlKpCbgHTC+hz7Q5KqYpa68t5i12A44WaUohSJjAwgMOHJxERcZWQkEts3XqChQu3c/RoBN98M4D33/+ZM2ei+OmnF2nVyp8OHerw8svf58+29uGHT9OuXU2Cg8PYvPk4GzeGsHLlPpo3r8aLL7bFysqcI0ciCAm5RJ063gwe3LpIxuTk5BjZuvUEISGX8PR0wtvbBT+/8ri62hX6ewkhhBBCXOu2XcsAlFIdgc8BM2C+1voDpdQkIFhrvUYpNYXcAiYbiANe1FqfuNUxpWuZENf79deDvPbaErTOfcDn++93Yfjwtvnb09IyiYxMpHJlt/+8NjU1gx9+2MWcOVu5fDk+f3358vZERSXh7+/BlCnP0LKlHwCJiWmkpGTg6mp3TwXO1asp/PjjLhYv3kF4eNx128zNDbz3XheGDHlExvWUANK1rGDSTgkhhOndqp26o0KmKEgDIcR/nTp1hRdfXETduj589lmvuy4EMjOz2bTpOHZ2VtSu7YWLiy2bNoXwzjsrCQ+Po0oVN6Kjk0hO/t9zbZycbHBzs8PJyQYnJxucnW1wd3egQgUHKlRwpFUrf5ydbfP337LlOK+++iMxMcm0aFGN559vRdu2NYmMTCQiIvdhpOvXH6Vbt4Z88kkPbGyuH/uTkJDG119vIS4uBS8vZ7y8nGnYsNJNCzRR9KSQKZi0U0IIYXpSyAhRgmitC/1ORlpaJnPmbCUk5CIVKzpRsaITtraWxMQkEx2dRGxsMvHxqcTHpxIXl0J0dBJZWTkAWFtb8PTTjejXryUrVwYzd+42AgIqMmNGH+rW9f7PexmNRmbP3sy0aevw9/dg0KDWBAYG4OXlxIoVwfzf/60lNjYFJ6dyXL2aCuQ+t6dbt4a89lr7/8zyFBERx+zZm1m//ig9ezbl1Vcfv+5J6cePXyIuLgU7OytsbKzw8nL6T/FU0uXkGDEzK5oJHaSQKZi0U0IIYXpSyAgh7orWmri4FMLCYli6NHd66fT0LAAGD27NO+88eV0xcTPbtp1kzJhl+V3PXFxsiYtLoWHDSnz44dPUq+dDSkoGERFxLFu2l+++205GRhaPPFIDT08nXFxsiYpKYtWqYJRSNGxYid27z1K1qjuTJz/F5csJLF68g0OHrp/p3dragrZtA3jyyfo8/njt/8wGV5gyM7M5fz4Wo9GIwWDA3NxApUquhTqLXETEVbp3/4IGDSoxa9ZzWFiYFdqxQQqZW5F2SgghTE8KGSHEfYmLS+GXXw7g51f+rp5UrrUmNDSKv/46wd69YQQGBtCzZ5Ob/qIfE5PEnDlb2bLlOLGxycTFpWBmZqBPn+a89FI7vLyc2bbtJGPHriAsLAaAGjUq8NxzLahZ05Pk5HSSkzPYty+MdesOExmZiK2tFX36NGPIkDb4+LgUmDMnx8jBg+Fs334aNzd7OnSoU+CEBYcPX2D+/H84ejSC06cj8+9c/atWLU/eeKMDQUF17/vOWnx8Kt26zSQ8PI709Cw6darHl1/2L9RiRgqZgkk7JYQQpieFjBCixNFak51t/M8v7WlpmaxatR8/P3eaNq1602LBaDSyd+85Fi/eyZo1BzAaNY89Vps6dbyoUsWNChUcuXQpnjNnojh1KpKdO0NJSEjLf73BoGjWrCpPPFGPJ56oi5eXM2lpmXz66Xq+/nordnZWNGxYidq1vQgIqIilpRk5Obl3sb79dhtnz0ZTp44Xb73VkXbtal6XMTs7h8OHI9i79xx79pzlypUE2rQJoFOnetSq5Zm/b0ZGNn37fs3evedYsmQ4x45dZPz41Tz55EPMmtWv0IoZKWQKJu2UEEKYnhQyQogy69KleL79dhu//nqIiIirXPuZZ25uwNfXlSZNqhAYGEDr1tW5dCme338/zLp1hzl58goADRr4Eh+fyrlzMfTp05z33utS4EMOs7NzWLVqH5999ifnz8fSsqUf77zTmfLlHfjxx10sWbKbK1cSAKhUyRV3d3v27z+P0ajx9nbG398DLy9nLlyI46+/TjJr1nN0794IgG++2cqECb9QoYIjTk42lCtngYeHI/PnD7rnn48UMgWTdkoIIUxPChkhhCD3Lkd4eCyXL8fj6elMpUqut7yzceZMFOvW5RY1WVk5jB/f9Y671mVmZvPDD7uYPn09sbHJGAwKrSEwsAbPPtuEFi2q4eHhCEBsbDJ//HGUv/46wYULcVy8eJWEhDTeeqsjL73U7rrjrlixl61bT5KWlklaWha2tpbMnTvwnn8mUsgUTNopIYQwPSlkhBDCRJKT01mw4B/S0rLo1aspvr6ud/S6opyp7FpSyBRM2ikhhDC9W7VThf+obyGEEPns7KwZOfKxu35dcRQxQgghREkmLaUQQgghhBCixJFCRgghhBBCCFHiSCEjhBBCCCGEKHGkkBFCCCGEEEKUOFLICCGEEEIIIUocKWSEEEKUeEqpIKXUSaVUqFJq7E22WymlfsrbvlspVbn4UwohhChMUsgIIYQo0ZRSZsBs4AmgFtBbKVXrht0GA1e11n7AZ8C04k0phBCisEkhI4QQoqRrCoRqrc9qrTOBpUDXG/bpCizM+34F8KhSShVjRiGEEIXMZA/E3LdvX4xS6vx9HMINiCmsPCVQWT5/Ofeyqyyff1Gde6UiOGZx8wIuXLMcATQraB+tdbZSKgFw5YafqVJqGDAsbzFZKXXyPnKV5X+vULbPX8697CrL51/s7ZTJChmttfv9vF4pFay1blxYeUqasnz+cu5l89yhbJ9/WT734qS1/gb4pjCOVdavWVk+fzn3snnuULbP3xTnLl3LhBBClHQXAZ9rlr3z1t10H6WUOeAIxBZLOiGEEEVCChkhhBAl3V7AXylVRSllCfQC1tywzxrg+bzvnwE2a611MWYUQghRyEzWtawQFMqt/xKsLJ+/nHvZVZbPvyyf+y3ljXkZAawHzID5WutjSqlJQLDWeg3wLbBYKRUKxJFb7BS1sn7NyvL5y7mXXWX5/Iv93JX8QUoIIYQQQghR0kjXMiGEEEIIIUSJI4WMEEIIIYQQosQpkYWMUipIKXVSKRWqlBpr6jxFSSnlo5TaopQKUUodU0q9mrfeRSm1QSl1Ou+/zqbOWlSUUmZKqQNKqV/zlqsopXbnXf+f8gb3lkpKKSel1Aql1Aml1HGlVIuycu2VUq/n/Zs/qpRaopSyLs3XXik1XykVpZQ6es26m15rlWtm3s/hsFKqoemSi5uRdkraqdL6WXUjaaeknTJlO1XiChmllBkwG3gCqAX0VkrVMm2qIpUNvKG1rgU0B17OO9+xwCattT+wKW+5tHoVOH7N8jTgM621H3AVGGySVMVjBvCH1joAeIjcn0Opv/ZKKS/gFaCx1roOuQO4e1G6r/13QNAN6wq61k8A/nlfw4CviimjuAPSTkk7Ren+rLqRtFPSTpmsnSpxhQzQFAjVWp/VWmcCS4GuJs5UZLTWl7XW+/O+TyL3A8KL3HNemLfbQqCbaRIWLaWUN9AJmJe3rIB2wIq8XUrzuTsCj5A72xJa60ytdTxl5NqTO6tiOZX7zA8b4DKl+NprrbeRO5vWtQq61l2BRTrXLsBJKVWxeJKKOyDtlLRTpfaz6lrSTkk7hYnbqZJYyHgBF65ZjshbV+oppSoDDYDdgIfW+nLepiuAh4liFbXPgTGAMW/ZFYjXWmfnLZfm618FiAYW5HVZmKeUsqUMXHut9UXgEyCc3IYhAdhH2bn2/yroWpfZz8ESosxeH2mnAGmnpJ0qG9f+XyZtp0piIVMmKaXsgJXAa1rrxGu35T3UrdTNo62U6gxEaa33mTqLiZgDDYGvtNYNgBRuuD1fiq+9M7l/zakCeAK2/Pd2dplSWq+1KD2knSqTpJ2SdiqfKa51SSxkLgI+1yx7560rtZRSFuQ2Dj9orVflrY789xZd3n+jTJWvCLUCuiilwsjtmtGO3L64Tnm3caF0X/8IIEJrvTtveQW5DUZZuPaPAee01tFa6yxgFbn/HsrKtf9XQde6zH0OljBl7vpIOyXtVN6ytFNl59r/y6TtVEksZPYC/nmzQliSO7BqjYkzFZm8vrbfAse11tOv2bQGeD7v++eBX4o7W1HTWr+ttfbWWlcm9zpv1lr3BbYAz+TtVirPHUBrfQW4oJSqkbfqUSCEMnDtyb1V31wpZZP3/8C/514mrv01CrrWa4D+ebPCNAcSrrm1L0xP2qlcpf6zStopaaeknTJtO6Vy7wKVLEqpjuT2STUD5mutPzBxpCKjlHoY+Bs4wv/6344jt//xMsAXOA/00FrfOACr1FBKBQJvaq07K6WqkvuXLxfgAPCc1jrDlPmKilKqPrkDSC2Bs8BAcv8AUeqvvVJqItCT3BmRDgBDyO1fWyqvvVJqCRAIuAGRwHhgNTe51nmN5ixyuzGkAgO11sGmyC1uTtopaacopZ9VN5J2StopTNhOlchCRgghhBBCCFG2lcSuZUL8f/t1QAMAAIAwqH9rc3xCCwAAOCcyAABAjsgAAAA5IgMAAOSIDAAAkCMyAABAjsgAAAA5A5qj1AX+LzgmAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig3, ax3 = plt.subplots(1, 2, figsize = (14, 4))\n", + "evaluation.plot_loss(HST3, axis = ax3[0])\n", + "evaluation.plot_accuracy(HST3, axis = ax3[1])\n", + "print()\n", + "scores3 = model3.evaluate(X_test3, y_test3, verbose = 2)\n", + "print(\"=\"*71)\n", + "print(\"Accuracy on test: {:.2f}%\".format(scores3[1]*100))\n", + "print(\"Memory used: {:.1f} Mb\".format(\n", + " evaluation.keras_model_memory_usage_in_bytes(model = model3,\n", + " batch_size = BATCH_SIZE3)/1e6))\n", + "\n", + "plt.show()\n", + "#plt.savefig(\"RNN-1x60_8M_params.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "upzw7GtjGCWh", + "outputId": "2e24dfff-99c6-4eac-e787-724a30097986" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44/44 [==============================] - 3s 31ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.80 0.94 0.87 35\n", + " 1 0.92 0.97 0.94 35\n", + " 2 0.85 0.85 0.85 33\n", + " 3 0.80 0.97 0.88 34\n", + " 4 0.93 0.90 0.91 29\n", + " 5 0.92 0.73 0.81 30\n", + " 6 0.83 0.85 0.84 34\n", + " 7 0.84 0.84 0.84 25\n", + " 8 0.86 0.89 0.88 28\n", + " 9 0.79 0.86 0.83 22\n", + " 10 0.76 0.92 0.83 24\n", + " 11 0.83 1.00 0.91 25\n", + " 12 1.00 0.73 0.85 30\n", + " 13 0.86 0.95 0.90 19\n", + " 14 0.93 0.81 0.86 31\n", + " 15 0.94 0.44 0.60 36\n", + " 16 0.88 0.75 0.81 28\n", + " 17 0.86 0.92 0.89 26\n", + " 18 0.96 0.93 0.95 29\n", + " 19 0.87 0.94 0.90 35\n", + " 20 0.84 1.00 0.91 26\n", + " 21 0.55 0.70 0.62 23\n", + " 22 0.90 0.95 0.92 38\n", + " 23 0.76 0.59 0.67 22\n", + " 24 0.95 0.66 0.78 29\n", + " 25 0.77 0.91 0.83 22\n", + " 26 0.83 0.83 0.83 30\n", + " 27 0.78 0.86 0.82 21\n", + " 28 0.88 0.92 0.90 25\n", + " 29 0.71 0.59 0.64 29\n", + " 30 0.68 0.90 0.78 21\n", + " 31 0.69 0.82 0.75 22\n", + " 32 0.79 0.73 0.76 30\n", + " 33 0.80 0.85 0.82 33\n", + " 34 0.56 0.96 0.71 24\n", + " 35 0.82 0.87 0.84 31\n", + " 36 0.96 0.93 0.95 28\n", + " 37 1.00 0.82 0.90 33\n", + " 38 0.80 0.50 0.62 24\n", + " 39 0.67 0.55 0.60 22\n", + " 40 0.83 0.92 0.87 26\n", + " 41 0.86 0.89 0.87 35\n", + " 42 1.00 0.81 0.89 21\n", + " 43 0.93 0.87 0.90 30\n", + " 44 0.92 0.86 0.89 28\n", + " 45 0.73 0.86 0.79 22\n", + " 46 0.82 0.95 0.88 19\n", + " 47 0.94 0.94 0.94 31\n", + " 48 0.89 0.86 0.88 29\n", + " 49 0.97 0.82 0.89 38\n", + "\n", + " accuracy 0.84 1400\n", + " macro avg 0.84 0.84 0.83 1400\n", + "weighted avg 0.85 0.84 0.84 1400\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test3.argmax(axis = 1),\n", + " model3.predict(X_test3).argmax(axis = 1)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fpF2FuroZcQT", + "outputId": "d4fb2cdd-fbd1-44b3-bc86-95389eb9cfeb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2/2 [==============================] - 1s 441ms/step\n", + "[13 4 38 15 31 15 4 37 6 38 38 34 26 4 15 24 38 38 34 39 13 49 34 34\n", + " 24 15 19 49 16 4 15 1 29 19 31 15]\n", + "\n" + ] + } + ], + "source": [ + "# worst recall on 15 (water drops), 38 (clock tick), 39 (glass breaking)\n", + "print(model3.predict(X_test3[np.where(y_test3.argmax(axis = 1) == 15)]).argmax(axis = 1), end = \"\\n\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RNN60-LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YhTIZmTqD5SB", + "outputId": "53c112f5-7243-46a3-91d5-67900d49a337" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_3\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " bidirectional_3 (Bidirectio (None, 1, 2048) 8888320 \n", + " nal) \n", + " \n", + " dropout_9 (Dropout) (None, 1, 2048) 0 \n", + " \n", + " bidirectional_4 (Bidirectio (None, 1, 4096) 67125248 \n", + " nal) \n", + " \n", + " dropout_10 (Dropout) (None, 1, 4096) 0 \n", + " \n", + " bidirectional_5 (Bidirectio (None, 6072) 173246304 \n", + " nal) \n", + " \n", + " dropout_11 (Dropout) (None, 6072) 0 \n", + " \n", + " flatten_3 (Flatten) (None, 6072) 0 \n", + " \n", + " dense_12 (Dense) (None, 50) 303650 \n", + " \n", + "=================================================================\n", + "Total params: 249,563,522\n", + "Trainable params: 249,563,522\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "# HUGE MODEL ON SAME DATA\n", + "with tpu_strategy.scope():\n", + " # LSTM - complete with model definition, summary, fit and plots.\n", + " model_bidirectional = keras.models.Sequential()\n", + " model_bidirectional.add(keras.Input(shape = (1, 60)))\n", + " model_bidirectional.add(keras.layers.Bidirectional(keras.layers.LSTM(1024,\n", + " return_sequences = True)))\n", + " model_bidirectional.add(keras.layers.Dropout(0.2))\n", + " model_bidirectional.add(keras.layers.Bidirectional(keras.layers.LSTM(2048,\n", + " return_sequences = True)))\n", + " model_bidirectional.add(keras.layers.Dropout(0.2))\n", + " model_bidirectional.add(keras.layers.Bidirectional(keras.layers.LSTM(3036,\n", + " return_sequences = False)))\n", + " model_bidirectional.add(keras.layers.Dropout(0.2)) \n", + " model_bidirectional.add(keras.layers.Flatten()) \n", + " model_bidirectional.add(keras.layers.Dense(50, activation=\"softmax\"))\n", + "\n", + " model_bidirectional.compile(loss = \"categorical_crossentropy\",\n", + " optimizer = tf.keras.optimizers.Adam(learning_rate = 1e-3),\n", + " metrics=[\"accuracy\"])\n", + " \n", + "print(model_bidirectional.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3LOfsMpKEBD6" + }, + "outputs": [], + "source": [ + "HST3huge = model_bidirectional.fit(X_train3, y_train3,\n", + " epochs = 200,\n", + " batch_size = BATCH_SIZE3,\n", + " validation_data = (X_valid3, y_valid3),\n", + " verbose = 0,\n", + " callbacks = [keras.callbacks.EarlyStopping(monitor = \"val_accuracy\",\n", + " patience = 10)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 368 + }, + "id": "K_up9uWxEMPY", + "outputId": "de1f415b-629c-482e-d35b-851f2521ff98" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "44/44 - 1s - loss: 0.4229 - accuracy: 0.8950 - 986ms/epoch - 22ms/step\n", + "=======================================================================\n", + "Accuracy on test: 89.50%\n", + "Memory used: 261.8 Mb\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig4, ax4 = plt.subplots(1, 2, figsize = (14, 4))\n", + "evaluation.plot_loss(HST3huge, axis = ax4[0])\n", + "evaluation.plot_accuracy(HST3huge, axis = ax4[1])\n", + "print()\n", + "scores3huge = model_bidirectional.evaluate(X_test3, y_test3, verbose = 2)\n", + "print(\"=\"*71)\n", + "print(\"Accuracy on test: {:.2f}%\".format(scores3huge[1]*100))\n", + "print(\"Memory used: {:.1f} Mb\".format(\n", + " evaluation.keras_model_memory_usage_in_bytes(model = model_bidirectional,\n", + " batch_size = BATCH_SIZE3)/1e6))\n", + "\n", + "plt.show()\n", + "#plt.savefig(\"RNN-1x60_250M_params.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "f_uT3jiLGHo1", + "outputId": "04f5a349-8d53-4bde-c320-88ff72c59bd3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44/44 [==============================] - 5s 62ms/step\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.89 0.91 35\n", + " 1 0.92 0.97 0.94 35\n", + " 2 0.86 0.97 0.91 33\n", + " 3 0.92 0.97 0.94 34\n", + " 4 0.90 0.97 0.93 29\n", + " 5 0.88 0.77 0.82 30\n", + " 6 0.86 0.91 0.89 34\n", + " 7 0.68 0.84 0.75 25\n", + " 8 0.93 0.89 0.91 28\n", + " 9 0.87 0.91 0.89 22\n", + " 10 0.85 0.92 0.88 24\n", + " 11 0.93 1.00 0.96 25\n", + " 12 0.91 1.00 0.95 30\n", + " 13 0.95 0.95 0.95 19\n", + " 14 0.91 0.94 0.92 31\n", + " 15 0.97 0.83 0.90 36\n", + " 16 0.93 0.96 0.95 28\n", + " 17 0.91 0.81 0.86 26\n", + " 18 0.96 0.93 0.95 29\n", + " 19 0.94 0.97 0.96 35\n", + " 20 0.83 0.96 0.89 26\n", + " 21 0.87 0.87 0.87 23\n", + " 22 0.97 1.00 0.99 38\n", + " 23 1.00 0.82 0.90 22\n", + " 24 1.00 0.86 0.93 29\n", + " 25 0.95 0.95 0.95 22\n", + " 26 0.90 0.90 0.90 30\n", + " 27 0.90 0.90 0.90 21\n", + " 28 0.95 0.84 0.89 25\n", + " 29 0.70 0.90 0.79 29\n", + " 30 0.91 0.95 0.93 21\n", + " 31 0.78 0.82 0.80 22\n", + " 32 0.92 0.80 0.86 30\n", + " 33 0.94 0.94 0.94 33\n", + " 34 0.95 0.83 0.89 24\n", + " 35 0.92 0.77 0.84 31\n", + " 36 1.00 0.89 0.94 28\n", + " 37 1.00 0.79 0.88 33\n", + " 38 0.94 0.71 0.81 24\n", + " 39 0.84 0.95 0.89 22\n", + " 40 0.91 0.81 0.86 26\n", + " 41 0.82 0.91 0.86 35\n", + " 42 1.00 0.67 0.80 21\n", + " 43 0.93 0.90 0.92 30\n", + " 44 0.84 0.96 0.90 28\n", + " 45 0.83 0.91 0.87 22\n", + " 46 0.86 0.95 0.90 19\n", + " 47 0.94 0.94 0.94 31\n", + " 48 0.71 0.86 0.78 29\n", + " 49 0.85 0.87 0.86 38\n", + "\n", + " accuracy 0.90 1400\n", + " macro avg 0.90 0.89 0.89 1400\n", + "weighted avg 0.90 0.90 0.90 1400\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test3.argmax(axis = 1),\n", + " model_bidirectional.predict(X_test3).argmax(axis = 1)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1UmKx6HSlPV5" + }, + "source": [ + "### RNN60-GRU" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BfuqP-yfGLyd", + "outputId": "e2139031-2b5c-483c-8dc5-1bf4dea9b507" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " gru_1 (GRU) (None, 1, 256) 244224 \n", + " \n", + " bidirectional_1 (Bidirectio (None, 1, 2048) 10493952 \n", + " nal) \n", + " \n", + " dropout_3 (Dropout) (None, 1, 2048) 0 \n", + " \n", + " bidirectional_2 (Bidirectio (None, 1, 4096) 67125248 \n", + " nal) \n", + " \n", + " dropout_4 (Dropout) (None, 1, 4096) 0 \n", + " \n", + " gru_2 (GRU) (None, 512) 7080960 \n", + " \n", + " dropout_5 (Dropout) (None, 512) 0 \n", + " \n", + " flatten_1 (Flatten) (None, 512) 0 \n", + " \n", + " dense_4 (Dense) (None, 50) 25650 \n", + " \n", + "=================================================================\n", + "Total params: 84,970,034\n", + "Trainable params: 84,970,034\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "with tpu_strategy.scope():\n", + " #Considering the GRU layer\n", + " model_bidirectional2 = keras.models.Sequential()\n", + " model_bidirectional2.add(keras.Input(shape = (1, 60)))\n", + " model_bidirectional2.add(keras.layers.GRU(256, return_sequences = True))\n", + " model_bidirectional2.add(keras.layers.Bidirectional(keras.layers.LSTM(1024, return_sequences = True)))\n", + " model_bidirectional2.add(keras.layers.Dropout(0.2))\n", + " model_bidirectional2.add(keras.layers.Bidirectional(keras.layers.LSTM(2048, return_sequences = True)))\n", + " model_bidirectional2.add(keras.layers.Dropout(0.2))\n", + " model_bidirectional2.add(keras.layers.GRU(512, return_sequences = False))\n", + " model_bidirectional2.add(keras.layers.Dropout(0.2)) \n", + " model_bidirectional2.add(keras.layers.Flatten()) \n", + " model_bidirectional2.add(keras.layers.Dense(50, activation=\"softmax\"))\n", + "\n", + " model_bidirectional2.compile(loss = \"categorical_crossentropy\",\n", + " optimizer = tf.keras.optimizers.Adam(learning_rate = 0.001),\n", + " metrics = [\"accuracy\"])\n", + " \n", + "print(model_bidirectional2.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "sxTG3zZlLQ-r", + "outputId": "b95d0efc-ea57-4170-980e-959addf19913" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from keras.utils.vis_utils import plot_model\n", + "\n", + "plot_model(model_bidirectional2, to_file = \"RNN60-GRU-arch.png\", show_shapes=True,\n", + " show_layer_names=False, dpi = 300, show_layer_activations = False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "BoRHR6-JGO6L" + }, + "outputs": [], + "source": [ + "HST4huge = model_bidirectional2.fit(X_train3, y_train3,\n", + " epochs = 200,\n", + " batch_size = BATCH_SIZE3,\n", + " validation_data = (X_valid3, y_valid3),\n", + " verbose = 0,\n", + " callbacks = [keras.callbacks.EarlyStopping(monitor = \"val_accuracy\",\n", + " patience = 10)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 368 + }, + "id": "dfIBbrNqGYKl", + "outputId": "ce7a325f-5ee9-4162-a071-e2b602b644b6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "44/44 - 1s - loss: 0.4092 - accuracy: 0.8814 - 813ms/epoch - 18ms/step\n", + "=======================================================================\n", + "Accuracy on test: 88.14%\n", + "Memory used: 90.6 Mb\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig5, ax5 = plt.subplots(1, 2, figsize = (14, 4))\n", + "evaluation.plot_loss(HST4huge, axis = ax5[0])\n", + "evaluation.plot_accuracy(HST4huge, axis = ax5[1])\n", + "print()\n", + "scores4 = model_bidirectional2.evaluate(X_test3, y_test3, verbose = 2)\n", + "print(\"=\"*71)\n", + "print(\"Accuracy on test: {:.2f}%\".format(scores4[1]*100))\n", + "print(\"Memory used: {:.1f} Mb\".format(\n", + " evaluation.keras_model_memory_usage_in_bytes(model = model_bidirectional2,\n", + " batch_size = BATCH_SIZE3)/1e6))\n", + "\n", + "plt.show()\n", + "#plt.savefig(\"RNN-1x60_GRU_85M_params.jpg\", dpi = 300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8qY1yVYyGKG3" + }, + "outputs": [], + "source": [ + "print(classification_report(y_test3.argmax(axis = 1),\n", + " model_bidirectional2.predict(X_test3).argmax(axis = 1)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qjc8IqPu68li" + }, + "outputs": [], + "source": [ + "#saving the model\n", + "#from keras.models import save_model\n", + "\n", + "#save_model(model_bidirectional2, \"model_bidirectional2.h5\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "---\n", + "---" + ] + } + ], + "metadata": { + "accelerator": "TPU", + "colab": { + "machine_shape": "hm", + "provenance": [], + "toc_visible": true + }, + "gpuClass": "standard", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}