Atlas · Botswana
/
Data Quality
DATA
Data Quality
A transparent scorecard for every dataset: valid shapes, provenance coverage, internal consistency, verification and licence clarity. Known issues are listed openly so scientists can judge fitness for use.
Average score
95 / 100
Across all datasets
Features with provenance
1,378,554 / 1,378,554
Every feature traced to its source
Geometries repaired
80
Invalid shapes fixed on import
Datasets with a stated licence
1 / 123
Others held for internal use
Scorecard
Score = valid geometry 30% · provenance 25% · no flagged values 15% · unique IDs 15% · verification 10% · licence 5%
| Dataset | Score | Features | Provenance | No geometry | Repaired | Duplicate IDs | Flagged | Rejected values | Verified | Licence |
|---|---|---|---|---|---|---|---|---|---|---|
| World Heritage Site | 95/100 |
1 | 1 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Okavango Delta | 95/100 |
1 | 1 | 0 | 0 | 0 | 0 | 0 | not stated | |
| OkavangoDelta | 95/100 |
1 | 1 | 0 | 0 | 0 | 0 | 0 | not stated | |
| World_Heritage_Site | 95/100 |
1 | 1 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Diamond Mining Claim | 95/100 |
2 | 2 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Major Towns | 95/100 |
2 | 2 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Towns | 95/100 |
2 | 2 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Diamond_Mines_ | 95/100 |
2 | 2 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Oil and Gas Basins | 95/100 |
4 | 4 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Proposed Trans-Zambezi Railway | 95/100 |
4 | 4 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Basins_KAZA | 95/100 |
4 | 4 | 0 | 0 | 0 | 0 | 0 | not stated | |
| KAZA TFCA Boundary | 95/100 |
5 | 5 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Lion Population Estimates | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Buffalo Population Estimates | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Loss of Livestock to Wildlife | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Decrease of Crop Loss to Wildlife | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| House Holds Voluntarily Settled Outside of... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Number of Communities where HWC Mitigation... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| National Park Tourists | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Community Revenues from Concession Agreeme... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| UniVisas | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Proposed_Trans_Zambezi_Railway | 95/100 |
5 | 5 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Buffalo_Population | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Community_Revenues_from_Concession_Agreeme... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Decrease_of_Crop_Loss_to_Wildlife | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Elephant_Population | 95/100 |
5 | 5 | 0 | 0 | 0 | 0 | 0 | not stated | |
| House_Holds_Voluntarily_Settled_Outside_of... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| KAZA_TFCA_Boundaries | 95/100 |
5 | 5 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Lion_Population | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Loss_of_Livestock_to_Wildlife | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| National_Park_Tourists | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Number_of_Communities_where_HWC_Mitigation... | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| UniVisas | 95/100 |
5 | 5 | 0 | 2 | 0 | 0 | 0 | not stated | |
| Airports | 95/100 |
6 | 6 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Airports | 95/100 |
6 | 6 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Wildlife Corridors | 95/100 |
7 | 7 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Salt Pan | 95/100 |
7 | 7 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Wildlife_Corridors | 95/100 |
7 | 7 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Salt_Pan | 95/100 |
7 | 7 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Reservoirs | 95/100 |
8 | 8 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Reservoirs | 95/100 |
8 | 8 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Hydrobasin | 95/100 |
9 | 9 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Sanctuary | 95/100 |
10 | 10 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Sanctuary | 95/100 |
10 | 10 | 0 | 0 | 0 | 0 | 0 | not stated | |
| FLRi Countries | 95/100 |
13 | 13 | 0 | 0 | 0 | 0 | 0 | not stated | |
| FLRi Countries | 95/100 |
13 | 13 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Coal Fields | 95/100 |
14 | 14 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Coal_Fields | 95/100 |
14 | 14 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Game Management Area | 95/100 |
16 | 16 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Game_Management_Area | 95/100 |
16 | 16 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Air Flight Routes | 95/100 |
18 | 18 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Air_Flight_Routes | 95/100 |
18 | 18 | 0 | 0 | 0 | 0 | 0 | not stated | |
| National Parks | 95/100 |
20 | 20 | 0 | 0 | 0 | 0 | 0 | not stated | |
| National_Parks | 95/100 |
20 | 20 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Irrigation Systems | 95/100 |
23 | 23 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Irrigation_Systems | 95/100 |
23 | 23 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Lakes | 95/100 |
26 | 26 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Lakes | 95/100 |
26 | 26 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Livestock Veterinarian Fences | 95/100 |
33 | 33 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Planned Major Roads and Rails | 95/100 |
33 | 33 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Development Corridors | 95/100 |
33 | 33 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Livestock_Veterinarian_Fences | 95/100 |
33 | 33 | 0 | 0 | 0 | 0 | 0 | not stated | |
| SADC_TFCAs | 95/100 |
56 | 56 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Forest Area | 95/100 |
67 | 67 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Corridors | 95/100 |
67 | 67 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Forest_Areas | 95/100 |
67 | 67 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Urban_Population | 95/100 |
94 | 94 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Wildlife Management Area | 95/100 |
98 | 98 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Wildlife_Management_Area | 95/100 |
98 | 98 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Primary Road | 95/100 |
134 | 134 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Primary_Road | 95/100 |
134 | 134 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Airstrips | 95/100 |
165 | 165 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Airstrips | 95/100 |
165 | 165 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Protected Area | 95/100 |
191 | 191 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Tourist Attraction Sites | 95/100 |
228 | 228 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Rivers | 95/100 |
228 | 228 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Tourist_Attraction_Sites | 95/100 |
228 | 228 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Accomodation Facilities | 95/100 |
244 | 244 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Accomodation_Facilities | 95/100 |
244 | 244 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Fragmentation Protected Areas | 95/100 |
279 | 279 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Fragmentation_Protected_Areas | 95/100 |
279 | 279 | 0 | 0 | 0 | 0 | 0 | not stated | |
| KAZA Protected Areas | 95/100 |
280 | 280 | 0 | 0 | 0 | 0 | 0 | not stated | |
| School Distribution | 95/100 |
331 | 331 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Schools | 95/100 |
331 | 331 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Medical Facilities | 95/100 |
362 | 362 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Hospitals | 95/100 |
362 | 362 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Business Distribution | 95/100 |
380 | 380 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Businesses | 95/100 |
380 | 380 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Existing Railway Line | 95/100 |
390 | 390 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Existing_Railway_Line | 95/100 |
390 | 390 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Conservancy_management_zones | 95/100 |
448 | 448 | 0 | 2 | 0 | 0 | 0 | not stated | |
| ProtectedAreas_AfricaPriorityLandscapes | 95/100 |
492 | 492 | 0 | 4 | 0 | 0 | 0 | not stated | |
| Trunk Roads N12 | 95/100 |
520 | 520 | 0 | 0 | 0 | 0 | 0 | not stated | |
| towns and settlements | 95/100 |
611 | 611 | 2 | 0 | 0 | 0 | 0 | not stated | |
| Mining Claim | 95/100 |
619 | 619 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Mining_Claims | 95/100 |
619 | 619 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Power Plants (Power output MW) | 95/100 |
642 | 642 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Powergrid | 95/100 |
678 | 678 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Powergrid | 95/100 |
678 | 678 | 0 | 0 | 0 | 0 | 0 | not stated | |
| AfricaPriority_River | 95/100 |
857 | 857 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Peri_Urban_Population | 95/100 |
1,073 | 1,073 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Small airport | 95/100 |
1,979 | 1,979 | 0 | 0 | 0 | 0 | 0 | not stated | |
| District Roads N12 | 95/100 |
2,158 | 2,158 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Dams | 95/100 |
2,586 | 2,586 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Districts | 95/100 |
6,099 | 6,099 | 0 | 13 | 0 | 0 | 0 | not stated | |
| World Database on Protected Areas | 95/100 |
7,438 | 7,438 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Rivers | 95/100 |
7,526 | 7,526 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Rivers | 95/100 |
7,526 | 7,526 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Populated_places | 95/100 |
8,149 | 8,149 | 3 | 0 | 0 | 0 | 0 | not stated | |
| Electricity Transmission Network | 95/100 |
9,759 | 9,759 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Irrigated Areas | 95/100 |
23,095 | 23,095 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Agro-Ecological Zones | 95/100 |
25,791 | 25,791 | 0 | 17 | 0 | 0 | 0 | not stated | |
| Wetlands -Lakes -Reservoirs | 95/100 |
34,115 | 34,115 | 0 | 1 | 0 | 0 | 0 | not stated | |
| Waterways | 95/100 |
35,619 | 35,619 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Detailed Road Network | 95/100 |
44,133 | 44,133 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Detailed_Road_Network | 95/100 |
44,133 | 44,133 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Community and nature projects (UNDP): Bots... | 90/100 |
5 | 5 | 0 | 0 | 0 | 0 | 0 | — | stated |
| Rural_Population | 95/100 |
60,222 | 60,222 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Population | 95/100 |
61,388 | 61,388 | 0 | 0 | 0 | 0 | 0 | not stated | |
| GeneralPopulat_FeatureToPoin | 95/100 |
61,388 | 61,388 | 0 | 0 | 0 | 0 | 0 | not stated | |
| General_Population__2016_ | 95/100 |
61,388 | 61,388 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Settlement | 95/100 |
275,904 | 275,904 | 0 | 0 | 0 | 0 | 0 | not stated | |
| Road Network | 95/100 |
584,033 | 584,033 | 0 | 0 | 0 | 0 | 0 | not stated |
Known issues & assumptions
Stated plainly so nobody is surprised laterField-plot canopy cover above 100%
One or more plots report a cover value over 100% (up to 6,070). That cannot be a percentage, so Atlas rejects the value, keeps the original and flags the plot.
Field-survey photos are not in the archive yet
The 139 plot photographs are not part of the archive yet. Their original links are kept, so the photos can be added when the publisher shares the image files.
No licence stated by the publisher
Atlas holds an archival copy for scientific and internal use and asks users to cite WWF Kenya, KMFRI and KFS. We are seeking written permission for wider redistribution.
Degree-based length and area fields excluded
Several source fields (st_area, st_length, Shape_Leng) are in degrees or square degrees, not metres or hectares. Atlas excludes them and recomputes from geometry.
Turtle timestamps assumed UTC
The source gives times without a time zone. UTC is assumed (standard for satellite telemetry) and the assumption is recorded with the data.
Unpopulated historic-area fields
The mangrove block layers carry 1990–2018 area fields that are all zero. They are treated as empty placeholders, not measurements.