Reproducibility package for Where Are Pakistan’s Out-Of-School Children? Mapping Accessibility Of Schooling Using Satellite Data And Machine Learning Methods With An Application To The 2022 Floods

2026

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Reference ID

RR_PAK_2025_493

DOI

https://doi.org/10.60572/htha-ta93

Author(s)

Amer Hasan, Umar Saif, Ayesha Tahir, Koen Geven, Mohsen Ali, Aliza Masood, Muhammad Abdul Rahman, Sheena Fazili

Collections

World Bank Policy Research Working Papers

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Created on

Feb 03, 2026

Last modified

Mar 23, 2026

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Reproducibility verification for Where Are Pakistan’s Out-Of-School Children? Mapping Accessibility Of Schooling Using Satellite Data And Machine Learning Methods With An Application To The 2022 Floods

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README for Reproducibility package for Where Are Pakistan’s Out-Of-School Children? Mapping Accessibility Of Schooling Using Satellite Data And Machine Learning Methods With An Application To The 2022 Floods

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Reproducibility package for Where Are Pakistan’s Out-Of-School Children? Mapping Accessibility Of Schooling Using Satellite Data And Machine Learning Methods With An Application To The 2022 Floods

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Zip preview	RR_PAK_2025_493 data_hash_report.csv reproducibility_report_RR_PAK_2025_493.pdf LICENSE.txt README.pdf reproducibility-package ado stata.trk g greek_in_word.sthlp f frmttable.ado frmt_opts.sthlp frmttable.sthlp o outreg.sthlp outreg.ado outreg_update.sthlp outreg_complete.sthlp l l_cfrmt.mlib utility functions config_kpk.py config_.py utils.py config_balochistan.py config_sindh.py config_punjab.py __pycache__ config_.cpython-311.pyc config_.cpython-310.pyc config_.cpython-313.pyc config_balochistan.cpython-38.pyc config_kpk.cpython-310.pyc config_balochistan.cpython-311.pyc config_balochistan.cpython-310.pyc config_kpk.cpython-311.pyc utils.cpython-39.pyc config_punjab.cpython-38.pyc utils.cpython-38.pyc config_kpk.cpython-38.pyc config_sindh.cpython-310.pyc config_sindh.cpython-311.pyc utils.cpython-313.pyc utils.cpython-311.pyc utils.cpython-310.pyc config_punjab.cpython-311.pyc config_punjab.cpython-310.pyc config_.cpython-38.pyc config_sindh.cpython-38.pyc __pycache__ (1) config_.cpython-310.pyc config_balochistan.cpython-38.pyc config_kpk.cpython-310.pyc config_balochistan.cpython-310.pyc utils.cpython-39.pyc config_punjab.cpython-38.pyc utils.cpython-38.pyc config_kpk.cpython-38.pyc config_sindh.cpython-310.pyc utils.cpython-310.pyc config_punjab.cpython-310.pyc config_.cpython-38.pyc config_sindh.cpython-38.pyc aisight requirements.txt __init__.py naqsha_boundary config.py __init__.py utils.py customers.py polygons kml_reader.py base.py master_polygon.py tif population_tif_new.py population_tif.py population_tif (copy).py __pycache__ __init__.cpython-39.pyc population_tif_new.cpython-311.pyc population_tif_new.cpython-310.pyc __init__.cpython-38.pyc population_tif.cpython-39.pyc population_tif_new.cpython-312.pyc population_tif_new.cpython-313.pyc population_tif.cpython-38.pyc population_tif.cpython-312.pyc population_tif.cpython-310.pyc __init__.cpython-312.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc __pycache__ __init__.cpython-39.pyc master_polygon.cpython-312.pyc master_polygon.cpython-313.pyc __init__.cpython-38.pyc master_polygon.cpython-311.pyc master_polygon.cpython-310.pyc base.cpython-311.pyc base.cpython-310.pyc base.cpython-312.pyc base.cpython-313.pyc base.cpython-38.pyc base.cpython-39.pyc kml_reader.cpython-310.pyc master_polygon.cpython-38.pyc master_polygon.cpython-39.pyc kml_reader.cpython-311.pyc kml_reader.cpython-313.pyc kml_reader.cpython-312.pyc kml_reader.cpython-38.pyc kml_reader.cpython-39.pyc __init__.cpython-312.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc kml boundary.py mta.py sec.py routes.py whitespace.py __pycache__ __init__.cpython-39.pyc whitespace.cpython-311.pyc whitespace.cpython-310.pyc __init__.cpython-38.pyc whitespace.cpython-312.pyc whitespace.cpython-313.pyc sec.cpython-313.pyc sec.cpython-312.pyc sec.cpython-310.pyc routes.cpython-39.pyc routes.cpython-38.pyc sec.cpython-311.pyc mta.cpython-38.pyc mta.cpython-39.pyc routes.cpython-310.pyc routes.cpython-311.pyc routes.cpython-313.pyc routes.cpython-312.pyc boundary.cpython-311.pyc boundary.cpython-310.pyc boundary.cpython-312.pyc boundary.cpython-313.pyc sec.cpython-38.pyc sec.cpython-39.pyc __init__.cpython-312.pyc mta.cpython-310.pyc mta.cpython-311.pyc __init__.cpython-313.pyc boundary.cpython-38.pyc __init__.cpython-311.pyc whitespace.cpython-39.pyc mta.cpython-313.pyc whitespace.cpython-38.pyc mta.cpython-312.pyc __init__.cpython-310.pyc boundary.cpython-39.pyc __pycache__ __init__.cpython-39.pyc __init__.cpython-38.pyc utils.cpython-39.pyc utils.cpython-38.pyc utils.cpython-312.pyc utils.cpython-313.pyc utils.cpython-311.pyc utils.cpython-310.pyc __init__.cpython-312.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc custom __init__.py pmi_areas.py utils.py utils dict_utils.py __pycache__ __init__.cpython-39.pyc __init__.cpython-38.pyc __init__.cpython-312.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc naqsha config.py __init__.py utils.py customers.py polygons kml_reader.py base.py master_polygon.py tif population_tif_new.py population_tif.py __pycache__ __init__.cpython-39.pyc __init__.cpython-38.pyc population_tif.cpython-39.pyc population_tif.cpython-38.pyc population_tif.cpython-313.pyc population_tif.cpython-310.pyc population_tif.cpython-311.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc __pycache__ __init__.cpython-39.pyc __init__.cpython-38.pyc master_polygon.cpython-311.pyc master_polygon.cpython-310.pyc base.cpython-311.pyc base.cpython-310.pyc base.cpython-38.pyc kml_reader.cpython-310.pyc master_polygon.cpython-38.pyc kml_reader.cpython-311.pyc kml_reader.cpython-313.pyc kml_reader.cpython-38.pyc kml_reader.cpython-39.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc kml boundary.py mta.py sec.py routes.py whitespace.py __pycache__ whitespace.cpython-311.pyc whitespace.cpython-310.pyc __init__.cpython-38.pyc sec.cpython-310.pyc routes.cpython-38.pyc sec.cpython-311.pyc mta.cpython-38.pyc routes.cpython-310.pyc routes.cpython-311.pyc boundary.cpython-311.pyc boundary.cpython-310.pyc sec.cpython-38.pyc mta.cpython-310.pyc mta.cpython-311.pyc boundary.cpython-38.pyc __init__.cpython-311.pyc whitespace.cpython-38.pyc __init__.cpython-310.pyc __pycache__ __init__.cpython-39.pyc __init__.cpython-38.pyc utils.cpython-39.pyc utils.cpython-38.pyc utils.cpython-313.pyc utils.cpython-311.pyc utils.cpython-310.pyc __init__.cpython-313.pyc __init__.cpython-311.pyc __init__.cpython-310.pyc custom __init__.py pmi_areas.py utils.py tareekh date_base.py requirements.txt __init__.py README.txt date_pd.py Survey ground_truth_tables.do Outputs Results_09122025.doc Full_Household_Survey_Summary.doc Full_School_Survey_Summary.doc school_analysis code main.ipynb plot.py results final_kpk_pvt_enrollment_min_max_final.csv Results_09122025.doc final_punjab_pvt_enrollment_min_max_final.xlsx table5.csv fig4a_annex.png table4.csv table6.csv final_sindh_pvt_enrollment_min_max_final.xlsx table7.csv table3.csv fig6_enrollment.png table2.csv table9_whitespace.csv fig4b_annex.png fig6_schools.png final_balochistan_pvt_enrollment_min_max_final.xlsx table12.csv fig3_annex.png table13.csv table11.csv Full_Household_Survey_Summary.doc table10.csv Full_School_Survey_Summary.doc table4_1.csv table9_accessibility.csv spatial_accessibility code 0.1A.py 0.1B.py summarize_accessibility_prov_lvl.ipynb whitespace code get_whitespace_sec_loc_type.py 0.9C.py 0.9D.py 0.9E.py 0.9A.py summarize_whitespace_prov_lvl.ipynb 0.9B.sh do_redistrict catchment code summarize_enrollment_prov_lvl.ipynb main.py figures Figures_Readme_OOSC.docx figure oosc_pub_fig8.png oosc_pvt+pub_fig9.png oosc_pvt+pub_lhr_fig2.png oosc_pvt+pub_nf_before_fig14.png oosc_pvt+pub_faislabad_fig2.png oosc_pvt+pub_after_fig13.png oosc_pvt+pub_fig8&13.png oosc_pvt+pub_nf_after_fig14.png voronoi voronoi_maker voronoi_maker.model3 correct_multigeometry_catchments.py voronoi_maker.py main.py __pycache__ voronoi_maker.cpython-310.pyc voronoi_maker.cpython-312.pyc voronoi_maker.cpython-38.pyc rainfall_analysis rainfall_analysis code 2C_rainfall_all_analysis_prov_lvl.ipynb 2A_rainfall_analysis.ipynb data rainfall_data kpk 38.tif 39.tif 29.tif 28.tif 32.tif 33.tif 27.tif 31.tif 30.tif 34.tif 35.tif 37.tif 36.tif balochistan 38.tif 39.tif 29.tif 28.tif 32.tif 33.tif 27.tif 31.tif 30.tif 34.tif 35.tif 37.tif 36.tif punjab 38.tif 39.tif 27.tif.aux.xml 29.tif 28.tif 28.tif.aux.xml 32.tif 33.tif 27.tif 31.tif 30.tif 34.tif 35.tif 37.tif 36.tif sindh 38.tif 39.tif 29.tif 28.tif 32.tif 33.tif 27.tif 31.tif 30.tif 34.tif 35.tif 37.tif 36.tif

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