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sid
stringclasses
705 values
number
float64
1
145
basin
stringclasses
1 value
subbasin
stringclasses
2 values
iso_time
timestamp[ns]date
1848-01-11 06:00:00
2026-02-18 00:00:00
nature
stringclasses
6 values
lat
float64
-46.9
-5.7
lon
float64
11.3
119
wmo_wind
stringclasses
64 values
wmo_pres
stringclasses
90 values
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-06 00:00:00
2026-04-06 00:00:00
1945016S13043
4
South Indian
Missing
1945-01-16T12:00:00
Tropical
-13.9
43.8
HDX
2026-04-06
1922029S17043
10
South Indian
Missing
1922-01-29T15:00:00
Tropical
-19
42.3
HDX
2026-04-06
2000083S17102
20
South Indian
Missing
2000-04-04T00:00:00
Tropical
-15.1
44.3
35
994
HDX
2026-04-06
1986029S13069
14
South Indian
Missing
1986-02-01T12:00:00
Tropical
-12.1
60.9
52
976
HDX
2026-04-06
1960078S20037
13
South Indian
Missing
1960-03-25T09:00:00
Tropical
-25.1
57.6
HDX
2026-04-06
1966062S13067
17
South Indian
Missing
1966-03-09T03:00:00
Tropical
-21.2
50.3
HDX
2026-04-06
2021042S23040
14
South Indian
Missing
2021-02-17T09:00:00
Tropical
-21.4
37.3
HDX
2026-04-06
1946042S21398
13
South Indian
Missing
1946-02-12T03:00:00
Not reported
-21.5
38.5
HDX
2026-04-06
1906060S15058
9
South Indian
Missing
1906-03-03T09:00:00
Not reported
-21.4
51.3
HDX
2026-04-06
1861052S08069
9
South Indian
Missing
1861-02-21T09:00:00
Not reported
-8.4
68.9
HDX
2026-04-06
1899345S10068
52
South Indian
Missing
1899-12-18T15:00:00
Not reported
-15.4
41
HDX
2026-04-06
1898043S08055
6
South Indian
Missing
1898-02-18T15:00:00
Tropical
-24.7
43.5
HDX
2026-04-06
1891032S12075
1
South Indian
Missing
1891-02-07T18:00:00
Not reported
-22.4
52.1
HDX
2026-04-06
1916022S13053
8
South Indian
Missing
1916-01-23T15:00:00
Tropical
-14.7
48.7
HDX
2026-04-06
1939041S15070
14
South Indian
Missing
1939-02-19T09:00:00
Tropical
-38.3
46.8
HDX
2026-04-06
2003021S11081
6
South Indian
Missing
2003-01-31T03:00:00
Tropical
-26.9
43
HDX
2026-04-06
1882041S15068
5
South Indian
Missing
1882-02-13T12:00:00
Tropical
-26.2
52.8
HDX
2026-04-06
1911021S16074
6
South Indian
Missing
1911-01-26T15:00:00
Not reported
-24.1
56.8
HDX
2026-04-06
1946360S12053
80
South Indian
Missing
1946-12-27T12:00:00
Tropical
-12.3
51.1
HDX
2026-04-06
2014048S16039
14
South Indian
Missing
2014-02-17T18:00:00
Disturbance
-17
39.9
25
1003
HDX
2026-04-06
1911326S18054
68
South Indian
Missing
1911-11-24T12:00:00
Tropical
-25.3
48.6
HDX
2026-04-06
1983353S08070
96
South Indian
Missing
1983-12-20T03:00:00
Tropical
-10.3
69.1
HDX
2026-04-06
1936021S19043
3
South Indian
Missing
1936-01-25T12:00:00
Not reported
-30.4
56.5
HDX
2026-04-06
1943010S16042
7
South Indian
Missing
1943-01-11T18:00:00
Tropical
-21.6
43.6
HDX
2026-04-06
1899032S12054
5
South Indian
Missing
1899-02-05T09:00:00
Not reported
-15.9
45.9
HDX
2026-04-06
1946042S21038
12
South Indian
Missing
1946-02-12T18:00:00
Tropical
-24.5
41.9
HDX
2026-04-06
2002017S07078
4
South Indian
Missing
2002-01-26T12:00:00
Extratropical
-33.5
59.7
45
985
HDX
2026-04-06
1936355S13047
69
South Indian
Missing
1936-12-21T09:00:00
Tropical
-14.7
45.9
HDX
2026-04-06
1956032S13057
12
South Indian
Missing
1956-02-06T15:00:00
Tropical
-19
45
HDX
2026-04-06
2011038S11062
10
South Indian
Missing
2011-02-12T03:00:00
Tropical
-15.4
53.8
HDX
2026-04-06
1951046S11061
13
South Indian
Missing
1951-02-28T00:00:00
Tropical
-23.6
39.4
HDX
2026-04-06
1906068S15057
11
South Indian
Missing
1906-03-10T06:00:00
Tropical
-18.5
52.5
HDX
2026-04-06
1899032S12054
5
South Indian
Missing
1899-02-03T18:00:00
Not reported
-14.1
48.5
HDX
2026-04-06
2022037S10103
7
South Indian
Missing
2022-02-24T06:00:00
Mixture(contradicting report from different agencies)
-26.6
42.8
40
993
HDX
2026-04-06
1905070S14053
11
South Indian
Missing
1905-03-14T06:00:00
Not reported
-25.7
51.6
HDX
2026-04-06
2009093S12062
21
South Indian
Missing
2009-04-10T18:00:00
Mixture(contradicting report from different agencies)
-26
53.8
45
987
HDX
2026-04-06
1981087S07057
24
South Indian
Missing
1981-03-30T06:00:00
Tropical
-11.8
55.3
HDX
2026-04-06
2025029S12076
5
South Indian
Missing
2025-02-02T03:00:00
Not reported
-18.9
57.9
HDX
2026-04-06
1986049S18043
20
South Indian
Missing
1986-02-23T12:00:00
Mixture(contradicting report from different agencies)
-30.8
40.4
52
976
HDX
2026-04-06
1952072S19042
18
South Indian
Missing
1952-03-19T15:00:00
Not reported
-25.2
42.2
HDX
2026-04-06
1985009S11072
3
South Indian
Missing
1985-01-11T09:00:00
Tropical
-12.3
62.4
HDX
2026-04-06
1993061S14042
19
South Indian
Missing
1993-03-06T15:00:00
Tropical
-27.5
50
HDX
2026-04-06
1966073S13101
19
South Indian
Missing
1966-03-22T22:00:00
Tropical
-16.4
60.1
HDX
2026-04-06
2013046S20042
10
South Indian
Missing
2013-02-23T21:00:00
Tropical
-25.9
50.2
HDX
2026-04-06
1951008S07074
3
South Indian
Missing
1951-01-14T15:00:00
Tropical
-11.4
71.7
HDX
2026-04-06
1972039S13068
10
South Indian
Missing
1972-02-13T03:00:00
Tropical
-18.3
55
HDX
2026-04-06
1907345S11046
65
South Indian
Missing
1907-12-13T15:00:00
Not reported
-14.6
42.5
HDX
2026-04-06
1918070S21048
19
South Indian
Missing
1918-03-11T18:00:00
Not reported
-21.3
48.5
HDX
2026-04-06
1946042S21038
12
South Indian
Missing
1946-02-11T09:00:00
Tropical
-22
38.9
HDX
2026-04-06
1975050S18041
19
South Indian
Missing
1975-02-25T06:00:00
Mixture(contradicting report from different agencies)
-25.9
37.9
HDX
2026-04-06
1980329S08095
98
South Indian
Missing
1980-12-06T03:00:00
Tropical
-14.3
65.7
HDX
2026-04-06
1982054S23052
16
South Indian
Missing
1982-02-23T06:00:00
Tropical
-23
52
28
997
HDX
2026-04-06
2011102S26048
21
South Indian
Missing
2011-04-12T03:00:00
Tropical
-24.7
49.3
HDX
2026-04-06
1916022S13053
8
South Indian
Missing
1916-01-22T21:00:00
Tropical
-13.4
51.2
HDX
2026-04-06
1934055S16078
12
South Indian
Missing
1934-02-24T15:00:00
Not reported
-15.7
76.7
HDX
2026-04-06
1973002S07060
1
South Indian
Missing
1973-01-09T00:00:00
Tropical
-21.1
54.1
HDX
2026-04-06
1876046S18062
3
South Indian
Missing
1876-02-16T09:00:00
Not reported
-19.5
54.8
HDX
2026-04-06
1897345S11062
50
South Indian
Missing
1897-12-12T09:00:00
Tropical
-14.2
56.4
HDX
2026-04-06
1978027S18043
7
South Indian
Missing
1978-02-01T12:00:00
Mixture(contradicting report from different agencies)
-30.7
51.6
HDX
2026-04-06
1982036S16060
11
South Indian
Missing
1982-02-10T21:00:00
Tropical
-34.4
48.9
HDX
2026-04-06
1976010S12085
2
South Indian
Missing
1976-01-22T03:00:00
Tropical
-14.6
48.8
HDX
2026-04-06
1973002S07060
1
South Indian
Missing
1973-01-04T06:00:00
Tropical
-11.5
51.5
HDX
2026-04-06
1985042S18060
18
South Indian
Missing
1985-03-03T06:00:00
Mixture(contradicting report from different agencies)
-33.2
59.7
20
1003
HDX
2026-04-06
1908040S13056
7
South Indian
Missing
1908-02-16T09:00:00
Tropical
-17.9
41.8
HDX
2026-04-06
1943015S19051
8
South Indian
Missing
1943-01-21T12:00:00
Tropical
-22.7
50.2
HDX
2026-04-06
1934001S11074
1
South Indian
Missing
1934-01-07T06:00:00
Tropical
-22.3
57.9
HDX
2026-04-06
2012039S14075
9
South Indian
Missing
2012-02-17T12:00:00
Tropical
-25.9
42.7
45
989
HDX
2026-04-06
1962058S14070
24
South Indian
Missing
1962-02-28T15:00:00
Tropical
-20.6
54.8
HDX
2026-04-06
1986067S11080
26
South Indian
Missing
1986-03-21T12:00:00
Mixture(contradicting report from different agencies)
-31.8
41.5
36
HDX
2026-04-06
2008037S10055
9
South Indian
Missing
2008-02-27T03:00:00
Disturbance
-29.1
38
HDX
2026-04-06
1945011S12046
3
South Indian
Missing
1945-01-11T09:00:00
Not reported
-11.8
45.9
HDX
2026-04-06
2019023S21041
6
South Indian
Missing
2019-01-23T21:00:00
Disturbance
-22.6
41.3
HDX
2026-04-06
1897345S11062
50
South Indian
Missing
1897-12-16T15:00:00
Tropical
-26
54.3
HDX
2026-04-06
1883021S26054
3
South Indian
Missing
1883-01-21T06:00:00
Not reported
-26.4
54
HDX
2026-04-06
1925109S17052
18
South Indian
Missing
1925-04-22T03:00:00
Not reported
-24.3
48.4
HDX
2026-04-06
1965018S17054
10
South Indian
Missing
1965-01-20T15:00:00
Tropical
-16.5
50.7
HDX
2026-04-06
1999060S10089
19
South Indian
Missing
1999-03-12T03:00:00
Tropical
-23.1
52.4
HDX
2026-04-06
1951008S07074
3
South Indian
Missing
1951-01-28T09:00:00
Tropical
-21.9
49.6
HDX
2026-04-06
1984016S15073
4
South Indian
Missing
1984-01-24T15:00:00
Tropical
-20.8
43.2
HDX
2026-04-06
1907068S16061
14
South Indian
Missing
1907-03-10T21:00:00
Tropical
-17.7
54.8
HDX
2026-04-06
1996361S12060
122
South Indian
Missing
1996-12-26T03:00:00
Not reported
-12
60
HDX
2026-04-06
2007027S07069
3
South Indian
Missing
2007-01-30T03:00:00
Tropical
-12.6
65.3
HDX
2026-04-06
2012056S13057
12
South Indian
Missing
2012-03-06T03:00:00
Mixture(contradicting report from different agencies)
-30.6
38.3
HDX
2026-04-06
1975068S13053
21
South Indian
Missing
1975-03-18T00:00:00
Extratropical
-27.6
61
HDX
2026-04-06
1980010S22048
8
South Indian
Missing
1980-01-10T06:00:00
Not reported
-22
47.5
HDX
2026-04-06
1994026S11078
8
South Indian
Missing
1994-02-06T12:00:00
Subtropical
-26.5
44.7
992
HDX
2026-04-06
1911021S16073
5
South Indian
Missing
1911-01-21T09:00:00
Not reported
-16.5
72.6
HDX
2026-04-06
1977001S11086
1
South Indian
Missing
1977-01-11T15:00:00
Tropical
-21.7
50.8
HDX
2026-04-06
1937056S14062
11
South Indian
Missing
1937-03-04T06:00:00
Tropical
-25.4
51.5
HDX
2026-04-06
1881069S22053
7
South Indian
Missing
1881-03-10T18:00:00
Tropical
-22.7
52.2
HDX
2026-04-06
1943015S19051
8
South Indian
Missing
1943-01-21T21:00:00
Tropical
-23.4
50.8
HDX
2026-04-06
1870001S31048
1
South Indian
Missing
1870-01-04T06:00:00
Not reported
-38
54
HDX
2026-04-06
1898043S08055
6
South Indian
Missing
1898-02-16T03:00:00
Tropical
-16.1
43.5
HDX
2026-04-06
1932001S13044
1
South Indian
Missing
1932-01-03T06:00:00
Not reported
-19.5
49.2
HDX
2026-04-06
1956086S09062
29
South Indian
Missing
1956-04-04T00:00:00
Tropical
-13.7
41.4
HDX
2026-04-06
2009017S20043
4
South Indian
Missing
2009-01-24T06:00:00
Extratropical
-33.2
56
33
1000
HDX
2026-04-06
2000032S11116
9
South Indian
Western Australia
2000-02-06T22:00:00
Tropical
-17.3
98.3
70
965
HDX
2026-04-06
1942052S17054
10
South Indian
Missing
1942-02-25T06:00:00
Tropical
-22.2
49.8
HDX
2026-04-06
1950040S12065
9
South Indian
Missing
1950-02-10T09:00:00
Tropical
-11.8
62.3
HDX
2026-04-06
2002122S07063
21
South Indian
Missing
2002-05-09T09:00:00
Tropical
-12.5
50.6
HDX
2026-04-06
End of preview. Expand in Data Studio

Eswatini: IBTrACS Storm Tracks | Africa (original)

Size category: 10K<n<100K - Formats: parquet - Sector: climate_environment - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Eswatini: IBTrACS Storm Tracks Publisher: HDX · Source: HDX · License: cc-by-igo · Updated: 2026-02-24 Abstract The International Best Track Archive for Climate Stewardship (IBTrACS) project is the most complete global collection of tropical cyclones available. It merges recent and historical tropical cyclone data from multiple agencies to create a unified, publicly available, best-track dataset that improves inter-agency comparisons. Fields available: SID: A unique… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-swz-ibtracs-tropical-storm-tracks.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-swz-ibtracs-tropical-storm-tracks
Sector climate_environment
Topic tags humanitarian, hdx, electric-sheep-africa, cyclones-hurricanes-typhoons, hxl, swz
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Eswatini
ISO3 coverage SWZ
Last modified on HF 2026-04-06 23:20:05+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-swz-ibtracs-tropical-storm-tracks")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_swz_ibtracs_tropical_storm_tracks_2026,
  title        = {Eswatini: IBTrACS Storm Tracks | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-swz-ibtracs-tropical-storm-tracks},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-swz-ibtracs-tropical-storm-tracks}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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