---
license: odbl
language:
- en
task_categories:
- tabular-classification
- tabular-regression
multilinguality: multilingual
size_categories:
- n<1K
tags:
- "tabular"
- "africa"
- "open-data"
- "official-statistics"
- "morocco"
- "mj"
- "morocco-open-data"
- "justice"
- "activite"
- "appel"
- "juridictions"
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-00000-of-00001.parquet
pretty_name: "Activite Detaillee Des Cours D Appel 2021 | Africa (Morocco Open Data)"
---

# Activite Detaillee Des Cours D Appel 2021 | Africa (Morocco Open Data)

**22 rows** - **1 Africa country/area** - **time not specified** - **source table** - *Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*

![rows](https://img.shields.io/badge/rows-22-blue)
![countries](https://img.shields.io/badge/countries-1-green)
![period](https://img.shields.io/badge/period-time%20not%20specified-orange)
![indicators](https://img.shields.io/badge/indicators-0-purple)
![license](https://img.shields.io/badge/license-odbl-lightgrey)

## TL;DR

This dataset contains **22 rows** from **Morocco Open Data**, covering **Activite Detaillee Des Cours D Appel 2021**. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

## What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: Ce fichier présente l’activité détaillée des Cours d'appel au titre de l’année 2021

## How To Read This Dataset

- **One row means:** one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
- **Primary geography column:** `country_iso3`.
- **Best time column:** `not detected`.
- **Time coverage basis:** not detected.
- **Recommended join keys:** `country_iso3` where available plus source-specific keys.

## Coverage

| Dimension | Value |
|---|---:|
| Rows | 22 |
| Countries/areas | 1 |
| First period | n/a |
| Last period | n/a |
| Indicators | 0 |
| Columns | 93 |
| Source format | XLSX |

## Geographic Coverage

Top areas shown below, sorted by row count when available:

| Area | Rows | First year | Last year | Name |
|------|-----:|-----------:|----------:|------|
| `MAR` | 22 | n/a | n/a | `Morocco` |

## Indicators, Variables, Or Resource Contents

- This repo preserves one source tabular resource with its usable columns kept together.

## Schema

| Column | Type | Description | Example |
|--------|------|-------------|---------|
| `source_record_id` | `string` | Stable row identifier assigned during Electric Sheep Africa engineering. | `127e6045-a98b-481e-ab21-cf0a4c4968ca:2021:0` |
| `country_iso3` | `string` | ISO3 country or area code. | `MAR` |
| `country_name` | `string` | Country or area name. | `Morocco` |
| `source_sheet` | `string` | Source column from the original resource. | `الاستئناف بتفصيل2021` |
| `column` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_2254` | `int64` | Source column from the original resource. | `1221` |
| `d_8323` | `int64` | Source column from the original resource. | `2460` |
| `d_602` | `int64` | Source column from the original resource. | `185` |
| `d_566` | `int64` | Source column from the original resource. | `763` |
| `d_2702` | `int64` | Source column from the original resource. | `154` |
| `d_105` | `int64` | Source column from the original resource. | `161` |
| `d_3148` | `int64` | Source column from the original resource. | `1904` |
| `d_8116` | `int64` | Source column from the original resource. | `1673` |
| `d_225` | `int64` | Source column from the original resource. | `0` |
| `d_3085` | `int64` | Source column from the original resource. | `1904` |
| `d_0` | `int64` | Source column from the original resource. | `0` |
| `d_29126` | `int64` | Source column from the original resource. | `10425` |
| `column_2` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_2111` | `int64` | Source column from the original resource. | `1283` |
| `d_8788` | `int64` | Source column from the original resource. | `2358` |
| `d_886` | `int64` | Source column from the original resource. | `85` |
| `d_727` | `int64` | Source column from the original resource. | `298` |
| `d_2874` | `int64` | Source column from the original resource. | `55` |
| `d_104` | `int64` | Source column from the original resource. | `124` |
| `d_2632` | `int64` | Source column from the original resource. | `1182` |
| `d_8836` | `int64` | Source column from the original resource. | `1637` |
| `d_217` | `int64` | Source column from the original resource. | `0` |
| `d_3442` | `int64` | Source column from the original resource. | `2189` |
| `d_0_2` | `int64` | Source column from the original resource. | `0` |
| `d_30617` | `int64` | Source column from the original resource. | `9211` |
| `column_3` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_378` | `int64` | Source column from the original resource. | `337` |
| `d_834` | `int64` | Source column from the original resource. | `3318` |
| `d_7` | `int64` | Source column from the original resource. | `311` |
| `d_119` | `int64` | Source column from the original resource. | `1150` |
| `d_330` | `int64` | Source column from the original resource. | `283` |
| `d_1` | `int64` | Source column from the original resource. | `51` |
| `d_999` | `int64` | Source column from the original resource. | `2400` |
| `d_25` | `int64` | Source column from the original resource. | `921` |
| `d_23` | `int64` | Source column from the original resource. | `0` |
| `d_169` | `int64` | Source column from the original resource. | `2675` |
| `d_0_3` | `int64` | Source column from the original resource. | `0` |
| `d_2885` | `int64` | Source column from the original resource. | `11446` |
| `column_4` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_358` | `int64` | Source column from the original resource. | `285` |
| `d_1798` | `int64` | Source column from the original resource. | `1817` |
| `d_340` | `int64` | Source column from the original resource. | `197` |
| `d_221` | `int64` | Source column from the original resource. | `79` |
| `d_2627` | `int64` | Source column from the original resource. | `1795` |
| `d_1898` | `int64` | Source column from the original resource. | `1438` |
| `d_37` | `int64` | Source column from the original resource. | `34` |
| `d_40` | `int64` | Source column from the original resource. | `16` |
| `d_14696` | `int64` | Source column from the original resource. | `7578` |
| `d_331` | `int64` | Source column from the original resource. | `235` |
| `d_603` | `int64` | Source column from the original resource. | `1016` |
| `d_2310` | `int64` | Source column from the original resource. | `2401` |
| `d_25259` | `int64` | Source column from the original resource. | `16891` |
| `column_5` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_325` | `int64` | Source column from the original resource. | `297` |
| `d_2331` | `int64` | Source column from the original resource. | `1979` |
| `d_321` | `int64` | Source column from the original resource. | `173` |
| `d_93` | `int64` | Source column from the original resource. | `84` |
| `d_2601` | `int64` | Source column from the original resource. | `1335` |
| `1975` | `int64` | Source column from the original resource. | `1292` |
| `d_35` | `int64` | Source column from the original resource. | `24` |
| `d_31` | `int64` | Source column from the original resource. | `31` |
| `d_14250` | `int64` | Source column from the original resource. | `6392` |
| `d_336` | `int64` | Source column from the original resource. | `173` |
| `d_561` | `int64` | Source column from the original resource. | `863` |
| `d_2287` | `int64` | Source column from the original resource. | `2432` |
| `d_25146` | `int64` | Source column from the original resource. | `15075` |
| `column_6` | `string` | Source column from the original resource. | `محكمة الاستئناف بالرباط` |
| `d_77` | `int64` | Source column from the original resource. | `288` |
| `d_134` | `int64` | Source column from the original resource. | `1289` |
| `d_82` | `int64` | Source column from the original resource. | `149` |
| `d_129` | `int64` | Source column from the original resource. | `39` |
| `d_956` | `int64` | Source column from the original resource. | `1687` |
| `d_99` | `int64` | Source column from the original resource. | `956` |
| `d_16` | `int64` | Source column from the original resource. | `63` |
| `d_23_2` | `int64` | Source column from the original resource. | `28` |
| `d_1739` | `int64` | Source column from the original resource. | `` |
| `d_30` | `int64` | Source column from the original resource. | `` |
| `d_88` | `int64` | Source column from the original resource. | `` |
| `d_100` | `int64` | Source column from the original resource. | `` |
| `d_3473` | `int64` | Source column from the original resource. | `` |
| `source_provider` | `string` | Publishing organization. | `` |
| `source_dataset` | `string` | Source dataset or package title. | `` |
| `source_resource` | `string` | Source resource title, table name, or file name. | `` |
| `source_package_id` | `string` | Source package identifier. | `` |
| `source_resource_id` | `string` | Source resource identifier. | `` |
| `source_url` | `string` | Original source URL or download URL. | `` |
| `license_id` | `string` | Source license identifier. | `` |
| `retrieved_at` | `string` | UTC source retrieval timestamp from the Electric Sheep Africa pipeline. | `` |

## Usage

```python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-morocco-activite-detaillee-des-cours-d-appel-2021-63ccc93e")
df = ds["train"].to_pandas()
print(df.head())
```

### Inspect Columns

```python
print(df.info())
print(df.head())
```

### Filter By Geography

```python
if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "MAR"]
```

### Time-Series Pattern

```python
if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")
```

### Pivot For Analysis

```python
if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())
```

## Data Quality Notes

- No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
- Missing values are preserved rather than silently imputed.
- Column names are standardized for machine use; source meanings are preserved where known.
- Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

## Source And Provenance

- **Source:** [Morocco Open Data](https://data.gov.ma/data/dataset/activite-detaillee-des-cours-d-appel-2021)
- **Publisher:** MJ
- **Portal:** [https://data.gov.ma/data](https://data.gov.ma/data)
- **Resource:** [النشاط المفصل لمحاكم الاستئناف.xlsx](https://data.gov.ma/data/fr/dataset/47979de4-3ac5-42b8-9148-65d800cc53de/resource/127e6045-a98b-481e-ab21-cf0a4c4968ca/download/-.xlsx)
- **License:** [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/)
- **Retrieved/generated:** `2026-07-16T22:12:46Z`
- **Hugging Face repo:** [electricsheepafrica/africa-morocco-activite-detaillee-des-cours-d-appel-2021-63ccc93e](https://huggingface.co/datasets/electricsheepafrica/africa-morocco-activite-detaillee-des-cours-d-appel-2021-63ccc93e)

## Transformations Applied

- Converted the source table to Parquet for efficient analytics and ML workflows.
- Added or preserved source provenance columns where available.
- Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
- Preserved source-reported values without analytical imputation.

## Suggested Analyses

- Profile the distribution of values
- Compare categories or geographies
- Join with complementary public datasets
- Check missingness before modeling
- Use `country_iso3` as the safest geography join key when present

## Citation

```bibtex
@misc{electric_sheep_africa_africa_morocco_activite_detaillee_des_cours_d_appel_2021_63ccc93e_2026,
  title        = {Activite Detaillee Des Cours D Appel 2021 | Africa (Morocco Open Data)},
  author       = {MJ},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/activite-detaillee-des-cours-d-appel-2021},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-activite-detaillee-des-cours-d-appel-2021-63ccc93e}}
}
```

## License

Released under [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/).

Original data is published by MJ. Electric Sheep Africa
engineering standardizes the data for discovery, loading, and analysis on
Hugging Face. Cite both the original source and this ML-ready dataset when used.

## About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

---

Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.gov.ma/data/dataset/activite-detaillee-des-cours-d-appel-2021