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+ ---
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+ language:
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+ - en
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+ license: other
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+ license_name: world-bank-microdata-terms
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+ license_link: https://microdata.worldbank.org/index.php/terms-of-use
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+ tags:
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+ - agriculture
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+ - financial-inclusion
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+ - survey-data
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+ - smallholder-farmers
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+ - africa
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+ - nigeria
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+ - tabular
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+ pretty_name: "CGAP Smallholder Survey - Nigeria 2016"
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+ size_categories:
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+ - 1K<n<10K
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+ task_categories:
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+ - tabular-classification
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+ - tabular-regression
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+ dataset_info:
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+ - config_name: household
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+ splits:
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+ - name: train
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+ num_examples: 3026
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+ - config_name: single
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+ splits:
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+ - name: train
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+ num_examples: 2773
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+ - config_name: multiple
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+ splits:
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+ - name: train
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+ num_examples: 5128
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+ configs:
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+ - config_name: household
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+ data_files: household.parquet
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+ - config_name: single
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+ data_files: single.parquet
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+ - config_name: multiple
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+ data_files: multiple.parquet
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+ ---
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+
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+ # CGAP Smallholder Household Survey - Nigeria (2016)
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+
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+ ## Dataset Description
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+
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+ Nationally representative household survey of smallholder farming families in **Nigeria**, conducted by the Consultative Group to Assist the Poor (CGAP) in 2016.
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+
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+ ### Dataset Summary
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+
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+ | Metric | Value |
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+ |--------|-------|
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+ | **Country** | Nigeria |
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+ | **Year** | 2016 |
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+ | **Households Surveyed** | ~3,000 |
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+ | **Total Records** | 10,927 |
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+
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+ ### Tables
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+
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+ | Table | Rows | Columns | Description |
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+ |-------|------|---------|-------------|
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+ | `household` | 3,026 | 272 | Household-level characteristics |
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+ | `single` | 2,773 | 1,223 | Single respondent detailed survey |
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+ | `multiple` | 5,128 | 471 | Repeated measures (members, plots, livestock) |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load household-level data
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+ household = load_dataset("electricsheepafrica/cgap-smallholder-survey-nigeria-2016", "household", split="train")
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+
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+ # Load single respondent data
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+ single = load_dataset("electricsheepafrica/cgap-smallholder-survey-nigeria-2016", "single", split="train")
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+
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+ # Load multiple respondent data
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+ multiple = load_dataset("electricsheepafrica/cgap-smallholder-survey-nigeria-2016", "multiple", split="train")
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+ ```
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+
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+ ### With Pandas
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+
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+ ```python
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+ import pandas as pd
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+ df = pd.read_parquet("hf://datasets/electricsheepafrica/cgap-smallholder-survey-nigeria-2016/household.parquet")
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+ ```
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+
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+ ## Features
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+
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+ The dataset covers:
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+
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+ - **Demographics**: Household composition, age, gender, education levels
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+ - **Agriculture**: Crops cultivated, land holdings, livestock, farming practices
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+ - **Financial Services**: Bank accounts, mobile money usage, savings groups, credit access
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+ - **Income & Expenditure**: Income sources, consumption patterns
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+ - **Assets**: Household and productive assets
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+ - **Shocks**: Economic shocks and coping mechanisms
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+
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+ ## Suggested ML Tasks
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+
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+ - Financial inclusion prediction (binary classification)
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+ - Income/wealth classification
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+ - Household segmentation (clustering)
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+ - Agricultural productivity prediction
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+ - Vulnerability/poverty risk assessment
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+
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+ ## Source
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+
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+ - **Publisher**: Consultative Group to Assist the Poor (CGAP)
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+ - **Host**: World Bank Microdata Library
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+ - **URL**: https://www.cgap.org/research/data/smallholder-families-data-hub
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{cgap_smallholder_nga_2016,
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+ title={CGAP Smallholder Families Household Survey - Nigeria},
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+ author={{Consultative Group to Assist the Poor}},
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+ year={2016},
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+ publisher={World Bank Microdata Library}
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+ }
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+ ```
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+
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+ ## License
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+
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+ Subject to World Bank Microdata Library [Terms of Use](https://microdata.worldbank.org/index.php/terms-of-use). Intended for research and educational purposes.