| { | |
| "processing_date": "2025-07-03T23:21:43.275322", | |
| "processed_years": [ | |
| 2015, | |
| 2018, | |
| 2022 | |
| ], | |
| "file_formats": { | |
| "2015": "sav", | |
| "2018": "sav", | |
| "2022": "sav" | |
| }, | |
| "key_variables": { | |
| "student_id": [ | |
| "CNTSTUID", | |
| "STIDSTD", | |
| "STUID", | |
| "STDID", | |
| "StIDStd" | |
| ], | |
| "country": [ | |
| "CNT", | |
| "CNTRYID", | |
| "COUNTRY" | |
| ], | |
| "school_id": [ | |
| "CNTSCHID", | |
| "SCHOOLID", | |
| "SCHID", | |
| "SCID" | |
| ], | |
| "gender": [ | |
| "ST004D01T", | |
| "ST04Q01", | |
| "ST003D01T" | |
| ], | |
| "age": [ | |
| "AGE", | |
| "ST003Q02TA", | |
| "ST003D02T" | |
| ], | |
| "grade": [ | |
| "ST001D01T", | |
| "ST01Q01" | |
| ], | |
| "escs": [ | |
| "ESCS" | |
| ], | |
| "wealth": [ | |
| "WEALTH" | |
| ], | |
| "cultural": [ | |
| "CULTPOSS" | |
| ], | |
| "homework_time": [ | |
| "TMINS", | |
| "ST057Q01TA", | |
| "ST57Q01", | |
| "ST046Q01TA" | |
| ], | |
| "motivation": [ | |
| "MOTIVAT", | |
| "MOTIVA" | |
| ], | |
| "belong": [ | |
| "BELONG" | |
| ], | |
| "perseverance": [ | |
| "PERSEV", | |
| "GRIT" | |
| ], | |
| "math_score": [ | |
| "PV1MATH", | |
| "PV2MATH", | |
| "PV3MATH", | |
| "PV4MATH", | |
| "PV5MATH" | |
| ], | |
| "read_score": [ | |
| "PV1READ", | |
| "PV2READ", | |
| "PV3READ", | |
| "PV4READ", | |
| "PV5READ" | |
| ], | |
| "science_score": [ | |
| "PV1SCIE", | |
| "PV2SCIE", | |
| "PV3SCIE", | |
| "PV4SCIE", | |
| "PV5SCIE" | |
| ] | |
| }, | |
| "output_files": { | |
| "combined_international": "trend_analysis/pisa_combined_2006_2022.parquet", | |
| "spain_trends": "spain_trends/spain_trends_2006_2022.parquet", | |
| "spain_summary": "spain_trends/spain_summary_by_year.csv" | |
| }, | |
| "notes": { | |
| "harmonization": "Variables harmonized across years using key_variables mapping", | |
| "spain_filtering": "Spain identified using country codes: ESP, ES, 724", | |
| "missing_data": "Missing values preserved as null/NaN in Parquet format", | |
| "optimization": "Uses column selection and Polars for efficient processing" | |
| } | |
| } |