Kossisoroyce commited on
Commit
54332b0
·
verified ·
1 Parent(s): 2140863

Add README.md

Browse files
Files changed (1) hide show
  1. README.md +141 -30
README.md CHANGED
@@ -1,34 +1,145 @@
1
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  dataset_info:
3
- features:
4
- - name: county
5
- dtype: string
6
- - name: distribution_centres_hospitals_health_centres
7
- dtype: string
8
- - name: cent_x
9
- dtype: float64
10
- - name: cent_y
11
- dtype: float64
12
- - name: objectid
13
- dtype: int64
14
- - name: esa_source
15
- dtype: string
16
- - name: esa_processed
17
- dtype: string
18
  splits:
19
- - name: train
20
- num_bytes: 13416
21
- num_examples: 167
22
- - name: test
23
- num_bytes: 3353
24
- num_examples: 42
25
- download_size: 13195
26
- dataset_size: 16769
27
- configs:
28
- - config_name: default
29
- data_files:
30
- - split: train
31
- path: data/train-*
32
- - split: test
33
- path: data/test-*
34
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ annotations_creators:
3
+ - no-annotation
4
+ language_creators:
5
+ - found
6
+ language:
7
+ - en
8
+ license: cc-by-4.0
9
+ multilinguality:
10
+ - monolingual
11
+ size_categories:
12
+ - n<1K
13
+ source_datasets:
14
+ - original
15
+ task_categories:
16
+ - tabular-classification
17
+ task_ids: []
18
+ tags:
19
+ - africa
20
+ - humanitarian
21
+ - hdx
22
+ - electric-sheep-africa
23
+ - demographics
24
+ - disability
25
+ - population
26
+ - ken
27
+ pretty_name: "Kenya - Hospitals and centres for distribution of Sunscreen Products For Persons With Alibinisms(PWAs)"
28
  dataset_info:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
29
  splits:
30
+ - name: train
31
+ num_examples: 167
32
+ - name: test
33
+ num_examples: 41
 
 
 
 
 
 
 
 
 
 
 
34
  ---
35
+
36
+ # Kenya - Hospitals and centres for distribution of Sunscreen Products For Persons With Alibinisms(PWAs)
37
+
38
+ **Publisher:** Kenya Open Data Initiative (inactive) · **Source:** [HDX](https://data.humdata.org/dataset/kenya-hospitals-and-centres-for-distribution-of-suncreen-products-for-persons-with-alibinisms-pwas) · **License:** `cc-by` · **Updated:** 2024-09-13
39
+
40
+ ---
41
+
42
+ ## Abstract
43
+
44
+ This data shows the centres or hospitals used in the distribution of sun screen products for persons with albinism (PWAs) in Kenya
45
+
46
+ Each row in this dataset represents tabular records. Data was last updated on HDX on 2024-09-13. Geographic scope: **KEN**.
47
+
48
+ *Curated into ML-ready Parquet format by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica).*
49
+
50
+ ---
51
+
52
+ ## Dataset Characteristics
53
+
54
+ | | |
55
+ |---|---|
56
+ | **Domain** | Public health |
57
+ | **Unit of observation** | Tabular records |
58
+ | **Rows (total)** | 209 |
59
+ | **Columns** | 7 (3 numeric, 4 categorical, 0 datetime) |
60
+ | **Train split** | 167 rows |
61
+ | **Test split** | 41 rows |
62
+ | **Geographic scope** | KEN |
63
+ | **Publisher** | Kenya Open Data Initiative (inactive) |
64
+ | **HDX last updated** | 2024-09-13 |
65
+
66
+ ---
67
+
68
+ ## Variables
69
+
70
+ **Geographic** — `county` (Kwale, Kilifi, Bungoma), `cent_x` (range 34.212–40.7518), `cent_y` (range -4.1157–3.4145).
71
+
72
+ **Identifier / Metadata** — `objectid` (range 0.0–208.0), `esa_source` (HDX), `esa_processed` (2026-04-10).
73
+
74
+ **Other** — `distribution_centres_hospitals_health_centres` (Baringo District Hospital, Msulwa Dispensary, Kilome).
75
+
76
+ ---
77
+
78
+ ## Quick Start
79
+
80
+ ```python
81
+ from datasets import load_dataset
82
+
83
+ ds = load_dataset("electricsheepafrica/africa-kenya-hospitals-and-centres-for-distribution-of-suncreen-products-for-persons-with-alibin")
84
+ train = ds["train"].to_pandas()
85
+ test = ds["test"].to_pandas()
86
+
87
+ print(train.shape)
88
+ train.head()
89
+ ```
90
+
91
+ ---
92
+
93
+ ## Schema
94
+
95
+ | Column | Type | Null % | Range / Sample Values |
96
+ |---|---|---|---|
97
+ | `county` | object | 0.0% | Kwale, Kilifi, Bungoma |
98
+ | `distribution_centres_hospitals_health_centres` | object | 0.0% | Baringo District Hospital, Msulwa Dispensary, Kilome |
99
+ | `cent_x` | float64 | 0.0% | 34.212 – 40.7518 (mean 36.9486) |
100
+ | `cent_y` | float64 | 0.0% | -4.1157 – 3.4145 (mean -1.0389) |
101
+ | `objectid` | int64 | 0.0% | 0.0 – 208.0 (mean 104.0) |
102
+ | `esa_source` | object | 0.0% | HDX |
103
+ | `esa_processed` | object | 0.0% | 2026-04-10 |
104
+
105
+ ---
106
+
107
+ ## Numeric Summary
108
+
109
+ | Column | Min | Max | Mean | Median |
110
+ |---|---|---|---|---|
111
+ | `cent_x` | 34.212 | 40.7518 | 36.9486 | 36.9148 |
112
+ | `cent_y` | -4.1157 | 3.4145 | -1.0389 | -0.64 |
113
+ | `objectid` | 0.0 | 208.0 | 104.0 | 104.0 |
114
+
115
+ ---
116
+
117
+ ## Curation
118
+
119
+ Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (`N/A`, `null`, `none`, `-`, `unknown`, `no data`, `#N/A`) were unified to `NaN`. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
120
+
121
+ ---
122
+
123
+ ## Limitations
124
+
125
+ - Data originates from Kenya Open Data Initiative (inactive) and has not been independently validated by ESA.
126
+ - Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
127
+ - Refer to the [original HDX dataset page](https://data.humdata.org/dataset/kenya-hospitals-and-centres-for-distribution-of-suncreen-products-for-persons-with-alibinisms-pwas) for the publisher's own methodology notes and caveats.
128
+
129
+ ---
130
+
131
+ ## Citation
132
+
133
+ ```bibtex
134
+ @dataset{hdx_africa_kenya_hospitals_and_centres_for_distribution_of_suncreen_products_for_persons_with_alibin,
135
+ title = {Kenya - Hospitals and centres for distribution of Sunscreen Products For Persons With Alibinisms(PWAs)},
136
+ author = {Kenya Open Data Initiative (inactive)},
137
+ year = {2024},
138
+ url = {https://data.humdata.org/dataset/kenya-hospitals-and-centres-for-distribution-of-suncreen-products-for-persons-with-alibinisms-pwas},
139
+ note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
140
+ }
141
+ ```
142
+
143
+ ---
144
+
145
+ *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica) — Africa's ML dataset infrastructure. Lagos, Nigeria.*