{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/differentially-private-release-of-israel-s","title":"Differentially Private Release of Israel's National Registry of Live Births","arxiv_id":"2405.00267","date":"2024-05-01","proceeding":null,"authors":["Shlomi Hod","Ran Canetti"],"abstract":"In February 2024, Israel's Ministry of Health released microdata of live births in Israel in 2014. The dataset is based on Israel's National Registry of Live Births and offers substantial value in multiple areas, such as scientific research and policy-making, while providing pure differential privacy guarantee with $\\varepsilon = 9.98$ for 2014's mothers and newborns. The release was co-designed by the authors along with stakeholders from both inside and outside the Ministry of Health. This paper presents the methodology used to obtain that release, which, to the best of our knowledge, is the first of its kind in the world. The design process has been challenging and required flexibility and open-mindedness on all sides involved, along with substantial technical innovation. In particular, we introduce new concepts regarding the desiderata from dataset releases in a microdata format, as well as a way to bundle together multiple quantitative desiderata for a differentially private release using the private selection algorithm of Liu and Talwar (STOC 2019). We hope that the experiences reported here will be useful to future differentially private releases.","url_abs":"https://arxiv.org/abs/2405.00267v2","url_pdf":"https://arxiv.org/pdf/2405.00267v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"links_only","authors_date_abstract":"arXiv metadata, CC0 1.0 (https://info.arxiv.org/help/license), from the Kaggle arXiv metadata snapshot of 2026-09-12"},"code_links":[{"paper_slug":"differentially-private-release-of-israel-s","repo_url":"https://github.com/shlomihod/synthflow","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2405.00267","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2405.00267"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shlomihod/synthflow","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":13,"unverified":2},"by_repo_kind":{"official":{"samples":15,"ran":13,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"e07769a5a8d7ec60","entry":"build_categorical_column_transformations","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/selection.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/selection.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e07769a5a8d7ec60"}},{"code_sha256_prefix":"cb0ad8b35c7a2a67","entry":"build_continuous_column_transformations","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/selection.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/selection.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"cb0ad8b35c7a2a67"}},{"code_sha256_prefix":"6aedb73c2046f383","entry":"calc_ratio_max_sensitivity","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/release.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/release.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6aedb73c2046f383"}},{"code_sha256_prefix":"d86b357e80ad9011","entry":"calc_ratio_possible_sensitivity","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/release.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/release.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d86b357e80ad9011"}},{"code_sha256_prefix":"5f292b37d8ebf472","entry":"compute_complete_counts","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/utils.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5f292b37d8ebf472"}},{"code_sha256_prefix":"2e9234ca2e74c0e4","entry":"find_assignment_matching","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/faithfulness/core.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/faithfulness/core.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2e9234ca2e74c0e4"}},{"code_sha256_prefix":"17cb35ae00b5ad63","entry":"get_single_row_by_query","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/utils.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"17cb35ae00b5ad63"}},{"code_sha256_prefix":"7bf987e185b75fa2","entry":"interval_number","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/utils.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7bf987e185b75fa2"}},{"code_sha256_prefix":"29ce49aa309a2a9d","entry":"numerify","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/preperation.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/preperation.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"29ce49aa309a2a9d"}},{"code_sha256_prefix":"6684e4cd962484f5","entry":"optimize_max_ratio_by_pseudo_threshold","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/release.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/release.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6684e4cd962484f5"}},{"code_sha256_prefix":"ab05585a6238061f","entry":"prepare_column_weights","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/faithfulness/weights.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/faithfulness/weights.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ab05585a6238061f"}},{"code_sha256_prefix":"042bcded30daa802","entry":"safe_f2i","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/generation/models/privbayes.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/generation/models/privbayes.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"042bcded30daa802"}},{"code_sha256_prefix":"15531854c6285597","entry":"scale_columns_by_weights","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/faithfulness/core.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/faithfulness/core.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"15531854c6285597"}},{"code_sha256_prefix":"d1dae34efe40944d","entry":"check_acceptance","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/acceptance.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/acceptance.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d1dae34efe40944d"}},{"code_sha256_prefix":"6d4cdac624fc88eb","entry":"evaluate_faithfulness","repo":"shlomihod/synthflow","repo_kind":"official","path":"synthflow/evaluation/faithfulness/core.py","file_url":"https://github.com/shlomihod/synthflow/blob/HEAD/synthflow/evaluation/faithfulness/core.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6d4cdac624fc88eb"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}