electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-c7486be6

Indice De Preco Do Consumidor 2011 | Africa (INE)

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

TL;DR

This dataset contains 291 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	291
Countries/areas	1
First period	2011
Last period	2021
Indicators	0
Columns	211
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MOZ	291	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-53-286: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.	93.3285492895316
fev	string	Source column from the original resource.	93.65847102952343
mar	double	Source column from the original resource.	95.12359943600512
abr	double	Source column from the original resource.	94.68948179601408
mai	double	Source column from the original resource.	95.05917948438469
jun	double	Source column from the original resource.	97.36556022586346
jul	double	Source column from the original resource.	99.88577754775308
ago	string	Source column from the original resource.	97.88468952959485
set	double	Source column from the original resource.	104.54347051204591
out	double	Source column from the original resource.	106.22067706862336
nov	double	Source column from the original resource.	108.70011134119471
dez	double	Source column from the original resource.	113.54043273946574
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-53-286
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/286
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_0	double	Source column from the original resource.	``
total	string	Source column from the original resource.	``
d_100_00000000000006	double	Source column from the original resource.	``
d_99_99999999999991	double	Source column from the original resource.	``
d_100	double	Source column from the original resource.	``
d_72_15076045312851	double	Source column from the original resource.	``
d_71_61262030868517	double	Source column from the original resource.	``
d_72_00654514401049	double	Source column from the original resource.	``
d_72_08560287640468	double	Source column from the original resource.	``
d_72_31573271359912	double	Source column from the original resource.	``
d_72_56198421365573	double	Source column from the original resource.	``
d_72_89305846362974	double	Source column from the original resource.	``
d_72_81082730899936	double	Source column from the original resource.	``
d_73_02243602821059	double	Source column from the original resource.	``
d_72_77164075344628	double	Source column from the original resource.	``
d_74_33751199659343	double	Source column from the original resource.	``
d_76_38030006181076	double	Source column from the original resource.	``
d_76_87349755826163	double	Source column from the original resource.	``
d_76_83916731137032	double	Source column from the original resource.	``
d_76_99969729059029	double	Source column from the original resource.	``
d_77_55127267236861	double	Source column from the original resource.	``
d_77_21585384604356	double	Source column from the original resource.	``
d_77_62578453597169	double	Source column from the original resource.	``
d_78_39543078490092	double	Source column from the original resource.	``
d_78_63664660158689	double	Source column from the original resource.	``
d_79_48705849317331	double	Source column from the original resource.	``
d_80_03595999058068	double	Source column from the original resource.	``
d_80_6950645372214	double	Source column from the original resource.	``
d_81_6822448339698	double	Source column from the original resource.	``
d_82_55372157075726	double	Source column from the original resource.	``
d_82_96388028602566	double	Source column from the original resource.	``
d_81_96787763262643	double	Source column from the original resource.	``
d_81_85598179388754	double	Source column from the original resource.	``
d_82_63436101143978	double	Source column from the original resource.	``
d_82_82433642834519	double	Source column from the original resource.	``
d_82_94996897443772	double	Source column from the original resource.	``
d_83_29055465734432	double	Source column from the original resource.	``
d_84_72028956087189	double	Source column from the original resource.	``
d_88_02692699293392	double	Source column from the original resource.	``
d_85_59638190858726	double	Source column from the original resource.	``
d_85_40091595946593	double	Source column from the original resource.	``
d_86_0182022914305	double	Source column from the original resource.	``
d_85_89810588355785	double	Source column from the original resource.	``
d_86_86936835671635	double	Source column from the original resource.	``
d_84_84642709515596	double	Source column from the original resource.	``
d_84_77744445584278	double	Source column from the original resource.	``
d_84_50953643462688	double	Source column from the original resource.	``
d_77_94535231134593	double	Source column from the original resource.	``
d_79_34120090665503	double	Source column from the original resource.	``
d_80_81605073752498	double	Source column from the original resource.	``
d_81_42807244441072	double	Source column from the original resource.	``
d_82_70093694012904	double	Source column from the original resource.	``
d_83_52999555170499	double	Source column from the original resource.	``
d_85_57780556102405	double	Source column from the original resource.	``
d_86_08096744564037	double	Source column from the original resource.	``
d_88_81551837694003	double	Source column from the original resource.	``
d_87_87670381966866	double	Source column from the original resource.	``
d_90_13788560560518	double	Source column from the original resource.	``
d_89_54858053104343	double	Source column from the original resource.	``
d_90_31630845145588	double	Source column from the original resource.	``
d_91_01806532097397	double	Source column from the original resource.	``
d_93_18309238489071	double	Source column from the original resource.	``
d_95_59973815954372	double	Source column from the original resource.	``
d_96_3160767088602	double	Source column from the original resource.	``
d_97_32807485967354	double	Source column from the original resource.	``
d_86_03194263409367	double	Source column from the original resource.	``
d_84_80101478489269	double	Source column from the original resource.	``
d_85_33139543317647	double	Source column from the original resource.	``
d_84_46454912442668	double	Source column from the original resource.	``
d_88_55126857355519	double	Source column from the original resource.	``
d_84_26984645786018	double	Source column from the original resource.	``
d_82_33789369989188	double	Source column from the original resource.	``
d_80_9362659379624	double	Source column from the original resource.	``
d_80_43286242446364	double	Source column from the original resource.	``
d_82_27081719248304	double	Source column from the original resource.	``
d_82_56431168852589	double	Source column from the original resource.	``
d_82_55177250439142	double	Source column from the original resource.	``
d_84_96750185529937	double	Source column from the original resource.	``
d_84_71230489290198	double	Source column from the original resource.	``
d_84_9590084761977	double	Source column from the original resource.	``
d_84_50301169395199	double	Source column from the original resource.	``
d_84_3472957330158	double	Source column from the original resource.	``
d_83_35077626997649	double	Source column from the original resource.	``
d_84_74292500141509	double	Source column from the original resource.	``
d_83_46113738742422	double	Source column from the original resource.	``
d_85_01424837017566	double	Source column from the original resource.	``
d_84_7654365110905	double	Source column from the original resource.	``
d_83_89736453164012	double	Source column from the original resource.	``
d_86_47794819454975	double	Source column from the original resource.	``
d_242_46124888356294	double	Source column from the original resource.	``
d_245_1125843978645	double	Source column from the original resource.	``
d_87_06501609821062	double	Source column from the original resource.	``
d_65_09791402653447	double	Source column from the original resource.	``
d_67_31035406051488	double	Source column from the original resource.	``
d_60_880049186436025	double	Source column from the original resource.	``
d_69_00805759369808	double	Source column from the original resource.	``
d_58_771600244589614	double	Source column from the original resource.	``
d_62_23579850216425	double	Source column from the original resource.	``
d_57_45731042924286	double	Source column from the original resource.	``
d_75_82709536702514	double	Source column from the original resource.	``
d_63_26797982612627	double	Source column from the original resource.	``
d_84_34698689260208	double	Source column from the original resource.	``
d_89_1699696970196	double	Source column from the original resource.	``
d_83_30230043961198	double	Source column from the original resource.	``
d_82_05236836260559	double	Source column from the original resource.	``
d_85_43393683257983	double	Source column from the original resource.	``
d_85_9102465354785	double	Source column from the original resource.	``
d_80_75620377310639	double	Source column from the original resource.	``
d_82_61919672023869	double	Source column from the original resource.	``
d_76_43349468000542	double	Source column from the original resource.	``
d_80_8118846073832	double	Source column from the original resource.	``
d_80_99263467651447	double	Source column from the original resource.	``
d_87_97304411768143	double	Source column from the original resource.	``
d_93_3285492895316	double	Source column from the original resource.	``
d_93_65847102952343	double	Source column from the original resource.	``
d_95_12359943600511	double	Source column from the original resource.	``
d_94_68948179601409	double	Source column from the original resource.	``
d_95_05917948438467	string	Source column from the original resource.	``
d_97_36556022586346	string	Source column from the original resource.	``
d_99_88577754775308	string	Source column from the original resource.	``
d_97_88468952959485	string	Source column from the original resource.	``
d_104_54347051204591	string	Source column from the original resource.	``
d_106_22067706862335	string	Source column from the original resource.	``
d_108_70011134119473	string	Source column from the original resource.	``
d_113_54043273946574	string	Source column from the original resource.	``
d_114_34285648220768	string	Source column from the original resource.	``
d_115_15222331334942	string	Source column from the original resource.	``
d_114_80215103259081	string	Source column from the original resource.	``
d_117_81849163153393	string	Source column from the original resource.	``
d_117_79002305468337	string	Source column from the original resource.	``
d_118_31128698944187	string	Source column from the original resource.	``
d_119_2305828904532	string	Source column from the original resource.	``
d_118_36731789948986	string	Source column from the original resource.	``
d_117_33668973604807	string	Source column from the original resource.	``
d_117_04027361839022	string	Source column from the original resource.	``
d_118_0936042424924	string	Source column from the original resource.	``
d_118_80820944514635	string	Source column from the original resource.	``
d_119_37200048105325	string	Source column from the original resource.	``
d_118_16540323070303	string	Source column from the original resource.	``
d_118_31591631590481	string	Source column from the original resource.	``
d_119_39191894753615	string	Source column from the original resource.	``
d_119_78766763069004	string	Source column from the original resource.	``
d_121_60586607269688	string	Source column from the original resource.	``
d_122_64960727487295	string	Source column from the original resource.	``
d_122_15709854327001	string	Source column from the original resource.	``
d_122_19729020254361	string	Source column from the original resource.	``
d_120_79674277314021	string	Source column from the original resource.	``
d_120_35952558103516	string	Source column from the original resource.	``
d_122_67415811666957	string	Source column from the original resource.	``
d_123_21696565931587	string	Source column from the original resource.	``
d_122_7749554667576	string	Source column from the original resource.	``
d_122_32479430429709	string	Source column from the original resource.	``
d_123_38198826309927	string	Source column from the original resource.	``
d_123_1136531511424	string	Source column from the original resource.	``
d_123_47530850048997	string	Source column from the original resource.	``
d_124_56401619114365	string	Source column from the original resource.	``
d_125_09462871616562	string	Source column from the original resource.	``
d_125_05222481683089	string	Source column from the original resource.	``
d_125_68299242055647	string	Source column from the original resource.	``
d_126_735946766006	string	Source column from the original resource.	``
d_130_0565806600841	string	Source column from the original resource.	``
d_132_452009734104	double	Source column from the original resource.	``
d_134_0035840854586	double	Source column from the original resource.	``
d_135_93541490194357	double	Source column from the original resource.	``
d_134_27856871070023	double	Source column from the original resource.	``
d_133_65539812156257	double	Source column from the original resource.	``
d_133_6486768230472	double	Source column from the original resource.	``
d_132_91999604236332	double	Source column from the original resource.	``
d_132_75531938556992	double	Source column from the original resource.	``
d_133_36333118781695	double	Source column from the original resource.	``
d_134_7488017987717	double	Source column from the original resource.	``
d_134_93479503786997	double	Source column from the original resource.	``
d_135_4094595973683	double	Source column from the original resource.	``
d_136_10954989920268	double	Source column from the original resource.	``
d_136_3532467784633	double	Source column from the original resource.	``
d_136_9915471994352	double	Source column from the original resource.	``
d_136_57059455349818	double	Source column from the original resource.	``
d_137_88773972064865	double	Source column from the original resource.	``
d_137_52190978622843	double	Source column from the original resource.	``
d_137_17606927641623	double	Source column from the original resource.	``
d_139_81672325275397	double	Source column from the original resource.	``
d_140_6546784544258	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-c7486be6")
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: 2026-08-07T22:12:00Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-c7486be6

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_c7486be6_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-c7486be6}}
}

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