{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "0fC11xmrdzrO" }, "source": [ "Human Activity Recognition using TSFEL\n", "On this example, we will perform Human Activity Recognition using our library Time Series Feature Extraction Library.\n", "\n", "To perform this example every cell must be executed. To do so click run ([ ]) in the top left of every cell.\n", "\n", "The first step consists of importing the library. To do that press play.\n", "\n", "The import can take a few seconds, but the run button will change so that you know the import has started and ended.\n", "\n", "A warning will appear to reset all runtimes before running, click to accept." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "07pPcQwVdHLt" }, "outputs": [], "source": [ "# Import libraries\n", "import tsfel\n", "import glob\n", "import zipfile\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "from matplotlib import pyplot as plt\n", "from sklearn import preprocessing\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import classification_report\n", "from sklearn.feature_selection import VarianceThreshold\n", "from sklearn.metrics import confusion_matrix, accuracy_score\n", "sns.set()\n", "\n", "# Unzip dataset\n", "zip_ref = zipfile.ZipFile(\"UCI-HAR-Dataset.zip\", 'r')\n", "zip_ref.extractall()\n", "zip_ref.close()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "tPTohFCLjbdk" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "GbQOGU8YdDfK" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "id": "w8mtRizQdPOQ" }, "source": [ "Dataset\n", "The dataset we will be using is open-source. It is provided by UCI and it was performed by 30 volunteers using a smartphone on the waist. It contains 6 activities:\n", "\n", "Walking\n", "Standing\n", "Sitting\n", "Laying\n", "Upstairs\n", "Downstairs\n", "The dataset used in this example can be found here." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "Abp2XrwOdR3s" }, "outputs": [], "source": [ "#@title Data Preparation\n", "\n", "# Load data\n", "x_train = np.loadtxt('UCI-HAR-Dataset/train/Inertial Signals/total_acc_x_train.txt', dtype='float32')\n", "x_test = np.loadtxt('UCI-HAR-Dataset/test/Inertial Signals/total_acc_x_test.txt', dtype='float32')\n", "y_test = np.loadtxt('UCI-HAR-Dataset/test/y_test.txt')\n", "y_train = np.loadtxt('UCI-HAR-Dataset/train/y_train.txt')\n", "activity_labels = np.array(pd.read_csv('UCI-HAR-Dataset/activity_labels.txt', header=None, delimiter=' '))[:,1]\n", "\n", "# dataset sampling frequency\n", "fs = 100" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "id": "8RA5BUl7dT9R", "outputId": "f9694414-41f9-4f14-f800-619fd00c3899" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Signal Preview\n", "%matplotlib inline\n", "plt.figure()\n", "plt_size = 10\n", "plt.plot(np.concatenate(x_train[0:plt_size],axis=0))\n", "plt.xlabel(\"time (s)\")\n", "plt.ylabel(\"Acceleration (m/s²)\")\n", "plt.title(\"Accelerometer Signal\")\n", "plt.legend('x axis')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "EFLX1NR5dZrW" }, "source": [ "Feature Extraction\n", "Through Feature Extraction methodologies, the data is translated into a feature vector containing information about the signal properties of each window. These properties can be classified according to their domain as Time, Frequency and Statistical features and allow to characterise the signal compactly, enhancing its characteristics. This features will be used as input to the machine learning classifier, thus, the chosen set of features can strongly influence the classification output.\n", "\n", "The features to extract are defined in the google sheet. Save a copy on your local drive and share it with featext@featext.iam.gserviceaccount.com.\n", "\n", "Change your google sheet file name and the googleSheet_name variable to your name so both have the same name." ] }, { "cell_type": "markdown", "metadata": { "id": "DkpeGYeWdgkg" }, "source": [ "Feature Selection\n", "After the sensor data is extracted, redundancies and noise should be removed. Thus, minimising the algorithm's error, time and computational complexity." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "IwoYu1R5dhwA" }, "outputs": [], "source": [ "# Highly correlated features are removed\n", "\n", "\n", "# Remove low variance features\n", "selector = VarianceThreshold()\n", "x_train = selector.fit_transform(x_train)\n", "x_test = selector.transform(x_test)\n", "\n", "# Normalising Features\n", "scaler = preprocessing.StandardScaler()\n", "nx_train = scaler.fit_transform(x_train)\n", "nx_test = scaler.transform(x_test)" ] }, { "cell_type": "markdown", "metadata": { "id": "0eIj2uUKdkpP" }, "source": [ "Classification\n", "In this example the classification is performed with a Random Forest classifier." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LclNvDX5dmp6", "outputId": "3a3dd63d-605f-44a8-ef95-b90f3d0c8be2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " WALKING 0.77 1.00 0.87 496\n", " WALKING_UPSTAIRS 0.87 0.77 0.82 471\n", "WALKING_DOWNSTAIRS 0.97 0.77 0.86 420\n", " SITTING 0.69 0.49 0.57 491\n", " STANDING 0.63 0.79 0.70 532\n", " LAYING 1.00 1.00 1.00 537\n", "\n", " accuracy 0.81 2947\n", " macro avg 0.82 0.80 0.80 2947\n", " weighted avg 0.82 0.81 0.80 2947\n", "\n", "Accuracy: 80.72616219884628%\n" ] } ], "source": [ "classifier = RandomForestClassifier()\n", "# Train the classifier\n", "classifier.fit(nx_train, y_train.ravel())\n", "\n", "# Predict test data\n", "y_test_predict = classifier.predict(nx_test)\n", "\n", "# Get the classification report\n", "accuracy = accuracy_score(y_test, y_test_predict) * 100\n", "print(classification_report(y_test, y_test_predict, target_names=activity_labels))\n", "print(\"Accuracy: \" + str(accuracy) + '%')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 589 }, "id": "4uK2nWAidqGC", "outputId": "05b486fa-d487-4568-e816-730561de695d" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#@title Confusion Matrix\n", "cm = confusion_matrix(y_test, y_test_predict)\n", "df_cm = pd.DataFrame(cm, index=[i for i in activity_labels], columns=[i for i in activity_labels])\n", "plt.figure()\n", "ax= sns.heatmap(df_cm, cbar=False, cmap=\"BuGn\", annot=True, fmt=\"d\")\n", "plt.setp(ax.get_xticklabels(), rotation=45)\n", "\n", "plt.ylabel('True label', fontweight='bold', fontsize = 18)\n", "plt.xlabel('Predicted label', fontweight='bold', fontsize = 18)\n", "bottom, top = ax.get_ylim()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "165MSCFrn7kf" }, "outputs": [], "source": [ "np.savetxt('x_train.csv', x_train, delimiter=',', encoding='utf-8')\n", "np.savetxt('y_train.csv', y_train, delimiter=',', encoding='utf-8')\n", "np.savetxt('x_test.csv', x_test, delimiter=',', encoding='utf-8')\n", "np.savetxt('y_test.csv', y_test, delimiter=',', encoding='utf-8')\n" ] }, { "cell_type": "markdown", "metadata": { "id": "iiJXDxJfduEZ" }, "source": [ "Conclusion\n", "As it can be seen in the confusion matrix, the misclassification was higher between WALKING UPSTAIRS vs WALKING DOWNSTAIRS vs WALKING and SITTING vs STANDING. Dynamic activities, due to their distinct motion characteristics and cyclic behaviour, were clearly discriminated against static activities." ] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 1 }