electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-64d7c5e9

Indice De Preco Do Consumidor 2011 | Africa (INE)

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

TL;DR

This dataset contains 282 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	282
Countries/areas	1
First period	2011
Last period	2021
Indicators	0
Columns	105
Source format	XLS

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	282	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-53-311: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.	93.61
fev	string	Source column from the original resource.	93.98
mar	double	Source column from the original resource.	0.2488229139924581
abr	double	Source column from the original resource.	96.55
mai	double	Source column from the original resource.	96.8
jun	double	Source column from the original resource.	97.21
jul	double	Source column from the original resource.	98.24
ago	string	Source column from the original resource.	100.27
set	double	Source column from the original resource.	102.64
out	double	Source column from the original resource.	106.44
nov	double	Source column from the original resource.	107.89
dez	double	Source column from the original resource.	111.84
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-53-311
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/311
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_056	double	Source column from the original resource.	``
bens_e_servicos_para_manutencao_corrente_da_habitacao	string	Source column from the original resource.	``
d_2_4856605331674437	double	Source column from the original resource.	``
d_2_36476906822113	double	Source column from the original resource.	``
d_2_152085952051358	double	Source column from the original resource.	``
d_1_9047094766518864	double	Source column from the original resource.	``
d_80_34	double	Source column from the original resource.	``
d_80_71	double	Source column from the original resource.	``
d_80_85	double	Source column from the original resource.	``
d_82_45	double	Source column from the original resource.	``
d_82_54	double	Source column from the original resource.	``
d_89_41	double	Source column from the original resource.	``
d_92_43	double	Source column from the original resource.	``
d_104_53	double	Source column from the original resource.	``
d_119_05	double	Source column from the original resource.	``
d_123_49	double	Source column from the original resource.	``
d_128_16	double	Source column from the original resource.	``
d_136_04	double	Source column from the original resource.	``
d_149_05	double	Source column from the original resource.	``
d_149_39	double	Source column from the original resource.	``
d_146_9	double	Source column from the original resource.	``
d_145_81	double	Source column from the original resource.	``
d_144_34	double	Source column from the original resource.	``
d_144_99	double	Source column from the original resource.	``
d_146_05	double	Source column from the original resource.	``
d_141_42	double	Source column from the original resource.	``
d_141_72	double	Source column from the original resource.	``
d_141_92	double	Source column from the original resource.	``
d_140_65	double	Source column from the original resource.	``
d_134_74	double	Source column from the original resource.	``
d_127_36	double	Source column from the original resource.	``
d_127_37	double	Source column from the original resource.	``
d_127_54	double	Source column from the original resource.	``
d_127_73	double	Source column from the original resource.	``
d_127_2	double	Source column from the original resource.	``
d_126_07	double	Source column from the original resource.	``
d_127_14	double	Source column from the original resource.	``
d_127_18	double	Source column from the original resource.	``
d_127_27	double	Source column from the original resource.	``
d_126_69	double	Source column from the original resource.	``
d_125_69	double	Source column from the original resource.	``
d_124_76	double	Source column from the original resource.	``
d_122_75	double	Source column from the original resource.	``
d_119_91	double	Source column from the original resource.	``
d_121_54	double	Source column from the original resource.	``
d_120_41	double	Source column from the original resource.	``
d_119_36	double	Source column from the original resource.	``
d_119_62	double	Source column from the original resource.	``
d_118_84	double	Source column from the original resource.	``
d_116_84	double	Source column from the original resource.	``
d_1_8510394858103925	double	Source column from the original resource.	``
d_114_13	double	Source column from the original resource.	``
d_114_49	double	Source column from the original resource.	``
d_115_23	double	Source column from the original resource.	``
d_115_42	double	Source column from the original resource.	``
d_115_68	double	Source column from the original resource.	``
d_116_34	double	Source column from the original resource.	``
d_116_04	double	Source column from the original resource.	``
d_116_05	double	Source column from the original resource.	``
d_115_73	double	Source column from the original resource.	``
d_114_78	double	Source column from the original resource.	``
d_115_63	double	Source column from the original resource.	``
d_112_82	double	Source column from the original resource.	``
d_114_01	double	Source column from the original resource.	``
d_114_45	double	Source column from the original resource.	``
d_115_2	double	Source column from the original resource.	``
d_116_98	double	Source column from the original resource.	``
d_120_96	double	Source column from the original resource.	``
d_122_17	double	Source column from the original resource.	``
d_123_14	double	Source column from the original resource.	``
d_124_05	double	Source column from the original resource.	``
d_122_25	double	Source column from the original resource.	``
d_121_73	double	Source column from the original resource.	``
d_121_03	double	Source column from the original resource.	``
d_121_36	double	Source column from the original resource.	``
d_121_14	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-64d7c5e9")
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: 2026-08-07T22:12:03Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-64d7c5e9

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_64d7c5e9_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-2011-64d7c5e9}}
}

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