Data Science Utils

Data science utils with python, including data processing, machine learning, data visualization, and more. is updating .......

API Documentation

• File Operate
• Data Processing
• Machine Learning
• Data Visualization
• Other

ALL API REFERENDE

Meachine Learning

• Machine Learning

• class ML_Param_Selection : ML classification model parameter selection

• class Smote_ML_Param_Selection : ML classification model parameter selection with SMOTE algorithm

• setup_seed(seed) ： Set the random seed

file_operate

• File Operate

• load_file_with_p : load pickle file

• save_file_with_p : save pickle file

• check_file_exits ：Check whether the file exists

• get_dir_info : Get information about the files in the folder

• check_path_type : check path is folder or file

data_processing

• Data Processing API Reference

• sorted_by_dict_value : Sort the dictionary values

• get_df_null_rate : Gets the number and percentage of missing values for each column in the DataFrame

• split_dict_into_n_parts : Split the dictionary into n parts