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README.md

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+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- 10K<n<100K
+tags:
+- tabular
+- xlsx
+- africa
+- mauritania
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data | Africa (Mauritania official open data)"
+---
+
+# Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data | Africa (Mauritania official open data)
+
+17,140 rows - 1 Africa country - 2020 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-17140-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-2020-orange)
+![indicators](https://img.shields.io/badge/indicators-10-purple)
+![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Mauritania** 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:** [Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data](https://data.humdata.org/dataset/mauritania_current_situation_fewsnet_ipc_classification)
+- **Publisher:** FEWS NET
+- **Resource:** [Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data from 2011](https://fdw.fews.net/api/ipcphase/?preference=best&country=MR&scenario=CS&format=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 |
+|---------|-----:|-----------:|----------:|------|
+| `MRT` | 17,140 | 2020 | 2020 | `Mauritania` |
+
+## Indicators or Resource Contents
+
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-dd0f870b` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - row
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-d9ab9898` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - preference rating
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-c80eba9f` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - value
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-6c7b2fbb` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - id
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-36e6941b` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - datacollectionperiod
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-cee73242` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - datacollection
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-8078e237` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - geographic unit
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-68d5fd51` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - datasourceorganization
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-54e006ef` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - datasourcedocument
+- `mauritania-current-situation-fews-net-acute-food-insecurity-classificati-4ed14edb` - Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data - dataseries
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `mauritania-current-situation-fews-net-acute-food-insecurity-classificati` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Mauritania Current Situation FEWS NET Acute Food Insecurity Classificati` |
+| `country_iso3` | `string` | ISO3 country code. | `MRT` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Sheet1` |
+| `country_name` | `string` | Country name. | `Mauritania` |
+| `year` | `Int64` | Observation year. | `2020` |
+| `value` | `float64` | Numeric observation value. | `0.0` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_source_organization` | `string` | Source dimension. | `FEWS NET` |
+| `dimension_source_document` | `string` | Source dimension. | `Food Security Outlook, Mauritania` |
+| `dimension_country` | `string` | Source dimension. | `Mauritania` |
+| `dimension_country_code` | `string` | Source dimension. | `MR` |
+| `dimension_geographic_group` | `string` | Source dimension. | `Western Africa` |
+| `dimension_fewsnet_region` | `string` | Source dimension. | `West Africa` |
+| `dimension_geographic_unit_full_name` | `string` | Source dimension. | `Agropastoralism, Aioun, Hodh el Gharbi, Mauritania` |
+| `dimension_geographic_unit_name` | `string` | Source dimension. | `Agropastoralism` |
+| `dimension_unit_type` | `string` | Source dimension. | `fsc_admin_lhz` |
+| `dimension_fnid` | `string` | Source dimension. | `MR2014C3020107` |
+| `dimension_classification_scale` | `string` | Source dimension. | `IPC 2.0` |
+| `dimension_scenario_name` | `string` | Source dimension. | `Current Situation` |
+| `dimension_is_allowing_for_assistance` | `string` | Source dimension. | `False` |
+| `dimension_projection_start` | `string` | Source dimension. | `2014-10-01` |
+| `dimension_projection_end` | `string` | Source dimension. | `2014-10-31` |
+| `dimension_status` | `string` | Source dimension. | `Collected` |
+| `dimension_description` | `string` | Source dimension. | `Minimal` |
+| `dimension_scenario` | `string` | Source dimension. | `CS` |
+| `dimension_document_type` | `string` | Source dimension. | `Acute Food Insecurity Classification` |
+| `dimension_dataseries_name` | `string` | Source dimension. | `Agropastoralism, Aioun, Hodh el Gharbi, Mauritania (From 01/01/2014): IP` |
+| `dimension_specialization_type` | `string` | Source dimension. | `/IPCPhase/` |
+| `dimension_dataseries_specialization_type` | `string` | Source dimension. | `/IPCClassification/` |
+| `dimension_data_usage_policy` | `string` | Source dimension. | `Public` |
+| `dimension_created` | `string` | Source dimension. | `2020-11-25T14:32:59` |
+| `dimension_modified` | `string` | Source dimension. | `2020-11-25T14:32:59` |
+| `dimension_collection_status` | `string` | Source dimension. | `Published` |
+| `dimension_collection_status_changed` | `string` | Source dimension. | `2021-01-05T21:16:29` |
+| `dimension_collection_schedule` | `string` | Source dimension. | `Ad Hoc` |
+| `dimension_reporting_date` | `string` | Source dimension. | `2014-10-01` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2011` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2011` |
+| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2011` |
+| `source_provider` | `category` | Publishing organization. | `FEWS NET` |
+| `source_dataset` | `category` | Source package title. | `Mauritania Current Situation FEWS NET Acute Food Insecurity Classificati` |
+| `source_resource` | `category` | Source resource title. | `Mauritania Current Situation FEWS NET Acute Food Insecurity Classificati` |
+| `source_package_id` | `category` | CKAN package UUID. | `cf5f3e73-8f34-4ff9-aa07-2b55f83d2430` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `d5d2e248-ca1e-42f4-b156-ed282b5d17f4` |
+| `source_url` | `category` | Original source resource URL. | `https://fdw.fews.net/api/ipcphase/?preference=best&country=MR&scenario=C` |
+| `license_id` | `category` | Source license identifier. | `cc-by` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-18T00:06:00Z` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-mauritania-mauritania-current-situation-fews-net-acute-food-insecurit-30d9e6cc")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MRT"]
+```
+
+### 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_mauritania_mauritania_current_situation_fews_net_acute_food_insecurit_30d_2020,
+  title        = {Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data | Africa (Mauritania official open data)},
+  author       = {FEWS NET},
+  year         = {2020},
+  url          = {https://data.humdata.org/dataset/mauritania_current_situation_fewsnet_ipc_classification},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mauritania-mauritania-current-situation-fews-net-acute-food-insecurit-30d9e6cc}}
+}
+```
+
+## License
+
+Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+
+Original data (c) FEWS NET. 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 2026-08-18 via the Electric Sheep pipeline. Source URL:
+https://fdw.fews.net/api/ipcphase/?preference=best&country=MR&scenario=CS&format=xlsx

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a912cfbd58c6ea4b4dabe377fcea3c23701c57383b9a87e1f9e2a1a1e3314db2
+size 59783

metadata/source_snapshot.json

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+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "source_sheet",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_source_organization",
+    "dimension_source_document",
+    "dimension_country",
+    "dimension_country_code",
+    "dimension_geographic_group",
+    "dimension_fewsnet_region",
+    "dimension_geographic_unit_full_name",
+    "dimension_geographic_unit_name",
+    "dimension_unit_type",
+    "dimension_fnid",
+    "dimension_classification_scale",
+    "dimension_scenario_name",
+    "dimension_is_allowing_for_assistance",
+    "dimension_projection_start",
+    "dimension_projection_end",
+    "dimension_status",
+    "dimension_description",
+    "dimension_scenario",
+    "dimension_document_type",
+    "dimension_dataseries_name",
+    "dimension_specialization_type",
+    "dimension_dataseries_specialization_type",
+    "dimension_data_usage_policy",
+    "dimension_created",
+    "dimension_modified",
+    "dimension_collection_status",
+    "dimension_collection_status_changed",
+    "dimension_collection_schedule",
+    "dimension_reporting_date",
+    "source_period_start_year",
+    "source_period_end_year",
+    "source_period_label",
+    "source_provider",
+    "source_dataset",
+    "source_resource",
+    "source_package_id",
+    "source_resource_id",
+    "source_url",
+    "license_id",
+    "retrieved_at"
+  ],
+  "generated_at": "2026-08-18T00:37:52Z",
+  "indicator_count": 10,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-mauritania-mauritania-current-situation-fews-net-acute-food-insecurit-30d9e6cc",
+  "rows": 17140,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "MRT",
+    "country_name": "Mauritania",
+    "group_names": "mrt",
+    "license_id": "cc-by",
+    "license_title": "Creative Commons Attribution International (CC BY)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by",
+    "organization_name": "fewsnet",
+    "organization_title": "FEWS NET",
+    "package_id": "cf5f3e73-8f34-4ff9-aa07-2b55f83d2430",
+    "package_name": "mauritania_current_situation_fewsnet_ipc_classification",
+    "package_notes": "Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data from 2011",
+    "package_page_url": "https://data.humdata.org/dataset/mauritania_current_situation_fewsnet_ipc_classification",
+    "package_title": "Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "",
+    "resource_format": "XLSX",
+    "resource_id": "d5d2e248-ca1e-42f4-b156-ed282b5d17f4",
+    "resource_last_modified": "2026-03-30T08:44:06.470315",
+    "resource_name": "Mauritania Current Situation FEWS NET Acute Food Insecurity Classifications Data from 2011",
+    "resource_position": "0",
+    "resource_url": "https://fdw.fews.net/api/ipcphase/?preference=best&country=MR&scenario=CS&format=xlsx",
+    "tag_names": "food security"
+  },
+  "year_max": 2020,
+  "year_min": 2020
+}