electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-432d382e

Indice De Preco Do Consumidor 2011 | Africa (INE)

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

TL;DR

This dataset contains 306 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: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	306
Countries/areas	1
First period	2021
Last period	2021
Indicators	0
Columns	106
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	306	2021	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-53-273: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
year	int64	Observation year.	2021
quadro_8_indices_de_precos	string	Source column from the original resource.	Índice
ano	double	Source column from the original resource.	2016.0
jan	double	Source column from the original resource.	92.85
fev	string	Source column from the original resource.	94.29
mar	double	Source column from the original resource.	94.89
abr	double	Source column from the original resource.	96.47
mai	double	Source column from the original resource.	96.46
jun	double	Source column from the original resource.	96.74
jul	double	Source column from the original resource.	99.55
ago	string	Source column from the original resource.	100.37
set	double	Source column from the original resource.	103.23
out	double	Source column from the original resource.	105.18
nov	double	Source column from the original resource.	107.99
dez	double	Source column from the original resource.	111.99
source_period_start_year	int64	Start year inferred from source metadata.	2021
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.	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.	Indice do Preço ao Consumido Mocambique
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-53-273
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/273
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_011	double	Source column from the original resource.	``
produtos_alimentares	string	Source column from the original resource.	``
d_35_5913774235378	double	Source column from the original resource.	``
d_32_207054231545555	double	Source column from the original resource.	``
d_31_517104854166806	double	Source column from the original resource.	``
d_34_663120090792724	double	Source column from the original resource.	``
d_36_36667481448543	double	Source column from the original resource.	``
d_90_68	double	Source column from the original resource.	``
d_94_2	double	Source column from the original resource.	``
d_95_15	double	Source column from the original resource.	``
d_98_27	double	Source column from the original resource.	``
d_98	double	Source column from the original resource.	``
d_98_09	double	Source column from the original resource.	``
d_97_72	double	Source column from the original resource.	``
d_98_98	double	Source column from the original resource.	``
d_101_75	double	Source column from the original resource.	``
d_104_4	double	Source column from the original resource.	``
d_107_36	double	Source column from the original resource.	``
d_115_4	double	Source column from the original resource.	``
d_123_75	double	Source column from the original resource.	``
d_122_2	double	Source column from the original resource.	``
d_122_13	double	Source column from the original resource.	``
d_120_31	double	Source column from the original resource.	``
d_115_76	double	Source column from the original resource.	``
d_108_77	double	Source column from the original resource.	``
d_105_92	double	Source column from the original resource.	``
d_104_87	double	Source column from the original resource.	``
d_103_7	double	Source column from the original resource.	``
d_103_87	double	Source column from the original resource.	``
d_106_78	double	Source column from the original resource.	``
d_109_17	double	Source column from the original resource.	``
d_109_94	double	Source column from the original resource.	``
d_111_77	double	Source column from the original resource.	``
d_112_61	double	Source column from the original resource.	``
d_112_06	double	Source column from the original resource.	``
d_112_38	double	Source column from the original resource.	``
d_110_12	double	Source column from the original resource.	``
d_107_19	double	Source column from the original resource.	``
d_106_74	double	Source column from the original resource.	``
d_106_63	double	Source column from the original resource.	``
d_107_03	double	Source column from the original resource.	``
d_108_46	double	Source column from the original resource.	``
d_110_85	double	Source column from the original resource.	``
d_113_29	double	Source column from the original resource.	``
d_114_23	double	Source column from the original resource.	``
d_121_29	double	Source column from the original resource.	``
d_123_61	double	Source column from the original resource.	``
d_119_15	double	Source column from the original resource.	``
d_117_8	double	Source column from the original resource.	``
d_114_58	double	Source column from the original resource.	``
d_114_72	double	Source column from the original resource.	``
d_113_74	double	Source column from the original resource.	``
d_114_9	double	Source column from the original resource.	``
d_121_39	double	Source column from the original resource.	``
d_130_45	double	Source column from the original resource.	``
d_136_43	double	Source column from the original resource.	``
d_136_9	double	Source column from the original resource.	``
d_138_54	double	Source column from the original resource.	``
d_138_58	double	Source column from the original resource.	``
d_133_19	double	Source column from the original resource.	``
d_129_18	double	Source column from the original resource.	``
d_127_7	double	Source column from the original resource.	``
d_128_52	double	Source column from the original resource.	``
d_130_98	double	Source column from the original resource.	``
d_132_74	double	Source column from the original resource.	``
d_135_15	double	Source column from the original resource.	``
d_142_45	double	Source column from the original resource.	``
d_149_62	double	Source column from the original resource.	``
d_156_93	double	Source column from the original resource.	``
d_159_63	double	Source column from the original resource.	``
d_157_1	double	Source column from the original resource.	``
d_153_48	double	Source column from the original resource.	``
d_149_05	double	Source column from the original resource.	``
d_147_55	double	Source column from the original resource.	``
d_147_53	double	Source column from the original resource.	``
d_147_98	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-432d382e")
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

• Canonical time field: year.
• 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: Indice do Preço ao Consumido Mocambique
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:52Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-432d382e

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
• Build time-series views and period-over-period comparisons
• 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_432d382e_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-2011-432d382e}}
}

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.

---

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