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patient_id
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17
17
country
stringclasses
7 values
year
int64
2.02k
2.03k
age_group
stringclasses
5 values
psa_diagnosis_ngml
float64
2
1.13k
stage
stringclasses
3 values
gleason_group
stringclasses
6 values
psa_screened
stringclasses
3 values
treatment_primary
stringclasses
6 values
vital_status_5yr
stringclasses
3 values
survival_months
float64
0
553
scenario
stringclasses
3 values
PC-SOU-2021-00001
Tanzania
2,017
70-79
143.1
Localized
Gleason 3+4
No
ADT only
Lost
38.3
high_burden
PC-GHA-2015-00002
Uganda
2,028
60-69
55.7
Localized
Gleason 3+4
No
Radical prostatectomy
Alive
7.7
high_burden
PC-SOU-2025-00003
Uganda
2,019
50-59
23
Metastatic
Gleason 4+3
No
EBRT
Lost
6.4
high_burden
PC-ETH-2019-00004
Uganda
2,028
50-59
85.2
Metastatic
Gleason 9-10
No
Combined
Alive
38.9
high_burden
PC-GHA-2020-00005
Ghana
2,027
60-69
84.3
Localized
Gleason 3+4
No
Combined
Alive
93.3
high_burden
PC-KEN-2021-00006
Ghana
2,016
60-69
47.5
Localized
Gleason 8
No
Radical prostatectomy
Alive
83.4
high_burden
PC-GHA-2015-00007
Ghana
2,023
80+
136.9
Localized
Gleason 6
No
EBRT
Alive
1.8
high_burden
PC-UGA-2023-00008
Ethiopia
2,027
60-69
146.6
Metastatic
Gleason 8
No
EBRT
Dead
6.1
high_burden
PC-SOU-2017-00009
Nigeria
2,016
60-69
17.1
Localized
Gleason 8
No
EBRT
Dead
109.5
high_burden
PC-KEN-2022-00010
Nigeria
2,017
50-59
167
Localized
Unknown
Unknown
Combined
Dead
13.3
high_burden
PC-SOU-2017-00011
Nigeria
2,028
70-79
70.2
Locally advanced
Gleason 9-10
No
No treatment
Alive
84.6
high_burden
PC-ETH-2017-00012
Ghana
2,024
60-69
42.2
Locally advanced
Unknown
No
Radical prostatectomy
Alive
75.1
high_burden
PC-NIG-2027-00013
Ghana
2,021
40-49
177.3
Localized
Gleason 4+3
No
Radical prostatectomy
Dead
63.4
high_burden
PC-UGA-2017-00014
Ethiopia
2,026
80+
56.5
Locally advanced
Gleason 3+4
No
ADT only
Alive
5
high_burden
PC-ETH-2017-00015
Kenya
2,024
70-79
149.1
Metastatic
Gleason 4+3
No
EBRT
Dead
16
high_burden
PC-GHA-2027-00016
South Africa
2,022
60-69
22.5
Localized
Gleason 9-10
No
ADT only
Alive
1.2
high_burden
PC-NIG-2024-00017
Uganda
2,015
70-79
16
Locally advanced
Gleason 6
No
EBRT
Alive
6.9
high_burden
PC-GHA-2026-00018
Kenya
2,019
70-79
64.3
Localized
Gleason 8
No
EBRT
Dead
67.7
high_burden
PC-SOU-2016-00019
Kenya
2,018
80+
42.5
Locally advanced
Gleason 3+4
Yes
Combined
Alive
19.2
high_burden
PC-KEN-2021-00020
Nigeria
2,016
60-69
118.8
Localized
Gleason 6
No
Radical prostatectomy
Dead
71.6
high_burden
PC-GHA-2021-00021
South Africa
2,015
70-79
103.3
Metastatic
Gleason 3+4
No
Combined
Alive
103.4
high_burden
PC-SOU-2020-00022
South Africa
2,025
50-59
44.5
Metastatic
Unknown
No
EBRT
Dead
18.4
high_burden
PC-NIG-2024-00023
Nigeria
2,016
60-69
24.9
Localized
Gleason 8
No
Combined
Alive
39
high_burden
PC-KEN-2017-00024
Nigeria
2,021
70-79
85.5
Localized
Gleason 4+3
Yes
EBRT
Dead
6.4
high_burden
PC-KEN-2023-00025
Tanzania
2,024
60-69
49.5
Locally advanced
Unknown
No
EBRT
Alive
49.1
high_burden
PC-NIG-2017-00026
Uganda
2,017
50-59
12.1
Locally advanced
Gleason 4+3
Yes
Radical prostatectomy
Dead
50.5
high_burden
PC-GHA-2025-00027
Ghana
2,024
60-69
40.9
Locally advanced
Gleason 3+4
No
Palliative
Alive
7.8
high_burden
PC-TAN-2029-00028
South Africa
2,015
80+
11.5
Locally advanced
Gleason 9-10
No
ADT only
Dead
23.8
high_burden
PC-ETH-2020-00029
South Africa
2,022
50-59
53.2
Locally advanced
Gleason 8
No
Combined
Alive
25.3
high_burden
PC-UGA-2027-00030
Nigeria
2,021
70-79
17.8
Localized
Gleason 4+3
Unknown
Radical prostatectomy
Lost
7.4
high_burden
PC-ETH-2020-00031
Kenya
2,020
80+
69.9
Locally advanced
Gleason 4+3
No
ADT only
Dead
5.8
high_burden
PC-NIG-2018-00032
Tanzania
2,015
80+
73.2
Localized
Gleason 3+4
No
Combined
Dead
16.5
high_burden
PC-KEN-2015-00033
Kenya
2,015
60-69
215.8
Locally advanced
Gleason 3+4
Yes
Palliative
Dead
44.4
high_burden
PC-UGA-2023-00034
South Africa
2,026
60-69
29.2
Locally advanced
Gleason 8
No
Combined
Alive
2.7
high_burden
PC-NIG-2025-00035
South Africa
2,021
50-59
178.1
Locally advanced
Gleason 9-10
No
Radical prostatectomy
Dead
9.8
high_burden
PC-GHA-2029-00036
Kenya
2,015
70-79
81.7
Locally advanced
Gleason 8
No
ADT only
Dead
43
high_burden
PC-NIG-2015-00037
Nigeria
2,021
60-69
52.8
Metastatic
Gleason 3+4
No
Palliative
Dead
151.5
high_burden
PC-TAN-2029-00038
Kenya
2,015
80+
27.3
Localized
Gleason 3+4
No
Palliative
Dead
89.8
high_burden
PC-SOU-2016-00039
Nigeria
2,015
70-79
14.7
Metastatic
Gleason 9-10
Unknown
ADT only
Alive
10
high_burden
PC-KEN-2028-00040
South Africa
2,015
40-49
18
Metastatic
Gleason 8
No
Palliative
Dead
54.5
high_burden
PC-ETH-2029-00041
South Africa
2,023
60-69
79.6
Localized
Gleason 4+3
No
Radical prostatectomy
Alive
1.8
high_burden
PC-KEN-2026-00042
South Africa
2,017
50-59
20.6
Metastatic
Gleason 9-10
No
EBRT
Alive
42.9
high_burden
PC-TAN-2022-00043
Kenya
2,026
60-69
17.5
Locally advanced
Gleason 3+4
No
ADT only
Dead
5.9
high_burden
PC-TAN-2027-00044
Nigeria
2,019
50-59
16.5
Locally advanced
Gleason 3+4
No
Radical prostatectomy
Alive
42.9
high_burden
PC-UGA-2020-00045
South Africa
2,024
80+
22.5
Localized
Gleason 3+4
No
Palliative
Dead
4.4
high_burden
PC-NIG-2015-00046
Nigeria
2,017
60-69
46.5
Locally advanced
Gleason 9-10
No
ADT only
Dead
159.1
high_burden
PC-NIG-2027-00047
South Africa
2,018
50-59
66.6
Metastatic
Gleason 3+4
No
Combined
Lost
25.5
high_burden
PC-NIG-2025-00048
Uganda
2,026
50-59
227.2
Locally advanced
Gleason 6
No
EBRT
Alive
40
high_burden
PC-SOU-2027-00049
Nigeria
2,026
50-59
70.7
Localized
Gleason 9-10
No
ADT only
Alive
32.3
high_burden
PC-GHA-2015-00050
South Africa
2,026
60-69
39.7
Metastatic
Gleason 3+4
No
EBRT
Lost
55.3
high_burden
PC-UGA-2021-00051
South Africa
2,026
60-69
35.6
Metastatic
Gleason 6
Yes
EBRT
Dead
119.1
high_burden
PC-KEN-2025-00052
Nigeria
2,027
50-59
153.8
Metastatic
Gleason 9-10
No
EBRT
Dead
100.5
high_burden
PC-UGA-2027-00053
Kenya
2,018
50-59
198.2
Locally advanced
Gleason 6
No
ADT only
Alive
49.1
high_burden
PC-NIG-2016-00054
Ghana
2,025
60-69
7.5
Localized
Gleason 9-10
No
EBRT
Alive
55.5
high_burden
PC-KEN-2025-00055
Ethiopia
2,016
70-79
23
Metastatic
Gleason 9-10
No
Radical prostatectomy
Alive
9.3
high_burden
PC-NIG-2026-00056
Nigeria
2,019
60-69
59.3
Localized
Gleason 8
Unknown
Palliative
Dead
5.9
high_burden
PC-NIG-2029-00057
Nigeria
2,020
40-49
62.3
Localized
Gleason 8
Yes
Radical prostatectomy
Alive
12.1
high_burden
PC-TAN-2028-00058
Kenya
2,020
60-69
25
Localized
Gleason 4+3
No
Radical prostatectomy
Alive
172.1
high_burden
PC-UGA-2028-00059
Ethiopia
2,015
60-69
135.1
Locally advanced
Gleason 4+3
No
Palliative
Alive
28
high_burden
PC-KEN-2023-00060
Uganda
2,025
50-59
31.3
Metastatic
Gleason 3+4
No
EBRT
Dead
18.5
high_burden
PC-NIG-2020-00061
Ghana
2,018
80+
24
Metastatic
Gleason 6
No
Combined
Alive
40.2
high_burden
PC-NIG-2020-00062
Kenya
2,019
60-69
718
Localized
Gleason 9-10
No
Combined
Alive
108.6
high_burden
PC-KEN-2021-00063
Nigeria
2,027
70-79
15.8
Localized
Gleason 6
No
EBRT
Alive
13.4
high_burden
PC-TAN-2017-00064
Tanzania
2,025
60-69
197.8
Metastatic
Gleason 8
Yes
No treatment
Dead
19
high_burden
PC-NIG-2025-00065
Ghana
2,018
60-69
555.4
Locally advanced
Gleason 9-10
No
Combined
Alive
0.3
high_burden
PC-NIG-2016-00066
Ghana
2,022
60-69
4.5
Locally advanced
Gleason 6
No
No treatment
Dead
44.1
high_burden
PC-ETH-2020-00067
Ghana
2,024
50-59
18.9
Metastatic
Gleason 3+4
No
EBRT
Dead
4.1
high_burden
PC-KEN-2020-00068
Nigeria
2,016
50-59
34.1
Localized
Gleason 3+4
Yes
Radical prostatectomy
Alive
46.8
high_burden
PC-GHA-2026-00069
Nigeria
2,021
60-69
155.2
Localized
Gleason 6
No
ADT only
Alive
39.1
high_burden
PC-ETH-2029-00070
Nigeria
2,018
60-69
118.7
Localized
Gleason 6
No
Combined
Alive
19.5
high_burden
PC-SOU-2028-00071
Nigeria
2,020
70-79
140.5
Localized
Gleason 9-10
No
Combined
Lost
15.5
high_burden
PC-NIG-2015-00072
Uganda
2,019
60-69
42.4
Locally advanced
Gleason 8
No
Combined
Dead
7.3
high_burden
PC-KEN-2021-00073
Uganda
2,020
70-79
54.3
Localized
Gleason 6
No
ADT only
Alive
17.3
high_burden
PC-KEN-2020-00074
Nigeria
2,015
80+
172.1
Locally advanced
Gleason 8
No
EBRT
Alive
27.8
high_burden
PC-SOU-2022-00075
Kenya
2,025
70-79
60.1
Localized
Gleason 9-10
No
Radical prostatectomy
Alive
45.9
high_burden
PC-NIG-2027-00076
Kenya
2,019
70-79
21.3
Localized
Gleason 9-10
Yes
Palliative
Alive
38.3
high_burden
PC-SOU-2018-00077
Nigeria
2,020
40-49
55.5
Localized
Gleason 8
No
EBRT
Alive
35.8
high_burden
PC-NIG-2025-00078
Nigeria
2,018
50-59
48.3
Locally advanced
Gleason 8
No
ADT only
Alive
4.6
high_burden
PC-ETH-2015-00079
Ghana
2,015
60-69
207
Locally advanced
Gleason 9-10
No
Combined
Alive
5.5
high_burden
PC-NIG-2026-00080
Tanzania
2,021
70-79
82.5
Metastatic
Unknown
No
Combined
Alive
97.7
high_burden
PC-NIG-2023-00081
Nigeria
2,017
60-69
34
Localized
Unknown
No
EBRT
Dead
9.4
high_burden
PC-SOU-2025-00082
Ethiopia
2,023
60-69
31.9
Localized
Gleason 6
No
Radical prostatectomy
Alive
112.6
high_burden
PC-SOU-2015-00083
Nigeria
2,025
60-69
34
Localized
Gleason 3+4
Unknown
EBRT
Alive
23.2
high_burden
PC-SOU-2020-00084
Uganda
2,025
50-59
81.3
Metastatic
Unknown
No
Radical prostatectomy
Alive
178.8
high_burden
PC-NIG-2015-00085
Uganda
2,028
70-79
94.4
Localized
Gleason 8
No
Palliative
Dead
2.5
high_burden
PC-TAN-2023-00086
South Africa
2,020
60-69
27.8
Locally advanced
Gleason 4+3
No
EBRT
Dead
36.2
high_burden
PC-KEN-2018-00087
Ghana
2,018
70-79
105.2
Metastatic
Gleason 3+4
Unknown
No treatment
Dead
34.1
high_burden
PC-KEN-2018-00088
Ethiopia
2,016
60-69
64.3
Metastatic
Gleason 3+4
No
ADT only
Alive
17.8
high_burden
PC-TAN-2018-00089
Kenya
2,025
50-59
22.4
Locally advanced
Gleason 9-10
No
ADT only
Dead
13.2
high_burden
PC-KEN-2029-00090
Nigeria
2,026
60-69
12.9
Locally advanced
Gleason 4+3
No
Radical prostatectomy
Dead
0.1
high_burden
PC-SOU-2021-00091
Nigeria
2,021
60-69
105.9
Metastatic
Gleason 9-10
No
ADT only
Alive
78.8
high_burden
PC-KEN-2017-00092
South Africa
2,026
70-79
40.2
Localized
Gleason 4+3
No
Radical prostatectomy
Alive
5
high_burden
PC-ETH-2028-00093
Kenya
2,023
60-69
58.6
Locally advanced
Gleason 4+3
No
Combined
Alive
52.1
high_burden
PC-KEN-2027-00094
Tanzania
2,020
70-79
29.9
Metastatic
Gleason 9-10
No
ADT only
Dead
157
high_burden
PC-UGA-2028-00095
Nigeria
2,029
80+
88.8
Localized
Gleason 8
No
Radical prostatectomy
Dead
139.1
high_burden
PC-ETH-2015-00096
Nigeria
2,017
60-69
23.7
Locally advanced
Gleason 4+3
No
Combined
Alive
84.2
high_burden
PC-GHA-2026-00097
Ethiopia
2,019
70-79
38.6
Locally advanced
Gleason 4+3
Unknown
Combined
Lost
18.8
high_burden
PC-ETH-2026-00098
Ethiopia
2,017
60-69
85.4
Locally advanced
Gleason 9-10
No
Radical prostatectomy
Dead
13.8
high_burden
PC-NIG-2027-00099
Ghana
2,028
70-79
66.9
Localized
Gleason 3+4
No
Combined
Alive
14
high_burden
PC-TAN-2029-00100
South Africa
2,019
70-79
50.8
Localized
Gleason 4+3
No
Combined
Dead
12.6
high_burden
End of preview. Expand in Data Studio

Prostate Cancer - Sub-Saharan Africa | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: csv - Sector: health - 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

Health datasets help researchers examine disease burden, service delivery, risk factors, outcomes, and public-health program performance.

Dataset context from the existing Hugging Face card: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. Prostate Cancer - Sub-Saharan Africa Abstract This synthetic dataset represents prostate cancer clinical data across sub-saharan africa and is designed to address the significant data gap in cancer research for sub-Saharan Africa. The dataset contains 3,200-4,800 per scenario records per scenario with key epidemiological… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-prostate-cancer-ssa-all.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-synth-cancer-prostate-cancer-ssa-all
Sector health
Topic tags cancer, oncology, synthetic, healthcare, sub-saharan-africa, multi-country-ssa
Modalities tabular, text
Formats csv
Size category 10K<n<100K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-04-14 22:48:03+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-synth-cancer-prostate-cancer-ssa-all")
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: country, 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_synth_cancer_prostate_cancer_ssa_all_2026,
  title        = {Prostate Cancer - Sub-Saharan Africa | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-prostate-cancer-ssa-all},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-prostate-cancer-ssa-all}}
}

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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