Reproducibility package for Reimagining Logistics and Connectivity from Space: Artificial Intelligence and Satellite Imagery Applications

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RR_WLD_2025_378

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Michael Schultz, Hao Li, Himanshu Tiwari, Daniel Saslavsky, Satya Prasad Sahu, Daria Ulybina

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Oct 08, 2026

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Oct 20, 2026

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README for Reproducibility package for Reimagining Logistics and Connectivity from Space: Artificial Intelligence and Satellite Imagery

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Reproducibility verification for Reimagining Logistics and Connectivity from Space: Artificial Intelligence and Satellite Imagery

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Reproducibility package for Reimagining Logistics and Connectivity from Space: Artificial Intelligence and Satellite Imagery

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Zip preview	RR_WLD_2025_378 variable_inventory.csv reproducibility_report_RR_WLD_2025_378.pdf data_hash_report.csv WB-IGO-RIDER.txt LICENSE.txt README.pdf Reproducibility package ORCHESTRATOR_README.md main.py Figure1_WBG_R_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation independent_rerun_log.txt reproducibility_matrix_row.csv figure1_final_closeout_memo.md gap_register.csv source_worldbank_georgia_zip_file_list.csv source_email_MESSAGE.txt scripts create_figure1.py outputs Figure1_Georgia_TIR_Sarpi_corrected_text.pdf Figure1_Georgia_TIR_Sarpi_corrected_text.png figure1_validation_metrics.csv figure1_validation_metrics.json Figure1_Georgia_TIR_Sarpi_report_style.png Figure1_Georgia_TIR_Sarpi_report_style.pdf figure1_aligned_data.csv Figure1_Georgia_TIR_Sarpi_chart_only.png data raw remote_sensing sentinel1_processed_sar_estimates 14.xls Figure2_WBG_PR_top_timeseries_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation supporting_source_diagnostics.csv source_inventory.csv figure2_top_timeseries_closeout_memo.md scripts create_figure2_top_timeseries.py outputs figure2_top_timeseries_discrete_replacement.pdf figure2_top_timeseries_discrete_replacement.png figure2_top_timeseries_report_style.png figure2_top_timeseries_report_style.pdf figure2_top_timeseries_scene_level_all_records.pdf figure2_top_timeseries_scene_level_all_records.png figure2_top_timeseries_validation.csv rerun_log.txt reference legacy_do_not_use figure2_timeseries_interpolated_DO_NOT_USE.csv figure2_v1_legacy_uses_interpolated_DO_NOT_USE.R Figure15_OHR_pipeline_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure15_final_closeout_memo.md scripts create_figure15_pipeline.py data figure15_pipeline_steps.csv outputs figure15_layout_validation.csv figure15_rerun_summary.json figure15_pipeline_flowchart_report_match.png figure15_pipeline_flowchart_corrected.svg figure15_pipeline_flowchart_corrected.png figure15_pipeline_flowchart_report_match.svg reference report_source_figure15.md Figure2_WBG_PR_closeout_support Data_Availability_Statement.md README.md Figure5_attribute_classification_NA_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure5_rerun_after_header_fix_log.txt figure5_initial_generation_log.txt figure5_final_closeout_memo.md figure5_rerun_after_stage_clearance_log.txt figure5_clean_rerun_log.txt figure5_rerun_after_subtitle_removal_log.txt scripts create_figure5_flowchart.py data figure5_nodes.csv figure5_edges.csv figure5_stages.csv outputs figure5_attribute_classification_corrected.png figure5_reproduction_status.csv figure5_rerun_summary.json figure5_attribute_classification_corrected.svg figure5_attribute_classification_report_match.svg figure5_layout_validation.csv figure5_attribute_classification_report_match.png reference report_source_figure5.md Figure4_PR_reverse_engineered_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure4_final_closeout_memo.md internal_peer_wording_note.md figure4_inventory_search_summary.csv email_to_sebastien_draft.md scripts create_figure4_reconstruction.py digitize_report_chart.py data figure4_laxmannath_candidate_aoi_not_original.geojson outputs figure4_digitization_diagnostics.csv figure4_reverse_engineered_with_inconsistency_flag.png figure4_reverse_engineered_reconstruction.png figure4_digitized_line_mask.png figure4_digitized_monthly_summary.csv reference figure4_chart_crop_from_report_page26.png figure4_plot_area_for_digitization.png figure4_axis_labels_crop_from_report_page26.png Figure6_WBG_PR_closeout_VHR Data_Availability_Statement.md README.md Table1_EO_AI_applications_NA_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table1_clean_rerun_log.txt table1_final_closeout_memo.md scripts create_table1_outputs.py data table1_applications_source.csv outputs table1_reproduction_status.csv table1_reproduced_clean.svg table1_layout_validation.csv table1_rerun_summary.json table1_reproduced.csv table1_reproduced_clean.png reference report_source_table1.md Table2_trade_node_indicators_NA_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table2_clean_rerun_log.txt table2_final_closeout_memo.md scripts create_table2_outputs.py data table2_indicators_source.csv outputs table2_reproduced_clean.png table2_layout_validation.csv table2_reproduction_status.csv table2_reproduced_clean.svg table2_rerun_summary.json table2_reproduced.csv reference report_source_table2.md Table7_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt checksums_sha256.txt README.md run_all.py documentation table7_final_closeout_memo.md scripts validate_table7_against_report.py reproduce_table7_rf_feature_outputs.py outputs table7_data_diagnostics.csv table7_validation_against_report.csv table7_rerun_table3_all19.csv table7_report_reference_values.csv table7_validation_summary.csv table7_rerun_primary_report17.csv table7_dataset_summary.json table7_model_metrics.csv reference 04_Classifier_RF_original.py 04_a_Classifier_RF.ipynb warehouse_classification_README.md warehouse_classification_original_requirements.txt Figure2_WBG_PR_map_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation arcgis_map_package_note.md supporting_source_diagnostics.csv source_inventory.csv figure2_top_timeseries_closeout_memo.md scripts create_figure2_top_timeseries.py outputs figure2_top_timeseries_discrete_replacement.pdf figure2_top_timeseries_discrete_replacement.png figure2_top_timeseries_report_style.png figure2_top_timeseries_report_style.pdf figure2_top_timeseries_scene_level_all_records.pdf figure2_top_timeseries_scene_level_all_records.png figure2_top_timeseries_validation.csv rerun_log.txt Figure6_WBG_PR_closeout_package_v2 Data_Availability_Statement.md PUT_RAW_VHR_NEXT_TO_THIS_PACKAGE.txt requirements.txt README.md run_all.py documentation figure6_matrix_entry.md figure6_external_vhr_dataset_note.md figure6_final_closeout_memo.md figure6_v2_externalVHR_handover_note.md scripts check_external_raw_vhr_presence.py check_external_vhr_dataset.py make_file_manifest.py reproduce_table8_incheon_model.py rebuild_figure6_static_map.py outputs figure6_run_summary.json figure6_detection_layer_comparison.csv raw_vhr_external_inventory.csv figure6_truck_density_verification.csv figure6_static_map_summary.csv external_vhr_dataset_check.csv table8_validation_against_report.csv table8_model_metrics_rerun.csv table8_feature_importance_rerun.csv external_vhr_dataset_check.json figure6_sample_summary.csv figure6_gap_register.csv table8_test_predictions_with_and_without_truck.csv raw_vhr_external_inventory.json figure6_static_map_reproduced.pdf figure6_static_map_reproduced.png reference figure6_raw_vhr_manifest_template.csv figure6_expected_external_vhr_files.csv Incheon_results.pptx figure6_raw_image_candidate_manifest_rows.csv figure6_asset_manifest_rows_from_files_manifest.csv external_large_files VHR_truck_detection README_PLACE_VHR_HERE.md Figure8_ArcGIS_PR_closeout_package Data_Availability_Statement.md README.md documentation figure8_arcgis_process_lineage.csv figure8_field_summary_inspection.csv figure8_reproducibility_matrix_row.csv figure8_layer_inventory.csv figure8_gap_register.csv figure8_closeout_memo_arcgis_only.md figure8_ppkx_contents_manifest.csv evidence README_open_in_ArcGIS_Pro.txt Figure8_ppkx_thumbnail.png outputs figure8_validation_log_arcgis_only.csv Figure12_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation arcgis_pro_opening_notes.md figure12_final_closeout_memo.md scripts figure12_render_from_ppkx.py outputs figure12_ppkx_manifest.csv figure12_python_static_reproduction.png figure12_panel_asset_inventory.csv figure12_layout_cameras.csv figure12_reproducibility_matrix.csv panels Figure12_top_right.png Figure12_center_right.png Figure12_bottom_left.png Figure12_top_left.png Figure12_bottom_right.png Figure12_center_left.png Table3_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table3_final_closeout_memo.md scripts validate_table3_against_report.py classifier_rf.py classifier_rf_coral.py run_table3_models.py dataset_diagnostics.py data lodz_buildings_w2w_with_feature.geojson DE_buildings_with_feature_updated.geojson outputs table3_replacement_candidate.csv table3_reproducible_rerun.csv table3_rerun_log.txt table3_report_validation.csv table3_dataset_diagnostics.csv reference 04_a_Classifier_RF.ipynb uploaded_README.md seeded_trials_1.txt uploaded_table3_results.csv 04_b_Classifier_RF_Coral.ipynb uploaded_requirements.txt Table8_WBG_PR_closeout_package_CLOSED Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table8_report_wording_note.md reproducibility_matrix_entry_table8.md table8_final_closeout_memo.md scripts reproduce_table8.py create_file_manifest.py validate_truck_density.py outputs table8_closeout_status.csv table8_panelA_direct_rerun_metrics.csv table8_feature_importance_report_values.csv table8_test_prediction_comparison.csv table8_truck_density_validation.csv table8_feature_importance_validation.csv table8_panelA_report_values.csv table8_panelA_validation.csv table8_truck_density_summary.csv table8_feature_importance_direct_rerun.csv table8_sample_diagnostics.csv table8_input_layer_diagnostics.csv reference Incheon_results.pptx warehouse_classification_README_from_code_archive.md 04_a_Classifier_RF_reference_from_code_archive.ipynb Figure11_Aktau_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure11_final_closeout_memo.md scripts create_figure11_aktau_indexed.py outputs figure11_aktau_validation.csv figure11_aktau_validation_rerun.csv figure11_aktau_indexed_public_replacement.png reference report_context.md data confidential_raw_not_included README.md Figure7_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure7_final_closeout_memo.md clean_rerun_log.txt arcgis_designer_handling_note.md scripts calculate_figure7_dynamic_indicators.py validate_figure7_against_recovered_data.py data warsaw_WSF_EVO_3857.tif warsaw_pd_2020_1km.tif warsaw_warehouse_prediction.geojson outputs figure7_reproduction_notebook_style.png figure7_rerun_metadata.json figure7_workbook_validation.csv figure7_report_style_available_metrics.png warsaw_warehouse_prediction_evo_rerun.geojson figure7_dynamic_cluster_proxy.csv figure7_report_style_with_cluster_proxy.png figure7_dynamic_indicators_rerun.csv figure7_reproducibility_matrix.csv figure7_panel_closeout_validation.csv reference reference_archive_calculate_Indicator_dynamic_full.ipynb calculate_Indicator_dynamic_fig7.ipynb recovered_warsaw_warehouse_prediction_evo.geojson recovered_source_manifest_excerpt.csv original_uploaded_plot_fig7.png With_limitation_Poland_three_cities_dynamic_indicators.xlsx warsaw_dynamic_indicator.xlsx Table5_OSM_datatypes_NA_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table5_clean_rerun_log.txt table5_final_closeout_memo.md scripts create_table5_outputs.py data table5_osm_datatypes_source.csv outputs table5_reproduced_report_match.png table5_rerun_summary.json table5_reproduced_report_match.svg table5_reproduction_status.csv table5_reproduced_clean.csv table5_reproduced_clean.png table5_reproduced_report_match.csv table5_reproduced_clean.svg table5_layout_validation.csv reference report_source_table5.md Figure10_Chicago_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure10_final_closeout_memo.md scripts create_figure10_chicago.py outputs figure10_chicago_validation.csv figure10_chicago_series_regenerated.csv figure10_chicago_clearing_reproducible.png figure10_chicago_validation_rerun.csv reference report_context.md data processed chicago_clearing_monthly_series.csv raw chicago_clearing_monthly_source_extract.xlsx Figure14_WBG_R_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure14_final_closeout_memo.md scripts reproduce_figure14.py outputs figure14_reproduced_report_style.png figure14_reproduced_data.csv figure14_panel_stats.csv figure14_reproduced_original_script_style.png figure14_validation_summary.csv figure14_validation_against_report.csv rerun_log.txt reference original_upload panel_georgia_original.png readme_original.md georgia_parking_original.py data processed worldbank_georgia 11.xls 10.xls 12.xls 13.xls 17.xls 16.xls 14.xls 15.xls 8.xls 9.xls 1.xls 2.xls 3.xls 7.xls 6.xls 4.xls 5.xls 24.xls 18.xls 19.xls 25.xls 26.xls 22.xls 23.xls 21.xls 20.xls raw kmls 3.kml 2.kml 1.kml 5.kml 4.kml 6.kml 7.kml 26.kml 25.kml 19.kml 18.kml 24.kml 20.kml 21.kml 23.kml 22.kml 13.kml 12.kml 10.kml 11.kml 15.kml 14.kml 16.kml 17.kml 9.kml 8.kml Figure13_WBG_report_correction_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure13_report_wording_note.md figure13_expert_interpretation_visual_audit_note.md figure13_final_closeout_memo.md figure13_report_correction_notice.md scripts validate_original_comparison.py inventory_and_gap_register.py create_visual_inspection_contact_sheets.py reproduce_original_compare_counts.py validate_figure13_closeout.py recompute_centroid_matching_matrix.py recompute_available_object_overlap_matrix.py recreate_figure13_from_report_values.py outputs figure13_missing_asset_register.csv figure13_centroid_matching_summary.json figure13_report_arithmetic_validation.csv available_assets_overlap_matrix_threshold_0_5.csv figure13_asset_pair_inventory.csv comparison_rerun_summary.json figure13_final_validation.csv figure13_recreated_corrected.png figure13_centroid_matching_matrix.csv comparison_original_validation.csv run_all_after_expert_note.log figure13_recomputed_centroid_matching_matrix.png comparison_rerun.csv figure13_centroid_matching_by_scene.csv figure13_visual_audit_register.csv figure13_report_matrix_corrected.csv available_assets_overlap_matrix_threshold_0_5.json visual_inspection figure13_visual_inspection_contact_sheet_page_05.png figure13_visual_inspection_contact_sheet_page_04.png figure13_visual_inspection_contact_sheet_page_06.png figure13_visual_inspection_contact_sheet_page_07.png figure13_visual_inspection_contact_sheet_page_03.png figure13_visual_inspection_contact_sheet_page_02.png figure13_visual_inspection_contact_sheet_page_01.png README_visual_inspection.md figure13_visual_inspection_pair_list.csv figure13_visual_inspection_contact_sheet_page_08.png reference comparison_original.xls figure13_published_transcription.csv comparison_original.csv compare_original.py candidate_centroid_matching_7b_count_roc_from_ALL_SMALLCODE.py Table4_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation table4_final_closeout_memo.md scripts table4_proxy_and_diagnostics.py validate_table4_against_report.py calculate_static_indicators_original_logic.py data pol_pd_2020_1km.tif lodz_pd_2020_1km.tif warsaw_pd_2020_1km.tif katowice_pd_2020_1km.tif warsaw_warehouse_prediction_bigger5000 warsaw_warehouse_prediction_bigger5000.dbf warsaw_warehouse_prediction_bigger5000.shx warsaw_warehouse_prediction_bigger5000.cpg warsaw_warehouse_prediction_bigger5000.shp warsaw_warehouse_prediction_bigger5000.prj warsaw_warehouse_prediction_bigger5000.qpj katowice_warehouse_prediction_bigger5000 katowice_warehouse_prediction_bigger5000.prj katowice_warehouse_prediction_bigger5000.qpj katowice_warehouse_prediction_bigger5000.shx katowice_warehouse_prediction_bigger5000.cpg katowice_warehouse_prediction_bigger5000.shp katowice_warehouse_prediction_bigger5000.dbf lodz_warehouse_prediction_bigger5000 lodz_warehouse_prediction_bigger5000.prj lodz_warehouse_prediction_bigger5000.qpj lodz_warehouse_prediction_bigger5000.cpg lodz_warehouse_prediction_bigger5000.shp lodz_warehouse_prediction_bigger5000.shx lodz_warehouse_prediction_bigger5000.dbf outputs table4_proxy_reproduction.csv table4_population_area_diagnostics.csv static_indicators_uploaded_rerun.csv table4_final_validation.csv reference reference_script_calculate_Indicator.ipynb Figure16_DA_NA_final_nooverlap_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure16_final_closeout_memo.md scripts create_figure16_domain_adaptation_nooverlap.py data figure16_panels.csv figure16_nodes.csv figure16_edges.csv outputs figure16_domain_adaptation_corrected.svg figure16_domain_adaptation_report_match.png figure16_domain_adaptation_report_match.svg figure16_domain_adaptation_corrected.png figure16_rerun_summary.json figure16_domain_adaptation_report_match_fullpage_preview.png figure16_reproduction_status.csv figure16_layout_validation.csv figure16_domain_adaptation_corrected_fullpage_preview.png figure16_domain_adaptation_corrected_fullpage_preview.svg figure16_domain_adaptation_report_match_fullpage_preview.svg reference report_source_figure16.md Figure3_WBG_PR_closeout_package Data_Availability_Statement.md requirements.txt README.md run_all.py documentation figure3_final_closeout_memo.md figure3_reporting_language.md figure3_special_case_explanation.md scripts validate_figure3_package.py create_figure3_replacement.py outputs figure3_final_validation.csv figure3_report_timeseries_2020_2023_excel_range.csv figure3_report_timeseries_2018_2023.csv figure3_component_inventory.csv figure3_peak_annotations.csv figure3_report_timeseries.csv figure3_reproducible_replacement_2018_2023.png figure3_reproducible_replacement_2020_2023_excel_range.png figure3_reproducibility_matrix_row.csv data report_source readme.md raw prediction_ID_002_Lebombo_Sentinel1.zip reference manifest manifest_findings_figure3_key.csv manifest_findings_figure3.csv source_uploads prediction_ID_002_Lebombo_Sentinel1_results_timeSeries.zip

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