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README.md ADDED
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+ ---
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+ license: cc-by-4.0
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+ language:
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+ - en
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+ task_categories:
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+ - tabular-regression
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+ - time-series-forecasting
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+ multilinguality: monolingual
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+ size_categories:
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+ - n<1K
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+ tags:
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+ - tabular
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+ - csv
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+ - africa
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+ - libya
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+ - official-statistics
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+ - open-data
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-00000-of-00001.parquet
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+ pretty_name: "Libya - External Debt | Africa (Libya official open data)"
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+ ---
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+
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+ # Libya - External Debt | Africa (Libya official open data)
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+
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+ 686 rows - 1 Africa country - 1960-2025 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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+
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+ ![rows](https://img.shields.io/badge/rows-686-blue)
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+ ![countries](https://img.shields.io/badge/countries-1-green)
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+ ![years](https://img.shields.io/badge/years-1960-2025-orange)
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+ ![indicators](https://img.shields.io/badge/indicators-1-purple)
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+ ![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey)
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+
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+ ## TL;DR
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+
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+ This dataset packages one official `CSV` resource from **Libya** as
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+ ML-ready Parquet. The source file is the provenance boundary; all usable
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+ indicators or tabular columns from the resource stay together in this repo.
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+
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+ ## About the source
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+
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+ - **Source:** [Libya - External Debt](https://data.humdata.org/dataset/world-bank-external-debt-indicators-for-libya)
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+ - **Publisher:** World Bank Group
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+ - **Resource:** [External Debt Indicators for Libya](https://data.humdata.org/dataset/c56d68d7-4245-4fa8-8418-dddbef7429b1/resource/e11afd2c-74a8-432f-bc69-922bbe89434e/download/external-debt_lby.csv)
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+ - **Format:** `CSV`
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+ - **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
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+ - **Packaging mode:** `indicator_long`
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+
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+ ## Geographic coverage
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+
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+ 1 Africa country:
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+
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+ | Country | Rows | First year | Last year | Name |
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+ |---------|-----:|-----------:|----------:|------|
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+ | `LBY` | 686 | 1960 | 2025 | `Libya` |
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+
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+ ## Indicators or Resource Contents
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+
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+ - `libya-external-debt-5e7605ca` - Libya - External Debt
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+
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+ ## Schema
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+
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+ | Column | Type | Description | Example |
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+ |--------|------|-------------|---------|
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+ | `indicator_id` | `string` | Stable indicator identifier. | `libya-external-debt-5e7605ca` |
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+ | `indicator_name` | `string` | Human-readable indicator name. | `Libya - External Debt` |
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+ | `country_iso3` | `string` | ISO3 country code. | `LBY` |
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+ | `country_name` | `string` | Country name. | `Libya` |
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+ | `year` | `Int64` | Observation year. | `2023` |
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+ | `value` | `float64` | Numeric observation value. | `35132700000.0` |
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+ | `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
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+ | `dimension_country_name` | `string` | Source dimension. | `Libya` |
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+ | `dimension_country_iso3` | `string` | Source dimension. | `LBY` |
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+ | `dimension_indicator_name` | `string` | Source dimension. | `Imports of goods, services and primary income (BoP, current US$)` |
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+ | `dimension_indicator_code` | `string` | Source dimension. | `BM.GSR.TOTL.CD` |
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+ | `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `` |
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+ | `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `` |
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+ | `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `` |
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+ | `source_provider` | `category` | Publishing organization. | `World Bank Group` |
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+ | `source_dataset` | `category` | Source package title. | `Libya - External Debt` |
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+ | `source_resource` | `category` | Source resource title. | `External Debt Indicators for Libya` |
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+ | `source_package_id` | `category` | CKAN package UUID. | `c56d68d7-4245-4fa8-8418-dddbef7429b1` |
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+ | `source_resource_id` | `category` | CKAN resource UUID. | `e11afd2c-74a8-432f-bc69-922bbe89434e` |
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+ | `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/c56d68d7-4245-4fa8-8418-dddbef7429b1/re` |
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+ | `license_id` | `category` | Source license identifier. | `cc-by` |
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+ | `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-17T13:13:43Z` |
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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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+ ds = load_dataset("electricsheepafrica/africa-libya-libya-external-debt-9af2a907")
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+ df = ds["train"].to_pandas()
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+ print(df.head())
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+ ```
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+
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+ ### Filter to one country
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+
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+ ```python
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+ sample_country = df[df["country_iso3"] == "LBY"]
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+ ```
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+
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+ ### Work with indicators
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+
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+ ```python
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+ if "indicator_id" in df.columns:
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+ print(df["indicator_id"].value_counts().head())
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+ sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{electric_sheep_africa_africa_libya_libya_external_debt_9af2a907_2025,
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+ title = {Libya - External Debt | Africa (Libya official open data)},
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+ author = {World Bank Group},
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+ year = {2025},
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+ url = {https://data.humdata.org/dataset/world-bank-external-debt-indicators-for-libya},
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+ publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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+ howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-libya-external-debt-9af2a907}}
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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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+ Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
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+
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+ Original data (c) World Bank Group. When using this dataset, please cite both the
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+ original source above and the Electric Sheep Africa repackaging.
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+
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+ ## About Electric Sheep
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+
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+ Electric Sheep Africa is part of the Electric Sheep mission: a unified,
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+ ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
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+ open sources, normalize the schemas, package as Parquet, and publish with
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+ consistent dataset cards so researchers and developers can use `load_dataset()`
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+ to start working in seconds.
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+
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+ Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
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+
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+ ---
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+
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+ Provenance: ingested 2026-08-17 via the Electric Sheep pipeline. Source URL:
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+ https://data.humdata.org/dataset/c56d68d7-4245-4fa8-8418-dddbef7429b1/resource/e11afd2c-74a8-432f-bc69-922bbe89434e/download/external-debt_lby.csv
data/train-00000-of-00001.parquet ADDED
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metadata/source_snapshot.json ADDED
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+ {
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+ "columns": [
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+ "indicator_id",
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+ "indicator_name",
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+ "country_iso3",
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+ "country_name",
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+ "year",
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+ "value",
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+ "unit",
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+ "dimension_country_name",
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+ "dimension_country_iso3",
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+ "dimension_indicator_name",
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+ "dimension_indicator_code",
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+ "source_period_start_year",
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+ "source_period_end_year",
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+ "source_period_label",
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+ "source_provider",
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+ "source_dataset",
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+ "source_resource",
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+ "source_package_id",
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+ "source_resource_id",
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+ "source_url",
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+ "license_id",
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+ "retrieved_at"
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+ ],
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+ "generated_at": "2026-08-17T13:34:38Z",
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+ "indicator_count": 1,
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+ "mode": "indicator_long",
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+ "repo_id": "electricsheepafrica/africa-libya-libya-external-debt-9af2a907",
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+ "rows": 686,
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+ "source": {
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+ "api_base_url": "https://data.humdata.org/api/3/action",
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+ "country_iso3": "LBY",
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+ "country_name": "Libya",
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+ "group_names": "lby",
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+ "license_id": "cc-by",
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+ "license_title": "Creative Commons Attribution International (CC BY)",
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+ "license_url": "http://www.opendefinition.org/licenses/cc-by",
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+ "organization_name": "world-bank-group",
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+ "organization_title": "World Bank Group",
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+ "package_id": "c56d68d7-4245-4fa8-8418-dddbef7429b1",
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+ "package_name": "world-bank-external-debt-indicators-for-libya",
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+ "package_notes": "Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-libya) on HDX. Debt statistics provide a detailed picture of debt stocks and flows of developing countries. Data presented as part of the Quarterly External Debt Statistics takes a closer look at the external debt of high-income countries and emerging markets to enable a more complete understanding of global financial flows. The Quarterly Public Sector Debt database provides further data on public sector valuation methods, debt instruments, and clearly defined tiers of debt for central, state and local government, as well as extra-budgetary agencies and funds. Data are gathered from national statistical organizations and central banks as well as by various major multilateral institutions and World Bank staff.",
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+ "package_page_url": "https://data.humdata.org/dataset/world-bank-external-debt-indicators-for-libya",
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+ "package_title": "Libya - External Debt",
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+ "portal_url": "https://data.humdata.org",
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+ "resource_description": "csv containing External Debt indicators Indicators: Current account balance, Exports of goods, Foreign direct investment, GNI, Grants, Imports of goods, Net ODA received, Net ODA received per capita, Net official development assistance received, Personal remittances, Portfolio equity, Technical cooperation grants, Total reserves, Total reserves in months of imports",
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+ "resource_format": "CSV",
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+ "resource_id": "e11afd2c-74a8-432f-bc69-922bbe89434e",
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+ "resource_last_modified": "2026-07-17T00:31:19.194186",
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+ "resource_name": "External Debt Indicators for Libya",
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+ "resource_position": "0",
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+ "resource_url": "https://data.humdata.org/dataset/c56d68d7-4245-4fa8-8418-dddbef7429b1/resource/e11afd2c-74a8-432f-bc69-922bbe89434e/download/external-debt_lby.csv",
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+ "tag_names": "economics,indicators"
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+ },
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+ "year_max": 2025,
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+ "year_min": 1960
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+ }