electricsheepafrica/africa-tanzania-national-bureau-of-statistics-393d3cc9

National Bureau of Statistics | Africa (National Bureau of Statistics, Tanzania)

246 rows - 1 Africa country/area - 2026 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 246 rows from National Bureau of Statistics, Tanzania, covering National Bureau of Statistics. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Health datasets help analysts monitor disease burden, service delivery, population health outcomes, and public-health program performance.

Source-provided context: 02 February, 2026 NPS 202627 Core Agriculture Questionnaire - OFFICIAL - January 2026

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	246
Countries/areas	1
First period	2026
Last period	2026
Indicators	0
Columns	128
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
TZA	246	2026	2026	Tanzania

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.	nbs-stat-78449081cfce01:nps-w6-cover:0
country_iso3	string	ISO3 country or area code.	TZA
country_name	string	Country or area name.	Tanzania
source_sheet	string	Source column from the original resource.	NPS-W6 Cover
year	int64	Observation year.	2026
d_9_full_household_identification_from_nps_year_4	string	Source column from the original resource.	10. IS THIS HOUSEHOLD:
column_2	string	Source column from the original resource.	``
column_3	string	Source column from the original resource.	``
column_5	string	Source column from the original resource.	``
column	string	Source column from the original resource.	``
source_period_start_year	int64	Start year inferred from source metadata.	2026
source_period_end_year	int64	End year inferred from source metadata.	2026
source_period_label	string	Source column from the original resource.	2026
source_provider	string	Publishing organization.	National Bureau of Statistics, Tanzania
source_dataset	string	Source dataset or package title.	National Bureau of Statistics
source_resource	string	Source resource title, table name, or file name.	NPS 202627 Core Agriculture Questionnaire - OFFICIAL - January 2026
source_package_id	string	Source package identifier.	utafiti-wa-kufuatilia-kaya-tanzania-nps-wa-mwaka-wa-6
source_resource_id	string	Source resource identifier.	nbs-stat-78449081cfce01
source_url	string	Original source URL or download URL.	https://www.nbs.go.tz/uploads/statistics/documents/en-1770031087-NPS ...
license_id	string	Source license identifier.	other-open
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-21T20:19:26Z
section	string	Source column from the original resource.	``
title	string	Source column from the original resource.	``
parcel_id	double	Source column from the original resource.	``
d_1	string	Source column from the original resource.	``
d_2	string	Source column from the original resource.	``
d_3	string	Source column from the original resource.	``
d_4	string	Source column from the original resource.	``
column_6	string	Source column from the original resource.	``
d_5	string	Source column from the original resource.	``
d_6	string	Source column from the original resource.	``
column_9	string	Source column from the original resource.	``
column_10	string	Source column from the original resource.	``
column_11	string	Source column from the original resource.	``
filter1	string	Source column from the original resource.	``
d_7	string	Source column from the original resource.	``
column_14	string	Source column from the original resource.	``
d_8	string	Source column from the original resource.	``
d_9	string	Source column from the original resource.	``
d_10	string	Source column from the original resource.	``
d_11	string	Source column from the original resource.	``
d_12	string	Source column from the original resource.	``
d_13	string	Source column from the original resource.	``
d_14	string	Source column from the original resource.	``
plot_id_number_of_roster_items_pre_determined_by_q9_in_a	double	Source column from the original resource.	``
column_8	string	Source column from the original resource.	``
d_15	string	Source column from the original resource.	``
d_16	string	Source column from the original resource.	``
column_22	string	Source column from the original resource.	``
column_23	string	Source column from the original resource.	``
column_24	string	Source column from the original resource.	``
column_25	string	Source column from the original resource.	``
column_26	string	Source column from the original resource.	``
d_17	string	Source column from the original resource.	``
d_18	string	Source column from the original resource.	``
column_29	string	Source column from the original resource.	``
column_30	string	Source column from the original resource.	``
column_31	string	Source column from the original resource.	``
column_32	string	Source column from the original resource.	``
column_33	string	Source column from the original resource.	``
d_19	string	Source column from the original resource.	``
filter2	string	Source column from the original resource.	``
column_13	string	Source column from the original resource.	``
filter3	string	Source column from the original resource.	``
d_20	string	Source column from the original resource.	``
d_21	string	Source column from the original resource.	``
d_22	string	Source column from the original resource.	``
d_23	string	Source column from the original resource.	``
d_24	string	Source column from the original resource.	``
d_25	string	Source column from the original resource.	``
d_26	string	Source column from the original resource.	``
d_27	string	Source column from the original resource.	``
d_28	string	Source column from the original resource.	``
d_29	string	Source column from the original resource.	``
filter4	string	Source column from the original resource.	``
d_30	string	Source column from the original resource.	``
column_41	string	Source column from the original resource.	``
column_42	string	Source column from the original resource.	``
d_31	string	Source column from the original resource.	``
interviewer_capi_list_all_harvested_crops_including_temp	string	Source column from the original resource.	``
capi_if_only_one_crop_plot_or_harvest_of_crop_was_report	string	Source column from the original resource.	``
column_7	string	Source column from the original resource.	``
what_percentage_of_the_total_crop_harvest_is_currently_i	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p	string	Source column from the original resource.	``
of_the_q2_unit_of_condition_crop_harvested_in_the_refere	string	Source column from the original resource.	``
what_was_the_total_value_of_all_the_q9_unit_of_condition	string	Source column from the original resource.	``
who_in_your_household_decides_how_to_use_the_earnings_fr	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_2	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_3	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_4	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_5	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_6	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_7	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_8	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_9	string	Source column from the original resource.	``
what_percentage_of_the_crop_harvested_in_the_reference_p_10	string	Source column from the original resource.	``
capi_list_all_seed_types_cultivated_from_section_ag3_wit	string	Source column from the original resource.	``
input_code	double	Source column from the original resource.	``
d_1_interviewer_who_is_the_main_respondent_for_this_sect	string	Source column from the original resource.	``
plot_id	double	Source column from the original resource.	``
individual_id	string	Source column from the original resource.	``
person_type	string	Source column from the original resource.	``
in_the_last_completed_main_agricultural_season_were_any	string	Source column from the original resource.	``
in_the_last_completed_main_agricultural_season_did_your	string	Source column from the original resource.	``
column_12	string	Source column from the original resource.	``
in_the_last_completed_main_agricultural_season_did_you_o	string	Source column from the original resource.	``
column_15	string	Source column from the original resource.	``
column_16	string	Source column from the original resource.	``
in_the_last_completed_main_agricultural_season_did_the_a	string	Source column from the original resource.	``
code_ls_type	double	Source column from the original resource.	``
code_ls_name	double	Source column from the original resource.	``
livestock_type	string	Source column from the original resource.	``
livestock_name	string	Source column from the original resource.	``
column_27	string	Source column from the original resource.	``
filter_1	string	Source column from the original resource.	``
product_type	string	Source column from the original resource.	``
product_code	double	Source column from the original resource.	``
worker_category	string	Source column from the original resource.	``
in_the_last_12_months_did_you_or_any_member_of_your_hous	string	Source column from the original resource.	``
column_20	string	Source column from the original resource.	``
in_the_last_12_months_did_the_livestock_cooperative_live	string	Source column from the original resource.	``
item_code	double	Source column from the original resource.	``
item	string	Source column from the original resource.	``
item_service	string	Source column from the original resource.	``
cocoyam	string	Source column from the original resource.	``
banana	string	Source column from the original resource.	``
d_38	double	Source column from the original resource.	``
piece_small	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-tanzania-national-bureau-of-statistics-393d3cc9")
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"] == "TZA"]

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: National Bureau of Statistics, Tanzania
• Publisher: National Bureau of Statistics, Tanzania
• Portal: https://www.nbs.go.tz
• Resource: [NPS 202627 Core Agriculture Questionnaire - OFFICIAL - January 2026](https://www.nbs.go.tz/uploads/statistics/documents/en-1770031087-NPS 202627 Core Agriculture Questionnaire - OFFICIAL - January 2026.xlsx)
• License: other-open
• Retrieved/generated: 2026-07-21T20:21:12Z
• Hugging Face repo: electricsheepafrica/africa-tanzania-national-bureau-of-statistics-393d3cc9

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

• Compare health outcomes across geographies
• Track changes over time
• Join with population or facility 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_tanzania_national_bureau_of_statistics_393d3cc9_2026,
  title        = {National Bureau of Statistics | Africa (National Bureau of Statistics, Tanzania)},
  author       = {National Bureau of Statistics, Tanzania},
  year         = {2026},
  url          = {https://www.nbs.go.tz/statistics/topic/utafiti-wa-kufuatilia-kaya-tanzania-nps-wa-mwaka-wa-6},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-tanzania-national-bureau-of-statistics-393d3cc9}}
}

License

Released under other-open.

Original data is published by National Bureau of Statistics, Tanzania. 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 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://www.nbs.go.tz/statistics/topic/utafiti-wa-kufuatilia-kaya-tanzania-nps-wa-mwaka-wa-6