| date
[character] |
| 1. (Empty string) | | 2. 2016 | | 3. 2018 | | 4. 2015 | | 5. 2019 | | 6. 2018-09-27 | | 7. 2018-10-25 | | 8. 2018-10-27 | | 9. 2019-08-27 | | 10. 2018-09-19 | | [ 1584 others ] |
|
| 73895 | ( | 48.3% | ) | | 3119 | ( | 2.0% | ) | | 2713 | ( | 1.8% | ) | | 844 | ( | 0.6% | ) | | 807 | ( | 0.5% | ) | | 348 | ( | 0.2% | ) | | 302 | ( | 0.2% | ) | | 298 | ( | 0.2% | ) | | 289 | ( | 0.2% | ) | | 278 | ( | 0.2% | ) | | 70076 | ( | 45.8% | ) |
|
 |
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 |
 |
151003
(98.7%) |
| planting_date
[character] |
| 1. (Empty string) | | 2. 2010-06 | | 3. 2010-07 | | 4. 2016-05-01 | | 5. 2010-05 | | 6. 2016 | | 7. 2010-04 | | 8. 2012-12 | | 9. 2017-07-10 | | 10. 2017-07-15 | | [ 1919 others ] |
|
| 69432 | ( | 45.4% | ) | | 3069 | ( | 2.0% | ) | | 2720 | ( | 1.8% | ) | | 2336 | ( | 1.5% | ) | | 1866 | ( | 1.2% | ) | | 1752 | ( | 1.1% | ) | | 1524 | ( | 1.0% | ) | | 1302 | ( | 0.9% | ) | | 1222 | ( | 0.8% | ) | | 1060 | ( | 0.7% | ) | | 66686 | ( | 43.6% | ) |
|
 |
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 |
 |
152492
(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 | | [ 1366 others ] |
|
| 88629 | ( | 57.9% | ) | | 2334 | ( | 1.5% | ) | | 1302 | ( | 0.9% | ) | | 1087 | ( | 0.7% | ) | | 804 | ( | 0.5% | ) | | 796 | ( | 0.5% | ) | | 732 | ( | 0.5% | ) | | 719 | ( | 0.5% | ) | | 714 | ( | 0.5% | ) | | 685 | ( | 0.4% | ) | | 55167 | ( | 36.1% | ) |
|
 |
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 ] |
|
| 110095 | ( | 72.0% | ) | | 15025 | ( | 9.8% | ) | | 13882 | ( | 9.1% | ) | | 7808 | ( | 5.1% | ) | | 1151 | ( | 0.8% | ) | | 978 | ( | 0.6% | ) | | 958 | ( | 0.6% | ) | | 891 | ( | 0.6% | ) | | 716 | ( | 0.5% | ) | | 711 | ( | 0.5% | ) | | 754 | ( | 0.5% | ) |
|
 |
0
(0.0%) |
| on_farm
[logical] |
|
|
 |
22862
(14.9%) |
| is_survey
[logical] |
|
|
|
2
(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% | ) |
|
 |
151096
(98.8%) |
| crop
[character] |
| 1. (Empty string) | | 2. maize | | 3. rice | | 4. wheat | | 5. groundnut | | 6. millet | | 7. sorghum | | 8. soybean | | 9. teff | | 10. cotton | | [ 90 others ] |
|
| 54895 | ( | 35.9% | ) | | 30847 | ( | 20.2% | ) | | 23004 | ( | 15.0% | ) | | 8426 | ( | 5.5% | ) | | 5958 | ( | 3.9% | ) | | 5776 | ( | 3.8% | ) | | 5293 | ( | 3.5% | ) | | 1991 | ( | 1.3% | ) | | 1545 | ( | 1.0% | ) | | 1310 | ( | 0.9% | ) | | 13924 | ( | 9.1% | ) |
|
 |
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 | | [ 1124 others ] |
|
| 123618 | ( | 80.8% | ) | | 2442 | ( | 1.6% | ) | | 1935 | ( | 1.3% | ) | | 1616 | ( | 1.1% | ) | | 1513 | ( | 1.0% | ) | | 885 | ( | 0.6% | ) | | 798 | ( | 0.5% | ) | | 720 | ( | 0.5% | ) | | 621 | ( | 0.4% | ) | | 588 | ( | 0.4% | ) | | 18233 | ( | 11.9% | ) |
|
 |
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 |
|
| 152905 | ( | 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 ] |
|
| 73470 | ( | 48.0% | ) | | 21999 | ( | 14.4% | ) | | 21200 | ( | 13.9% | ) | | 15622 | ( | 10.2% | ) | | 10734 | ( | 7.0% | ) | | 3442 | ( | 2.3% | ) | | 2809 | ( | 1.8% | ) | | 1986 | ( | 1.3% | ) | | 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 ] |
|
| 138196 | ( | 90.3% | ) | | 7191 | ( | 4.7% | ) | | 2469 | ( | 1.6% | ) | | 2420 | ( | 1.6% | ) | | 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 |
 |
146099
(95.5%) |
| intercrops
[character] |
| 1. (Empty string) | | 2. common bean | | 3. common bean;pigeon p | | 4. common bean;pigeon p | | 5. common bean;sunflowe | | 6. finger millet;pigeon | | 7. none | | 8. pigeon pea | | 9. pigeon pea;sunflower | | 10. potato | | 11. sunflower |
|
| 152849 | ( | 99.9% | ) | | 38 | ( | 0.0% | ) | | 54 | ( | 0.0% | ) | | 7 | ( | 0.0% | ) | | 6 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 6 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) | | 3 | ( | 0.0% | ) | | 2 | ( | 0.0% | ) |
|
|
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 | | [ 41 others ] |
|
| 127044 | ( | 83.1% | ) | | 9411 | ( | 6.2% | ) | | 7353 | ( | 4.8% | ) | | 3158 | ( | 2.1% | ) | | 2112 | ( | 1.4% | ) | | 827 | ( | 0.5% | ) | | 702 | ( | 0.5% | ) | | 386 | ( | 0.3% | ) | | 375 | ( | 0.2% | ) | | 243 | ( | 0.2% | ) | | 1358 | ( | 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 ] |
|
| 152858 | ( | 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 |
 |
152795
(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 |
 |
151830
(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 |
 |
152795
(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 |
 |
152544
(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 |
 |
152852
(99.9%) |
| yield_part
[character] |
| 1. (Empty string) | | 2. grain | | 3. none | | 4. pod | | 5. seed |
|
| 95863 | ( | 62.7% | ) | | 51044 | ( | 33.4% | ) | | 2559 | ( | 1.7% | ) | | 288 | ( | 0.2% | ) | | 3215 | ( | 2.1% | ) |
|
 |
0
(0.0%) |
| yield
[numeric] |
| Mean (sd) : 1567.6 (1785.4) | | min ≤ med ≤ max: | | 0 ≤ 741.3 ≤ 43243.4 | | IQR (CV) : 1978.5 (1.1) |
|
26200 distinct values |
 |
73669
(48.2%) |
| yield_moisture
[numeric] |
| Mean (sd) : 12.7 (1) | | min ≤ med ≤ max: | | 5.4 ≤ 12.5 ≤ 14 | | IQR (CV) : 2 (0.1) |
|
42 distinct values |
 |
151803
(99.2%) |
| yield_isfresh
[logical] |
1. TRUE |
|
 |
152587
(99.8%) |
| seed_weight
[numeric] |
| Mean (sd) : 0.7 (0.3) | | min ≤ med ≤ max: | | 0.1 ≤ 0.7 ≤ 1.4 | | IQR (CV) : 0.4 (0.4) |
|
297 distinct values |
 |
152555
(99.7%) |
| fertilizer_used
[logical] |
|
|
 |
152440
(99.7%) |
| 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 ] |
|
| 145869 | ( | 95.4% | ) | | 3803 | ( | 2.5% | ) | | 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 |
 |
150630
(98.5%) |
| fertilizer_amount
[numeric] |
| Mean (sd) : 182.4 (1704.8) | | min ≤ med ≤ max: | | 0.1 ≤ 50.5 ≤ 54167 | | IQR (CV) : 74.5 (9.3) |
|
130 distinct values |
 |
151692
(99.2%) |
| fertilization_method
[character] |
| 1. (Empty string) | | 2. in hole | | 3. not in hole |
|
| 138196 | ( | 90.3% | ) | | 5550 | ( | 3.6% | ) | | 9223 | ( | 6.0% | ) |
|
 |
0
(0.0%) |
| N_fertilizer
[numeric] |
| Mean (sd) : 58.8 (68.4) | | min ≤ med ≤ max: | | 0 ≤ 35.6 ≤ 5419 | | IQR (CV) : 110.1 (1.2) |
|
12560 distinct values |
|
90458
(59.1%) |
| 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% | ) |
|
 |
150678
(98.5%) |
| P_fertilizer
[numeric] |
| Mean (sd) : 15.4 (17.4) | | min ≤ med ≤ max: | | 0 ≤ 13.4 ≤ 413.9 | | IQR (CV) : 24.8 (1.1) |
|
7288 distinct values |
 |
90458
(59.1%) |
| K_fertilizer
[numeric] |
| Mean (sd) : 8 (17.3) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 399.2 | | IQR (CV) : 8.7 (2.2) |
|
2083 distinct values |
 |
94499
(61.8%) |
| Zn_fertilizer
[numeric] |
| Mean (sd) : 1.2 (12.5) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 1351 | | IQR (CV) : 0 (10) |
|
291 distinct values |
 |
130109
(85.1%) |
| S_fertilizer
[numeric] |
| Mean (sd) : 0.7 (5.1) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 663.8 | | IQR (CV) : 0 (7.3) |
|
2468 distinct values |
|
113430
(74.2%) |
| B_fertilizer
[numeric] |
| Mean (sd) : 0 (0.3) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 29.2 | | IQR (CV) : 0 (20.1) |
|
61 distinct values |
|
130109
(85.1%) |
| lime
[numeric] |
| Mean (sd) : 7.9 (88.2) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 2500 | | IQR (CV) : 0 (11.1) |
|
102 distinct values |
 |
139527
(91.2%) |
| gypsum
[logical] |
|
|
|
152969
(100.0%) |
| OM_used
[logical] |
|
|
 |
80449
(52.6%) |
| OM_type
[character] |
| 1. (Empty string) | | 2. farmyard manure | | 3. farmyard manure (dry | | 4. farmyard manure (wet | | 5. horse manure | | 6. none |
|
| 142185 | ( | 93.0% | ) | | 96 | ( | 0.1% | ) | | 4564 | ( | 3.0% | ) | | 2286 | ( | 1.5% | ) | | 1820 | ( | 1.2% | ) | | 2018 | ( | 1.3% | ) |
|
 |
0
(0.0%) |
| OM_amount
[numeric] |
| Mean (sd) : 3772 (8314.8) | | min ≤ med ≤ max: | | 0 ≤ 375 ≤ 444789.3 | | IQR (CV) : 4942.1 (2.2) |
|
1881 distinct values |
 |
134360
(87.8%) |
| inoculated
[logical] |
|
|
 |
145344
(95.0%) |
| irrigated
[logical] |
|
|
 |
100791
(65.9%) |
| irrigation_source
[character] |
| 1. (Empty string) | | 2. pump | | 3. pump and rain | | 4. rain |
|
| 152843 | ( | 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 | | [ 44 others ] |
|
| 126381 | ( | 82.6% | ) | | 6944 | ( | 4.5% | ) | | 6004 | ( | 3.9% | ) | | 2601 | ( | 1.7% | ) | | 2126 | ( | 1.4% | ) | | 1931 | ( | 1.3% | ) | | 1872 | ( | 1.2% | ) | | 1348 | ( | 0.9% | ) | | 514 | ( | 0.3% | ) | | 487 | ( | 0.3% | ) | | 2761 | ( | 1.8% | ) |
|
 |
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. ZeroTillage | | 10. DirectSeededRice | | [ 17 others ] |
|
| 129222 | ( | 84.5% | ) | | 13385 | ( | 8.8% | ) | | 7246 | ( | 4.7% | ) | | 991 | ( | 0.6% | ) | | 392 | ( | 0.3% | ) | | 305 | ( | 0.2% | ) | | 271 | ( | 0.2% | ) | | 222 | ( | 0.1% | ) | | 183 | ( | 0.1% | ) | | 182 | ( | 0.1% | ) | | 570 | ( | 0.4% | ) |
|
 |
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 |
 |
142217
(93.0%) |
| plot_area
[numeric] |
| Mean (sd) : 443.3 (2631.8) | | min ≤ med ≤ max: | | 0 ≤ 0.2 ≤ 40000 | | IQR (CV) : 0.9 (5.9) |
|
235 distinct values |
 |
149902
(98.0%) |
| plant_spacing
[integer] |
| Mean (sd) : 16.9 (15.9) | | min ≤ med ≤ max: | | 0 ≤ 10 ≤ 230 | | IQR (CV) : 5 (0.9) |
|
77 distinct values |
 |
150656
(98.5%) |
| 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 |
 |
130109
(85.1%) |
| seed_rate
[numeric] |
| Mean (sd) : 17788 (274533) | | min ≤ med ≤ max: | | -5e+05 ≤ 3000 ≤ 2.1e+07 | | IQR (CV) : 9280 (15.4) |
|
1262 distinct values |
 |
141319
(92.4%) |
| plant_density
[numeric] |
| Mean (sd) : 54656.2 (105424) | | min ≤ med ≤ max: | | 0 ≤ 33088.2 ≤ 1640000 | | IQR (CV) : 18000 (1.9) |
|
7634 distinct values |
 |
139483
(91.2%) |
| cob_density
[numeric] |
| Mean (sd) : 111048.9 (257564.7) | | min ≤ med ≤ max: | | 9 ≤ 23750 ≤ 3340000 | | IQR (CV) : 34940 (2.3) |
|
273 distinct values |
 |
151570
(99.1%) |
| rain
[numeric] |
| Mean (sd) : 919.4 (160.3) | | min ≤ med ≤ max: | | 443.4 ≤ 925.4 ≤ 1325.5 | | IQR (CV) : 178.5 (0.2) |
|
481 distinct values |
 |
149166
(97.5%) |
| 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 |
|
| 138196 | ( | 90.3% | ) | | 103 | ( | 0.1% | ) | | 14 | ( | 0.0% | ) | | 235 | ( | 0.2% | ) | | 29 | ( | 0.0% | ) | | 9269 | ( | 6.1% | ) | | 693 | ( | 0.5% | ) | | 3994 | ( | 2.6% | ) | | 436 | ( | 0.3% | ) |
|
 |
0
(0.0%) |
| herbicide_used
[logical] |
|
|
 |
131787
(86.2%) |
| herbicide_product
[character] |
| 1. (Empty string) | | 2. atrazine | | 3. glyphosate | | 4. none |
|
| 149115 | ( | 97.5% | ) | | 26 | ( | 0.0% | ) | | 676 | ( | 0.4% | ) | | 3152 | ( | 2.1% | ) |
|
 |
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 ] |
|
| 142132 | ( | 92.9% | ) | | 1913 | ( | 1.3% | ) | | 1743 | ( | 1.1% | ) | | 916 | ( | 0.6% | ) | | 847 | ( | 0.6% | ) | | 783 | ( | 0.5% | ) | | 673 | ( | 0.4% | ) | | 542 | ( | 0.4% | ) | | 391 | ( | 0.3% | ) | | 307 | ( | 0.2% | ) | | 2722 | ( | 1.8% | ) |
|
 |
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% | ) |
|
 |
130109
(85.1%) |
| herbicide_amount
[integer] |
1 distinct value |
|
 |
152943
(100.0%) |
| weeding_done
[logical] |
|
|
 |
141885
(92.8%) |
| 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% | ) |
|
 |
129997
(85.0%) |
| 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 ] |
|
| 152855 | ( | 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 |
|
| 130023 | ( | 85.0% | ) | | 31 | ( | 0.0% | ) | | 51 | ( | 0.0% | ) | | 5 | ( | 0.0% | ) | | 3390 | ( | 2.2% | ) | | 6046 | ( | 4.0% | ) | | 12090 | ( | 7.9% | ) | | 1333 | ( | 0.9% | ) |
|
 |
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 |
 |
152697
(99.8%) |
| insecticide_used
[logical] |
|
|
 |
126670
(82.8%) |
| 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 ] |
|
| 146757 | ( | 95.9% | ) | | 391 | ( | 0.3% | ) | | 338 | ( | 0.2% | ) | | 237 | ( | 0.2% | ) | | 196 | ( | 0.1% | ) | | 181 | ( | 0.1% | ) | | 180 | ( | 0.1% | ) | | 152 | ( | 0.1% | ) | | 140 | ( | 0.1% | ) | | 118 | ( | 0.1% | ) | | 4279 | ( | 2.8% | ) |
|
 |
0
(0.0%) |
| pest_severity
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 130110 | ( | 85.1% | ) | | 925 | ( | 0.6% | ) | | 6952 | ( | 4.5% | ) | | 5996 | ( | 3.9% | ) | | 8986 | ( | 5.9% | ) |
|
 |
0
(0.0%) |
| fungicide_used
[logical] |
|
|
 |
136056
(88.9%) |
| disease_severity
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 130110 | ( | 85.1% | ) | | 448 | ( | 0.3% | ) | | 6808 | ( | 4.5% | ) | | 4500 | ( | 2.9% | ) | | 11103 | ( | 7.3% | ) |
|
 |
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 |
 |
152897
(100.0%) |
| seed_source
[character] |
| 1. (Empty string) | | 2. Cooperative | | 3. GovernmentKVKSAU | | 4. NeighborRelative | | 5. Other | | 6. PvtSeedDealer | | 7. SelfSaved |
|
| 130109 | ( | 85.1% | ) | | 684 | ( | 0.4% | ) | | 856 | ( | 0.6% | ) | | 784 | ( | 0.5% | ) | | 13 | ( | 0.0% | ) | | 17637 | ( | 11.5% | ) | | 2886 | ( | 1.9% | ) |
|
 |
0
(0.0%) |
| crop_cut
[logical] |
|
|
 |
124506
(81.4%) |
| 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 |
 |
133254
(87.1%) |
| previous_crop_burnt
[logical] |
|
|
 |
130798
(85.5%) |
| crop_price
[numeric] |
| Mean (sd) : 1519.5 (389.4) | | min ≤ med ≤ max: | | 0 ≤ 1500 ≤ 17352 | | IQR (CV) : 300 (0.3) |
|
268 distinct values |
 |
130035
(85.0%) |
| flood_stress
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 138748 | ( | 90.7% | ) | | 334 | ( | 0.2% | ) | | 1813 | ( | 1.2% | ) | | 1837 | ( | 1.2% | ) | | 10237 | ( | 6.7% | ) |
|
 |
0
(0.0%) |
| drought_stress
[character] |
| 1. (Empty string) | | 2. high | | 3. low | | 4. medium | | 5. none |
|
| 131051 | ( | 85.7% | ) | | 1211 | ( | 0.8% | ) | | 5429 | ( | 3.5% | ) | | 5838 | ( | 3.8% | ) | | 9440 | ( | 6.2% | ) |
|
 |
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 ] |
|
| 129640 | ( | 84.7% | ) | | 12252 | ( | 8.0% | ) | | 6739 | ( | 4.4% | ) | | 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. female | | 3. Female | | 4. male | | 5. Male |
|
| 151711 | ( | 99.2% | ) | | 108 | ( | 0.1% | ) | | 6 | ( | 0.0% | ) | | 1078 | ( | 0.7% | ) | | 66 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| striga_damage
[logical] |
|
|
 |
150445
(98.3%) |
| house_distance
[numeric] |
| Mean (sd) : 6.9 (11.4) | | min ≤ med ≤ max: | | 0 ≤ 4 ≤ 210 | | IQR (CV) : 9 (1.7) |
|
50 distinct values |
 |
150887
(98.6%) |
| country
[character] |
| 1. Mali | | 2. Ethiopia | | 3. India | | 4. Tanzania | | 5. Kenya | | 6. Burkina Faso | | 7. Rwanda | | 8. Niger | | 9. Madagascar | | 10. Vietnam | | [ 29 others ] |
|
| 27384 | ( | 17.9% | ) | | 27126 | ( | 17.7% | ) | | 26131 | ( | 17.1% | ) | | 13732 | ( | 9.0% | ) | | 11283 | ( | 7.4% | ) | | 6771 | ( | 4.4% | ) | | 4793 | ( | 3.1% | ) | | 4232 | ( | 2.8% | ) | | 3803 | ( | 2.5% | ) | | 3373 | ( | 2.2% | ) | | 24341 | ( | 15.9% | ) |
|
 |
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 | | [ 217 others ] |
|
| 53898 | ( | 35.2% | ) | | 12934 | ( | 8.5% | ) | | 5610 | ( | 3.7% | ) | | 4503 | ( | 2.9% | ) | | 4408 | ( | 2.9% | ) | | 4022 | ( | 2.6% | ) | | 2155 | ( | 1.4% | ) | | 1894 | ( | 1.2% | ) | | 1810 | ( | 1.2% | ) | | 1762 | ( | 1.2% | ) | | 59973 | ( | 39.2% | ) |
|
 |
0
(0.0%) |
| adm2
[character] |
| 1. (Empty string) | | 2. Jimma | | 3. Maharajganj | | 4. Chandauli | | 5. Nalanda | | 6. Mayurbhanj | | 7. EastChamparan | | 8. Siddharthnagar | | 9. Gazipur | | 10. Muzaffarpur | | [ 490 others ] |
|
| 117461 | ( | 76.8% | ) | | 945 | ( | 0.6% | ) | | 614 | ( | 0.4% | ) | | 592 | ( | 0.4% | ) | | 590 | ( | 0.4% | ) | | 588 | ( | 0.4% | ) | | 585 | ( | 0.4% | ) | | 583 | ( | 0.4% | ) | | 582 | ( | 0.4% | ) | | 572 | ( | 0.4% | ) | | 29857 | ( | 19.5% | ) |
|
 |
0
(0.0%) |
| adm3
[character] |
| 1. (Empty string) | | 2. Bako Tibe | | 3. Agrary | | 4. Gobu sayo | | 5. Sekoru | | 6. Kersa | | 7. Omo Nada | | 8. Tiro Afeta | | 9. Kharagpur | | 10. Bhabua | | [ 1193 others ] |
|
| 121074 | ( | 79.1% | ) | | 578 | ( | 0.4% | ) | | 514 | ( | 0.3% | ) | | 371 | ( | 0.2% | ) | | 279 | ( | 0.2% | ) | | 240 | ( | 0.2% | ) | | 216 | ( | 0.1% | ) | | 210 | ( | 0.1% | ) | | 183 | ( | 0.1% | ) | | 170 | ( | 0.1% | ) | | 29134 | ( | 19.0% | ) |
|
 |
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 ] |
|
| 149132 | ( | 97.5% | ) | | 120 | ( | 0.1% | ) | | 108 | ( | 0.1% | ) | | 96 | ( | 0.1% | ) | | 96 | ( | 0.1% | ) | | 90 | ( | 0.1% | ) | | 90 | ( | 0.1% | ) | | 80 | ( | 0.1% | ) | | 78 | ( | 0.1% | ) | | 78 | ( | 0.1% | ) | | 3001 | ( | 2.0% | ) |
|
 |
0
(0.0%) |
| location
[character] |
| 1. (Empty string) | | 2. Ambohimiarina | | 3. Phu_binh | | 4. Antsahamamy | | 5. Sourou | | 6. Ambohitsilaozana | | 7. Basona_worena | | 8. Mai_son | | 9. Sinana | | 10. West_gonja | | [ 5733 others ] |
|
| 82229 | ( | 53.8% | ) | | 1584 | ( | 1.0% | ) | | 1333 | ( | 0.9% | ) | | 977 | ( | 0.6% | ) | | 842 | ( | 0.6% | ) | | 757 | ( | 0.5% | ) | | 726 | ( | 0.5% | ) | | 622 | ( | 0.4% | ) | | 598 | ( | 0.4% | ) | | 508 | ( | 0.3% | ) | | 62793 | ( | 41.0% | ) |
|
 |
0
(0.0%) |
| site
[character] |
| 1. (Empty string) | | 2. Iditima | | 3. Mikoroshini | | 4. Udagut | | 5. Kasama | | 6. Kitichi | | 7. Lunyanywi | | 8. Mashua | | 9. Gehandu | | 10. Idunda | | [ 223 others ] |
|
| 150182 | ( | 98.2% | ) | | 48 | ( | 0.0% | ) | | 48 | ( | 0.0% | ) | | 48 | ( | 0.0% | ) | | 44 | ( | 0.0% | ) | | 42 | ( | 0.0% | ) | | 42 | ( | 0.0% | ) | | 42 | ( | 0.0% | ) | | 38 | ( | 0.0% | ) | | 36 | ( | 0.0% | ) | | 2399 | ( | 1.6% | ) |
|
 |
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 |
 |
111683
(73.0%) |
| geo_from_source
[logical] |
|
|
 |
3221
(2.1%) |
| elevation
[numeric] |
| Mean (sd) : 986.7 (812.1) | | min ≤ med ≤ max: | | -1932 ≤ 811.8 ≤ 8234.2 | | IQR (CV) : 1277.5 (0.8) |
|
29272 distinct values |
 |
101481
(66.3%) |
| depth_top
[integer] |
1 distinct value |
|
 |
152587
(99.8%) |
| depth_bottom
[integer] |
1 distinct value |
|
|
152587
(99.8%) |
| soil_type
[character] |
| 1. (Empty string) | | 2. Clay_loam | | 3. hillside | | 4. Loam soil | | 5. lowland | | 6. Sand | | 7. Sandy Loam |
|
| 149030 | ( | 97.4% | ) | | 122 | ( | 0.1% | ) | | 857 | ( | 0.6% | ) | | 2 | ( | 0.0% | ) | | 2946 | ( | 1.9% | ) | | 4 | ( | 0.0% | ) | | 8 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| soil_pH
[numeric] |
| Mean (sd) : 6.1 (0.6) | | min ≤ med ≤ max: | | 4.6 ≤ 6.1 ≤ 8.6 | | IQR (CV) : 0.6 (0.1) |
|
903 distinct values |
 |
150274
(98.2%) |
| soil_SOC
[numeric] |
| Mean (sd) : 1.3 (1.5) | | min ≤ med ≤ max: | | 0.3 ≤ 0.9 ≤ 11.5 | | IQR (CV) : 0.5 (1.1) |
|
449 distinct values |
 |
151976
(99.4%) |
| soil_texture
[character] |
| 1. (Empty string) | | 2. Heavy | | 3. Light | | 4. Medium |
|
| 130109 | ( | 85.1% | ) | | 2824 | ( | 1.8% | ) | | 2124 | ( | 1.4% | ) | | 17912 | ( | 11.7% | ) |
|
 |
0
(0.0%) |
| soil_N
[numeric] |
| Mean (sd) : 224.4 (323.9) | | min ≤ med ≤ max: | | 0 ≤ 0.1 ≤ 1930.3 | | IQR (CV) : 434.7 (1.4) |
|
882 distinct values |
 |
150472
(98.4%) |
| soil_K
[numeric] |
| Mean (sd) : 123.8 (98.6) | | min ≤ med ≤ max: | | 10 ≤ 94.9 ≤ 809.4 | | IQR (CV) : 86.7 (0.8) |
|
909 distinct values |
 |
150274
(98.2%) |
| soil_P_total
[numeric] |
| Mean (sd) : 6 (6.3) | | min ≤ med ≤ max: | | 0.4 ≤ 4.1 ≤ 59.4 | | IQR (CV) : 3.5 (1.1) |
|
378 distinct values |
 |
152359
(99.6%) |
| soil_Ca
[numeric] |
| Mean (sd) : 757 (734.8) | | min ≤ med ≤ max: | | 15.4 ≤ 550.1 ≤ 6776 | | IQR (CV) : 628.2 (1) |
|
907 distinct values |
 |
150341
(98.3%) |
| soil_Mg
[numeric] |
| Mean (sd) : 144.7 (139.4) | | min ≤ med ≤ max: | | 3.1 ≤ 98.4 ≤ 1407.5 | | IQR (CV) : 123.5 (1) |
|
908 distinct values |
 |
150572
(98.4%) |
| soil_B
[numeric] |
| Mean (sd) : 0.1 (0.2) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 1.1 | | IQR (CV) : 0.1 (1.9) |
|
908 distinct values |
 |
150341
(98.3%) |
| soil_Mn
[numeric] |
| Mean (sd) : 47.6 (25.5) | | min ≤ med ≤ max: | | 5 ≤ 43.2 ≤ 176.8 | | IQR (CV) : 29 (0.5) |
|
908 distinct values |
 |
150341
(98.3%) |
| soil_Fe
[numeric] |
| Mean (sd) : 95.7 (34) | | min ≤ med ≤ max: | | 33.2 ≤ 89.1 ≤ 280.3 | | IQR (CV) : 42.6 (0.4) |
|
908 distinct values |
 |
150341
(98.3%) |
| soil_S
[numeric] |
| Mean (sd) : 10.6 (9.8) | | min ≤ med ≤ max: | | 2.3 ≤ 7.4 ≤ 81.5 | | IQR (CV) : 4.1 (0.9) |
|
874 distinct values |
 |
150537
(98.4%) |
| soil_Zn
[numeric] |
| Mean (sd) : 1 (0.3) | | min ≤ med ≤ max: | | 0.2 ≤ 0.9 ≤ 2.4 | | IQR (CV) : 0.5 (0.3) |
|
906 distinct values |
 |
150341
(98.3%) |
| 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 |
 |
150341
(98.3%) |
| soil_Al
[numeric] |
| Mean (sd) : 830 (352) | | min ≤ med ≤ max: | | 125 ≤ 793.5 ≤ 2613.2 | | IQR (CV) : 438 (0.4) |
|
908 distinct values |
 |
150341
(98.3%) |
| soil_C
[numeric] |
| Mean (sd) : 0.9 (0.6) | | min ≤ med ≤ max: | | 0.2 ≤ 0.7 ≤ 3.8 | | IQR (CV) : 0.6 (0.6) |
|
598 distinct values |
 |
151267
(98.9%) |
| soil_EC
[numeric] |
| Mean (sd) : 26.1 (34.6) | | min ≤ med ≤ max: | | 0.1 ≤ 0.9 ≤ 207 | | IQR (CV) : 46.9 (1.3) |
|
692 distinct values |
 |
152274
(99.5%) |
| soil_color
[character] |
| 1. (Empty string) | | 2. Black | | 3. Brown | | 4. Other | | 5. Red |
|
| 152897 | ( | 100.0% | ) | | 1 | ( | 0.0% | ) | | 36 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) | | 34 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| soil_quality
[character] |
| 1. (Empty string) | | 2. High | | 3. Low | | 4. Medium |
|
| 130109 | ( | 85.1% | ) | | 2434 | ( | 1.6% | ) | | 920 | ( | 0.6% | ) | | 19506 | ( | 12.8% | ) |
|
 |
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 |
|
| 126189 | ( | 82.5% | ) | | 38 | ( | 0.0% | ) | | 857 | ( | 0.6% | ) | | 2946 | ( | 1.9% | ) | | 3572 | ( | 2.3% | ) | | 16610 | ( | 10.9% | ) | | 69 | ( | 0.0% | ) | | 2397 | ( | 1.6% | ) | | 291 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
| hhid
[character] |
| 1. (Empty string) | | 2. 150101088803105056 | | 3. 120301088800404016 | | 4. 130101088800407024 | | 5. 71003088801004056 | | 6. 150101088802010048 | | 7. 71003088801004072 | | 8. 71801088801406008 | | 9. 70205088801202080 | | 10. 71104088800912016 | | [ 8626 others ] |
|
| 111683 | ( | 73.0% | ) | | 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% | ) | | 40889 | ( | 26.7% | ) |
|
 |
0
(0.0%) |
| 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 |
 |
119035
(77.8%) |
| land_ownedby
[character] |
| 1. (Empty string) | | 2. Amortizing owner | | 3. Leasehold tenant | | 4. Mortgaged | | 5. Owner | | 6. Share tenant |
|
| 152844 | ( | 99.9% | ) | | 44 | ( | 0.0% | ) | | 47 | ( | 0.0% | ) | | 5 | ( | 0.0% | ) | | 28 | ( | 0.0% | ) | | 1 | ( | 0.0% | ) |
|
 |
0
(0.0%) |
| plot_id.1
[numeric] |
| Mean (sd) : 6.1 (10.9) | | min ≤ med ≤ max: | | 1 ≤ 4 ≤ 100 | | IQR (CV) : 4 (1.8) |
|
94 distinct values |
 |
151003
(98.7%) |
| plot_size
[numeric] |
| Mean (sd) : 19.2 (163.8) | | min ≤ med ≤ max: | | 0 ≤ 1 ≤ 2867.7 | | IQR (CV) : 2 (8.5) |
|
3785 distinct values |
 |
128957
(84.3%) |
| 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 |
 |
152671
(99.8%) |