Data Nerd. Solving Problems. Creativity.

Welcome to my portfolio website

Albert Einstein

## Introduction

Since I didn't have access to a sports coach, I decided to make a coach :) My idea was to use pose detectoin to track my body movements during exercise to see if my movements are correct or not.

So If I do the exercises correctly, they are counted for me to reach my desired amount

## How it works :

For the project, it can truck three sports movements and count them if you perform the movement correctly (Side raises, Standing cruls, Squats)

<img src = "/images/sports-345a6679.jpeg" width ="660" />

### Track My Pose

I realized that there is an angle between the joints to perform sports movements, so we can use the angle between the joints to track the correct sports movements.

To get the angle of my joints, I needed a tool that can track my body and joints movements in real time. I used [Mediapipe](https://mediapipe.dev/) for this, an open-source cross-platform framework with solutions for live and streaming media. Developed by Google, Mediapipe allows me to recognize my pose in realtime with appropriate fps, and each of the joints in mediapipe has a unique id, which makes my work much easier.

![](/images/MediaPipe-pose-BlazePose-Topology.jpg)

### Calculate Between Angles

After extracting the points of the joints, I needed to calculate the angle between the joints, for this I used the [numpy](https://numpy.org/) library to solve linear algebra equations.

After acquiring the ability to calculate the angle between the joints, I needed to find the correct angle of the sports movements and since I did not have much experience in exercising, I was able to find the correct angle of the joints of the sports movements using this [YouTube video](https://www.youtube.com/watch?v=BNsKEG3hIzI\&t=76s) and I was able to Use some simple conditions to implement them.

![](/images/angle.png)

### Implement  User Interface

And now it was time to implement an environment that had a suitable user interface, although I had given opencv a visual form in realtime, but I wanted to use a web environment for this, so I used Streamlit, a very fast environment. Based on Python, which allowed me to implement my model in the fastest way in the web environment.

Working with streamlit was very easy for me because it was completely written in Python and had strong documentation and it didn't take me much time to learn it.

![](https://upload.wikimedia.org/wikipedia/commons/7/77/Streamlit-logo-primary-colormark-darktext.png)

## Setup and Run Project

### 1 - Clone project : -

Open [Project github repository](https://github.com/meysamraz/Smart_Exercise)

Download project

OR

Clone project

### 2 - Install requirement libraries and packages : -

`cd yourdir/Smart_Exercise-master`

Install packages by running :

`pip install -r requirements.txt`

### 3 - Run Project

`streamlit run home_page.py`

And open :

http://localhost:3000/


Smart Exercise with Streamlit And Mediapipe

Instagram is one of the most popular social media platforms with over 1 billion monthly active users which means it’s a great marketing channel to use for promoting your brand. That's why I tried to make a dashboard with which I can analyze the performance of the Instagram accounts That i want

[Project Github Repository](https://github.com/meysamraz/instagram-analytics-dashboard-streamlit)

Watch Demo here :
https://instagramanalytic.herokuapp.com/

### Who can use this dashboard  ?

*   Page  Admin  :   This dashboard can help to measure their performance and optimize their page on instagram
*   Markting teams : Using this dashboard they can see what's popular and get a better understand of their audience
*   Investors : Presented metrics on this dashboard can give a better understanding of our performance on Instagram
*   Manager : Using this dashboard, the manager can monitor the performance of the Instagram team or admin

### Whats our metrices on this dashboard ?

*   Total growth of followers per day/weak/month/year
*   Total growth of followings per day/weak/month/year
*   Total growth of posts per day/weak/month/year
*   Total growth of likes per day/weak/month/year
*   Total growth of comments per day/weak/month/year
*   Total growth of videos views per day/weak/month/year

**You also can comapre and analyze posts to each other and see which posts perform better**

### How this Dashboard works :

#### 1 - Provide the data :

I used a python package called [instaloader](https://instaloader.github.io/) to collect data every 24h per day

### 2 - Front Side and Charts :

I used a powerful framework [Streamlit](https://streamlit.io/) to build (front side all in python) and  [plotly](https://plotly.com/) and [matplotlib](https://matplotlib.org/) to build the charts

### 3 - Server and Database :

I used Heroku a cloud platform as a service which provide a free hosting to deploy my app on it. it's and amzaing platform gave me so much flexbilte to deploy my apps and provide me an free PostgreSQL database and a scheduled service which i used to run my data collecting scripts every 24h all data will be collected 24h and insert into my Heroku PostgreSQL database

**The Heroku database service has a storage space limit, so I had to stop my data collection operation due to the lack of storage space.**

## How to run the project :

Install requirements :

`pip install -r requirements.txt`

Run the project :

`streamlit run main.py`

## Libraries and FrameWorks used in the project

*   [streamlit](https://streamlit.io/)
*   [pandas](https://pandas.pydata.org/)
*   [numpy](https://numpy.org/)
*   [plotly](https://plotly.com/)
*   [matplotlib](https://matplotlib.org/)
*   [psycopg2](https://pypi.org/project/psycopg2/)
*   [SQLAlchemy](https://sqlalchemy.org/)



Instagram Dynamic Analytics Dashboard Streamlit and Heroku

Recent Projects

## Check out my [Github](https://github.com/meysamraz) where I showed and published my projects 





After delving into data science, I have developed a keen interest in classical music and playing the violin :)


Welcome to my portfolio website

Recent Projects

Smart Exercise with Streamlit And Mediapipe

Instagram Dynamic Analytics Dashboard Streamlit and Heroku

Check out my Github where I showed and published my projects

Music

Home

Welcome to my portfolio website

Recent Projects

Smart Exercise with Streamlit And Mediapipe

Instagram Dynamic Analytics Dashboard Streamlit and Heroku

Check out my Github where I showed and published my projects

Music