| --- |
| 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) |
|
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|
|
| ## 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 |
|
|
