Inaccessible maternal health data limits preparedness for birth complications like preclampsia.
Our solution is to digitize maternal health cards, using the data to develop a machine-learning
model for predicting Eclampsia.This will enable data-driven decisions and solutions for doctors,
researchers , innovators and patients themselves.

We aim to ensure the solution is adopted by the ministry of health in Tanzania and being used in all hospitals , currently I am doing this project as my final year university project and its my hope the University will help me to scale the solution and assist me in tailoring it to actually meet the needs of Tanzanians.

I admire the work done by multiple countries in Europe in digitizing their health care and
would love to bring that in Tanzania , furthermore after doing research and seeing the 
potential it holds in improving the healthcare field in a broad way , gives me hope 
that the project will be a success.


The concept came about as I was doing self -learning on machine learning , and then an idea 
crossed my mind about how most hospitals fail to plan beforehand on birth complication issues
that may arise during delivery and carter the needs of safe delivery , furthermore tracking 
mothers' recovery and child's growth. Diving deeper made me realize how digital data will be
able to solve these issues , the sad thing was there we no available maternal digital health
data to use in developing prediction models , which made to think on a way to transform 
physical cards to digital cards for researchers , doctors , patients and doctors to use data
to improve healthcare in general. The solution is unique in a way that we are democratizing
health data giving more power to the appropriate stakeholders to make decisive data-driven
decisions , something which is novel in Tanzania.

How does your Project have a positive impact on society and/or the environment?

The project stakeholders are:

    - Patients
    - Non-governmental Organisations
    - Nurses
    - Doctors
    - Ministry Of Health
    - Hospital facilities
    - Researchers

• The project aims to collect data and make the data available for innovators, researchers and health practitioners. It also helps the patients to get reliable services by planning ahead before delivery with limited resources available in the hospitals.
• The project doesn't need any raw materials it's software-based , which makes it sustainable and environmental friendly.
• The product life cycle adopts the agile development approach , where the software will undergo iterations to meet the needs and demands of the stakeholders.
• The project aligns with UN Sustainable Goals SDG3 #GoodHealth&WellBeing

Click here to View the Documentation SRS Documenation

• Too much time was spent on gathering user requirements and designing mockups to test how the end-users will interact , so as we don't spend too much cost in developing what's irrelevant. It's my hope that when we get into development will be able to develop a solution that tends to the needs of the stakeholders.
• The journey on developing the product has been all about understanding the stakeholders and the problem present and for the question of feedback , I do believe they will be the best feedback providers through continuous research and product testing.
• Uncertainty remains on the national health data policy and how we can navigate to solve the problem with compliance to rules , laws and regulations pertain data privacy in Tanzania.
• I believe the iteration journey will be exciting since it will be based on iterating to meet the needs of the stakeholders and nothing else is as exciting as building a product that achieves market fit.

This guide will walk you through the steps to set up the DMHCS Django project on your local machine. Please follow the instructions carefully to ensure a successful setup.

Before starting the setup process, please ensure that you have the following prerequisites installed:

• PostgreSQL 15 database (https://www.postgresql.org/download/)
• Python 3.x (https://www.python.org/downloads/)
• Gmail account with an app password enabled (https://support.google.com/accounts/answer/185833)

Clone the DMHCS Django project repository from GitHub to your local machine using the following command:

git clone <repository_url>

Navigate to the project's root directory and create a virtual environment to isolate the project's dependencies:

cd dmhcs
python3 -m venv venv

Activate the virtual environment using the appropriate command for your operating system:

Windows:

venv\Scripts\activate

macOS/Linux:

source venv/bin/activate

Install the project dependencies specified in the requirements.txt file:

pip install -r requirements.txt

Create a .env file in the project's root directory and populate it with the following environment variables:

# database
DB_PASSWORD=<your_database_password>
DB_USER=<your_database_username>
DB_NAME=<your_database_name>

# email
EMAIL_HOST_USER=<your_gmail_account>
EMAIL_HOST_PASSWORD=<your_gmail_app_password>

Replace the values in angle brackets with your desired settings. Ensure that you have created a new user and database in PostgreSQL, and the provided credentials match those.

Install and set up PostgreSQL on your local machine. Create a new user and database using the credentials specified in the .env file.

Run the following command to perform the initial database migrations:

python manage.py migrate

Create a superuser account to access the Django admin interface:

python manage.py createsuperuser

Follow the prompts to provide a username, email, and password for the superuser account.

Start the Django development server using the following command:

python manage.py runserver

The DMHCS Django project should now be running locally at http://localhost:8000/.

To access the Django admin interface, navigate to http://localhost:8000/admin and log in using the superuser credentials created in Step 8.

Congratulations! You have successfully set up and launched the DMHCS Django project on your local machine. You can now explore the project and customize it as per your requirements.

Note: For security reasons, it is recommended to create a new Gmail app password rather than using your regular Gmail account credentials. Refer to the Gmail documentation (https://support.google.com/accounts/answer/185833) for more information on generating app passwords.

If you encounter any issues during the setup process, please refer to the project's documentation or seek assistance from the project maintainers.

• University Of Dar Es Salaam UDSM COICT
• Critical Making Mentoring Program GIG