{"id":17376034,"url":"https://github.com/bkamapantula/india-pc-nfhs4","last_synced_at":"2026-03-19T01:02:11.119Z","repository":{"id":149291529,"uuid":"186137904","full_name":"bkamapantula/india-pc-nfhs4","owner":"bkamapantula","description":"Parliamentary constituency factsheet for indicators of nutrition, health, and development in India using NFHS4 data.","archived":false,"fork":false,"pushed_at":"2019-05-12T05:14:49.000Z","size":351,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2026-02-09T19:12:10.145Z","etag":null,"topics":["data","government","health","india","nfhs","nfhs4"],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bkamapantula.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-05-11T13:43:59.000Z","updated_at":"2023-03-02T20:38:49.000Z","dependencies_parsed_at":null,"dependency_job_id":"de3c95f0-54b5-42d8-bd38-7ed3645c33c3","html_url":"https://github.com/bkamapantula/india-pc-nfhs4","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/bkamapantula/india-pc-nfhs4","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bkamapantula%2Findia-pc-nfhs4","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bkamapantula%2Findia-pc-nfhs4/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bkamapantula%2Findia-pc-nfhs4/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bkamapantula%2Findia-pc-nfhs4/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bkamapantula","download_url":"https://codeload.github.com/bkamapantula/india-pc-nfhs4/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bkamapantula%2Findia-pc-nfhs4/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30682013,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-19T00:52:14.022Z","status":"ssl_error","status_checked_at":"2026-03-19T00:51:33.610Z","response_time":104,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data","government","health","india","nfhs","nfhs4"],"created_at":"2024-10-16T04:42:42.280Z","updated_at":"2026-03-19T01:02:11.079Z","avatar_url":"https://github.com/bkamapantula.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# NFHS4 indicators mapped with Indian Parliamentary Constituencies\n\nParliamentary constituency factsheet for indicators of nutrition, health, and development in India using NFHS4 data.\n\nSource: https://www.hsph.harvard.edu/population-development/indiapcfactsheets/\n\nPDF: https://cdn1.sph.harvard.edu/wp-content/uploads/sites/1266/1266/20/PC-Factsheet-Nutrition-Health-and-Developmet-Indicators_HCPDS-working-paper_Volume-18_no_4.pdf\n\n# Data\n\nThere are 19 tables in total. [Data](https://docs.google.com/spreadsheets/d/14ri-R2TAYmPhVhiiJczv9fSe-ahnwCplUW2JPqfpUC8/edit?usp=sharing) (Google Spreadsheet) has clean data for 19 tables, one in each sheet.\n\n## List of tables\n\n### Sample\n![sample table of contents for indicators list](pc-nfhs-indicators.png)\n\n## Table content - sample\n![Nutritional Profile across 543 Parliamentary Constituencies](table1.png)\n\n# Content extraction\n\nI used the excellent [tabula](https://tabula.technology/) software to extract data from PDF tables.\n\n## Data cleaning\n\n- While Tabula can get so close to clean data it is not perfect (that's ok). I spent some effort for each table where tabula couldn't determine the table row format properly (or missed).\n- The original PDF didn't seem to mention `Kerala` state as well so it looked as if Kerala constituencies are part of Karnataka. This is fixed.\n\nPlease [report](https://github.com/bkamapantula/india-pc-nfhs4/issues/new) if you notice an error.\n\nIf you already know a machine-friendly format for this file, please let me know ([add an issue](https://github.com/bkamapantula/india-pc-nfhs4/issues/new)).\n\n# Citation\n\nBlossom J, Kumar R, Kim R, Swaminathan A, Swaminathan G, Rajpal S, Joe W, Subramanian S V. 2019. *Visualizing Parliamentary Constituency Factsheet for Indicators of Nutrition, Health and Development in India*. Cambridge, MA: Harvard Center for Geographic Analysis and Center for Population and Development Studies.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbkamapantula%2Findia-pc-nfhs4","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbkamapantula%2Findia-pc-nfhs4","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbkamapantula%2Findia-pc-nfhs4/lists"}