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depresio

This Git repository contains an AI-powered virtual mental consulting system. The system uses NLP and ML techniques to provide personalized mental health support through modules such as emotion recognition, personalized therapy recommendations, chatbot-based counseling, mental health prediction, and virtual peer support groups.

https://github.com/tharoosha/depresio

Science Score: 31.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.4%) to scientific vocabulary
Last synced: 11 months ago · JSON representation ·

Repository

This Git repository contains an AI-powered virtual mental consulting system. The system uses NLP and ML techniques to provide personalized mental health support through modules such as emotion recognition, personalized therapy recommendations, chatbot-based counseling, mental health prediction, and virtual peer support groups.

Basic Info
Statistics
  • Stars: 11
  • Watchers: 1
  • Forks: 2
  • Open Issues: 4
  • Releases: 0
Created over 3 years ago · Last pushed over 2 years ago
Metadata Files
Readme Citation

README.md

Depresio

This Git repository contains the source code and documentation for an AI-powered virtual mental consulting system. The system is designed to provide personalized mental health support to individuals through virtual counseling sessions, using natural language processing (NLP) and machine learning (ML) techniques.

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The system includes various modules such as emotion recognition and analysis, personalized therapy recommendations, chatbot-based counseling, virtual reality therapy, mental health prediction, virtual peer support groups, personalized mood tracking, cognitive-behavioral therapy, stress management, and mental health chatbot for employees.

The codebase is written in Python and uses popular ML and NLP libraries such as TensorFlow, Keras, Scikit-learn, NLTK, and SpaCy. The repository also includes pre-trained models, datasets, and scripts for training and testing the models.

The documentation includes detailed instructions on how to set up and run the system, as well as explanations of the underlying algorithms and methodologies used in the AI models. Additionally, the repository includes a list of potential future improvements and directions for research.

Contributions to this project are welcome, and we encourage collaboration from researchers, developers, and mental health professionals to continue advancing the field of virtual mental consulting using AI.

Owner

  • Name: Flyca
  • Login: tharoosha
  • Kind: user
  • Location: Moratuwa

CSE Undergraduate at the University of Moratuwa (Specialized in Data Science and Engineering)

Citation (citation-317196565.txt) 

Chen, Yen-Liang & Chang, Chia-Ling & Yeh, Chin-Sheng. (2017). Emotion classification of YouTube videos. Decision Support Systems. 101. 10.1016/j.dss.2017.05.014.

GitHub Events

Total
  • Watch event: 4
Last Year
  • Watch event: 4

Committers

Last synced: about 1 year ago

All Time
  • Total Commits: 158
  • Total Committers: 7
  • Avg Commits per committer: 22.571
  • Development Distribution Score (DDS): 0.316
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
tharoosha t****n@g****m 108
Nadil-K n****0@c****k 21
Dharmagunarathna S J - IT20210892 i****2@m****k 10
ShanukaLakshan l****0@u****k 9
Shan Joel s****d@g****m 5
adithya-X 1****X 4
Dulanjaya i****8@m****k 1
Committer Domains (Top 20 + Academic)
my.sliit.lk: 2 uom.lk: 1 cse.mrt.ac.lk: 1

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 3
  • Total pull requests: 120
  • Average time to close issues: about 12 hours
  • Average time to close pull requests: about 9 hours
  • Total issue authors: 2
  • Total pull request authors: 5
  • Average comments per issue: 0.33
  • Average comments per pull request: 0.47
  • Merged pull requests: 98
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • ShanukaLakshan (1)
  • tharoosha (1)
Pull Request Authors
  • tharoosha (33)
  • Shan-Joel (12)
  • ShanukaLakshan (6)
  • Nadil-K (2)
  • dulanjaya-premarathne (1)
Top Labels
Issue Labels
bug (1)
Pull Request Labels

Dependencies

frontend/package-lock.json npm
  • 1211 dependencies
frontend/package.json npm
  • @testing-library/jest-dom ^5.16.5
  • @testing-library/react ^13.4.0
  • @testing-library/user-event ^13.5.0
  • react ^18.2.0
  • react-dom ^18.2.0
  • react-scripts 5.0.1
  • sass ^1.62.1
  • web-vitals ^2.1.4
package-lock.json npm
  • anymatch 3.1.3
  • binary-extensions 2.2.0
  • braces 3.0.2
  • chokidar 3.5.3
  • fill-range 7.0.1
  • fsevents 2.3.2
  • glob-parent 5.1.2
  • immutable 4.3.0
  • is-binary-path 2.1.0
  • is-extglob 2.1.1
  • is-glob 4.0.3
  • is-number 7.0.0
  • normalize-path 3.0.0
  • picomatch 2.3.1
  • readdirp 3.6.0
  • sass 1.62.1
  • source-map-js 1.0.2
  • to-regex-range 5.0.1
package.json npm
  • sass ^1.62.1
.github/workflows/aws-deploy.yml actions
.github/workflows/docker-image.yml actions
.github/workflows/greetings.yml actions
  • actions/checkout v3 composite
  • actions/setup-node v3 composite
.github/workflows/vercel-deploy.yml actions
backend/Dockerfile docker
  • node 18 build
backend/ml_models/Dockerfile docker
  • python 3.8-slim build
docker-compose.yml docker
frontend/Dockerfile docker
  • node 18 build
backend/package-lock.json npm
  • 238 dependencies
backend/package.json npm
  • bcrypt ^5.1.0
  • bcryptjs ^2.4.3
  • cors ^2.8.5
  • dotenv ^16.3.1
  • express ^4.18.2
  • jsonwebtoken ^9.0.0
  • mailgen ^2.0.27
  • mongodb ^5.6.0
  • mongoose ^7.2.1
  • multer ^1.4.5-lts.1
  • nodemailer ^6.9.3
  • nodemon ^2.0.22
  • otp-generator ^4.0.1
  • python-shell ^5.0.0
backend/yarn.lock npm
  • 243 dependencies
backend/ml_models/category_select/requirements.txt pypi
  • Jinja2 ==3.1.2
  • MarkupSafe ==2.1.3
  • Pillow ==10.1.0
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SpeechRecognition ==3.8.1
  • Werkzeug ==3.0.1
  • asttokens ==2.4.1
  • backcall ==0.2.0
  • backoff ==2.2.1
  • blinker ==1.6.3
  • certifi ==2023.7.22
  • chainlit *
  • charset-normalizer ==3.3.1
  • click ==8.1.7
  • comm ==0.1.4
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • executing ==2.0.0
  • filelock ==3.13.0
  • fsspec ==2023.10.0
  • huggingface-hub ==0.17.3
  • idna ==3.4
  • ipykernel ==6.26.0
  • ipython ==8.16.1
  • itsdangerous ==2.1.2
  • jedi ==0.19.1
  • joblib ==1.3.2
  • jupyter_client ==8.5.0
  • jupyter_core ==5.4.0
  • langchain ==0.0.218
  • llama_index ==0.7.20
  • matplotlib ==3.7.2
  • matplotlib-inline ==0.1.6
  • mpmath ==1.3.0
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • nlp ==0.4.0
  • nltk ==3.8.1
  • numpy ==1.24.3
  • numpy ==1.26.1
  • nvidia-cublas-cu12 ==12.1.3.1
  • nvidia-cuda-cupti-cu12 ==12.1.105
  • nvidia-cuda-nvrtc-cu12 ==12.1.105
  • nvidia-cuda-runtime-cu12 ==12.1.105
  • nvidia-cudnn-cu12 ==8.9.2.26
  • nvidia-cufft-cu12 ==11.0.2.54
  • nvidia-curand-cu12 ==10.3.2.106
  • nvidia-cusolver-cu12 ==11.4.5.107
  • nvidia-cusparse-cu12 ==12.1.0.106
  • nvidia-nccl-cu12 ==2.18.1
  • nvidia-nvjitlink-cu12 ==12.3.52
  • nvidia-nvtx-cu12 ==12.1.105
  • openai ==0.27.8
  • packaging ==23.2
  • pandas ==2.1.2
  • pandas ==2.0.3
  • parso ==0.8.3
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.6
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • python-dateutil ==2.8.2
  • python-dotenv *
  • pyttsx3 *
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • regex ==2023.10.3
  • requests ==2.31.0
  • safetensors ==0.4.0
  • scikit-learn ==1.3.0
  • scikit-learn ==1.3.2
  • scipy ==1.11.3
  • sentence-transformers ==2.2.2
  • sentence_transformers *
  • sentencepiece ==0.1.99
  • six ==1.16.0
  • spotipy ==2.23.0
  • stack-data ==0.6.3
  • sympy ==1.12
  • tensorflow ==2.13.0
  • threadpoolctl ==3.2.0
  • tokenizers ==0.14.1
  • torch ==2.0.1
  • torch ==2.1.0
  • torchvision ==0.16.0
  • tornado ==6.3.3
  • tqdm ==4.66.1
  • traitlets ==5.12.0
  • transformers ==4.31.0
  • transformers ==4.34.1
  • triton ==2.1.0
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • unstructured *
  • urllib3 ==2.0.7
  • wcwidth ==0.2.8
backend/ml_models/recommanded_system/requirements.txt pypi
backend/ml_models/requirements.txt pypi
  • Jinja2 ==3.1.2
  • MarkupSafe ==2.1.3
  • Pillow ==10.1.0
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • Werkzeug ==3.0.1
  • asttokens ==2.4.1
  • backcall ==0.2.0
  • blinker ==1.6.3
  • certifi ==2023.7.22
  • charset-normalizer ==3.3.1
  • click ==8.1.7
  • comm ==0.1.4
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • executing ==2.0.0
  • filelock ==3.13.0
  • fsspec ==2023.10.0
  • huggingface-hub ==0.17.3
  • idna ==3.4
  • ipykernel ==6.26.0
  • ipython ==8.16.1
  • itsdangerous ==2.1.2
  • jedi ==0.19.1
  • joblib ==1.3.2
  • jupyter_client ==8.5.0
  • jupyter_core ==5.4.0
  • matplotlib-inline ==0.1.6
  • mpmath ==1.3.0
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • nltk ==3.8.1
  • nvidia-cublas-cu12 ==12.1.3.1
  • nvidia-cuda-cupti-cu12 ==12.1.105
  • nvidia-cuda-nvrtc-cu12 ==12.1.105
  • nvidia-cuda-runtime-cu12 ==12.1.105
  • nvidia-cudnn-cu12 ==8.9.2.26
  • nvidia-cufft-cu12 ==11.0.2.54
  • nvidia-curand-cu12 ==10.3.2.106
  • nvidia-cusolver-cu12 ==11.4.5.107
  • nvidia-cusparse-cu12 ==12.1.0.106
  • nvidia-nccl-cu12 ==2.18.1
  • nvidia-nvjitlink-cu12 ==12.3.52
  • nvidia-nvtx-cu12 ==12.1.105
  • packaging ==23.2
  • pandas ==2.1.2
  • parso ==0.8.3
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.6
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • python-dateutil ==2.8.2
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • regex ==2023.10.3
  • requests ==2.31.0
  • safetensors ==0.4.0
  • scikit-learn ==1.3.2
  • scipy ==1.11.3
  • sentence-transformers ==2.2.2
  • sentencepiece ==0.1.99
  • six ==1.16.0
  • stack-data ==0.6.3
  • sympy ==1.12
  • threadpoolctl ==3.2.0
  • tokenizers ==0.14.1
  • torch ==2.1.0
  • torchvision ==0.16.0
  • tornado ==6.3.3
  • tqdm ==4.66.1
  • traitlets ==5.12.0
  • transformers ==4.34.1
  • triton ==2.1.0
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • urllib3 ==2.0.7
  • wcwidth ==0.2.8