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sequence_number
int64
1
219
carbon_cold_flag
large_stringclasses
1 value
v_min_kms
int64
272
706
v_max_kms
int64
340
1.04k
is_magnetic_cloud
large_stringclasses
2 values
shock_arrival_utc
timestamp[us, tz=UTC]date
1998-02-17 16:01:00
2011-08-06 05:21:00
icme_start_utc
timestamp[us, tz=UTC]date
1998-02-17 21:59:00
2011-08-07 09:58:00
icme_end_utc
timestamp[us, tz=UTC]date
1998-02-18 08:41:00
2011-08-08 10:02:00
shock_to_start_hours
float64
-0.12
43
icme_duration_hours
float64
2.6
93.6
1
null
370
426
Yes
1998-02-17T16:01:00
1998-02-17T21:59:00
1998-02-18T08:41:00
5.966667
10.7
2
*
298
397
Yes
1998-03-04T22:54:00
1998-03-05T02:27:00
1998-03-06T18:27:00
3.55
40
3
null
300
445
No
1998-03-31T10:30:00
1998-03-31T23:49:00
1998-04-03T17:02:00
13.316667
65.216667
4
null
339
429
No
1998-04-12T02:52:00
1998-04-12T13:30:00
1998-04-14T06:14:00
10.633333
40.733333
5
*
422
684
Yes
1998-05-02T09:25:00
1998-05-02T15:39:00
1998-05-04T14:27:00
6.233333
46.8
6
null
426
896
No
1998-05-04T14:23:00
1998-05-04T23:27:00
1998-05-08T10:29:00
9.066667
83.033333
7
null
359
423
Yes
1998-06-02T20:13:00
1998-06-02T22:15:00
1998-06-03T07:01:00
2.033333
8.766667
8
*
391
541
Yes
1998-06-24T21:16:00
1998-06-25T03:58:00
1998-06-26T03:42:00
6.7
23.733333
9
*
396
510
Yes
1998-06-26T03:41:00
1998-06-26T09:31:00
1998-06-27T07:00:00
5.833333
21.483333
10
null
353
456
Yes
1998-08-01T18:03:00
1998-08-01T17:56:00
1998-08-03T21:43:00
-0.116667
51.783333
11
null
346
439
Yes
1998-08-12T10:15:00
1998-08-12T13:11:00
1998-08-14T01:09:00
2.933333
35.966667
12
*
276
371
Yes
1998-08-20T05:31:00
1998-08-20T16:56:00
1998-08-22T07:19:00
11.416667
38.383333
13
*
428
870
Yes
1998-09-25T11:11:00
1998-09-25T17:59:00
1998-09-27T04:17:00
6.8
34.3
14
*
321
441
Yes
1998-10-19T06:58:00
1998-10-19T15:47:00
1998-10-20T18:41:00
8.816667
26.9
15
null
436
647
No
1998-10-24T00:30:00
1998-10-24T06:48:00
1998-10-25T07:02:00
6.3
24.233333
16
null
409
618
Yes
1998-11-07T19:32:00
1998-11-08T03:34:00
1998-11-08T16:27:00
8.033333
12.883333
17
*
387
651
Yes
1998-11-08T16:15:00
1998-11-09T11:29:00
1998-11-10T17:45:00
19.233333
30.266667
18
*
310
373
No
1999-01-04T12:18:00
1999-01-04T16:08:00
1999-01-05T10:24:00
3.833333
18.266667
19
null
474
711
Yes
1999-01-23T07:44:00
1999-01-23T21:05:00
1999-01-24T05:32:00
13.35
8.45
20
null
377
501
No
1999-02-14T06:50:00
1999-02-14T06:50:00
1999-02-15T02:42:00
0
19.866667
21
null
438
500
No
1999-02-17T08:01:00
1999-02-17T08:01:00
1999-02-17T18:25:00
0
10.4
22
null
363
608
No
1999-02-17T18:24:00
1999-02-17T23:31:00
1999-02-18T14:11:00
5.116667
14.666667
23
null
376
692
No
1999-02-18T14:08:00
1999-02-18T21:54:00
1999-02-21T04:57:00
7.766667
55.05
24
*
368
478
Yes
1999-04-16T22:35:00
1999-04-17T05:58:00
1999-04-18T07:01:00
7.383333
25.05
25
null
336
420
No
1999-05-16T04:16:00
1999-05-16T04:16:00
1999-05-18T12:03:00
0
55.783333
26
null
381
482
No
1999-06-03T08:25:00
1999-06-03T11:03:00
1999-06-04T10:05:00
2.633333
23.033333
27
null
398
885
No
1999-06-27T07:28:00
1999-06-28T10:25:00
1999-06-29T16:05:00
26.95
29.666667
28
null
355
697
No
1999-07-02T12:22:00
1999-07-03T18:40:00
1999-07-06T16:53:00
30.3
70.216667
29
null
334
535
No
1999-07-07T02:13:00
1999-07-07T07:19:00
1999-07-07T14:01:00
5.1
6.7
30
null
390
499
No
1999-07-07T18:21:00
1999-07-07T18:56:00
1999-07-08T15:57:00
0.583333
21.016667
31
*
342
498
No
1999-07-27T11:35:00
1999-07-28T05:14:00
1999-07-29T23:53:00
17.65
42.65
32
*
476
675
No
1999-07-31T01:43:00
1999-07-31T05:28:00
1999-07-31T20:02:00
3.75
14.566667
33
*
425
663
Yes
1999-08-01T05:37:00
1999-08-01T07:33:00
1999-08-02T16:20:00
1.933333
32.783333
34
null
331
469
No
1999-08-02T23:18:00
1999-08-03T04:43:00
1999-08-04T03:55:00
5.416667
23.2
35
*
309
432
Yes
1999-08-09T05:43:00
1999-08-09T07:42:00
1999-08-11T05:38:00
1.983333
45.933333
36
null
369
583
Yes
1999-08-21T10:56:00
1999-08-21T10:56:00
1999-08-23T23:28:00
0
60.533333
37
null
338
385
Yes
1999-09-21T23:58:00
1999-09-21T23:58:00
1999-09-22T23:44:00
0
23.766667
38
null
352
621
No
1999-09-22T23:42:00
1999-09-23T07:24:00
1999-09-23T21:03:00
7.7
13.65
39
*
384
591
Yes
1999-10-21T14:10:00
1999-10-21T20:45:00
1999-10-22T18:35:00
6.583333
21.833333
40
null
403
725
Yes
1999-11-11T12:58:00
1999-11-11T12:58:00
1999-11-14T00:16:00
0
59.3
41
null
384
524
No
1999-11-22T12:39:00
1999-11-22T12:39:00
1999-11-24T16:40:00
0
52.016667
42
null
391
498
No
1999-12-14T10:41:00
1999-12-14T15:40:00
1999-12-15T07:59:00
4.983333
16.316667
43
null
356
463
No
1999-12-27T09:26:00
1999-12-27T23:02:00
1999-12-28T17:07:00
13.6
18.083333
44
null
400
596
No
2000-02-11T14:21:00
2000-02-11T20:06:00
2000-02-12T11:28:00
5.75
15.366667
45
null
508
606
No
2000-02-12T11:31:00
2000-02-13T00:12:00
2000-02-13T12:22:00
12.683333
12.166667
46
*
318
480
Yes
2000-02-21T08:44:00
2000-02-21T17:30:00
2000-02-23T00:00:00
8.766667
30.5
47
null
414
540
No
2000-03-01T13:38:00
2000-03-01T15:07:00
2000-03-02T14:42:00
1.483333
23.583333
48
*
339
394
No
2000-03-19T09:34:00
2000-03-19T13:49:00
2000-03-20T00:50:00
4.25
11.016667
49
null
385
637
No
2000-04-07T04:02:00
2000-04-07T20:30:00
2000-04-08T17:36:00
16.466667
21.1
50
null
408
526
Yes
2000-04-19T07:57:00
2000-04-19T07:57:00
2000-04-20T03:04:00
0
19.116667
51
null
416
532
No
2000-04-24T15:45:00
2000-04-24T16:12:00
2000-04-25T01:58:00
0.45
9.766667
52
*
409
580
No
2000-06-05T02:20:00
2000-06-05T11:40:00
2000-06-07T10:19:00
9.333333
46.65
53
*
407
584
No
2000-06-13T09:45:00
2000-06-14T00:04:00
2000-06-14T18:00:00
14.316667
17.933333
54
null
353
405
No
2000-06-18T19:54:00
2000-06-18T19:54:00
2000-06-19T05:01:00
0
9.116667
55
*
391
625
No
2000-06-24T00:26:00
2000-06-24T19:13:00
2000-06-26T20:23:00
18.783333
49.166667
56
*
318
444
Yes
2000-07-01T12:57:00
2000-07-01T19:19:00
2000-07-03T20:40:00
6.366667
49.35
57
*
409
593
Yes
2000-07-11T23:18:00
2000-07-12T09:34:00
2000-07-13T16:12:00
10.266667
30.633333
58
null
324
453
Yes
2000-07-27T06:42:00
2000-07-27T12:49:00
2000-07-28T18:00:00
6.116667
29.183333
59
*
387
508
No
2000-08-10T16:08:00
2000-08-11T07:19:00
2000-08-12T06:08:00
15.183333
22.816667
60
*
431
726
Yes
2000-08-12T06:10:00
2000-08-12T16:48:00
2000-08-14T09:58:00
10.633333
41.166667
61
*
382
457
No
2000-09-03T09:31:00
2000-09-03T09:31:00
2000-09-04T01:01:00
0
15.5
62
null
361
525
No
2000-09-08T18:25:00
2000-09-09T01:43:00
2000-09-10T22:07:00
7.3
44.4
63
null
455
891
No
2000-09-18T03:45:00
2000-09-18T08:15:00
2000-09-21T11:56:00
4.5
75.683333
64
null
356
482
Yes
2000-10-03T12:08:00
2000-10-03T23:06:00
2000-10-05T14:38:00
10.966667
39.533333
65
null
362
551
Yes
2000-10-05T14:36:00
2000-10-06T00:58:00
2000-10-07T22:54:00
10.366667
45.933333
66
*
321
491
Yes
2000-10-13T09:43:00
2000-10-14T03:45:00
2000-10-15T05:00:00
18.033333
25.25
67
null
339
435
Yes
2000-10-28T21:06:00
2000-10-29T09:03:00
2000-10-30T10:23:00
11.95
25.333333
68
*
410
646
Yes
2000-11-06T21:10:00
2000-11-07T05:25:00
2000-11-08T14:52:00
8.25
33.45
69
null
685
957
No
2000-11-11T16:00:00
2000-11-11T21:48:00
2000-11-12T11:58:00
5.8
14.166667
70
null
466
677
No
2000-11-26T23:22:00
2000-11-27T08:02:00
2000-11-28T16:51:00
8.666667
32.816667
71
null
450
600
Yes
2000-11-28T16:57:00
2000-11-28T23:30:00
2000-11-30T09:58:00
6.55
34.466667
72
null
274
345
No
2000-12-21T22:55:00
2000-12-22T14:42:00
2000-12-23T06:11:00
15.783333
15.483333
73
null
282
340
No
2000-12-23T06:13:00
2000-12-23T11:01:00
2000-12-24T00:03:00
4.8
13.033333
74
null
322
565
No
2001-01-23T22:02:00
2001-01-24T20:43:00
2001-01-26T13:38:00
22.683333
40.916667
75
null
399
530
No
2001-03-03T22:42:00
2001-03-04T16:56:00
2001-03-05T13:38:00
18.233333
20.7
76
null
272
525
Yes
2001-03-19T22:24:00
2001-03-20T05:10:00
2001-03-22T11:22:00
6.766667
54.2
77
null
347
443
Yes
2001-03-27T13:05:00
2001-03-27T16:22:00
2001-03-28T05:15:00
3.283333
12.883333
78
null
389
662
No
2001-03-28T05:11:00
2001-03-29T04:58:00
2001-03-31T12:22:00
23.783333
55.4
79
null
486
792
Yes
2001-03-31T12:23:00
2001-03-31T17:02:00
2001-04-01T11:00:00
4.65
17.966667
80
null
468
799
Yes
2001-04-05T02:18:00
2001-04-05T05:58:00
2001-04-06T00:00:00
3.666667
18.033333
81
null
500
803
No
2001-04-08T22:31:00
2001-04-09T01:57:00
2001-04-10T07:05:00
3.433333
29.133333
82
*
553
764
Yes
2001-04-12T01:13:00
2001-04-12T10:08:00
2001-04-13T19:02:00
8.916667
32.9
83
*
581
845
No
2001-04-13T19:28:00
2001-04-13T21:48:00
2001-04-15T04:37:00
2.333333
30.816667
84
null
472
522
No
2001-04-16T05:09:00
2001-04-16T05:09:00
2001-04-16T12:48:00
0
7.65
85
*
366
534
No
2001-04-18T12:03:00
2001-04-19T00:03:00
2001-04-21T01:06:00
12
49.05
86
null
318
405
Yes
2001-04-22T03:05:00
2001-04-22T11:35:00
2001-04-23T15:01:00
8.5
27.433333
87
*
395
777
Yes
2001-04-28T16:26:00
2001-04-29T02:29:00
2001-05-01T14:02:00
10.05
59.55
88
null
346
397
No
2001-05-03T21:48:00
2001-05-03T21:48:00
2001-05-04T20:05:00
0
22.283333
89
null
339
417
No
2001-05-07T19:58:00
2001-05-08T05:48:00
2001-05-08T19:51:00
9.833333
14.05
90
*
365
606
Yes
2001-05-08T21:31:00
2001-05-09T23:50:00
2001-05-11T09:15:00
26.316667
33.416667
91
null
459
728
No
2001-05-12T21:23:00
2001-05-13T00:26:00
2001-05-13T10:15:00
3.05
9.816667
92
null
314
630
Yes
2001-05-28T02:21:00
2001-05-28T15:07:00
2001-06-01T02:55:00
12.766667
83.8
93
*
357
440
Yes
2001-06-07T20:51:00
2001-06-08T05:56:00
2001-06-09T04:13:00
9.083333
22.283333
94
null
345
485
Yes
2001-06-27T14:59:00
2001-06-27T14:59:00
2001-06-29T05:00:00
0
38.016667
95
null
341
472
Yes
2001-07-09T14:01:00
2001-07-09T14:01:00
2001-07-11T16:02:00
0
50.016667
96
*
359
454
No
2001-07-14T05:13:00
2001-07-14T05:13:00
2001-07-14T20:03:00
0
14.833333
97
null
381
465
No
2001-08-03T18:24:00
2001-08-03T23:25:00
2001-08-04T02:01:00
5.016667
2.6
98
null
340
514
No
2001-08-14T17:33:00
2001-08-14T17:33:00
2001-08-17T01:52:00
0
56.316667
99
*
415
613
No
2001-08-17T22:21:00
2001-08-18T07:26:00
2001-08-20T02:52:00
9.083333
43.433333
100
null
372
524
Yes
2001-08-31T01:27:00
2001-08-31T04:59:00
2001-08-31T20:43:00
3.533333
15.733333
End of preview. Expand in Data Studio

ACE/WIND ICME Catalog (Feng 2018)

Solar eruption captured by NASA's Solar Dynamics Observatory

Credit: NASA/SDO

Part of a dataset collection on Hugging Face.

Dataset description

Feng et al. 2018 catalog of 219 Interplanetary Coronal Mass Ejections (ICMEs) measured in-situ at L1 by ACE and WIND between February 1998 and August 2011 β€” VizieR J/ApJ/868/124, drawn from the Cane & Richardson (2003) and Richardson & Cane (2010) reference compilations.

ICMEs are the in-situ manifestation of coronal mass ejections after multi-day propagation through the heliosphere. At L1, an ICME passage is identified by a shock front (sudden density and velocity jump), followed hours later by the ICME body β€” a region of depressed proton temperature, low plasma beta, and (for ~half of events) a magnetic-cloud signature with smooth rotation of the magnetic field vector. ICMEs are the dominant driver of major non-recurrent geomagnetic storms, and their L1 in-situ catalog is the empirical baseline for space-weather forecasting model validation.

Each row records the sequence number, ICME shock arrival time at L1, ICME body start and end times, minimum and maximum proton bulk speeds during the ICME interval, a magnetic cloud (MC) flag, and the Feng+ 2018 carbon-cold (CC) classification β€” a low-charge-state filament-origin diagnostic that this paper introduced. Derived columns convert the integer-seconds-from-J2000 raw timestamps to ISO UTC datetimes and compute the shock-to-body delay and ICME body duration.

Use this dataset alongside juliensimon/cdaw-lasco-cme-catalog (the upstream Sun-side LASCO CME identifications that drive ICMEs), juliensimon/donki-space-weather-events (NASA's curated CME/ICME/storm catalog), juliensimon/omni-solar-wind-parameters (continuous L1 solar wind for ICME passage validation), juliensimon/dst-index (geomagnetic storm response), and juliensimon/parker-solar-probe-encounters / juliensimon/solar-orbiter-encounters (multi-spacecraft ICME tracking).

This dataset is suitable for tabular classification, time-series forecasting tasks.

Schema

Column Type Description Sample Null %
sequence_number int64 Running sequence number in the Feng+ 2018 catalog (1-219) 1 0.0%
carbon_cold_flag str Flag for ICMEs containing carbon-cold (CC) material as identified by Feng+ 2018: '*' = cold material detected, blank = standard ICME * 68.5%
v_min_kms int64 Minimum proton bulk speed measured by ACE/WIND during the ICME body (km/s); typical range 300-600 km/s 370 0.0%
v_max_kms int64 Maximum proton bulk speed measured during the ICME body (km/s); fast ejecta exceed 1000 km/s 426 0.0%
is_magnetic_cloud str Magnetic cloud (MC) flag: 'Yes' = ICME shows the classic MC signature (smooth, slow rotation of the magnetic field vector and depressed proton beta), 'No' = ICME ejecta without MC structure Yes 0.0%
shock_arrival_utc datetime64[us, UTC] Shock arrival time at L1 (UTC); the discontinuity that precedes the ICME magnetic structure 1998-02-17 16:01:00+00:00 0.0%
icme_start_utc datetime64[us, UTC] ICME body start time at L1 (UTC); flux-rope/sheath interval begins 1998-02-17 21:59:00+00:00 0.0%
icme_end_utc datetime64[us, UTC] ICME body end time at L1 (UTC); plasma signatures return to ambient solar wind 1998-02-18 08:41:00+00:00 0.0%
shock_to_start_hours float64 Hours between shock arrival and ICME body start (positive = shock leads body); the sheath region between shock and flux rope sits in this interval 5.966666666666667 0.0%
icme_duration_hours float64 Duration of the ICME body from start to end (hours); typical ICMEs last 6-48 hours at 1 au 10.7 0.0%

Quick stats

  • 219 Interplanetary Coronal Mass Ejections (ICMEs) measured in-situ at L1 by ACE and WIND
  • 99 events classified as magnetic clouds (smooth flux-rope structure)
  • 69 ICMEs containing carbon-cold (CC) material (Feng+ 2018 filament-origin diagnostic)
  • ICME body durations: median 25.1 h, range 2.6 to 93.6 hours
  • Peak ICME speeds: median 540 km/s, range 340 to 1037 km/s
  • Catalog covers 1998 February through 2011 August β€” spans solar cycle 23 maximum and the cycle 23/24 minimum

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/feng-icme-catalog", split="train")
df = ds.to_pandas()
from datasets import load_dataset
import matplotlib.pyplot as plt

df = load_dataset("juliensimon/feng-icme-catalog", split="train").to_pandas()
df["icme_start_utc"] = df["icme_start_utc"].astype("datetime64[ns, UTC]")

# Annual ICME count vs solar cycle (cycle 23 max ~2001-2002)
df["year"] = df["icme_start_utc"].dt.year
yearly = df.groupby("year").size()
mc_yearly = df[df["is_magnetic_cloud"] == "Yes"].groupby("year").size()
fig, ax = plt.subplots(figsize=(10, 5))
yearly.plot(ax=ax, label="All ICMEs", marker="o")
mc_yearly.plot(ax=ax, label="Magnetic Clouds", marker="s", color="red")
ax.set_ylabel("Events per year")
ax.set_title("L1 ICME rate vs solar cycle (Feng+ 2018, 1998-2011)")
ax.legend()
plt.tight_layout()
plt.show()

# Magnetic cloud vs non-MC ICMEs: speed distribution
fig, ax = plt.subplots(figsize=(8, 5))
df[df["is_magnetic_cloud"] == "Yes"]["v_max_kms"].hist(
    bins=30, alpha=0.6, label="MC", ax=ax)
df[df["is_magnetic_cloud"] == "No"]["v_max_kms"].hist(
    bins=30, alpha=0.6, label="non-MC", ax=ax)
ax.set_xlabel("Peak ICME speed (km/s)")
ax.legend()
plt.tight_layout()
plt.show()

Data source

https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJ/868/124

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About the author

Created by Julien Simon β€” AI Operating Partner at Fortino Capital. Part of the Space Datasets collection.

Citation

@dataset{feng_icme_catalog,
  title = {ACE/WIND ICME Catalog (Feng 2018)},
  author = {juliensimon},
  year = {2026},
  url = {https://huggingface.co/datasets/juliensimon/feng-icme-catalog},
  publisher = {Hugging Face}
}

License

CC-BY-4.0

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