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Yingxin LIN's Projects

faldetector icon faldetector

Code for the paper: Detecting Photoshopped Faces by Scripting Photoshop

firmlevelrisk icon firmlevelrisk

Example code to create firm level risk in Hassan et al. (2020)

get-daily-histrorical-weather-data-by-coordinates icon get-daily-histrorical-weather-data-by-coordinates

Code Find_weather is used to get daily histrorical weather data by coordinates (i.e., latitude & longitude) from NASA. Besides, code Find_AQ can be used to obtain hourly histrorical air pollution data by coordinates from OpenWeather API.

mnist-image-recognition-based-on-xgboost-algorithm-and-features-extraction icon mnist-image-recognition-based-on-xgboost-algorithm-and-features-extraction

Different from the common practice of MNIST image recognition using CNN algorithm, I apply Numpy and OpenCV to extract relevant features from each MNIST figure, and then trains Xgboost recognition model. After gradually adjusting parameters, the accuracy of the optimal model on the test set can reach 88%. In additon, since I've made extensive use of the broadcasting-mechanism of NumPy instead of loops when coding, the code can run at an excellent speed.

noaahist icon noaahist

Python API to get historical data from the NOAA weather station nearest a location specified by zip code or latitude / longitude

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