{"id":38654476,"url":"https://github.com/openwashdata/gdho","last_synced_at":"2026-01-17T09:25:36.331Z","repository":{"id":200675145,"uuid":"694570649","full_name":"openwashdata/gdho","owner":"openwashdata","description":"Global database of humanitarian organizations from Humanitarian Outcomes","archived":false,"fork":false,"pushed_at":"2025-07-03T11:42:29.000Z","size":7604,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-05T03:47:31.970Z","etag":null,"topics":["humanitarian","humanitarian-aid","open-data","openwashdata","r"],"latest_commit_sha":null,"homepage":"https://openwashdata.github.io/gdho/","language":"R","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc-by-4.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/openwashdata.png","metadata":{"files":{"readme":"README.Rmd","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2023-09-21T09:07:07.000Z","updated_at":"2025-07-03T11:42:34.000Z","dependencies_parsed_at":null,"dependency_job_id":"0f1dcd22-0907-49a1-a698-87ae8476ef06","html_url":"https://github.com/openwashdata/gdho","commit_stats":null,"previous_names":["openwashdata/gdho"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/openwashdata/gdho","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fgdho","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fgdho/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fgdho/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fgdho/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openwashdata","download_url":"https://codeload.github.com/openwashdata/gdho/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fgdho/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28505550,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-17T06:57:29.758Z","status":"ssl_error","status_checked_at":"2026-01-17T06:56:03.931Z","response_time":85,"last_error":"SSL_read: 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":["humanitarian","humanitarian-aid","open-data","openwashdata","r"],"created_at":"2026-01-17T09:25:35.360Z","updated_at":"2026-01-17T09:25:36.266Z","avatar_url":"https://github.com/openwashdata.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\noutput: github_document\nalways_allow_html: true\neditor_options: \n  markdown: \n    wrap: 72\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r, include = FALSE}\nknitr::opts_chunk$set(\n  collapse = TRUE,\n  comment = \"#\u003e\",\n  fig.path = \"man/figures/README-\",\n  out.width = \"100%\"\n)\n\nlibrary(tidyverse)\n```\n\n# gdho\n\n\u003c!-- badges: start --\u003e\n\n[![License: CC BY\n4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)\n[![R-CMD-check](https://github.com/openwashdata/gdho/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/openwashdata/gdho/actions/workflows/R-CMD-check.yaml)\n[![DOI](https://zenodo.org/badge/694570649.svg)](https://zenodo.org/doi/10.5281/zenodo.10727738)\n\n\u003c!-- badges: end --\u003e\n\nThe goal of `gdho` is to provide a detailed list of global humanitarian\norganizations complied by [Humanitarian\nOutcomes](https://www.humanitarianoutcomes.org/projects/gdho) which\ncontains basic information such as organization website and headquarter\nlocation, as well as, operational information such as annual\nexpenditure. The original database is updated annually and this package\nversion uses data retrieved on September 20, 2023.\n\n[![Humanitarian Organization Headquarters\nConcentration](man/figures/world_map-1.png)](https://openwashdata.github.io/gdho/articles/examples.html)\n\n## Installation\n\nYou can install the development version of gdho from\n[GitHub](https://github.com/gdho) with:\n\n``` r\n# install.packages(\"devtools\")\ndevtools::install_github(\"openwashdata/gdho\")\n```\n\nAlternatively, you can download the individual datasets as CSV or XLSX\nfile from the table below.\n\n```{r, echo=FALSE, message=FALSE, warning=FALSE}\n\nextdata_path \u003c- \"https://github.com/openwashdata/gdho/raw/main/inst/extdata/\"\n\nread_csv(\"data-raw/dictionary.csv\") |\u003e \n  distinct(file_name) |\u003e \n  dplyr::mutate(file_name = str_remove(file_name, \".rda\")) |\u003e \n  dplyr::rename(dataset = file_name) |\u003e \n  mutate(\n    CSV = paste0(\"[Download CSV](\", extdata_path, dataset, \".csv)\"),\n    XLSX = paste0(\"[Download XLSX](\", extdata_path, dataset, \".xlsx)\")\n  ) |\u003e \n  knitr::kable()\n\n```\n\n## Data\n\nThe package provides access to 2 datasets `gdho` and `gdho_full`. They\nare essentially the same data where the former is a concise version that\nremoves detailed country columns (200+ columns) about whether this\ncountry has the humanitarian organization. Therefore here we only\ndescribe the dataset `gdho`.\n\n\u003e All the organisations included the database have responded to\n\u003e humanitarian needs in at least one emergency context, individually or\n\u003e in partnership with other organisations, even if their stated mission\n\u003e is not strictly humanitarian. Not included are NGOs devoted to\n\u003e development, human rights, or political causes, or that do not work in\n\u003e emergency settings.\n\n```{r}\nlibrary(gdho)\n```\n\nThe `gdho` data set has `r {ncol(gdho)}` variables and `r {nrow(gdho)}`\nobservations.\n\n```{r message=FALSE, warning=FALSE}\ngdho |\u003e\n  head() |\u003e\n  gt::gt() |\u003e\n  gt::as_raw_html()\n```\n\nFor an overview of the variable names, see the following table.\n\n```{r, echo=FALSE}\nreadr::read_csv(\"data-raw/dictionary.csv\") |\u003e\n  dplyr::filter(file_name == \"gdho.rda\") |\u003e\n  dplyr::select(variable_name:description) |\u003e \n  knitr::kable() |\u003e \n  kableExtra::kable_styling() |\u003e \n  kableExtra::scroll_box(height = \"400px\")\n```\n\n## Example\n\nThe humanitarian organizations are categorized into 5 types: INGO\n(International NGO), NNGO (National NGO), UN (United Nation), Red\nCross/Crescent, and NA (Not Available). Most of the organizations fall\ninto the NNGO type. For different types of organizations, how is their\norganization reach distribute?\n\n```{r}\nggplot(data = gdho) +\n  geom_bar(aes(x = type, fill=`international_or_national`)) +\n  labs(title = \"Organization type distribution\", fill = \"organization reach\")\n```\n\nThroughout the years, how do different types of humanitarian\norganizations increase?\n\n```{r}\ncount_by_year \u003c- gdho |\u003e\n  filter(!is.na(year_founded)) |\u003e\n  group_by(year_founded, type) |\u003e\n  summarise(count = n())\nggplot(data = count_by_year) +\n  geom_line(aes(x = year_founded, y = count, color = type)) +\n  labs(title = \"Temporal trend of founding humanitarian organizations\", color = \"organization type\")\n```\n\n# License\n\nData are available as\n[CC-BY](https://github.com/openwashdata/gdho/blob/main/LICENSE.md).\n\n# Citation\n\n```{r}\ncitation(\"gdho\")\n```\n\n## Related References\n\n[1] [GDHO project\ndescription](https://www.humanitarianoutcomes.org/projects/gdho)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenwashdata%2Fgdho","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fopenwashdata%2Fgdho","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenwashdata%2Fgdho/lists"}