electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-1c071eda

Indice De Preco Do Consumidor 2011 | Africa (INE)

287 rows - 1 Africa country/area - 2011-2021 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 287 rows from INE, covering Indice De Preco Do Consumidor 2011. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Transport datasets help analysts examine mobility, infrastructure, passenger movement, logistics, and access to services.

Source-provided context: Document, Report [doc/rep]

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: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	287
Countries/areas	1
First period	2011
Last period	2021
Indicators	0
Columns	111
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	287	2011	2021	Mozambique

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.	moz-ine-nada-53-282:publicacao-pag1-a-2:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	MOZ
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Mozambique
source_sheet	string	Source column from the original resource.	Publicação pag1 a 2
descricao	string	Source column from the original resource.	``
ano	double	Source column from the original resource.	2016.0
jan	double	Source column from the original resource.	91.87
fev	string	Source column from the original resource.	93.7
mar	double	Source column from the original resource.	95.07
abr	double	Source column from the original resource.	95.42
mai	double	Source column from the original resource.	95.15
jun	double	Source column from the original resource.	96.1
jul	double	Source column from the original resource.	98.32
ago	string	Source column from the original resource.	99.87
set	double	Source column from the original resource.	101.93
out	double	Source column from the original resource.	106.72
nov	double	Source column from the original resource.	111.27
dez	double	Source column from the original resource.	114.58
source_period_start_year	int64	Start year inferred from source metadata.	2011
source_period_end_year	int64	End year inferred from source metadata.	2021
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2011-2021
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	INE
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Índice de Preço do Consumidor 2011
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Índice Preço ao Consumidor
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	MZ-IPC2021.v1
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	moz-ine-nada-53-282
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://mozdata.ine.gov.mz/index.php/catalog/53/download/282
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	other-open
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-07T22:10:37Z
d_01	double	Source column from the original resource.	``
produtos_alimentares_e_bebidas_nao_alcoolicas	string	Source column from the original resource.	``
d_48_855867169748166	double	Source column from the original resource.	``
d_50_82000000000001	double	Source column from the original resource.	``
d_50_27000000000002	double	Source column from the original resource.	``
d_50_93	double	Source column from the original resource.	``
d_50_73999999999998	double	Source column from the original resource.	``
d_51_23999999999999	double	Source column from the original resource.	``
d_37_34673802457684	double	Source column from the original resource.	``
d_34_65397662917931	double	Source column from the original resource.	``
d_38_88046116622076	double	Source column from the original resource.	``
d_40_80246993607196	double	Source column from the original resource.	``
d_41_45476858648116	double	Source column from the original resource.	``
d_90_92	double	Source column from the original resource.	``
d_94_78	double	Source column from the original resource.	``
d_96_02	double	Source column from the original resource.	``
d_96_56	double	Source column from the original resource.	``
d_94_94	double	Source column from the original resource.	``
d_95_03	double	Source column from the original resource.	``
d_96_84	double	Source column from the original resource.	``
d_96_81	double	Source column from the original resource.	``
d_100_01	double	Source column from the original resource.	``
d_105_79	double	Source column from the original resource.	``
d_112_6	double	Source column from the original resource.	``
d_119_69	double	Source column from the original resource.	``
d_122_15	double	Source column from the original resource.	``
d_123_6	double	Source column from the original resource.	``
d_122_14	double	Source column from the original resource.	``
d_119_51	double	Source column from the original resource.	``
d_118_13	double	Source column from the original resource.	``
d_114_04	double	Source column from the original resource.	``
d_112_38	double	Source column from the original resource.	``
d_110_35	double	Source column from the original resource.	``
d_110_87	double	Source column from the original resource.	``
d_111_62	double	Source column from the original resource.	``
d_112_12	double	Source column from the original resource.	``
d_114_83	double	Source column from the original resource.	``
d_116_68	double	Source column from the original resource.	``
d_117_1	double	Source column from the original resource.	``
d_116_31	double	Source column from the original resource.	``
d_116_01	double	Source column from the original resource.	``
d_116_16	double	Source column from the original resource.	``
d_114_56	double	Source column from the original resource.	``
d_111_65	double	Source column from the original resource.	``
d_112_83	double	Source column from the original resource.	``
d_113_02	double	Source column from the original resource.	``
d_113_42	double	Source column from the original resource.	``
d_114_63	double	Source column from the original resource.	``
d_116_52	double	Source column from the original resource.	``
d_117_62	double	Source column from the original resource.	``
d_118_58	double	Source column from the original resource.	``
d_119_36	double	Source column from the original resource.	``
d_119_21	double	Source column from the original resource.	``
d_118_08	double	Source column from the original resource.	``
d_117_14	double	Source column from the original resource.	``
d_115_97	double	Source column from the original resource.	``
d_117_48	double	Source column from the original resource.	``
d_118_37	double	Source column from the original resource.	``
d_120_66	double	Source column from the original resource.	``
d_122_48	double	Source column from the original resource.	``
d_127_05	double	Source column from the original resource.	``
d_130_86	double	Source column from the original resource.	``
d_133_14	double	Source column from the original resource.	``
d_133_51	double	Source column from the original resource.	``
d_133_11	double	Source column from the original resource.	``
d_128_02	double	Source column from the original resource.	``
d_123_04	double	Source column from the original resource.	``
d_121_49	double	Source column from the original resource.	``
d_122_87	double	Source column from the original resource.	``
d_124_66	double	Source column from the original resource.	``
d_126_18	double	Source column from the original resource.	``
d_128_36	double	Source column from the original resource.	``
d_133_06	double	Source column from the original resource.	``
d_140_19	double	Source column from the original resource.	``
d_150_16	double	Source column from the original resource.	``
d_153_75	double	Source column from the original resource.	``
d_151_98	double	Source column from the original resource.	``
d_149_97	double	Source column from the original resource.	``
d_147_01	double	Source column from the original resource.	``
d_144_59	double	Source column from the original resource.	``
d_144_75	double	Source column from the original resource.	``
d_144_63	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-1c071eda")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "MOZ"]

Time-Series Pattern

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

Pivot For Analysis

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: INE
• Publisher: INE
• Portal: https://mozdata.ine.gov.mz
• Resource: Índice Preço ao Consumidor
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:58Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-1c071eda

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

• Track mobility over time
• Compare routes or geographies
• Join with economic and population data
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_indice_de_preco_do_consumidor_2011_1c071eda_2021,
  title        = {Indice De Preco Do Consumidor 2011 | Africa (INE)},
  author       = {INE},
  year         = {2021},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/53/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-1c071eda}}
}

License

Released under other-open.

Original data is published by INE. 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.

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Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://mozdata.ine.gov.mz/index.php/catalog/53/related-materials