electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-c7fb2e9c

Indice De Preco Do Consumidor 2011 | Africa (INE)

306 rows - 1 Africa country/area - 2011-2021 - 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: not detected.
• Time coverage basis: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	306
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	306	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-53-299: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.	92.34
fev	string	Source column from the original resource.	92.44
mar	double	Source column from the original resource.	92.7
abr	double	Source column from the original resource.	93.64
mai	double	Source column from the original resource.	93.73
jun	double	Source column from the original resource.	``
jul	double	Source column from the original resource.	96.64
aug	string	Source column from the original resource.	98.13
sep	double	Source column from the original resource.	104.52
oct	double	Source column from the original resource.	108.65
nov	double	Source column from the original resource.	114.97
dec	double	Source column from the original resource.	116.75
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-53-299
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/299
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_49_64367126688949	double	Source column from the original resource.	``
d_38_05442125424066	double	Source column from the original resource.	``
d_45_57406420209997	double	Source column from the original resource.	``
d_47_52234527838464	double	Source column from the original resource.	``
d_49_316672209291376	double	Source column from the original resource.	``
d_92_55	double	Source column from the original resource.	``
d_91_98	double	Source column from the original resource.	``
d_93_32	double	Source column from the original resource.	``
d_94_55	double	Source column from the original resource.	``
d_94_74	double	Source column from the original resource.	``
d_95_09	double	Source column from the original resource.	``
d_95_41	double	Source column from the original resource.	``
d_95_4	double	Source column from the original resource.	``
d_101_33	double	Source column from the original resource.	``
d_109_45	double	Source column from the original resource.	``
d_116_81	double	Source column from the original resource.	``
d_119_37	double	Source column from the original resource.	``
d_120_85	double	Source column from the original resource.	``
d_119_73	double	Source column from the original resource.	``
d_117_69	double	Source column from the original resource.	``
d_114_64	double	Source column from the original resource.	``
d_111_03	double	Source column from the original resource.	``
d_104_83	double	Source column from the original resource.	``
d_101_88	double	Source column from the original resource.	``
d_100_49	double	Source column from the original resource.	``
d_101_72	double	Source column from the original resource.	``
d_102_19	double	Source column from the original resource.	``
d_102_07	double	Source column from the original resource.	``
d_104_72	double	Source column from the original resource.	``
d_107_01	double	Source column from the original resource.	``
d_107_21	double	Source column from the original resource.	``
d_107_18	double	Source column from the original resource.	``
d_106_21	double	Source column from the original resource.	``
d_104_95	double	Source column from the original resource.	``
d_103_43	double	Source column from the original resource.	``
d_108_3	double	Source column from the original resource.	``
d_111_39	double	Source column from the original resource.	``
d_112_61	double	Source column from the original resource.	``
d_112_6	double	Source column from the original resource.	``
d_112_85	double	Source column from the original resource.	``
d_115_28	double	Source column from the original resource.	``
d_117_77	double	Source column from the original resource.	``
d_118_99	double	Source column from the original resource.	``
d_119_54	double	Source column from the original resource.	``
d_116_59	double	Source column from the original resource.	``
d_111_85	double	Source column from the original resource.	``
d_109_29	double	Source column from the original resource.	``
d_108_19	double	Source column from the original resource.	``
d_111_6	double	Source column from the original resource.	``
d_113_19	double	Source column from the original resource.	``
d_117_41	double	Source column from the original resource.	``
d_121_46	double	Source column from the original resource.	``
d_125_08	double	Source column from the original resource.	``
d_128_76	double	Source column from the original resource.	``
d_129_23	double	Source column from the original resource.	``
d_127_54	double	Source column from the original resource.	``
d_122_9	double	Source column from the original resource.	``
d_122_94	double	Source column from the original resource.	``
d_122_61	double	Source column from the original resource.	``
d_125	double	Source column from the original resource.	``
d_129_01	double	Source column from the original resource.	``
d_129_96	double	Source column from the original resource.	``
d_130_91	double	Source column from the original resource.	``
d_133_46	double	Source column from the original resource.	``
d_137_07	double	Source column from the original resource.	``
d_139_78	double	Source column from the original resource.	``
d_143_23	double	Source column from the original resource.	``
d_144_88	double	Source column from the original resource.	``
d_143_06	double	Source column from the original resource.	``
d_138_99	double	Source column from the original resource.	``
d_137_32	double	Source column from the original resource.	``
d_134_3	double	Source column from the original resource.	``
d_136_95	double	Source column from the original resource.	``
d_140_79	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-c7fb2e9c")
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-c7fb2e9c

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_c7fb2e9c_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-c7fb2e9c}}
}

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