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Datasets:
CircuitNotion
/
agri-ghg-yield-synthetic

Tasks:
Tabular Regression
Modalities:
Tabular
Formats:
csv
Size:
1K - 10K
Tags:
agriculture
greenhouse-gas
Synthetic
crop-yield
soil
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
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pH
float64
4
9
N
float64
3
99.1
P
float64
2
100
K
float64
20
500
Ca
float64
100
1.92k
OM
float64
0.2
8
CEC
float64
2
34.1
SM
float64
3
60
SS
float64
1.15
8.49
T
float64
5
42
Rainfall
float64
0.6
400
RH
float64
20
91.5
Rad
float64
3
32
WS
float64
0.01
15
WD
float64
0.1
360
Fert
float64
0.5
400
Crop_Yield
float64
150
8.13k
N2O_Emission
float64
0.02
15
CO2_Emission
float64
20
459
CH4_Emission
float64
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10.3
6.6
19.3
2.8
31.6
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5.36
25.02
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25.83
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59.6
14.45
6.74
7.6
282.1
1,341.6
3.7924
53.66
-1.72
6.59
29.5
29
183.8
911
2.11
15.46
26.13
3.03
17.76
137.2
63
23.04
1.77
252
43.4
3,193.2
0.9824
28.56
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6.31
56.8
8
136.1
284.6
5.14
22.97
11.7
5.62
28.5
30.5
67.6
23.41
1.63
272.2
44.1
1,048.1
0.4092
72.05
-3.415
5.85
46.9
34
181.6
889.7
3.77
17.27
16.89
3.33
29.64
64.6
37.2
14.11
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119.7
39.5
1,565.7
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6.94
31.4
7.4
94
680.4
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7.32
25.5
4.23
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67.2
15.04
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92.6
83.4
747.2
1.2476
20
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24.3
17.1
227.4
895.4
2.14
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34.87
3.28
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75
11.3
1.11
59.3
244.7
3,550.2
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46.9
13
78.9
319.6
3.94
14.03
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3.45
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35
58.5
19.62
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45.4
1,882.5
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22.5
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410
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18.65
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329
106.2
1,450.9
3.1371
20
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12.6
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257.5
793.7
1.38
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32.91
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155.4
55.1
22.94
1.6
15.6
97.4
3,388.3
1.5509
39.87
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42.4
40.7
182.1
435.6
3.1
16.02
23.19
3.06
18.88
69.6
54.3
21.5
0.42
164.4
140.1
2,766.3
1.4864
46.83
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5.38
26.7
9.2
52.3
828.1
1.09
8.75
17.95
3.27
29.28
66.8
61.1
21.96
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95.2
279.3
1,580.9
3.148
28.61
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35.1
8.7
248.8
237.5
1.56
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681.8
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40.8
171.2
675.9
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80.3
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15.77
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3,158.2
5.6432
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39.5
22
212.9
100
2.86
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63.1
23.62
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180.1
6,782.2
4.5409
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31.7
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56
504
0.75
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25.64
2.61
26.81
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64.2
16.17
6.45
21
186.8
2,835.2
4.2519
21.52
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4.79
27.9
14.3
202.7
508.8
2.97
11.97
43.51
3.45
18.84
193.6
66.9
10.68
1.21
327.8
126.6
3,668.3
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24.25
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32.6
53.6
60.5
1,151
1.96
11.74
25.77
6.39
26.21
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43.5
23.21
2.5
187.8
156.4
1,550.2
3.7288
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7.55
21.2
36.2
205.2
1,336.7
2.04
11.45
24.75
3.73
18.25
58.7
62.1
16.01
2.63
24.8
44.5
1,531.1
0.601
26.9
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5.67
16.8
9.2
158.9
373.3
0.59
5.3
24.21
4.73
29.27
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71.5
24.07
1.44
270.6
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1,163.1
1.2107
20.73
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6.76
24.4
17.3
96.2
661.5
1.76
9.58
49.7
2.37
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279.7
62.2
18.8
5.25
280.8
96.2
2,823.8
5.3307
20
0.698
6.23
25.5
13.9
149.1
366.6
0.83
9.68
26.35
3.92
22.89
20.9
67.3
17.43
6.28
166
121.2
1,919.6
2.0211
20
-1.204
6.48
50.1
14.1
76.3
622.9
4.16
18.93
32.84
3.1
19.91
129.8
47.4
25.93
0.73
352.5
69.1
3,802
3.1648
63.8
-2.753
6.2
18.1
16.2
93.5
896
1.48
11.54
31.46
2.9
31.34
138.3
56.6
12.46
1.75
81.4
47.1
2,938.7
1.3152
75.12
-1.306
6.16
60
3.8
124.1
797.6
3.65
15.8
24.98
2.24
23.07
134.3
50.3
26.24
1.35
303.9
114.8
2,072.4
2.4234
61.3
-1.76
5.73
34.5
6.8
180.4
356.6
2.01
13.88
13.29
3.62
21.43
40
66.8
15.63
2.1
304.7
164.1
1,345
0.9612
20
-1.225
5.53
56
31
89.5
350.5
3.68
18.11
26.24
3.61
21.89
69.5
70.6
19.58
2.64
187.6
99.9
2,916.3
2.0925
80.8
-2.206
7.28
10.2
32.7
137.4
798.1
0.44
2.99
26.13
2.69
27.19
117.2
55.1
19.86
0.45
194.4
56.8
2,313.6
2.0887
20
-1.49
5.06
21.3
16.5
241.9
177.6
1.05
6.29
19.94
3.24
26.19
47.9
65.1
16.71
2.63
40.4
137.7
2,000.3
2.2121
21.63
-1.041
6.39
54.8
12.6
131
704.6
3.53
12.75
16.37
3.57
26.48
62.2
70.4
14.96
8.12
48
206.9
2,164
4.4432
62.16
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13.3
127.2
822.3
4.64
15.6
25.45
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26.58
48.6
53
17.18
5.88
152.2
107.6
1,819.1
1.5142
119.38
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6.36
29.5
40.2
253.3
1,216.1
1.61
17.2
20.94
3.93
36.85
84.4
56.1
13.91
3.05
330.5
228.1
1,817.3
6.2521
71.21
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6.93
26
43.8
106.1
786
1.28
13.11
19.46
3.29
21.56
80.4
62
28.71
0.55
77.2
43.7
2,630.6
0.4903
20
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6.1
3
36.3
101.2
749.7
0.71
9.75
35.51
3.24
20.93
216.6
51.5
16.65
4.76
171
204.1
872.6
3.4355
20
-0.638
6.92
19.2
18.1
265
528.1
0.53
7.03
24.12
3.68
19.12
119
57.2
24.76
1.9
23.1
96.5
3,149.4
1.2668
20
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16.1
12.6
167.4
1,073.8
0.49
3.95
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26
73.9
23.85
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107.7
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1,595.4
1.7693
20
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24.6
122.6
580.7
1.85
6.6
17.78
3.38
30.77
28
47.6
20.93
4.96
133.9
115.3
2,003
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25.3
11.2
155.2
410.2
1.78
9.07
32.57
2.37
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131.4
65.1
18.17
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346.6
145
4,812.5
4.1048
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12.1
16.9
118.9
744
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4.49
17.65
3.15
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19.9
2.48
69.5
103.4
1,633.8
0.686
20
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19
16.6
106.2
774.1
1.16
9.86
44.2
2.37
19.05
269
60.4
21.78
1.38
36.3
122.6
2,929.4
4.8002
20
-1.521
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24.3
15.2
34.7
695.8
1.5
9.27
32.98
1.35
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268.5
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19.36
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127.4
2,431.7
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23.6
9.4
172
165.4
0.42
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28.46
37
70.4
10.93
2.59
187.9
139
1,385.7
1.7185
20
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6.66
29.1
19.5
247.7
414.3
2.07
11.35
29.13
3.66
27.26
98.1
60.8
9.82
4.27
187
149.3
3,950.9
4.1621
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35.9
11.5
142.4
617.8
2.23
6.05
19.66
3.88
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28.3
59.7
26.47
2.83
70.5
93.1
1,883
2.1494
32.88
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7.04
39.6
2.6
331.6
785.8
2.56
11.66
20.89
2.2
25.39
129.8
72.6
5.56
2.38
89.1
109.4
1,706.4
2.5959
68.11
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5.99
32.5
4
141.6
888.2
2.42
12.91
36.58
2.13
24.7
237.2
57.9
19.94
3.89
114.8
93.5
2,391.1
2.0981
64.69
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7.09
37.9
13.5
82
783
1.68
10.2
33.45
4.91
25.31
88.4
44.5
17.98
2.32
3.4
6.1
419.8
0.3714
40.68
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5.19
49.2
6.9
68.3
213
4.13
15.56
26.36
3.41
29.23
57.2
71.4
19.56
3.06
294.1
48.3
1,146.2
1.0041
133.61
-3.558
6.41
22.4
13.6
217.7
795.9
1.32
6.75
40.07
2.6
25.34
105.3
57
13.27
2.02
278.2
194.7
4,161.4
6.9042
30.5
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45.4
4.4
124.6
112.5
2.39
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30.03
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28.07
148.6
66.2
20.59
2.55
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93.5
2,459.6
2.1484
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6.01
23.2
32
54
624.7
0.79
2
27.48
2.41
24.41
149.2
49.7
20.11
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206.7
68.3
4,162.5
1.4937
22.92
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8.58
3
11.8
70
1,038.4
0.78
6.41
18.6
4.34
25.73
57.7
57.6
32
1.53
118.1
45.4
367.4
0.8651
20
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3
21.2
151.9
156.3
0.81
8.92
21.56
3.82
27.79
46.9
42.3
19.84
7.96
9.6
96.6
369.3
0.9007
23.85
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6.1
48.3
34
243
608.4
2.29
9.89
27.01
3.24
15.26
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55.8
25.73
0.79
212.3
84.4
2,760.1
1.0547
32.91
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5.49
24.3
31.5
93.5
100
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3.35
28.75
2.87
22.08
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47.4
11.62
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1,331.7
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20
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34
19.3
152.4
732.5
2.27
14.25
37.04
2.1
21.18
179.2
49.7
24.18
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120.2
14.2
1,823.2
0.3917
37.35
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6.28
18.3
33.4
251.8
641.8
2.34
15.59
17.37
3.67
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60.2
50.8
20.19
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144.3
1,748.2
1.1349
33.02
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5.81
53.2
6.2
415.3
352.8
4.38
16.68
30.2
3.11
22.35
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31.8
20.7
4.85
95.1
127.1
2,282.2
1.8288
94.21
-4.242
7.66
13.4
9.6
113.8
1,202.1
0.76
3.61
24.75
3.91
32.97
103.5
43.9
20.58
0.75
125.7
139.2
1,392.3
4.3886
36.69
-0.979
7.32
18.5
52.5
106.3
1,008.3
0.67
5.71
28.4
4.01
18.81
21.6
60.1
27.45
4.53
168.3
136.7
1,632.1
1.3791
20
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5.64
26.4
19.3
149.9
142.7
1.91
10.96
25.36
4.05
29.81
50.3
56.9
20.25
3.58
271.8
122.5
1,809.8
5.5248
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21.9
148.9
961.5
3.47
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51.19
2.43
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261.3
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15.14
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71.6
109.7
2,326.9
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20
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6.02
33.2
13.6
227.5
681.4
1.85
5.22
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21.99
144.3
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15.81
3.27
254.3
205.8
5,714.8
3.3904
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12.3
162.1
293.4
7.05
29.44
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45
23.24
3.4
347.2
35.9
1,450.3
0.324
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34.6
9.8
101.1
450.8
2.24
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34.75
2.3
27.52
130.2
63.8
21.11
2.26
64.9
171
3,949.7
6.7204
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35.2
23.3
99.7
809
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37.37
2.36
28.27
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57.3
11.31
8.74
182.7
61.7
5,058.9
2.0349
69.64
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7.15
14.2
22.5
119
941.1
1.5
8.92
30.46
3.87
28.76
67.1
50.8
21.64
6.6
130.1
148.2
1,757.8
8.5903
57.13
-2.663
5.7
36.4
24.4
188.5
166.9
2.45
16.25
29.75
4.73
21.91
139.7
56
13.57
4.71
216.2
75.8
4,406
1.3722
53.54
-2.15
7.43
47.3
18.4
52.5
939.7
3.41
14.23
31.84
2.97
21.23
126.4
82
20.79
2.03
317.1
110.8
3,492.5
3.6653
75.76
-2.824
6.51
32.5
7.3
201
296.5
2.01
8.63
19.67
4.74
29.15
28.8
45
15.12
1.87
319.1
228.3
1,215.8
3.157
76.16
-1.537
6.08
55.9
8.3
51.8
698.6
3.22
12.81
21.5
3.57
22.85
67.3
56.4
17.57
3.39
159.5
26.2
1,310.9
0.3229
50.02
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6
30.9
11.1
70
409.5
2
15.87
32.75
1.95
16.35
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67.9
16.08
1.89
272.6
83.1
3,433.4
2.1153
23.44
-1.552
7.8
10.8
32.8
32.4
884.8
0.71
5.73
40.7
1.41
17.2
256.5
51.9
26.64
2.27
184.1
178.4
2,263.1
7.2194
20
-1.34
6.41
20.5
20.3
298.2
421.7
0.61
10.7
28.73
2.48
18.48
145.1
41.2
21.22
4.78
277.9
101
4,091.3
1.1708
20
-0.417
6
35
28
155.1
467.3
2.74
11.38
26.71
5.2
26.98
48.9
47.4
25.42
6.78
318.4
47.4
1,615
0.632
66.8
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7.08
19.6
14.9
179.4
880.3
2.05
6.4
18.27
4.61
24.85
7.7
59.4
32
3.45
256.3
152.2
1,953.8
1.6272
32.69
-1.206
6.87
42.6
23.1
62.1
606.8
3.34
16.79
18
3.33
28.14
43.6
49.8
19.31
3.12
21.9
111.1
1,524.9
0.5332
97.57
-2.282
5.61
52
4.8
157.2
264.8
2.8
11.02
26.04
5.02
21.44
25.2
50.1
26.58
0.55
88.3
127.6
878.1
2.1197
46.51
-1.947
6.4
17.5
11.7
155.6
671.5
0.61
6.85
43.57
2.07
24.95
231.2
69.6
15.28
4.61
282.9
63.9
4,663.4
1.6117
20
-1.272
4.95
35.8
9.4
116.6
211.8
1.35
8.93
17.86
3.88
27.75
14
44
25.44
4.98
7.1
320.6
1,882.4
3.1339
28.46
-1.483
6.37
29.6
55.2
196.1
583.3
0.98
7.7
21.97
3.99
22.14
29.5
51.7
15.01
5.81
186.5
212.5
2,320.6
2.7233
20
-0.615
6.65
50.2
9.9
174
542.4
1.81
14.73
20.72
2.59
26.74
92.9
40
19.13
12.53
219.8
117
3,163.9
3.1842
41.65
-1.902
6.76
34
6.4
131.5
502.7
1.7
10.21
27.3
2.86
20.03
79.3
57.8
21.64
1.83
295.2
79.8
1,965.4
1.5426
27.63
-1.138
5.6
20.7
24.4
174.2
418.4
0.56
6.15
36.81
2.28
21.82
213.3
62.1
22.36
7.42
290.4
45.1
4,573.5
2.5926
20
-1.847
5.81
27.1
24.6
155.5
683.3
1.27
7
36.74
3.48
21.71
121
64.2
12.5
6.91
26.3
138.1
5,185.8
5.3242
27.86
-1.286
6.6
28.7
25.5
243.3
681.7
1.27
9.69
29.95
4.39
16.82
71.2
42.8
14.85
3.16
244.7
117.4
1,945.8
2.3615
20
-1.23
7.4
34.1
12.8
65.8
824.7
2.35
12.87
31.41
2.9
26.92
181.4
56.7
22.03
0.76
284.5
22.4
2,455.5
1.5514
71.97
-1.494
6.47
26.7
22.4
297.5
311.3
1.75
8.41
31.13
4.07
21.18
58.2
41
17.37
6.37
38
78.4
2,184.7
2.0763
36.08
-1.591
5.95
29
21.1
126.8
419.5
1.15
10.51
36.57
3.88
24.07
224.8
57.8
11.97
7.58
174.7
60.4
4,575.5
2.0901
31.6
-2.101
7.18
19.2
5.9
150.2
710
1.03
6.69
18.58
3.19
26.88
38.7
67.8
18.45
1.01
233.8
171.7
1,396.7
2.829
22.04
-1.67
6.5
5
2
56.8
697.2
0.55
7.5
24.82
3.43
26.68
77.1
51.3
18.46
4.33
123.3
62.2
722.9
2.7461
20
-1.259
6.54
29.1
10.6
81.5
697.3
2.73
8.76
20.65
3.92
27.99
9.3
38.2
20.14
2.99
133.4
198.2
1,741.7
3.4423
67.41
-3.025
7.04
53.2
18.5
141.1
1,391.3
2.78
15.62
33.63
5.6
23.41
150.3
50.6
21.71
2.87
37
64.8
4,381.8
1.8963
66.14
-1.776
6.32
44.1
3.9
174.6
540.6
3.52
13.11
35.88
3.91
21.46
89.1
38.8
21.57
0.58
278.8
99.8
1,327.9
1.4898
55.37
-2.538
5.65
32.2
12.6
230.4
664.4
1.22
9.94
42.17
1.66
23.52
225.2
47.3
15.27
6.26
85.4
129.9
5,266.5
4.8725
20
-2.124
6.28
46.6
19
49.9
827.4
4.13
21.05
19
3.46
13.88
65.5
60.7
16.86
2.04
156.6
67.1
1,028
0.4002
31.31
-2.693
7.29
47
19.5
93
1,029.3
2.76
14.06
23.54
3.89
15.32
21.3
37.8
23.9
9.56
185.9
225.3
1,195.9
1.3421
31.76
-1.169
7.91
44.9
47.3
76.6
1,030.3
2.96
16.94
31.82
2.35
16.06
110.4
58.9
16.23
2.39
31.4
31
2,306.6
0.5948
33.14
-1.502
5.43
43.9
24.6
113.3
1,038.9
1.44
5.36
20.87
3.54
18.02
51.5
53.7
17.04
1.83
155.2
274
1,989.4
4.5144
20.9
-1.921
7.71
37.9
2.6
158.1
765.4
1.38
8.15
29.83
4.85
26.4
135.9
51.5
11.53
2.01
54.9
118.9
1,110.1
4.1677
45.22
-0.421
6.11
44
39.2
205.8
697.9
2.56
10.26
17.15
3.83
18.57
39.4
55.3
18.85
2.49
83.7
133
2,339.2
1.5198
27.94
-1.544
End of preview. Expand in Data Studio

Synthetic Crop Yield & GHG Emission Dataset

File: agri_ghg_yield_synthetic_dataset.csv — 6,000 rows, 20 columns

Why synthetic

No single public dataset combines all 18 requested predictors with all 4 targets in a clean, ready-to-train form. The closest real match is USDA GRACEnet / AgCROS, but it's spread across dozens of Excel workbooks per site.

This CSV is generated from real agronomic equations (not random noise) so you can build and test a full ML pipeline today, then swap in or fine-tune against real field data later.

Columns

Column Description Units
pH Soil pH -
N Soil nitrogen mg/kg
P Soil phosphorus mg/kg
K Soil potassium mg/kg
Ca Soil calcium mg/kg
OM Organic matter %
CEC Cation exchange capacity cmol+/kg
SM Soil moisture (volumetric) %
SS Soil salinity dS/m
T Air temperature °C
Rainfall Rainfall (period total) mm
RH Relative humidity %
Rad Solar radiation MJ/m²/day
WS Wind speed m/s
WD Wind direction degrees
Fert Fertilizer N application rate kg N/ha
Crop_Yield Target: crop yield kg/ha
N2O_Emission Target: nitrous oxide flux kg N2O-N/ha
CO2_Emission Target: soil CO2 respiration flux kg CO2-C/ha
CH4_Emission Target: methane flux (negative = net sink) kg CH4/ha

How targets were derived

  • Crop_Yield — Liebig's Law of the Minimum, modulated by weather and stress factors
  • N2O_Emission — IPCC Tier-1 style (~1.25% of N input), amplified by moisture/temp/pH
  • CO2_Emission — Heterotrophic soil respiration (OM, Q10=2.2, moisture curve)
  • CH4_Emission — Upland soils as CH4 sink; switches toward emission above ~45% moisture

Gaussian/lognormal noise mimics measurement variability.

Load with datasets 

from datasets import load_dataset
ds = load_dataset("CircuitNotion/agri-ghg-yield-synthetic")

Related

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Number of rows:
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Total file size:
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Models trained or fine-tuned on CircuitNotion/agri-ghg-yield-synthetic