Kossisoroyce commited on
Commit
551f71f
·
verified ·
1 Parent(s): 1698349

Add README.md

Browse files
Files changed (1) hide show
  1. README.md +142 -32
README.md CHANGED
@@ -1,36 +1,146 @@
1
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  dataset_info:
3
- features:
4
- - name: disease_name
5
- dtype: string
6
- - name: '2009'
7
- dtype: int64
8
- - name: '2010'
9
- dtype: int64
10
- - name: '2011'
11
- dtype: int64
12
- - name: '2012'
13
- dtype: int64
14
- - name: '2013'
15
- dtype: int64
16
- - name: esa_source
17
- dtype: string
18
- - name: esa_processed
19
- dtype: string
20
  splits:
21
- - name: train
22
- num_bytes: 681
23
- num_examples: 8
24
- - name: test
25
- num_bytes: 274
26
- num_examples: 3
27
- download_size: 7707
28
- dataset_size: 955
29
- configs:
30
- - config_name: default
31
- data_files:
32
- - split: train
33
- path: data/train-*
34
- - split: test
35
- path: data/test-*
36
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ annotations_creators:
3
+ - no-annotation
4
+ language_creators:
5
+ - found
6
+ language:
7
+ - en
8
+ license: other
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
+ - epidemics-outbreaks
24
+ - governance-and-civil-society
25
+ - health
26
+ - ken
27
+ pretty_name: "National Top 10 Incidences of Diseases: 2009 to 2013"
28
  dataset_info:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
29
  splits:
30
+ - name: train
31
+ num_examples: 8
32
+ - name: test
33
+ num_examples: 2
 
 
 
 
 
 
 
 
 
 
 
34
  ---
35
+
36
+ # National Top 10 Incidences of Diseases: 2009 to 2013
37
+
38
+ **Publisher:** Kenya National Bureau of Statistics (inactive) · **Source:** [HDX](https://data.humdata.org/dataset/national-top-10-incidences-of-diseases-2009-to-2013) · **License:** `other-pd-nr` · **Updated:** 2025-02-06
39
+
40
+ ---
41
+
42
+ ## Abstract
43
+
44
+ This dataset shows the National Top 10 Incidences of Diseases in kenya for the period of : 2009 to 2013 as reported by the Kenya National Bureau of statistics
45
+
46
+ Each row in this dataset represents tabular records. Data was last updated on HDX on 2025-02-06. 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)** | 11 |
59
+ | **Columns** | 8 (5 numeric, 3 categorical, 0 datetime) |
60
+ | **Train split** | 8 rows |
61
+ | **Test split** | 2 rows |
62
+ | **Geographic scope** | KEN |
63
+ | **Publisher** | Kenya National Bureau of Statistics (inactive) |
64
+ | **HDX last updated** | 2025-02-06 |
65
+
66
+ ---
67
+
68
+ ## Variables
69
+
70
+ **Identifier / Metadata** — `disease_name` (Accidents (incl. fractures, burns etc), All Other Diseases, Diarrhoea Diseases), `esa_source` (HDX), `esa_processed` (2026-04-07).
71
+
72
+ **Other** — `2009` (range 387066.0–9833701.0), `2010` (range 419298.0–11371889.0), `2011` (range 374886.0–11150223.0), `2012` (range 357844.0–12215993.0), `2013` (range 349632.0–14823864.0).
73
+
74
+ ---
75
+
76
+ ## Quick Start
77
+
78
+ ```python
79
+ from datasets import load_dataset
80
+
81
+ ds = load_dataset("electricsheepafrica/africa-national-top-10-incidences-of-diseases-2009-to-2013")
82
+ train = ds["train"].to_pandas()
83
+ test = ds["test"].to_pandas()
84
+
85
+ print(train.shape)
86
+ train.head()
87
+ ```
88
+
89
+ ---
90
+
91
+ ## Schema
92
+
93
+ | Column | Type | Null % | Range / Sample Values |
94
+ |---|---|---|---|
95
+ | `disease_name` | object | 0.0% | Accidents (incl. fractures, burns etc), All Other Diseases, Diarrhoea Diseases |
96
+ | `2009` | int64 | 0.0% | 387066.0 – 9833701.0 (mean 2905534.2727) |
97
+ | `2010` | int64 | 0.0% | 419298.0 – 11371889.0 (mean 3478372.4545) |
98
+ | `2011` | int64 | 0.0% | 374886.0 – 11150223.0 (mean 3484770.6364) |
99
+ | `2012` | int64 | 0.0% | 357844.0 – 12215993.0 (mean 3580971.3636) |
100
+ | `2013` | int64 | 0.0% | 349632.0 – 14823864.0 (mean 3966956.0909) |
101
+ | `esa_source` | object | 0.0% | HDX |
102
+ | `esa_processed` | object | 0.0% | 2026-04-07 |
103
+
104
+ ---
105
+
106
+ ## Numeric Summary
107
+
108
+ | Column | Min | Max | Mean | Median |
109
+ |---|---|---|---|---|
110
+ | `2009` | 387066.0 | 9833701.0 | 2905534.2727 | 1018151.0 |
111
+ | `2010` | 419298.0 | 11371889.0 | 3478372.4545 | 1081317.0 |
112
+ | `2011` | 374886.0 | 11150223.0 | 3484770.6364 | 1100997.0 |
113
+ | `2012` | 357844.0 | 12215993.0 | 3580971.3636 | 1135046.0 |
114
+ | `2013` | 349632.0 | 14823864.0 | 3966956.0909 | 1282996.0 |
115
+
116
+ ---
117
+
118
+ ## Curation
119
+
120
+ 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.
121
+
122
+ ---
123
+
124
+ ## Limitations
125
+
126
+ - Data originates from Kenya National Bureau of Statistics (inactive) and has not been independently validated by ESA.
127
+ - Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
128
+ - Refer to the [original HDX dataset page](https://data.humdata.org/dataset/national-top-10-incidences-of-diseases-2009-to-2013) for the publisher's own methodology notes and caveats.
129
+
130
+ ---
131
+
132
+ ## Citation
133
+
134
+ ```bibtex
135
+ @dataset{hdx_africa_national_top_10_incidences_of_diseases_2009_to_2013,
136
+ title = {National Top 10 Incidences of Diseases: 2009 to 2013},
137
+ author = {Kenya National Bureau of Statistics (inactive)},
138
+ year = {2025},
139
+ url = {https://data.humdata.org/dataset/national-top-10-incidences-of-diseases-2009-to-2013},
140
+ note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
141
+ }
142
+ ```
143
+
144
+ ---
145
+
146
+ *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica) — Africa's ML dataset infrastructure. Lagos, Nigeria.*