--- license: cc-by-4.0 language: - en task_categories: - tabular-regression - time-series-forecasting multilinguality: monolingual size_categories: - n<1K tags: - tabular - xlsx - africa - mali - official-statistics - open-data - population configs: - config_name: default data_files: - split: train path: data/train-00000-of-00001.parquet pretty_name: "Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] | Africa (Mali official open data)" --- # Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] | Africa (Mali official open data) 180 rows - 1 Africa country - 2012 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica) ![rows](https://img.shields.io/badge/rows-180-blue) ![countries](https://img.shields.io/badge/countries-1-green) ![years](https://img.shields.io/badge/years-2012-orange) ![indicators](https://img.shields.io/badge/indicators-4-purple) ![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey) ## TL;DR This dataset packages one official `XLSX` resource from **Mali** as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo. ## About the source - **Source:** [Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM]](https://data.humdata.org/dataset/mali-baseline-assessment-data-iom-dtm) - **Publisher:** International Organization for Migration (IOM) - **Resource:** [DTM Mali Baseline Assessment Round 51](https://data.humdata.org/dataset/ea41f7c7-2ebe-456b-b5eb-e3e0ac8d708b/resource/cd270627-942c-4fd2-93e8-fcdbd6f1031a/download/dtm-mali-baseline-assessment-round-51.xlsx) - **Format:** `XLSX` - **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) - **Packaging mode:** `indicator_long` ## Geographic coverage 1 Africa country: | Country | Rows | First year | Last year | Name | |---------|-----:|-----------:|----------:|------| | `MLI` | 180 | 2012 | 2012 | `Mali` | ## Indicators or Resource Contents - `mali-displacement-idps-returnees-baseline-assessment-iom-dtm-total-no-of-2a3b2fe6` - Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] - total no of idps hh - `mali-displacement-idps-returnees-baseline-assessment-iom-dtm-total-no-of-48819f8d` - Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] - total no of idps ind - `mali-displacement-idps-returnees-baseline-assessment-iom-dtm-total-no-of-e423f9b7` - Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] - total no of returnees hh - `mali-displacement-idps-returnees-baseline-assessment-iom-dtm-total-no-of-5100e326` - Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] - total no of returnees ind ## Schema | Column | Type | Description | Example | |--------|------|-------------|---------| | `indicator_id` | `string` | Stable indicator identifier. | `mali-displacement-idps-returnees-baseline-assessment-iom-dtm-total-no-of` | | `indicator_name` | `string` | Human-readable indicator name. | `Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] - ` | | `country_iso3` | `string` | ISO3 country code. | `MLI` | | `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Mali_Baseline_R51` | | `country_name` | `string` | Country name. | `Mali` | | `year` | `Int64` | Observation year. | `2012` | | `value` | `float64` | Numeric observation value. | `0.0` | | `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` | | `dimension_survey_date` | `string` | Source dimension. | `2019-03-31 00:00:00` | | `dimension_admin_0` | `string` | Source dimension. | `MALI` | | `dimension_admin_0_pcode` | `string` | Source dimension. | `MLI` | | `dimension_admin_1` | `string` | Source dimension. | `Kayes` | | `dimension_admin_1_pcode` | `string` | Source dimension. | `MLI01` | | `dimension_admin_2` | `string` | Source dimension. | `Kayes` | | `dimension_admin_2_pcode` | `string` | Source dimension. | `MLI0103` | | `dimension_admin_3` | `string` | Source dimension. | `Kayes Commune` | | `dimension_admin_3_pcode` | `string` | Source dimension. | `ML010312` | | `dimension_d_2nd_main_displacement_start_date` | `string` | Source dimension. | `2012-03-01 00:00:00` | | `dimension_country_of_origin_of_idp` | `string` | Source dimension. | `Mali` | | `dimension_admin_1_area_of_origin_of_idp` | `string` | Source dimension. | `KaYes` | | `dimension_confidentiality` | `string` | Source dimension. | `No` | | `dimension_type_of_displacement` | `string` | Source dimension. | `Conflict` | | `dimension_conflict` | `string` | Source dimension. | `Yes` | | `dimension_insecurity` | `string` | Source dimension. | `Yes` | | `dimension_natural_disaster` | `string` | Source dimension. | `No` | | `dimension_political_reasons` | `string` | Source dimension. | `No` | | `dimension_economic_reasons` | `string` | Source dimension. | `No` | | `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2018` | | `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2019` | | `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2018-2019` | | `source_provider` | `category` | Publishing organization. | `International Organization for Migration (IOM)` | | `source_dataset` | `category` | Source package title. | `Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM]` | | `source_resource` | `category` | Source resource title. | `DTM Mali Baseline Assessment Round 51` | | `source_package_id` | `category` | CKAN package UUID. | `ea41f7c7-2ebe-456b-b5eb-e3e0ac8d708b` | | `source_resource_id` | `category` | CKAN resource UUID. | `cd270627-942c-4fd2-93e8-fcdbd6f1031a` | | `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/ea41f7c7-2ebe-456b-b5eb-e3e0ac8d708b/re` | | `license_id` | `category` | Source license identifier. | `cc-by` | | `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-12T23:12:09Z` | ## Usage ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-mali-mali-displacement-idps-returnees-baseline-assessment-iom-d-8f174113") df = ds["train"].to_pandas() print(df.head()) ``` ### Filter to one country ```python sample_country = df[df["country_iso3"] == "MLI"] ``` ### Work with indicators ```python if "indicator_id" in df.columns: print(df["indicator_id"].value_counts().head()) sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns]) ``` ## Citation ```bibtex @misc{electric_sheep_africa_africa_mali_mali_displacement_idps_returnees_baseline_assessment_iom_d_8f174113_2012, title = {Mali Displacement - [IDPs, Returnees] - Baseline Assessment [IOM DTM] | Africa (Mali official open data)}, author = {International Organization for Migration (IOM)}, year = {2012}, url = {https://data.humdata.org/dataset/mali-baseline-assessment-data-iom-dtm}, publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa}, howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-displacement-idps-returnees-baseline-assessment-iom-d-8f174113}} } ``` ## License Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Original data (c) International Organization for Migration (IOM). When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging. ## About Electric Sheep Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use `load_dataset()` to start working in seconds. Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica) --- Provenance: ingested 2026-08-13 via the Electric Sheep pipeline. Source URL: https://data.humdata.org/dataset/ea41f7c7-2ebe-456b-b5eb-e3e0ac8d708b/resource/cd270627-942c-4fd2-93e8-fcdbd6f1031a/download/dtm-mali-baseline-assessment-round-51.xlsx