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location_id
int32
latitude
float32
longitude
float32
elevation
float32
time
timestamp[ms]
shortwave_radiation_wattPerSquareMetre
uint16
direct_radiation_wattPerSquareMetre
uint16
diffuse_radiation_wattPerSquareMetre
uint16
direct_normal_irradiance_wattPerSquareMetre
uint16
temperature_2m_celsius
float32
relative_humidity_2m_percentage
uint8
wind_speed_10m_metrePerSecond
float32
surface_pressure_hectopascal
float32
precipitation_millimetre
float32
cloud_cover_percentage
uint8
cloud_cover_low_percentage
uint8
cloud_cover_mid_percentage
uint8
cloud_cover_high_percentage
uint8
snow_depth_metre
float32
snowfall_water_equivalent_millimetre
float32
run_init
timestamp[us]
scraped_at
timestamp[us]
__index_level_0__
int64
1,061,648
-44
92
0
2026-06-29T01:00:00
0
0
0
0
8.8
73
12.54
1,026.5
0.2
92
84
80
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
1
1,061,648
-44
92
0
2026-06-29T02:00:00
6
1
5
20
8.9
73
12.17
1,026.5
0
92
79
49
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
2
1,061,648
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92
0
2026-06-29T03:00:00
48
8
40
58
8.95
75
12.35
1,027.300049
0
90
82
75
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
3
1,061,648
-44
92
0
2026-06-29T04:00:00
91
15
76
58
9.1
79
11.84
1,027.300049
0
100
74
100
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
4
1,061,648
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92
0
2026-06-29T05:00:00
81
9
72
26
9.25
82
12.19
1,027
0
100
85
100
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
5
1,061,648
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92
0
2026-06-29T06:00:00
107
11
96
29
9.35
83
11.85
1,026.599976
0
100
100
51
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
6
1,061,648
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92
0
2026-06-29T07:00:00
191
79
112
209
9.2
78
11.9
1,026.400024
0
68
64
8
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
7
1,061,648
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92
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2026-06-29T08:00:00
160
66
94
200
9.3
80
11.64
1,026.300049
0
100
100
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
8
1,061,648
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92
0
2026-06-29T09:00:00
85
16
69
66
9.1
82
12.71
1,026.5
0
94
94
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
9
1,061,648
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92
0
2026-06-29T10:00:00
32
3
29
26
8.9
79
12.87
1,026.400024
0
94
94
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
10
1,061,648
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92
0
2026-06-29T11:00:00
1
0
1
0
9.1
75
11.14
1,026.400024
0
97
97
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
11
1,061,648
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92
0
2026-06-29T12:00:00
0
0
0
0
9.05
75
13.18
1,026.300049
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89
77
34
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
12
1,061,648
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92
0
2026-06-29T13:00:00
0
0
0
0
9.1
73
11.41
1,025.900024
0
91
91
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
13
1,061,648
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92
0
2026-06-29T14:00:00
0
0
0
0
9.1
82
10.72
1,025.5
0
99
99
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
14
1,061,648
-44
92
0
2026-06-29T15:00:00
0
0
0
0
8.8
75
12.22
1,025.400024
0
52
52
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
15
1,061,648
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92
0
2026-06-29T16:00:00
0
0
0
0
8.8
78
13.75
1,025.099976
0
99
99
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
16
1,061,648
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92
0
2026-06-29T17:00:00
0
0
0
0
8.6
73
13.01
1,025.199951
0
89
89
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
17
1,061,648
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92
0
2026-06-29T18:00:00
0
0
0
0
8.75
75
12.72
1,024.800049
0
95
95
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
18
1,061,648
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92
0
2026-06-29T19:00:00
0
0
0
0
8.65
74
13.88
1,024.5
0
96
96
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
19
1,061,648
-44
92
0
2026-06-29T20:00:00
0
0
0
0
8.95
73
13.65
1,024.099976
0
64
64
0
2
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
20
1,061,648
-44
92
0
2026-06-29T21:00:00
0
0
0
0
9.25
78
13.45
1,023.5
0
48
48
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
21
1,061,648
-44
92
0
2026-06-29T22:00:00
0
0
0
0
9.5
82
14.01
1,023
0
95
84
60
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
22
1,061,648
-44
92
0
2026-06-29T23:00:00
0
0
0
0
9.55
80
14.11
1,022.200012
0
94
52
85
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
23
1,061,648
-44
92
0
2026-06-30T00:00:00
0
0
0
0
9.85
83
14.8
1,021.900024
0
94
90
82
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
24
1,061,648
-44
92
0
2026-06-30T01:00:00
0
0
0
0
10.1
86
14.88
1,021.700012
0
100
100
55
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
25
1,061,648
-44
92
0
2026-06-30T02:00:00
2
0
2
0
10.25
88
14.47
1,021.5
0
100
100
65
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
26
1,061,648
-44
92
0
2026-06-30T03:00:00
26
2
24
14
10.35
89
14.21
1,021.099976
0
97
95
53
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
27
1,061,648
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92
0
2026-06-30T04:00:00
61
2
59
8
10.35
90
13.58
1,021.099976
0
98
96
90
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
28
1,061,648
-44
92
0
2026-06-30T05:00:00
74
2
72
6
10.3
92
14.31
1,020.900024
0
100
100
29
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
29
1,061,648
-44
92
0
2026-06-30T06:00:00
132
18
114
47
10.35
93
14.09
1,020.299988
0
96
91
57
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
30
1,061,648
-44
92
0
2026-06-30T07:00:00
110
10
100
26
10.45
92
13.35
1,020
0
95
87
54
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
31
1,061,648
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92
0
2026-06-30T08:00:00
106
19
87
57
10.55
92
13.11
1,020.299988
0
96
93
49
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
32
1,061,648
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92
0
2026-06-30T09:00:00
78
12
66
50
10.45
92
12.04
1,021
0
93
92
2
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
33
1,061,648
-44
92
0
2026-06-30T10:00:00
24
2
22
17
10.3
93
12.98
1,021.799988
0
100
100
2
0
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0
2026-06-29T00:00:00
2026-07-01T01:58:45
34
1,061,648
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92
0
2026-06-30T11:00:00
1
0
1
0
10.35
92
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1,022.5
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100
100
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
35
1,061,648
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92
0
2026-06-30T12:00:00
0
0
0
0
10.3
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11.45
1,022.900024
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95
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2026-06-29T00:00:00
2026-07-01T01:58:45
36
1,061,648
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92
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2026-06-30T13:00:00
0
0
0
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10.35
93
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1,023.400024
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99
99
0
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2026-06-29T00:00:00
2026-07-01T01:58:45
37
1,061,648
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92
0
2026-06-30T14:00:00
0
0
0
0
10.25
92
11.03
1,023.799988
0
77
76
3
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
38
1,061,648
-44
92
0
2026-06-30T15:00:00
0
0
0
0
10.25
92
10.14
1,023.900024
0
56
56
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
39
1,061,648
-44
92
0
2026-06-30T16:00:00
0
0
0
0
10.25
92
10.74
1,024.199951
0
81
81
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
40
1,061,648
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92
0
2026-06-30T17:00:00
0
0
0
0
10
91
12.03
1,024.300049
0
93
93
2
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
41
1,061,648
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92
0
2026-06-30T18:00:00
0
0
0
0
9.95
89
11.18
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0
89
89
0
0
0
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2026-06-29T00:00:00
2026-07-01T01:58:45
42
1,061,648
-44
92
0
2026-06-30T19:00:00
0
0
0
0
9.95
90
10.34
1,024.400024
0
92
84
62
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
43
1,061,648
-44
92
0
2026-06-30T20:00:00
0
0
0
0
9.9
88
10.5
1,025
0
92
72
69
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
44
1,061,648
-44
92
0
2026-06-30T21:00:00
0
0
0
0
9.9
88
10.55
1,025
0
88
82
23
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
45
1,061,648
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92
0
2026-06-30T22:00:00
0
0
0
0
9.95
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93
86
20
0
0
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2026-06-29T00:00:00
2026-07-01T01:58:45
46
1,061,648
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92
0
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0
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0
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9.85
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11.05
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94
90
10
0
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2026-06-29T00:00:00
2026-07-01T01:58:45
47
1,061,648
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92
0
2026-07-01T00:00:00
0
0
0
0
10.05
88
9.6
1,025.400024
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93
53
0
0
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2026-06-29T00:00:00
2026-07-01T01:58:45
48
1,061,648
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92
0
2026-07-01T01:00:00
0
0
0
0
9.9
89
8.61
1,025.699951
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96
89
59
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
49
1,061,648
-44
92
0
2026-07-01T02:00:00
5
1
4
20
9.95
89
7.71
1,025.5
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89
62
66
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0
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2026-06-29T00:00:00
2026-07-01T01:58:45
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1,061,648
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92
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2026-07-01T03:00:00
69
24
45
173
9.95
89
8.14
1,025.400024
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85
60
61
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
51
1,061,648
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92
0
2026-07-01T04:00:00
136
47
89
182
10
91
8.52
1,025.400024
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93
84
51
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
52
1,061,648
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92
0
2026-07-01T05:00:00
185
72
113
211
10.1
90
7.98
1,024.900024
0
89
74
56
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
53
1,061,648
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92
0
2026-07-01T06:00:00
188
47
141
123
10.1
90
8.57
1,024.400024
0
96
82
84
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
54
1,061,648
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92
0
2026-07-01T07:00:00
134
20
114
53
10.15
91
8.86
1,023.900024
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98
77
92
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
55
1,061,648
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92
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2026-07-01T08:00:00
121
18
103
54
10.2
93
8.36
1,023.5
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94
79
79
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
56
1,061,648
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92
0
2026-07-01T09:00:00
83
19
64
78
10.3
93
8.75
1,023.5
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98
97
50
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0
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2026-06-29T00:00:00
2026-07-01T01:58:45
57
1,061,648
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92
0
2026-07-01T10:00:00
22
1
21
8
10.35
92
8.97
1,023.5
0
100
100
75
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
58
1,061,648
-44
92
0
2026-07-01T11:00:00
1
0
1
0
10.35
92
8.62
1,023.400024
0
98
95
55
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
59
1,061,648
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92
0
2026-07-01T12:00:00
0
0
0
0
10.35
90
8.81
1,023.5
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96
88
89
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
60
1,061,648
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92
0
2026-07-01T13:00:00
0
0
0
0
10.3
91
9.68
1,023.400024
0.1
90
82
41
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
61
1,061,648
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92
0
2026-07-01T14:00:00
0
0
0
0
10.35
89
9.47
1,023.200012
0
71
71
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
62
1,061,648
-44
92
0
2026-07-01T15:00:00
0
0
0
0
10.35
85
9.93
1,022.900024
0
67
67
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
63
1,061,648
-44
92
0
2026-07-01T16:00:00
0
0
0
0
10.2
84
10.99
1,022.700012
0
59
59
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
64
1,061,648
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92
0
2026-07-01T17:00:00
0
0
0
0
10.15
80
11.02
1,022.599976
0
64
64
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
65
1,061,648
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92
0
2026-07-01T18:00:00
0
0
0
0
10.2
80
10.12
1,022.299988
0
16
16
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
66
1,061,648
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0
2026-07-01T19:00:00
0
0
0
0
10.25
84
10.43
1,022.099976
0
47
47
0
0
0
0
2026-06-29T00:00:00
2026-07-01T01:58:45
67
1,061,648
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92
0
2026-07-01T20:00:00
0
0
0
0
10.3
84
10.48
1,022.299988
0
73
73
0
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End of preview. Expand in Data Studio

APAC NWP Forecast — raw per-run parquet (Bronze)

Immutable per-run parquet capture of Asia-Pacific NWP forecasts (JMA MSM, DWD ICON), one file per model run. This is the Bronze layer of the dataset family — the raw export kept exactly as fetched, before it is reshaped into the analysis-ready cube.

Most users want the analysis-ready cube, not this: 👉 jimtseng/apac-nwp-forecast (Silver, Zarr Mode A).

Dataset family

Dataset Format Role
jimtseng/apac-nwp-forecast Zarr cube (Mode A) Analysis-ready Silver — use this
jimtseng/apac-nwp-forecast-raw (this one) per-run parquet Bronze — immutable per-run capture
jimtseng/apac-nwp-forecast-zip per-run .zarr.zip Historical cold archive (the pre–Bronze original)

Time coverage: this Bronze layer accumulates from the go-forward pipeline onward. Historical runs predate it (the old pipeline discarded the parquet after conversion), so the historical original lives in apac-nwp-forecast-zip. Silver spans both.

Layout

data/model=<model>/year=YYYY/month=MM/<run>.parquet
# e.g. data/model=dwd_icon/year=2026/month=07/20260701T00Z.parquet

Hive-style partitioning (model, year, month). Filenames are the model run initialisation time (UTC), e.g. 20260701T00Z = the 00z run of 2026-07-01.

Schema

Long table: one row per (location_id, time), with grid columns latitude, longitude, elevation, provenance run_init / scraped_at, and the weather variables (irradiance, temperature, humidity, wind, pressure, precipitation, cloud cover, and — dwd_icon only — snow). Integer variables (radiation uint16, cloud/humidity uint8) reflect the source quantization; zstd-compressed. The points form a full regular lat/lon grid.

import pandas as pd
from huggingface_hub import hf_hub_download
p = hf_hub_download("jimtseng/apac-nwp-forecast-raw",
                    "data/model=dwd_icon/year=2026/month=07/20260701T00Z.parquet",
                    repo_type="dataset")
df = pd.read_parquet(p)

License & attribution

Data: CC BY 4.0Weather data by Open-Meteo.com, based on open data by JMA (MSM) and DWD (ICON). Please retain this attribution when redistributing or displaying the data.

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