Upload dataset folder

README.md

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+---
+license: other
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+multilinguality: monolingual
+size_categories:
+- 1K<n<10K
+tags:
+- tabular
+- xlsx
+- africa
+- mozambique
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Inquerito Crime e Justica 2020 | Africa (Mozambique official open data)"
+---
+
+# Inquerito Crime e Justica 2020 | Africa (Mozambique official open data)
+
+1,150 rows - 1 Africa country - 2020 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-1150-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-0-purple)
+![license](https://img.shields.io/badge/license-other-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `XLSX` resource from **Mozambique** 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:** [Inquerito Crime e Justica 2020](https://mozdata.ine.gov.mz/index.php/catalog/60/related-materials)
+- **Publisher:** DEMOVIS
+- **Resource:** [Verbetes - Inquérito Mensal aos Comandos da Polícia](https://mozdata.ine.gov.mz/index.php/catalog/60/download/337)
+- **Format:** `XLSX`
+- **License:** [Other open license]()
+- **Packaging mode:** `tabular_resource`
+
+## Geographic coverage
+
+1 Africa country:
+
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `MOZ` | 1,150 | 2020 | 2020 | `Mozambique` |
+
+## Indicators or Resource Contents
+
+- This source file is packaged as a normalized tabular resource.
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `source_record_id` | `string` | Stable row identifier for tabular resources. | `moz-ine-nada-60-337:policia:0` |
+| `country_iso3` | `category` | ISO3 country code. | `MOZ` |
+| `country_name` | `category` | Country name. | `Mozambique` |
+| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `Policia` |
+| `year` | `Int64` | Observation year. | `2020` |
+| `tipos_de_crimes` | `string` | Source column. | `Titulo 1- CRIMES CONTRA PESSOAS` |
+| `conhecidos` | `string` | Source column. | `` |
+| `column_3` | `string` | Source column. | `` |
+| `column_4` | `string` | Source column. | `` |
+| `column_5` | `string` | Source column. | `` |
+| `column_6` | `string` | Source column. | `` |
+| `column_7` | `string` | Source column. | `` |
+| `column_8` | `string` | Source column. | `` |
+| `column_9` | `string` | Source column. | `` |
+| `esclarecidos` | `string` | Source column. | `` |
+| `column_11` | `string` | Source column. | `` |
+| `column_12` | `string` | Source column. | `` |
+| `column_13` | `string` | Source column. | `` |
+| `column_14` | `string` | Source column. | `` |
+| `column_15` | `string` | Source column. | `` |
+| `column_16` | `string` | Source column. | `` |
+| `nao_esclarecidos` | `string` | Source column. | `` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2020` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2020` |
+| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2020` |
+| `source_provider` | `category` | Publishing organization. | `DEMOVIS` |
+| `source_dataset` | `category` | Source package title. | `Inquerito Crime e Justica 2020` |
+| `source_resource` | `category` | Source resource title. | `Verbetes - Inquérito Mensal aos Comandos da Polícia` |
+| `source_package_id` | `category` | CKAN package UUID. | `MZ-JC-2020` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `moz-ine-nada-60-337` |
+| `source_url` | `category` | Original source resource URL. | `https://mozdata.ine.gov.mz/index.php/catalog/60/download/337` |
+| `license_id` | `category` | Source license identifier. | `other-open` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-07T22:10:37Z` |
+| `column_10` | `string` | Source column. | `` |
+| `column_17` | `string` | Source column. | `` |
+| `column_1` | `string` | Source column. | `` |
+| `h` | `string` | Source column. | `` |
+| `m` | `string` | Source column. | `` |
+| `h_2` | `string` | Source column. | `` |
+| `m_2` | `string` | Source column. | `` |
+| `h_3` | `string` | Source column. | `` |
+| `m_3` | `string` | Source column. | `` |
+| `h_4` | `string` | Source column. | `` |
+| `m_4` | `string` | Source column. | `` |
+| `h_5` | `string` | Source column. | `` |
+| `m_5` | `string` | Source column. | `` |
+| `h_6` | `string` | Source column. | `` |
+| `m_6` | `string` | Source column. | `` |
+| `h_7` | `string` | Source column. | `` |
+| `m_7` | `string` | Source column. | `` |
+| `h_8` | `string` | Source column. | `` |
+| `m_8` | `string` | Source column. | `` |
+| `h_9` | `string` | Source column. | `` |
+| `m_9` | `string` | Source column. | `` |
+| `h_10` | `string` | Source column. | `` |
+| `m_10` | `string` | Source column. | `` |
+| `h_11` | `string` | Source column. | `` |
+| `m_11` | `string` | Source column. | `` |
+| `h_12` | `string` | Source column. | `` |
+| `m_12` | `string` | Source column. | `` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-mozambique-inquerito-crime-e-justica-2020-0a8badad")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MOZ"]
+```
+
+### 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_mozambique_inquerito_crime_e_justica_2020_0a8badad_2020,
+  title        = {Inquerito Crime e Justica 2020 | Africa (Mozambique official open data)},
+  author       = {DEMOVIS},
+  year         = {2020},
+  url          = {https://mozdata.ine.gov.mz/index.php/catalog/60/related-materials},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-inquerito-crime-e-justica-2020-0a8badad}}
+}
+```
+
+## License
+
+Released under [Other open license]().
+
+Original data (c) DEMOVIS. 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 2026-08-07 via the Electric Sheep pipeline. Source URL:
+https://mozdata.ine.gov.mz/index.php/catalog/60/download/337

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:036c666b7871458d980adb5b5fe45523d68561274d225a5a653dd4c645bcf56e
+size 47857

metadata/source_snapshot.json

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+{
+  "columns": [
+    "source_record_id",
+    "country_iso3",
+    "country_name",
+    "source_sheet",
+    "year",
+    "tipos_de_crimes",
+    "conhecidos",
+    "column_3",
+    "column_4",
+    "column_5",
+    "column_6",
+    "column_7",
+    "column_8",
+    "column_9",
+    "esclarecidos",
+    "column_11",
+    "column_12",
+    "column_13",
+    "column_14",
+    "column_15",
+    "column_16",
+    "nao_esclarecidos",
+    "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",
+    "column_10",
+    "column_17",
+    "column_1",
+    "h",
+    "m",
+    "h_2",
+    "m_2",
+    "h_3",
+    "m_3",
+    "h_4",
+    "m_4",
+    "h_5",
+    "m_5",
+    "h_6",
+    "m_6",
+    "h_7",
+    "m_7",
+    "h_8",
+    "m_8",
+    "h_9",
+    "m_9",
+    "h_10",
+    "m_10",
+    "h_11",
+    "m_11",
+    "h_12",
+    "m_12"
+  ],
+  "generated_at": "2026-08-07T22:11:08Z",
+  "indicator_count": 0,
+  "mode": "tabular_resource",
+  "repo_id": "electricsheepafrica/africa-mozambique-inquerito-crime-e-justica-2020-0a8badad",
+  "rows": 1150,
+  "source": {
+    "api_base_url": "https://mozdata.ine.gov.mz/index.php/api/catalog/search",
+    "country_iso3": "MOZ",
+    "country_name": "Mozambique",
+    "group_names": "Verbetes - Inquérito Mensal aos Comandos da Polícia; Novo Verbete_ComandosPRM03092020 (1).xlsx; 2020",
+    "license_id": "other-open",
+    "license_title": "Public INE Mozambique related material",
+    "license_url": "https://mozdata.ine.gov.mz/index.php/catalog/60",
+    "organization_title": "DEMOVIS",
+    "package_id": "MZ-JC-2020",
+    "package_name": "mz-jc-2020",
+    "package_notes": "",
+    "package_page_url": "https://mozdata.ine.gov.mz/index.php/catalog/60/related-materials",
+    "package_title": "Inquerito Crime e Justica 2020",
+    "package_type": "survey",
+    "portal_title": "Instituto Nacional de Estatistica Microdata Catalog",
+    "portal_url": "https://mozdata.ine.gov.mz",
+    "resource_created": "2021-11-03T16:31:40+03:00",
+    "resource_description": "Document, Questionnaire [doc/qst]",
+    "resource_filename": "Novo Verbete_ComandosPRM03092020 (1).xlsx",
+    "resource_format": "XLSX",
+    "resource_id": "moz-ine-nada-60-337",
+    "resource_last_modified": "2023-11-08T11:05:53+03:00",
+    "resource_mimetype": "",
+    "resource_name": "Verbetes - Inquérito Mensal aos Comandos da Polícia",
+    "resource_position": "0",
+    "resource_url": "https://mozdata.ine.gov.mz/index.php/catalog/60/download/337",
+    "source_catalog_id": "60",
+    "source_idno": "MZ-JC-2020",
+    "source_total_downloads": "2897",
+    "source_total_views": "3661",
+    "tag_names": "survey; Document, Questionnaire [doc/qst]; Questionários"
+  },
+  "year_max": 2020,
+  "year_min": 2020
+}