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vykrum
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arch-regression-dataset

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id
int64
1
128
room_depth
float64
6.11
23.8
room_width
float64
6.05
21.8
aspect_ratio
float64
0.36
3.71
wwr
float64
0.2
0.8
louver_angle
float64
2.5
69.2
overhang_depth
float64
0.08
2.19
orientation_azimuth
float64
-70.4
73
glazing_u_val
float64
1
3
actual_sda_percent
float64
15.1
52.5
pred_sda_percent
float64
15.9
53.2
residual_sda_percent
float64
-2.2
2.2
actual_cooling_load
float64
64
132
pred_cooling_load
float64
63.2
130
residual_cooling_load
float64
-2.6
2.6
actual_peak_stress
float64
13.5
79.4
pred_peak_stress
float64
12.4
78.5
residual_peak_stress
float64
-1.6
1.6
actual_embodied_carbon
float64
223
513
pred_embodied_carbon
float64
226
513
residual_embodied_carbon
float64
-4.7
4.7
1
18.03
8.25
2.19
0.28
36.6
0.37
-35.6
2.45
23.1
21.6
1.5
90.6
89.2
1.4
45.4
45.4
0
330.4
329.3
1.1
2
10.68
14.28
0.75
0.22
57
1.27
-15.4
1.3
17.3
18.2
-0.9
64.1
64.3
-0.2
30.3
31
-0.7
308
311.9
-3.9
3
18.47
14.26
1.3
0.31
2.9
0.68
12.5
2.64
22.2
22.4
-0.2
99.6
100.9
-1.3
48
46.9
1.1
346.5
342.2
4.3
4
20.07
16.02
1.25
0.27
17.5
1.7
-31.6
2.3
19
17
2
90.2
90.3
-0.1
53.5
53.2
0.3
400.9
402.1
-1.2
5
9.93
6.21
1.6
0.42
18.7
0.15
32.7
1.14
36
33.8
2.2
77.7
77.4
0.3
21.7
21.7
0
270.9
274
-3.1
6
6.23
6.05
1.03
0.24
45.8
0.08
62
2.86
26
25.4
0.6
83.2
80.8
2.4
13.5
12.4
1.1
222.9
225.7
-2.8
7
15.58
12.41
1.26
0.38
63.5
1.29
35.3
1.04
22.6
24.7
-2.1
68.3
69.4
-1.1
36.2
34.9
1.3
353.3
351.7
1.6
8
19.97
8.38
2.38
0.28
15.1
1.3
1.9
2.97
23.8
24.6
-0.8
101.2
100.1
1.1
55.1
56.7
-1.6
387.8
383.3
4.5
9
12.22
20.87
0.59
0.22
15.4
0.58
-69.2
1.43
24.8
24.4
0.4
65.4
68
-2.6
57.3
56
1.3
361
359.3
1.7
10
19.52
19.21
1.02
0.21
2.9
1.85
59.4
1.48
22.4
24
-1.6
73.1
73.3
-0.2
52.9
53.3
-0.4
381.2
379.3
1.9
11
9.29
6.47
1.44
0.34
65.3
2.17
42.2
1.27
21.9
20.5
1.4
64.3
64.6
-0.3
20
20.7
-0.7
319
319.9
-0.9
12
13.05
20.09
0.65
0.47
24.4
2.12
-5.5
2.09
29.3
30.7
-1.4
91
89
2
54.7
53.7
1
452.8
454.9
-2.1
13
13.27
15.45
0.86
0.44
8.7
2
69.6
2.78
25.2
24.5
0.7
104.3
104.9
-0.6
39.3
40.3
-1
389.3
387.2
2.1
14
12.11
14.41
0.84
0.68
17.3
1.95
24.7
1.38
33.2
32
1.2
100.7
101.4
-0.7
33.9
33.6
0.3
420.6
424.2
-3.6
15
20.02
21.25
0.94
0.77
32.7
1.96
70.4
1.31
29.7
28.4
1.3
106
106
0
65.1
63.9
1.2
513.1
511.7
1.4
16
15.38
17.53
0.88
0.32
37.1
1.74
12.3
1.4
24.7
22.7
2
71.3
69.8
1.5
43.8
42.7
1.1
375.3
373.1
2.2
17
21.88
13.52
1.62
0.42
31.8
1.68
24.4
3
22.1
23.7
-1.6
107.2
105.6
1.6
66.9
67.2
-0.3
448.6
447.5
1.1
18
23.21
7.26
3.2
0.48
61.6
0.69
62.9
2.76
23.7
21.5
2.2
103.2
103.6
-0.4
70.7
72
-1.3
442.9
444.6
-1.7
19
17.8
21.75
0.82
0.38
65.8
1.65
-70.4
1.68
20
17.9
2.1
81
81.1
-0.1
63.7
63.2
0.5
433.3
434.3
-1
20
17.59
15.69
1.12
0.39
46.6
0.22
-54.6
2.69
23.8
26
-2.2
95.9
93.3
2.6
45.6
45.1
0.5
337.7
334.7
3
21
17.59
7.74
2.27
0.77
12.6
1.44
-45.2
2.28
36.9
38.5
-1.6
121.5
122.1
-0.6
47.4
47.2
0.2
443.8
446.6
-2.8
22
15.98
14.6
1.09
0.6
28.8
1.44
71.2
2.39
29
28.2
0.8
107.7
109.3
-1.6
41.2
40.6
0.6
402.5
404.9
-2.4
23
14.13
21.84
0.65
0.5
60.2
0.09
-13
1.84
24
24.3
-0.3
85.6
83
2.6
67.3
67.2
0.1
406.9
406.8
0.1
24
18.86
12.62
1.49
0.26
13.2
1.75
-5.5
2.81
23.8
23.8
0
93.4
95.7
-2.3
51.3
51.7
-0.4
385.1
388.4
-3.3
25
15.09
11.19
1.35
0.24
7.6
1.99
18.8
2.84
21.6
20
1.6
91.3
89.4
1.9
34.5
33.3
1.2
340.1
341.6
-1.5
26
6.39
9.77
0.65
0.75
57.9
1.82
-15.2
2.2
29.9
31.2
-1.3
97.5
97.7
-0.2
21.7
20.1
1.6
390
386.1
3.9
27
15.55
18.59
0.84
0.51
50.4
1.98
26.6
2.78
22.4
22
0.4
105.3
106.8
-1.5
51.6
53
-1.4
435.5
437
-1.5
28
7.61
18.76
0.41
0.76
59.4
0.41
31.8
2.93
39.1
40.5
-1.4
109.9
112
-2.1
51.4
50.7
0.7
431.1
429.8
1.3
29
16.36
20.69
0.79
0.75
4.2
1.86
-22.9
2.7
33.6
31.8
1.8
131.7
129.8
1.9
62.9
62.9
0
501.5
497
4.5
30
15.97
16.51
0.97
0.39
9.1
0.44
37
1.23
27.6
27.4
0.2
79.9
80.2
-0.3
43
43.7
-0.7
334.8
339.5
-4.7
31
14.67
15.9
0.92
0.52
3.1
0.62
56.5
2.85
37.3
39.4
-2.1
111.5
110.1
1.4
39.3
40.4
-1.1
365.4
361.2
4.2
32
20.92
13.26
1.58
0.7
54.8
1.96
-37.5
2.76
21.4
21.9
-0.5
116.7
116.5
0.2
63.2
63.1
0.1
494.8
492.7
2.1
33
12.61
8.24
1.53
0.27
7.7
1.09
1.9
1.7
24.9
25.7
-0.8
74
74.7
-0.7
28.5
28
0.5
305.8
310.2
-4.4
34
12.09
10.56
1.14
0.37
28.7
1.22
-58.5
1.28
29.7
29.2
0.5
76.1
76.6
-0.5
26.5
27.8
-1.3
317.9
321
-3.1
35
8.01
13.57
0.59
0.32
47.7
2.09
-60.2
1.59
24
23.5
0.5
70.6
70.5
0.1
32.5
31.4
1.1
352.1
349.8
2.3
36
14.55
14.4
1.01
0.4
46.3
0.61
-48.8
1.97
23
21.3
1.7
82.9
81.5
1.4
33
33.7
-0.7
323.9
327.6
-3.7
37
6.63
13.06
0.51
0.22
60.3
0.09
-51.9
2.14
23.1
24.7
-1.6
72.8
70.4
2.4
28.6
29.9
-1.3
269.6
265.6
4
38
8.24
21.83
0.38
0.38
8.7
0.59
-63.2
1.3
33.5
31.9
1.6
76.3
77
-0.7
64.4
63.1
1.3
404.6
406.7
-2.1
39
21.93
15.08
1.45
0.41
34.1
1.11
-69.6
2.89
22.7
23.1
-0.4
103.3
105.4
-2.1
66.8
66.7
0.1
431.9
429.3
2.6
40
17
15.3
1.11
0.31
3.3
0.11
-39.7
2.83
27.8
26
1.8
101.1
103.1
-2
41.2
42.4
-1.2
314.5
313.7
0.8
41
19.06
13.85
1.38
0.3
10
2.15
-3.5
1.41
20.7
20.1
0.6
75.9
74.2
1.7
51.7
52.4
-0.7
398.6
397.3
1.3
42
10.05
17.05
0.59
0.47
64.6
0.08
-68.2
1.5
23
22.8
0.2
76
78.4
-2.4
45.5
44.7
0.8
348.6
349.8
-1.2
43
21.18
7.02
3.02
0.25
12
0.84
-13
2.38
20.9
22.4
-1.5
92.4
91.9
0.5
59.2
60.2
-1
374.2
377.7
-3.5
44
15.67
9.31
1.68
0.55
51.1
1.29
-45.9
2.49
28.6
27.1
1.5
100
99.9
0.1
38.8
39.4
-0.6
386.7
382
4.7
45
15.23
21.14
0.72
0.64
51.7
0.43
-57.9
2.24
30.8
31.4
-0.6
105.1
105.3
-0.2
62.4
62.8
-0.4
431
432.3
-1.3
46
21.84
12.98
1.68
0.22
41.4
2.09
39.1
1.75
18.4
16.5
1.9
77.3
75.2
2.1
62.1
63.4
-1.3
428.8
432.7
-3.9
47
23.2
21.83
1.06
0.6
57.1
0.53
-6.4
1.85
21.9
23.3
-1.4
100.8
103
-2.2
74
75.5
-1.5
463.8
459.6
4.2
48
20.77
7.9
2.63
0.68
37.9
1.08
-69.5
1.86
27.4
28.3
-0.9
104.6
102.7
1.9
61
61.5
-0.5
456.1
452.3
3.8
49
6.19
17.43
0.36
0.64
50.6
2.19
6.7
2.42
32.5
34.4
-1.9
95.6
95.4
0.2
45.7
44.8
0.9
452.2
447.8
4.4
50
7.66
12.7
0.6
0.65
2.5
1.34
72.1
1.62
43.8
43
0.8
102.5
102.6
-0.1
31.6
33.1
-1.5
377.6
373.8
3.8
51
6.74
18.36
0.37
0.66
49.8
1.64
-44.4
2.86
32.3
33.6
-1.3
105.8
103.8
2
49.5
50.7
-1.2
442
437.6
4.4
52
18.19
9.42
1.93
0.37
46.9
0.34
32.8
2.33
24.7
25.6
-0.9
88.5
89.5
-1
47
46.8
0.2
354.5
354.2
0.3
53
17.98
18
1
0.34
57.5
0.3
27.4
2.19
21.7
19.9
1.8
88.4
86.6
1.8
45.4
46.9
-1.5
341.3
341.3
0
54
18.07
13.13
1.38
0.8
19.4
0.43
-28.4
2.21
40.3
39.9
0.4
121.1
120.5
0.6
48.5
47.1
1.4
427.6
423.3
4.3
55
21.34
14.13
1.51
0.43
21.7
1.85
-20.9
1.14
20.9
19.7
1.2
83.3
81.1
2.2
63.3
62.3
1
451.8
456.5
-4.7
56
15.61
17.12
0.91
0.25
14.4
0.98
-36.9
1.71
21.1
21.8
-0.7
74.4
72.1
2.3
42.3
43.3
-1
336.3
338.8
-2.5
57
15.5
14.46
1.07
0.75
3
2.15
22.7
2.6
34.1
34.9
-0.8
124.1
124.6
-0.5
39.3
40.2
-0.9
451.4
447.7
3.7
58
16.86
12.68
1.33
0.47
29.2
1.87
27.2
1.13
27.5
25.9
1.6
84.2
84.2
0
42.4
43.1
-0.7
396.5
399.2
-2.7
59
22.22
9.87
2.25
0.57
33.1
1.82
8.3
2.59
23
24.6
-1.6
111
112.2
-1.2
66
65.7
0.3
476.3
479.6
-3.3
60
21.35
15.39
1.39
0.33
38
1.23
21.7
1.02
21.2
21.6
-0.4
71.1
70.9
0.2
62.6
63.5
-0.9
406.3
406.1
0.2
61
11.24
7.12
1.58
0.51
63.2
0.52
-21.1
2.59
24.4
22.6
1.8
94.9
96.5
-1.6
24.4
24.7
-0.3
308.5
304.9
3.6
62
17.62
16.52
1.07
0.67
21
2.07
61.8
1.27
27.5
27.9
-0.4
96.8
98.8
-2
48.6
47.1
1.5
449.6
448.3
1.3
63
21.92
6.44
3.4
0.74
26.9
0.12
24.5
2.05
36.7
38.2
-1.5
116.4
114.1
2.3
66.6
65.4
1.2
460.4
462.8
-2.4
64
12.67
12.76
0.99
0.4
32.6
0.95
45.9
2.76
27.9
27
0.9
97.4
95.6
1.8
30.2
31.5
-1.3
324.7
323.2
1.5
65
15.5
18.29
0.85
0.74
51.6
1.48
42.3
1.76
27
24.8
2.2
100.6
98.6
2
49.1
50.6
-1.5
456.3
459.9
-3.6
66
17.15
6.19
2.77
0.32
58.9
1.69
-4.6
1.99
19.7
21.8
-2.1
81.8
79.2
2.6
43.3
43.6
-0.3
376.9
380.7
-3.8
67
20.05
15.67
1.28
0.64
34.4
2.11
-31.2
1.79
25.3
24.5
0.8
106.6
109.1
-2.5
56.5
55.9
0.6
468.7
466.9
1.8
68
17.73
20.86
0.85
0.59
30.2
2.08
-53.6
2.36
24.1
21.9
2.2
110
107.6
2.4
60
61.4
-1.4
471.7
473.3
-1.6
69
9.99
18.78
0.53
0.43
8.4
1.48
2.4
1.84
31.2
32.8
-1.6
88.4
87
1.4
51
52.2
-1.2
408.6
411.2
-2.6
70
10.5
8.8
1.19
0.53
45.9
1.99
-64
2.82
24.8
26.5
-1.7
103.4
101.3
2.1
23.8
24.6
-0.8
361.4
365.4
-4
71
7.48
13.39
0.56
0.32
45.2
1.64
-46.4
2.67
22.7
22
0.7
87.4
86
1.4
29.9
30.9
-1
339.1
341.2
-2.1
72
15.33
18.71
0.82
0.32
15.6
1.37
53.9
2.32
23.2
22.2
1
90.5
89.5
1
50.1
50.2
-0.1
377.9
378.6
-0.7
73
23.83
16.89
1.41
0.71
65
1.11
39.5
1.84
20.9
19.2
1.7
103.7
103.3
0.4
79.4
78.5
0.9
511.8
513.4
-1.6
74
16.91
7.73
2.19
0.39
10.4
0.52
-29.3
1.64
28.9
31.1
-2.2
84
83.6
0.4
41.3
42.7
-1.4
338.4
337.8
0.6
75
15.78
11.06
1.43
0.7
53.3
1.77
8
2.25
28.6
27.9
0.7
108.5
106.4
2.1
40.6
39.2
1.4
429.2
426.4
2.8
76
21.88
13.21
1.66
0.45
42.6
2.18
-44.2
1.68
20.5
18.8
1.7
88.5
89.4
-0.9
64
65.1
-1.1
473.3
469.4
3.9
77
16.39
13.87
1.18
0.31
48.8
0.09
-59.9
1.29
22.9
20.9
2
69
71.5
-2.5
39
40.5
-1.5
307.1
303.7
3.4
78
19.52
9.91
1.97
0.73
55.2
0.4
70.6
2.55
27.9
25.9
2
111.5
110
1.5
57.6
58.3
-0.7
430
426.5
3.5
79
12.95
18.41
0.7
0.2
17.7
0.84
16.1
1.72
21.8
22.2
-0.4
68.5
69.7
-1.2
45.5
45
0.5
338.2
333.5
4.7
80
23.43
11.88
1.97
0.31
69.2
1.14
-11.1
1.58
15.1
15.9
-0.8
76
77.6
-1.6
71.4
70.2
1.2
431.5
434.7
-3.2
81
8.75
12.99
0.67
0.78
64.9
1.61
-44.1
1.46
29.5
30.9
-1.4
90.2
89.6
0.6
33.3
32.6
0.7
413
412.5
0.5
82
23.47
12.69
1.85
0.7
3.7
0.57
50.7
2.54
36.2
38.3
-2.1
129.5
127.4
2.1
76.3
75.8
0.5
477.4
478.1
-0.7
83
13.82
9.69
1.43
0.74
53
2.1
-29.8
1.08
26.4
27.6
-1.2
91.8
93
-1.2
34.6
34.2
0.4
425.7
422.2
3.5
84
16.09
6.17
2.61
0.43
16.3
0.32
-17
1.69
28.5
27.2
1.3
92.5
91.9
0.6
40.6
42.2
-1.6
332.8
334.1
-1.3
85
14.83
20.39
0.73
0.55
16.2
0.21
-51.2
2.92
37.3
38.3
-1
110.9
113.1
-2.2
60.6
59.2
1.4
399.8
400
-0.2
86
9.41
12.36
0.76
0.36
58.9
0.32
-62.4
1.67
22.4
24.6
-2.2
71.1
69
2.1
25.9
26.5
-0.6
294.1
294.8
-0.7
87
16.5
6.83
2.42
0.33
8.8
0.68
51
1.13
24.4
23.8
0.6
78.8
79.3
-0.5
40.6
41.1
-0.5
329.3
326.6
2.7
88
13.14
10.49
1.25
0.7
48.6
1.78
73
1.91
26.9
25
1.9
100.2
98.4
1.8
32.9
33.2
-0.3
396.7
392
4.7
89
6.11
10.22
0.6
0.66
11.1
1.23
56.7
2.56
51.2
53.2
-2
111.8
109.8
2
22.9
24.2
-1.3
361.5
361.9
-0.4
90
16.73
16.97
0.99
0.2
54.6
1.75
46.1
1.65
21
23
-2
71
69.1
1.9
43.2
42
1.2
352.5
349.2
3.3
91
6.66
13.68
0.49
0.26
24.6
2.12
-24.2
2.44
24
24.1
-0.1
78.9
79.5
-0.6
29.9
31.1
-1.2
335
336.8
-1.8
92
19.13
14.91
1.28
0.37
37.1
2.1
-4.6
2.59
23.2
22.1
1.1
94.8
95.7
-0.9
50.7
51.7
-1
417.9
417.3
0.6
93
23.52
16.35
1.44
0.42
55
1.41
21.3
1.31
20.8
22.6
-1.8
80.5
82.4
-1.9
72.7
72.6
0.1
460.3
457.3
3
94
14.42
13.05
1.1
0.79
18.2
1.88
10.4
2.26
36.5
37
-0.5
120.9
119.6
1.3
37
38.1
-1.1
428.6
426.6
2
95
7.32
20.48
0.36
0.75
6.6
0.8
70.2
2.95
52.5
51.9
0.6
121.3
121.7
-0.4
58.4
58
0.4
455.8
451.8
4
96
10.97
11.08
0.99
0.42
4.7
1.61
-39
1.56
30.1
31.1
-1
87
86.2
0.8
22.5
23.3
-0.8
326.9
326
0.9
97
23.45
10.85
2.16
0.44
43.5
0.29
70.4
1.55
24
22.1
1.9
86.7
86.7
0
73
73.3
-0.3
423.8
421.7
2.1
98
16.09
10.12
1.59
0.37
37.5
0.9
63.5
1.62
26.7
26.3
0.4
77.8
79.3
-1.5
38.7
37.7
1
341
336.4
4.6
99
22.68
9.56
2.37
0.2
68.1
0.17
-34.6
2.22
18.9
17.5
1.4
79.1
76.5
2.6
69.6
68.9
0.7
376.1
373.6
2.5
100
22.19
16.77
1.32
0.41
30.8
0.67
-61.9
2.52
23.5
24.3
-0.8
101.4
102.2
-0.8
66.8
68.3
-1.5
418.2
416.7
1.5