diff --git a/README.md b/README.md index 250b9962..b9f41333 100644 --- a/README.md +++ b/README.md @@ -1,70 +1,63 @@ -# Anxiety Level Detection - -## Description - -This repository contains the code for Anxiety Level Detection in arachnophobic individuals using Supervised Machine Learning algorithms. The physiological signals used were **ECG (Electrocardiogram)**, **GSR (Galvanic Skin Response)** and **RESP (Respiratory signal)**. These signals were pre-processed and the necessary features were extracted. The dataset can be downloaded from [here](https://physionet.org/content/ecg-spider-clip/1.0.0/). - -The anxiety level of the patients is classified into one of the three classes (*High*/*Medium*/*Low*). The following classification algorithms have been tested on the HRV (Heart Rate Variability) feature set obtained through feature selection: -- **Logistic Regression** -- **Decision Trees** -- **Random Forest** -- **Extra Trees** -- **XGBoost** -- **Bagging** - - -## File Description - -- [gsr_analysis.ipynb](./gsr_analysis.ipynb) -> This notebook is used for extracting, visualizing and pre-processing the GSR signal. -- [resp.py](./resp.py) -> This script contains code for respiratory signal extraction and breathing rate calculations. -- [ecg.py](./ecg.py) -> Script to obtain R-peaks from ECG signals and extract time domain HRV features. -- [utils.py](./utils.py) -> Script contains helper functions for HRV feature extraction and pre-processing of physiological signals. -- [QRSDetectorOffline.py](./QRSDetectorOffline.py) -> Script for [Pan-Tompkins](https://github.com/c-labpl/qrs_detector) QRS complex detection algorithm. -- [main.py](./main.py) -> Script to run the ML classifiers for Anxiety level classification - -## How to run the program - - -1. Clone the repo - ```sh - git clone https://github.com/sidesh27/Anxiety-Detection.git - ``` - For accounts that are SSH configured - ```sh - git clone git@github.com:sidesh27/Anxiety-Detection.git - ``` -2. Install pip - ```sh - python -m pip install --upgrade pip - ``` -3. Create and Activate Virtual Environment (Linux) - ```sh - python3 -m venv [environment-name] - source [environment-name]/bin/activate - ``` -4. Install dependencies - ```sh - pip install -r requirements.txt - ``` -5. Run main - ```sh - python3 main.py --option value - ``` - -6. The following are the list of trainable parameters that can be provided in the terminal - -| Option | Description | -| :------------------- | :----------------------------------------------------------------------------- | -| `--detector or -d` | R-peak Detection Algorithms [pan-tompkins, hamilton] -> string | -| `--classifier or -clf` | Classification Algorithms [logreg, decisiontree, xgboost, randomforest, extratrees, bagging] -> string | - - -## References - -[1] Michał Sznajder, & Marta Łukowska. (2017). Python Online and Offline ECG QRS Detector based on the Pan-Tomkins algorithm (v1.1.0). Zenodo. https://doi.org/10.5281/zenodo.826614 - -[2] Ihmig, F. R., H, A. G., Neurohr-Parakenings, F., Schäfer, S. K., Lass-Hennemann, J., & Michael, T. (2020). On-line anxiety level detection from biosignals: Machine learning based on a randomized controlled trial with spider-fearful individuals. PloS one, 15(6), e0231517. https://doi.org/10.1371/journal.pone.0231517 - -[3] Ihmig, F. R., Gogeascoechea, A., Schäfer, S., Lass-Hennemann, J., & Michael, T. (2020). Electrocardiogram, skin conductance and respiration from spider-fearful individuals watching spider video clips (version 1.0.0). PhysioNet. https://doi.org/10.13026/sq6q-zg04. - -[4] Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P. C., Mark, R., ... & Stanley, H. E. (2000). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation [Online]. 101 (23), pp. e215-e220. +# ThereForYou + +![GSSoC Logo Light](https://user-images.githubusercontent.com/63473496/213306239-9e8fc317-ce2f-4127-8bfe-17f5df06ee99.png#gh-light-mode-only) +![GSSoC Logo Dark](https://user-images.githubusercontent.com/63473496/213306279-338f7ce9-9a9f-4427-8c2a-3e344874498f.png#gh-dark-mode-only) + +
+ ThereForYou +
+ +# Enhanced Public Safety: ThereForYou +**ThereForYou** is a groundbreaking solution aimed at enhancing public safety, particularly focusing on mental health support and suicide prevention. Leveraging cutting-edge technologies such as artificial intelligence (AI), machine learning (ML), natural language processing (NLP), and blockchain, our project offers accessible and empathetic assistance to individuals facing mental health challenges. + +## Key Features +### Part 1: AI Psychologist +- Dynamic Voice Adjustment: Our AI assistant dynamically adjusts its voice to match the user's gender, enhancing engagement and personalization. +- Emotion Detection: Utilizing algorithms, the assistant detects signs of sadness or depression in user speech, securely storing this data using blockchain technology for potential future counseling sessions. +- Empathetic Support: In moments of distress, sadness, or depression, the AI psychologist offers empathetic support and practical advice to encourage users towards positive steps forward. + +### Part 2: Suicide Prevention Model +- Choking Detection: We have developed an API powered by advanced machine learning models that can detect signs of choking in users. Upon detection, it immediately sends alerts with location data of the victim to nearby users and authorities, including police officers, ensuring prompt assistance in critical situations. +- Reward System: Users who assist individuals in choking incidents are rewarded with HealthTokens, redeemable at hospitals. This incentivizes community involvement in assisting those in need. + +### Part 3: Voice-Activated Safety Alert System +- NLP-Based Danger Detection: Our advanced NLP model detects danger signals from user speech. Upon detection, nearby users and authorities such as police officers are alerted through push notifications about the location and condition of the victim. +- Reward Mechanism: Similar to Part 2, individuals who respond to safety alerts and assist those in danger are rewarded with HealthTokens. +- Link to safety system => https://vhelp.onrender.com/ +- App link could not be shared because of security reasons + +## Videos: +### PART 1: +https://github.com/Atharv714/nationalhackathon/assets/142321494/f8e68f17-ec9b-46f5-94c1-f09af9d5afa3 + +### PART 2: +https://github.com/Atharv714/nationalhackathon/assets/142321494/8de7ae5d-30b6-48f8-a58c-c4c9c1ce8bf4 + +### PART 3 (MUST WATCH): +https://github.com/Atharv714/nationalhackathon/assets/142321494/c13cde81-8ab2-4999-aa0c-916c5551d54d + +## Tech Stack +### Frontend +- HTML/CSS +- JavaScript +- Flutter + +## Machine Learning +- TensorFlow +- Natural language processing +- Scikit-learn +- SpaCy +- NLTK +- OpenCV + +## Backend +- Flask +- OpenAPI +- Google Web Speech API +- PyAudio +- Node.js +- Firebase + +# Mentor: Avdhesh Varshney + +## Note: Pull Request may take some time to be merged into the repository. If there are any issues, we will inform you; otherwise, it will be merged eventually. Please don't worry :) diff --git a/ecg.py b/ecg.py deleted file mode 100644 index e9644958..00000000 --- a/ecg.py +++ /dev/null @@ -1,66 +0,0 @@ -import os -import re -from utils import * -import pandas as pd -import heartpy as hp -from ecgdetectors import Detectors -from QRSDetectorOffline import QRSDetectorOffline - -def ecg_preprocessor(detector): - """ - Detects the QRS complexes in the given ECG signal and extracts the HRV features for every patient - Parameters: detector (str): The detector to use. - Returns: None - """ - files = [i for i in os.listdir() if(re.search("VP*", i))] - final_df_list = [] - for i in range(0,len(files)): - ecg_df = pd.read_csv(os.path.join(files[i], os.listdir(files[i])[1]), delimiter='\t', names=["ecg", "time", "raw"], header=None, index_col=False) - ecg_df = ecg_df.drop(columns = "raw") - ecg_df = ecg_df.sort_values(['time']) - ecg_df = ecg_df[["time", "ecg"]] - ecg_df.reset_index(drop=True, inplace = True) - ecg_df.to_csv(path_or_buf = os.path.join(files[i], "ecg.csv"),index = False) - - sca_ecg = hp.scale_data(ecg_df["ecg"], lower = 0, upper = 3) - - exposure_period_df = pd.read_csv(os.path.join(files[i], os.listdir(files[i])[-1]), delimiter='\t', names=["event", "s_time", "e_time"], header=None, index_col=False) - - if (len(exposure_period_df.loc[(exposure_period_df["event"]=="BIOFEEDBACK-OXYGEN-TRAININGS") | (exposure_period_df["event"] == "BIOFEEDBACK-REST")]) == 2): - exposure_period_df = exposure_period_df.loc[exposure_period_df["event"]!="BIOFEEDBACK-OXYGEN-TRAININGS"].copy() - exposure_period_df = exposure_period_df.reset_index() - - if(detector == "pan-tompkins"): - qrs_detector = QRSDetectorOffline(ecg_data_path=os.path.join(files[i],"ecg.csv"), verbose=True, log_data=True, plot_data=False, show_plot=False) - peaks = extract_peaks() - elif(detector == "hamilton"): - detectors = Detectors(100) - r_peaks = detectors.hamilton_detector(sca_ecg) - peaks = ecg_df.iloc[r_peaks] - - peaks = peaks.rename(columns = {"ecg" : "ecg_measurement", "time" : "timestamp"}) - peaks.drop_duplicates(subset = ['timestamp'], keep = 'first', inplace = True) - peaks = extract_hr(peaks) - peaks = extract_NNI(peaks) - final_df = adv_features(peaks, exposure_period_df) - subject_no = files[i] - final_df.insert(0, "subject", subject_no) - final_df_list.append(final_df) - - ecg_df = pd.concat(final_df_list) - ecg_df = ecg_df[(ecg_df["sdNN"].isnull() == False) & (ecg_df["RMSSD"].isnull() == False)] - _ = ecg_df.groupby(['subject', 'event'])["mean_hr"].agg(['mean']) - g = _.groupby(['event'])["mean"].agg(['mean']) - - high_clips = g.nlargest(7, 'mean').index[1:4].tolist() - medium_clips = g.nlargest(7, 'mean').index[4:].tolist() - high_df = ecg_df.loc[(ecg_df["event"].isin(high_clips))] - medium_df = ecg_df.loc[(ecg_df["event"].isin(medium_clips))] - high_df["anxiety"] = 3 - medium_df["anxiety"] = 2 - bio_df = ecg_df[(ecg_df["event"] == "BIOFEEDBACK-REST") | (ecg_df["event"] == "BIOFEEDBACK-OXYGEN-TRAININGS")] - low_df = bio_df.groupby(['subject']).tail(18) - low_df["anxiety"] = 1 - - ecg_preprocessed = pd.concat([high_df, medium_df, low_df]) - ecg_preprocessed.to_csv(path_or_buf = "ecg_processed.csv", index=False) \ No newline at end of file diff --git a/gsr_analysis.ipynb b/gsr_analysis.ipynb deleted file mode 100644 index 371bc54d..00000000 --- a/gsr_analysis.ipynb +++ /dev/null @@ -1,241 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## ElectroDermal Activity/Galvanic Skin Response signal pre-processing and visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Thank you for using Pysiology. If you use it in your work, please cite:\n", - "Gabrieli G., Azhari A., Esposito G. (2020) PySiology: A Python Package for Physiological Feature Extraction. In: Esposito A., Faundez-Zanuy M., Morabito F., Pasero E. (eds) Neural Approaches to Dynamics of Signal Exchanges. Smart Innovation, Systems and Technologies, vol 151. Springer, Singapore\n" - ] - } - ], - "source": [ - "import pysiology\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "ONSET = 0\n", - "PEAK = 1\n", - "OFFSET = 2\n", - "DATA_PATH = '../data/Anxiety detection/psysiological-dataset/VP02/BitalinoGSR.txt'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualzing the GSR signal" - ] - }, - { - "cell_type": "code", - "execution_count": 129, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 129, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "data = pd.read_csv(DATA_PATH, delimiter = '\\t', header=None, index_col=False, names = ['val', 'time', 'raw'])\n", - "signal = data[\"val\"]\n", - "plt.figure(figsize=(15,10))\n", - "sns.lineplot(data=signal)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Applying a second order Butterworth filter " - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "signal_lowfilter = pysiology.electrodermalactivity.butter_lowpass_filter(signal, 10, 100,7)\n", - "plt.figure(figsize=(15,10))\n", - "sns.lineplot(data=signal_lowfilter)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Convert Raw GSR signal to Phasic signal" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "signal_phasic = pysiology.electrodermalactivity.phasicGSRFilter(signal_lowfilter, 100, seconds=20)\n", - "signal_phasic_np = np.asarray(signal_phasic)\n", - "plt.figure(figsize=(15,10))\n", - "sns.lineplot(data=signal_phasic_np)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Calculating the onset and offset of the peaks\n", - "- Output: Multi-dimensional array\n", - "- Output Size: [onsetIndex, maxIndex, offsetIndex] x nPeaks" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [], - "source": [ - "peaks = pysiology.electrodermalactivity.findPeakOnsetAndOffset(signal_phasic, onset=0.03, offset=0.03)\n", - "magnitude = []\n", - "duration = []" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Calculating the mean peak magnitude and mean time interval of the peaks" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "for peak in peaks:\n", - " magnitude.append(signal_phasic_np[peak[PEAK]] - signal_phasic_np[peak[ONSET]])\n", - " duration.append(peak[OFFSET] - peak[ONSET])\n", - "magnitude = np.array(magnitude)\n", - "duration = np.array(duration)\n", - "mdOR = duration.mean()\n", - "mmOR = magnitude.mean()\n", - "print(f'Mean duration: {mdOR}')\n", - "print(f'Mean magnitude: {mmOR}')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.8.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/main.py b/main.py deleted file mode 100644 index 16a15d13..00000000 --- a/main.py +++ /dev/null @@ -1,52 +0,0 @@ -import argparse -import pandas as pd -from ecg import * -from sklearn import metrics -from sklearn import linear_model -from xgboost import XGBClassifier -from sklearn.feature_selection import RFE -from sklearn.tree import DecisionTreeClassifier -from sklearn.model_selection import train_test_split -from sklearn.ensemble import BaggingClassifier, RandomForestClassifier, ExtraTreesClassifier -from sklearn.metrics import confusion_matrix, classification_report - -parser = argparse.ArgumentParser() -parser.add_argument('-d', '--detector', nargs='?', type=str, default='hamilton', help='R-peak detector name') -parser.add_argument('-clf', '--classifier', nargs='?', type=str, default='logreg', help='Classification algorithm name') -parser.add_argument("-V", "--version", help="show program version", action="store_true") -args = parser.parse_args() - -classifiers = { - 'logreg': linear_model.LogisticRegression(max_iter=2000), - 'decisiontree': DecisionTreeClassifier(criterion='entropy'), - 'xgboost': XGBClassifier(), - 'randomforest': RandomForestClassifier(criterion='entropy'), - 'extratrees': ExtraTreesClassifier(criterion='entropy'), - 'bagging': BaggingClassifier(DecisionTreeClassifier(), max_samples=0.5, max_features=0.5) - } - -ecg_preprocessor(args.detector) -df = pd.read_csv("ecg_processed.csv") -X = df[['mean_hr', 'std','NFD', 'NSD', 'HRV', 'avNN', 'sdNN', 'RMSSD', 'NN50', 'pNN50', 'pNN20']] -y = df["anxiety"] - -estimator = RandomForestClassifier(criterion='entropy') -featureSelector = RFE(estimator) -featureSelector = featureSelector.fit(X, y) - -featuresRanked = list(featureSelector.ranking_) -selectedFeatures = [] -for i in range(len(featuresRanked)): - if(featuresRanked[i] == 1): - selectedFeatures.append(X.columns[i]) - - -X = X[selectedFeatures] -X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3) - -clf = classifiers[args.classifier] -clf = clf.fit(X_train, y_train) -print(f'Training accuracy: {clf.score(X_train, y_train)}') -print(f'Testing accuracy: {metrics.accuracy_score(y_test, clf.predict(X_test))}') -print(f'Confusion Matrix: {confusion_matrix(y_test, clf.predict(X_test))}') -print(f'Classification Report: {classification_report(y_test, clf.predict(X_test))}')