| date
[character] |
| 1. (Empty string) | | 2. 2016 | | 3. 2018 | | 4. 2015 | | 5. 2019 | | 6. 2018-09-27 | | 7. 2013 | | 8. 2018-10-25 | | 9. 2018-10-27 | | 10. 2014 | | [ 1586 others ] |
|
| 82055 | ( | 50.7% | ) | | 3119 | ( | 1.9% | ) | | 2713 | ( | 1.7% | ) | | 844 | ( | 0.5% | ) | | 807 | ( | 0.5% | ) | | 348 | ( | 0.2% | ) | | 316 | ( | 0.2% | ) | | 302 | ( | 0.2% | ) | | 298 | ( | 0.2% | ) | | 294 | ( | 0.2% | ) | | 70643 | ( | 43.7% | ) |
|
 |
0
(0.0%) |
| variable
[character] |
| 1. (Empty string) | | 2. soil_Al | | 3. soil_Al_total | | 4. soil_B | | 5. soil_C_total | | 6. soil_Cr_total | | 7. soil_Cu | | 8. soil_Fe | | 9. soil_Fe_total | | 10. soil_Mn | | [ 8 others ] |
|
| 161722 | ( | 100.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 8 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| method
[character] |
| 1. (Empty string) | | 2. Mehlich3 | | 3. X-Ray Fluorescence S |
|
| 161722 | ( | 100.0% | ) | | 8 | ( | 0.0% | ) | | 9 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| plot_id
[numeric] |
| Mean (sd) : 6.1 (10.9) | | min ≤ med ≤ max: | | 1 ≤ 4 ≤ 100 | | IQR (CV) : 4 (1.8) |
|
94 distinct values |
 |
159773
(98.8%) |
| planting_date
[character] |
| 1. (Empty string) | | 2. 2013 | | 3. 2010-06 | | 4. 2010-07 | | 5. 2016-05-01 | | 6. 2010-05 | | 7. 2016 | | 8. 2010-04 | | 9. 2012-12 | | 10. 2017-07-10 | | [ 1972 others ] |
|
| 70319 | ( | 43.5% | ) | | 6187 | ( | 3.8% | ) | | 3069 | ( | 1.9% | ) | | 2720 | ( | 1.7% | ) | | 2336 | ( | 1.4% | ) | | 1866 | ( | 1.2% | ) | | 1752 | ( | 1.1% | ) | | 1524 | ( | 0.9% | ) | | 1302 | ( | 0.8% | ) | | 1222 | ( | 0.8% | ) | | 69442 | ( | 42.9% | ) |
|
 |
0
(0.0%) |
| transplanting_date
[IDate,
Date] |
| min : 2013-04-16 | | med : 2014-08-08 | | max : 2017-07-04 | | range : 4y 2m 18d |
|
180 distinct values |
 |
161262
(99.7%) |
| harvest_date
[character] |
| 1. (Empty string) | | 2. 2016-12-01 | | 3. 2013-03 | | 4. 2013 | | 5. 2017-11-15 | | 6. 2016 | | 7. 2017-11-10 | | 8. 2017-11-20 | | 9. 2018-04-20 | | 10. 2017-11-25 | | [ 1398 others ] |
|
| 95725 | ( | 59.2% | ) | | 2334 | ( | 1.4% | ) | | 1302 | ( | 0.8% | ) | | 1087 | ( | 0.7% | ) | | 804 | ( | 0.5% | ) | | 796 | ( | 0.5% | ) | | 732 | ( | 0.5% | ) | | 719 | ( | 0.4% | ) | | 714 | ( | 0.4% | ) | | 685 | ( | 0.4% | ) | | 56841 | ( | 35.1% | ) |
|
 |
0
(0.0%) |
| season
[character] |
| 1. (Empty string) | | 2. Kharif | | 3. first season | | 4. Rabi | | 5. 2009-2010 | | 6. 2007-2008 | | 7. 2008-2009 | | 8. second season | | 9. 2006-2007 | | 10. Aman | | [ 6 others ] |
|
| 118865 | ( | 73.5% | ) | | 15025 | ( | 9.3% | ) | | 13882 | ( | 8.6% | ) | | 7808 | ( | 4.8% | ) | | 1151 | ( | 0.7% | ) | | 978 | ( | 0.6% | ) | | 958 | ( | 0.6% | ) | | 891 | ( | 0.6% | ) | | 716 | ( | 0.4% | ) | | 711 | ( | 0.4% | ) | | 754 | ( | 0.5% | ) |
|
 |
0
(0.0%) |
| on_farm
[logical] |
|
| 14683 | ( | 10.6% | ) | | 124177 | ( | 89.4% | ) |
|
 |
22879
(14.1%) |
| is_survey
[logical] |
|
|
 |
19
(0.0%) |
| rep
[integer] |
| Mean (sd) : 3.6 (2.1) | | min ≤ med ≤ max: | | 1 ≤ 3 ≤ 8 | | IQR (CV) : 3 (0.6) |
|
| 1 | : | 377 | ( | 20.1% | ) | | 2 | : | 325 | ( | 17.4% | ) | | 3 | : | 317 | ( | 16.9% | ) | | 4 | : | 316 | ( | 16.9% | ) | | 5 | : | 163 | ( | 8.7% | ) | | 6 | : | 125 | ( | 6.7% | ) | | 7 | : | 125 | ( | 6.7% | ) | | 8 | : | 125 | ( | 6.7% | ) |
|
 |
159866
(98.8%) |
| crop
[character] |
| 1. (Empty string) | | 2. maize | | 3. rice | | 4. wheat | | 5. groundnut | | 6. sorghum | | 7. millet | | 8. soybean | | 9. teff | | 10. cotton | | [ 90 others ] |
|
| 54912 | ( | 34.0% | ) | | 32137 | ( | 19.9% | ) | | 26655 | ( | 16.5% | ) | | 8533 | ( | 5.3% | ) | | 6752 | ( | 4.2% | ) | | 5851 | ( | 3.6% | ) | | 5776 | ( | 3.6% | ) | | 2543 | ( | 1.6% | ) | | 1545 | ( | 1.0% | ) | | 1310 | ( | 0.8% | ) | | 15725 | ( | 9.7% | ) |
|
 |
0
(0.0%) |
| variety
[character] |
| 1. (Empty string) | | 2. MTU_7029 | | 3. Arize6444Gold | | 4. PBW343 | | 5. HD2967 | | 6. UP262 | | 7. BPT5204 | | 8. MTU7029 | | 9. LOK1 | | 10. PBW154 | | [ 1273 others ] |
|
| 129899 | ( | 80.3% | ) | | 2442 | ( | 1.5% | ) | | 1935 | ( | 1.2% | ) | | 1616 | ( | 1.0% | ) | | 1513 | ( | 0.9% | ) | | 885 | ( | 0.5% | ) | | 798 | ( | 0.5% | ) | | 720 | ( | 0.4% | ) | | 621 | ( | 0.4% | ) | | 588 | ( | 0.4% | ) | | 20722 | ( | 12.8% | ) |
|
 |
0
(0.0%) |
| variety_code
[character] |
| 1. (Empty string) | | 2. BH-540 | | 3. BH-543, 540 | | 4. BH540 | | 5. BH543 | | 6. BH543,Shone | | 7. BH660 | | 8. BH661 | | 9. Limu | | 10. Limu,540 | | 11. Shone |
|
| 161675 | ( | 100.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 18 | ( | 0.0% | ) | | 10 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 23 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 3 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| variety_type
[character] |
| 1. (Empty string) | | 2. Improved | | 3. Local | | 4. traditional | | 5. hybrid | | 6. Hybrid | | 7. not hybrid | | 8. improved | | 9. Improved_variety | | 10. local_variety | | [ 28 others ] |
|
| 82240 | ( | 50.8% | ) | | 21999 | ( | 13.6% | ) | | 21200 | ( | 13.1% | ) | | 15622 | ( | 9.7% | ) | | 10734 | ( | 6.6% | ) | | 3442 | ( | 2.1% | ) | | 2809 | ( | 1.7% | ) | | 1986 | ( | 1.2% | ) | | 643 | ( | 0.4% | ) | | 332 | ( | 0.2% | ) | | 732 | ( | 0.5% | ) |
|
 |
0
(0.0%) |
| variety_traits
[character] |
| 1. (Empty string) | | 2. NA;NA;NA;NA;NA;NA | | 3. not maize lethal nec | | 4. not maize lethal nec | | 5. not maize lethal nec | | 6. not maize lethal nec | | 7. not maize lethal nec | | 8. not maize lethal nec | | 9. not maize lethal nec | | 10. not maize lethal nec | | [ 6 others ] |
|
| 146966 | ( | 90.9% | ) | | 7191 | ( | 4.4% | ) | | 2469 | ( | 1.5% | ) | | 2420 | ( | 1.5% | ) | | 752 | ( | 0.5% | ) | | 751 | ( | 0.5% | ) | | 277 | ( | 0.2% | ) | | 215 | ( | 0.1% | ) | | 202 | ( | 0.1% | ) | | 165 | ( | 0.1% | ) | | 331 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
| variety_release_year
[integer] |
| Mean (sd) : 2001 (7.2) | | min ≤ med ≤ max: | | 1981 ≤ 2003 ≤ 2017 | | IQR (CV) : 3 (0) |
|
13 distinct values |
 |
154869
(95.8%) |
| intercrops
[character] |
| 1. (Empty string) | | 2. maize;groundnut | | 3. maize | | 4. groundnut | | 5. common bean;maize | | 6. maize;cowpea;groundn | | 7. none | | 8. cowpea;groundnut | | 9. cowpea;maize | | 10. common bean;cowpea;m | | [ 12 others ] |
|
| 158365 | ( | 97.9% | ) | | 917 | ( | 0.6% | ) | | 598 | ( | 0.4% | ) | | 430 | ( | 0.3% | ) | | 307 | ( | 0.2% | ) | | 231 | ( | 0.1% | ) | | 207 | ( | 0.1% | ) | | 194 | ( | 0.1% | ) | | 124 | ( | 0.1% | ) | | 85 | ( | 0.1% | ) | | 281 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
| previous_crop
[character] |
| 1. (Empty string) | | 2. wheat | | 3. rice | | 4. none | | 5. maize | | 6. mung bean | | 7. soybean | | 8. groundnut | | 9. teff | | 10. blackgram | | [ 46 others ] |
|
| 135707 | ( | 83.9% | ) | | 9424 | ( | 5.8% | ) | | 7353 | ( | 4.5% | ) | | 3158 | ( | 2.0% | ) | | 2131 | ( | 1.3% | ) | | 827 | ( | 0.5% | ) | | 702 | ( | 0.4% | ) | | 386 | ( | 0.2% | ) | | 375 | ( | 0.2% | ) | | 243 | ( | 0.2% | ) | | 1433 | ( | 0.9% | ) |
|
 |
0
(0.0%) |
| crop_rotation
[character] |
| 1. (Empty string) | | 2. teff | | 3. maize;teff | | 4. pepper | | 5. common bean;teff | | 6. maize;pepper | | 7. pepper;teff;unknown | | 8. vegetables | | 9. pepper;teff | | 10. maize;common bean;te | | [ 3 others ] |
|
| 161628 | ( | 99.9% | ) | | 58 | ( | 0.0% | ) | | 19 | ( | 0.0% | ) | | 12 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 3 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| dmy_storage
[integer] |
| Mean (sd) : 1571.7 (767.8) | | min ≤ med ≤ max: | | 396 ≤ 1437 ≤ 4340 | | IQR (CV) : 995.5 (0.5) |
|
168 distinct values |
 |
161565
(99.9%) |
| dmy_total
[numeric] |
| Mean (sd) : 7745.1 (8444.7) | | min ≤ med ≤ max: | | 0.2 ≤ 5750 ≤ 35145.8 | | IQR (CV) : 13551.9 (1.1) |
|
1053 distinct values |
 |
160600
(99.3%) |
| dmy_residue
[integer] |
| Mean (sd) : 3949 (1458.6) | | min ≤ med ≤ max: | | 1022 ≤ 3873.5 ≤ 8327 | | IQR (CV) : 2033.5 (0.4) |
|
169 distinct values |
 |
161565
(99.9%) |
| fwy_total
[numeric] |
| Mean (sd) : 5.7 (4.2) | | min ≤ med ≤ max: | | 0.3 ≤ 5 ≤ 34 | | IQR (CV) : 4.7 (0.7) |
|
282 distinct values |
 |
161314
(99.7%) |
| fwy_residue
[numeric] |
| Mean (sd) : 3.4 (1.9) | | min ≤ med ≤ max: | | 0.7 ≤ 3.2 ≤ 10.8 | | IQR (CV) : 2 (0.6) |
|
53 distinct values |
 |
161622
(99.9%) |
| yield_part
[character] |
| 1. (Empty string) | | 2. grain | | 3. none | | 4. pod | | 5. seed |
|
| 95880 | ( | 59.3% | ) | | 58930 | ( | 36.4% | ) | | 3426 | ( | 2.1% | ) | | 288 | ( | 0.2% | ) | | 3215 | ( | 2.0% | ) |
|
 |
0
(0.0%) |
| yield
[numeric] |
| Mean (sd) : 1725.1 (23800.7) | | min ≤ med ≤ max: | | 0 ≤ 786.8 ≤ 7e+06 | | IQR (CV) : 2003 (13.8) |
|
28469 distinct values |
 |
74553
(46.1%) |
| yield_moisture
[numeric] |
| Mean (sd) : 13 (1) | | min ≤ med ≤ max: | | 5.4 ≤ 12.7 ≤ 16.8 | | IQR (CV) : 2 (0.1) |
|
70 distinct values |
 |
159963
(98.9%) |
| yield_isfresh
[logical] |
1. TRUE |
|
 |
161357
(99.8%) |
| seed_weight
[numeric] |
| Mean (sd) : 7.7 (13.8) | | min ≤ med ≤ max: | | 0.1 ≤ 0.8 ≤ 43.4 | | IQR (CV) : 0.6 (1.8) |
|
392 distinct values |
 |
161218
(99.7%) |
| fertilizer_used
[logical] |
|
|
 |
158017
(97.7%) |
| fertilizer_type
[character] |
| 1. (Empty string) | | 2. urea;NPK | | 3. none | | 4. SSP | | 5. D-compound; AN | | 6. AN | | 7. DAP | | 8. NPS;urea | | 9. D-compound | | 10. SSP; urea | | [ 18 others ] |
|
| 154639 | ( | 95.6% | ) | | 3803 | ( | 2.4% | ) | | 1299 | ( | 0.8% | ) | | 641 | ( | 0.4% | ) | | 430 | ( | 0.3% | ) | | 320 | ( | 0.2% | ) | | 89 | ( | 0.1% | ) | | 87 | ( | 0.1% | ) | | 62 | ( | 0.0% | ) | | 62 | ( | 0.0% | ) | | 307 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
| fertilizer_date
[IDate,
Date] |
| min : 2017-04-02 | | med : 2017-07-20 | | max : 2018-03-15 | | range : 11m 13d |
|
178 distinct values |
 |
159400
(98.6%) |
| fertilizer_amount
[numeric] |
| Mean (sd) : 134.5 (910.2) | | min ≤ med ≤ max: | | 0 ≤ 82.4 ≤ 54167 | | IQR (CV) : 107.1 (6.8) |
|
863 distinct values |
 |
157209
(97.2%) |
| fertilization_method
[character] |
| 1. (Empty string) | | 2. in hole | | 3. not in hole |
|
| 146966 | ( | 90.9% | ) | | 5550 | ( | 3.4% | ) | | 9223 | ( | 5.7% | ) |
|
 |
0
(0.0%) |
| N_fertilizer
[numeric] |
| Mean (sd) : 55 (68.3) | | min ≤ med ≤ max: | | 0 ≤ 26.1 ≤ 5419 | | IQR (CV) : 105.1 (1.2) |
|
13114 distinct values |
 |
93144
(57.6%) |
| N_splits
[integer] |
| Mean (sd) : 1.4 (0.5) | | min ≤ med ≤ max: | | 1 ≤ 1 ≤ 3 | | IQR (CV) : 1 (0.4) |
|
| 1 | : | 1345 | ( | 58.7% | ) | | 2 | : | 913 | ( | 39.9% | ) | | 3 | : | 33 | ( | 1.4% | ) |
|
 |
159448
(98.6%) |
| P_fertilizer
[numeric] |
| Mean (sd) : 14.1 (17.1) | | min ≤ med ≤ max: | | 0 ≤ 10 ≤ 413.9 | | IQR (CV) : 24.7 (1.2) |
|
7363 distinct values |
 |
93138
(57.6%) |
| K_fertilizer
[numeric] |
| Mean (sd) : 7.5 (16.9) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 399.2 | | IQR (CV) : 6.2 (2.3) |
|
2172 distinct values |
 |
97179
(60.1%) |
| Zn_fertilizer
[numeric] |
| Mean (sd) : 1.2 (12.5) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 1351 | | IQR (CV) : 0 (10) |
|
291 distinct values |
 |
138879
(85.9%) |
| S_fertilizer
[numeric] |
| Mean (sd) : 0.7 (5.1) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 663.8 | | IQR (CV) : 0 (7.3) |
|
2468 distinct values |
 |
122200
(75.6%) |
| B_fertilizer
[numeric] |
| Mean (sd) : 0 (0.3) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 29.2 | | IQR (CV) : 0 (20.1) |
|
61 distinct values |
 |
138879
(85.9%) |
| N_organic
[numeric] |
| Mean (sd) : 12.6 (38.1) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 172.5 | | IQR (CV) : 0 (3) |
|
13 distinct values |
 |
161657
(99.9%) |
| P_organic
[numeric] |
| Mean (sd) : 3.8 (12.3) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 64.6 | | IQR (CV) : 0 (3.3) |
|
11 distinct values |
 |
161657
(99.9%) |
| K_organic
[numeric] |
| Mean (sd) : 13.8 (45.7) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 286.3 | | IQR (CV) : 0 (3.3) |
|
11 distinct values |
 |
161657
(99.9%) |
| lime
[numeric] |
| Mean (sd) : 7.9 (88.2) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 2500 | | IQR (CV) : 0 (11.1) |
|
102 distinct values |
 |
148297
(91.7%) |
| gypsum
[logical] |
|
|
|
161739
(100.0%) |
| OM_used
[logical] |
|
|
 |
88810
(54.9%) |
| OM_type
[character] |
| 1. (Empty string) | | 2. farmyard manure | | 3. farmyard manure (dry | | 4. farmyard manure (wet | | 5. horse manure | | 6. none |
|
| 150803 | ( | 93.2% | ) | | 165 | ( | 0.1% | ) | | 4564 | ( | 2.8% | ) | | 2286 | ( | 1.4% | ) | | 1820 | ( | 1.1% | ) | | 2101 | ( | 1.3% | ) |
|
 |
0
(0.0%) |
| OM_amount
[numeric] |
| Mean (sd) : 3288.4 (7762.9) | | min ≤ med ≤ max: | | 0 ≤ 325.1 ≤ 444789.3 | | IQR (CV) : 3928.6 (2.4) |
|
2657 distinct values |
 |
139876
(86.5%) |
| inoculated
[logical] |
|
|
 |
154114
(95.3%) |
| irrigated
[logical] |
|
|
 |
106368
(65.8%) |
| irrigation_source
[character] |
| 1. (Empty string) | | 2. pump | | 3. pump and rain | | 4. rain |
|
| 161613 | ( | 99.9% | ) | | 61 | ( | 0.0% | ) | | 25 | ( | 0.0% | ) | | 40 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| land_prep_method
[character] |
| 1. (Empty string) | | 2. TyneCultivator | | 3. TyneCultivator FourW | | 4. FourWhTractRotavator | | 5. TyneCultivator DiscH | | 6. conventional | | 7. reduced tillage | | 8. TyneCultivator DiscH | | 9. DiscHarrow FourWhTra | | 10. TwoWhTractRotavator | | [ 45 others ] |
|
| 135044 | ( | 83.5% | ) | | 6944 | ( | 4.3% | ) | | 6004 | ( | 3.7% | ) | | 2601 | ( | 1.6% | ) | | 2126 | ( | 1.3% | ) | | 1984 | ( | 1.2% | ) | | 1872 | ( | 1.2% | ) | | 1348 | ( | 0.8% | ) | | 514 | ( | 0.3% | ) | | 487 | ( | 0.3% | ) | | 2815 | ( | 1.7% | ) |
|
 |
0
(0.0%) |
| planting_method
[character] |
| 1. (Empty string) | | 2. ManualPuddled_Random | | 3. Broadcasting | | 4. ManualPuddled_Line | | 5. DirectBroadcast | | 6. DirectSown_Beushenin | | 7. ManualRandomTranspla | | 8. LineSowingAfterTilla | | 9. transplanting | | 10. ZeroTillage | | [ 19 others ] |
|
| 137735 | ( | 85.2% | ) | | 13385 | ( | 8.3% | ) | | 7246 | ( | 4.5% | ) | | 991 | ( | 0.6% | ) | | 392 | ( | 0.2% | ) | | 305 | ( | 0.2% | ) | | 271 | ( | 0.2% | ) | | 222 | ( | 0.1% | ) | | 216 | ( | 0.1% | ) | | 183 | ( | 0.1% | ) | | 793 | ( | 0.5% | ) |
|
 |
0
(0.0%) |
| row_spacing
[numeric] |
| Mean (sd) : 72.5 (16.3) | | min ≤ med ≤ max: | | 0 ≤ 75.3 ≤ 177.5 | | IQR (CV) : 18 (0.2) |
|
819 distinct values |
 |
150987
(93.4%) |
| plot_area
[numeric] |
| Mean (sd) : 173.2 (1652.6) | | min ≤ med ≤ max: | | 0 ≤ 0.3 ≤ 40000 | | IQR (CV) : 5.9 (9.5) |
|
1035 distinct values |
 |
153829
(95.1%) |
| plant_spacing
[integer] |
| Mean (sd) : 16.9 (15.9) | | min ≤ med ≤ max: | | 0 ≤ 10 ≤ 230 | | IQR (CV) : 5 (0.9) |
|
77 distinct values |
 |
159426
(98.6%) |
| seed_density
[numeric] |
| Mean (sd) : 72.8 (65.4) | | min ≤ med ≤ max: | | -22.2 ≤ 49.4 ≤ 4756.8 | | IQR (CV) : 111.8 (0.9) |
|
941 distinct values |
 |
138879
(85.9%) |
| seed_rate
[numeric] |
| Mean (sd) : 14371.8 (246737.3) | | min ≤ med ≤ max: | | -5e+05 ≤ 1880 ≤ 2.1e+07 | | IQR (CV) : 7918 (17.2) |
|
1561 distinct values |
 |
147305
(91.1%) |
| plant_density
[numeric] |
| Mean (sd) : 54656.2 (105424) | | min ≤ med ≤ max: | | 0 ≤ 33088.2 ≤ 1640000 | | IQR (CV) : 18000 (1.9) |
|
7634 distinct values |
 |
148253
(91.7%) |
| cob_density
[numeric] |
| Mean (sd) : 111048.9 (257564.7) | | min ≤ med ≤ max: | | 9 ≤ 23750 ≤ 3340000 | | IQR (CV) : 34940 (2.3) |
|
273 distinct values |
 |
160340
(99.1%) |
| rain
[numeric] |
| Mean (sd) : 924.7 (116.9) | | min ≤ med ≤ max: | | 443.4 ≤ 928.3 ≤ 1325.5 | | IQR (CV) : 37.5 (0.1) |
|
551 distinct values |
 |
154425
(95.5%) |
| maturity_days
[integer] |
| Mean (sd) : 133.6 (26.1) | | min ≤ med ≤ max: | | 67 ≤ 134 ≤ 212 | | IQR (CV) : 36 (0.2) |
|
88 distinct values |
 |
161196
(99.7%) |
| harvest_days
[integer] |
| Mean (sd) : 139.8 (30.6) | | min ≤ med ≤ max: | | 64 ≤ 127 ≤ 211 | | IQR (CV) : 53 (0.2) |
|
106 distinct values |
 |
160617
(99.3%) |
| plant_height
[numeric] |
| Mean (sd) : 78.1 (9.6) | | min ≤ med ≤ max: | | 50.1 ≤ 78.6 ≤ 97 | | IQR (CV) : 9.7 (0.1) |
|
77 distinct values |
 |
161657
(99.9%) |
| grain_N
[numeric] |
| Mean (sd) : 7.6 (8.9) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 27.5 | | IQR (CV) : 17.1 (1.2) |
|
171 distinct values |
 |
161548
(99.9%) |
| grain_K
[numeric] |
| Mean (sd) : 4.3 (0.9) | | min ≤ med ≤ max: | | 2.2 ≤ 4.2 ≤ 7.7 | | IQR (CV) : 1.3 (0.2) |
|
178 distinct values |
 |
161548
(99.9%) |
| grain_P
[numeric] |
| Mean (sd) : 3.4 (0.9) | | min ≤ med ≤ max: | | 1.6 ≤ 3.3 ≤ 7 | | IQR (CV) : 1.1 (0.3) |
|
172 distinct values |
 |
161548
(99.9%) |
| grain_S
[numeric] |
| Mean (sd) : 1 (0.1) | | min ≤ med ≤ max: | | 0.7 ≤ 1 ≤ 1.3 | | IQR (CV) : 0.2 (0.1) |
|
102 distinct values |
 |
161630
(99.9%) |
| grain_Mg
[numeric] |
| Mean (sd) : 1.1 (0.3) | | min ≤ med ≤ max: | | 0.4 ≤ 1.1 ≤ 2.6 | | IQR (CV) : 0.4 (0.3) |
|
101 distinct values |
 |
161634
(99.9%) |
| grain_Fe
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0.1 | | IQR (CV) : 0 (0.3) |
|
71 distinct values |
 |
161548
(99.9%) |
| grain_Zn
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0.1 | | IQR (CV) : 0 (0.4) |
|
61 distinct values |
 |
161548
(99.9%) |
| grain_Mn
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0.1 | | IQR (CV) : 0 (0.6) |
|
44 distinct values |
 |
161617
(99.9%) |
| grain_Cl
[logical] |
|
|
|
161739
(100.0%) |
| grain_Mo
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0 | | IQR (CV) : 0 (0.2) |
|
4 distinct values |
 |
161636
(99.9%) |
| grain_protein
[numeric] |
| Mean (sd) : 10.7 (1.3) | | min ≤ med ≤ max: | | 7.1 ≤ 10.5 ≤ 13.3 | | IQR (CV) : 1.7 (0.1) |
|
64 distinct values |
 |
161658
(99.9%) |
| residue_N
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0 | | IQR (CV) : 0 (0) |
|
111 distinct values |
 |
161628
(99.9%) |
| residue_P
[numeric] |
| Mean (sd) : 1.5 (0.3) | | min ≤ med ≤ max: | | 0.9 ≤ 1.6 ≤ 2.1 | | IQR (CV) : 0.5 (0.2) |
|
110 distinct values |
 |
161628
(99.9%) |
| residue_K
[numeric] |
| Mean (sd) : 18.1 (2.7) | | min ≤ med ≤ max: | | 9.8 ≤ 18.5 ≤ 23.8 | | IQR (CV) : 3.2 (0.2) |
|
111 distinct values |
 |
161628
(99.9%) |
| residue_Mg
[numeric] |
| Mean (sd) : 2.1 (0.5) | | min ≤ med ≤ max: | | 1.3 ≤ 2 ≤ 4.6 | | IQR (CV) : 0.6 (0.3) |
|
110 distinct values |
 |
161628
(99.9%) |
| residue_Ca
[numeric] |
| Mean (sd) : 6 (0.8) | | min ≤ med ≤ max: | | 4 ≤ 6 ≤ 7.7 | | IQR (CV) : 0.9 (0.1) |
|
110 distinct values |
 |
161628
(99.9%) |
| residue_Mn
[numeric] |
| Mean (sd) : 0.2 (0) | | min ≤ med ≤ max: | | 0.1 ≤ 0.2 ≤ 0.3 | | IQR (CV) : 0 (0.3) |
|
94 distinct values |
 |
161628
(99.9%) |
| residue_Cu
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0 | | IQR (CV) : 0 (0.2) |
|
| 0.00 ! | : | 3 | ( | 50.0% | ) | | 0.01 ! | : | 2 | ( | 33.3% | ) | | 0.01 ! | : | 1 | ( | 16.7% | ) | | ! rounded |
|
|
161733
(100.0%) |
| residue_Fe
[numeric] |
| Mean (sd) : 0.5 (0.2) | | min ≤ med ≤ max: | | 0.3 ≤ 0.4 ≤ 1.4 | | IQR (CV) : 0.2 (0.4) |
|
108 distinct values |
 |
161628
(99.9%) |
| residue_Na
[numeric] |
1 distinct value |
1 distinct values |
 |
161738
(100.0%) |
| residue_S
[numeric] |
| Mean (sd) : 1.4 (0.1) | | min ≤ med ≤ max: | | 1.1 ≤ 1.4 ≤ 1.8 | | IQR (CV) : 0.2 (0.1) |
|
109 distinct values |
 |
161628
(99.9%) |
| residue_Mo
[numeric] |
| Mean (sd) : 0 (0) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 0 | | IQR (CV) : 0 (0.3) |
|
9 distinct values |
 |
161656
(99.9%) |
| residue_Cl
[numeric] |
| Mean (sd) : 1.6 (0.8) | | min ≤ med ≤ max: | | 0.1 ≤ 1.6 ≤ 4.4 | | IQR (CV) : 1.1 (0.5) |
|
111 distinct values |
 |
161628
(99.9%) |
| season_constraint
[character] |
| 1. (Empty string) | | 2. disease;not pest;not | | 3. disease;not pest;wat | | 4. disease;pest;not wat | | 5. disease;pest;water_e | | 6. not disease;not pest | | 7. not disease;not pest | | 8. not disease;pest;not | | 9. not disease;pest;wat |
|
| 146966 | ( | 90.9% | ) | | 103 | ( | 0.1% | ) | | 14 | ( | 0.0% | ) | | 235 | ( | 0.1% | ) | | 29 | ( | 0.0% | ) | | 9269 | ( | 5.7% | ) | | 693 | ( | 0.4% | ) | | 3994 | ( | 2.5% | ) | | 436 | ( | 0.3% | ) |
|
 |
0
(0.0%) |
| herbicide_used
[logical] |
|
|
 |
137691
(85.1%) |
| herbicide_product
[character] |
| 1. (Empty string) | | 2. atrazine | | 3. glyphosate | | 4. none |
|
| 157885 | ( | 97.6% | ) | | 26 | ( | 0.0% | ) | | 676 | ( | 0.4% | ) | | 3152 | ( | 1.9% | ) |
|
 |
0
(0.0%) |
| herbicide_timing
[character] |
| 1. (Empty string) | | 2. 35 | | 3. 30 | | 4. 25 | | 5. 2 | | 6. 1 | | 7. 3 | | 8. 32 | | 9. 28 | | 10. 40 | | [ 165 others ] |
|
| 150902 | ( | 93.3% | ) | | 1913 | ( | 1.2% | ) | | 1743 | ( | 1.1% | ) | | 916 | ( | 0.6% | ) | | 847 | ( | 0.5% | ) | | 783 | ( | 0.5% | ) | | 673 | ( | 0.4% | ) | | 542 | ( | 0.3% | ) | | 391 | ( | 0.2% | ) | | 307 | ( | 0.2% | ) | | 2722 | ( | 1.7% | ) |
|
 |
0
(0.0%) |
| herbicide_times
[integer] |
| Mean (sd) : 1.9 (1.1) | | min ≤ med ≤ max: | | 0 ≤ 2 ≤ 3 | | IQR (CV) : 2 (0.6) |
|
| 0 | : | 3456 | ( | 15.1% | ) | | 1 | : | 4181 | ( | 18.3% | ) | | 2 | : | 6868 | ( | 30.0% | ) | | 3 | : | 8355 | ( | 36.5% | ) |
|
 |
138879
(85.9%) |
| herbicide_amount
[integer] |
1 distinct value |
|
 |
161713
(100.0%) |
| weeding_done
[logical] |
|
|
 |
150655
(93.1%) |
| weeding_times
[integer] |
| Mean (sd) : 0.9 (0.7) | | min ≤ med ≤ max: | | 0 ≤ 1 ≤ 4 | | IQR (CV) : 1 (0.8) |
|
| 0 | : | 7476 | ( | 32.5% | ) | | 1 | : | 11043 | ( | 48.1% | ) | | 2 | : | 4042 | ( | 17.6% | ) | | 3 | : | 409 | ( | 1.8% | ) | | 4 | : | 2 | ( | 0.0% | ) |
|
 |
138767
(85.8%) |
| weeding_implement
[character] |
|
|
 |
0
(0.0%) |
| weed_species
[character] |
| 1. (Empty string) | | 2. qaliw | | 3. qalimi | | 4. blackjack | | 5. wonderingjew | | 6. wandering jew | | 7. wanderingjew | | 8. blackjack, qaliw | | 9. goat weed | | 10. macdonald eye | | [ 6 others ] |
|
| 161625 | ( | 99.9% | ) | | 36 | ( | 0.0% | ) | | 28 | ( | 0.0% | ) | | 20 | ( | 0.0% | ) | | 7 | ( | 0.0% | ) | | 5 | ( | 0.0% | ) | | 4 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 8 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| weed_severity
[character] |
| 1. (Empty string) | | 2. 1 | | 3. 2 | | 4. 3 | | 5. high | | 6. low | | 7. medium | | 8. none |
|
| 138793 | ( | 85.8% | ) | | 31 | ( | 0.0% | ) | | 51 | ( | 0.0% | ) | | 5 | ( | 0.0% | ) | | 3390 | ( | 2.1% | ) | | 6046 | ( | 3.7% | ) | | 12090 | ( | 7.5% | ) | | 1333 | ( | 0.8% | ) |
|
 |
0
(0.0%) |
| weed_cover
[numeric] |
| Mean (sd) : 25.8 (21.1) | | min ≤ med ≤ max: | | 1.5 ≤ 18.8 ≤ 80 | | IQR (CV) : 32.5 (0.8) |
|
39 distinct values |
 |
161467
(99.8%) |
| insecticide_used
[logical] |
|
|
 |
132574
(82.0%) |
| insecticide_product
[character] |
| 1. (Empty string) | | 2. unknown | | 3. thymate | | 4. do not know | | 5. don't know | | 6. carbofuran | | 7. hamla | | 8. cypermethrin | | 9. confidor | | 10. chlorpyrifos | | [ 1465 others ] |
|
| 155527 | ( | 96.2% | ) | | 391 | ( | 0.2% | ) | | 338 | ( | 0.2% | ) | | 237 | ( | 0.1% | ) | | 196 | ( | 0.1% | ) | | 181 | ( | 0.1% | ) | | 180 | ( | 0.1% | ) | | 152 | ( | 0.1% | ) | | 140 | ( | 0.1% | ) | | 118 | ( | 0.1% | ) | | 4279 | ( | 2.6% | ) |
|
 |
0
(0.0%) |
| pest_severity
[character] |
| 1. (Empty string) | | 2. none | | 3. low | | 4. medium | | 5. high | | 6. 0.31 | | 7. 0.4 | | 8. 0.52 | | 9. 0.64 | | 10. 0.68 | | [ 35 others ] |
|
| 138833 | ( | 85.8% | ) | | 8986 | ( | 5.6% | ) | | 6952 | ( | 4.3% | ) | | 5996 | ( | 3.7% | ) | | 925 | ( | 0.6% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 37 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| pest_species
[character] |
| 1. (Empty string) | | 2. beetles and slug |
|
|
 |
0
(0.0%) |
| pest_number
[integer] |
| Mean (sd) : 26.4 (12.6) | | min ≤ med ≤ max: | | 3 ≤ 25 ≤ 54 | | IQR (CV) : 15.5 (0.5) |
|
29 distinct values |
 |
161692
(100.0%) |
| fungicide_used
[logical] |
|
|
 |
144744
(89.5%) |
| disease_severity
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 138880 | ( | 85.9% | ) | | 448 | ( | 0.3% | ) | | 6808 | ( | 4.2% | ) | | 4500 | ( | 2.8% | ) | | 11103 | ( | 6.9% | ) |
|
 |
0
(0.0%) |
| disease_incidence
[numeric] |
| Mean (sd) : 1.9 (3.6) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 22 | | IQR (CV) : 2.5 (1.9) |
|
31 distinct values |
 |
161667
(100.0%) |
| disease
[character] |
|
|
 |
0
(0.0%) |
| residue_prevcrop
[numeric] |
| Mean (sd) : 3408.6 (5503.3) | | min ≤ med ≤ max: | | 0 ≤ 1769.2 ≤ 66186.6 | | IQR (CV) : 4064.3 (1.6) |
|
1095 distinct values |
 |
158485
(98.0%) |
| residue_prevcrop_used
[logical] |
|
|
 |
158485
(98.0%) |
| mulch
[numeric] |
| Mean (sd) : 0 (0.1) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 1 | | IQR (CV) : 0 (3.6) |
|
3 distinct values |
 |
158531
(98.0%) |
| seed_source
[character] |
| 1. (Empty string) | | 2. Cooperative | | 3. GovernmentKVKSAU | | 4. NeighborRelative | | 5. Other | | 6. PvtSeedDealer | | 7. SelfSaved |
|
| 138879 | ( | 85.9% | ) | | 684 | ( | 0.4% | ) | | 856 | ( | 0.5% | ) | | 784 | ( | 0.5% | ) | | 13 | ( | 0.0% | ) | | 17637 | ( | 10.9% | ) | | 2886 | ( | 1.8% | ) |
|
 |
0
(0.0%) |
| crop_cut
[logical] |
|
|
 |
133276
(82.4%) |
| previous_crop_residue_perc
[numeric] |
| Mean (sd) : 10.1 (19.1) | | min ≤ med ≤ max: | | 0 ≤ 5 ≤ 100 | | IQR (CV) : 5 (1.9) |
|
13 distinct values |
 |
142024
(87.8%) |
| previous_crop_burnt
[logical] |
|
|
 |
139568
(86.3%) |
| crop_price
[numeric] |
| Mean (sd) : 1330.9 (619.4) | | min ≤ med ≤ max: | | 0 ≤ 1500 ≤ 17352 | | IQR (CV) : 400 (0.5) |
|
468 distinct values |
 |
135554
(83.8%) |
| fertilizer_price
[numeric] |
| Mean (sd) : 19390.9 (50091) | | min ≤ med ≤ max: | | 0 ≤ 6918.7 ≤ 1250000 | | IQR (CV) : 23611.5 (2.6) |
|
833 distinct values |
 |
158486
(98.0%) |
| currency
[character] |
| 1. (Empty string) | | 2. MWK | | 3. USD |
|
| 155091 | ( | 95.9% | ) | | 3254 | ( | 2.0% | ) | | 3394 | ( | 2.1% | ) |
|
 |
0
(0.0%) |
| flood_stress
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 147518 | ( | 91.2% | ) | | 334 | ( | 0.2% | ) | | 1813 | ( | 1.1% | ) | | 1837 | ( | 1.1% | ) | | 10237 | ( | 6.3% | ) |
|
 |
0
(0.0%) |
| drought_stress
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 139821 | ( | 86.4% | ) | | 1211 | ( | 0.7% | ) | | 5429 | ( | 3.4% | ) | | 5838 | ( | 3.6% | ) | | 9440 | ( | 5.8% | ) |
|
 |
0
(0.0%) |
| stress
[character] |
| 1. (Empty string) | | 2. none | | 3. drought | | 4. pests | | 5. disease | | 6. wild animals | | 7. excess water | | 8. hail | | 9. other | | 10. weeds | | [ 7 others ] |
|
| 138410 | ( | 85.6% | ) | | 12252 | ( | 7.6% | ) | | 6739 | ( | 4.2% | ) | | 984 | ( | 0.6% | ) | | 918 | ( | 0.6% | ) | | 773 | ( | 0.5% | ) | | 594 | ( | 0.4% | ) | | 308 | ( | 0.2% | ) | | 199 | ( | 0.1% | ) | | 154 | ( | 0.1% | ) | | 408 | ( | 0.3% | ) |
|
 |
0
(0.0%) |
| farmer_gender
[character] |
| 1. (Empty string) | | 2. F | | 3. female | | 4. Female | | 5. M | | 6. male | | 7. Male |
|
| 158130 | ( | 97.8% | ) | | 1365 | ( | 0.8% | ) | | 108 | ( | 0.1% | ) | | 6 | ( | 0.0% | ) | | 986 | ( | 0.6% | ) | | 1078 | ( | 0.7% | ) | | 66 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| striga_damage
[logical] |
|
|
 |
159215
(98.4%) |
| house_distance
[numeric] |
| Mean (sd) : 6.9 (11.4) | | min ≤ med ≤ max: | | 0 ≤ 4 ≤ 210 | | IQR (CV) : 9 (1.7) |
|
50 distinct values |
 |
159657
(98.7%) |
| country
[character] |
| 1. Mali | | 2. Ethiopia | | 3. India | | 4. Tanzania | | 5. Kenya | | 6. Burkina Faso | | 7. Rwanda | | 8. Niger | | 9. Madagascar | | 10. Malawi | | [ 33 others ] |
|
| 27464 | ( | 17.0% | ) | | 27126 | ( | 16.8% | ) | | 26131 | ( | 16.2% | ) | | 14473 | ( | 8.9% | ) | | 11978 | ( | 7.4% | ) | | 6771 | ( | 4.2% | ) | | 4793 | ( | 3.0% | ) | | 4521 | ( | 2.8% | ) | | 4442 | ( | 2.7% | ) | | 3882 | ( | 2.4% | ) | | 30158 | ( | 18.6% | ) |
|
 |
0
(0.0%) |
| adm1
[character] |
| 1. (Empty string) | | 2. Bihar | | 3. Amhara | | 4. Southern Nations, Na | | 5. UttarPradesh | | 6. Oromia | | 7. Odisha | | 8. Oromiya | | 9. Southern Highlands | | 10. Tigray | | [ 220 others ] |
|
| 62259 | ( | 38.5% | ) | | 12934 | ( | 8.0% | ) | | 5610 | ( | 3.5% | ) | | 4503 | ( | 2.8% | ) | | 4408 | ( | 2.7% | ) | | 4022 | ( | 2.5% | ) | | 2155 | ( | 1.3% | ) | | 1894 | ( | 1.2% | ) | | 1810 | ( | 1.1% | ) | | 1762 | ( | 1.1% | ) | | 60382 | ( | 37.3% | ) |
|
 |
0
(0.0%) |
| adm2
[character] |
| 1. (Empty string) | | 2. Ntcheu | | 3. Dedza | | 4. Jimma | | 5. Maharajganj | | 6. Chandauli | | 7. Nalanda | | 8. Mayurbhanj | | 9. EastChamparan | | 10. Siddharthnagar | | [ 496 others ] |
|
| 122825 | ( | 75.9% | ) | | 1676 | ( | 1.0% | ) | | 1578 | ( | 1.0% | ) | | 945 | ( | 0.6% | ) | | 614 | ( | 0.4% | ) | | 592 | ( | 0.4% | ) | | 590 | ( | 0.4% | ) | | 588 | ( | 0.4% | ) | | 585 | ( | 0.4% | ) | | 583 | ( | 0.4% | ) | | 31163 | ( | 19.3% | ) |
|
 |
0
(0.0%) |
| adm3
[character] |
| 1. (Empty string) | | 2. Nsipe | | 3. Kandeu | | 4. Bako Tibe | | 5. Linthipe | | 6. Agrary | | 7. Lobi | | 8. Gobu sayo | | 9. Golomoti | | 10. Sekoru | | [ 1206 others ] |
|
| 126438 | ( | 78.2% | ) | | 868 | ( | 0.5% | ) | | 808 | ( | 0.5% | ) | | 578 | ( | 0.4% | ) | | 547 | ( | 0.3% | ) | | 514 | ( | 0.3% | ) | | 452 | ( | 0.3% | ) | | 371 | ( | 0.2% | ) | | 338 | ( | 0.2% | ) | | 279 | ( | 0.2% | ) | | 30546 | ( | 18.9% | ) |
|
 |
0
(0.0%) |
| adm4
[character] |
| 1. (Empty string) | | 2. Sepeko | | 3. Maposeni | | 4. Ntuchi | | 5. Ulembwe | | 6. Laela | | 7. Madilu | | 8. Kahe | | 9. Magamba | | 10. Njoro | | [ 386 others ] |
|
| 157902 | ( | 97.6% | ) | | 120 | ( | 0.1% | ) | | 108 | ( | 0.1% | ) | | 96 | ( | 0.1% | ) | | 96 | ( | 0.1% | ) | | 90 | ( | 0.1% | ) | | 90 | ( | 0.1% | ) | | 80 | ( | 0.0% | ) | | 78 | ( | 0.0% | ) | | 78 | ( | 0.0% | ) | | 3001 | ( | 1.9% | ) |
|
 |
0
(0.0%) |
| location
[character] |
| 1. (Empty string) | | 2. Ambohimiarina | | 3. Phu_binh | | 4. Antsahamamy | | 5. Sourou | | 6. Ambohitsilaozana | | 7. Basona_worena | | 8. Kampanje | | 9. Mai_son | | 10. Sinana | | [ 5852 others ] |
|
| 82246 | ( | 50.9% | ) | | 1584 | ( | 1.0% | ) | | 1333 | ( | 0.8% | ) | | 977 | ( | 0.6% | ) | | 842 | ( | 0.5% | ) | | 757 | ( | 0.5% | ) | | 726 | ( | 0.4% | ) | | 639 | ( | 0.4% | ) | | 622 | ( | 0.4% | ) | | 598 | ( | 0.4% | ) | | 71415 | ( | 44.2% | ) |
|
 |
0
(0.0%) |
| site
[character] |
| 1. (Empty string) | | 2. Mkuwazi | | 3. Dauka | | 4. Mbidze | | 5. Amosi | | 6. Katsese | | 7. Kampanje II | | 8. Msamala | | 9. Ng'anjo | | 10. Kalumo | | [ 336 others ] |
|
| 155546 | ( | 96.2% | ) | | 170 | ( | 0.1% | ) | | 169 | ( | 0.1% | ) | | 135 | ( | 0.1% | ) | | 121 | ( | 0.1% | ) | | 118 | ( | 0.1% | ) | | 106 | ( | 0.1% | ) | | 102 | ( | 0.1% | ) | | 100 | ( | 0.1% | ) | | 90 | ( | 0.1% | ) | | 5082 | ( | 3.1% | ) |
|
 |
0
(0.0%) |
| geo_uncertainty
[numeric] |
| Mean (sd) : 4963.9 (422.9) | | min ≤ med ≤ max: | | 3 ≤ 5000 ≤ 5000 | | IQR (CV) : 0 (0.1) |
|
150 distinct values |
 |
120453
(74.5%) |
| geo_from_source
[logical] |
|
| 16375 | ( | 10.3% | ) | | 142126 | ( | 89.7% | ) |
|
 |
3238
(2.0%) |
| elevation
[numeric] |
| Mean (sd) : 987.5 (811.1) | | min ≤ med ≤ max: | | -1932 ≤ 818 ≤ 8234.2 | | IQR (CV) : 1275 (0.8) |
|
29274 distinct values |
 |
110099
(68.1%) |
| depth_top
[integer] |
1 distinct value |
|
 |
161357
(99.8%) |
| depth_bottom
[integer] |
1 distinct value |
|
 |
161357
(99.8%) |
| soil_type
[character] |
| 1. (Empty string) | | 2. Clay_loam | | 3. hillside | | 4. Loam soil | | 5. lowland | | 6. Sand | | 7. Sandy Loam |
|
| 157800 | ( | 97.6% | ) | | 122 | ( | 0.1% | ) | | 857 | ( | 0.5% | ) | | 2 | ( | 0.0% | ) | | 2946 | ( | 1.8% | ) | | 4 | ( | 0.0% | ) | | 8 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| soil_pH
[numeric] |
| Mean (sd) : 5.6 (0.8) | | min ≤ med ≤ max: | | 4.5 ≤ 5.7 ≤ 8.6 | | IQR (CV) : 1.4 (0.1) |
|
1110 distinct values |
 |
157117
(97.1%) |
| soil_sand
[numeric] |
| Mean (sd) : 43.4 (15.7) | | min ≤ med ≤ max: | | 0.6 ≤ 50.1 ≤ 87.7 | | IQR (CV) : 19.5 (0.4) |
|
311 distinct values |
 |
159555
(98.6%) |
| soil_clay
[numeric] |
| Mean (sd) : 35.8 (14.5) | | min ≤ med ≤ max: | | 5.9 ≤ 29.8 ≤ 78.1 | | IQR (CV) : 18.4 (0.4) |
|
269 distinct values |
 |
159555
(98.6%) |
| soil_silt
[numeric] |
| Mean (sd) : 20.8 (5.5) | | min ≤ med ≤ max: | | 9.7 ≤ 20.6 ≤ 75.4 | | IQR (CV) : 0.8 (0.3) |
|
236 distinct values |
 |
159812
(98.8%) |
| soil_texture
[character] |
| 1. (Empty string) | | 2. Medium | | 3. Heavy | | 4. Light | | 5. loam | | 6. sand | | 7. silty loam | | 8. silty clay | | 9. sandy loam | | 10. clay | | [ 3 others ] |
|
| 138680 | ( | 85.7% | ) | | 17912 | ( | 11.1% | ) | | 2824 | ( | 1.7% | ) | | 2124 | ( | 1.3% | ) | | 68 | ( | 0.0% | ) | | 45 | ( | 0.0% | ) | | 34 | ( | 0.0% | ) | | 16 | ( | 0.0% | ) | | 14 | ( | 0.0% | ) | | 9 | ( | 0.0% | ) | | 13 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| soil_SOM
[numeric] |
| Mean (sd) : 3.2 (1.3) | | min ≤ med ≤ max: | | 1.4 ≤ 2.8 ≤ 6.5 | | IQR (CV) : 1.6 (0.4) |
|
72 distinct values |
 |
161657
(99.9%) |
| soil_C_total
[numeric] |
| Mean (sd) : 0.9 (0.4) | | min ≤ med ≤ max: | | 0.2 ≤ 0.9 ≤ 2.8 | | IQR (CV) : 0.4 (0.5) |
|
145 distinct values |
 |
159894
(98.9%) |
| soil_SOC
[numeric] |
| Mean (sd) : 1.7 (1.5) | | min ≤ med ≤ max: | | 0.3 ≤ 1.1 ≤ 11.5 | | IQR (CV) : 1.1 (0.9) |
|
808 distinct values |
 |
160255
(99.1%) |
| soil_N
[numeric] |
| Mean (sd) : 415 (358.3) | | min ≤ med ≤ max: | | 0 ≤ 387.9 ≤ 1930.3 | | IQR (CV) : 724.9 (0.9) |
|
885 distinct values |
 |
157549
(97.4%) |
| soil_K
[numeric] |
| Mean (sd) : 125.2 (100.1) | | min ≤ med ≤ max: | | 10 ≤ 95.9 ≤ 809.4 | | IQR (CV) : 89 (0.8) |
|
947 distinct values |
 |
159006
(98.3%) |
| soil_K_exch
[numeric] |
| Mean (sd) : 0.6 (0.4) | | min ≤ med ≤ max: | | 0.2 ≤ 0.5 ≤ 1.7 | | IQR (CV) : 0.5 (0.6) |
|
140 distinct values |
 |
161587
(99.9%) |
| soil_P
[numeric] |
| Mean (sd) : 22.2 (11.6) | | min ≤ med ≤ max: | | 1 ≤ 22.1 ≤ 167.7 | | IQR (CV) : 14.9 (0.5) |
|
472 distinct values |
 |
159555
(98.6%) |
| soil_P_method
[character] |
|
|
 |
0
(0.0%) |
| soil_P_total
[numeric] |
| Mean (sd) : 133.9 (265) | | min ≤ med ≤ max: | | 0.4 ≤ 5.1 ≤ 1541 | | IQR (CV) : 13 (2) |
|
527 distinct values |
 |
160977
(99.5%) |
| soil_Ca
[numeric] |
| Mean (sd) : 757 (734.8) | | min ≤ med ≤ max: | | 15.4 ≤ 550.1 ≤ 6776 | | IQR (CV) : 628.2 (1) |
|
907 distinct values |
 |
159111
(98.4%) |
| soil_Ca_exch
[numeric] |
| Mean (sd) : 9.3 (10.9) | | min ≤ med ≤ max: | | 1.4 ≤ 5.4 ≤ 62.9 | | IQR (CV) : 3.6 (1.2) |
|
151 distinct values |
 |
161587
(99.9%) |
| soil_Mg
[numeric] |
| Mean (sd) : 147.1 (139.9) | | min ≤ med ≤ max: | | 3.1 ≤ 100.2 ≤ 1407.5 | | IQR (CV) : 127.6 (1) |
|
981 distinct values |
 |
159260
(98.5%) |
| soil_Mg_exch
[numeric] |
| Mean (sd) : 4.2 (5.4) | | min ≤ med ≤ max: | | 0.6 ≤ 2.4 ≤ 24.8 | | IQR (CV) : 1.5 (1.3) |
|
148 distinct values |
 |
161587
(99.9%) |
| soil_B
[numeric] |
| Mean (sd) : 0.1 (0.4) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 8.8 | | IQR (CV) : 0.1 (3.2) |
|
1072 distinct values |
 |
158877
(98.2%) |
| soil_Cu
[numeric] |
| Mean (sd) : 3.5 (4) | | min ≤ med ≤ max: | | 0.5 ≤ 2.5 ≤ 47.8 | | IQR (CV) : 2.3 (1.2) |
|
222 distinct values |
 |
161505
(99.9%) |
| soil_Mn
[numeric] |
| Mean (sd) : 52 (33.7) | | min ≤ med ≤ max: | | 4 ≤ 44.1 ≤ 259 | | IQR (CV) : 33.5 (0.6) |
|
1142 distinct values |
 |
158877
(98.2%) |
| soil_Mo
[numeric] |
| Mean (sd) : 0.1 (0) | | min ≤ med ≤ max: | | 0 ≤ 0.1 ≤ 0.2 | | IQR (CV) : 0 (0.3) |
|
9 distinct values |
 |
161657
(99.9%) |
| soil_Fe
[numeric] |
| Mean (sd) : 96.2 (35.2) | | min ≤ med ≤ max: | | 10 ≤ 90.7 ≤ 280.3 | | IQR (CV) : 45.7 (0.4) |
|
1129 distinct values |
 |
158877
(98.2%) |
| soil_S
[numeric] |
| Mean (sd) : 11.3 (13.4) | | min ≤ med ≤ max: | | 2.3 ≤ 7.6 ≤ 287.4 | | IQR (CV) : 4.7 (1.2) |
|
1026 distinct values |
 |
159155
(98.4%) |
| soil_Zn
[numeric] |
| Mean (sd) : 1.1 (0.7) | | min ≤ med ≤ max: | | 0.2 ≤ 1 ≤ 20 | | IQR (CV) : 0.5 (0.6) |
|
1119 distinct values |
 |
158877
(98.2%) |
| soil_Na
[numeric] |
| Mean (sd) : 36 (43.2) | | min ≤ med ≤ max: | | 4.9 ≤ 27.1 ≤ 608.4 | | IQR (CV) : 12.5 (1.2) |
|
909 distinct values |
 |
159111
(98.4%) |
| soil_Na_exch
[numeric] |
| Mean (sd) : 0.5 (0.8) | | min ≤ med ≤ max: | | 0.1 ≤ 0.2 ≤ 5.2 | | IQR (CV) : 0.2 (1.7) |
|
119 distinct values |
 |
161587
(99.9%) |
| soil_Al
[numeric] |
| Mean (sd) : 842.2 (352.7) | | min ≤ med ≤ max: | | 125 ≤ 802.7 ≤ 2613.2 | | IQR (CV) : 451.3 (0.4) |
|
1060 distinct values |
 |
158959
(98.3%) |
| soil_EC
[numeric] |
| Mean (sd) : 21.5 (32.9) | | min ≤ med ≤ max: | | 0 ≤ 0.6 ≤ 207 | | IQR (CV) : 42.5 (1.5) |
|
776 distinct values |
 |
160892
(99.5%) |
| soil_CEC
[numeric] |
| Mean (sd) : 15.7 (18.4) | | min ≤ med ≤ max: | | 3.8 ≤ 9.7 ≤ 118.8 | | IQR (CV) : 6.6 (1.2) |
|
212 distinct values |
 |
161505
(99.9%) |
| soil_CEC.1
[numeric] |
| Mean (sd) : 15.7 (18.4) | | min ≤ med ≤ max: | | 3.8 ≤ 9.7 ≤ 118.8 | | IQR (CV) : 6.6 (1.2) |
|
212 distinct values |
 |
161505
(99.9%) |
| soil_color
[character] |
| 1. (Empty string) | | 2. Black | | 3. Black Soil | | 4. Brown | | 5. Other | | 6. Red | | 7. Red Soil |
|
| 161526 | ( | 99.9% | ) | | 1 | ( | 0.0% | ) | | 19 | ( | 0.0% | ) | | 36 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 34 | ( | 0.0% | ) | | 122 | ( | 0.1% | ) |
|
 |
0
(0.0%) |
| soil_quality
[character] |
| 1. (Empty string) | | 2. High | | 3. Low | | 4. Medium |
|
| 138879 | ( | 85.9% | ) | | 2434 | ( | 1.5% | ) | | 920 | ( | 0.6% | ) | | 19506 | ( | 12.1% | ) |
|
 |
0
(0.0%) |
| landscape_position
[character] |
| 1. (Empty string) | | 2. Bottomland | | 3. hillside | | 4. lowland | | 5. LowLand | | 6. MediumLand | | 7. Slope | | 8. Upland | | 9. VeryLowLand |
|
| 134959 | ( | 83.4% | ) | | 38 | ( | 0.0% | ) | | 857 | ( | 0.5% | ) | | 2946 | ( | 1.8% | ) | | 3572 | ( | 2.2% | ) | | 16610 | ( | 10.3% | ) | | 69 | ( | 0.0% | ) | | 2397 | ( | 1.5% | ) | | 291 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
| soil_ex_acidity
[numeric] |
| Mean (sd) : 0.7 (0.3) | | min ≤ med ≤ max: | | 0.2 ≤ 0.7 ≤ 1.3 | | IQR (CV) : 0.5 (0.4) |
|
138 distinct values |
 |
161587
(99.9%) |
| soil_MBC
[integer] |
| Mean (sd) : 558.7 (309.6) | | min ≤ med ≤ max: | | 177 ≤ 452.5 ≤ 1500 | | IQR (CV) : 392 (0.6) |
|
77 distinct values |
 |
161657
(99.9%) |
| soil_B_total
[numeric] |
| Mean (sd) : 21.6 (23.5) | | min ≤ med ≤ max: | | 2.5 ≤ 9.9 ≤ 101.2 | | IQR (CV) : 20 (1.1) |
|
77 distinct values |
 |
161657
(99.9%) |
| soil_Mn_total
[numeric] |
| Mean (sd) : 807.3 (811.1) | | min ≤ med ≤ max: | | 116.1 ≤ 545.7 ≤ 4833 | | IQR (CV) : 299.2 (1) |
|
232 distinct values |
 |
161505
(99.9%) |
| soil_Mg_total
[integer] |
| Mean (sd) : 6239 (4184.7) | | min ≤ med ≤ max: | | 1100 ≤ 5250 ≤ 25900 | | IQR (CV) : 5850 (0.7) |
|
62 distinct values |
 |
161657
(99.9%) |
| soil_Mo_total
[numeric] |
| Mean (sd) : 0.9 (0.7) | | min ≤ med ≤ max: | | 0.5 ≤ 0.7 ≤ 5.3 | | IQR (CV) : 0.5 (0.8) |
|
44 distinct values |
 |
161657
(99.9%) |
| soil_N_total
[numeric] |
| Mean (sd) : 0.1 (0.1) | | min ≤ med ≤ max: | | 0 ≤ 0.1 ≤ 0.6 | | IQR (CV) : 0 (0.5) |
|
143 distinct values |
 |
161248
(99.7%) |
| soil_Fe_total
[numeric] |
| Mean (sd) : 32448.8 (16815.8) | | min ≤ med ≤ max: | | 9800 ≤ 29784.8 ≤ 155500 | | IQR (CV) : 20694.2 (0.5) |
|
224 distinct values |
 |
161505
(99.9%) |
| soil_Cr_total
[numeric] |
| Mean (sd) : 44.3 (20.6) | | min ≤ med ≤ max: | | 17.6 ≤ 37.9 ≤ 139.2 | | IQR (CV) : 23.8 (0.5) |
|
134 distinct values |
 |
161587
(99.9%) |
| soil_K_total
[numeric] |
| Mean (sd) : 5037.8 (2866.1) | | min ≤ med ≤ max: | | 1742.6 ≤ 3858.6 ≤ 13359.9 | | IQR (CV) : 4024.6 (0.6) |
|
28 distinct values |
 |
161701
(100.0%) |
| soil_Ni_total
[numeric] |
| Mean (sd) : 26.5 (15) | | min ≤ med ≤ max: | | 5.5 ≤ 23.9 ≤ 91.4 | | IQR (CV) : 21.1 (0.6) |
|
130 distinct values |
 |
161587
(99.9%) |
| soil_Cu_total
[numeric] |
| Mean (sd) : 19.7 (23) | | min ≤ med ≤ max: | | 3.2 ≤ 15.4 ≤ 193.8 | | IQR (CV) : 14.6 (1.2) |
|
78 distinct values |
 |
161657
(99.9%) |
| soil_Zn_total
[numeric] |
| Mean (sd) : 109.7 (44.1) | | min ≤ med ≤ max: | | 20.1 ≤ 109.7 ≤ 326.9 | | IQR (CV) : 39.8 (0.4) |
|
219 distinct values |
 |
161505
(99.9%) |
| soil_S_total
[integer] |
| Mean (sd) : 375.6 (227.6) | | min ≤ med ≤ max: | | 110 ≤ 280 ≤ 940 | | IQR (CV) : 260 (0.6) |
|
42 distinct values |
 |
161657
(99.9%) |
| hhid
[character] |
| 1. (Empty string) | | 2. 150101088803105056 | | 3. 120301088800404016 | | 4. 130101088800407024 | | 5. 71003088801004056 | | 6. 150101088802010048 | | 7. 71003088801004072 | | 8. 71801088801406008 | | 9. 70205088801202080 | | 10. 71104088800912016 | | [ 8866 others ] |
|
| 120196 | ( | 74.3% | ) | | 58 | ( | 0.0% | ) | | 57 | ( | 0.0% | ) | | 49 | ( | 0.0% | ) | | 45 | ( | 0.0% | ) | | 40 | ( | 0.0% | ) | | 40 | ( | 0.0% | ) | | 37 | ( | 0.0% | ) | | 36 | ( | 0.0% | ) | | 35 | ( | 0.0% | ) | | 41146 | ( | 25.4% | ) |
|
 |
0
(0.0%) |
| farmland
[numeric] |
| Mean (sd) : 6.3 (11.7) | | min ≤ med ≤ max: | | 0.3 ≤ 3 ≤ 104.5 | | IQR (CV) : 4.4 (1.9) |
|
222 distinct values |
 |
161482
(99.8%) |
| farmland_owned
[numeric] |
| Mean (sd) : 25.6 (2193.8) | | min ≤ med ≤ max: | | 0 ≤ 2 ≤ 4e+05 | | IQR (CV) : 3.2 (85.8) |
|
1060 distinct values |
 |
127805
(79.0%) |
| land_ownedby
[character] |
| 1. (Empty string) | | 2. Amortizing owner | | 3. Families | | 4. Individual | | 5. Leasehold tenant | | 6. Mortgaged | | 7. not known | | 8. Owner | | 9. Share tenant | | 10. Village |
|
| 161357 | ( | 99.8% | ) | | 44 | ( | 0.0% | ) | | 244 | ( | 0.2% | ) | | 2 | ( | 0.0% | ) | | 47 | ( | 0.0% | ) | | 5 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 28 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 9 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| field_size
[numeric] |
| Mean (sd) : 2697.9 (3017.3) | | min ≤ med ≤ max: | | 0 ≤ 1714.7 ≤ 42493.5 | | IQR (CV) : 2790.6 (1.1) |
|
826 distinct values |
 |
158333
(97.9%) |
| labour_days
[numeric] |
| Mean (sd) : 135.8 (115.1) | | min ≤ med ≤ max: | | 0 ≤ 108.9 ≤ 1095.5 | | IQR (CV) : 85.9 (0.8) |
|
298 distinct values |
 |
161441
(99.8%) |
| temp
[numeric] |
| Mean (sd) : 20.7 (1.7) | | min ≤ med ≤ max: | | 18.6 ≤ 21 ≤ 23.7 | | IQR (CV) : 2.5 (0.1) |
|
6 distinct values |
 |
158485
(98.0%) |