--- license: cc-by-nc-sa-4.0 language: - zh - en tags: - education - cognitive-diagnosis - knowledge-tracing - cross-course-learning configs: - config_name: global_knowledge_points data_files: - split: train path: structured data/global data/knowledge_point_all.csv features: - name: knowledge_point_id dtype: string - name: name dtype: string - name: parent_id dtype: string keep_default_na: false - config_name: non_programming_Artificial_intelligence data_files: - split: train path: structured data/non programming data/Artificial_intelligence/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Assembly_language_programming data_files: - split: train path: structured data/non programming data/Assembly_language_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Big_data_management data_files: - split: train path: structured data/non programming data/Big_data_management/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Big_data_processing_technology data_files: - split: train path: structured data/non programming data/Big_data_processing_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Cpp_programming data_files: - split: train path: structured data/non programming data/C++_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_C_programming data_files: - split: train path: structured data/non programming data/C_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Calculus data_files: - split: train path: structured data/non programming data/Calculus/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Compilation_principle data_files: - split: train path: structured data/non programming data/Compilation_principle/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computational_thinking data_files: - split: train path: structured data/non programming data/Computational_thinking/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computational_thinking_fundation data_files: - split: train path: structured data/non programming data/Computational_thinking_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computer_and_problem_solving data_files: - split: train path: structured data/non programming data/Computer_and_problem_solving/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computer_application_fundation data_files: - split: train path: structured data/non programming data/Computer_application_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computer_network data_files: - split: train path: structured data/non programming data/Computer_network/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Computer_system_fundamentals data_files: - split: train path: structured data/non programming data/Computer_system_fundamentals/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Csharp_programming data_files: - split: train path: structured data/non programming data/Csharp_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Data_structure_and_algorithm_analysis data_files: - split: train path: structured data/non programming data/Data_structure_and_algorithm_analysis/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Data_visualization data_files: - split: train path: structured data/non programming data/Data_visualization/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Data_warehouse_and_data_mining data_files: - split: train path: structured data/non programming data/Data_warehouse_and_data_mining/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Database_principle data_files: - split: train path: structured data/non programming data/Database_principle/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Database_technology_and_application data_files: - split: train path: structured data/non programming data/Database_technology_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Digital_image_processing data_files: - split: train path: structured data/non programming data/Digital_image_processing/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Digital_logic data_files: - split: train path: structured data/non programming data/Digital_logic/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Discrete_mathematics data_files: - split: train path: structured data/non programming data/Discrete_mathematics/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Discrete_mathematics_and_application data_files: - split: train path: structured data/non programming data/Discrete_mathematics_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_English data_files: - split: train path: structured data/non programming data/English/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Fortran_programming data_files: - split: train path: structured data/non programming data/Fortran_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Fundamentals_of_analogy_electron_technique data_files: - split: train path: structured data/non programming data/Fundamentals_of_analogy_electron_technique/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Information_processing_technology_and_application data_files: - split: train path: structured data/non programming data/Information_processing_technology_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Information_technology data_files: - split: train path: structured data/non programming data/Information_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_algorithm_competition data_files: - split: train path: structured data/non programming data/Introduction_to_algorithm_competition/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_artificial_intelligence data_files: - split: train path: structured data/non programming data/Introduction_to_artificial_intelligence/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_cloud_computing data_files: - split: train path: structured data/non programming data/Introduction_to_cloud_computing/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_computer data_files: - split: train path: structured data/non programming data/Introduction_to_computer/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_computer_science data_files: - split: train path: structured data/non programming data/Introduction_to_computer_science/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Introduction_to_internet_of_things data_files: - split: train path: structured data/non programming data/Introduction_to_internet_of_things/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Japanese data_files: - split: train path: structured data/non programming data/Japanese/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Java_programming data_files: - split: train path: structured data/non programming data/Java_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Java_web data_files: - split: train path: structured data/non programming data/Java_web/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Linear_algebra data_files: - split: train path: structured data/non programming data/Linear_algebra/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Linux_system data_files: - split: train path: structured data/non programming data/Linux_system/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Literature_and_history data_files: - split: train path: structured data/non programming data/Literature_and_history/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Machine_learning data_files: - split: train path: structured data/non programming data/Machine_learning/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Matlab_simulation data_files: - split: train path: structured data/non programming data/Matlab_simulation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Microcomputer_principle_and_interface_technology data_files: - split: train path: structured data/non programming data/Microcomputer_principle_and_interface_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Multivariate_statistical_analysis data_files: - split: train path: structured data/non programming data/Multivariate_statistical_analysis/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Network_programming_technology data_files: - split: train path: structured data/non programming data/Network_programming_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Numerical_analysis data_files: - split: train path: structured data/non programming data/Numerical_analysis/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Object_oriented_analysis_and_design data_files: - split: train path: structured data/non programming data/Object_oriented_analysis_and_design/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Object_oriented_programming_java data_files: - split: train path: structured data/non programming data/Object_oriented_programming_java/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Operating_system data_files: - split: train path: structured data/non programming data/Operating_system/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_PHP_programming data_files: - split: train path: structured data/non programming data/PHP_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Politics data_files: - split: train path: structured data/non programming data/Politics/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Practice_of_statistics data_files: - split: train path: structured data/non programming data/Practice_of_statistics/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Principles_of_computer_composition data_files: - split: train path: structured data/non programming data/Principles_of_computer_composition/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Principles_of_information_security data_files: - split: train path: structured data/non programming data/Principles_of_information_security/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Probability_and_statistic data_files: - split: train path: structured data/non programming data/Probability_and_statistic/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Problem_solving_fundation data_files: - split: train path: structured data/non programming data/Problem_solving_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Psychology data_files: - split: train path: structured data/non programming data/Psychology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Python_programming data_files: - split: train path: structured data/non programming data/Python_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Scala_programming data_files: - split: train path: structured data/non programming data/Scala_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Signals_and_systems data_files: - split: train path: structured data/non programming data/Signals_and_systems/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Single_chip_microcomputer_principle_and_application data_files: - split: train path: structured data/non programming data/Single_chip_microcomputer_principle_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Software_design_and_architecture data_files: - split: train path: structured data/non programming data/Software_design_and_architecture/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Software_engineering data_files: - split: train path: structured data/non programming data/Software_engineering/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Software_project_management data_files: - split: train path: structured data/non programming data/Software_project_management/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Software_requirement_analysis_and_design data_files: - split: train path: structured data/non programming data/Software_requirement_analysis_and_design/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Software_testing_and_quality_assurance data_files: - split: train path: structured data/non programming data/Software_testing_and_quality_assurance/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Swift_programming data_files: - split: train path: structured data/non programming data/Swift_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Thinking_by_data data_files: - split: train path: structured data/non programming data/Thinking_by_data/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Tourism data_files: - split: train path: structured data/non programming data/Tourism/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_VB_programming data_files: - split: train path: structured data/non programming data/VB_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Web_frontend_technology data_files: - split: train path: structured data/non programming data/Web_frontend_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: non_programming_Wireless_network data_files: - split: train path: structured data/non programming data/Wireless_network/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: problem_type dtype: string - name: score dtype: string - name: problem_set_id dtype: string - name: problem_set_problem_id dtype: string - name: status dtype: string keep_default_na: false - config_name: programming_Assembly_language_programming data_files: - split: train path: structured data/programming data/Assembly_language_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Cpp_programming data_files: - split: train path: structured data/programming data/C++_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Calculus data_files: - split: train path: structured data/programming data/Calculus/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Compilation_principle data_files: - split: train path: structured data/programming data/Compilation_principle/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Computational_thinking data_files: - split: train path: structured data/programming data/Computational_thinking/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Computational_thinking_fundation data_files: - split: train path: structured data/programming data/Computational_thinking_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Computer_and_problem_solving data_files: - split: train path: structured data/programming data/Computer_and_problem_solving/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Computer_application_fundation data_files: - split: train path: structured data/programming data/Computer_application_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Computer_network data_files: - split: train path: structured data/programming data/Computer_network/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Csharp_programming data_files: - split: train path: structured data/programming data/Csharp_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Data_structure_and_algorithm data_files: - split: train path: structured data/programming data/Data_structure_and_algorithm/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: score dtype: string - name: language dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Data_visualization data_files: - split: train path: structured data/programming data/Data_visualization/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Database_principle data_files: - split: train path: structured data/programming data/Database_principle/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Digital_logic data_files: - split: train path: structured data/programming data/Digital_logic/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Discrete_mathematics data_files: - split: train path: structured data/programming data/Discrete_mathematics/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Discrete_mathematics_and_application data_files: - split: train path: structured data/programming data/Discrete_mathematics_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Fortran_programming data_files: - split: train path: structured data/programming data/Fortran_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Haskell_programming data_files: - split: train path: structured data/programming data/Haskell_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Information_processing_technology_and_application data_files: - split: train path: structured data/programming data/Information_processing_technology_and_application/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Information_technology data_files: - split: train path: structured data/programming data/Information_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Introduction_to_algorithm_competition data_files: - split: train path: structured data/programming data/Introduction_to_algorithm_competition/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Introduction_to_artificial_intelligence data_files: - split: train path: structured data/programming data/Introduction_to_artificial_intelligence/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Introduction_to_computer_science data_files: - split: train path: structured data/programming data/Introduction_to_computer_science/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Java_web data_files: - split: train path: structured data/programming data/Java_web/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Linear_algebra data_files: - split: train path: structured data/programming data/Linear_algebra/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Linux_system data_files: - split: train path: structured data/programming data/Linux_system/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Machine_learning data_files: - split: train path: structured data/programming data/Machine_learning/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Matlab_simulation data_files: - split: train path: structured data/programming data/Matlab_simulation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Multivariate_statistical_analysis data_files: - split: train path: structured data/programming data/Multivariate_statistical_analysis/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Numerical_analysis data_files: - split: train path: structured data/programming data/Numerical_analysis/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Object_oriented_programming_java data_files: - split: train path: structured data/programming data/Object_oriented_programming_java/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Operating_system data_files: - split: train path: structured data/programming data/Operating_system/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_PHP_programming data_files: - split: train path: structured data/programming data/PHP_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Principles_of_compute_composition data_files: - split: train path: structured data/programming data/Principles_of_compute_composition/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Principles_of_information_security data_files: - split: train path: structured data/programming data/Principles_of_information_security/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Probability_and_Statistic data_files: - split: train path: structured data/programming data/Probability_and_Statistic/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Problem_solving_fundation data_files: - split: train path: structured data/programming data/Problem_solving_fundation/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Python_programming data_files: - split: train path: structured data/programming data/Python_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Scala_programming data_files: - split: train path: structured data/programming data/Scala_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Software_design_and_architecture data_files: - split: train path: structured data/programming data/Software_design_and_architecture/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Software_project_management data_files: - split: train path: structured data/programming data/Software_project_management/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Software_requirement_analysis_and_design data_files: - split: train path: structured data/programming data/Software_requirement_analysis_and_design/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_VB_programming data_files: - split: train path: structured data/programming data/VB_programming/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: programming_Web_frontend_technology data_files: - split: train path: structured data/programming data/Web_frontend_technology/response_log.csv features: - name: submission_id dtype: string - name: user_id dtype: string - name: create_at dtype: string - name: language dtype: string - name: score dtype: string - name: problem_set_problem_id dtype: string - name: problem_id dtype: string - name: skill_id dtype: string - name: code dtype: string - name: response dtype: string - name: time_consume dtype: string - name: memory_consume dtype: string keep_default_na: false - config_name: cd_Computational_thinking data_files: - split: train path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Computational_thinking/train.csv - split: validation path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Computational_thinking/valid.csv - split: test path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Computational_thinking/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cd_Database_technology_and_application data_files: - split: train path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Database_technology_and_application/train.csv - split: validation path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Database_technology_and_application/valid.csv - split: test path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Database_technology_and_application/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cd_Linux_system data_files: - split: train path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Linux_system/train.csv - split: validation path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Linux_system/valid.csv - split: test path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Linux_system/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cd_Probability_and_statistic data_files: - split: train path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Probability_and_statistic/train.csv - split: validation path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Probability_and_statistic/valid.csv - split: test path: task specific dataset/non_programming_dataset/baseline_dataset_for_CD/Probability_and_statistic/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false default: true - config_name: cross_course_Cpp_programming data_files: - split: train path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C++程序设计-92/train.csv - split: validation path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C++程序设计-92/valid.csv - split: test path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C++程序设计-92/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cross_course_C_programming data_files: - split: train path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C程序设计-63/train.csv - split: validation path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C程序设计-63/valid.csv - split: test path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_C程序设计-63/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cross_course_Java_programming data_files: - split: train path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Java程序设计-172/train.csv - split: validation path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Java程序设计-172/valid.csv - split: test path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Java程序设计-172/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cross_course_Python_programming data_files: - split: train path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Python程序设计-924247594312409088/train.csv - split: validation path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Python程序设计-924247594312409088/valid.csv - split: test path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_Python程序设计-924247594312409088/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cross_course_Data_structure_and_algorithm_analysis data_files: - split: train path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_数据结构与算法-1/train.csv - split: validation path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_数据结构与算法-1/valid.csv - split: test path: task specific dataset/non_programming_dataset/cross_course_datasets/baiteng_数据结构与算法-1/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false - config_name: cclmf_java_30 data_files: - split: train path: task specific dataset/non_programming_dataset/datasets_for_CCLMF/java-30/train.csv - split: validation path: task specific dataset/non_programming_dataset/datasets_for_CCLMF/java-30/valid.csv - split: test path: task specific dataset/non_programming_dataset/datasets_for_CCLMF/java-30/test.csv features: - name: user_id dtype: string - name: item_id dtype: string - name: score dtype: string keep_default_na: false --- # PTADisc This release contains 939 extracted data files (125.50 GB), with 128 configured subsets. Original-project overview statistics below are retained for context and are not recomputed counts for this distribution. > This dataset card reuses the [original PTADisc README](https://github.com/wahr0411/PTADisc/blob/89ec8ea331b9ab52177f913bb7d7b524d46a6ad1/README.md), with download links, paths, and release-specific notes adapted for this Hugging Face distribution. The original authors’ contact information is retained below. Licensed under [CC BY-NC-SA 4.0](./LICENSE). PTADisc is sourced from [PTA](https://pintia.cn/) (Programming Teaching Assistant), a learner-based online system for universities and society developed by Hangzhou PAT Education Technology Co., Ltd. PTADisc is a diverse, immense, student-centered dataset that emphasizes its sufficient cross-course information for personalized learning. It includes $74$ courses, $1,530,100$ students, $4,504$ concepts, $225,615$ problems, and over $680$ million student response logs. We illustrate the characteristics of PTADisc from the following four aspects: - Diverse: PTADisc contains rich concept-related information and fine-grained records of a large number of student behaviors. - Immense: PTADisc is the largest dataset in personalized learning. It also includes different courses of different data scales which offer options for various studies. - Student-centered: In PTADisc, problems and knowledge concepts are validated based on student response logs, leading to better consistency and well-maintainability in terms of diagnostic tasks. - Cross-course: PTADisc covers a significant amount of students taking multiple courses as students are likely to take a series of courses according to their training program. ### Loading the data Select a course or experiment subset in the dataset viewer, or stream a subset with `datasets`: ```python from datasets import load_dataset ds = load_dataset("whning0513/PTADisc", "cd_Probability_and_statistic") logs = load_dataset( "whning0513/PTADisc", "non_programming_Python_programming", split="train", streaming=True, ) row = next(iter(logs)) ``` Configured CSV columns are exposed as strings to preserve source identifiers, timestamps, code, and empty fields without numeric inference. Cast columns as needed for analysis. Schemas follow each source CSV header. Unsplit source tables use the `train` split as a storage convention; it does not denote a curated training partition. Existing experiment train/validation/test splits are preserved. Supplementary JSON dictionaries, course information, matrices, and experimental variants are available as individual files. To download all extracted files: ```python from huggingface_hub import snapshot_download snapshot_download("whning0513/PTADisc", repo_type="dataset", local_dir="PTADisc") ``` ### Data repository structure Data files are published directly in this dataset repository as extracted CSV, JSON, text, and model files. Browse the **Files and versions** tab or download individual files; no archive extraction or access request is required. The original project is available on [GitHub](https://github.com/wahr0411/PTADisc). The directory is organized as: ``` PTADisc/ ├── scripts/ ├── structured data/ │ ├── course_info/ │ ├── global data/ │ ├── non programming data/ │ └── programming data/ └── task specific dataset/ ├── non_programming_dataset │   ├── baseline_dataset_for_CD │   ├── baseline_dataset_for_KT │   ├── cross_course_datasets │   └── datasets_for_CCLMF └── programming_datasets ``` | Directory | Content | | ----------------------- | ------------------------------------------------------------ | | scripts | Scripts for index mapping on structured data to generate final datasets for cognitive diagnosis and knowledge tracing. | | global data | Problem-bank dictionaries shared across courses, including difficulty, knowledge, reference counts, problem types, and problem-set mappings. | | non programming data | Structured course data, including student, concept, and problem lists, problem information, and processed response logs. | | programming data | Structured programming-course response logs. | | baseline_dataset_for_CD | $4$ selected courses' datasets for cognitive diagnosis. | | baseline_dataset_for_KT | $4$ selected courses' datasets for knowledge tracing. | | cross_course_datasets | datasets of $5$ courses which are simultaneously taken by $29,454$ students. | | datasets_for_CCLMF | *Java Programming* datasets and pretrained NCD model on *Python Programming*, which is used to conduct CCLMF experiments. | | programming_datasets | $4$ selected courses' datasets for knowledge tracing. | **Release note:** The table above retains the original project’s dataset descriptions. The received source has empty `baseline_dataset_for_KT` and `programming_datasets` directories. Data files are published in extracted form, preserving their contents. Course archives lacking an enclosing directory have been placed in a directory named after the course. Embedded TAR.GZ backups are extracted under a separate `_nested` directory. See `manifest.json` for source mappings. ### Detailed information of structured data For futher information, please contact: liyahu@zju.edu.cn. #### Global Data ##### Description Global data includes: | Filename | Description | | ------------------------------- | ------------------------------------------------------------ | | knowledge_point_all.csv | The tree structure of all the knowledge concepts in PTADisc, which is in forms of `knowledge_point_id`, `name`, `parent_id`. | | problem_difficulty.json | Global dictionary of `problem_id` to `difficulty`. | | problem_knowledge.json | Global dictionary of `problem_id` to `knowledge_id`. | | problem_reference_count.json | Global dictionary of `problem_id` to `reference_count`. | | problem_type | Global dictionary of `problem_id` to `problem_type`. | | psp_full_score.json | Global dictionary of `problem_set_problem_id` to `full_score`. | | psp_problem.json | Global dictionary of `problem_set_problem_id` to `problem_id`. | | psp_problem_set_id.json | Global dictionary of `problem_set_problem_id` to `problem_set_id`. | The filenames above follow the received source data. The `problem_type` dictionary described in the original README is not provided as a separate global file in this release. ##### Knowledge Concept Example `parent_id`=-1 indicates that it's the course's name, which is the root of its knowledge concept tree. | knowledge_point_id | name | parent_id | | ------------------ | ------------------ | --------- | | 383 | 概率论与数理统计 | -1 | | 384 | 随机事件和概率 | 383 | | 393 | 随机变量及概率分布 | 383 | | 389 | 全概率公式 | 384 | | 390 | 贝叶斯公式 | 384 | ##### Problem Type ``` enum ProblemType { NO_PROBLEM_TYPE = 0; TRUE_OR_FALSE = 1; MULTIPLE_CHOICE = 2; MULTIPLE_CHOICE_MORE_THAN_ONE_ANSWER = 3; FILL_IN_THE_BLANK = 4; FILL_IN_THE_BLANK_FOR_PROGRAMMING = 5; CODE_COMPLETION = 6; PROGRAMMING = 7; SUBJECTIVE = 8; MULTIPLE_FILE = 9; } ``` #### Non-programming data ##### Description Each course contains the following files: | Filename | Description | | --------------------- | ------------------------------------------------------------ | | info/info.json | Record the number of the course's concepts, students, problems and logs. | | info/concept_list.txt | Record the course's concept IDs. | | info/student_list.txt | Record the course's student IDs. | | info/problem_list.txt | Record the course's problem IDs. | | problem_info.csv | Record problems' `problem_set_problem_id`, `problem_id`, `knowledge_id`, `full_score` in the course. | | response_log.csv | Record logs' `submission_id`, `user_id`, `create_at`, `problem_type`, `score`, `problem_set_id`, `problem_set_problem_id`, `status` in the course. | response_log.csv fields description: - `submission_id`: the ID of one commit record of a problem set. - `problem_type`: 1 represents true or false, 2 represents single-choice, 3 represents multiple-choice, and 4 represents fill-in-the-blank. - `score`: the scoring ratio the student get on this problem. - `status`: auxiliary field to calculate student's score on this problem, contains *ACCEPTED*, *WRONG_ANSWER*, *PARTIAL_ACCEPTED*, etc. ##### Logs Example | submission_id | user_id | create_at | problem_type | score | problem_set_id | problem_set_problem_id | status | | ------------- | ------------------------------------------------------------ | ---------------- | ------------ | ----- | -------------- | ---------------------- | ------------ | | 178060 | 0fa9733a132497dd515d426df206b67106364354b579231879e3c8f70630e431 | 2015/10/13 16:47 | 2 | 2 | 139 | 1746 | ACCEPTED | | 178060 | 0fa9733a132497dd515d426df206b67106364354b579231879e3c8f70630e431 | 2015/10/13 16:47 | 2 | 0 | 139 | 1747 | WRONG_ANSWER | | 178060 | 0fa9733a132497dd515d426df206b67106364354b579231879e3c8f70630e431 | 2015/10/13 16:47 | 2 | 0 | 139 | 1748 | WRONG_ANSWER | | 178060 | 0fa9733a132497dd515d426df206b67106364354b579231879e3c8f70630e431 | 2015/10/13 16:47 | 2 | 2 | 139 | 1749 | ACCEPTED | | 178060 | 0fa9733a132497dd515d426df206b67106364354b579231879e3c8f70630e431 | 2015/10/13 16:47 | 2 | 2 | 139 | 1750 | ACCEPTED | #### Programming data ##### Description Each course contains a response_log.csv with fields: `submission_id`, `user_id`, `create_at`, `language` , `score`, `problem_set_problem_id`, `problem_id`, `skill_id`, `code`, `response`, `time_consume`, `memory_consume`. Some of the fields description: - `submission_id`: the same as in non_programming data. - `language`: the programming code - `score`: the same as in non_programming data. - `code`: the code submitted by the student. - `response`: the same as `status`in non_programming data. - `time_consume`: time consumed by the submitted code. - `memory_consume`: memory consumed by the submitted code. ##### Logs Example | submission_id | user_id | create_at | language | score | problem_set_problem_id | problem_id | skill_id | code | response | time_consume | memory_consume | | ------------------- | ------------------------------------------------------------ | ------------------- | -------- | ----- | ---------------------- | ------------------- | -------- | ------------------------------------------------------------ | ------------ | ------------ | -------------- | | 1523963863660281856 | 82e2f8cab241392f2ffae8614297ed854b6113256c5c8d31cf2d14740a68706b | 2022-05-10 17:51:13 | Java | 0.0 | 1523908485467762710 | 1013962033606774784 | 201 | import java.util.*;\npublic class Main {\n public static void main(String[] args) {\n Scanner sc = new Scanner(System.in);\n int n = sc.nextInt();\n List list = new ArrayList();\n for (int i = 0; i < n; i++) {\n list.add(sc.nextInt());\n }\n list.sort(Comparator.naturalOrder());\n System.out.println(list.get(list.size()-2));\n }\n} | WRONG_ANSWER | 125 | 18404 | | 1523963973706231808 | 82e2f8cab241392f2ffae8614297ed854b6113256c5c8d31cf2d14740a68706b | 2022-05-10 17:51:39 | Java | 0.0 | 1523908485467762710 | 1013962033606774784 | 201 | import java.util.*;\npublic class Main {\n public static void main(String[] args) {\n Scanner sc = new Scanner(System.in);\n int n = sc.nextInt();\n List list = new ArrayList();\n for (int i = 0; i < n; i++) {\n list.add(sc.nextInt());\n }\n list.sort(Comparator.naturalOrder());\n System.out.print(list.get(list.size()-2));\n }\n} | WRONG_ANSWER | 113 | 15232 | #### Course Info ##### Description The files of course info provide additional information of user group and problem set. Each course contains the following files: | Filename | Description | | -------------------------- | ------------------------------------------------- | | user_group_member.csv | Record the user group members. | | user_group_problem_set.csv | Record the opened problem sets for user groups. | | problem_set.csv | Record the problem set's start time and end time. | ##### User Group Member Example `user_group_member_id` is the id of a (`user_id`, `user_group_id`) pair. | user_group_member_id | user_id | user_group_id | | -------------------- | ------------------------------------------------------------ | ------------------- | | 1041674784427282432 | e7de9a3c1163736606a53e738cdb82a29f860903e84e14c61f13b31f82706d28 | 1041661419302744064 | | 1041680824921296896 | 95c2f1226984fee4c1748e567279808b02e5128dbd1060ebd4692dbe164000a6 | 1041661579701325824 | | 1041680824535420928 | 8e3f445a0fae30aef3daf067d1bebf648ca84181c21a924560f9a9a1f1d1504c | 1041661579701325824 | ##### User Group - Problem Set Example | user_group_problem_set_id | user_group_id | problem_set_id | | ------------------------- | ------------------- | ------------------- | | 1053296011098509312 | 1041661579701325824 | 1053295797428080640 | | 1053296069663563776 | 1041661419302744064 | 1053295797428080640 | | 1057397021588357120 | 1041661419302744064 | 1057375475356430336 | ##### Problem Set Example | problem_set_id | start_at | end_at | | ------------------- | ------------------- | ------------------- | | 1057375475356430336 | 2018-11-02 12:00:00 | 2018-11-21 12:00:00 | | 1118521024520945664 | 2019-04-17 22:24:00 | 2019-04-18 22:24:00 | | 1119973878406443008 | 2019-04-21 22:38:00 | 2019-04-28 22:38:00 | ### Statistics ![statistics](https://raw.githubusercontent.com/wahr0411/PTADisc/89ec8ea331b9ab52177f913bb7d7b524d46a6ad1/img/statistics.png) Detailed statistics of each course's students, problems, concepts, non_programming_logs and programming_logs can be found in [statistics.xlsx](https://github.com/wahr0411/PTADisc/blob/main/statistics.xlsx). ### CCLMF Details can be found in [README.md](https://github.com/wahr0411/PTADisc/blob/main/CCLMF/README.md). ### Citation ``` @inproceedings{hu2023ptadisc, title={PTADisc: A Cross-Course Dataset Supporting Personalized Learning in Cold-Start Scenarios}, author={Hu, Liya and Dong, Zhiang and Chen, Jingyuan and Wang, Guifeng and Wang, Zhihua and Zhao, Zhou and Wu, Fei}, booktitle={Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track}, year={2023} } ```