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Gkulatheja/fall-detection.ipynb

Created June 25, 2025 17:22
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Fall Detection.ipynb
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fall-detection.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Gkulatheja/41334ce1a4582b26952250009b037356/fall-detection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cBO2iEvuDxFL"
},
"source": [
"## Importing necessary libraries"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rRKP15cgDxFM"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"import cv2\n",
"import os"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "l39QwKMrDxFM"
},
"source": [
"### Extracting files from zip"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "cRJUui_8DxFM"
},
"outputs": [],
"source": [
"import zipfile\n",
"archieve = zipfile.ZipFile('/content/Fall.zip')\n",
"archieve.extractall()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PVAoY2zvDxFN"
},
"source": [
"## Reading train labels"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "EnmNACjTDxFN",
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"base_uri": "https://localhost:8080/",
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{
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "df_train",
"summary": "{\n \"name\": \"df_train\",\n \"rows\": 240,\n \"fields\": [\n {\n \"column\": \"images\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 240,\n \"samples\": [\n \"fall-02-cam1-rgb-025.jpg\",\n \"fall-02-cam1-rgb-007.jpg\",\n \"fall-02-cam1-rgb-094.jpg\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"labels\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
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"metadata": {},
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"source": [
"df_train = pd.read_csv('Fall/train_labels.csv', index_col='images')\n",
"df_train"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qkLWqPeSDxFN"
},
"source": [
"## Reading test labels"
]
},
{
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"fall-17-cam1-rgb-068.jpg 1\n",
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"fall-21-cam1-rgb-051.jpg 1\n",
"fall-24-cam1-rgb-001.jpg 0\n",
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" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" .colab-df-buttons div {\n",
" margin-bottom: 4px;\n",
" }\n",
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" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
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"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-58b5c2d8-e5e6-427b-8adf-649786c7fbf5 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-58b5c2d8-e5e6-427b-8adf-649786c7fbf5');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
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"\n",
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" </g>\n",
"</svg>\n",
" </button>\n",
"\n",
"<style>\n",
" .colab-df-quickchart {\n",
" --bg-color: #E8F0FE;\n",
" --fill-color: #1967D2;\n",
" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
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" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
" background-color: var(--bg-color);\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-quickchart:hover {\n",
" background-color: var(--hover-bg-color);\n",
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
" }\n",
"\n",
" .colab-df-quickchart-complete:disabled,\n",
" .colab-df-quickchart-complete:disabled:hover {\n",
" background-color: var(--disabled-bg-color);\n",
" fill: var(--disabled-fill-color);\n",
" box-shadow: none;\n",
" }\n",
"\n",
" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-98e2bb93-83c9-49d6-b417-6ce79c5bcbd4 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" <div id=\"id_57d97ece-14c4-480e-aed9-1eaed4cf2afd\">\n",
" <style>\n",
" .colab-df-generate {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-generate:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
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"\n",
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" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
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" title=\"Generate code using this dataframe.\"\n",
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"\n",
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" </button>\n",
" <script>\n",
" (() => {\n",
" const buttonEl =\n",
" document.querySelector('#id_57d97ece-14c4-480e-aed9-1eaed4cf2afd button.colab-df-generate');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" buttonEl.onclick = () => {\n",
" google.colab.notebook.generateWithVariable('test_df');\n",
" }\n",
" })();\n",
" </script>\n",
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"\n",
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" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "test_df",
"summary": "{\n \"name\": \"test_df\",\n \"rows\": 12,\n \"fields\": [\n {\n \"column\": \"images\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 12,\n \"samples\": [\n \"fall-24-cam1-rgb-001.jpg\",\n \"fall-21-cam1-rgb-051.jpg\",\n \"fall-03-cam1-rgb-077.jpg\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"labels\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 4
}
],
"source": [
"test_df = pd.read_csv('Fall/test_labels.csv', index_col='images')\n",
"test_df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "5TuTwlqQDxFN",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "96c5ceea-3d0d-4c54-df76-468c7813d3fa"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Shape of stacked train images: (240, 96, 96, 3)\n",
"Shape of train labels: (240,)\n",
"Shape of stacked test images: (12, 96, 96, 3)\n",
"Shape of test labels: (12,)\n"
]
}
],
"source": [
"# reading train and test images from the folder and stacking them while keep tracking of corresponding labels\n",
"dataset_folder = 'Fall'\n",
"train_images = []\n",
"train_labels = []\n",
"test_images = []\n",
"test_labels = []\n",
"\n",
"for folder in os.listdir(dataset_folder):\n",
" folder_path = os.path.join(dataset_folder, folder)\n",
" if folder == 'train_images':\n",
" for file in os.listdir(folder_path):\n",
" if file.endswith('jpg'):\n",
" img_path = os.path.join(folder_path, file)\n",
" img = cv2.imread(img_path)\n",
" train_images.append(img)\n",
" train_labels.append(df_train.loc[file, 'labels'])\n",
"\n",
" elif folder == 'test_images':\n",
" for file in os.listdir(folder_path):\n",
" if file.endswith('jpg'):\n",
" img_path = os.path.join(folder_path, file)\n",
" img = cv2.imread(img_path)\n",
" test_images.append(img)\n",
" test_labels.append(test_df.loc[file, 'labels'])\n",
" else:\n",
" pass\n",
"\n",
"train_images = np.array(train_images)\n",
"train_labels = np.array(train_labels)\n",
"test_images = np.array(test_images)\n",
"test_labels = np.array(test_labels)\n",
"print('Shape of stacked train images:', train_images.shape)\n",
"print('Shape of train labels:', train_labels.shape)\n",
"print('Shape of stacked test images:', test_images.shape)\n",
"print('Shape of test labels:', test_labels.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZiKIPS62DxFO"
},
"source": [
"## Visualizing some images together with their label to have an idea about our data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ma38K4-PDxFO"
},
"outputs": [],
"source": [
"# Function to convert binary label into text\n",
"def get_label(num):\n",
" if num == 0:\n",
" return 'NOT FALL'\n",
" if num == 1:\n",
" return 'FALL'\n",
" else:\n",
" return -1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 435
},
"id": "0hBdvyoKDxFO",
"outputId": "f032c2bd-0ff5-4ce2-8459-c233da4f9cd5"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(10, 8), squeeze=False)\n",
"axes[0][0].imshow(train_images[2])\n",
"axes[0][0].set_title(get_label(train_labels[2]))\n",
"\n",
"axes[0][1].imshow(train_images[3])\n",
"axes[0][1].set_title(get_label(train_labels[3]));"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Gqd7jiSsDxFO"
},
"source": [
"## Splitting our data into train and validation sets, building and training our model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "O2zqnNNuDxFO"
},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_val, y_train, y_val = train_test_split(train_images, train_labels, stratify=train_labels, test_size=0.2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "8DfY-_tmDxFO"
},
"outputs": [],
"source": [
"def conv2d(filters: int, name):\n",
" return Conv2D(filters=filters, kernel_size=(3, 3), padding='same', kernel_regularizer=l2(0.), bias_regularizer=l2(0.), name=name)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 833
},
"id": "tBDvUIPmDxFO",
"outputId": "54cd86e7-d959-428f-df96-fa38fbab74c9"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"\u001b[1mModel: \"functional\"\u001b[0m\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional\"</span>\n",
"</pre>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
"│ inputs (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convoluton_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_1 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m96\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m2,320\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_2 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m48\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_3 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m9,248\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_4 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolition_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_5 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_5 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m36,928\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_6 (\u001b[38;5;33mReLU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m3\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_6 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ dense1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ output (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
"│ inputs (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convoluton_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">96</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2,320</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">48</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">4,640</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">24</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9,248</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolition_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ convolution_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ activation_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">ReLU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ pooling_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ dense1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
"│ output (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
"</pre>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m74,193\u001b[0m (289.82 KB)\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">74,193</span> (289.82 KB)\n",
"</pre>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m74,193\u001b[0m (289.82 KB)\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">74,193</span> (289.82 KB)\n",
"</pre>\n"
]
},
"metadata": {}
},
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"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
"</pre>\n"
]
},
"metadata": {}
}
],
"source": [
"from tensorflow.keras import Input, Model\n",
"from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Flatten, ReLU\n",
"from tensorflow.keras.activations import sigmoid\n",
"from tensorflow.keras.regularizers import l2\n",
"\n",
"# fallnet architecture\n",
"model_input = Input(shape=(X_train.shape[1], X_train.shape[2], X_train.shape[3]), name='inputs')\n",
"\n",
"conv1 = conv2d(16, name='convoluton_1')(model_input)\n",
"act1 = ReLU(name='activation_1')(conv1)\n",
"pool1 = MaxPooling2D(pool_size=(2, 2), name='pooling_1')(act1)\n",
"\n",
"conv2 = conv2d(16, name='convolution_2')(pool1)\n",
"act2 = ReLU(name='activation_2')(conv2)\n",
"pool2 = MaxPooling2D(pool_size=(2, 2), name='pooling_2')(act2)\n",
"\n",
"conv3 = conv2d(32, name='convolution_3')(pool2)\n",
"act3 = ReLU(name='activation_3')(conv3)\n",
"pool3 = MaxPooling2D(pool_size=(2, 2), name='pooling_3')(act3)\n",
"\n",
"conv4 = conv2d(32, name='convolution_4')(pool3)\n",
"act4 = ReLU(name='activation_4')(conv4)\n",
"pool4 = MaxPooling2D(pool_size=(2, 2), name='pooling_4')(act4)\n",
"\n",
"conv5 = conv2d(64, name='convolition_5')(pool4)\n",
"act5 = ReLU(name='activation_5')(conv5)\n",
"pool5 = MaxPooling2D(pool_size=(2, 2), name='pooling_5')(act5)\n",
"\n",
"conv6 = conv2d(64, name='convolution_6')(pool5)\n",
"act6 = ReLU(name='activation_6')(conv6)\n",
"pool6 = MaxPooling2D(pool_size=(2, 2), name='pooling_6')(act6)\n",
"\n",
"flat = Flatten(name='flatten')(pool6)\n",
"dense1 = Dense(32, name='dense1')(flat)\n",
"output = Dense(1, activation='sigmoid', name='output')(dense1)\n",
"\n",
"model = Model(inputs=[model_input], outputs=[output])\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "P5-ir9egDxFO"
},
"source": [
"### Visualizing out CNN Arhitecture with visualkeras Library"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 866
},
"id": "RzM0qbyFDxFP",
"outputId": "89d1d4ae-981c-40a2-b351-a015b508ddcb"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting visualkeras\n",
" Downloading visualkeras-0.1.3-py3-none-any.whl.metadata (11 kB)\n",
"Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from visualkeras) (11.0.0)\n",
"Requirement already satisfied: numpy>=1.18.1 in /usr/local/lib/python3.10/dist-packages (from visualkeras) (1.26.4)\n",
"Collecting aggdraw>=1.3.11 (from visualkeras)\n",
" Downloading aggdraw-1.3.19-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (655 bytes)\n",
"Downloading visualkeras-0.1.3-py3-none-any.whl (16 kB)\n",
"Downloading aggdraw-1.3.19-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (993 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m993.7/993.7 kB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: aggdraw, visualkeras\n",
"Successfully installed aggdraw-1.3.19 visualkeras-0.1.3\n",
"Using LiberationSans-Regular.ttf as a fallback font.\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/visualkeras/layered.py:86: UserWarning: The legend_text_spacing_offset parameter is deprecated and will be removed in a future release.\n",
" warnings.warn(\"The legend_text_spacing_offset parameter is deprecated and will be removed in a future release.\")\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=738x586>"
],
"image/png": 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\n"
},
"metadata": {},
"execution_count": 11
}
],
"source": [
"!pip install visualkeras\n",
"import visualkeras\n",
"from PIL import ImageFont\n",
"\n",
"# Try using a default font or provide the full path to arial.ttf if you have it\n",
"# If you have the font file, find its path using 'fc-list | grep arial.ttf'\n",
"try:\n",
" # Attempt to use the 'arial.ttf' font if available\n",
" font = ImageFont.truetype(\"arial.ttf\", 32)\n",
"except OSError:\n",
" # Fallback to a default font if 'arial.ttf' is not found\n",
" try:\n",
" font = ImageFont.truetype(\"LiberationSans-Regular.ttf\", 32)\n",
" print(\"Using LiberationSans-Regular.ttf as a fallback font.\")\n",
" except OSError:\n",
" font = ImageFont.load_default()\n",
" print(\"Using the default PIL font.\")\n",
"\n",
"visualkeras.layered_view(model, legend=True, font=font, to_file='fallnet_architecture.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9gv9-h58DxFP",
"outputId": "5620e2cd-fba3-44e9-d5d8-becbe78a4a1b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 304ms/step - accuracy: 0.6074 - loss: 22.1745 - val_accuracy: 0.5417 - val_loss: 0.7187\n",
"Epoch 2/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 228ms/step - accuracy: 0.5257 - loss: 0.6817 - val_accuracy: 0.4583 - val_loss: 0.6774\n",
"Epoch 3/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 231ms/step - accuracy: 0.5177 - loss: 0.6559 - val_accuracy: 0.5417 - val_loss: 0.5502\n",
"Epoch 4/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 381ms/step - accuracy: 0.7182 - loss: 0.4974 - val_accuracy: 0.9583 - val_loss: 0.2326\n",
"Epoch 5/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 505ms/step - accuracy: 0.9759 - loss: 0.2005 - val_accuracy: 0.9583 - val_loss: 0.1353\n",
"Epoch 6/6\n",
"\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 448ms/step - accuracy: 0.9746 - loss: 0.0546 - val_accuracy: 1.0000 - val_loss: 0.0150\n"
]
}
],
"source": [
"model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.005),\n",
" loss='binary_crossentropy',\n",
" metrics=['accuracy'])\n",
"history = model.fit(X_train,y_train, epochs = 6, validation_data = (X_val, y_val))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OTwmpvdJDxFP"
},
"source": [
"## Accuracy/Loss vs Epochs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 982
},
"id": "_UAvWJTmDxFP",
"outputId": "275d2aed-9ec7-46de-ac09-2c88c53f3fd4"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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dO9artRIREXkSnwTdAU8/Cbq6wYgLNU0IVSkwNC7cHSX7HT4JmoiI3K0nT4JmC5AEItT2zsJNJgssVt5aIiIi8jYGIAmoFDKoFXKIAAxevg1GREREDECSidDY+wEZmhmAiIiIvI0BSCKOAFRv7NmUFkRERNR3DEASCVMpIBMEmK02GC3sB0RERORNDEASkckEhDmGw/M2GBERkVcxAEnI+TygZrPElRAREQUXBiAJOfoBNZissNrYD4iIiMhbGIAkpFbIoJLLIIoiGjgcnoiIyGsYgCQkCALCHcPhGYCIiIi8hgFIYs7h8F7oCD1jxgw89dRTbrveokWLMG/ePLddj4iIyFsYgCQWrlZAgACjxQqTxbuzwxMREQUrBiCJyWUyhKrkADzbCrRo0SLk5ubi1VdfhSAIEAQBJSUl+OGHHzB79myEh4cjPj4e//Vf/4WqqirneR9++CFGjhyJkJAQREdHY9asWWhoaMCKFSuwefNmfPzxx87r7d2712P1ExERuZNC6gICgigC5sZenx4hN6LRbISh3oxoVWj3T1SGAoLQrUNfffVVnD59Gtdffz1WrVplP12pxA033ICHH34Yf/rTn9DU1ITf/e53mD9/Pr766iuUlZUhKysLL730Eu666y7U19fj66+/hiiKWLJkCU6ePAm9Xo+NGzcCAKKionr82YmIiKTAAOQO5kbghaRenx7XsvTYMxcBVVi3DtXpdFCpVAgNDUVCQgIA4Pnnn8eYMWPwwgsvOI97++23kZKSgtOnT8NgMMBiseCnP/0pBgwYAAAYOXKk89iQkBAYjUbn9YiIiPwFA1AQ+/e//409e/YgPDy83b6ioiLccsstmDlzJkaOHInMzEzccsstuPvuu9GvXz8JqiUiInIfBiB3UIbaW2P64FxNE2obTYiLUCFeG9L99+0Dg8GAuXPn4o9//GO7fYmJiZDL5di5cycOHDiAL7/8Eq+//jp+//vf4/Dhwxg0aFCf3puIiEhKDEDuIAjdvhXVmfBwJWrMjdBb5Yjv47U6o1KpYLW2jjQbO3YsPvroIwwcOBAKRcf/KAiCgMmTJ2Py5MlYvnw5BgwYgK1btyI7O7vd9YiIiPwFR4H5CMcDEZvMVpitnpkdfuDAgTh8+DBKSkpQVVWFxYsX4/Lly8jKysK3336LoqIifPHFF3jggQdgtVpx+PBhvPDCCzhy5AhKS0vxz3/+E5WVlRg+fLjzet9//z1OnTqFqqoqmM2c04yIiPwDA5CPUMplCFHah8MbPDQcfsmSJZDL5RgxYgRiY2NhMpmwf/9+WK1W3HLLLRg5ciSeeuopREZGQiaTQavVIi8vD3PmzEFqair+8Ic/YM2aNZg9ezYA4JFHHkFaWhrGjx+P2NhY7N+/3yN1ExERuZsgiiJn4byCXq+HTqdDXV0dtFqty77m5mYUFxdj0KBB0Gg0bn3f8romVNQbERmqQv+ovvXv8XWe/B6JiCg4dfX7fSW2APmQcI0SgL0FiLmUiIjIcxiAfEioSg65IMBis6HJzM7FREREnsIA5ENkgoAwdcvs8F6YHJWIiChYMQD5GG/ODk9ERBSsGIB6yVN9dBwBqNFkhdXmmeHwvoB9nIiISEoMQD2kVNo7Kjc29n7y066oFHKoFXKIEGEwBm4rkMlkAgDI5XKJKyEiomDEJ0H3kFwuR2RkJCoqKgAAoaGhELo5I3t3hcisaLaYUKMXoRYCrxXIZrOhsrISoaGhnT6BmoiIyJMk/fXJy8vDyy+/jKNHj6KsrAxbt27FvHnznPsXLVqEzZs3u5yTmZmJHTt2dHnd9evX4+WXX0Z5eTnS09Px+uuv44YbbnBb3Y7Zzx0hyN2azVZUGUy4LBPQpAvMZ+TIZDL079/f7eGRiIioOyQNQA0NDUhPT8eDDz6In/70px0ec+utt2Ljxo3OdbVa3eU1t2zZguzsbLz55puYOHEi1q5di8zMTJw6dQpxcXFuqVsQBCQmJiIuLs4j0z80mSx4+o0DMFtteHvRBAyI9szcYFJSqVSQyXgHloiIpCFpAJo9e7ZzWoXOqNVqZ4tLd7zyyit45JFH8MADDwAA3nzzTWzfvh1vv/02li5d2qd6rySXyz3Sh0WjAZJjdNhXWIV9xXqkXRPt9vcgIiIKZj7/n+B79+5FXFwc0tLS8Nhjj6G6urrTY00mE44ePYpZs2Y5t8lkMsyaNQsHDx7s9Dyj0Qi9Xu+ySG16aiwAIPd0pcSVEBERBR6fDkC33nor/v73v2P37t344x//iNzcXMyePRtWa8dPSa6qqoLVakV8fLzL9vj4eJSXl3f6Pjk5OdDpdM4lJSXFrZ+jN6an2QPQ4TPVaOZToYmIiNzKp4fg3HPPPc7XI0eOxKhRozBkyBDs3bsXM2fOdNv7LFu2DNnZ2c51vV4veQgaFheOBK0G5fpmHC6+7GwRIiIior7z6RagKw0ePBgxMTEoLCzscH9MTAzkcjkuXbrksv3SpUtd9iNSq9XQarUui9QEQXCGnjzeBiMiInIrvwpA58+fR3V1NRITEzvcr1KpMG7cOOzevdu5zWazYffu3cjIyPBWmW4zjf2AiIiIPELSAGQwGJCfn4/8/HwAQHFxMfLz81FaWgqDwYDf/OY3OHToEEpKSrB7927ceeedGDp0KDIzM53XmDlzJtatW+dcz87Oxl/+8hds3rwZJ0+exGOPPYaGhgbnqDB/MmVoDGQCUFhhwIXaJqnLISIiChiS9gE6cuQIbrrpJue6ox/OwoULsWHDBnz//ffYvHkzamtrkZSUhFtuuQWrV692eRZQUVERqqqqnOsLFixAZWUlli9fjvLycowePRo7duxo1zHaH+hClRidEoljpbXIO12JrBv6S10SERFRQBBEzkrZjl6vh06nQ11dneT9gV7dVYA/7TqNW69LwJv/NU7SWoiIiHxZT36//aoPUDCalhoDANhfWAWzNfDmBSMiIpICA5CPG5UcichQJeqNFuSfq5W6HCIiooDAAOTj5DIBU4dxODwREZE7MQD5gWnD7LfBOByeiIjIPRiA/IDjgYjHL9Sh2mCUuBoiIiL/xwDkB+K0GlybEAFRBPYVVl39BCIiIuoSA5CfcEyOyttgREREfccA5CemOztCV8Fm46ObiIiI+oIByE+MG9gPoSo5qgxG/KdML3U5REREfo0ByE+oFXJkDI4GAOQV8DYYERFRXzAA+RFnP6BTDEBERER9wQDkRxzD4Y+erYHBaJG4GiIiIv/FAORHBkSHYUB0KCw2EQc4HJ6IiKjXGID8jKMViP2AiIiIeo8ByM9MG9b6PCBR5HB4IiKi3mAA8jMZQ6KhlAs4d7kJJdWNUpdDRETklxiA/EyYWoHxA6IAALmnKiSuhoiIyD8xAPkhTotBRETUNwxAfsjRD+jQmctoNlslroaIiMj/MAD5oeGJEYiNUKPJbMWRkhqpyyEiIvI7DEB+SBAEDocnIiLqAwYgPzUtldNiEBER9RYDkJ+aOjQGggCculSP8rpmqcshIiLyKwxAfqpfmAqjkiMBAHkcDUZERNQjDEB+zNEPKJf9gIiIiHqEAciPTU+NAQDsK6iCxWqTuBoiIiL/wQDkx9KTI6HVKFDXZMa/z9dJXQ4REZHfYADyYwq5DFOG2VuB2A+IiIio+xiA/JyzHxADEBERUbcxAPk5x/OAvj9fi5oGk8TVEBER+QcGID+XqAtBanw4bCKwr7BK6nKIiIj8AgNQAHBOi8HbYERERN3CABQAprWZF0wURYmrISIi8n0MQAFgwsAoaJQyXNIbcepSvdTlEBER+TwGoACgUcpx4+BoAJwclYiIqDsYgAIEh8MTERF1HwNQgHD0AzpSUoMGo0XiaoiIiHwbA1CAGBwThuR+ITBZbTh0plrqcoiIiHyapAEoLy8Pc+fORVJSEgRBwLZt25z7zGYzfve732HkyJEICwtDUlIS7r//fly8eLHLa65YsQKCILgs1157rYc/ifQEQeBweCIiom6SNAA1NDQgPT0d69evb7evsbERx44dw7PPPotjx47hn//8J06dOoU77rjjqte97rrrUFZW5lz27dvnifJ9zjT2AyIiIuoWhZRvPnv2bMyePbvDfTqdDjt37nTZtm7dOtxwww0oLS1F//79O72uQqFAQkKCW2v1B5OGREMhE1BS3Yiz1Q0YEB0mdUlEREQ+ya/6ANXV1UEQBERGRnZ5XEFBAZKSkjB48GDce++9KC0t9U6BEovQKDF2QD8AvA1GRETUFb8JQM3Nzfjd736HrKwsaLXaTo+bOHEiNm3ahB07dmDDhg0oLi7G1KlTUV/f+QMCjUYj9Hq9y+KvWofDc14wIiKizvhFADKbzZg/fz5EUcSGDRu6PHb27Nn4+c9/jlGjRiEzMxOfffYZamtr8f7773d6Tk5ODnQ6nXNJSUlx90fwGkcAOlBUBZPFJnE1REREvsnnA5Aj/Jw9exY7d+7ssvWnI5GRkUhNTUVhYWGnxyxbtgx1dXXO5dy5c30tWzIjErWICVeh0WTFkbOXpS6HiIjIJ/l0AHKEn4KCAuzatQvR0dE9vobBYEBRURESExM7PUatVkOr1bos/komEzB1mGM4PG+DERERdUTSAGQwGJCfn4/8/HwAQHFxMfLz81FaWgqz2Yy7774bR44cwT/+8Q9YrVaUl5ejvLwcJpPJeY2ZM2di3bp1zvUlS5YgNzcXJSUlOHDgAO666y7I5XJkZWV5++NJhtNiEBERdU3SYfBHjhzBTTfd5FzPzs4GACxcuBArVqzAJ598AgAYPXq0y3l79uzBjBkzAABFRUWoqmpt6Th//jyysrJQXV2N2NhYTJkyBYcOHUJsbKxnP4wPmTosBoIAnCzTo0LfjDitRuqSiIiIfIqkAWjGjBkQRbHT/V3tcygpKXFZf++99/palt+LDlfj+iQdjl+oQ15BFe4elyx1SURERD7Fp/sAUe9xWgwiIqLOMQAFKMe0GF8XVMJqu3pLGhERUTBhAApQY/pHIkKtQE2jGT9cqJO6HCIiIp/CABSglHIZJg21PzaAo8GIiIhcMQAFsOmpcQDYD4iIiOhKDEABbFpqDADgWGkN6hrNEldDRETkOxiAAlhyv1AMiQ2DTQT2F/Gp0ERERA4MQAGOt8GIiIjaYwAKcI7bYLmnK7v1YEkiIqJgwAAU4G4cHA21QoayumYUVhikLoeIiMgnMAAFOI1SjhsGRQHgcHgiIiIHBqAgwNnhiYiIXDEABQFHADpcfBlNJqvE1RAREUmPASgIDI0LR5JOA5PFhsPF1VKXQ0REJDkGoCAgCIJzclTeBiMiImIAChrsB0RERNSKAShITBoaA7lMwJnKBpy73Ch1OURERJJiAAoSuhAlxqREAgDyCtgKREREwY0BKIg4boNxWgwiIgp2DEBBxNERen9hNcxWm8TVEBERSYcBKIiMvEaHqDAVDEYLviutlbocIiIiyTAABRGZTMCUoY7JUSskroaIiEg6DEBBprUfUJXElRAREUmHASjITE21twAdv1CHKoNR4mqIiIikwQAUZOIiNBiRqAUAfM3h8EREFKQYgILQ9DTeBiMiouDGABSEpg1rfR6QzSZKXA0REZH3MQAFoXED+iFMJUd1gwn/KdNLXQ4REZHXMQAFIZVChowhjuHw7AdERETBhwEoSDn6ATEAERFRMGIAClLTW/oBHTtbg/pms8TVEBEReRcDUJDqHx2KQTFhsNhEHCiqlrocIiIir2IACmLThrEfEBERBScGoCDm7Ad0qhKiyOHwREQUPBiAgtiNg6OhkstwobYJZ6oapC6HiIjIaxiAglioSoEJg/oBsLcCERERBQsGoCDnnB2e84IREVEQYQAKctNaAtChM9VoNlslroaIiMg7GICCXFp8BOK1ajSbbfi25LLU5RAREXmFpAEoLy8Pc+fORVJSEgRBwLZt21z2i6KI5cuXIzExESEhIZg1axYKCgquet3169dj4MCB0Gg0mDhxIr755hsPfQL/JwiCc3JU9gMiIqJgIWkAamhoQHp6OtavX9/h/pdeegmvvfYa3nzzTRw+fBhhYWHIzMxEc3Nzp9fcsmULsrOz8dxzz+HYsWNIT09HZmYmKioqPPUx/J5jODz7ARERUbAQRB95AIwgCNi6dSvmzZsHwN76k5SUhF//+tdYsmQJAKCurg7x8fHYtGkT7rnnng6vM3HiREyYMAHr1q0DANhsNqSkpOCJJ57A0qVLu1WLXq+HTqdDXV0dtFpt3z+cj6ttNGHs6p2wicCBpT9BUmSI1CURERH1WE9+v322D1BxcTHKy8sxa9Ys5zadToeJEyfi4MGDHZ5jMplw9OhRl3NkMhlmzZrV6TkAYDQaodfrXZZgEhmqQnpKJAAgj0+FJiKiIOCzAai8vBwAEB8f77I9Pj7eue9KVVVVsFqtPToHAHJycqDT6ZxLSkpKH6v3PxwOT0REwcRnA5A3LVu2DHV1dc7l3LlzUpfkdY7h8F8XVMFitUlcDRERkWf5bABKSEgAAFy6dMll+6VLl5z7rhQTEwO5XN6jcwBArVZDq9W6LMEmPTkSuhAl6pst+Pf5WqnLISIi8iifDUCDBg1CQkICdu/e7dym1+tx+PBhZGRkdHiOSqXCuHHjXM6x2WzYvXt3p+eQnVwmYIpjdngOhyciogAnaQAyGAzIz89Hfn4+AHvH5/z8fJSWlkIQBDz11FN4/vnn8cknn+D48eO4//77kZSU5BwpBgAzZ850jvgCgOzsbPzlL3/B5s2bcfLkSTz22GNoaGjAAw884OVP538c/YByC6okroSIiMizFFK++ZEjR3DTTTc517OzswEACxcuxKZNm/Db3/4WDQ0NePTRR1FbW4spU6Zgx44d0Gg0znOKiopQVdX6g71gwQJUVlZi+fLlKC8vx+jRo7Fjx452HaOpPccDEb8/X4vLDSZEhakkroiIiMgzfOY5QL4k2J4D1Nata/PwY3k9XssagzvSk6Quh4iIqNsC4jlAJA3HaDD2AyIiokDGAEQu2j4PiI2DREQUqBiAyMX4gf0QopSjst6Ik2X1UpdDRETkEQxA5EKtkCNjSDQAIJfTYhARUYBiAKJ2nLfBGICIiChAMQBRO46O0EfOXkaD0SJxNURERO7HAETtDIwORf+oUJitIg4WVUtdDhERkdsxAFE7giBgWmrLtBi8DUZERAGIAYg6ND01DoB9ODwREVGgYQCiDmUMiYZCJuBsdSNKqhqkLoeIiMitGICoQ+FqBcYP7AeAt8GIiCjwMABRp5y3wRiAiIgowPQqAG3evBnbt293rv/2t79FZGQkJk2ahLNnz7qtOJKWoyP0gaJqGC1WiashIiJyn14FoBdeeAEhISEAgIMHD2L9+vV46aWXEBMTg6efftqtBZJ0RiRqERuhRpPZiqMlNVKXQ0RE5Da9CkDnzp3D0KFDAQDbtm3Dz372Mzz66KPIycnB119/7dYCSTqCIGDqMA6HJyKiwNOrABQeHo7qavsD8r788kvcfPPNAACNRoOmpib3VUeSc0yLwQBERESBRNGbk26++WY8/PDDGDNmDE6fPo05c+YAAE6cOIGBAwe6sz6S2NRhsRAE4MfyelzSNyNeq5G6JCIioj7rVQvQ+vXrkZGRgcrKSnz00UeIjrbPHn706FFkZWW5tUCSVlSYCqOu0QHgaDAiIgocgiiKotRF+Bq9Xg+dToe6ujpotVqpy5Hcmi9P4fWvCnH7qESs+8VYqcshIiLqUE9+v3vVArRjxw7s27fPub5+/XqMHj0av/jFL1BTw9FCgcbRD+jrgipYbczLRETk/3oVgH7zm99Ar9cDAI4fP45f//rXmDNnDoqLi5Gdne3WAkl6o1MiEaFRoK7JjO/P10pdDhERUZ/1KgAVFxdjxIgRAICPPvoIt99+O1544QWsX78en3/+uVsLJOkp5DJMGcrh8EREFDh6FYBUKhUaGxsBALt27cItt9wCAIiKinK2DFFgcdwGY0doIiIKBL0aBj9lyhRkZ2dj8uTJ+Oabb7BlyxYAwOnTp5GcnOzWAsk3TGsJQPnnalHXaIYuVClxRURERL3XqxagdevWQaFQ4MMPP8SGDRtwzTXXAAA+//xz3HrrrW4tkHxDUmQIhsWFwyYC+wqrpC6HiIioT3rVAtS/f398+umn7bb/6U9/6nNB5LumpcaioMKA3NMVuG1UotTlEBER9VqvAhAAWK1WbNu2DSdPngQAXHfddbjjjjsgl8vdVhz5lumpsfjbvmLkna6CKIoQBEHqkoiIiHqlVwGosLAQc+bMwYULF5CWlgYAyMnJQUpKCrZv344hQ4a4tUjyDTcMioJaIUO5vhmnLxmQlhAhdUlERES90qs+QL/61a8wZMgQnDt3DseOHcOxY8dQWlqKQYMG4Ve/+pW7ayQfoVHKceNg+7QnuacrJK6GiIio93oVgHJzc/HSSy8hKirKuS06OhovvvgicnNz3VYc+Z7W4fDsCE1ERP6rVwFIrVajvr6+3XaDwQCVStXnosh3OYbDf1N8GY0mi8TVEBER9U6vAtDtt9+ORx99FIcPH4YoihBFEYcOHcIvf/lL3HHHHe6ukXzIkNgwXBMZApPVhsNnLktdDhERUa/0KgC99tprGDJkCDIyMqDRaKDRaDBp0iQMHToUa9eudXOJ5EsEQXC2AnFaDCIi8le9GgUWGRmJjz/+GIWFhc5h8MOHD8fQoUPdWhz5pumpsfi/b0o5LQYREfmtbgegq83yvmfPHufrV155pfcVkc+bNDQacpmAM1UNOHe5ESlRoVKXRERE1CPdDkDfffddt47jw/ECn1ajxLj+/fBNyWXknq7EfTcOkLokIiKiHul2AGrbwkM0LTWGAYiIiPxWrzpBE01PjQMAHCisgslik7gaIiKinvH5ADRw4EAIgtBuWbx4cYfHb9q0qd2xGo3Gy1UHvuuStIgOU6HBZMWx0hqpyyEiIuqRXk+G6i3ffvstrFarc/2HH37AzTffjJ///OednqPVanHq1CnnOvsluZ9MJmDqsBhsy7+I3NOVzikyiIiI/IHPtwDFxsYiISHBuXz66acYMmQIpk+f3uk5giC4nBMfH+/FioPH9DTHtBgcDk9ERP7F5wNQWyaTCe+88w4efPDBLlt1DAYDBgwYgJSUFNx55504ceJEl9c1Go3Q6/UuC13d1GH2AHTioh6V9UaJqyEiIuo+vwpA27ZtQ21tLRYtWtTpMWlpaXj77bfx8ccf45133oHNZsOkSZNw/vz5Ts/JycmBTqdzLikpKR6oPvDEhKtx/TVaAMDXBWwFIiIi/yGIoihKXUR3ZWZmQqVS4V//+le3zzGbzRg+fDiysrKwevXqDo8xGo0wGltbMPR6PVJSUlBXVwetVtvnugPZSzt+xBt7i3Dn6CS8es8YqcshIqIgptfrodPpuvX77TctQGfPnsWuXbvw8MMP9+g8pVKJMWPGoLCwsNNj1Go1tFqty0LdM71lXrCvC6pgs/lNliYioiDnNwFo48aNiIuLw2233daj86xWK44fP47ExEQPVRbcxg7oh3C1ApcbTPjhYp3U5RAREXWLXwQgm82GjRs3YuHChVAoXEfu33///Vi2bJlzfdWqVfjyyy9x5swZHDt2DPfddx/Onj3b45Yj6h6lXIZJQ+xD4HNPsR8QERH5B78IQLt27UJpaSkefPDBdvtKS0tRVlbmXK+pqcEjjzyC4cOHY86cOdDr9Thw4ABGjBjhzZKDinM4PDtCExGRn/CrTtDe0pNOVAScu9yIqS/tgVwm4LvlN0OrUUpdEhERBaGA7ARNvislKhSDY8NgtYk4UFgldTlERERXxQBEbjGt5aGIuXwqNBER+QEGIHKL1mkxqsC7qkRE5OsYgMgtbhwUDZVChgu1TSiqNEhdDhERUZcYgMgtQlRyTBwUBQDIPc1+QERE5NsYgMht2A+IiIj8BQMQuY2jH9DhM9VoNlslroaIiKhzDEDkNsPiwpGo08BoseFw8WWpyyEiIuoUAxC5jSAIrbfBOC0GERH5MAYgcitOi0FERP6AAYjcavKQGMgEoLDCgAu1TVKXQ0RE1CEGIHIrXagSY/r3AwDkcTQYERH5KAYgcjv2AyIiIl/HAERu5+gHtL+wCmarTeJqiIiI2mMAIrcbeY0OkaFK1BstyD9XK3U5RERE7TAAkdvJZQKmDnNMjsrbYERE5HsYgMgjpqdyWgwiIvJdDEDkEdOGxQAAjl+oQ7XBKHE1RERErhiAyCPitBoMT9RCFIF9hZwdnoiIfAsDEHnMtFR7KxCHwxMRka9hACKPcfQDyiuogs0mSlwNERFRKwYg8pjxA6IQqpKjymDEf8r0UpdDRETkxABEHqNSyDBpSDQATo5KRES+hQGIPGpaKqfFICIi38MARB7l6Ad09GwNDEaLxNUQERHZMQCRRw2IDsPA6FBYbCIOcDg8ERH5CAYg8rhpfCo0ERH5GAYg8ri202KIIofDExGR9BiAyONuHBwNpVzA+ZomFFc1SF0OERERAxB5XphagQkDowBwdngiIvINDEDkFewHREREvoQBiLzC0Q/o0JnLaDZbJa6GiIiCHQMQecW1CRGIi1CjyWzFkZIaqcshIqIgxwBEXiEIgvM2GKfFICIiqTEAkddM57QYRETkIxiAyGumDI2BIACnLtWjrK5J6nKIiCiIMQCR1/QLUyE9ORIA8PVpTotBRETSYQAir+JweCIi8gU+HYBWrFgBQRBclmuvvbbLcz744ANce+210Gg0GDlyJD777DMvVUvd4egHtK+wCharTeJqiIgoWPl0AAKA6667DmVlZc5l3759nR574MABZGVl4aGHHsJ3332HefPmYd68efjhhx+8WDF1JT1ZB61GgbomM/59vk7qcoiIKEj5fABSKBRISEhwLjExMZ0e++qrr+LWW2/Fb37zGwwfPhyrV6/G2LFjsW7dOi9WTF1RyGWYOqxlODxvgxERkUR8PgAVFBQgKSkJgwcPxr333ovS0tJOjz148CBmzZrlsi0zMxMHDx70dJnUA9NS7SGW/YCIiEgqPh2AJk6ciE2bNmHHjh3YsGEDiouLMXXqVNTX13d4fHl5OeLj4122xcfHo7y8vMv3MRqN0Ov1Lgt5jqMj9Pfna1HTYJK4GiIiCkY+HYBmz56Nn//85xg1ahQyMzPx2Wefoba2Fu+//75b3ycnJwc6nc65pKSkuPX65CpRF4K0+AjYRHtnaCIiIm/z6QB0pcjISKSmpqKwsLDD/QkJCbh06ZLLtkuXLiEhIaHL6y5btgx1dXXO5dy5c26rmTrG22BERCQlvwpABoMBRUVFSExM7HB/RkYGdu/e7bJt586dyMjI6PK6arUaWq3WZSHPmp4aB8DeEVoURYmrISKiYOPTAWjJkiXIzc1FSUkJDhw4gLvuugtyuRxZWVkAgPvvvx/Lli1zHv/kk09ix44dWLNmDX788UesWLECR44cweOPPy7VR6BOjB/YDxqlDBX1RvxY3nGfLiIiIk/x6QB0/vx5ZGVlIS0tDfPnz0d0dDQOHTqE2Fh7J9rS0lKUlZU5j580aRLeffdd/PnPf0Z6ejo+/PBDbNu2Dddff71UH4E6oVHKkTE4GgCHwxMRkfcJIu8/tKPX66HT6VBXV8fbYR60cX8xVv7rP5g0JBrvPnKj1OUQEZGf68nvt0+3AFFgc0yLcaSkBg1Gi8TVEBFRMGEAIskMiglDcr8QmKw2HDpTLXU5REQURBiASDKCIDhbgdgPiIiIvIkBiCTlCEB8HhAREXkTAxBJKmNINBQyASXVjThb3SB1OUREFCQYgEhSERolxg3oB4C3wYiIyHsYgEhy03gbjIiIvIwBiCTn6Ad0oKgaJotN4mqIiCgYMACR5EYkahETrkKjyYojZy9LXQ4REQUBBiCSnEwmYNowx3D4KomrISKiYMAARD6B/YCIiMibGIDIJ0wdFgNBAE6W6VGhb5a6HCIiCnAMQOQTosPVGHmNDgCQV8DbYERE5FkMQOQzHP2AeBuMiIg8jQGIfMb0NHsA2ldQCatNlLgaIiIKZAxA5DNGp0QiQq1ATaMZxy/USV0OEREFMAYg8hlKuQyTh8YA4LQYRETkWQxA5FM4HJ6IiLyBAYh8yrRUewvQd6U1qGs0S1wNEREFKgYg8inJ/UIxJDYMNhHYX8Th8ERE5BkMQORzpqfGAWA/ICIi8hwGIPI5juHwuacrIYocDk9ERO7HAEQ+Z+KgKKgVMpTVNaOgwiB1OUREFIAYgMjnaJRyTBwcDYC3wYiIyDMYgMgnTRtmHw3G4fBEROQJDEDkk2a09AM6XHwZTSarxNUQEVGgYQAinzQkNhxJOg1MFhsOFVdLXQ4REQUYBiDySYIgOEeDsR8QERG5GwMQ+axpwzgtBhEReQYDEPmsSUNjIJcJOFPZgHOXG6Uuh4iIAggDEPksXYgSY/tHAgDyCtgKRERE7sMARD7NeRvsFAMQERG5DwMQ+TRHR+gDRdUwW20SV0NERIGCAYh82vVJOkSFqWAwWnDsbI3U5RARUYBgACKfJpMJmNryVGj2AyIiIndhACKfx+HwRETkbgxA5POmptpbgH64oEeVwShxNUREFAgYgMjnxUVoMCJRCwD4mrfBiIjIDRiAyC+0TotRJXElREQUCHw6AOXk5GDChAmIiIhAXFwc5s2bh1OnTnV5zqZNmyAIgsui0Wi8VDF5yvTU1nnBbDZR4mqIiMjf+XQAys3NxeLFi3Ho0CHs3LkTZrMZt9xyCxoaGro8T6vVoqyszLmcPXvWSxWTp4zt3w9hKjmqG0w4cVEvdTlEROTnFFIX0JUdO3a4rG/atAlxcXE4evQopk2b1ul5giAgISHB0+WRF6kUMkwaGoOd/7mEvIJKjEzWSV0SERH5MZ9uAbpSXV0dACAqKqrL4wwGAwYMGICUlBTceeedOHHiRJfHG41G6PV6l4V8z7RUTotBRETu4TcByGaz4amnnsLkyZNx/fXXd3pcWloa3n77bXz88cd45513YLPZMGnSJJw/f77Tc3JycqDT6ZxLSkqKJz4C9dH0lucBHSutgb7ZLHE1RETkzwRRFP2iR+ljjz2Gzz//HPv27UNycnK3zzObzRg+fDiysrKwevXqDo8xGo0wGlufL6PX65GSkoK6ujpotdo+107uc9P/7kVxVQPevG8cbr2etzmJiKiVXq+HTqfr1u+3X7QAPf744/j000+xZ8+eHoUfAFAqlRgzZgwKCws7PUatVkOr1bos5Juco8H4PCAiIuoDnw5Aoiji8ccfx9atW/HVV19h0KBBPb6G1WrF8ePHkZiY6IEKydumtTwVOvdUJfyk8ZKIiHyQTwegxYsX45133sG7776LiIgIlJeXo7y8HE1NTc5j7r//fixbtsy5vmrVKnz55Zc4c+YMjh07hvvuuw9nz57Fww8/LMVHIDe7cXA0VHIZLtQ24UxV149DICIi6oxPB6ANGzagrq4OM2bMQGJionPZsmWL85jS0lKUlZU512tqavDII49g+PDhmDNnDvR6PQ4cOIARI0ZI8RHIzUJVCtwwyD4KkKPBiIiot/ymE7Q39aQTFXnfn/OK8MJnP2J6aiw2P3iD1OUQEZGPCLhO0ERtTU+NAwAcLq5Gs9kqcTVEROSPGIDI76TGhyNBq0Gz2YZvii9LXQ4REfkhBiDyO4IgOEeD5Z1mPyAiIuo5BiDyS85pMRiAiIioFxiAyC9NGRoDmQAUVBhwsbbp6icQERG1wQBEfikyVIX0lEgAvA1GREQ9xwBEfovTYhARUW8xAJHfcgSgrwuqYLHaJK6GiIj8CQMQ+a1RyZGIDFWivtmC/HO1UpdDRER+hAGI/JZcJmDKUA6HJyKinmMAIr/G4fBERNQbDEDk1xz9gL6/UIfLDSaJqyEiIn/BAER+LV6rwbUJERBF4GuOBiMiom5iACK/5xwOf7pK4kqIiMhfMACR35vW5nlAoihKXA0REfkDBiDye+MH9kOIUo7KeiNOltVLXQ4REfkBBiDye2qFHJOGRAPgaDAiIuoeBiAKCK3D4SskroSIiPwBAxAFBEdH6KNna2AwWiSuhoiIfB0DEAWEgTFh6B8VCrNVxMGiaqnLISIiH8cARAGjdTg8+wEREVHXGIAoYHBaDCIi6i4GIAoYGUOioZQLKL3ciJKqBqnLISIiH8YARAEjXK3AuAH9ALAViIiIusYARAFlemocAPYDIiKirjEAUUBxdIQ+UFQNo8UqcTVEROSrGIC8yWYDOFeVRw1PjEBshBpNZiuOltRIXQ4REfkohdQFBJUDrwK7VthfC7KWRd76WiYHBKGT7bKWfR1tv9o+WSfb275fR/tartvhdhkgu/L6ne3rxmfpTc3tjpdDEGT4RXI1dv1YhX/trEfx6ThAoYIo10CQqwCFGlCooJDLIRMEKOQCZIIAuUyAQtb62mXpaFtn29tsk7W5pqJlmyAIkv4jSEREdgxA3iTaXF+LNgB8arG7PQ3gaTWASy1LB0yiHCYoYYICRqhgEhXOded2UYlGKGCE0r5NdN1vghJGsc1+KDu9juMYMxSwylSwCErYZCpYZEpYBRUUcpkzKMm6EbIc4aqjbc59V2xre62OtvU22KkUMoSo5AhRylv/trxWK2QMfUTkkxiAvOnG/wbGLmoJP9bWECTaAJtjXXTdZ7viuE63W1vOvXJfm+t2uN1xvNiNfd2oq9s1d1Zvdz6LreV2YgfbRRtEmxUNzSbAaoZCNEEhmqEQzS7/U6gEK1Ro00dIyt9oETCarwhOLUHKeMU21/Ur9kPRsk3hDGSOEHfltR2BzNhJaHPXFyIIcAYijVKOUJU9GGlatoW2BCaNqnVd0yZAXbne9q9jH0MWEfUGA5A3KUPsC3mUACD8yo2iCFhNgMXY5q/R/rfdNlM39pkAS3P7bVYjxJbzxHbn2/cLVhMEq8mlPLVggbpta6DEv+dmQQmLoIQZ9tYqc8tiadOSZRaUMEKFBmhQK4bhsjUM1bZQVFlCUW0LRa0YjjqEodYUjjpTGKo99K8bR8jqKixduU3TJnxdua5pE74c6wxZRIGHAYiCgyC09P9Re/6trvjbIZvNGYhcApcjLHUUxtrtM3Yz1HVjn821hUwpmqEUzQhBY8+/gE7+rWJVhsGi0sGk1MGo1KFZoUWTPAINsggYZBHQCxGoRxhqxTDUiOGotoXhsjUUNWYFmiwims1WNJmsaDRZ0Gy2wWS131IWRaDRZEWjyXOj/mSOlqwrWq80XYWtTsLXla1hDFlE0mAAIpKCTAbINIBSI3Uldo5AZmnuJDhdua/NNpMBaKoFmmpal+Y26811AAC5uQFycwPUuIiIntQmUwIh/exLv5a/IZGwaSJhVkXCpNTCqNShSR6BJoUWBiEcBpk9TDVZgCaTBU1mK5pMtpa/LetmG5pMVjSZLS1/bWg22wNWk8nqErJsItBgsqLBiyHryhapMJUCERr7otUoW167/tWF2P+GqxVQyDnIl6grDEBE5NlAZrPaQ1BTTddBqaP9NrN9aaiwL21LBqBuWToOVAKg0baGp5B+gCbS/je8zbaQlm0hMa3HtHwPFmtLaDJb0dwSoBpbAlRzS6iyt0hZnSGr0WxBs8naJmQ5Alj7dU+GrFCV3CUctQ1NWo2i9XWIAhFqZbtjwzUKyGVskaLAxQBERJ4lkwOhUfalJ0QRMDV0EJK6ClItf00GAKI9eDXXATUlPXtvRQgQ0g+KkH6ICOmHiJDINkGpTZgK6wfE9GsNUGqt/XZrD1wZshqdLVLWlhYpe1hqMFpQ32xBvdGC+mYz9M32dX2TGfXNZvu+Znu4AlpvC17SG3v22dsIV7e2OnUUpOzrbV6HuO4LVykgY4giH8UARES+SRAAdbh90SX37FyLqU2rU1ctTleEqeZa+2hCSxNQ3wTUX+xhzXLXoKSJdA1NLi1O/VpDlkaHCI17Wt/MVhsMzRboW0KRvk04qm82Q99kaQ1MRscxFtQ3OUKVGUaLvVXKYLTAYLSgrK53tQgCEK5qG4za3rZzhKkr112DVJhKzr5R5BEMQEQUeBQqIDzWvvSEzQaY6q/S4lTbcZiyNNsfydBYbV96ShXRJiBFtg9OqnBArgLkSkCmaH0tV9r7SbWsK+VK9JMp0U+uBEKVQLhjn9r+V9ZyThehwmSxOUNSa4BqbXXqLEi1tkhZYLLaIIqwt1gZe/+8M5ngaIlqDUfaK4KU/bbeleutt/hClAxR1B4DEBGRg0wGaHT2pd/Anp1rbup5H6emWsDY0rxiqrcvdaVu/UidkinaBCeFSzhSyZWIlisR7QhLclXHoUupAjQdX8csKGC0ydBsk6PZKkOjVUCjVW7/a5HBYBFgMAuob1n0JgH1ZhF1JgF1RqCmGWi2yWAWFTA3y3G5WYEKKGCGHD19ToRcJrSGozb9nbQhinbBKVytgEohg0ohg1oua32tkDtfq+SObfbXvM3nn/wiAK1fvx4vv/wyysvLkZ6ejtdffx033HBDp8d/8MEHePbZZ1FSUoJhw4bhj3/8I+bMmePFioko6Die86VN7Nl5Vgtg1F+9j5OxHrC2dAq3mtu8NtmvYTV1sK/N6yvZLPbF0uSOT9+OsmVp90yu7lJ1vssmKGATFLAIClgFBSwtwcgkKmAW5TCKcphEGYy2lm2Qw2xWwGKWw1zfsi4qYIHc/hr2a1RCjouiAmaXh4cqXJ4Cb27ZZhRbX1sFlb3VUd6ytDxyQyFXQK2Uu4aoNqHKEabUVwSrDoNW2xAm7+T8lnWOAOwenw9AW7ZsQXZ2Nt58801MnDgRa9euRWZmJk6dOoW4uLh2xx84cABZWVnIycnB7bffjnfffRfz5s3DsWPHcP3110vwCYiIuiBX9K6TeE+Ioj3sWE2dB6R2QaplvauQZTW1XLft6yvfo2W9031XeY8OwptMtEAmWq7+A+btHCDCPrtRyx0/myi0TpuDlmDVSZgyoU3wank6u8ERwFq2dTeYWQR7S5woV0GUqyEo1BAUqpa/aigUynYhq22LVus+uUsgU8tlUCvbBzDX8+XtQpxS7pvzIAqi6NvTk0+cOBETJkzAunXrAAA2mw0pKSl44oknsHTp0nbHL1iwAA0NDfj000+d22688UaMHj0ab775ZrfeU6/XQ6fToa6uDlqt1j0fhIiIes4Z3q4WsiyugavTYNdVkDO1nu943pXzdevzscSW16KlZX/Lc7EEqxECfPonFQBgFQVnmHJMnWMWFS7T4Zi7CGamLoKZsZNr2WT2fmiiXNUyMbUKsycMx6KfjHLrZ+vJ77dPtwCZTCYcPXoUy5Ytc26TyWSYNWsWDh482OE5Bw8eRHZ2tsu2zMxMbNu2rdP3MRqNMBpbh4rq9fq+FU5ERO4hCK39jhAqdTUAunjau2POReeT2lvDkT1Mma6YOsfUw/1m1weROgJbSxgTraaWKXha9wmO6XfaBDO5IEIOMzRo07rmrQYaW8tiBr4p/C/gJ+u89Mbt+XQAqqqqgtVqRXx8vMv2+Ph4/Pjjjx2eU15e3uHx5eXlnb5PTk4OVq5c2feCiYgoeAlCS0dwBaAK8+5bo4sM0y6Yma4IW1cLaz0Nc/YgZl9aW8ycLWU2MwSrEWnJ7buxeJNPByBvWbZsmUurkV6vR0pKioQVERERuYkEwazLQNZC541CuuDTASgmJgZyuRyXLl1y2X7p0iUkJCR0eE5CQkKPjgcAtVoNtdrzk2QSERGRb/DpsXIqlQrjxo3D7t27ndtsNht2796NjIyMDs/JyMhwOR4Adu7c2enxREREFHx8ugUIALKzs7Fw4UKMHz8eN9xwA9auXYuGhgY88MADAID7778f11xzDXJycgAATz75JKZPn441a9bgtttuw3vvvYcjR47gz3/+s5Qfg4iIiHyIzwegBQsWoLKyEsuXL0d5eTlGjx6NHTt2ODs6l5aWQiZrbciaNGkS3n33XfzhD3/AM888g2HDhmHbtm18BhARERE5+fxzgKTA5wARERH5n578fvt0HyAiIiIiT2AAIiIioqDDAERERERBhwGIiIiIgg4DEBEREQUdBiAiIiIKOgxAREREFHQYgIiIiCjoMAARERFR0PH5qTCk4Hg4tl6vl7gSIiIi6i7H73Z3JrlgAOpAfX09ACAlJUXiSoiIiKin6uvrodPpujyGc4F1wGaz4eLFi4iIiIAgCG69tl6vR0pKCs6dO8d5xjyI37N38Hv2Dn7P3sHv2Ts8+T2Looj6+nokJSW5TJTeEbYAdUAmkyE5Odmj76HVavl/MC/g9+wd/J69g9+zd/B79g5Pfc9Xa/lxYCdoIiIiCjoMQERERBR0GIC8TK1W47nnnoNarZa6lIDG79k7+D17B79n7+D37B2+8j2zEzQREREFHbYAERERUdBhACIiIqKgwwBEREREQYcBiIiIiIIOA5AXrV+/HgMHDoRGo8HEiRPxzTffSF1SwMnLy8PcuXORlJQEQRCwbds2qUsKSDk5OZgwYQIiIiIQFxeHefPm4dSpU1KXFXA2bNiAUaNGOR8Yl5GRgc8//1zqsgLeiy++CEEQ8NRTT0ldSkBZsWIFBEFwWa699lrJ6mEA8pItW7YgOzsbzz33HI4dO4b09HRkZmaioqJC6tICSkNDA9LT07F+/XqpSwloubm5WLx4MQ4dOoSdO3fCbDbjlltuQUNDg9SlBZTk5GS8+OKLOHr0KI4cOYKf/OQnuPPOO3HixAmpSwtY3377Ld566y2MGjVK6lIC0nXXXYeysjLnsm/fPslq4TB4L5k4cSImTJiAdevWAbDPN5aSkoInnngCS5culbi6wCQIArZu3Yp58+ZJXUrAq6ysRFxcHHJzczFt2jSpywloUVFRePnll/HQQw9JXUrAMRgMGDt2LN544w08//zzGD16NNauXSt1WQFjxYoV2LZtG/Lz86UuBQBbgLzCZDLh6NGjmDVrlnObTCbDrFmzcPDgQQkrI3KPuro6APYfZ/IMq9WK9957Dw0NDcjIyJC6nIC0ePFi3HbbbS7/rib3KigoQFJSEgYPHox7770XpaWlktXCyVC9oKqqClarFfHx8S7b4+Pj8eOPP0pUFZF72Gw2PPXUU5g8eTKuv/56qcsJOMePH0dGRgaam5sRHh6OrVu3YsSIEVKXFXDee+89HDt2DN9++63UpQSsiRMnYtOmTUhLS0NZWRlWrlyJqVOn4ocffkBERITX62EAIqI+Wbx4MX744QdJ7+UHsrS0NOTn56Ourg4ffvghFi5ciNzcXIYgNzp37hyefPJJ7Ny5ExqNRupyAtbs2bOdr0eNGoWJEydiwIABeP/99yW5pcsA5AUxMTGQy+W4dOmSy/ZLly4hISFBoqqI+u7xxx/Hp59+iry8PCQnJ0tdTkBSqVQYOnQoAGDcuHH49ttv8eqrr+Ktt96SuLLAcfToUVRUVGDs2LHObVarFXl5eVi3bh2MRiPkcrmEFQamyMhIpKamorCwUJL3Zx8gL1CpVBg3bhx2797t3Gaz2bB7927eyye/JIoiHn/8cWzduhVfffUVBg0aJHVJQcNms8FoNEpdRkCZOXMmjh8/jvz8fOcyfvx43HvvvcjPz2f48RCDwYCioiIkJiZK8v5sAfKS7OxsLFy4EOPHj8cNN9yAtWvXoqGhAQ888IDUpQUUg8Hg8l8TxcXFyM/PR1RUFPr37y9hZYFl8eLFePfdd/Hxxx8jIiIC5eXlAACdToeQkBCJqwscy5Ytw+zZs9G/f3/U19fj3Xffxd69e/HFF19IXVpAiYiIaNd/LSwsDNHR0ezX5kZLlizB3LlzMWDAAFy8eBHPPfcc5HI5srKyJKmHAchLFixYgMrKSixfvhzl5eUYPXo0duzY0a5jNPXNkSNHcNNNNznXs7OzAQALFy7Epk2bJKoq8GzYsAEAMGPGDJftGzduxKJFi7xfUICqqKjA/fffj7KyMuh0OowaNQpffPEFbr75ZqlLI+qx8+fPIysrC9XV1YiNjcWUKVNw6NAhxMbGSlIPnwNEREREQYd9gIiIiCjoMAARERFR0GEAIiIioqDDAERERERBhwGIiIiIgg4DEBEREQUdBiAiIiIKOgxARETdsHfvXgiCgNraWqlLISI3YAAiIiKioMMAREREREGHAYiI/ILNZkNOTg4GDRqEkJAQpKen48MPPwTQentq+/btGDVqFDQaDW688Ub88MMPLtf46KOPcN1110GtVmPgwIFYs2aNy36j0Yjf/e53SElJgVqtxtChQ/G3v/3N5ZijR49i/PjxCA0NxaRJk3Dq1CnPfnAi8ggGICLyCzk5Ofj73/+ON998EydOnMDTTz+N++67D7m5uc5jfvOb32DNmjX49ttvERsbi7lz58JsNgOwB5f58+fjnnvuwfHjx7FixQo8++yzLpPk3n///fi///s/vPbaazh58iTeeusthIeHu9Tx+9//HmvWrMGRI0egUCjw4IMPeuXzE5F7cTJUIvJ5RqMRUVFR2LVrFzIyMpzbH374YTQ2NuLRRx/FTTfdhPfeew8LFiwAAFy+fBnJycnYtGkT5s+fj3vvvReVlZX48ssvnef/9re/xfbt23HixAmcPn0aaWlp2LlzJ2bNmtWuhr179+Kmm27Crl27MHPmTADAZ599httuuw1NTU3QaDQe/haIyJ3YAkREPq+wsBCNjY24+eabER4e7lz+/ve/o6ioyHlc23AUFRWFtLQ0nDx5EgBw8uRJTJ482eW6kydPRkFBAaxWK/Lz8yGXyzF9+vQuaxk1apTzdWJiIgCgoqKiz5+RiLxLIXUBRERXYzAYAADbt2/HNddc47JPrVa7hKDeCgkJ6dZxSqXS+VoQBAD2/klE5F/YAkREPm/EiBFQq9UoLS3F0KFDXZaUlBTncYcOHXK+rqmpwenTpzF8+HAAwPDhw7F//36X6+7fvx+pqamQy+UYOXIkbDabS58iIgpcbAEiIp8XERGBJUuW4Omnn4bNZsOUKVNQV1eH/fv3Q6vVYsCAAQCAVatWITo6GvHx8fj973+PmJgYzJs3DwDw61//GhMmTMDq1auxYMECHDx4EOvWrcMbb7wBABg4cCAWLlyIBx98EK+99hrS09Nx9uxZVFRUYP78+VJ9dCLyEAYgIvILq1evRmxsLHJycnDmzBlERkZi7NixeOaZZ5y3oF588UU8+eSTKCgowOjRo/Gvf/0LKpUKADB27Fi8//77WL58OVavXo3ExESsWrUKixYtcr7Hhg0b8Mwzz+C///u/UV1djf79++OZZ56R4uMSkYdxFBgR+T3HCK2amhpERkZKXQ4R+QH2ASIiIqKgwwBEREREQYe3wIiIiCjosAWIiIiIgg4DEBEREQUdBiAiIiIKOgxAREREFHQYgIiIiCjoMAARERFR0GEAIiIioqDDAERERERBhwGIiIiIgs7/B9jn9yPBV189AAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Weights saved.\n"
]
}
],
"source": [
"# summarize history for accuracy\n",
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('model accuracy')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='upper left')\n",
"plt.show()\n",
"# summarize history for loss\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('model loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='upper left')\n",
"plt.show()\n",
"\n",
"model.save('model.h5')\n",
"print('Weights saved.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0r2MYYD-DxFP"
},
"source": [
"## Testing our model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LUXTQnhBDxFP",
"outputId": "6e600d9d-97de-42af-d205-de54df67613b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 354ms/step\n"
]
}
],
"source": [
"predicted_labels = (model.predict(test_images) >= 0.5).astype('int64').flatten()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 987
},
"id": "q811mDOEDxFP",
"outputId": "a235c7d1-ac37-4bd8-8b44-40bfbecc867c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x1400 with 12 Axes>"
],
"image/png": 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fall detection system for humans.

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