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feature_0
float64 -61.99
16.1
⌀ | feature_1
float64 -61.99
7.34
⌀ | feature_2
float64 -20.18
100
⌀ | feature_3
float64 -4.48
99.1
⌀ | feature_4
float64 -6.71
19.1
⌀ | feature_5
float64 -6.71
6.65
⌀ | feature_6
float64 -8.76
2.8
⌀ | feature_7
float64 -1.19
4.72
⌀ | feature_8
float64 -4.01
1.93
⌀ | feature_9
float64 -7.83
2.28
⌀ | feature_10
float64 -1.87
4.34
⌀ | original_dim0
int64 0
7.66k
| original_dim1
int64 0
1.98k
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
-1.034793 | -1.134345 | -0.216514 | -0.037199 | -0.052414 | 0.879049 | -0.473127 | -0.454288 | 0.225224 | 0.529161 | -0.145051 | 0 | 0 |
-0.985439 | -1.106591 | -0.340084 | -0.037199 | -0.052414 | 0.879049 | -0.547054 | -0.847308 | 0.710784 | 0.711939 | -0.835628 | 0 | 1 |
-1.026567 | -1.115843 | -0.216514 | -0.037199 | -0.052414 | 0.879049 | -0.448006 | -0.857168 | 0.900496 | 0.531909 | 0.062953 | 0 | 2 |
-0.993664 | -1.088089 | -0.340084 | -0.037199 | -0.052414 | 0.879049 | -0.547054 | -0.847308 | 0.710784 | 0.711939 | -0.835628 | 0 | 3 |
-1.010116 | -1.078838 | -0.298894 | -0.037199 | -0.052414 | 0.879049 | -0.408531 | -0.809273 | 0.902167 | 0.673459 | -0.50282 | 0 | 4 |
-0.993664 | -1.106591 | -0.312624 | -0.037199 | -0.052414 | 0.879049 | -0.505425 | -0.890976 | 0.884617 | 0.121002 | 0.279278 | 0 | 5 |
-1.018342 | -1.125094 | -0.243974 | -0.037199 | -0.052414 | 0.879049 | -0.476716 | -0.750109 | 0.690727 | 1.946035 | 1.394185 | 0 | 6 |
-0.993664 | -1.088089 | -0.340084 | -0.037199 | -0.052414 | 0.879049 | 0.364473 | 1.815086 | -1.656009 | 0.618488 | 0.3292 | 0 | 7 |
-1.026567 | -1.106591 | -0.202784 | -0.037199 | -0.052414 | 0.879049 | -0.597296 | -1.014235 | 0.816087 | 0.755915 | 1.019776 | 0 | 8 |
-0.993664 | -1.115843 | -0.298894 | -0.037199 | -0.052414 | 0.879049 | -0.408531 | -0.809273 | 0.902167 | 0.673459 | -0.50282 | 0 | 9 |
-0.820924 | -0.94932 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 10 |
-0.820924 | -0.940069 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.129055 | 1.092437 | -0.998288 | 0.428839 | 0.112875 | 0 | 11 |
-1.018342 | -1.041833 | -0.271434 | -0.037199 | -0.052414 | 0.879049 | -0.597296 | -1.014235 | 0.816087 | 0.755915 | 1.019776 | 0 | 12 |
-0.94431 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.353983 | 0.441629 | -1.024195 | 0.427465 | -0.244894 | 0 | 13 |
-1.067696 | -1.069586 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 1.413806 | 3.599876 | -3.033296 | 1.113226 | -0.93547 | 0 | 14 |
-0.968987 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 15 |
-0.94431 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.175708 | 1.374876 | -1.337595 | 0.107259 | -1.567805 | 0 | 16 |
-0.952536 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.423603 | -0.70644 | 0.700756 | 0.016557 | 1.227781 | 0 | 17 |
-1.043019 | -1.069586 | -0.216514 | -0.037199 | -0.052414 | 0.879049 | -0.705674 | -1.029731 | 0.607989 | 0.874103 | 1.810194 | 0 | 18 |
-1.100599 | -1.09734 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 19 |
-0.936084 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.10421 | 1.191748 | -1.5833 | 0.384862 | -0.020249 | 0 | 20 |
-1.133502 | -1.09734 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.223796 | 1.504474 | -1.436211 | 0.511295 | -0.727465 | 0 | 21 |
-0.862053 | -0.986325 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 22 |
-0.845601 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 23 |
-0.960762 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.282927 | 0.515585 | -0.940622 | 0.269423 | -0.120091 | 0 | 24 |
-1.051245 | -1.09734 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 25 |
-0.94431 | -0.986325 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 26 |
-1.108825 | -1.088089 | -0.257704 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 27 |
-0.94431 | -0.958571 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.515474 | -0.952958 | 0.989919 | -0.10163 | -0.835628 | 0 | 28 |
-0.820924 | -0.967823 | -0.312624 | -0.037199 | -0.052414 | 0.879049 | -0.181008 | 0.582497 | -0.848692 | 0.662465 | 2.126362 | 0 | 29 |
-0.894956 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.208282 | 0.543054 | -0.808577 | 0.805389 | 1.344264 | 0 | 30 |
-0.88673 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.208282 | 0.543054 | -0.808577 | 0.805389 | 1.344264 | 0 | 31 |
-1.043019 | -1.060335 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.315942 | -0.282429 | 0.221045 | 0.08802 | 0.978175 | 0 | 32 |
-1.051245 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 1.325524 | 3.663267 | -3.135255 | -0.021922 | -0.777386 | 0 | 33 |
-1.043019 | -1.060335 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 34 |
-0.845601 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.129055 | 1.092437 | -0.998288 | 0.428839 | 0.112875 | 0 | 35 |
-0.894956 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 36 |
-0.919633 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 37 |
-0.911407 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.26399 | 1.717183 | -1.74794 | 0.956559 | 0.969855 | 0 | 38 |
-1.010116 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.551361 | -0.440201 | -0.079818 | 0.794395 | 2.975022 | 0 | 39 |
-1.026567 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.448006 | -0.857168 | 0.900496 | 0.531909 | 0.062953 | 0 | 40 |
-1.026567 | -1.069586 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 41 |
-0.936084 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.423603 | -1.00367 | 1.203031 | 0.093517 | -1.734209 | 0 | 42 |
-1.034793 | -1.069586 | -0.312624 | -0.037199 | -0.052414 | 0.879049 | -0.448006 | -0.857168 | 0.900496 | 0.531909 | 0.062953 | 0 | 43 |
-0.968987 | -1.02333 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 44 |
-0.755118 | -0.94932 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.6784 | -1.067061 | 0.708277 | -0.471309 | -0.394657 | 0 | 45 |
-1.05947 | -1.078838 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 46 |
-1.051245 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 47 |
-0.936084 | -1.069586 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.094604 | 0.991716 | -0.896328 | 1.946035 | 0.969855 | 0 | 48 |
-1.026567 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 49 |
-0.845601 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 50 |
-0.919633 | -1.014079 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 51 |
-1.010116 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 52 |
-0.977213 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.285798 | -0.200726 | 0.236089 | -0.251426 | -0.286495 | 0 | 53 |
-1.043019 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.551361 | -0.440201 | -0.079818 | 0.794395 | 2.975022 | 0 | 54 |
-0.796247 | -0.958571 | -0.285164 | -0.037199 | -0.052414 | 0.879049 | -0.550643 | -1.00367 | 0.951475 | -0.373736 | -0.752426 | 0 | 55 |
-1.010116 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 56 |
-0.952536 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.7674 | -0.742361 | -0.200164 | 0.787524 | 0.969855 | 0 | 57 |
-0.853827 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.589843 | 1.867207 | -1.41699 | 1.14346 | -1.3598 | 0 | 58 |
-0.845601 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 59 |
-1.034793 | -1.088089 | -0.298894 | -0.037199 | -0.052414 | 0.879049 | -0.448006 | -0.857168 | 0.900496 | 0.531909 | 0.062953 | 0 | 60 |
-1.092373 | -1.09734 | -0.216514 | -0.037199 | -0.052414 | 0.879049 | -0.203975 | 0.499385 | -0.682381 | 1.051384 | 0.379121 | 0 | 61 |
-1.05947 | -1.078838 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 62 |
-0.993664 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.597296 | -1.014235 | 0.816087 | 0.755915 | 1.019776 | 0 | 63 |
-0.894956 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.109234 | 1.088211 | -1.55405 | 1.946035 | 2.04316 | 0 | 64 |
-0.968987 | -1.078838 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.336757 | -0.030277 | -0.309644 | -0.47818 | -1.210037 | 0 | 65 |
-1.117051 | -1.106591 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 66 |
-1.026567 | -1.051084 | -0.340084 | -0.037199 | -0.052414 | 0.879049 | -0.597296 | -1.014235 | 0.816087 | 0.755915 | 1.019776 | 0 | 67 |
-1.084148 | -1.09734 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 68 |
-1.043019 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 69 |
-1.034793 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 70 |
-1.026567 | -1.069586 | -0.243974 | -0.037199 | -0.052414 | 0.879049 | -0.473127 | -0.454288 | 0.225224 | 0.529161 | -0.145051 | 0 | 71 |
-1.084148 | -1.115843 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 72 |
-1.108825 | -1.106591 | -0.243974 | -0.037199 | -0.052414 | 0.879049 | 0.248199 | 1.550256 | -1.438719 | 0.772407 | -1.234997 | 0 | 73 |
-1.043019 | -1.02333 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 74 |
-0.993664 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.617834 | 1.912285 | -1.425347 | -0.527654 | -0.328096 | 0 | 75 |
-0.919633 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 76 |
-1.051245 | -1.02333 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 77 |
-1.010116 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.448006 | -0.857168 | 0.900496 | 0.531909 | 0.062953 | 0 | 78 |
-0.837375 | -0.940069 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.208282 | 0.543054 | -0.808577 | 0.805389 | 1.344264 | 0 | 79 |
-0.968987 | -1.02333 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.058275 | 1.048063 | -1.271572 | 1.946035 | 0.969855 | 0 | 80 |
-1.034793 | -1.060335 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 81 |
-1.00189 | -1.041833 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.597296 | -1.014235 | 0.816087 | 0.755915 | 1.019776 | 0 | 82 |
-0.927859 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.551361 | -0.440201 | -0.079818 | 0.794395 | 2.975022 | 0 | 83 |
-0.788021 | -0.921566 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.6784 | -1.067061 | 0.708277 | -0.471309 | -0.394657 | 0 | 84 |
-0.779795 | -0.921566 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.660457 | -1.067061 | 0.759257 | -0.802508 | -0.985391 | 0 | 85 |
-1.051245 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.505867 | 1.861573 | -1.706989 | 1.856707 | -0.203293 | 0 | 86 |
-0.870278 | -0.986325 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.129055 | 1.092437 | -0.998288 | 0.428839 | 0.112875 | 0 | 87 |
-1.034793 | -1.09734 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.090573 | 1.048063 | -1.346788 | 1.842964 | 0.969855 | 0 | 88 |
-0.903181 | -1.004828 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 89 |
-1.117051 | -1.115843 | -0.285164 | -0.037199 | -0.052414 | 0.879049 | 0.191498 | 1.472778 | -1.448747 | 0.140242 | -0.477859 | 0 | 90 |
-0.88673 | -0.977074 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.386005 | 1.833399 | -1.686095 | 0.654219 | -0.602662 | 0 | 91 |
-0.952536 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.184596 | 0.734633 | -1.048432 | 0.832875 | 1.136259 | 0 | 92 |
-0.894956 | -0.995576 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.051097 | 0.994534 | -1.186327 | 1.842964 | 0.969855 | 0 | 93 |
-0.977213 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.124306 | 0.979743 | -1.306673 | 0.140242 | 0.404081 | 0 | 94 |
-1.026567 | -1.051084 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 95 |
-0.878504 | -0.986325 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.129055 | 1.092437 | -0.998288 | 0.428839 | 0.112875 | 0 | 96 |
-0.788021 | -0.884561 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | -0.193927 | -0.572616 | 1.016662 | 0.3134 | -0.219933 | 0 | 97 |
-0.960762 | -1.060335 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.357296 | 1.664358 | -1.447076 | 0.222698 | -0.602662 | 0 | 98 |
-0.919633 | -1.032581 | -0.381274 | -0.037199 | -0.052414 | 0.879049 | 0.129055 | 1.092437 | -0.998288 | 0.428839 | 0.112875 | 0 | 99 |
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AgroFlux: A Spatial-Temporal Benchmark for Carbon and Nitrogen Flux Prediction in Agricultural Ecosystems
This repository contains the official data of paper AgroFlux: A Spatial-Temporal Benchmark for Carbon and Nitrogen Flux Prediction in Agricultural Ecosystems. Please refer to git repo for the usage of this data: https://github.com/qxc101/AgroFlux.git.
Datasets
The benchmark works with several data:
Simulation datasets (T0):
mw: Ecosys simulationsdc: DayCent simulations
Observation datasets (T1):
n2o: Nitrous oxide flux field measurementsco2: Carbon dioxide flux field measurements (includes GPP)
For the processing of this dataset, please refer to the file scale_data_t0.ipynb in the git repo. The notebook file contains visualizations and value checks with actual feature names of all the data provided here.
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