File size: 4,548 Bytes
400be4d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
{
    "L1s": {
        "train": {
            "RMSE": 0.2672551716660757,
            "MAPE": 21056441703.586693,
            "R2": 0.048317695116775194,
            "Pearson": 0.7064804728135563,
            "Spearman": 0.5368849041884625
        },
        "validation": {
            "RMSE": 0.25386505117091474,
            "MAPE": 37205077444.28552,
            "R2": 0.00900626590826914,
            "Pearson": 0.2187400096105629,
            "Spearman": 0.2642592519144069
        },
        "test": {
            "RMSE": 0.26781769641848185,
            "MAPE": 22401445684.838455,
            "R2": -0.07211732400765358,
            "Pearson": 0.1390644148131111,
            "Spearman": 0.008554982659342696
        }
    },
    "L1": {
        "train": {
            "RMSE": 0.17578918122694917,
            "MAPE": 234898295752.5604,
            "R2": 0.06818823722613154,
            "Pearson": 0.8395421459849612,
            "Spearman": 0.6161616034234088
        },
        "validation": {
            "RMSE": 0.151052120119233,
            "MAPE": 239692229526.20575,
            "R2": -0.008621638892329697,
            "Pearson": -0.050836349668987243,
            "Spearman": -0.03843062747309505
        },
        "test": {
            "RMSE": 0.17704784881512825,
            "MAPE": 194590581451.00583,
            "R2": 0.004779615156771055,
            "Pearson": 0.10060453122019634,
            "Spearman": 0.231053724025749
        }
    },
    "L2s": {
        "train": {
            "RMSE": 0.1712643016993939,
            "MAPE": 6949059586.468157,
            "R2": 0.07456902026126899,
            "Pearson": 0.8795317504915198,
            "Spearman": 0.5017534655076061
        },
        "validation": {
            "RMSE": 0.12175034640533922,
            "MAPE": 18809205352.17446,
            "R2": -9.977948640571555e-05,
            "Pearson": 0.11325893948772206,
            "Spearman": 0.16358483030731952
        },
        "test": {
            "RMSE": 0.15512757471880043,
            "MAPE": 21919753014.2612,
            "R2": -0.036894957173560394,
            "Pearson": 0.20198098085406174,
            "Spearman": 0.23427542321841718
        }
    },
    "L2": {
        "train": {
            "RMSE": 0.1547614963675435,
            "MAPE": 85867435490.30977,
            "R2": 0.08056863031826467,
            "Pearson": 0.9160750522209117,
            "Spearman": 0.5081996531251041
        },
        "validation": {
            "RMSE": 0.10398270839630801,
            "MAPE": 104141132654.24904,
            "R2": -0.008446117734339786,
            "Pearson": 0.02747844253337299,
            "Spearman": -0.07298955959453496
        },
        "test": {
            "RMSE": 0.1375241689238638,
            "MAPE": 86758780606.77943,
            "R2": 0.01923256916859939,
            "Pearson": 0.17561865046127623,
            "Spearman": 0.047296810228086864
        }
    },
    "Lpls": {
        "train": {
            "RMSE": 0.40465871786090984,
            "MAPE": 78589275761.94371,
            "R2": 0.3504136057346362,
            "Pearson": 0.8614789776494227,
            "Spearman": 0.8643743055646255
        },
        "validation": {
            "RMSE": 0.505204236577431,
            "MAPE": 116000057518.19147,
            "R2": 0.03755439314688591,
            "Pearson": 0.2025529822213304,
            "Spearman": 0.20513513965642438
        },
        "test": {
            "RMSE": 0.4898566791218801,
            "MAPE": 141603378677.29898,
            "R2": -0.037238682641550724,
            "Pearson": 0.17974914603058118,
            "Spearman": 0.21064688196126574
        }
    },
    "Lpl": {
        "train": {
            "RMSE": 0.24926591602683765,
            "MAPE": 488986133621.71436,
            "R2": 0.10978397736177925,
            "Pearson": 0.8070903009965964,
            "Spearman": 0.7747959073647591
        },
        "validation": {
            "RMSE": 0.2526696659458742,
            "MAPE": 515250471219.3339,
            "R2": -0.013553790390793408,
            "Pearson": 0.0060014656184951935,
            "Spearman": 0.0035901819774956513
        },
        "test": {
            "RMSE": 0.2647038959971215,
            "MAPE": 383903002492.6683,
            "R2": 0.010665552677323054,
            "Pearson": 0.14784903293895374,
            "Spearman": 0.15684573175927666
        }
    }
}