{"id":22336733,"url":"https://github.com/kavicastelo/ai-geospatial-platform","last_synced_at":"2026-03-06T22:32:36.817Z","repository":{"id":215981902,"uuid":"733042408","full_name":"kavicastelo/ai-geospatial-platform","owner":"kavicastelo","description":"This is a web-based Air Quality Monitoring and AI prectioning platform. I used Angular and Spring-Boot tech stack to build the project. Also used Python as a supportive language too. 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returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","angular","java","mongodb","py4j","python","spring-boot"],"created_at":"2024-12-04T06:07:50.926Z","updated_at":"2026-03-06T22:32:36.785Z","avatar_url":"https://github.com/kavicastelo.png","language":"TypeScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Urban Air Quality Monitoring and Prediction System\n\n![commit activity](https://img.shields.io/github/commit-activity/y/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform/main)\n![GitHub language count](https://img.shields.io/github/languages/count/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform)\n![GitHub Actions Workflow Status](https://img.shields.io/github/actions/workflow/status/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform/ci.yml?branch=main\u0026label=CI%2FCD%20workflow)\n![Netlify](https://img.shields.io/netlify/84cd0792-91fd-49b8-9fe9-bc52d7e78a3d)\n![Website](https://img.shields.io/website?url=https%3A%2F%2Furban-air-quality-monitor.netlify.app)\n![GitHub License](https://img.shields.io/github/license/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform)\n![GitHub Release](https://img.shields.io/github/v/release/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform)\n\n\n## System Config\n*Note:* Default configurations are set up for running the project on server.\n\n## Clone the repository:\n```markdown\nhttps://github.com/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform.git\n```\n\n## Pre requests\n- Install Angular CLI 15.2.x\n- Node version 16.19.0\n- Java JDK 17\n- Python 3.10\n- Different runnable environment supportive IDEA (intellij ultimate is recommended)\n\n## Frontend\n- Move to the frontend branch\n  ```markdown\n  git switch frontend\n  ```\n- Move to the `client` directory\n  ```markdown\n  cd client\n  ```\n- Navigates to `src\\environment\\environment.development.ts`\n- Commented out the production base url and uncomment the local (`port 3269 is recommended and default`)\n- Move to the client directory in terminal and run `npm install --force` command\n\n\u003e [!IMPORTANT]\n\u003e Use --force for install deprecated packages. don't use --legacy-peers\n\n- Run `ng serve` command to start the development server\n- Project starts to run on `localhost:4200/` port\n\n## Backend\nMove to the `backend` branch\n  ```markdown\n  git switch backend\n  ```\n\nYou have to change few files to run the project locally.\n1. AIModel.java (*./src/main/java/com/api/air_quality/model/ai_models/AIModel.java*)\n   - Comment out line **143** and **145**.\n   - Uncomment line **142** and **144**.\n2. All Python models except AIModelPython.py (*./src/main/java/com/api/air_quality/python/\\*.py*)\n   - Replace all file paths in `class *ModelPython:` classes with actual file paths.\n   - Ex: `\"/app/AI_Models/airHumidity_model.pkl\"` to `\"./AI_Models/airHumidity_model.pkl\"`\n3. CorsConfig.java (*./src/main/java/com/api/air_quality/CorsConfig.java*)\n   - Uncomment line **17** and **29**.\n   - Comment out line **18** and **30**.\n\nIf you need to use your own localhost database,\n- Create `.env` file in the root directory of the project.\n- Add `SPRINGBOOT_URL_PYTHON` environment variable in `.env` file. (Optional)\n- Add `PYTHON_EXE_PATH` environment variable in `.env` file. (Optional)\n- Add `DATABASE` environment variable in `.env` file. (Default `Urban_Air`)\n- Add `DATABASE_PORT` environment variable in `.env` file.\n- Add `DATABASE_URI` environment variable in `.env` file.\n- Add `SERVER_PORT` environment variable in `.env` file. (default 3269)\n\nAdd Environment for Python Models.\n- \u003cpython.exe path to computer drive\u003e -m venv venv\n- source venv\\bin\\activate (Linux or Mac)\n- .\\venv\\Scripts\\activate (Windows)\n- pip install -r requirements.txt (recommended)\n- venv\\Scripts\\python.exe -m pip install -r requirements.txt (only if **not working** `pip install -r requirements.txt`)\n- deactivate\n\n\u003e [!NOTE]\n\u003e If you're facing any idea error, delete the `.idea` directory and rebuild the project\n\n\n## Data Dictionaries\n\n### 1. Air Quality Data\n\n- **timestamp:** Date and time of the data point.\n- **location:** Geographic location where the data was collected.\n- **pm25:** Particulate Matter (PM) with a diameter of 2.5 micrometers or smaller.\n- **pm10:** Particulate Matter (PM) with a diameter of 10 micrometers or smaller.\n- **co2:** Carbon Dioxide levels.\n- **ozone:** Ozone levels.\n- **no2:** Nitrogen Dioxide levels.\n- **temperature:** Ambient temperature at the time of measurement.\n- **humidity:** Relative humidity at the time of measurement.\n- **wind_speed:** Wind speed at the time of measurement.\n\n### 2. Meteorological Data\n\n- **timestamp:** Date and time of the data point.\n- **location:** Geographic location where the data was collected.\n- **temperature:** Ambient temperature.\n- **humidity:** Relative humidity.\n- **wind_speed:** Wind speed.\n- **precipitation:** Amount of precipitation (rainfall) during the specified period.\n\n### 3. Land Use Data\n\n- **location:** Geographic location for which land use information is provided.\n- **land_type:** Type of land use (e.g., Residential, Commercial, Industrial, Park).\n\n## Open APIs\n### Basic CRUD\n1. Air Quality\n   - /api/v1/saveAirQuality\n   - /api/v1/getAllAirQuality\n   - /api/v1/getAirQualityById/{id}\n   - /api/v1/deleteAirQuality/{id}\n   - /api/v1/updateAirQuality/{id}\n2. Metrological\n   - /api/v1/saveMetrological\n   - /api/v1/getAllMetrological\n   - /api/v1/getMetrologicalById/{id}\n   - /api/v1/deleteMetrological/{id}\n   - /api/v1/updateMetrological/{id}\n3. Land Use\n   - /api/v1/saveLandUse\n   - /api/v1/getAllLandUse\n   - /api/v1/getLandUseById/{id}\n   - /api/v1/deleteLandUse/{id}\n   - /api/v1/updateLandUse/{id}\n\n### Bulk import data\n1. Air Quality\n   - /api/v1/importAirQuality\n2. Metrological\n   - /api/v1/importMetrological\n3. Land Use\n   - /api/v1/importLandUse\n\n### Get all data by date range\n1. Air Quality\n   - /api/v1/getAirQualityByDate\n2. Metrological\n   - /api/v1/getMetrologicalByDate\n\n### Get mean(average) by date range\n1. Air Quality\n   - /api/v1/getAQAveragePm25ByDateRange\n   - /api/v1/getAQAveragePm10ByDateRange\n   - /api/v1/getAQAverageCo2ByDateRange\n   - /api/v1/getAQAverageOzoneByDateRange\n   - /api/v1/getAQAverageNo2ByDateRange\n   - /api/v1/getAQAverageTemperatureByDateRange\n   - /api/v1/getAQAverageHumidityByDateRange\n   - /api/v1/getAQAverageWindSpeedByDateRange\n2. Metrological\n   - /api/v1/getAverageTemperatureByDateRange\n   - /api/v1/getAverageHumidityByDateRange\n   - /api/v1/getAverageWindSpeedByDateRange\n   - /api/v1/getAveragePrecipitationByDateRange\n\n### Get median\n1. Air Quality\n   - /api/v1/getMedianAirQualityPm25\n   - /api/v1/getMedianAirQualityPm10\n   - /api/v1/getMedianAirQualityCo2\n   - /api/v1/getMedianAirQualityOzone\n   - /api/v1/getMedianAirQualityNo2\n   - /api/v1/getMedianAirQualityTemperature\n   - /api/v1/getMedianAirQualityHumidity\n   - /api/v1/getMedianAirQualityWindSpeed\n2. Metrological\n   - /api/v1/getMedianMetrologicalTemperature\n   - /api/v1/getMedianMetrologicalHumidity\n   - /api/v1/getMedianMetrologicalWindSpeed\n   - /api/v1/getMedianMetrologicalPrecipitation\n\n### Get mode(Average mode)\n1. Air Quality\n   - /api/v1/getModeAirQualityPm25\n   - /api/v1/getModeAirQualityPm10\n   - /api/v1/getModeAirQualityCo2\n   - /api/v1/getModeAirQualityOzone\n   - /api/v1/getModeAirQualityNo2\n   - /api/v1/getModeAirQualityTemperature\n   - /api/v1/getModeAirQualityHumidity\n   - /api/v1/getModeAirQualityWindSpeed\n2. Metrological\n   - /api/v1/getModeMetrologicalTemperature\n   - /api/v1/getModeMetrologicalHumidity\n   - /api/v1/getModeMetrologicalWindSpeed\n   - /api/v1/getModeMetrologicalPrecipitation\n\n### Get Correlations\n1. Air Quality\n   - /api/v1/airQuality/correlation/Pm25AndPm10\n   - /api/v1/airQuality/correlation/Pm25AndCo2\n   - /api/v1/airQuality/correlation/Pm25AndOzone\n   - /api/v1/airQuality/correlation/Pm25AndNo2\n   - /api/v1/airQuality/correlation/Pm25AndTemperature\n   - /api/v1/airQuality/correlation/Pm25AndHumidity\n   - /api/v1/airQuality/correlation/Pm25AndWindSpeed\n   - /api/v1/airQuality/correlation/Pm10AndCo2\n   - /api/v1/airQuality/correlation/Pm10AndOzone\n   - /api/v1/airQuality/correlation/Pm10AndNo2\n   - /api/v1/airQuality/correlation/Pm10AndTemperature\n   - /api/v1/airQuality/correlation/Pm10AndHumidity\n   - /api/v1/airQuality/correlation/Pm10AndWindSpeed\n   - /api/v1/airQuality/correlation/Co2AndOzone\n   - /api/v1/airQuality/correlation/Co2AndNo2\n   - /api/v1/airQuality/correlation/Co2AndTemperature\n   - /api/v1/airQuality/correlation/Co2AndHumidity\n   - /api/v1/airQuality/correlation/Co2AndWindSpeed\n   - /api/v1/airQuality/correlation/OzoneAndNo2\n   - /api/v1/airQuality/correlation/OzoneAndTemperature\n   - /api/v1/airQuality/correlation/OzoneAndHumidity\n   - /api/v1/airQuality/correlation/OzoneAndWindSpeed\n   - /api/v1/airQuality/correlation/No2AndTemperature\n   - /api/v1/airQuality/correlation/No2AndHumidity\n   - /api/v1/airQuality/correlation/No2AndWindSpeed\n   - /api/v1/airQuality/correlation/TemperatureAndHumidity\n   - /api/v1/airQuality/correlation/TemperatureAndWindSpeed\n   - /api/v1/airQuality/correlation/HumidityAndWindSpeed\n   - /api/v1/airQuality/correlation/Pm10AndPm25\n   - /api/v1/airQuality/correlation/Co2AndPm25\n   - /api/v1/airQuality/correlation/OzoneAndPm25\n   - /api/v1/airQuality/correlation/No2AndPm25\n   - /api/v1/airQuality/correlation/TemperatureAndPm25\n   - /api/v1/airQuality/correlation/HumidityAndPm25\n   - /api/v1/airQuality/correlation/WindSpeedAndPm25\n   - /api/v1/airQuality/correlation/Co2AndPm10\n   - /api/v1/airQuality/correlation/OzoneAndPm10\n   - /api/v1/airQuality/correlation/No2AndPm10\n   - /api/v1/airQuality/correlation/TemperatureAndPm10\n   - /api/v1/airQuality/correlation/HumidityAndPm10\n   - /api/v1/airQuality/correlation/WindSpeedAndPm10\n   - /api/v1/airQuality/correlation/OzoneAndCo2\n   - /api/v1/airQuality/correlation/No2AndCo2\n   - /api/v1/airQuality/correlation/TemperatureAndCo2\n   - /api/v1/airQuality/correlation/HumidityAndCo2\n   - /api/v1/airQuality/correlation/WindSpeedAndCo2\n   - /api/v1/airQuality/correlation/No2AndOzone\n   - /api/v1/airQuality/correlation/TemperatureAndOzone\n   - /api/v1/airQuality/correlation/HumidityAndOzone\n   - /api/v1/airQuality/correlation/WindSpeedAndOzone\n   - /api/v1/airQuality/correlation/TemperatureAndNo2\n   - /api/v1/airQuality/correlation/HumidityAndNo2\n   - /api/v1/airQuality/correlation/WindSpeedAndNo2\n   - /api/v1/airQuality/correlation/HumidityAndTemperature\n   - /api/v1/airQuality/correlation/WindSpeedAndTemperature\n   - /api/v1/airQuality/correlation/WindSpeedAndHumidity\n2. Metrological\n   - /api/v1/metrological/correlation/TemperatureAndHumidity\n   - /api/v1/metrological/correlation/TemperatureAndWindSpeed\n   - /api/v1/metrological/correlation/TemperatureAndPrecipitation\n   - /api/v1/metrological/correlation/HumidityAndWindSpeed\n   - /api/v1/metrological/correlation/HumidityAndPrecipitation\n   - /api/v1/metrological/correlation/WindSpeedAndPrecipitation\n   - /api/v1/metrological/correlation/HumidityAndTemperature\n   - /api/v1/metrological/correlation/WindSpeedAndTemperature\n   - /api/v1/metrological/correlation/PrecipitationAndTemperature\n   - /api/v1/metrological/correlation/WindSpeedAndHumidity\n   - /api/v1/metrological/correlation/PrecipitationAndHumidity\n   - /api/v1/metrological/correlation/PrecipitationAndWindSpeed\n\n### Make Prediction\n1. Air Quality\n   - /api/v1/airQuality/predict/pm25\n   - /api/v1/airQuality/predict/pm10\n   - /api/v1/airQuality/predict/co2\n   - /api/v1/airQuality/predict/ozone\n   - /api/v1/airQuality/predict/no2\n   - /api/v1/airQuality/predict/airTemperature\n   - /api/v1/airQuality/predict/airHumidity\n   - /api/v1/airQuality/predict/airWindSpeed\n\n2. Metrological\n   - /api/v1/metrological/predict/temperature\n   - /api/v1/metrological/predict/humidity\n   - /api/v1/metrological/predict/windSpeed\n   - /api/v1/metrological/predict/precipitation\n\n### Make Prediction (System Use : Not recommended for users)\n1. Air Quality\n   - /api/v1/airQuality/predict/res/pm25\n   - /api/v1/airQuality/predict/res/pm10\n   - /api/v1/airQuality/predict/res/co2\n   - /api/v1/airQuality/predict/res/ozone\n   - /api/v1/airQuality/predict/res/no2\n   - /api/v1/airQuality/predict/res/airTemperature\n   - /api/v1/airQuality/predict/res/airHumidity\n   - /api/v1/airQuality/predict/res/airWindSpeed\n\n2. Metrological\n   - /api/v1/metrological/predict/res/temperature\n   - /api/v1/metrological/predict/res/humidity\n   - /api/v1/metrological/predict/res/windSpeed\n   - /api/v1/metrological/predict/res/precipitation\n\n### Client Side\n1. Admin\n   - /api/v1/admin\n   - /api/v1/admin/all\n   - /api/v1/admin/email/{email}\n   - /api/v1/admin/password/{id}\n   - /api/v1/admin/delete/email/{email}\n\n2. User\n   - /api/v1/user/request\n   - /api/v1/user/all\n   - /api/v1/user/email/{email}\n   - /api/v1/user/delete/{id}\n   - /api/v1/user/approve/{id}\n\n3. Credential\n   - /api/v1/login/save\n   - /api/v1/login/get\n   - /api/v1/login/delete/{id}\n   - /api/v1/login/update/{email}\n   - /api/v1/login/email/{email}\n\n4. Blog\n   - /api/v1/blog/create\n   - /api/v1/blog/all\n   - /api/v1/blog/delete/{id}\n   - /api/v1/blog/update/{id}\n\n5. Comment\n   - /api/v1/comment/save\n   - /api/v1/comment/all\n   - /api/v1/comment/update/{id}\n   - /api/v1/comment/like/{id}\n\n6. FAQ\n   - /api/v1/faq\n   - /api/v1/faq/all\n   - /api/v1/faq/delete/{id}\n   - /api/v1/faq/update/{id}\n\n7. Feedback\n   - /api/v1/feedback/save\n   - /api/v1/feedback/all\n   - /api/v1/feedback/delete/{id}\n\n8. Forecasting\n   - /api/v1/forecast\n   - /api/v1/forecast/all\n   - /api/v1/forecast/delete/{id}\n   - /api/v1/forecast/{id}\n   - /api/v1/forecast/like/{id}\n\n9. User Policy\n   - /api/v1/UserPolicy\n   - /api/v1/UserPolicy/save\n   - /api/v1/UserPolicy/update/{id}\n\n10. Terms and conditions\n    - /api/v1/UserTerms\n    - /api/v1/UserTerms/save\n    - /api/v1/UserTerms/update/{id}\n\n---\n## Repo's Stats\n![code lines](https://tokei.rs/b1/github/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform)\n![files](https://tokei.rs/b1/github/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform?category=files) \u003c/br\u003e\n![repo size](https://img.shields.io/github/repo-size/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform?label=Repo%20Size\u0026style=for-the-badge\u0026labelColor=black\u0026color=20bf6b)\n![GitHub forks](https://img.shields.io/github/forks/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform?\u0026labelColor=black\u0026color=0fb9b1\u0026style=for-the-badge)\n![GitHub stars](https://img.shields.io/github/stars/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform?\u0026labelColor=black\u0026color=f7b731\u0026style=for-the-badge)\n![GitHub LastCommit](https://img.shields.io/github/last-commit/kavicastelo/Ethical-AI-driven-Geographic-Analytics-Platform?logo=github\u0026labelColor=black\u0026color=d1d8e0\u0026style=for-the-badge)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkavicastelo%2Fai-geospatial-platform","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkavicastelo%2Fai-geospatial-platform","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkavicastelo%2Fai-geospatial-platform/lists"}