--- title: EdControl emoji: πŸ‘¨πŸΌβ€πŸŽ“ colorFrom: blue colorTo: green sdk: streamlit sdk_version: 1.25.0 app_file: app.py pinned: false --- # EdControl Automated analytics service that tracks students' emotional responses during online classes. ## Problem На сСгодняшний дСнь, сущСствуСт большоС количСство ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌ для ΠΎΠ½Π»Π°ΠΉΠ½-обучСния. Π‘ΡƒΡ‰Π΅ΡΡ‚Π²ΡƒΡŽΡ‚ ΠΊΠ°ΠΊ ΠΊΡ€ΡƒΠΏΠ½Ρ‹Π΅ ΠΎΠ½Π»Π°ΠΉΠ½-ΡˆΠΊΠΎΠ»Ρ‹, Ρ‚Π°ΠΊ ΠΈ Π±ΠΎΠ»Π΅Π΅ ΠΌΠ°Π»Ρ‹Π΅ ΠΏΠΎ количСству учащихся. И ΠΈΠ·-Π·Π° большого ΠΏΠΎΡ‚ΠΎΠΊΠ° ΠΊΠ»ΠΈΠ΅Π½Ρ‚ΠΎΠ² Π½Π΅ΠΎΠ±Ρ…ΠΎΠ΄ΠΈΠΌΠΎ Π½Π°Π±ΠΈΡ€Π°Ρ‚ΡŒ ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»Π΅ΠΉ для провСдСния занятий. И ΠΌΠ΅Π½Π΅Π΄ΠΆΠ΅Ρ€Ρ‹ Π½Π΅ всСгда ΠΌΠΎΠ³ΡƒΡ‚ ΠΏΠΎΠ½ΡΡ‚ΡŒ Π½Π° сколько ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»ΡŒ ΠΊΠΎΠΌΠΏΠ΅Ρ‚Π΅Π½Ρ‚Π΅Π½ Π² области soft skills ΠΏΡ€ΠΈ ΠΏΠΎΠ΄Π°Ρ‡Π΅ ΠΌΠ°Ρ‚Π΅Ρ€ΠΈΠ°Π»Π°. Π‘Π»Π΅Π΄ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½ΠΎ, Π½Π΅ΠΎΠ±Ρ…ΠΎΠ΄ΠΈΠΌΠΎ воврСмя ΠΎΠΏΡ€Π΅Π΄Π΅Π»ΡΡ‚ΡŒ агрСссивных ΠΈ Π½Π΅ ΡƒΠΌΠ΅ΡŽΡ‰ΠΈΡ… ΠΊΠΎΠ½Ρ‚Ρ€ΠΎΠ»ΠΈΡ€ΠΎΠ²Π°Ρ‚ΡŒ свои эмоции ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»Π΅ΠΉ, для сохранСния Ρ€Π΅ΠΏΡƒΡ‚Π°Ρ†ΠΈΠΈ ΠΊΠΎΠΌΠΏΠ°Π½ΠΈΠΈ. Today, there are a large number of platforms for online learning. There are both large online schools and smaller ones in terms of the number of students. And because of the large flow of clients, it is necessary to recruit teachers to conduct classes. And managers can not always understand how much the teacher is competent in the field of soft skills when submitting material. Therefore, it is necessary to identify aggressive and unable to control their emotions teachers in time to preserve the reputation of the company. ## Solving the problem Наш ΠΏΡ€ΠΎΠ΄ΡƒΠΊΡ‚ ΠΏΡ€Π΅Π΄Π»Π°Π³Π°Π΅Ρ‚ Ρ€Π΅ΡˆΠ΅Π½ΠΈΠ΅ Π΄Π°Π½Π½ΠΎΠΉ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡ‹ ΠΎΡ†Π΅Π½ΠΊΠΈ образования, помогая ΠΎΠ½Π»Π°ΠΉΠ½ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΠ°ΠΌ ΡΠΊΠΎΠ½ΠΎΠΌΠΈΡ‚ΡŒ врСмя ΠΌΠ΅Π½Π΅Π΄ΠΆΠ΅Ρ€ΠΎΠ² ΠΏΡ€ΠΈ Ρ€ΡƒΡ‡Π½ΠΎΠΌ просмотрС Π²ΠΈΠ΄Π΅ΠΎ-ΡƒΡ€ΠΎΠΊΠΎΠ² ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»Π΅ΠΉ ΠΈ ΠΏΠΎΠ²Ρ‹ΡˆΠ°Ρ‚ΡŒ бизнСс ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊΠΈ ΠΊΠΎΠΌΠΏΠ°Π½ΠΈΠΈ, выявляя Π½Π° Ρ€Π°Π½Π½Π΅ΠΉ стадии Π½Π΅ ΠΊΠΎΠΌΠΏΠ΅Ρ‚Π΅Π½Ρ‚Π½Ρ‹Ρ… ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»Π΅ΠΉ. ΠŸΡ€ΠΎΠ±Π»Π΅ΠΌΠ° Ρ€Π΅ΡˆΠ°Π΅Ρ‚ΡΡ ΠΏΡƒΡ‚Π΅ΠΌ распознавания Π½Π΅Π³Π°Ρ‚ΠΈΠ²Π½Ρ‹Ρ… эмоций ΠΊΠ»ΠΈΠ΅Π½Ρ‚Π° Π²ΠΎ врСмя ΠΎΠ½Π»Π°ΠΉΠ½-ΡƒΡ€ΠΎΠΊΠ° с ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»Π΅ΠΌ. Π’Ρ‹ Π·Π°Π³Ρ€ΡƒΠΆΠ°Π΅Ρ‚Π΅ запись Π²ΠΈΠ΄Π΅ΠΎ-ΡƒΡ€ΠΎΠΊΠ° Π² наш сСрвис ΠΈ ΠΏΠΎΠ»ΡƒΡ‡Π°Π΅Ρ‚Π΅ dashboard с ΠΈΠ½Ρ„ΠΎΡ€ΠΌΠ°Ρ†ΠΈΠ΅ΠΉ ΠΈ Π°Π½Π°Π»ΠΈΡ‚ΠΈΠΊΠΎΠΉ ΠΏΠΎ всСму ΡƒΡ€ΠΎΠΊΡƒ. Π’Π°ΠΊΠΆΠ΅ Π½Π° Π΄Π°Π½Π½ΠΎΠΌ dash-board, ΠΏΡ€ΠΈ выявлСнии ΠΊΠ°ΠΊΠΈΡ…-Π»ΠΈΠ±ΠΎ Π½Π΅Π³Π°Ρ‚ΠΈΠ²Π½Ρ‹Ρ… ситуаций, ΠΌΠΎΠΆΠ½ΠΎ ΡƒΠ²ΠΈΠ΄Π΅Ρ‚ΡŒ ΠΊΠΎΠ½ΠΊΡ€Π΅Ρ‚Π½Ρ‹Π΅ timestamp, ΠΊΠΎΠ³Π΄Π° Π±Ρ‹Π»Π° Π·Π°ΠΌΠ΅Ρ‡Π΅Π½Π° эмоция ΠΈ Π½Π° сколько ΠΎΠ½Π° Π²Π΅Π»ΠΈΠΊΠ°. Our product offers a solution to this problem of education assessment, helping online platforms save managers' time when manually viewing teachers' video lessons and improve the company's business metrics by identifying non-competent teachers at an early stage. The problem is solved by recognizing the client's negative emotions during an online lesson with a teacher. You upload a video lesson recording to our service and get a dashboard with information and analytics throughout the lesson. Also on this dashboard, when identifying any negative situations, you can see the specific timestamp when the emotion was noticed and how big it is. ## Implementation На Π΄Π°Π½Π½Ρ‹ΠΉ ΠΌΠΎΠΌΠ΅Π½Ρ‚ Ρ€Π΅Π°Π»ΠΈΠ·ΠΎΠ²Π°Π½Ρ‹: - Π­ΠΌΠΎΡ†ΠΈΠΎΠ½Π°Π»ΡŒΠ½ΠΎΠ΅ ΠΎΡ†Π΅Π½ΠΊΠ° состояния Ρ‡Π΅Π»ΠΎΠ²Π΅ΠΊΠ° - Аналитика ΠΈ визуализация Π΄Π°Π½Π½Ρ‹Ρ… для ΡƒΠ΄ΠΎΠ±Π½ΠΎΠ³ΠΎ Π°Π½Π°Π»ΠΈΠ·Π° Π²ΠΈΠ΄Π΅ΠΎ-ΡƒΡ€ΠΎΠΊΠ° - Π Π΅ΠΊΠΎΠΌΠ΅Π½Π΄Π°Ρ†ΠΈΠΈ ΠΏΡ€Π΅ΠΏΠΎΠ΄Π°Π²Π°Ρ‚Π΅Π»ΡŽ для провСдСния ΠΏΠΎΡΠ»Π΅Π΄ΡƒΡŽΡ‰ΠΈΡ… ΡƒΡ€ΠΎΠΊΠΎΠ², ΠΏΡ€ΠΈ ΠΎΠ±Π½Π°Ρ€ΡƒΠΆΠ΅Π½ΠΈΠΈ ΠΊΠ°ΠΊΠΈΡ…-Π»ΠΈΠ±ΠΎ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌ МодСль с ΠΏΠΎΠΌΠΎΡ‰ΡŒΡŽ CV опрСдСляСт ΡΠΌΠΎΡ†ΠΈΡŽ, ΠΊΠΎΡ‚ΠΎΡ€ΡƒΡŽ испытываСт Ρ‡Π΅Π»ΠΎΠ²Π΅ΠΊ Π² Π΄Π°Π½Π½Ρ‹ΠΉ ΠΌΠΎΠΌΠ΅Π½Ρ‚ Π²Ρ€Π΅ΠΌΠ΅Π½ΠΈ ΠΈ ΠΎΡ‚ΠΎΠ±Ρ€Π°ΠΆΠ°Π΅Ρ‚ Π³Π»ΡƒΠ±ΠΈΠ½Ρƒ эмоции Π² шкалС ΠΎΡ‚ 0 Π΄ΠΎ 100: Currently implemented: - Emotional assessment of a person's condition - Data analytics and visualization for convenient video lesson analysis - Recommendations to the teacher for subsequent lessons, if any problems are found The CV model determines the emotion that a person is experiencing at a given time and displays the depth of emotion on a scale from 0 to 100:

girl boy ## The appearance of the service Π’Π½Π΅ΡˆΠ½ΠΈΠΉ Π²ΠΈΠ΄ сСрвиса ΠΈΠ½Ρ‚ΡƒΠΈΡ‚ΠΈΠ²Π½ΠΎ понятСн для ΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚Π΅Π»Π΅ΠΉ ΠΈ Π΅Π³ΠΎ главная страница выглядит Ρ‚Π°ΠΊ: The appearance of the service is intuitive for users and its main page looks like this:

Main page

ПослС ΡƒΡΠΏΠ΅ΡˆΠ½ΠΎΠΉ ΠΎΠ±Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ Π·Π°Π³Ρ€ΡƒΠΆΠ΅Π½Π½ΠΎΠ³ΠΎ Π²ΠΈΠ΄Π΅ΠΎ Π²Ρ‹ ΠΌΠΎΠΆΠ΅Ρ‚Π΅ ΠΏΠΎΠ»ΡƒΡ‡ΠΈΡ‚ΡŒ Π°Π½Π°Π»ΠΈΡ‚ΠΈΠΊΡƒ ΠΈ Ρ€Π΅ΠΊΠΎΠΌΠ΅Π½Π΄Π°Ρ†ΠΈΠΈ: After successfully processing the uploaded video, you can get analytics and recommendations:

Uploaded page

## Installation 1\. Install [git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) and [docker engine](https://docs.docker.com/engine/install/) 2\. Clone the project: ```bash git clone https://github.com/Wander1ngW1nd/EdControl ``` 3\. Build an image: ```bash docker build -t edcontrol_image EdControl ``` 4\. Run application container: ```bash docker run --name edcontrol_app -dp 8501 edcontrol_image ``` 5\. Figure out which port was assigned to your application: ```bash docker port edcontrol_app ```     You will see the similar output: ``` 8501/tcp -> 0.0.0.0: ``` 6\. Go to: ``` http://0.0.0.0: ``` Now you can use the app! ## Development ### Dependencies Management Project’s dependencies are managed by [poetry](https://python-poetry.org/). So, all the dependencies and configuration parameters are listed in [pyproject.toml](pyproject.toml). To install the dependencies, follow these steps: 1\. Install [git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) and [poetry](https://python-poetry.org/docs/#installation) 2\. Clone the project and go to the corresponding directory: ```bash git clone https://github.com/Wander1ngW1nd/EdControl cd EdControl ``` 3\. (Optional) If your python version does not match the requirements specified in [pyproject.toml](pyproject.toml), [install one of the matching versions](https://realpython.com/installing-python) 4\. Create virtual environment and activate it ```bash poetry shell ``` 5\. Install dependencies ```bash poetry lock --no-update poetry install ``` ## Road Map На Π΄Π°Π½Π½Ρ‹ΠΉ ΠΌΠΎΠΌΠ΅Π½Ρ‚ ΠΏΡ€ΠΎΠ΄ΡƒΠΊΡ‚ находится Π² Ρ€Π°Π±ΠΎΡ‡Π΅ΠΌ состоянии ΠΈ Π³ΠΎΡ‚ΠΎΠ² ΠΊ использованию. Наша ΠΊΠΎΠΌΠ°Π½Π΄Π° EdControl Π²ΠΈΠ΄ΠΈΡ‚ пСрспСктивы ΠΈ дальнСйший ΠΏΡƒΡ‚ΡŒ развития ΠΏΡ€ΠΎΠ΄ΡƒΠΊΡ‚Π°, Π΄ΠΎΠ±Π°Π²Π»Π΅Π½ΠΈΠ΅ Π½ΠΎΠ²Ρ‹Ρ… Ρ„ΡƒΠ½ΠΊΡ†ΠΈΠΉ ΠΈ Ρ€Π°ΡΡˆΠΈΡ€Π΅Π½ΠΈΠ΅ Ρ†Π΅Π»Π΅Π²ΠΎΠΉ Π°ΡƒΠ΄ΠΈΡ‚ΠΎΡ€ΠΈΠΈ. - Π’Ρ‹Ρ€Π΅Π·Π°Π½ΠΈΠ΅ ΠΎΠΊΠ½Π° с ΠΎΠ±ΡƒΡ‡Π°ΡŽΡ‰ΠΈΠΌΡΡ - Π”ΠΎΠ±Π°Π²Π»Π΅Π½ΠΈΠ΅ распознавания Ρ€Π΅Ρ‡ΠΈ (тСкст) ΠΈ ΠΈΠ½Ρ‚ΠΎΠ½Π°Ρ†ΠΈΠΈ (Π°ΡƒΠ΄ΠΈΠΎ) для ΠΏΠΎΠ²Ρ‹ΡˆΠ΅Π½ΠΈΡ точности опрСдСлСния ΡΠΌΠΎΡ†ΠΈΠΎΠ½Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ состояния - Π”ΠΎΠ±Π°Π²Π»Π΅Π½ΠΈΠ΅ распознования Π±Π°Π½ слов ΠΈ ТСстов - Π”ΠΎΠ±Π°Π²Π»Π΅Π½ΠΈΠ΅ Ρ„ΡƒΠ½ΠΊΡ†ΠΈΠΈ ΠΈΠ΄Π΅Π½Ρ‚ΠΈΡ„ΠΈΠΊΠ°Ρ†ΠΈΠΈ ΠΏΠΎ Π»ΠΈΡ†Ρƒ - Π”ΠΎΠ±Π°Π²Π»Π΅Π½ΠΈΠ΅ возмоТности распознования ΡΠΌΠΎΡ†ΠΈΠΎΠ½Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ состояния Π² Π³Ρ€ΡƒΠΏΠΏΠΎΠ²Ρ‹Ρ… Π·Π²ΠΎΠ½ΠΊΠ°Ρ… ΠΈ конфСрСнциях - Π˜Π½Ρ‚Π΅Π³Ρ€Π°Ρ†ΠΈΡ Π² LMS систСмы Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹Ρ… ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌ At the moment, the product is in working condition and ready for use. Our EdControl team sees prospects and the further path of product development, the addition of new features and the expansion of the target audience. - Cutting out a window with students - Adding speech recognition (text) and intonation (audio) to improve the accuracy of determining the emotional state - Adding recognition of ban words and gestures - Adding face identification function - Adding the ability to recognize the emotional state in group calls and conferences - Integration into LMS systems of various platforms