Zambia · Country Data Coverage
Collection
84 official ML-ready Zambia datasets and metadata surfaces. • 135 items • Updated
Datasets:
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value | country_name stringclasses 1
value | source_sheet stringclasses 13
values | maize stringclasses 35
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value | source_resource stringclasses 1
value | source_package_id stringclasses 1
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value | source_url stringclasses 1
value | license_id stringclasses 1
value | retrieved_at stringdate 2026-07-22 09:43:48 2026-07-22 09:43:48 | central stringclasses 14
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values | d_22265_900037403386 stringclasses 154
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values | chibombo stringclasses 77
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values | d_7532_90596044267 stringclasses 468
values | d_7162_842145087269 stringclasses 403
values | rice stringclasses 22
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values | d_6915_054475294155 stringclasses 326
values | d_6621_609471819943 stringclasses 266
values | white_maize_for_grain stringclasses 22
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values | d_2664_519529635883 stringclasses 86
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
zamstats-media-56b5ad56f4b5d8:national:0 | ZMB | Zambia | National | Maize for seed | 6,902.567511 | 6,836.519191 | 35,190.467512 | 5.098171 | 29671.42411991161 | 2299.1107744131323 | 2795.5318365832227 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:1 | ZMB | Zambia | National | Maize for silage | 1,681.961374 | 1,667.813635 | 0 | 0 | 0 | 835.1715784327125 | 564.6617245321572 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:2 | ZMB | Zambia | National | Green Maize | 292.92571 | 289.92571 | null | null | null | 64.7558732642614 | 55.66245221162983 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:3 | ZMB | Zambia | National | Sorghum | 23,111.758737 | 15,610.831983 | 14,971.213486 | 0.647775 | 3999.861781920479 | 98.36225244249961 | 72.98373073924863 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:4 | ZMB | Zambia | National | Rice | 38,520.134681 | 31,621.041876 | 44,747.168937 | 1.161657 | 21432.409269579937 | 127.87275289666673 | 67.1822467958559 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:5 | ZMB | Zambia | National | Millet | 33,833.512723 | 29,229.864234 | 23,942.469655 | 0.707655 | 6958.761548918121 | 58.12034586368308 | 38.30527453213789 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:6 | ZMB | Zambia | National | Sunflower | 66,515.288271 | 63,089.183325 | 33,732.657781 | 0.507141 | 658.5560981914703 | 88.08465203790203 | 20.02431862251383 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:7 | ZMB | Zambia | National | Groundnuts | 207,249.123908 | 194,098.790919 | 106,791.712935 | 0.515282 | 44661.088379739864 | 115.06086233749265 | 91.39969809756009 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:8 | ZMB | Zambia | National | Soyabeans | 124,857.603089 | 121,351.362872 | 261,063.041025 | 2.090886 | 244882.24201008095 | 18568.188982527365 | 2570.0648716311753 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:9 | ZMB | Zambia | National | Seed Cotton | 172,160.107573 | 154,511.93767 | 139,583.087543 | 0.810775 | null | 151.48459367782755 | 132.58590678530175 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:10 | ZMB | Zambia | National | Irish Potatoes | 1,757.233513 | 1,724.492691 | 22,037.703533 | 12.541135 | 20982.619195420273 | 906.273884492672 | 350.46635856389327 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:11 | ZMB | Zambia | National | Virginia Tobacco | 11,347.586811 | 11,167.395285 | 21,194.725033 | 1.867774 | 14315.35256033045 | 4396.607383239107 | 1776.190132876922 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:12 | ZMB | Zambia | National | Burley Tobacco | 7,090.522704 | 7,071.126611 | 8,704.053938 | 1.227562 | 521.3 | 1502.9503512631804 | 1272.3327132798404 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:13 | ZMB | Zambia | National | Mixed Beans | 104,177.005868 | 98,619.335236 | 56,411.191946 | 0.541494 | 29732.717629239898 | 165.0144619772643 | 87.54035658890294 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:14 | ZMB | Zambia | National | Bambara nuts | 5,154.719743 | 4,787.398187 | 4,841.78242 | 0.939291 | 1245.2789751937635 | 2.580843393615885 | 2.580843393615885 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:15 | ZMB | Zambia | National | Cowpeas | 7,872.730645 | 6,694.143167 | 4,142.574559 | 0.526193 | 1175.5004650344536 | 39.75924910091825 | 2.576145982850236 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:16 | ZMB | Zambia | National | Velvet Beans | 32.942317 | 32.942317 | 11.404853 | 0.346207 | . | . | . | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:17 | ZMB | Zambia | National | Sweet Potatoes | 48,454.302835 | 46,420.157992 | 188,354.74976 | 3.887266 | 85473.13546779825 | 49.89649457136724 | 20.536048395753806 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:18 | ZMB | Zambia | National | Cassava | 531.937726 | 149.973153 | null | null | . | . | . | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:19 | ZMB | Zambia | National | Kenaf | 60 | null | null | null | . | . | . | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:20 | ZMB | Zambia | National | Paprika | 417.842097 | 417.842097 | 605.488678 | 1.449085 | 167.7511111111111 | 60.928744775903255 | 58.726559117082495 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:21 | ZMB | Zambia | National | Pineapple | 669.16995 | 599.136904 | 7,751.362929 | 11.583549 | . | 9.864276678265236 | 11.006732691176682 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:22 | ZMB | Zambia | National | Wheat | 41,809.615116 | 41,809.615116 | 273,583.669595 | 6.543559 | 267316.9023339714 | 14954.958420165141 | 14492.735135130693 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:23 | ZMB | Zambia | National | Barley | 1,528.055266 | 1,528.055266 | 11,524.176717 | 7.541728 | 11524.176716750624 | 622.0807763013145 | 451.53771893636736 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:24 | ZMB | Zambia | National | Popcorn | 5,561.983267 | 4,729.57333 | 7,203.185596 | 1.295075 | 5474.896172821922 | 210.44603601462822 | 244.43796598649217 | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:25 | ZMB | Zambia | National | Non industrial Sugar Cane | 230.687141 | 230.687141 | 1,137.087724 | 4.929134 | . | . | . | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:national:26 | ZMB | Zambia | National | Source: MAL & CSO (2013) | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:0 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Copperbelt | 80195.7071839154 | 71069.57046953074 | 208544.11344146074 | 2.60044 | 138910.4669257605 | 8870.512347301872 | 9389.138637815086 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:1 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Eastern | 297394.23473621 | 267226.9985082393 | 572289.3638881309 | 1.924346 | 237062.5082625949 | 21237.698746334903 | 21701.312140297796 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:2 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Luapula | 37116.17534719262 | 32927.18594628589 | 94032.64971957913 | 2.533468 | 62240.92168676629 | 4802.432870113269 | 4793.174398941199 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:3 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Lusaka | 43666.739428545814 | 36334.13466842984 | 96907.13330107 | 2.219244 | 57375.26725940753 | 5319.991889904321 | 5274.245095199493 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:4 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Muchinga | 71066.04158150093 | 64355.50176183832 | 205412.1209742274 | 2.89044 | 118854.21324460163 | 8254.282052106273 | 7988.077921317349 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:5 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Northern | 80429.23500258 | 72038.3246305098 | 210478.72581546486 | 2.616943 | 124869.33190595327 | 10082.325761182468 | 9952.045220582375 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:6 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | NorthWestern | 59198.35271181564 | 51052.236894901886 | 132527.37009538352 | 2.2387 | 77613.50484739548 | 4934.8469012479945 | 5000.21592322892 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:7 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Southern | 330233.682297245 | 195586.81701206227 | 453531.9170291015 | 1.373367 | 196674.0770168393 | 19955.87068798591 | 19922.414723147638 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:8 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Western | 96101.27762082881 | 47917.5729680563 | 80343.04607918843 | 0.836025 | 30570.06034091858 | 2533.975883594921 | 2548.4012956324855 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:9 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | National | 1312402.2002733722 | 997879.6529715726 | 2532800.2440875857 | 1.929896 | 1336141.4502920483 | 108257.83717717527 | 108347.55453587884 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:10 | ZMB | Zambia | provincial | Maize for seed | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Central | 4124.814548284096 | 4061.6957364029086 | 20307.234059137623 | 4.923187 | 19521.417227454454 | 1432.313964018353 | 1926.5239145134026 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:11 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Copperbelt | 46 | 46 | 250 | 5.434783 | 240 | 14.5 | 14.299999999999999 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:12 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Eastern | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:13 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Luapula | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:14 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Lusaka | 1645.275 | 1645.075 | 9369.53125 | 5.694812 | 4670.677083333334 | 517.940625 | 519.090625 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:15 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Muchinga | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:16 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Northern | 1.6875 | 1.6875 | 1.4875 | 0.881481 | 1.4375 | 0.1375 | 0.1375 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:17 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | NorthWestern | 4 | 2 | 0.85 | 0.2125 | 0.5 | 0.3 | 0.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:18 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Southern | 1080.7904623238423 | 1080.060954127121 | 5261.364703344669 | 4.868071 | 5237.392309123821 | 333.9186853947791 | 335.1797970698201 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:19 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Western | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:20 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | National | 6902.567510607939 | 6836.519190530031 | 35190.46751248228 | 5.098171 | 29671.42411991161 | 2299.1107744131323 | 2795.5318365832227 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:21 | ZMB | Zambia | provincial | Maize for silage | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Central | 242.08179317931797 | 229.0124862486249 | . | null | . | 114.39966996699668 | 47.54636963696369 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:22 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Copperbelt | 27.5 | 27.5 | 0 | 0 | 0 | 0 | 0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:23 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Eastern | 20 | 20 | . | null | . | 5 | 4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:24 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Luapula | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:25 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Lusaka | 507.625 | 507.625 | 0 | 0 | 0 | 198.9041666666667 | 15.779166666666669 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:26 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Muchinga | 26 | 26 | . | null | . | 7.9 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:27 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Northern | . | . | . | null | . | . | . | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:28 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | NorthWestern | 3 | 3 | . | null | . | 0.2 | 0.25 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
zamstats-media-56b5ad56f4b5d8:provincial:29 | ZMB | Zambia | provincial | null | null | null | null | null | null | null | null | 2,012 | 2,023 | 2012-2023 | Zambia Statistics Agency | Crop Forecast Survey 2012_2013 | Crop Forecast Survey 2012_2013 | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 | zamstats-media-56b5ad56f4b5d8 | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx | other-open | 2026-07-22T09:43:48Z | Southern | 855.7545805207326 | 854.6761491481836 | . | null | . | 508.76774179904913 | 488.5861882285269 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
End of preview. Expand in Data Studio
Crop Forecast Survey 2012_2013 | Africa (Zambia official open data)
10,457 rows - 1 Africa country - 2012-2023 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Zambia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
- Source: Crop Forecast Survey 2012_2013
- Publisher: Zambia Statistics Agency
- Resource: Crop Forecast Survey 2012_2013
- Format:
XLSX - License: Other open license
- Packaging mode:
tabular_resource
Geographic coverage
1 Africa country:
| Country | Rows | First year | Last year | Name |
|---|---|---|---|---|
ZMB |
10,457 | 2012 | 2023 | Zambia |
Indicators or Resource Contents
- This source file is packaged as a normalized tabular resource.
Schema
| Column | Type | Description | Example |
|---|---|---|---|
source_record_id |
string |
Stable row identifier for tabular resources. | zamstats-media-56b5ad56f4b5d8:national:0 |
country_iso3 |
string |
ISO3 country code. | ZMB |
country_name |
string |
Country name. | Zambia |
source_sheet |
string |
Workbook sheet name, when the source is a spreadsheet. | National |
maize |
string |
Source column. | Maize for seed |
d_1312402_2002733722 |
float64 |
Source column. | 6902.567510607939 |
d_997879_6529715726 |
float64 |
Source column. | 6836.519190530031 |
d_2532800_2440875857 |
float64 |
Source column. | 35190.46751248228 |
d_1_9298963713715245 |
float64 |
Source column. | 5.098170710884204 |
d_1336141_4502920483 |
string |
Source column. | 29671.42411991161 |
d_108257_83717717527 |
string |
Source column. | 2299.1107744131323 |
d_108347_55453587884 |
string |
Source column. | 2795.5318365832227 |
source_period_start_year |
Int64 |
First year inferred from source resource metadata. | 2012 |
source_period_end_year |
Int64 |
Last year inferred from source resource metadata. | 2023 |
source_period_label |
string |
Human-readable period inferred from source resource metadata. | 2012-2023 |
source_provider |
string |
Publishing organization. | Zambia Statistics Agency |
source_dataset |
string |
Source package title. | Crop Forecast Survey 2012_2013 |
source_resource |
string |
Source resource title. | Crop Forecast Survey 2012_2013 |
source_package_id |
string |
CKAN package UUID. | crop-forecast-survey-2012-2013-zamstats-media-56b5ad56f4b5d8 |
source_resource_id |
string |
CKAN resource UUID. | zamstats-media-56b5ad56f4b5d8 |
source_url |
string |
Original source resource URL. | https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Sur |
license_id |
string |
Source license identifier. | other-open |
retrieved_at |
string |
UTC retrieval timestamp. | 2026-07-22T09:43:48Z |
central |
string |
Source column. | `` |
d_217000_75436353797 |
string |
Source column. | `` |
d_159371_31011171828 |
string |
Source column. | `` |
d_478733_80374398 |
string |
Source column. | `` |
d_2_2061388917660847 |
float64 |
Source column. | `` |
d_291971_0988018113 |
string |
Source column. | `` |
d_22265_900037403386 |
string |
Source column. | `` |
d_21778_529179716475 |
string |
Source column. | `` |
chibombo |
string |
Source column. | `` |
d_75405_1789035702 |
float64 |
Source column. | `` |
d_52994_505262908446 |
float64 |
Source column. | `` |
d_143426_39744083813 |
float64 |
Source column. | `` |
d_1_9020762171289982 |
float64 |
Source column. | `` |
d_75809_50719029781 |
string |
Source column. | `` |
d_7532_90596044267 |
string |
Source column. | `` |
d_7162_842145087269 |
string |
Source column. | `` |
rice |
string |
Source column. | `` |
d_38520_13468130576 |
float64 |
Source column. | `` |
d_31621_04187576893 |
float64 |
Source column. | `` |
d_44747_16893699948 |
string |
Source column. | `` |
d_1_1616566065309155 |
float64 |
Source column. | `` |
d_21432_409269579977 |
string |
Source column. | `` |
d_127_87275289666678 |
string |
Source column. | `` |
d_67_18224679585587 |
string |
Source column. | `` |
d_4478_368895193534 |
string |
Source column. | `` |
d_64419_9689728342 |
float64 |
Source column. | `` |
d_206011_8342219196 |
string |
Source column. | `` |
d_148630_75232822576 |
string |
Source column. | `` |
d_425796_7949696656 |
string |
Source column. | `` |
d_2_0668559967821545 |
float64 |
Source column. | `` |
d_246034_52094219712 |
string |
Source column. | `` |
d_19461_423484504176 |
string |
Source column. | `` |
d_19114_009650080567 |
string |
Source column. | `` |
d_4199_739860963671 |
string |
Source column. | `` |
d_154260_70570857383 |
float64 |
Source column. | `` |
d_41369_325522004 |
float64 |
Source column. | `` |
d_73082_1095966395 |
float64 |
Source column. | `` |
d_50767_82209459162 |
float64 |
Source column. | `` |
d_131181_81823291734 |
float64 |
Source column. | `` |
d_1_7949922211735037 |
float64 |
Source column. | `` |
d_64735_99233881266 |
string |
Source column. | `` |
d_6915_054475294155 |
string |
Source column. | `` |
d_6621_609471819943 |
string |
Source column. | `` |
white_maize_for_grain |
string |
Source column. | `` |
d_28719_112200479827 |
float64 |
Source column. | `` |
d_26783_10369243221 |
float64 |
Source column. | `` |
d_146014_3692747549 |
float64 |
Source column. | `` |
d_5_0842229472649 |
float64 |
Source column. | `` |
d_121943_19776551212 |
float64 |
Source column. | `` |
d_7161_363063889334 |
float64 |
Source column. | `` |
d_6805_213351671246 |
float64 |
Source column. | `` |
d_931_3890321289433 |
float64 |
Source column. | `` |
d_10988_92014161901 |
string |
Source column. | `` |
d_10740_557783492948 |
string |
Source column. | `` |
d_52937_00877431634 |
string |
Source column. | `` |
d_4_817307623687678 |
float64 |
Source column. | `` |
d_45936_57785961502 |
string |
Source column. | `` |
d_2804_476552899184 |
string |
Source column. | `` |
d_2664_519529635883 |
string |
Source column. | `` |
ls |
string |
Source column. | `` |
d_10988_920141619043 |
float64 |
Source column. | `` |
d_10740_557783492985 |
float64 |
Source column. | `` |
d_52937_008774316455 |
float64 |
Source column. | `` |
d_4_817307623687674 |
float64 |
Source column. | `` |
d_45936_57785961524 |
string |
Source column. | `` |
d_2804_476552899194 |
string |
Source column. | `` |
d_2664_5195296358916 |
string |
Source column. | `` |
d_2323_069306930693 |
float64 |
Source column. | `` |
d_2226_683168316831 |
float64 |
Source column. | `` |
d_12244_579207920791 |
float64 |
Source column. | `` |
d_5_270862634786685 |
float64 |
Source column. | `` |
d_11073_514851485146 |
string |
Source column. | `` |
d_617_851485148515 |
string |
Source column. | `` |
d_541_2326732673268 |
string |
Source column. | `` |
d_12085_428554235205 |
float64 |
Source column. | `` |
d_6017_415964051894 |
float64 |
Source column. | `` |
d_29713_510725285392 |
float64 |
Source column. | `` |
d_141399_5140845519 |
float64 |
Source column. | `` |
d_35349_87852113797 |
float64 |
Source column. | `` |
d_19_53284646341261 |
float64 |
Source column. | `` |
d_2_1782178217821784 |
float64 |
Source column. | `` |
d_228_5343036219275 |
float64 |
Source column. | `` |
d_57_13357590548188 |
float64 |
Source column. | `` |
d_12264_084385489059 |
float64 |
Source column. | `` |
d_6031_660848540343 |
float64 |
Source column. | `` |
d_143489_787310222 |
float64 |
Source column. | `` |
d_35872_4468275555 |
float64 |
Source column. | `` |
Usage
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-zambia-crop-forecast-survey-2012-2013-605a39d6")
df = ds["train"].to_pandas()
print(df.head())
Filter to one country
sample_country = df[df["country_iso3"] == "ZMB"]
Work with indicators
if "indicator_id" in df.columns:
print(df["indicator_id"].value_counts().head())
sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
Citation
@misc{electric_sheep_africa_africa_zambia_crop_forecast_survey_2012_2013_605a39d6_2023,
title = {Crop Forecast Survey 2012_2013 | Africa (Zambia official open data)},
author = {Zambia Statistics Agency},
year = {2023},
url = {https://www.zamstats.gov.zm/crop-forecast-survey-2012_2013/},
publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-zambia-crop-forecast-survey-2012-2013-605a39d6}}
}
License
Released under Other open license.
Original data (c) Zambia Statistics Agency. When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.
About Electric Sheep
Electric Sheep Africa is part of the Electric Sheep mission: a unified,
ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
open sources, normalize the schemas, package as Parquet, and publish with
consistent dataset cards so researchers and developers can use load_dataset()
to start working in seconds.
Browse the full collection: huggingface.co/electricsheepafrica
Provenance: ingested 2026-07-22 via the Electric Sheep pipeline. Source URL: https://www.zamstats.gov.zm/wp-content/uploads/2023/12/Crop-Forecast-Survey-2012_2013.xlsx
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