{"id":38654490,"url":"https://github.com/openwashdata/waterpumpkwale","last_synced_at":"2026-01-17T09:25:37.186Z","repository":{"id":188703201,"uuid":"679250421","full_name":"openwashdata/waterpumpkwale","owner":"openwashdata","description":"Weekly volume of water pumped for handpumps monitored with Smart Handpump technology, Kwale County, Kenya","archived":false,"fork":false,"pushed_at":"2024-05-02T14:10:51.000Z","size":4875,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-04T19:53:04.662Z","etag":null,"topics":["africa","kenya","kwale","open-data","open-datasets","r","underground-water","upgro","water-pump"],"latest_commit_sha":null,"homepage":"https://openwashdata.github.io/waterpumpkwale/","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}},"created_at":"2023-08-16T12:28:47.000Z","updated_at":"2024-05-02T14:10:56.000Z","dependencies_parsed_at":"2025-04-12T10:47:04.939Z","dependency_job_id":null,"html_url":"https://github.com/openwashdata/waterpumpkwale","commit_stats":{"total_commits":13,"total_committers":1,"mean_commits":13.0,"dds":0.0,"last_synced_commit":"2b5fd48ecf57b1c37738b40c0100f134b51c968f"},"previous_names":["openwashdata/waterpumpkwale"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/openwashdata/waterpumpkwale","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fwaterpumpkwale","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fwaterpumpkwale/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fwaterpumpkwale/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fwaterpumpkwale/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openwashdata","download_url":"https://codeload.github.com/openwashdata/waterpumpkwale/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openwashdata%2Fwaterpumpkwale/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":["africa","kenya","kwale","open-data","open-datasets","r","underground-water","upgro","water-pump"],"created_at":"2026-01-17T09:25:36.091Z","updated_at":"2026-01-17T09:25:37.104Z","avatar_url":"https://github.com/openwashdata.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\noutput: github_document\neditor_options: \n  chunk_output_type: console\n  markdown: \n    wrap: 72\nexecute:\n  echo: false\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```\n\n# waterpumpkwale\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/waterpumpkwale/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/openwashdata/waterpumpkwale/actions/workflows/R-CMD-check.yaml)\n[![DOI](https://zenodo.org/badge/679250421.svg)](https://zenodo.org/badge/latestdoi/679250421)\n\u003c!-- badges: end --\u003e\n\nThe goal of `waterpumpkwale` is to provide datasets for monitoring\nweekly volume of hand pumps in Kwale, Kenya. This package contains\nvaluable information of geo-locations of hand pumps in Kwale as well as\nmonitoring data recorded in year 2014 and 2015. The data is collected\npart of the project [UPGro](https://upgro.org) (Unlocking the Potential\nof Groundwater for the Poor) which aimed to improve the evidence and\nunderstanding of groundwater across Sub-Saharan Africa to help tackle\npoverty.\n\n## Installation\n\nYou can install the development version of waterpumpkwale from\n[GitHub](https://github.com/waterpumpkwale) with:\n\n``` r\n# install.packages(\"devtools\")\ndevtools::install_github(\"openwashdata/waterpumpkwale\")\n```\n\nAlternatively, you can download the individual datasets as CSV or XLSX\nfile from the table below.\n\n| dataset       | CSV                                                                                                    | XLSX                                                                                                     |\n|------------------|---------------------------|---------------------------|\n| location      | [Download CSV](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/location.csv)      | [Download XLSX](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/location.xlsx)      |\n| weeklyvol2014 | [Download CSV](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/weeklyvol2014.csv) | [Download XLSX](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/weeklyvol2014.xlsx) |\n| weeklyvol2015 | [Download CSV](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/weeklyvol2015.csv) | [Download XLSX](https://github.com/openwashdata/waterpumpkwale/raw/main/inst/extdata/weeklyvol2015.xlsx) |\n\n## Introduction\n\nThis dataset contains a summary of the weekly volumetric output of pumps\nmonitored using Smart Handpump sensors for 2014 and 2015 in Kwale,\nKenya.[^1][^2]\n\n[^1]: Grants that permitted the data collection include: Groundwater\n    Risk Management for Growth and Development project (NE/M008894/1)\n    funded by NERC/ESRC/DFID's UPGro programme; New mobile citizens and\n    waterpoint sustainability in rural Africa (ES/J018120/1) ESRC-DFID;\n    Groundwater Risks and Institutional Responses for Poverty Reduction\n    in Rural Africa (NE/L001950/1) funded by NERC/ESRC/DFID's UPGro\n    programme.\n\n[^2]: More information of the data sources:\n    \u003chttps://metadata.bgs.ac.uk/geonetwork/srv/eng/catalog.search#/metadata/9ed6c5d2-124b-50ed-e054-002128a47908\u003e,\n    \u003chttps://webapps.bgs.ac.uk/services/ngdc/accessions/index.html?simpleText=upgro\u003e\n\nNotes:\n\n1.  The accuracy of these volume figures should be considered to be +/-\n    20%.\n2.  The dataset has gaps due to variable signal, and some attrition due\n    to damage and vandalism.\n3.  Not all pumps in the study area were under monitoring.\n\n## Data\n\nThe package provides access to three datasets `location`,\n`weeklyvol2014`, and `weeklyvol2015`.\n\n```{r}\nlibrary(waterpumpkwale)\n```\n\n### `location` data\n\nThe `location` data set has 6 variables and 299 observations. They\nrecord 299 hand pumps location information. For an overview of the\nvariable names, see the following table.\n\n```{r, echo=FALSE, message=FALSE}\nreadr::read_csv(\"data-raw/dictionary.csv\") |\u003e\n  dplyr::filter(file_name == \"location.rda\") |\u003e\n  dplyr::select(variable_name:description) |\u003e \n  knitr::kable()\n```\n\n### `weeklyvol2014` and `weeklyvol2015` data\n\nThe `weeklyvol2014` data set has 53 variables and 324 observations. The\n`weeklyvol2015` data set has 53 variables and 297 observations.\n\nThese two datasets follow the same structure and we here use\n`weeklyvol2014` as an illustration. For an overview of the variable\nnames, see the following table.\n\n```{r echo=FALSE, message=FALSE}\nreadr::read_csv(\"data-raw/dictionary.csv\") |\u003e\n  dplyr::filter(file_name == \"weeklyvol2014.rda\") |\u003e\n  dplyr::select(variable_name:description) |\u003e \n  knitr::kable()\n```\n\n## Example\n\nWe can have a look where the hand pumps locate in Kwale using the\ndataset `location`. For more data exploration, you may check out [a\ndetailed example here]().\n\n```{r eval=FALSE}\nlibrary(leaflet)\n# customize marker icon \nhandpumpicon \u003c- makeIcon(\n  iconUrl = \"https://cdn-icons-png.flaticon.com/512/5984/5984318.png\",\n  iconWidth = 30, iconHeight = 30\n)\n\n# Display an interactive map\nleaflet(options = leafletOptions(crs = leafletCRS(proj4def = \"WGS84\"))) |\u003e\n  addProviderTiles(\"OpenStreetMap\") |\u003e\n  addMarkers(\n    data = location,\n    lng = ~`long_wgs84`,\n    lat = ~`lat_wgs84`,\n    popup = ~pumpid,\n    label = ~`description`,\n    icon = handpumpicon\n)\n```\n\n![Screenshot of hand pump location map](man/figures/README-location.png)\n\n## License\n\nData are available as\n[CC-BY](https://github.com/openwashdata/waterpumpkwale/blob/main/LICENSE.md).\n\n## Citation\n\nIf you use the data or the package, consider to cite this package with\nthe following information to give credits for authors of the dataset!\n\n```{r}\ncitation(\"waterpumpkwale\")\n```\n\n### Related References\n\n[1] P. Thomson, R. Hope, and T. Foster, \"GSM-enabled remote monitoring\nof rural handpumps: a proof-of-concept study,\" Journal of\nHydroinformatics, vol. 14, no. 4, pp. 829--839, 05 2012. [Online].\nAvailable: \u003chttps://doi.org/10.2166/hydro.2012.183\u003e\n\n[2] Behar, J., Guazzi, A., Jorge, J., Laranjeira, S., Maraci, M.A.,\nPapastylianou, T., Thomson, P., Clifford, G.D. and Hope, R.A., 2013.\nSoftware architecture to monitor handpump performance in rural Kenya. In\nProceedings of the 12th International Conference on Social Implications\nof Computers in Developing Countries, Ochos Rios, Jamaica. pp. 978 (Vol.\n991).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenwashdata%2Fwaterpumpkwale","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fopenwashdata%2Fwaterpumpkwale","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenwashdata%2Fwaterpumpkwale/lists"}