electricsheepafrica/africa-uganda-post-harvest-season-2-questionnaire-e6384ae1

Post Harvest Season 2 Questionnaire | Africa (Uganda Bureau of Statistics (UBOS))

288 rows - 1 Africa country/area - 2019 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 288 rows from Uganda Bureau of Statistics (UBOS), covering Post Harvest Season 2 Questionnaire. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Agriculture datasets help analysts examine production, prices, inputs, land use, food systems, and rural economic activity.

Source-provided context: Document, Questionnaire [doc/qst]

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	288
Countries/areas	1
First period	2019
Last period	2019
Indicators	0
Columns	389
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
UGA	288	2019	2019	Uganda

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.	ubos-microdata-70-189:5-1-0-cover-page:0
country_iso3	string	ISO3 country or area code.	UGA
country_name	string	Country or area name.	Uganda
source_sheet	string	Source column from the original resource.	5.1.0 Cover Page
year	int64	Observation year.	2019
qn_11a	string	Source column from the original resource.	(Qn 11A)
date_of_start_of_interview	string	Source column from the original resource.	Time start of Interview
d	string	Source column from the original resource.	H
d_2	string	Source column from the original resource.	H
m	string	Source column from the original resource.	M
m_2	string	Source column from the original resource.	M
y_2	string	Source column from the original resource.	``
y_3	string	Source column from the original resource.	``
y_4	string	Source column from the original resource.	``
source_period_start_year	int64	Start year inferred from source metadata.	2019
source_period_end_year	int64	End year inferred from source metadata.	2019
source_period_label	string	Source column from the original resource.	2019
source_provider	string	Publishing organization.	Uganda Bureau of Statistics (UBOS)
source_dataset	string	Source dataset or package title.	Post Harvest Season 2 Questionnaire
source_resource	string	Source resource title, table name, or file name.	Post Harvest Season 2 Questionnaire
source_package_id	string	Source package identifier.	uga-ubos-aas-2019-v01-189
source_resource_id	string	Source resource identifier.	ubos-microdata-70-189
source_url	string	Original source URL or download URL.	https://microdata.ubos.org:7070/index.php/catalog/70/download/189
license_id	string	Source license identifier.	other-open
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-21T21:37:51Z
h01	string	Source column from the original resource.	``
h02	string	Source column from the original resource.	``
h03	string	Source column from the original resource.	``
h04	string	Source column from the original resource.	``
h05	string	Source column from the original resource.	``
h06	string	Source column from the original resource.	``
h07	string	Source column from the original resource.	``
h08	string	Source column from the original resource.	``
h09	string	Source column from the original resource.	``
h10	string	Source column from the original resource.	``
h11	string	Source column from the original resource.	``
h12	string	Source column from the original resource.	``
h13	string	Source column from the original resource.	``
h14	string	Source column from the original resource.	``
h15	string	Source column from the original resource.	``
pa01	string	Source column from the original resource.	``
pa02	string	Source column from the original resource.	``
pa03	string	Source column from the original resource.	``
pl01	string	Source column from the original resource.	``
pl02	string	Source column from the original resource.	``
pl03	string	Source column from the original resource.	``
pl04	string	Source column from the original resource.	``
pl05	string	Source column from the original resource.	``
c01	string	Source column from the original resource.	``
c02	string	Source column from the original resource.	``
c03	string	Source column from the original resource.	``
c04	string	Source column from the original resource.	``
c05	string	Source column from the original resource.	``
c06	string	Source column from the original resource.	``
c07	string	Source column from the original resource.	``
c08	string	Source column from the original resource.	``
c09	string	Source column from the original resource.	``
c10	string	Source column from the original resource.	``
c11	string	Source column from the original resource.	``
c12	string	Source column from the original resource.	``
c13	string	Source column from the original resource.	``
c14	string	Source column from the original resource.	``
c15	string	Source column from the original resource.	``
c16	string	Source column from the original resource.	``
c17	string	Source column from the original resource.	``
c18	string	Source column from the original resource.	``
c19	string	Source column from the original resource.	``
c20	string	Source column from the original resource.	``
c21	string	Source column from the original resource.	``
c22	string	Source column from the original resource.	``
c23	string	Source column from the original resource.	``
c24	string	Source column from the original resource.	``
c25	string	Source column from the original resource.	``
c26	string	Source column from the original resource.	``
c27	string	Source column from the original resource.	``
c28	string	Source column from the original resource.	``
c29	string	Source column from the original resource.	``
c30	string	Source column from the original resource.	``
c31	string	Source column from the original resource.	``
c32	string	Source column from the original resource.	``
c33	string	Source column from the original resource.	``
c34	string	Source column from the original resource.	``
c35	string	Source column from the original resource.	``
c36	string	Source column from the original resource.	``
c37	string	Source column from the original resource.	``
c38	string	Source column from the original resource.	``
c39	string	Source column from the original resource.	``
c40	string	Source column from the original resource.	``
c41	string	Source column from the original resource.	``
c42	string	Source column from the original resource.	``
c43	string	Source column from the original resource.	``
c44	string	Source column from the original resource.	``
c45	string	Source column from the original resource.	``
c46	string	Source column from the original resource.	``
c47	string	Source column from the original resource.	``
c48	string	Source column from the original resource.	``
c49	string	Source column from the original resource.	``
c50	string	Source column from the original resource.	``
c51	string	Source column from the original resource.	``
c52	string	Source column from the original resource.	``
c53	string	Source column from the original resource.	``
c54	string	Source column from the original resource.	``
c55	string	Source column from the original resource.	``
c56	string	Source column from the original resource.	``
c57	string	Source column from the original resource.	``
c58	string	Source column from the original resource.	``
c59	string	Source column from the original resource.	``
c60	string	Source column from the original resource.	``
c61	string	Source column from the original resource.	``
c62	string	Source column from the original resource.	``
c63	string	Source column from the original resource.	``
c64	string	Source column from the original resource.	``
c65	string	Source column from the original resource.	``
c66	string	Source column from the original resource.	``
c67	string	Source column from the original resource.	``
c68	string	Source column from the original resource.	``
c69	string	Source column from the original resource.	``
c70	string	Source column from the original resource.	``
c71	string	Source column from the original resource.	``
c72	string	Source column from the original resource.	``
c73	string	Source column from the original resource.	``
c74	string	Source column from the original resource.	``
c75	string	Source column from the original resource.	``
column_84	string	Source column from the original resource.	``
c76	string	Source column from the original resource.	``
column_86	string	Source column from the original resource.	``
c77	string	Source column from the original resource.	``
c78	string	Source column from the original resource.	``
c79	string	Source column from the original resource.	``
c80	string	Source column from the original resource.	``
c81	string	Source column from the original resource.	``
c81_2	string	Source column from the original resource.	``
c82	string	Source column from the original resource.	``
did_you_your_household_use_any_organic_fertilizer_on_thi	string	Source column from the original resource.	``
how_much_organic_fertilizer_did_you_apply_to_this_plot_n	string	Source column from the original resource.	``
how_did_you_obtain_the_organic_fertilizer_used_on_this_p	string	Source column from the original resource.	``
what_was_the_cost_in_shs_of_one_organic_fertilizer_unit	string	Source column from the original resource.	``
did_you_use_any_inorganic_fertilizer_on_this_plot_name_d	string	Source column from the original resource.	``
how_much_inorganic_fertilizer_did_you_apply_to_this_plot	string	Source column from the original resource.	``
what_is_the_unit_of_measure_for_the_inorganic_fertiliser	string	Source column from the original resource.	``
how_did_you_obtain_the_inorganic_fertilizer_used_on_this	string	Source column from the original resource.	``
what_was_the_unit_cost_of_inorganic_fertilizer_type_purc	string	Source column from the original resource.	``
did_you_use_any_of_these_pesticides_on_this_plot_name_du	string	Source column from the original resource.	``
how_much_pesticide_type_did_you_apply_to_this_plot_name	string	Source column from the original resource.	``
unit_of_measurement_of_pesticide_type_applied	string	Source column from the original resource.	``
how_did_you_obtain_the_pesticide_type_that_was_used	string	Source column from the original resource.	``
how_much_of_the_pesticide_type_applied_to_this_plot_name	string	Source column from the original resource.	``
unit_of_measurement_of_pesticide_type_purchased	string	Source column from the original resource.	``
what_was_the_unit_cost_of_pesticide_type_purchased_for_t	string	Source column from the original resource.	``
activity_code	double	Source column from the original resource.	``
activity_name	string	Source column from the original resource.	``
during_the_last_agricultural_season_between_august_2019	string	Source column from the original resource.	``
during_the_last_agricultural_season_did_you_hire_any_wor	string	Source column from the original resource.	``
what_was_the_amount_of_in_kind_payments_paid_to_hired_la	string	Source column from the original resource.	``
q08	string	Source column from the original resource.	``
if_q07_0	string	Source column from the original resource.	``
what_was_the_average_number_of_days_worked_by_the_male_h	string	Source column from the original resource.	``
numeric_integer	string	Source column from the original resource.	``
livestock_type_code	double	Source column from the original resource.	``
livestock_type_name	string	Source column from the original resource.	``
did_you_raise_keep_any_of_the_following_animals_in_the_l	string	Source column from the original resource.	``
out_of_these_livestock_type_kept_raised_how_many_livesto	string	Source column from the original resource.	``
do_you_or_any_member_of_your_household_own_any_livestock	string	Source column from the original resource.	``
how_many_livestock_type_did_you_keep_exactly_12_months_a	string	Source column from the original resource.	``
during_the_last_12_months_how_many_livestock_type_were_b	string	Source column from the original resource.	``
during_the_last_12_months_how_many_livestock_type_were_r	string	Source column from the original resource.	``
during_the_last_12_months_how_many_livestock_type_did_yo	string	Source column from the original resource.	``
during_the_last_12_months_how_many_livestock_type_were_g	string	Source column from the original resource.	``
during_the_last_12_months_how_many_livestock_type_died_f	string	Source column from the original resource.	``
did_the_household_sell_any_livestock_type_during_the_las	string	Source column from the original resource.	``
what_was_the_price_in_shs_of_the_last_livestock_type_you	string	Source column from the original resource.	``
among_household_members_who_decided_how_to_use_the_earni	string	Source column from the original resource.	``
column_21	string	Source column from the original resource.	``
column_22	string	Source column from the original resource.	``
during_the_12_months_did_the_household_slaughter_any_liv	string	Source column from the original resource.	``
how_many_livestock_type_did_you_slaughter_during_the_las	string	Source column from the original resource.	``
who_over_the_last_12_months_primarily_took_decisions_on	string	Source column from the original resource.	``
column_26	string	Source column from the original resource.	``
column_27	string	Source column from the original resource.	``
what_is_the_main_purpose_of_keeping_raising_livestock_ty	string	Source column from the original resource.	``
out_of_these_livestock_type_kept_raised_how_many_livesto_2	string	Source column from the original resource.	``
how_many_livestock_type_did_you_keep_exactly_6_months_ag	string	Source column from the original resource.	``
during_the_last_6_months_how_many_livestock_type_were_bo	string	Source column from the original resource.	``
during_the_last_6_months_how_many_livestock_type_were_re	string	Source column from the original resource.	``
during_the_last_6_months_how_many_livestock_type_did_you	string	Source column from the original resource.	``
during_the_last_6_months_how_many_livestock_type_were_gi	string	Source column from the original resource.	``
during_the_last_6_months_how_many_livestock_type_died_fo	string	Source column from the original resource.	``
during_the_6_months_did_the_household_slaughter_any_live	string	Source column from the original resource.	``
who_over_the_last_6_months_primarily_took_decisions_on_h	string	Source column from the original resource.	``
out_of_these_livestock_type_kept_raised_how_many_are_fem	string	Source column from the original resource.	``
how_many_livestock_type_did_you_keep_exactly_3_months_ag	string	Source column from the original resource.	``
during_the_last_3_months_how_many_livestock_type_were_bo	string	Source column from the original resource.	``
during_the_last_3_months_how_many_livestock_type_were_re	string	Source column from the original resource.	``
during_the_last_3_months_how_many_livestock_type_did_you	string	Source column from the original resource.	``
during_the_last_3_months_how_many_livestock_type_were_gi	string	Source column from the original resource.	``
during_the_last_3_months_how_many_livestock_type_died_fo	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.	``
during_the_3_months_did_the_household_slaughter_any_live	string	Source column from the original resource.	``
who_over_the_last_3_months_primarily_took_decisions_on_h	string	Source column from the original resource.	``
column_28	string	Source column from the original resource.	``
column_29	string	Source column from the original resource.	``
livestock_group_code	string	Source column from the original resource.	``
livestock_group_name	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_practiced_any_c	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_incurred_any_co	string	Source column from the original resource.	``
in_the_past_12_months_how_much_has_the_household_paid_fo	string	Source column from the original resource.	``
in_the_past_12_months_what_have_been_the_two_major_feedi	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_ever_paid_to_fe	string	Source column from the original resource.	``
in_the_past_12_months_what_have_been_the_main_two_source	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_ever_paid_for_w	string	Source column from the original resource.	``
how_much_has_this_household_paid_for_water_for_livestock	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_vaccinated_any	string	Source column from the original resource.	``
what_was_the_total_cost_of_vaccination_including_vaccine	string	Source column from the original resource.	``
in_the_past_12_months_has_this_household_treated_livesto	string	Source column from the original resource.	``
what_was_the_total_cost_of_anti_parasite_treatments_for	string	Source column from the original resource.	``
in_the_past_12_months_have_livestock_group_received_any	string	Source column from the original resource.	``
what_was_the_total_cost_of_treatments_for_livestock_grou	string	Source column from the original resource.	``
in_the_past_12_months_has_any_member_of_your_household_u	string	Source column from the original resource.	``
what_was_the_main_purpose_for_giving_antibiotics_to_live	string	Source column from the original resource.	``
in_the_last12_months_how_often_did_you_give_antibiotics	string	Source column from the original resource.	``
who_gave_you_advice_to_use_antibiotics_for_livestock_gro	string	Source column from the original resource.	``
how_many_household_members_worked_to_keep_herd_milk_live	string	Source column from the original resource.	``
how_many_hired_laborers_worked_to_keep_herd_milk_livesto	string	Source column from the original resource.	``
how_much_did_you_pay_in_total_during_the_past_month_for	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_practiced_any_co	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_incurred_any_cos	string	Source column from the original resource.	``
in_the_past_6_months_how_much_has_the_household_paid_for	string	Source column from the original resource.	``
in_the_past_6_months_what_have_been_the_two_major_feedin	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_ever_paid_to_fee	string	Source column from the original resource.	``
in_the_past_6_months_what_have_been_the_main_two_sources	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_ever_paid_for_wa	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_vaccinated_any_l	string	Source column from the original resource.	``
in_the_past_6_months_has_this_household_treated_livestoc	string	Source column from the original resource.	``
in_the_past_6_months_have_livestock_group_received_any_c	string	Source column from the original resource.	``
in_the_past_6_months_has_any_member_of_your_household_us	string	Source column from the original resource.	``
in_the_last6_months_how_often_did_you_give_antibiotics_t	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_practiced_any_co	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_incurred_any_cos	string	Source column from the original resource.	``
in_the_past_3_months_how_much_has_the_household_paid_for	string	Source column from the original resource.	``
in_the_past_3_months_what_have_been_the_two_major_feedin	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_ever_paid_to_fee	string	Source column from the original resource.	``
in_the_past_3_months_what_have_been_the_main_two_sources	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_ever_paid_for_wa	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_vaccinated_any_l	string	Source column from the original resource.	``
in_the_past_3_months_has_this_household_treated_livestoc	string	Source column from the original resource.	``
in_the_past_3_months_have_livestock_group_received_any_c	string	Source column from the original resource.	``
in_the_past_3_months_has_any_member_of_your_household_us	string	Source column from the original resource.	``
in_the_last3_months_how_often_did_you_give_antibiotics_t	string	Source column from the original resource.	``
what_was_the_live_weight_on_average_of_the_livestock_gro	string	Source column from the original resource.	``
during_the_last_12_months_did_the_household_sell_meat_fr	string	Source column from the original resource.	``
who_controls_the_revenue_from_livestock_group_meat_sold	string	Source column from the original resource.	``
column_8	string	Source column from the original resource.	``
in_the_past_12_months_where_was_most_of_the_meat_from_li	string	Source column from the original resource.	``
has_the_household_experienced_constraints_in_the_commerc	string	Source column from the original resource.	``
what_was_the_most_important_constraint_concerning_the_co	string	Source column from the original resource.	``
in_the_past_6_months_where_was_most_of_the_meat_from_liv	string	Source column from the original resource.	``
during_the_last_3_months_did_the_household_sell_meat_fro	string	Source column from the original resource.	``
in_the_past_3_months_where_was_most_of_the_meat_from_liv	string	Source column from the original resource.	``
did_you_milk_any_livestock_group_in_the_last_12_months	string	Source column from the original resource.	``
how_many_livestock_group_were_milked_in_the_past_12_mont	string	Source column from the original resource.	``
for_how_many_months_on_average_were_the_livestock_group	string	Source column from the original resource.	``
during_these_number_of_months_in_which_the_livestock_gro	string	Source column from the original resource.	``
in_general_do_you_allow_the_calves_to_suckle_directly_fr	string	Source column from the original resource.	``
out_of_the_total_milk_produced_daily_from_livestock_grou	string	Source column from the original resource.	``
out_of_the_total_milk_produced_daily_on_average_from_liv	string	Source column from the original resource.	``
what_is_the_price_of_one_liter_of_milk_you_produced_from	string	Source column from the original resource.	``
how_much_did_you_earn_from_selling_livestock_group_milk	string	Source column from the original resource.	``
out_of_the_total_milk_produced_daily_on_average_from_liv_2	string	Source column from the original resource.	``
how_much_did_you_earn_from_selling_livestock_group_milk_2	string	Source column from the original resource.	``
where_is_most_of_the_milk_and_milk_products_from_livesto	string	Source column from the original resource.	``
who_mostly_buys_the_milk_and_milk_products_from_livestoc	string	Source column from the original resource.	``
who_among_household_members_controls_the_revenue_obtaine	string	Source column from the original resource.	``
column_19	string	Source column from the original resource.	``
did_you_milk_any_livestock_group_in_the_last_6_months	string	Source column from the original resource.	``
how_many_livestock_group_were_milked_in_the_past_6_month	string	Source column from the original resource.	``
how_many_livestock_group_laid_eggs_in_the_last_3_months	string	Source column from the original resource.	``
how_many_livestock_group_eggs_did_your_household_produce	string	Source column from the original resource.	``
how_many_eggs_in_total_did_you_sell_in_the_last_three_mo	string	Source column from the original resource.	``
where_were_most_of_the_eggs_sold_in_the_last_three_month	string	Source column from the original resource.	``
to_whom_did_the_household_mainly_sell_the_eggs_in_the_la	string	Source column from the original resource.	``
how_much_has_the_household_earned_by_selling_eggs_in_the	string	Source column from the original resource.	``
who_in_the_household_controls_the_revenue_earned_from_se	string	Source column from the original resource.	``
product_code	double	Source column from the original resource.	``
product_name	string	Source column from the original resource.	``
did_your_household_produce_any_product_during_the_last_1	string	Source column from the original resource.	``
during_these_number_of_months_what_was_the_average_quant	string	Source column from the original resource.	``
what_was_the_unit_of_the_quantity_for_product_name_produ	string	Source column from the original resource.	``
during_these_months_what_was_the_quantity_of_product_nam	string	Source column from the original resource.	``
what_was_the_unit_of_the_quantity_for_product_name_for_h	string	Source column from the original resource.	``
did_the_household_sell_any_product_name_that_it_produced	string	Source column from the original resource.	``
how_much_of_the_total_product_name_produced_did_your_hou	string	Source column from the original resource.	``
what_was_the_unit_of_quantity_for_the_sales_of_product_n	string	Source column from the original resource.	``
what_was_the_total_value_in_shs_earned_from_the_sale_of	string	Source column from the original resource.	``
who_in_your_household_kept_decided_what_to_do_with_the_e	string	Source column from the original resource.	``
column_18	string	Source column from the original resource.	``
did_you_incur_any_expenses_such_as_labor_costs_additiona	string	Source column from the original resource.	``
what_was_the_total_value_in_shs_of_these_additional_expe	string	Source column from the original resource.	``
information_type_code	double	Source column from the original resource.	``
information_type	string	Source column from the original resource.	``
between_january_2019_and_december_2019_did_you_or_the_ho	string	Source column from the original resource.	``
what_was_the_main_source_you_your_household_used_for_rec	string	Source column from the original resource.	``
facility_code	double	Source column from the original resource.	``
facility	string	Source column from the original resource.	``
between_january_2019_and_december_2019_did_you_or_your_h	string	Source column from the original resource.	``
what_is_the_distance_in_kilometers_to_the_nearest_facili	string	Source column from the original resource.	``
transport_type	string	Source column from the original resource.	``
did_you_or_your_household_use_any_of_the_following_means	string	Source column from the original resource.	``
how_did_you_or_your_household_mainly_access_transport_ty	string	Source column from the original resource.	``
single_response	string	Source column from the original resource.	``
multiresponse	string	Source column from the original resource.	``
code_loan_source	double	Source column from the original resource.	``
loan_source	string	Source column from the original resource.	``
please_list_all_the_sources_that_provided_a_loan_for_agr	string	Source column from the original resource.	``
what_were_the_three_main_purposes_of_the_loan_from_loan	string	Source column from the original resource.	``
column_6	string	Source column from the original resource.	``
column_7	string	Source column from the original resource.	``
what_was_the_duration_of_the_loan_received_from_loan_sou	string	Source column from the original resource.	``
what_was_the_loan_amount_received_from_loan_source_betwe	string	Source column from the original resource.	``
who_among_the_household_members_received_the_loan_from_l	string	Source column from the original resource.	``
column_11	string	Source column from the original resource.	``
column_12	string	Source column from the original resource.	``
how_much_of_the_loan_taken_from_loan_source_has_been_rep	string	Source column from the original resource.	``
did_the_household_need_to_provide_collateral_security_fo	string	Source column from the original resource.	``
between_january_2019_and_december_2019_did_the_household	string	Source column from the original resource.	``
who_provided_the_transfers_tick_all_that_applies	string	Source column from the original resource.	``
d_01	double	Source column from the original resource.	``
rent_of_buildings_for_farm_use	string	Source column from the original resource.	``
column	string	Source column from the original resource.	``
column_2	string	Source column from the original resource.	``
shock	string	Source column from the original resource.	``
did_the_household_experience_any_of_the_following_shocks	string	Source column from the original resource.	``
what_was_the_extent_of_damage_of_shock_on_crop_or_livest	string	Source column from the original resource.	``
what_was_the_main_response_of_the_household_to_shock	string	Source column from the original resource.	``
between_january_2019_and_december_2019_were_there_any_mo	string	Source column from the original resource.	``
what_were_the_main_reason_for_the_food_shortage	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.	``
has_the_household_changed_eating_patterns_as_an_immediat	string	Source column from the original resource.	``
who_in_the_household_has_changed_the_eating_patterns	string	Source column from the original resource.	``
has_the_household_skipped_meals_as_an_immediate_response	string	Source column from the original resource.	``
who_in_the_household_skipped_meals	string	Source column from the original resource.	``
has_the_household_eaten_less_preferred_meals_as_an_immed	string	Source column from the original resource.	``
who_in_the_household_ate_less_preferred_meals	string	Source column from the original resource.	``
has_the_household_reduced_meal_size_as_immediate_respons	string	Source column from the original resource.	``
who_in_the_household_has_reduced_meal_size	string	Source column from the original resource.	``
is_the_household_likely_to_experience_food_shortage_in_t	string	Source column from the original resource.	``
q01	string	Source column from the original resource.	``
q02	string	Source column from the original resource.	``
q03	string	Source column from the original resource.	``
q04	string	Source column from the original resource.	``
q05	string	Source column from the original resource.	``
q06	string	Source column from the original resource.	``
q07	string	Source column from the original resource.	``
q09	string	Source column from the original resource.	``
q10	string	Source column from the original resource.	``
q11	string	Source column from the original resource.	``
source_id	double	Source column from the original resource.	``
source	string	Source column from the original resource.	``
how_was_the_advice_information_from_source_acquired_sele	string	Source column from the original resource.	``
which_household_members_received_advice_information_from	string	Source column from the original resource.	``
column_5	string	Source column from the original resource.	``
did_the_source_provide_advice_information_on_the_followi	string	Source column from the original resource.	``
between_january_2019_and_december_2019_has_any_household	string	Source column from the original resource.	``
between_january_2019_and_december_2019_did_anyone_in_the	string	Source column from the original resource.	``
which_services_was_source_paid_for	string	Source column from the original resource.	``
between_january_2019_and_december_2019_how_much_in_total	string	Source column from the original resource.	``
how_would_you_rate_the_advice_received_from_source	string	Source column from the original resource.	``
i1	string	Source column from the original resource.	``
i2	string	Source column from the original resource.	``
i2b	string	Source column from the original resource.	``
i3	string	Source column from the original resource.	``
i4	string	Source column from the original resource.	``
d_1_cereals	string	Source column from the original resource.	``
wheat	string	Source column from the original resource.	``
d_111	double	Source column from the original resource.	``
d_5_leguminous_crops	string	Source column from the original resource.	``
beans	string	Source column from the original resource.	``
d_711	double	Source column from the original resource.	``
d_5	double	Source column from the original resource.	``
sack_120_kgs	string	Source column from the original resource.	``
d_9	double	Source column from the original resource.	``
d_33	double	Source column from the original resource.	``
packet_unspecified	string	Source column from the original resource.	``
d_54	double	Source column from the original resource.	``
code	string	Source column from the original resource.	``
name	string	Source column from the original resource.	``
description	string	Source column from the original resource.	``
code_2	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-uganda-post-harvest-season-2-questionnaire-e6384ae1")
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"] == "UGA"]

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: Uganda Bureau of Statistics (UBOS)
• Publisher: Uganda Bureau of Statistics (UBOS)
• Portal: https://microdata.ubos.org:7070
• Resource: Post Harvest Season 2 Questionnaire
• License: other-open
• Retrieved/generated: 2026-07-21T21:38:09Z
• Hugging Face repo: electricsheepafrica/africa-uganda-post-harvest-season-2-questionnaire-e6384ae1

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 production or price movements
• Compare regions or commodities
• Join with climate and trade 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_uganda_post_harvest_season_2_questionnaire_e6384ae1_2019,
  title        = {Post Harvest Season 2 Questionnaire | Africa (Uganda Bureau of Statistics (UBOS))},
  author       = {Uganda Bureau of Statistics (UBOS)},
  year         = {2019},
  url          = {https://microdata.ubos.org:7070/index.php/catalog/70/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-uganda-post-harvest-season-2-questionnaire-e6384ae1}}
}

License

Released under other-open.

Original data is published by Uganda Bureau of Statistics (UBOS). 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 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://microdata.ubos.org:7070/index.php/catalog/70/related-materials