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Changed value of field
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of resource annual_enterprise_survey_2021_financial_year_provisional_csv_id_d8859ca6-5107-43ca-937d-7fb0d736aad0.csv to4
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) in Groundwater Vulnerability Map For South Africa
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| 9 | "author_email": "cmusekiwa@geoscience.org.za", | 9 | "author_email": "cmusekiwa@geoscience.org.za", | ||
| 10 | "author_name": "Chiedza", | 10 | "author_name": "Chiedza", | ||
| 11 | "author_organization": "Council for Geoscience", | 11 | "author_organization": "Council for Geoscience", | ||
| 12 | "author_surname": "Musekiwa ", | 12 | "author_surname": "Musekiwa ", | ||
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| 18 | "author_name": "Kwazikwakhe", | 18 | "author_name": "Kwazikwakhe", | ||
| 19 | "author_organization": "Department of Water Affairs", | 19 | "author_organization": "Department of Water Affairs", | ||
| 20 | "author_surname": "Majola" | 20 | "author_surname": "Majola" | ||
| 21 | } | 21 | } | ||
| 22 | ], | 22 | ], | ||
| 23 | "citation_title": "MUSEKIWA C and MAJOLA K (2013) Groundwater | 23 | "citation_title": "MUSEKIWA C and MAJOLA K (2013) Groundwater | ||
| 24 | Vulnerability Map for South Africa. South African Journal of Geomatics | 24 | Vulnerability Map for South Africa. South African Journal of Geomatics | ||
| 25 | 2 (2) 152-163.", | 25 | 2 (2) 152-163.", | ||
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| 29 | "contact_email": "cmusekiwa@geoscience.org.za", | 29 | "contact_email": "cmusekiwa@geoscience.org.za", | ||
| 30 | "contact_name": "Chiedza", | 30 | "contact_name": "Chiedza", | ||
| 31 | "contact_orgnization": "Council for Geoscience" | 31 | "contact_orgnization": "Council for Geoscience" | ||
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| 37 | Department of Water Affairs", | 37 | Department of Water Affairs", | ||
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| 42 | } | 42 | } | ||
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| 44 | "data_structure_category": "structured", | 44 | "data_structure_category": "structured", | ||
| 45 | "dataset_language": "English", | 45 | "dataset_language": "English", | ||
| 46 | "dataset_license_url": | 46 | "dataset_license_url": | ||
| 47 | "https://creativecommons.org/licenses/by-sa/4.0/", | 47 | "https://creativecommons.org/licenses/by-sa/4.0/", | ||
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| 52 | "isopen": false, | 52 | "isopen": false, | ||
| 53 | "keywords": "groundwater vulnerability, DRASTIC, DSVI, aquifer | 53 | "keywords": "groundwater vulnerability, DRASTIC, DSVI, aquifer | ||
| 54 | vulnerability, groundwater contamination, land use, GIS, AHP, | 54 | vulnerability, groundwater contamination, land use, GIS, AHP, | ||
| 55 | hydraulic conductivity, vadose zone, recharge, South Africa", | 55 | hydraulic conductivity, vadose zone, recharge, South Africa", | ||
| 56 | "license": "Open (Creative Commons)", | 56 | "license": "Open (Creative Commons)", | ||
| 57 | "license_id": null, | 57 | "license_id": null, | ||
| 58 | "license_title": null, | 58 | "license_title": null, | ||
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| 69 | "name": "groundwater-vulnerability-map-for-south-africa", | 69 | "name": "groundwater-vulnerability-map-for-south-africa", | ||
| 70 | "notes": "This study developed a national groundwater vulnerability | 70 | "notes": "This study developed a national groundwater vulnerability | ||
| 71 | map for South Africa using a modified DRASTIC approach called the | 71 | map for South Africa using a modified DRASTIC approach called the | ||
| 72 | DRASTIC Specific Vulnerability Index (DSVI), which incorporates an | 72 | DRASTIC Specific Vulnerability Index (DSVI), which incorporates an | ||
| 73 | additional anthropogenic impact parameter (land use). The methodology | 73 | additional anthropogenic impact parameter (land use). The methodology | ||
| 74 | combines multiple hydrogeological and environmental layers\u2014depth | 74 | combines multiple hydrogeological and environmental layers\u2014depth | ||
| 75 | to groundwater, recharge, aquifer media, soil media, topography | 75 | to groundwater, recharge, aquifer media, soil media, topography | ||
| 76 | (slope), vadose zone impact, hydraulic conductivity, and land | 76 | (slope), vadose zone impact, hydraulic conductivity, and land | ||
| 77 | use\u2014which are rated and weighted (including use of the Analytical | 77 | use\u2014which are rated and weighted (including use of the Analytical | ||
| 78 | Hierarchy Process) and combined in a GIS environment to produce a | 78 | Hierarchy Process) and combined in a GIS environment to produce a | ||
| 79 | final vulnerability surface. The resulting national vulnerability | 79 | final vulnerability surface. The resulting national vulnerability | ||
| 80 | raster is reported at 150 \u00d7 150 m spatial resolution. The | 80 | raster is reported at 150 \u00d7 150 m spatial resolution. The | ||
| 81 | vulnerability classes are compared against groundwater quality | 81 | vulnerability classes are compared against groundwater quality | ||
| 82 | indicators including borehole electrical conductivity (EC) from the | 82 | indicators including borehole electrical conductivity (EC) from the | ||
| 83 | National Groundwater Database and a nitrate map, showing broad | 83 | National Groundwater Database and a nitrate map, showing broad | ||
| 84 | similarities between higher vulnerability zones and poorer groundwater | 84 | similarities between higher vulnerability zones and poorer groundwater | ||
| 85 | quality patterns. The published paper emphasises appropriate scale use | 85 | quality patterns. The published paper emphasises appropriate scale use | ||
| 86 | (regional planning rather than site-specific interpretation) and | 86 | (regional planning rather than site-specific interpretation) and | ||
| 87 | recommends periodic updating and careful communication to reduce | 87 | recommends periodic updating and careful communication to reduce | ||
| 88 | misuse.", | 88 | misuse.", | ||
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| 92 | "approval_status": "approved", | 92 | "approval_status": "approved", | ||
| 93 | "created": "2026-02-19T13:43:39.760927", | 93 | "created": "2026-02-19T13:43:39.760927", | ||
| 94 | "description": "The Council for Geoscience is one of the national | 94 | "description": "The Council for Geoscience is one of the national | ||
| 95 | science councils of South Africa and is the legal successor of the | 95 | science councils of South Africa and is the legal successor of the | ||
| 96 | Geological Survey of South Africa, which was formed in 1912 by the | 96 | Geological Survey of South Africa, which was formed in 1912 by the | ||
| 97 | amalgamation of three former surveys, the oldest of which \u2014 the | 97 | amalgamation of three former surveys, the oldest of which \u2014 the | ||
| 98 | Geological Commission of the Cape of Good Hope \u2014 was founded in | 98 | Geological Commission of the Cape of Good Hope \u2014 was founded in | ||
| 99 | 1895. The Geoscience Act (no. 100 of 1993) established the Council for | 99 | 1895. The Geoscience Act (no. 100 of 1993) established the Council for | ||
| 100 | Geoscience in its present form. Today, the Council for Geoscience is a | 100 | Geoscience in its present form. Today, the Council for Geoscience is a | ||
| 101 | modern institution that boasts excellent facilities and expertise, | 101 | modern institution that boasts excellent facilities and expertise, | ||
| 102 | ranking among the best in Africa.\r\n\r\nAs a scientific research | 102 | ranking among the best in Africa.\r\n\r\nAs a scientific research | ||
| 103 | council, the Council for Geoscience is mandated to promote research, | 103 | council, the Council for Geoscience is mandated to promote research, | ||
| 104 | extend knowledge in the field of geoscience and provide specialised | 104 | extend knowledge in the field of geoscience and provide specialised | ||
| 105 | geoscientific services. The Council for Geoscience has a national | 105 | geoscientific services. The Council for Geoscience has a national | ||
| 106 | footprint in South Africa.", | 106 | footprint in South Africa.", | ||
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| 117 | "publication_date": "2013-04-30", | 117 | "publication_date": "2013-04-30", | ||
| 118 | "publisher": "South African Journal of Geomatics", | 118 | "publisher": "South African Journal of Geomatics", | ||
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| 484 | "is_data_supplementary": "False", | 484 | "is_data_supplementary": "False", | ||
| 485 | "last_modified": "2025-10-22T11:55:55.239812", | 485 | "last_modified": "2025-10-22T11:55:55.239812", | ||
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| 489 | "name": "aquifer_vulner.shp", | 489 | "name": "aquifer_vulner.shp", | ||
| 490 | "package_id": "3d0cd0aa-8079-4f3c-9020-7a63fd0523d8", | 490 | "package_id": "3d0cd0aa-8079-4f3c-9020-7a63fd0523d8", | ||
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| 494 | "state": "active", | 494 | "state": "active", | ||
| 495 | "url": | 495 | "url": | ||
| 496 | rce/547c1188-4e46-439f-986b-86555a8c4600/download/aquifer_vulner.shp", | 496 | rce/547c1188-4e46-439f-986b-86555a8c4600/download/aquifer_vulner.shp", | ||
| 497 | "url_type": "upload", | 497 | "url_type": "upload", | ||
| 498 | "zipped_file": "False" | 498 | "zipped_file": "False" | ||
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| t | t | 501 | "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[16.4699, | ||
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| 501 | "state": "active", | 504 | "state": "active", | ||
| 502 | "tags": [], | 505 | "tags": [], | ||
| 503 | "title": "Groundwater Vulnerability Map For South Africa", | 506 | "title": "Groundwater Vulnerability Map For South Africa", | ||
| 504 | "type": "dataset", | 507 | "type": "dataset", | ||
| 505 | "uploader_estimation_of_extent_of_processing": "refined", | 508 | "uploader_estimation_of_extent_of_processing": "refined", | ||
| 506 | "url": null, | 509 | "url": null, | ||
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| 508 | "vertical_extent_datum": "masl", | 511 | "vertical_extent_datum": "masl", | ||
| 509 | "wrc_project_number": "Not stated", | 512 | "wrc_project_number": "Not stated", | ||
| 510 | "wro_theme": "groundwater" | 513 | "wro_theme": "groundwater" | ||
| 511 | } | 514 | } |