electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-802bc46b

Indice De Preco Do Consumidor 2011 | Africa (INE)

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

TL;DR

This dataset contains 312 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	312
Countries/areas	1
First period	2011
Last period	2021
Indicators	0
Columns	105
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	312	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-53-279: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.	91.35
fev	string	Source column from the original resource.	93.42
mar	double	Source column from the original resource.	94.03
abr	double	Source column from the original resource.	94.83
mai	double	Source column from the original resource.	95.37
jun	double	Source column from the original resource.	96.3
jul	double	Source column from the original resource.	97.48
ago	string	Source column from the original resource.	100.76
set	double	Source column from the original resource.	103.8
out	double	Source column from the original resource.	107.49
nov	double	Source column from the original resource.	111.33
dez	double	Source column from the original resource.	113.85
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-53-279
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/279
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_54_6	double	Source column from the original resource.	``
d_34_32307366057162	double	Source column from the original resource.	``
d_36_742197904847785	double	Source column from the original resource.	``
d_38_78334166753722	double	Source column from the original resource.	``
d_89_96	double	Source column from the original resource.	``
d_93_93	double	Source column from the original resource.	``
d_94_9	double	Source column from the original resource.	``
d_96_27	double	Source column from the original resource.	``
d_96_66	double	Source column from the original resource.	``
d_96_06	double	Source column from the original resource.	``
d_95_55	double	Source column from the original resource.	``
d_98_88	double	Source column from the original resource.	``
d_102_43	double	Source column from the original resource.	``
d_105_66	double	Source column from the original resource.	``
d_112_86	double	Source column from the original resource.	``
d_116_83	double	Source column from the original resource.	``
d_117_2	double	Source column from the original resource.	``
d_117_04	double	Source column from the original resource.	``
d_114_87	double	Source column from the original resource.	``
d_114_45	double	Source column from the original resource.	``
d_110_42	double	Source column from the original resource.	``
d_107_82	double	Source column from the original resource.	``
d_106_34	double	Source column from the original resource.	``
d_107_23	double	Source column from the original resource.	``
d_107_85	double	Source column from the original resource.	``
d_108_6	double	Source column from the original resource.	``
d_108_59	double	Source column from the original resource.	``
d_109_16	double	Source column from the original resource.	``
d_109_7	double	Source column from the original resource.	``
d_111_68	double	Source column from the original resource.	``
d_114_2	double	Source column from the original resource.	``
d_111_56	double	Source column from the original resource.	``
d_110_31	double	Source column from the original resource.	``
d_110_05	double	Source column from the original resource.	``
d_107_02	double	Source column from the original resource.	``
d_106_57	double	Source column from the original resource.	``
d_106_35	double	Source column from the original resource.	``
d_106_98	double	Source column from the original resource.	``
d_107_11	double	Source column from the original resource.	``
d_107_95	double	Source column from the original resource.	``
d_109_46	double	Source column from the original resource.	``
d_110_96	double	Source column from the original resource.	``
d_113_06	double	Source column from the original resource.	``
d_111_37	double	Source column from the original resource.	``
d_112_18	double	Source column from the original resource.	``
d_39_726302651811594	double	Source column from the original resource.	``
d_109_95	double	Source column from the original resource.	``
d_106_38	double	Source column from the original resource.	``
d_108_89	double	Source column from the original resource.	``
d_111_09	double	Source column from the original resource.	``
d_115_16	double	Source column from the original resource.	``
d_116_61	double	Source column from the original resource.	``
d_120_84	double	Source column from the original resource.	``
d_123_03	double	Source column from the original resource.	``
d_122_43	double	Source column from the original resource.	``
d_120_75	double	Source column from the original resource.	``
d_120_33	double	Source column from the original resource.	``
d_121_38	double	Source column from the original resource.	``
d_118_03	double	Source column from the original resource.	``
d_115_93	double	Source column from the original resource.	``
d_117_11	double	Source column from the original resource.	``
d_119_57	double	Source column from the original resource.	``
d_121_85	double	Source column from the original resource.	``
d_125_7	double	Source column from the original resource.	``
d_130_24	double	Source column from the original resource.	``
d_133_44	double	Source column from the original resource.	``
d_137_4	double	Source column from the original resource.	``
d_136_6	double	Source column from the original resource.	``
d_134_15	double	Source column from the original resource.	``
d_128_32	double	Source column from the original resource.	``
d_126_1	double	Source column from the original resource.	``
d_125_56	double	Source column from the original resource.	``
d_126_28	double	Source column from the original resource.	``
d_127_68	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-802bc46b")
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: 2026-08-07T22:12:08Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-802bc46b

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_802bc46b_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-2011-802bc46b}}
}

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