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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Feb 03, 2026

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