JSON
MwAPATA Institute
MwAPATA Malawi Agriculture Data Gateway
Gateway manifest listing agriculture-related Malawi datasets and contacts published on the MwAPATA Data Portal.
Filename
mwapata_malawi_agriculture_gateway.json
Preview
Schema
Coverage
Source Linked
16
Downloads
10
Views
0
Rows Parsed
2.5 KB
File Size
10 May 2026
Updated
MwAPATA Malawi Agriculture Data Gateway is a JSON dataset from MwAPATA Institute, ingested into the Kafukufuku Data Hub with 0 parsed rows.
Gateway manifest listing agriculture-related Malawi datasets and contacts published on the MwAPATA Data Portal. The source is catalogued as agriculture gateway manifest. Spatial granularity is national. It belongs to the mwapata data gateway collection. Geographic scope is Malawi.
| Source | MwAPATA Institute |
| Format | JSON |
| Rows Parsed | 0 |
| Country | Malawi |
| Spatial Granularity | National |
| Dataset Type | Agriculture Gateway Manifest |
Filename
mwapata_malawi_agriculture_gateway.json
| Source | MwAPATA Institute |
| Format | JSON |
| Filename |
mwapata_malawi_agriculture_gateway.json
|
| Rows Parsed | 0 |
| Dataset Type | Agriculture Gateway Manifest |
| Indicators | 0 |
| File Size | 2.5 KB |
| Status | completed |
| Spatial Granularity | National |
| Hosted by Kafukufuku | Yes |
| Checksum MD5 |
3a8f4a928a55c3d2d7dffd5f730a9905
|
| Last Updated | 10 May 2026 |
Coverage Summary
| Country | Malawi |
| Spatial Granularity | National |
| Years Covered | Not identified |
| Distinct Years | 0 |
| Districts Identified | 1 |
| Regions Identified | 1 |
District Coverage
ntchisi
Region Coverage
central
1 districts were identified during normalization.
Pipeline Lineage
Raw file
Completed
JSON · mwapata_malawi_agriculture_gateway.json
Parse
Not run
No parse job recorded
Bronze
Created
8 bronze record(s)
Silver
Reviewed
8 silver record(s)
Published
Published
4 datamart record(s)
| Latest Parse Job | Not recorded |
| Latest Crawler Job | Not linked |
| Bronze Records | 8 |
| Silver Records | 8 |
| Published Records | 4 |
| Validation Issues | 0 errors, 7 warnings, 0 info |
Published Domains
Agriculture · 4
Terms & Citation
| Access Level | Open access |
| License | License not specified |
| Source URL | https://www.mwapata.mw/dataportal |
Suggested Citation
MwAPATA Institute. MwAPATA Malawi Agriculture Data Gateway. Kafukufuku Data Hub, coverage n.d.. Source: https://www.mwapata.mw/dataportal.
No explicit license was captured during ingestion. Reuse should be checked against the original publisher terms.
The canonical source URL points to the upstream publisher or download location.
Schema
| Field | Type | Profile | Coverage | Missing | Distinct | Examples | Notes |
|---|---|---|---|---|---|---|---|
_domain |
Boolean / Flag | Binary | 100.0% present | 0.0% | 1 |
agriculture
|
Two-level field best treated as a yes/no or flag variable. |
_domain_confidence |
Text / Code | Identifier | 100.0% present | 0.0% | 5 |
0.95
0.65
0.4
|
High-cardinality field that looks like an ID or code. |
_source_domain_hint |
Boolean / Flag | Binary | 62.5% present | 37.5% | 1 |
agriculture
|
Two-level field best treated as a yes/no or flag variable. |
description |
Text | Categorical | 100.0% present | 0.0% | 8 |
Monitoring and evaluation data collected by Africa RISING, whose major activities include extension-based interventions
Growing from Measurement Indicators for Resilience Analysis (MIRA), one unique quality of these data is the acknowledgement of the inherently dynamic nature of resilience, which cannot be captured with typical baseline/endline survey data.
Bi-weekly (2020-now) monitoring of food security, nutrition and agric. indicators. Covers 18 districts and all Regions with market- and household-level data.
|
Field is best read as a label/category rather than a numeric measure. |
title |
Text | Categorical | 100.0% present | 0.0% | 8 |
Africa RISING field panel survey
CRS-Rapid Feedback Monitoring System
FAO-Emergency Agric. & Food Security Surveillance (EmA-FSS)
|
Field is best read as a label/category rather than a numeric measure. |
Sample Rows (8)
| Title | Description |
|---|---|
| Africa RISING field panel survey | Monitoring and evaluation data collected by Africa RISING, whose major activities include extension-based interventions |
| CRS-Rapid Feedback Monitoring System | Growing from Measurement Indicators for Resilience Analysis (MIRA), one unique quality of these data is the acknowledgement of the inherently dynamic nature of resilience, which cannot be captured with typical baseline/endline survey data. |
| FAO-Emergency Agric. & Food Security Surveillance (EmA-FSS) | Bi-weekly (2020-now) monitoring of food security, nutrition and agric. indicators. Covers 18 districts and all Regions with market- and household-level data. |
| FEWSNET-Cross Border Food trade in Southern Africa | FEWS NET monitors staple food prices in countries where we regularly conduct integrated food security analysis, as well as other countries with broader regional or global influence. Cross-border trade data are also available for Southern Africa at select border points. |
| IFPRI-Retail Farm gate price data | Prices are collected across the country but represented population varies by commodity. Data are available for maize, select legumes, other cereals, roots & tubers, chicken, eggs, goats, and fish. |
| MwAPATA-Malawi Rural Agricultural Livelihoods Survey | 2019 data to capture detailed information on rural household agriculture and livelihoods in 8 tobacco growing districts of Malawi. Data includes demographics, land, crop and livestock production and marketing, and non-farm income. |
| World Fish | Cross border fish trade at Luangwa border in Zambia and Lake Chirwa in Malawi. Data helps understand the gendered determinants of the impact of Covid-19 among rural small scale cross border traders. |
| APRA | Household-level panel data from Ntchisi and Michinji districts with the most recent round collected in 2018. Data includes demographics, food security, assets, livelihood activities, agricultural technology use, and shocks. |
Data Quality Summary
| Rows Analysed | 8 |
| Columns With Data | 5 |
| Cell Completeness | 92.5% |
| Continuous Columns | 0 |
| Categorical Columns | 5 |
| Identifier-Like Columns | 1 |
| Temporal Columns | 0 |
| District Recognition | 12.5% recognised · 7 unresolved rows |
| Domain Recognition | 100.0% classified · 0 unresolved rows |
| Duplicate Rows | 0 |
| Mixed-Type Columns | 0 |
| Empty Columns | 0 |
These checks summarize coverage, consistency, and variable structure from parsed rows. Identifier-like columns and year/code fields are treated as categorical so averages are not shown where they would be misleading. Malawi-specific district/domain recognition rates are included to show how much of the file the pipeline can place and classify reliably.
Categorical Variables
| Column | Profile | Coverage | Distinct | Most Common Share | Top Values | Interpretation |
|---|---|---|---|---|---|---|
_domain |
Binary | 100.0% present | 1 | 100.0% |
agriculture - 8 (100.0%)
|
Two-level field; best read as a flag or yes/no split. |
_source_domain_hint |
Binary | 62.5% present | 1 | 100.0% |
agriculture - 5 (100.0%)
|
Two-level field; best read as a flag or yes/no split. |
description |
Categorical | 100.0% present | 8 | 12.5% |
2019 data to capture detailed information on rural household agriculture and livelihoods in 8 tobacco growing districts of Malawi. Data includes demographics, land, crop and livestock production and marketing, and non-farm income. - 1 (12.5%)
Bi-weekly (2020-now) monitoring of food security, nutrition and agric. indicators. Covers 18 districts and all Regions with market- and household-level data. - 1 (12.5%)
Cross border fish trade at Luangwa border in Zambia and Lake Chirwa in Malawi. Data helps understand the gendered determinants of the impact of Covid-19 among rural small scale cross border traders. - 1 (12.5%)
FEWS NET monitors staple food prices in countries where we regularly conduct integrated food security analysis, as well as other countries with broader regional or global influence. Cross-border trade data are also available for Southern Africa at select border points. - 1 (12.5%)
Growing from Measurement Indicators for Resilience Analysis (MIRA), one unique quality of these data is the acknowledgement of the inherently dynamic nature of resilience, which cannot be captured with typical baseline/endline survey data. - 1 (12.5%)
|
Nominal field summarised by the most frequent values. |
title |
Categorical | 100.0% present | 8 | 12.5% |
APRA - 1 (12.5%)
Africa RISING field panel survey - 1 (12.5%)
CRS-Rapid Feedback Monitoring System - 1 (12.5%)
FAO-Emergency Agric. & Food Security Surveillance (EmA-FSS) - 1 (12.5%)
FEWSNET-Cross Border Food trade in Southern Africa - 1 (12.5%)
|
Nominal field summarised by the most frequent values. |
_domain_confidence |
Identifier | 100.0% present | 5 | 50.0% |
0.95 - 4 (50.0%)
0.4 - 1 (12.5%)
0.4444444444444444 - 1 (12.5%)
0.5 - 1 (12.5%)
0.65 - 1 (12.5%)
|
High-cardinality identifier-like field; category frequencies are less informative. |