NanaSomuah0233 commited on
Commit
2bd4df8
·
verified ·
1 Parent(s): d4ffc89

Add TIMSS processing script

Browse files
Files changed (1) hide show
  1. scripts/download_timss_locally.py +51 -0
scripts/download_timss_locally.py ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """
3
+ TIMSS 2019 Processing Script
4
+ =============================
5
+ TIMSS data requires manual download from:
6
+ https://timssandpirls.bc.edu/timss2019/international-database/
7
+
8
+ Steps:
9
+ 1. Go to URL above
10
+ 2. Download SPSS data files for your countries of interest
11
+ 3. Extract the zip
12
+ 4. Run: python download_timss_locally.py <path_to_extracted_data>
13
+
14
+ Key files in download:
15
+ BSA*.sav = Student Achievement (item scores)
16
+ BSG*.sav = Student Background (demographics)
17
+
18
+ Merge on IDCNTRY + IDSTUD for DIF analysis.
19
+ ITSEX: 1=Girl, 2=Boy
20
+ Item columns: M071001, S071001, etc.
21
+ """
22
+ import os, sys, json, glob
23
+ import pandas as pd
24
+ import pyreadstat
25
+
26
+ def process(data_dir):
27
+ OUT = "timss_2019_processed"
28
+ os.makedirs(OUT, exist_ok=True)
29
+
30
+ savs = glob.glob(os.path.join(data_dir, "**/*.sav"), recursive=True)
31
+ ach = [f for f in savs if os.path.basename(f).upper().startswith(('ASA','BSA'))]
32
+ bg = [f for f in savs if os.path.basename(f).upper().startswith(('ASG','BSG'))]
33
+
34
+ for f in ach:
35
+ df, _ = pyreadstat.read_sav(f)
36
+ items = [c for c in df.columns if c.startswith(('M0','S0','M1','S1'))]
37
+ print(f"{os.path.basename(f)}: {df.shape}, {len(items)} items")
38
+ df.to_parquet(os.path.join(OUT, os.path.basename(f).replace('.sav','.parquet')))
39
+
40
+ for f in bg:
41
+ df, _ = pyreadstat.read_sav(f)
42
+ print(f"{os.path.basename(f)}: {df.shape}")
43
+ if 'ITSEX' in df.columns:
44
+ print(f" Gender: {df['ITSEX'].value_counts().to_dict()}")
45
+ df.to_parquet(os.path.join(OUT, os.path.basename(f).replace('.sav','.parquet')))
46
+
47
+ if __name__ == "__main__":
48
+ if len(sys.argv) < 2:
49
+ print(__doc__)
50
+ else:
51
+ process(sys.argv[1])