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README.md
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---
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license: mit
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---
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license: mit
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size_categories:
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- n>1T
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---
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# 🌞 SDO ML-Ready Dataset: AIA and HMI Level-1.5
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## Overview
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This dataset provides machine learning (ML)-ready solar data curated from NASA’s Solar Dynamics Observatory (SDO), covering observations from **May 13, 2010, to July 31, 2024**. It includes Level-1.5 processed data from:
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- **Atmospheric Imaging Assembly (AIA)**:
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- **Helioseismic and Magnetic Imager (HMI)**:
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The dataset is designed to facilitate large-scale ML applications in heliophysics, such as solar activity forecasting, unsupervised representation learning, and scientific foundation model development.
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---
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## 📦 Dataset Details
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| Field | Description |
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|------------------------|---------------------------------------------|
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| **Temporal Coverage** | May 13, 2010 – Dec 31, 2024 |
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| **Data Format** | netCDF (`.nc`), float32 |
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| **Temporal Granularity**| 12 minutes |
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| **Data Shape** | `[13, 4096, 4096]` per file |
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| **Channels** | 13 total (AIA EUV ×8 + HMI magnetograms ×5) |
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| **Size per File** | ~570 MB |
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| **Total Size** | ~360TB |
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---
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**Data Variables:**
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```text
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- aia94 (y, x) float32 : AIA 94 Å
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- aia131 (y, x) float32 : AIA 131 Å
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- aia171 (y, x) float32 : AIA 171 Å
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- aia193 (y, x) float32 : AIA 193 Å
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- aia211 (y, x) float32 : AIA 211 Å
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- aia304 (y, x) float32 : AIA 304 Å
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- aia335 (y, x) float32 : AIA 335 Å
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- aia1600 (y, x) float32 : AIA 1600 Å (UV continuum)
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- hmi_m (y, x) float32 : HMI LOS Magnetogram
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- hmi_bx (y, x) float32 : HMI Magnetic Field - x component
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- hmi_by (y, x) float32 : HMI Magnetic Field - y component
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- hmi_bz (y, x) float32 : HMI Magnetic Field - z component
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- hmi_v (y, x) float32 : HMI Doppler Velocity
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test.csv
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335,20110117_1912.nc,1/17/11 19:12,1
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| 338 |
+
336,20110116_0336.nc,1/16/11 03:36,1
|
| 339 |
+
337,20110103_1100.nc,1/3/11 11:00,1
|
| 340 |
+
338,20110108_0548.nc,1/8/11 05:48,1
|
| 341 |
+
339,20110124_1324.nc,1/24/11 13:24,1
|
| 342 |
+
340,20110103_1148.nc,1/3/11 11:48,1
|
| 343 |
+
341,20110102_1812.nc,1/2/11 18:12,1
|
| 344 |
+
342,20110120_1936.nc,1/20/11 19:36,1
|
| 345 |
+
343,20110112_1424.nc,1/12/11 14:24,1
|
| 346 |
+
344,20110117_0836.nc,1/17/11 08:36,1
|
| 347 |
+
345,20110119_1824.nc,1/19/11 18:24,1
|
| 348 |
+
346,20110129_2100.nc,1/29/11 21:00,1
|
| 349 |
+
347,20110124_0412.nc,1/24/11 04:12,1
|
| 350 |
+
348,20110105_0936.nc,1/5/11 09:36,1
|
| 351 |
+
349,20110117_1412.nc,1/17/11 14:12,1
|
| 352 |
+
350,20110126_1536.nc,1/26/11 15:36,1
|
| 353 |
+
351,20110109_2200.nc,1/9/11 22:00,1
|
| 354 |
+
352,20110105_1248.nc,1/5/11 12:48,1
|
| 355 |
+
353,20110103_1012.nc,1/3/11 10:12,1
|
| 356 |
+
354,20110109_1324.nc,1/9/11 13:24,1
|
| 357 |
+
355,20110116_1812.nc,1/16/11 18:12,1
|
| 358 |
+
356,20110110_0536.nc,1/10/11 05:36,1
|
| 359 |
+
357,20110117_0024.nc,1/17/11 00:24,1
|
| 360 |
+
358,20110124_0924.nc,1/24/11 09:24,1
|
| 361 |
+
359,20110122_2236.nc,1/22/11 22:36,1
|
| 362 |
+
360,20110108_1424.nc,1/8/11 14:24,1
|
train.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
val.csv
ADDED
|
@@ -0,0 +1,361 @@
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|
| 1 |
+
,path,timestep,present
|
| 2 |
+
0,20110122_2048.nc,1/22/11 20:48,1
|
| 3 |
+
1,20110116_1000.nc,1/16/11 10:00,1
|
| 4 |
+
2,20110130_2236.nc,1/30/11 22:36,1
|
| 5 |
+
3,20110115_1100.nc,1/15/11 11:00,1
|
| 6 |
+
4,20110105_0512.nc,1/5/11 05:12,1
|
| 7 |
+
5,20110115_0324.nc,1/15/11 03:24,1
|
| 8 |
+
6,20110117_0536.nc,1/17/11 05:36,1
|
| 9 |
+
7,20110113_1000.nc,1/13/11 10:00,1
|
| 10 |
+
8,20110122_1624.nc,1/22/11 16:24,1
|
| 11 |
+
9,20110126_2000.nc,1/26/11 20:00,1
|
| 12 |
+
10,20110124_0500.nc,1/24/11 05:00,1
|
| 13 |
+
11,20110102_0912.nc,1/2/11 09:12,1
|
| 14 |
+
12,20110123_2300.nc,1/23/11 23:00,1
|
| 15 |
+
13,20110130_0448.nc,1/30/11 04:48,1
|
| 16 |
+
14,20110114_0324.nc,1/14/11 03:24,1
|
| 17 |
+
15,20110110_1836.nc,1/10/11 18:36,1
|
| 18 |
+
16,20110127_0648.nc,1/27/11 06:48,1
|
| 19 |
+
17,20110108_2000.nc,1/8/11 20:00,1
|
| 20 |
+
18,20110113_0248.nc,1/13/11 02:48,1
|
| 21 |
+
19,20110116_1436.nc,1/16/11 14:36,1
|
| 22 |
+
20,20110101_0900.nc,1/1/11 09:00,1
|
| 23 |
+
21,20110124_0012.nc,1/24/11 00:12,1
|
| 24 |
+
22,20110128_0236.nc,1/28/11 02:36,1
|
| 25 |
+
23,20110115_0936.nc,1/15/11 09:36,1
|
| 26 |
+
24,20110109_0836.nc,1/9/11 08:36,1
|
| 27 |
+
25,20110110_1900.nc,1/10/11 19:00,1
|
| 28 |
+
26,20110121_2224.nc,1/21/11 22:24,1
|
| 29 |
+
27,20110121_0312.nc,1/21/11 03:12,1
|
| 30 |
+
28,20110127_0300.nc,1/27/11 03:00,1
|
| 31 |
+
29,20110103_2212.nc,1/3/11 22:12,1
|
| 32 |
+
30,20110128_1648.nc,1/28/11 16:48,1
|
| 33 |
+
31,20110128_1836.nc,1/28/11 18:36,1
|
| 34 |
+
32,20110110_2136.nc,1/10/11 21:36,1
|
| 35 |
+
33,20110105_0524.nc,1/5/11 05:24,1
|
| 36 |
+
34,20110120_1536.nc,1/20/11 15:36,0
|
| 37 |
+
35,20110103_0000.nc,1/3/11 00:00,1
|
| 38 |
+
36,20110105_1724.nc,1/5/11 17:24,1
|
| 39 |
+
37,20110110_1548.nc,1/10/11 15:48,1
|
| 40 |
+
38,20110109_1724.nc,1/9/11 17:24,1
|
| 41 |
+
39,20110130_1048.nc,1/30/11 10:48,1
|
| 42 |
+
40,20110103_0648.nc,1/3/11 06:48,1
|
| 43 |
+
41,20110113_0536.nc,1/13/11 05:36,1
|
| 44 |
+
42,20110125_2200.nc,1/25/11 22:00,1
|
| 45 |
+
43,20110130_0024.nc,1/30/11 00:24,1
|
| 46 |
+
44,20110117_1624.nc,1/17/11 16:24,1
|
| 47 |
+
45,20110102_1000.nc,1/2/11 10:00,1
|
| 48 |
+
46,20110113_0836.nc,1/13/11 08:36,1
|
| 49 |
+
47,20110122_0124.nc,1/22/11 01:24,1
|
| 50 |
+
48,20110115_1336.nc,1/15/11 13:36,1
|
| 51 |
+
49,20110115_2036.nc,1/15/11 20:36,1
|
| 52 |
+
50,20110104_0936.nc,1/4/11 09:36,1
|
| 53 |
+
51,20110103_1136.nc,1/3/11 11:36,1
|
| 54 |
+
52,20110102_0000.nc,1/2/11 00:00,1
|
| 55 |
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53,20110123_2148.nc,1/23/11 21:48,1
|
| 56 |
+
54,20110128_1124.nc,1/28/11 11:24,1
|
| 57 |
+
55,20110130_1248.nc,1/30/11 12:48,1
|
| 58 |
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56,20110130_2336.nc,1/30/11 23:36,1
|
| 59 |
+
57,20110110_1024.nc,1/10/11 10:24,1
|
| 60 |
+
58,20110113_0200.nc,1/13/11 02:00,1
|
| 61 |
+
59,20110113_1948.nc,1/13/11 19:48,1
|
| 62 |
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60,20110102_1448.nc,1/2/11 14:48,1
|
| 63 |
+
61,20110126_0424.nc,1/26/11 04:24,1
|
| 64 |
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62,20110111_1536.nc,1/11/11 15:36,1
|
| 65 |
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63,20110114_0100.nc,1/14/11 01:00,1
|
| 66 |
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64,20110119_2348.nc,1/19/11 23:48,1
|
| 67 |
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65,20110105_1448.nc,1/5/11 14:48,1
|
| 68 |
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66,20110123_2012.nc,1/23/11 20:12,1
|
| 69 |
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67,20110111_1636.nc,1/11/11 16:36,1
|
| 70 |
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68,20110124_2224.nc,1/24/11 22:24,1
|
| 71 |
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69,20110125_1100.nc,1/25/11 11:00,1
|
| 72 |
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70,20110127_2112.nc,1/27/11 21:12,0
|
| 73 |
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71,20110127_1748.nc,1/27/11 17:48,0
|
| 74 |
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72,20110125_0400.nc,1/25/11 04:00,1
|
| 75 |
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73,20110116_0000.nc,1/16/11 00:00,1
|
| 76 |
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74,20110103_2036.nc,1/3/11 20:36,1
|
| 77 |
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75,20110109_2124.nc,1/9/11 21:24,1
|
| 78 |
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76,20110109_0100.nc,1/9/11 01:00,1
|
| 79 |
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77,20110114_1724.nc,1/14/11 17:24,1
|
| 80 |
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78,20110122_0336.nc,1/22/11 03:36,1
|
| 81 |
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79,20110105_2248.nc,1/5/11 22:48,1
|
| 82 |
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80,20110130_1036.nc,1/30/11 10:36,1
|
| 83 |
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81,20110117_1900.nc,1/17/11 19:00,1
|
| 84 |
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82,20110111_1236.nc,1/11/11 12:36,1
|
| 85 |
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83,20110118_1424.nc,1/18/11 14:24,1
|
| 86 |
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84,20110130_1136.nc,1/30/11 11:36,1
|
| 87 |
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85,20110103_0512.nc,1/3/11 05:12,1
|
| 88 |
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86,20110102_0724.nc,1/2/11 07:24,1
|
| 89 |
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87,20110123_1736.nc,1/23/11 17:36,1
|
| 90 |
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88,20110121_0812.nc,1/21/11 08:12,1
|
| 91 |
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89,20110105_1236.nc,1/5/11 12:36,1
|
| 92 |
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90,20110129_2224.nc,1/29/11 22:24,1
|
| 93 |
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91,20110117_1336.nc,1/17/11 13:36,1
|
| 94 |
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92,20110127_0212.nc,1/27/11 02:12,1
|
| 95 |
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93,20110114_0824.nc,1/14/11 08:24,1
|
| 96 |
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94,20110110_1048.nc,1/10/11 10:48,1
|
| 97 |
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95,20110122_1948.nc,1/22/11 19:48,1
|
| 98 |
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96,20110122_0248.nc,1/22/11 02:48,1
|
| 99 |
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97,20110125_1636.nc,1/25/11 16:36,1
|
| 100 |
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98,20110101_1736.nc,1/1/11 17:36,1
|
| 101 |
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99,20110109_1348.nc,1/9/11 13:48,1
|
| 102 |
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100,20110122_0424.nc,1/22/11 04:24,1
|
| 103 |
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101,20110108_0124.nc,1/8/11 01:24,1
|
| 104 |
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102,20110118_0924.nc,1/18/11 09:24,1
|
| 105 |
+
103,20110112_2224.nc,1/12/11 22:24,1
|
| 106 |
+
104,20110104_0136.nc,1/4/11 01:36,1
|
| 107 |
+
105,20110103_0436.nc,1/3/11 04:36,1
|
| 108 |
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106,20110110_0212.nc,1/10/11 02:12,1
|
| 109 |
+
107,20110129_0536.nc,1/29/11 05:36,1
|
| 110 |
+
108,20110113_2312.nc,1/13/11 23:12,1
|
| 111 |
+
109,20110129_0248.nc,1/29/11 02:48,1
|
| 112 |
+
110,20110110_0148.nc,1/10/11 01:48,1
|
| 113 |
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111,20110114_0448.nc,1/14/11 04:48,1
|
| 114 |
+
112,20110111_2236.nc,1/11/11 22:36,1
|
| 115 |
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113,20110127_2236.nc,1/27/11 22:36,0
|
| 116 |
+
114,20110124_1700.nc,1/24/11 17:00,1
|
| 117 |
+
115,20110112_2312.nc,1/12/11 23:12,1
|
| 118 |
+
116,20110124_1648.nc,1/24/11 16:48,1
|
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| 360 |
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358,20110111_1748.nc,1/11/11 17:48,1
|
| 361 |
+
359,20110127_1124.nc,1/27/11 11:24,1
|