Datasets:

electricsheepafrica
/

africa-libya-real-time-prices

iso3 stringclasses 1 value	country stringclasses 1 value	adm1_name stringclasses 6 values	adm2_name stringclasses 23 values	mkt_name stringclasses 42 values	lat float64 24.2 32.9 ⌀	lon float64 9.49 24 ⌀	geo_id stringclasses 42 values	dates timestamp[ns]date 2017-01-01 00:00:00 2026-03-01 00:00:00	year int64 2.02k 2.03k	month int64 1 12	currency stringclasses 1 value	components stringclasses 1 value	start_dense_data timestamp[ns]date 2017-01-01 00:00:00 2017-01-01 00:00:00	last_survey_point timestamp[ns]date 2026-01-01 00:00:00 2026-01-01 00:00:00	data_coverage float64 49.4 49.4	data_coverage_recent float64 30.3 30.3	index_confidence_score float64 0.91 0.91	beans float64 0.83 6.12 ⌀	bread float64 0.5 3.25 ⌀	chickpeas float64 0.44 7.88 ⌀	couscous float64 1.25 18.9 ⌀	eggs float64 1.17 27 ⌀	fish_tuna_canned float64 1.5 12.2 ⌀	meat_chicken float64 3.25 42 ⌀	meat_lamb float64 2 100 ⌀	milk float64 1.38 10 ⌀	oil float64 0.01 17 ⌀	onions float64 0.75 9 ⌀	pasta float64 0.94 7.5 ⌀	potatoes float64 0.88 7.5 ⌀	rice float64 1.9 10 ⌀	salt float64 0.3 5 ⌀	sugar float64 1.5 7 ⌀	tea float64 2.06 20 ⌀	tomatoes float64 0.5 14 ⌀	tomatoes_paste float64 0.98 7.86 ⌀	wheat_flour float64 1 7.75 ⌀	o_beans float64 0.99 6.25	h_beans float64 1.05 6.7	l_beans float64 0.93 5.38	c_beans float64 1 5.97	inflation_beans float64 -70.61 330 ⌀	trust_beans float64 7.3 10	o_beans_fao float64 1 6.28	h_beans_fao float64 1.11 6.78	l_beans_fao float64 0.9 5.68	c_beans_fao float64 0.93 6.78	inflation_beans_fao float64 -71.47 369 ⌀	trust_beans_fao float64 5.9 10	o_bread float64 0.62 2.69	h_bread float64 0.64 3.17	l_bread float64 0.57 2.47	c_bread float64 0.62 3.13	inflation_bread float64 -60 150 ⌀	trust_bread float64 5.6 10	o_chickpeas float64 0.9 7.41	h_chickpeas float64 0.94 8.51	l_chickpeas float64 0.85 5.88	c_chickpeas float64 0.87 7.88	inflation_chickpeas float64 -79.25 360 ⌀	trust_chickpeas float64 7.2 10	o_chili float64 2.04 9.06	h_chili float64 2.48 10	l_chili float64 1.73 8.25	c_chili float64 1.97 10	inflation_chili float64 -58.86 123 ⌀	trust_chili float64 2.5 10	o_couscous float64 2.2 12	h_couscous float64 2.44 13.9	l_couscous float64 1.99 10.8	c_couscous float64 2.1 12.6	inflation_couscous float64 -66.67 220 ⌀	trust_couscous float64 7.1 10	o_eggs float64 6.08 25.2	h_eggs float64 6.85 27.7	l_eggs float64 5.4 23.2	c_eggs float64 6 27	inflation_eggs float64 -43.48 115 ⌀	trust_eggs float64 7.4 10	o_fish_tuna_canned float64 2 7.52	h_fish_tuna_canned float64 2.16 8.1	l_fish_tuna_canned float64 1.83 7.09	c_fish_tuna_canned float64 2 7.75	inflation_fish_tuna_canned float64 -57.06 117 ⌀	trust_fish_tuna_canned float64 3.9 10	o_meat_chicken float64 3.48 36.1	h_meat_chicken float64 3.94 48.6	l_meat_chicken float64 3.01 33.8	c_meat_chicken float64 3.5 38	inflation_meat_chicken float64 -68.18 319 ⌀	trust_meat_chicken float64 8.3 10	o_meat_lamb float64 24.6 102	h_meat_lamb float64 25.2 108	l_meat_lamb float64 23 96.6	c_meat_lamb float64 24.3 100	inflation_meat_lamb float64 -30.05 105 ⌀	trust_meat_lamb float64 9 10	o_milk float64 1.82 9.55	h_milk float64 2.07 10.7	l_milk float64 1.61 8.79	c_milk float64 1.81 10	inflation_milk float64 -56 128 ⌀	trust_milk float64 6.2 10	o_oil float64 2.54 15.9	h_oil float64 2.75 16.9	l_oil float64 2.35 14.9	c_oil float64 2.5 15.7	inflation_oil float64 -53.11 207 ⌀	trust_oil float64 5.1 10	o_onions float64 1.03 9.91	h_onions float64 1.34 11.3	l_onions float64 0.81 8.44	c_onions float64 0.95 10.4	inflation_onions float64 -76.71 602 ⌀	trust_onions float64 2.9 10	o_onions_fao float64 1.08 10.8	h_onions_fao float64 1.47 13.1	l_onions_fao float64 0.86 8.43	c_onions_fao float64 1 11.6	inflation_onions_fao float64 -76.92 650 ⌀	trust_onions_fao float64 3 10	o_pasta float64 1 5.67	h_pasta float64 1.05 6.24	l_pasta float64 0.91 4.64	c_pasta float64 0.98 5.35	inflation_pasta float64 -58.68 238 ⌀	trust_pasta float64 7 10	o_potatoes float64 1.04 6.86	h_potatoes float64 1.38 8.97	l_potatoes float64 0.92 6.09	c_potatoes float64 1 7.16	inflation_potatoes float64 -65.75 281 ⌀	trust_potatoes float64 6.8 9.5	o_rice float64 2.02 8.47	h_rice float64 2.17 9.79	l_rice float64 1.87 7.85	c_rice float64 2.04 8.56	inflation_rice float64 -51.37 131 ⌀	trust_rice float64 5.3 10	o_salt float64 0.69 4.79	h_salt float64 0.86 5.1	l_salt float64 0.58 4.13	c_salt float64 0.69 4.79	inflation_salt float64 -72.33 289 ⌀	trust_salt float64 3.5 10	o_sugar float64 1.62 7.28	h_sugar float64 2 7.63	l_sugar float64 1.54 6.7	c_sugar float64 1.94 7.02	inflation_sugar float64 -60 120 ⌀	trust_sugar float64 7.6 9.9	o_tea float64 2.61 11.7	h_tea float64 2.82 13.5	l_tea float64 2.4 10.1	c_tea float64 2.64 13.5	inflation_tea float64 -62.5 171 ⌀	trust_tea float64 1.3 10	o_tomatoes float64 0.81 7.19	h_tomatoes float64 1 9.42	l_tomatoes float64 0.05 5.13	c_tomatoes float64 0.75 7.74	inflation_tomatoes float64 -80 400 ⌀	trust_tomatoes float64 2.2 10	o_tomatoes_paste float64 0.88 6.08	h_tomatoes_paste float64 1 6.81	l_tomatoes_paste float64 0.8 5.5	c_tomatoes_paste float64 1 6	inflation_tomatoes_paste float64 -41.71 175 ⌀	trust_tomatoes_paste float64 8.4 10	o_wheat_flour float64 1.13 6.88	h_wheat_flour float64 1.3 7.4	l_wheat_flour float64 1.06 5.88	c_wheat_flour float64 1.25 7.28	inflation_wheat_flour float64 -69.46 239 ⌀	trust_wheat_flour float64 5.9 10	o_food_price_index float64 0.7 2.07	h_food_price_index float64 0.74 2.15	l_food_price_index float64 0.67 1.98	c_food_price_index float64 0.7 2.05	inflation_food_price_index float64 -32.01 65.4 ⌀	trust_food_price_index float64 8.6 9.8	esa_source stringclasses 1 value	esa_processed stringdate 2026-04-06 00:00:00 2026-04-06 00:00:00
LBY	Libya	West	Misrata	Zliten	32.47	14.57	gid_324700000145700000	2022-06-01T00:00:00	2,022	6	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2.5	1.67	2.5	5.25	12.75	7	14	45	4	9	null	2.5	null	null	1	null	5.5	6	3.25	3.5	2.5	2.52	2.48	2.5	1.84	10	2.5	2.58	2.43	2.58	5.65	9.5	1.67	1.72	1.62	1.67	17.66	10	2.51	2.57	2.45	2.5	5.04	9.4	4.82	5.08	4.55	4.9	11.14	10	6.28	6.82	5.74	6.01	118.63	8.9	13.21	14.23	12.19	12.75	10.87	9.8	6.77	7.22	6.32	7	55.56	9.5	14.87	16.12	13.61	14	40	9.4	45.71	48.24	43.18	45	8.43	9.8	3.88	4.05	3.7	4	33.33	8.5	9.21	9.73	8.68	9	20	9.9	2.5	2.71	2.3	2.43	41.22	10	2.59	2.81	2.37	2.58	44.31	10	2.52	2.83	2.2	2.5	66.67	10	3.22	3.39	3.05	3.05	27.39	8.6	3.69	3.82	3.56	3.66	17.81	9.8	1	1.03	0.97	1	-11.5	10	4.06	4.27	3.85	3.91	42.28	9.1	5.33	5.73	4.92	5.5	0	9.5	4.89	6	4.05	6	202.89	10	3.59	3.87	3.25	3.25	30	9.4	3.46	3.67	3.24	3.5	40	10	1.15	1.19	1.12	1.15	27.13	9.4	HDX	2026-04-06
LBY	Libya	West	Aljfara	Al Aziziya	32.53	13.02	gid_325300000130200000	2026-03-01T00:00:00	2,026	3	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.78	3.98	3.58	3.76	15.99	7.3	3.72	4.04	3.4	3.68	18.78	5.9	1.56	1.6	1.53	1.57	13.06	5.6	3.5	3.81	3.19	3.52	8.59	7.2	4.69	5.03	4.35	4.62	14.47	2.5	5.43	5.65	5.2	5.41	-3.13	7.1	17.36	18.9	15.82	17.28	6.96	7.4	5.17	5.47	4.86	5.17	26.16	3.9	24.65	26.39	22.92	24.75	43.86	8.3	76.12	81.77	70.46	75.9	6.07	9	6	6.3	5.69	6.01	-8.34	6.2	8.62	9.16	8.09	8.63	17.9	5.1	3.86	3.89	3.74	3.74	-10.48	2.9	3.69	4.05	3.33	3.68	-2.86	3	2.94	3.1	2.79	2.96	2.14	7	5.2	5.67	4.73	5.22	12.18	6.8	5.63	5.87	5.39	5.64	21.78	5.3	0.97	0.99	0.95	0.96	1.05	3.5	4.14	4.31	3.96	4.14	-5.75	7.6	6.68	7.2	6.15	6.75	24.99	1.3	4.23	4.8	3.67	4.1	11.19	2.2	4.28	4.56	4.01	4.31	2.37	8.4	3.35	3.51	3.19	3.37	-10.51	5.9	1.52	1.58	1.47	1.53	13.44	8.6	HDX	2026-04-06
LBY	Libya	West	Azzawya	Azzawya	32.76	12.74	gid_327600000127400000	2017-04-01T00:00:00	2,017	4	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.31	2.44	2.2	2.44	null	7.3	2.31	2.44	2.17	2.39	null	5.9	0.95	0.99	0.9	0.93	null	5.6	2.37	2.47	2.27	2.45	null	7.2	3.05	3.34	2.76	3.13	null	2.5	3.19	3.33	3.04	3.27	null	7.1	10.3	11.11	9.48	10.51	null	7.4	4.61	4.99	4.23	4.64	null	3.9	10.25	10.92	9.58	10.42	null	8.3	33.34	34.56	32.13	33.35	null	9	5.46	5.77	5.15	5.37	null	6.2	2.75	2.97	2.52	2.92	null	5.1	2.25	2.6	1.9	2.23	null	2.9	2.31	2.63	2	2.33	null	3	1.63	1.69	1.57	1.62	null	7	2.11	2.34	1.89	2.26	null	6.8	2.86	3.07	2.64	2.94	null	5.3	0.92	0.94	0.91	0.93	null	3.5	2.88	3.05	2.72	2.93	null	7.6	6.77	7.25	6.28	6.84	null	1.3	2.35	2.7	2.01	2.38	null	2.2	1.45	1.56	1.34	1.48	null	8.4	1.78	1.86	1.69	1.83	null	5.9	0.85	0.89	0.82	0.87	null	8.6	HDX	2026-04-06
LBY	Libya	West	Almargeb	Alkhums	32.65	14.26	gid_326500000142600000	2024-02-01T00:00:00	2,024	2	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.18	3.31	3.06	3.22	13.02	9.5	2.88	3.13	2.74	3.13	10.42	8.3	1.42	1.52	1.19	1.19	-12.12	8.6	3.25	3.45	3.06	3.15	22.94	8.8	5.98	6.44	5.65	6.44	47.16	6.7	5.96	6.32	5.6	6.09	-2.91	8.3	15.39	16.77	14.34	16.77	21.82	9.4	6.03	6.74	5.66	6.74	8.42	7.6	13.45	14.67	12.23	13.63	13.25	9	66.37	68.59	64.14	68.02	42.51	9.7	4.28	4.67	3.88	4.57	-7.95	8	8.2	8.89	7.52	8.01	-22.41	9	2.5	2.82	2.17	2.55	-4.4	8.4	2.76	3.12	2.4	2.55	-20.02	7.6	2.48	2.62	2.34	2.37	-18.74	8.2	2.86	3.17	2.52	2.52	-11.5	8	3.82	4.05	3.61	4.05	-3.93	8.7	1.03	1.09	1.01	1.09	4.52	8.7	4.51	4.76	4.31	4.76	28.62	9	4.54	4.91	4.18	4.22	-36.13	6.1	2.75	3.08	2.42	2.77	27.43	7.7	4.14	4.43	3.86	4.42	17.03	9	2.84	3.17	2.65	3.17	-8.61	8.7	1.18	1.21	1.14	1.2	7.47	9.1	HDX	2026-04-06
LBY	Libya	West	Almargeb	Alkhums	32.65	14.26	gid_326500000142600000	2021-07-01T00:00:00	2,021	7	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1	2	3	11.25	3.13	8	37	3	4.25	2	1.5	2.88	2.25	1	2	5.13	1.5	2.63	1.63	2.72	2.79	2.64	2.67	77.74	9.9	2.63	2.72	2.51	2.51	49.53	10	1	1.08	0.93	1	0	10	2.51	2.63	2.44	2.63	31.37	10	4.16	4.42	3.91	3.91	2.81	10	3.88	4.22	3	3	-14.29	9.4	12.22	13.19	11.25	11.25	25	10	3.38	3.62	3.13	3.13	-10.57	10	8.74	9.5	7.98	8	-11.11	9.7	39.5	41.12	37	37	17.96	10	3.94	4.25	3	3	-27.1	9.7	4.18	4.45	3.92	4.25	-23.95	9.8	2.78	3.19	2	2	-14.87	10	2.73	3.17	2.01	2.01	-16.05	10	1.5	1.71	1.29	1.5	0	9.7	2.24	2.88	1.98	2.88	29.51	9.1	2.68	3.2	2.52	3.2	16.26	9.9	1.25	1.32	1.13	1.13	8.07	9.8	2.99	3.18	2.8	2.95	17.9	9.4	5.56	5.92	5.13	5.13	-14.5	10	2	2.45	1.5	1.5	-25	10	2.31	2.63	2.02	2.63	31.5	9.7	1.93	2.32	1.7	2.32	-7.32	10	0.89	0.92	0.84	0.84	5	9.6	HDX	2026-04-06
LBY	Libya	West	Misrata	Misrata	32.33	15.1	gid_323300000151000000	2024-12-01T00:00:00	2,024	12	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	4.5	null	4.5	7	22	4	25.52	null	6.25	8.5	4.75	2.75	5.11	6.25	1	5.5	10.75	5.25	null	3	4.09	4.58	3.6	4.5	69.82	9.9	4.01	4.68	3.34	4.5	80	9.9	1.62	1.68	1.57	1.67	20.41	10	4.36	4.79	3.93	4.5	69.77	9.6	4.62	5.29	3.94	5.13	-11.55	10	6.59	7	6.27	7	19.05	10	20.57	22	19.23	22	35.58	9.9	5	5.37	4	4	-11.11	9.1	21.71	22.14	21.33	22.14	78.67	9.9	80.22	83.78	76.66	80.41	23.7	9.9	6.81	7.22	6.25	6.25	34.99	10	8.27	9.05	7.5	8.5	30.77	9.6	4.19	5.2	3.19	4.75	53.23	9.9	4.05	5.1	3	4.75	58.33	9.7	2.37	2.75	2.2	2.75	62.72	9	5.5	5.9	5.09	5.11	122.17	8.8	6.27	6.9	5.64	6.25	64.04	9.2	1	1.02	0.98	1	8.4	10	5.87	6.3	5.44	5.5	22.22	9.4	8.51	10.75	7.64	10.75	97.64	10	3.64	5.25	3.19	5.25	101.92	9.5	5.54	6.05	5.04	5.13	28.33	9.9	2.91	3.14	2.69	3	10.66	9.8	1.71	1.78	1.64	1.71	53.47	9.5	HDX	2026-04-06
LBY	Libya	West	Nalut	Ghadamis	30.13	9.49	gid_30130000094900000	2024-08-01T00:00:00	2,024	8	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.67	3.95	3.4	3.73	38.29	7.3	3.51	3.76	3.25	3.66	33.67	5.9	1.34	1.39	1.3	1.36	-6.55	5.6	3.57	4.13	3.33	4.13	53.88	7.2	4.22	4.53	3.95	4.53	18.69	2.5	6.61	7.11	6.11	7.1	20.47	7.1	17.14	18.35	15.93	16.99	11.16	7.4	4.89	5.14	4.64	5.1	11.14	3.9	20.76	22.89	19.3	22.89	78.82	8.3	75.62	78.33	72.92	76.16	26.87	9	6.79	7.11	6.51	7.11	71.07	6.2	7.6	8.06	7.13	7.33	-11.8	5.1	3.65	4.31	3.13	4.31	66.28	2.9	3.55	3.94	3.16	3.91	36.63	3	2.77	2.87	2.67	2.72	9.54	7	4.03	4.57	3.68	4.57	60.02	6.8	5.65	5.93	5.37	5.37	27.4	5.3	1.06	1.11	1.02	1.08	0.23	3.5	4.68	4.89	4.48	4.7	16.76	7.6	6.39	6.85	6.08	6.85	2.44	1.3	3.83	4.3	3.36	4.06	46.63	2.2	4.2	4.49	3.92	4.02	2.95	8.4	3.34	3.55	3.17	3.55	23.83	5.9	1.48	1.53	1.42	1.53	33.97	8.6	HDX	2026-04-06
LBY	Libya	South	Sebha	Sebha	27.04	14.43	gid_270400000144300000	2017-09-01T00:00:00	2,017	9	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2.5	null	2.5	3.75	12.25	5.36	11	30	5	3.72	null	1.63	2.75	3.57	1.13	3.75	8	2.81	1.5	1.5	2.5	2.67	2.32	2.5	null	9.4	2.43	2.71	2.14	2.5	null	8.7	0.99	1.04	0.93	1.01	null	8.5	2.5	2.72	2.28	2.5	null	8.7	4.24	4.75	3.73	4.5	null	7.2	3.92	4.09	3.75	3.75	null	8.4	10.91	12.42	10.3	12.42	null	9.2	4.98	5.36	4.7	5.36	null	8.2	11.92	12.96	10.88	11	null	9.4	27.99	30	27.17	30	null	9.5	5.48	5.83	5	5	null	8.3	3.6	3.88	3.31	3.72	null	8.3	2.29	2.56	2.03	2.09	null	8.3	2.45	2.76	2.13	2.13	null	7.8	1.75	1.94	1.56	1.63	null	8.3	3.06	3.35	2.75	2.75	null	8	3.62	3.75	3.5	3.57	null	7.5	1.01	1.13	0.94	1.13	null	8.3	3.53	3.75	3.34	3.75	null	8.9	8.01	8.72	7.3	8	null	6.8	2.15	2.81	1.78	2.81	null	6.2	1.5	1.57	1.44	1.5	null	9.3	1.48	1.56	1.4	1.5	null	8.7	0.94	0.97	0.91	0.95	null	9.1	HDX	2026-04-06
LBY	Libya	West	Tripoli	Suq Aljumaa	32.84	13.18	gid_328400000131800000	2025-08-01T00:00:00	2,025	8	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.78	4.03	3.53	3.93	4.69	7.3	3.68	3.96	3.52	3.96	6.35	5.9	1.54	1.62	1.47	1.48	-3.92	5.6	3.93	4.37	3.5	4.26	0.42	7.2	5.93	6.24	5.63	6.13	40.31	2.5	6.45	7.08	5.81	6.3	-7.17	7.1	16.88	18.53	15.6	18.53	0.5	7.4	5.28	5.54	5.01	5.5	-0.95	3.9	24.8	27.2	22.4	25.86	7.07	8.3	76.22	79.71	72.72	76.59	-0.36	9	6.38	6.7	6.05	6.26	-13.3	6.2	9.24	9.87	8.61	9.02	14.12	5.1	3.99	4.51	3.47	3.87	-7.87	2.9	3.82	4.22	3.43	3.68	-2.43	3	3.32	3.59	3.05	3.3	22.83	7	5.58	5.99	5.17	5.58	19.56	6.8	5.55	5.8	5.3	5.69	9.5	5.3	1.12	1.15	1.09	1.12	10.46	3.5	4.75	5.02	4.48	4.5	-8.36	7.6	7.94	8.6	7.28	7.66	-1.01	1.3	3.92	4.34	3.49	4.11	5.01	2.2	4.6	4.86	4.34	4.46	6.43	8.4	3.57	3.71	3.42	3.53	4.7	5.9	1.61	1.68	1.54	1.66	4.63	8.6	HDX	2026-04-06
LBY	Libya	South	Ubari	Ubari	26.59	12.77	gid_265900000127700000	2024-02-01T00:00:00	2,024	2	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.93	3.37	2.79	3.37	8.73	9.5	2.78	3.34	2.51	3.34	8.81	7.9	1.66	1.69	1.63	1.68	5.54	8.7	3.07	3.4	2.82	3.4	18.57	8.2	4.63	4.95	4.32	4.89	-9.08	7.5	7.07	7.43	6.72	6.9	-7.42	8	18.27	19.43	17.1	19.03	19.78	8.9	4.91	5.18	4.63	5.05	-13.56	6.7	14.76	16.63	13.8	16.63	44.96	8.9	58.37	62.79	56.46	62.79	34.68	9.6	5.08	5.34	4.94	5.34	1.68	7.7	8.55	8.86	8.25	8.42	-20.57	8.9	2.98	3.25	2.71	3.14	-7.01	8.7	3.12	3.41	2.84	3.11	-21.25	6.3	2.7	2.99	2.42	2.61	0	8.2	3.28	3.68	2.88	3.17	-16.63	7.8	4.36	4.65	4.17	4.65	-9.67	7.7	1.1	1.21	1.03	1.21	-13.76	8.5	4.67	4.89	4.47	4.89	20.55	8.8	6.41	6.89	5.94	6.82	-15.53	8.4	2.88	3.32	2.43	2.76	-7.08	8.2	4.43	4.66	4.2	4.61	5.31	9	3.05	3.29	2.86	3.29	-15.17	8.5	1.23	1.32	1.19	1.32	6.86	9	HDX	2026-04-06
LBY	Libya	West	Almargeb	Tarhuna	32.43	13.64	gid_324300000136400000	2020-11-01T00:00:00	2,020	11	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1.25	null	6.5	14	3	8.25	31.5	3.5	4.25	2.25	1.38	3.25	3.38	1.25	2.5	null	6	2.38	null	2.1	2.22	1.99	2.22	17.1	10	2.13	2.28	2.03	2.28	28.12	9.9	1.26	1.27	1.24	1.25	0	9.9	2	2.12	1.88	2.11	13.19	9.7	4.24	4.74	3.79	4.74	58.09	9.9	6.74	7.21	5.63	5.63	100.49	9	10.79	12.56	9.67	12.56	27.1	10	2.75	3	2.66	3	2.04	9.4	9.32	10.35	8.25	8.25	-24.17	9.5	33.23	36.16	30.3	31.5	10.53	9.9	3.47	3.67	3.28	3.5	65.09	10	4.3	4.6	4.04	4.6	-0.5	10	1.19	2.25	0.99	2.25	-18.18	10	1.72	2.07	1.37	1.95	-28.34	10	1.42	1.5	1.34	1.38	24.36	8.8	2.56	3.25	2.09	3.25	-18.75	8.7	3.4	3.52	3.28	3.38	-1.74	9.9	1.3	1.36	1.24	1.25	25	10	2.5	2.59	2.41	2.5	2.46	9.2	5.46	5.78	5.09	5.09	10.28	9.4	3.98	6	3.05	6	219.15	10	2.27	2.38	2.18	2.38	18.66	9.5	2.38	2.54	2.22	2.33	-6.15	9.6	0.86	0.91	0.82	0.91	9.24	9.4	HDX	2026-04-06
LBY	Libya	East	Tobruk	Tobruk	32.08	23.96	gid_320800000239600000	2020-05-01T00:00:00	2,020	5	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2	null	2	4	14	3	12	42	5	null	null	1.75	2	3	2	null	6	2	2	2	1.99	2.21	1.78	2	-17.63	10	1.99	2.15	1.83	1.99	-17.29	9.9	1.12	1.18	1.09	1.18	18.22	10	1.99	2.24	1.75	2	-11.63	9.5	3.63	3.78	3.49	3.77	-25.35	9.7	4.25	4.61	3.89	4	1.3	9.2	11.03	11.61	10.45	11.04	5.09	10	3.5	3.78	3.22	3.47	0.72	9.8	9.53	12	8.51	12	42.72	9.5	41.87	43.29	40.44	42	0.25	9.9	3.85	4.17	3.53	3.82	19.96	8.7	5.13	5.62	4.82	5.62	39.57	10	2.6	2.78	2.43	2.43	3.17	10	3	3.36	2.65	2.82	4.77	10	1.81	2.12	1.49	1.75	14.45	10	3.09	3.41	2.77	3.18	-1.63	8.8	3.24	3.42	3	3	-6.2	9.7	1.14	1.21	1.1	1.21	20.66	9.8	2.65	2.77	2.53	2.66	14.63	9.4	7.12	7.59	6	6	-14.63	10	3.19	4.3	2	2	-18.26	9.5	2.5	2.72	2.28	2.5	34.89	9.5	2.53	2.78	2.28	2.46	6.48	9.9	0.96	0.99	0.94	0.94	2.55	9.5	HDX	2026-04-06
LBY	Libya	South	Murzuq	Algatroun	24.89	14.53	gid_248900000145300000	2023-02-01T00:00:00	2,023	2	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.55	3.75	3.14	3.14	4.58	9.9	3.04	3.16	2.92	3.11	3.79	10	2.02	2.13	1.86	1.86	3.01	9.1	3.48	3.67	3.11	3.11	-4.21	8.9	5.87	6.33	5.4	5.91	-2.58	9.9	7.94	8.76	7.42	8.76	69.24	9.5	17.53	18.24	16.83	17.63	-10.74	10	5.31	6.06	4.9	6.06	21.14	8.7	13.19	13.93	12.46	12.53	7.51	9.7	42.97	44.42	41.51	42.89	-0.26	9.7	7.04	7.39	6.69	7.1	29.04	9.6	12.04	12.69	11.33	11.33	13.1	8.5	3.5	3.68	3.33	3.59	2.52	9.7	3.89	4.2	3.58	4.19	14.02	10	2.58	2.71	2.45	2.59	4.75	8.9	4.87	5.32	3.95	3.95	-1.01	8.4	5.78	6.06	5.5	5.87	4.91	9.3	1.69	1.83	1.54	1.74	-13.72	8.7	5.27	5.46	5.08	5.13	2.69	8.9	9.08	9.65	8.52	9.21	15.08	7.7	2.72	3.45	2.09	3.45	-13.72	8.8	4.65	4.85	4.45	4.67	43.63	9.7	4.37	4.81	3.94	4.61	41.88	9.1	1.38	1.42	1.33	1.33	5.38	9.3	HDX	2026-04-06
LBY	Libya	South	Ubari	Ubari	26.59	12.77	gid_265900000127700000	2024-12-01T00:00:00	2,024	12	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	3	1.67	3	7	23.25	5.13	14.1	81.25	5.25	null	null	4.84	5	5.63	1.78	null	3.43	6	6	4	3	3.13	2.87	3	18.12	10	3.03	3.14	2.92	2.97	21.43	9.5	1.67	1.7	1.64	1.67	0	9.8	3	3.07	2.93	3	20	8.9	6.62	7.16	5.75	5.75	35.26	9.6	6.76	7.25	6.28	7	3.7	8.8	20.25	22.8	18.95	22.8	17.3	9.6	5.27	5.53	5.01	5.13	10.54	9.6	16.14	17.32	14.1	14.1	33.9	9.3	84.63	86.67	81.25	81.25	47.73	9.8	5.5	5.6	5.25	5.25	5	8.5	10.66	11.19	9.99	9.99	22.91	10	3.99	4.37	3.28	3.28	13.78	10	3.67	4.07	3.28	3.42	17.76	8.7	4.38	4.87	3.89	3.96	81.54	8.7	5.97	6.74	5	5	75.23	8.4	5.5	5.73	5.27	5.63	27.91	9.3	1.86	2.01	1.71	1.78	78	10	5.5	5.81	5.19	5.59	22.66	9.2	3.85	4.13	3.57	3.76	-39.81	10	4.68	5.65	3.85	5.65	126.03	10	5.59	6	5.29	6	41.18	9.3	3.98	4.27	3.69	4	33.33	9.7	1.5	1.55	1.45	1.45	28.89	9.3	HDX	2026-04-06
LBY	Libya	West	Almargeb	Alkhums	32.65	14.26	gid_326500000142600000	2022-08-01T00:00:00	2,022	8	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.56	2.66	2.46	2.62	-0.56	10	2.63	2.75	2.52	2.69	0.92	9.9	1.55	1.67	1.44	1.62	29.58	9.9	2.55	2.65	2.46	2.61	-10.08	9.6	4.65	4.92	4.38	4.54	5.21	9.5	6.23	6.74	5.72	6.45	84.32	9.3	12.03	12.86	11.14	11.14	-23.19	9.9	6.11	6.4	5.81	6.22	49.88	9.5	14.15	15.13	13.17	13.78	45.35	9.4	49.41	50.83	47.99	48.59	23.06	9.9	4.8	5.09	4.52	4.59	33.71	9.4	13.15	13.68	12.61	12.88	114.73	10	2.91	3.28	2.53	2.59	72.72	9.8	2.87	3.23	2.51	2.64	81.36	10	3	3.27	2.73	3.01	43.24	8.8	3.6	3.92	3.24	3.24	29.57	8.6	4.76	4.97	4.56	4.64	36.58	9.6	1	1.01	0.99	1	0	10	4.05	4.26	3.84	3.99	50.63	9	6.66	7.07	6.33	7.07	4.74	9.5	3.13	3.51	2.74	2.9	5.51	10	3.97	4.3	3.65	3.85	23.01	9.4	3.53	3.76	3.3	3.51	40.08	9.8	1.18	1.23	1.13	1.17	22.91	9.4	HDX	2026-04-06
LBY	Libya	West	Misrata	Bani Waleed	31.8	14.05	gid_318000000140500000	2025-05-01T00:00:00	2,025	5	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.49	3.71	3.27	3.46	2.42	7.3	3.34	3.53	3.16	3.5	7.09	5.9	1.44	1.49	1.39	1.47	-3.06	5.6	3.69	3.96	3.4	3.4	7.51	7.2	4.46	4.9	4.2	4.9	9.28	2.5	6.14	7	5.8	7	9.97	7.1	16.01	16.99	13.72	13.72	-5.76	7.4	4.16	4.78	3.97	4.78	-6.68	3.9	19.44	21.24	17.64	20.7	4.73	8.3	70.47	75.63	66.91	75.63	9.53	9	6.85	7.33	5.92	5.92	-3.91	6.2	7.58	8.01	7.15	7.98	3.94	5.1	4.21	4.56	3.86	4.02	32.87	2.9	3.72	4.06	3.39	4.06	45.22	3	2.86	3.06	2.65	2.74	10.49	7	4.86	5.28	4.55	5.28	62.47	6.8	4.98	5.16	4.79	4.96	-9.79	5.3	1.01	1.03	0.98	0.98	0.12	3.5	4.58	4.81	4.35	4.47	-14.11	7.6	6.36	6.61	6.1	6.56	0.16	1.3	3.8	4.24	3.49	4.24	57.67	2.2	4.21	4.49	3.98	4.49	3.67	8.4	3.9	4.09	3.33	3.33	8.82	5.9	1.43	1.48	1.38	1.47	11.04	8.6	HDX	2026-04-06
LBY	Libya	West	Tripoli	Tajoura	32.88	13.35	gid_328800000133500000	2024-01-01T00:00:00	2,024	1	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.37	3.57	3.09	3.09	4.95	7.3	2.99	3.1	2.74	2.74	-4.06	5.9	1.36	1.41	1.3	1.3	-9.29	5.6	3.53	3.75	3.31	3.38	21.08	7.2	4.35	4.63	4.07	4.36	0.66	2.5	5.15	5.53	4.76	5.09	-16.28	7.1	15.92	16.7	15.16	16.7	19.06	7.4	4.53	4.87	4.2	4.55	-9.17	3.9	14.39	15.79	12.98	14.3	15.4	8.3	56.57	59.21	54.26	59.21	20.67	9	4.56	4.81	4.31	4.8	-3.23	6.2	6.72	7.34	6.45	7.34	-32.63	5.1	2.88	3.12	2.63	2.79	-8.2	2.9	2.83	3.06	2.62	3.06	-11.42	3	2.54	2.7	2.39	2.41	-17.76	7	2.81	3.13	2.63	3.13	2.06	6.8	3.99	4.21	3.77	3.9	-16.8	5.3	0.97	1.02	0.92	0.92	-27.09	3.5	4.18	4.38	4.01	4.38	9.36	7.6	5.52	5.93	5.22	5.93	-15.7	1.3	2.86	3.25	2.48	2.84	28.06	2.2	3.79	3.95	3.62	3.67	-6.02	8.4	3.22	3.43	2.8	2.8	-17.75	5.9	1.15	1.19	1.12	1.19	3.03	8.6	HDX	2026-04-06
LBY	Libya	Western Region	Tripoli	Tripoli center (FAO location)	32.88	13.18	gid_328800000131800000	2025-05-01T00:00:00	2,025	5	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	24.69	null	null	8.25	null	null	6.56	4.75	null	null	null	5	null	3.25	4.36	4.74	3.99	4.15	-19.28	8.6	4.1	4.53	3.68	4.25	-17.15	9.9	1.38	1.54	1.31	1.54	-0.3	7.8	4.27	4.59	3.94	4.16	-10.87	8.2	4.37	5.05	4.09	5.05	9.45	5.4	6.15	7.23	5.82	7.23	13.33	10	18.13	19.48	16.78	17.3	7.79	9.9	4.32	4.93	4.09	4.93	-5.92	6.3	18.95	24.69	16.99	24.69	6.19	10	75.14	85.89	71.35	85.89	10.69	9.4	7.29	7.64	6.6	6.6	-10.83	10	7.57	8.25	6.99	8.25	8.13	7.2	5.03	5.62	4.44	5.06	102.08	6.5	4.43	4.88	4.01	4.88	105.04	9.7	3.25	3.46	3.03	3.27	31.73	7.7	5.16	6.56	4.72	6.56	69.07	7.9	5.14	5.5	4.75	4.75	-43.98	7.1	1.04	1.09	0.99	1.05	0.06	6.1	4.95	5.2	4.71	4.73	-18.2	8.5	6.49	7.76	5.99	7.76	-2.91	4.4	4.43	5	3.86	5	66.67	5	4.26	4.96	4.05	4.96	-5.61	10	4.15	4.47	3.25	3.25	3.83	7.8	1.5	1.72	1.42	1.72	10.61	9.1	HDX	2026-04-06
LBY	Libya	West	Tripoli	Suq Aljumaa	32.84	13.18	gid_328400000131800000	2021-08-01T00:00:00	2,021	8	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1.25	2.38	4.5	15.5	null	null	40	4.5	8.5	3.5	2.75	null	4.13	3	3.25	6	2.25	3	3.75	3.14	3.34	2.94	3.01	9.59	10	2.64	2.95	2.47	2.95	8.33	10	1.25	1.31	1.19	1.25	0	10	2.48	2.72	2.23	2.38	5.44	9.9	3.61	4.06	3.42	4.06	10.52	10	4.85	5.42	4.27	4.5	8.82	9.2	12.79	15.5	11.77	15.5	72.22	10	3.3	3.79	2.91	3.79	8.15	10	9.36	10.2	8.46	8.46	0.86	9.6	40.41	42	38.83	40	0	10	3.99	4.5	3.62	4.5	-18.18	10	6.96	8.5	5.92	8.5	48.47	10	2.25	3.5	1.7	3.5	16.67	9.8	2.4	3.28	1.98	3.28	9.84	10	2.25	2.75	2.01	2.75	83.33	9.1	2.64	2.83	2.37	2.37	-30.09	9	3.97	4.33	3.62	4.13	-8.22	9.9	2.25	3	2.1	3	100	10	3.17	3.46	2.87	3.25	13.41	9.3	5.68	6.04	5.31	6	-7.69	10	1.97	2.33	1.61	2.25	12.5	9.7	2.99	3.15	2.84	3	20	9.6	3.16	3.75	2.8	3.75	36.36	10	0.98	1.02	0.94	1	7.52	9.6	HDX	2026-04-06
LBY	Libya	South	Aljufra	Aljufra	27.98	16.91	gid_279800000169100000	2019-11-01T00:00:00	2,019	11	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2.12	1.46	1.62	4	12	4	null	null	3.5	null	3.12	null	null	4	null	2.5	5.5	2.56	2.5	2.5	2.29	2.49	2.09	2.12	-29	9.9	2.49	2.7	2.05	2.05	-32.08	10	1.63	1.74	1.52	1.52	6.11	10	2.69	2.96	2.32	2.32	-37.63	10	5.78	6.14	4.92	4.92	-5.21	9.5	4.26	4.46	4	4	5.02	9.7	11.88	12.61	11.14	12	-9.77	9.8	3.69	4	3.47	4	-14.88	9.6	9.15	9.95	8.43	9.95	-29.29	9.5	39.13	40.05	38.2	38.5	4.17	9.9	3.25	3.5	3.06	3.5	5.12	9.2	5.24	5.5	4.98	5.34	-10.72	9.8	3.11	3.46	2.75	3.12	33.14	9.7	3.08	3.43	2.73	3.09	31.56	9.5	1.89	2.01	1.77	1.81	7.42	9.3	3.63	3.97	3.28	3.85	56.58	8.7	4.06	4.24	3.88	4	-5.25	9.8	1.52	1.64	1.4	1.4	-2.23	10	2.81	2.88	2.5	2.5	-30.17	9.6	4.92	5.5	4.4	5.5	-14.69	9.5	3.25	3.96	2.53	2.56	-20	10	2.51	2.63	2.39	2.5	-5.58	9.5	2.5	2.56	2.44	2.5	-25.55	9.6	0.97	0.99	0.94	0.96	-10.15	9.4	HDX	2026-04-06
LBY	Libya	West	Al Jabal Al Gharbi	Ashshgega	31.65	12.82	gid_316500000128200000	2026-02-01T00:00:00	2,026	2	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.66	3.83	3.31	3.31	17.42	7.3	3.48	3.65	3.2	3.2	15.4	5.9	1.55	1.56	1.51	1.51	-3.15	5.6	3.63	3.86	3.19	3.19	7.96	7.2	5.13	5.41	4.76	4.76	-2.89	2.5	5.44	5.74	5.13	5.51	-15.48	7.1	18.25	19.26	16.75	16.75	3.92	7.4	4.96	5.17	4.75	5.04	10.29	3.9	25.58	27.1	22.66	22.66	36.08	8.3	81.93	84.37	71.8	71.8	4.17	9	5.88	6.17	5.6	5.73	3.97	6.2	9.1	9.67	8.52	8.53	20.03	5.1	3.35	3.46	3.25	3.46	3.95	2.9	3.45	3.7	3.2	3.4	6.24	3	2.92	3.14	2.7	2.71	0.39	7	4.97	5.28	4.43	4.43	2.26	6.8	5.49	5.66	5.31	5.42	5.79	5.3	0.95	0.97	0.93	0.94	-4.22	3.5	3.71	4.05	3.54	4.05	-14.59	7.6	6.31	6.9	5.93	6.9	7.93	1.3	3.66	4.16	3.16	3.5	1.43	2.2	4.29	4.52	4.05	4.05	-5.49	8.4	3.35	3.47	3.24	3.28	-6.26	5.9	1.57	1.61	1.45	1.45	9.41	8.6	HDX	2026-04-06
LBY	Libya	South	Murzuq	Algatroun	24.89	14.53	gid_248900000145300000	2017-02-01T00:00:00	2,017	2	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.03	3.13	2.93	2.96	null	7.3	2.95	3.07	2.84	2.89	null	5.9	1.12	1.17	1.07	1.12	null	5.6	2.99	3.12	2.86	2.9	null	7.2	5.04	5.23	4.85	5.01	null	2.5	4.57	4.75	4.38	4.57	null	7.1	13.64	14.15	13.13	13.5	null	7.4	4.8	5.06	4.54	4.79	null	3.9	11.09	11.85	10.33	10.84	null	8.3	29.41	30.47	28.34	29.7	null	9	7.68	8.06	7.31	7.83	null	6.2	3.58	3.76	3.39	3.5	null	5.1	2.43	2.56	2.31	2.44	null	2.9	2.48	2.64	2.33	2.49	null	3	2.32	2.42	2.22	2.28	null	7	2.86	3.01	2.71	2.85	null	6.8	4.46	4.66	4.26	4.45	null	5.3	1.38	1.51	1.26	1.37	null	3.5	3.64	3.79	3.5	3.63	null	7.6	9.48	9.79	9.16	9.48	null	1.3	2.76	2.97	2.55	2.78	null	2.2	2	2.08	1.91	1.94	null	8.4	2.1	2.22	1.97	2.06	null	5.9	1.04	1.06	1.02	1.03	null	8.6	HDX	2026-04-06
LBY	Libya	West	Zwara	Zwara	32.92	12.08	gid_329200000120800000	2023-01-01T00:00:00	2,023	1	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.88	3.07	2.69	2.87	5.89	10	2.86	2.96	2.77	2.8	2.84	9.5	1.67	1.75	1.48	1.48	18.03	10	2.67	2.85	2.48	2.74	9.67	9.6	4.34	4.67	3.98	3.98	7.8	9.2	6	6.45	5.55	6.01	71.63	8.9	12.84	13.8	12.05	13.8	5.12	9.5	6.75	7.76	5.74	6.26	15.76	9.6	13.27	14.26	12.27	12.39	16.65	9.3	50.51	52.22	48.8	49.95	18.22	9.9	4.46	4.97	4.07	4.97	29.01	8.7	12.17	13.23	10.97	10.97	11.49	9.4	2.89	3.21	2.58	3.01	42.84	9.4	3.1	3.42	2.83	3.42	60.59	9.4	2.8	2.96	2.64	2.89	70.9	9.1	3.01	3.35	2.66	3.03	28.66	8.3	5.05	5.3	4.73	4.73	0.35	9.8	1.11	1.16	1.07	1.1	9.69	8.6	4.26	4.62	3.89	3.98	16.74	8.8	8.25	8.94	7.16	7.16	10.22	8.5	4.13	4.98	2.26	2.26	-9.6	9.5	4.3	4.63	3.9	3.9	29.92	9.3	4	4.26	3.42	3.42	24.51	9.3	1.23	1.28	1.16	1.16	16.38	9.3	HDX	2026-04-06
LBY	Libya	West	Sirt	Sirt	31.21	16.58	gid_312100000165800000	2017-11-01T00:00:00	2,017	11	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2.5	1.25	2.75	3.63	null	5	10.5	null	4	null	2.5	1.41	2.5	3.38	1	3.88	null	2.25	1	1.75	2.5	2.54	2.46	2.5	null	9.4	2.55	2.61	2.48	2.6	null	8.7	1.14	1.25	1.09	1.25	null	8.4	2.5	2.75	2.39	2.75	null	8.9	3	3.5	2.78	3.5	null	7.4	3.26	3.63	3.04	3.63	null	8.5	10.99	12.05	9.93	11.67	null	8.8	4.95	5.43	4.46	5	null	8.7	10.62	11.71	9.54	10.5	null	9	31.26	35.96	29.52	35.96	null	9.7	4.26	4.55	3.98	4	null	7.7	3.64	3.91	3.37	3.78	null	8.1	2.14	2.5	1.92	2.5	null	8.5	2.13	2.5	1.94	2.5	null	8.6	1.85	2.04	1.41	1.41	null	8.3	2.79	3.08	2.5	2.5	null	7.9	3.26	3.42	3.1	3.38	null	8.5	1	1.01	0.99	1	null	8.4	3.64	3.88	3.44	3.88	null	8.8	6.19	6.51	5.69	5.69	null	8.1	1.59	2.25	1.31	2.25	null	7.2	1.26	1.32	1	1	null	9	1.5	1.75	1.45	1.75	null	9.1	0.88	0.91	0.85	0.9	null	9.1	HDX	2026-04-06
LBY	Libya	South	Murzuq	Murzuq	25.91	13.92	gid_259100000139200000	2019-07-01T00:00:00	2,019	7	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	4	null	4	5	null	4	14.83	35	5	5	null	2	3.47	6	null	null	8	3.53	3	3	4	4.17	3.83	4	12.57	10	4	4.28	3.72	3.97	32.35	9.9	1.96	2.15	1.49	1.49	2.18	10	3.78	4	3.58	4	14.29	9.4	7	7.48	6.52	7.29	45.74	10	5	5.16	4.84	5	19.32	10	13.58	14.16	12.99	13.76	-1.7	9.9	4	4.16	3.84	4	-11.21	10	13.05	14.8	12.36	14.8	1.13	9.8	34.94	36.16	33.71	35	-12.5	9.9	5.38	5.73	5	5	-23.08	10	5	5.2	4.79	5	-16.71	10	3.16	3.61	2.71	3.6	61.65	10	3.12	3.5	2.75	3.31	49.38	9.7	2	2.11	1.89	2	-4.83	9.1	3.46	3.71	3.22	3.47	19.66	9	6	6.26	5.74	6	20	9.7	1.5	1.55	1.45	1.5	-21.87	10	2.97	3.13	2.8	3	-40	9.6	7.97	8.22	7.71	8	6.67	10	3.93	4.56	3.3	3.53	9.97	10	3.28	3.46	3	3	33.18	9.9	3.02	3.11	2.93	3	-28.58	10	1.18	1.21	1.15	1.2	3.97	9.6	HDX	2026-04-06
LBY	Libya	West	Almargeb	Msallata	32.58	14.04	gid_325800000140400000	2018-10-01T00:00:00	2,018	10	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.79	2.95	2.62	2.67	4.17	7.3	2.99	3.16	2.58	2.58	-2.98	5.9	1.58	1.64	1.51	1.56	44.15	5.6	3.04	3.27	2.81	2.96	9.56	7.2	4.3	4.58	4.02	4.1	12.44	2.5	3.24	3.51	2.97	3.24	-7.61	7.1	12.2	13.77	11.64	13.77	23.23	7.4	4.62	4.94	4.29	4.82	3.92	3.9	10.79	11.37	10.21	10.91	-7.54	8.3	35.4	37.15	33.65	35.78	9.88	9	4.06	4.35	3.76	3.77	-7.97	6.2	6	6.4	5.59	5.59	50.38	5.1	1.85	2.08	1.68	2.08	-0.56	2.9	2.05	2.26	1.89	2.26	7.09	3	1.65	1.76	1.55	1.66	-6.57	7	1.93	2.19	1.62	1.62	-38.29	6.8	3.8	3.96	3.65	3.92	20.64	5.3	1.06	1.09	1	1	0.49	3.5	3.49	3.73	3.25	3.36	-14.28	7.6	6.55	6.86	6.24	6.66	-7.07	1.3	2.9	3.14	2.67	2.9	36.57	2.2	2.72	2.98	2.46	2.62	108.62	8.4	3.02	3.31	2.76	3.31	112.74	5.9	0.95	0.99	0.91	0.95	2.22	8.6	HDX	2026-04-06
LBY	Libya	South	Murzuq	Algatroun	24.89	14.53	gid_248900000145300000	2017-09-01T00:00:00	2,017	9	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.04	3.16	2.92	3.1	null	7.3	3.03	3.16	2.91	3.12	null	5.9	1.24	1.28	1.2	1.23	null	5.6	2.91	3.06	2.79	3.06	null	7.2	4.9	5.05	4.74	4.95	null	2.5	4.69	4.82	4.57	4.63	null	7.1	13.04	13.63	12.65	13.63	null	7.4	4.91	5.24	4.3	4.3	null	3.9	11.54	12.15	10.28	10.28	null	8.3	27.94	29.14	26.75	28.87	null	9	7.13	7.47	6.78	6.86	null	6.2	4.38	4.59	4.17	4.42	null	5.1	2.68	2.9	2.49	2.9	null	2.9	2.72	2.98	2.47	2.89	null	3	2.25	2.4	2.1	2.1	null	7	3.36	3.55	3.17	3.17	null	6.8	4.76	4.98	4.55	4.89	null	5.3	1.51	1.66	1.37	1.4	null	3.5	4.25	4.42	4.08	4.33	null	7.6	9.11	9.52	8.81	9.52	null	1.3	2.69	3.11	2.49	3.11	null	2.2	2.03	2.12	1.75	1.75	null	8.4	1.82	1.93	1.72	1.77	null	5.9	1.06	1.07	1.05	1.05	null	8.6	HDX	2026-04-06
LBY	Libya	West	Zwara	Zwara	32.92	12.08	gid_329200000120800000	2023-09-01T00:00:00	2,023	9	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	3	null	3	6	16.75	3.75	15	65	null	6	3	2.75	3	4	null	4	5.5	7	3.25	2.75	3.27	3.44	3	3	20	9.5	3.18	3.31	2.85	2.85	6.16	8.5	1.46	1.52	1.33	1.33	-20.43	9.3	3.06	3.26	2.86	3	19.9	9	3.99	4.25	3.73	4.23	10.3	5.6	6	6.49	5.52	6	-5.95	8.4	13.81	16.75	12.99	16.75	76.32	8.8	4.16	4.67	3.65	3.75	-40.1	7.9	12.23	15	11.21	15	11.11	9	59.37	65	55.63	65	31.31	9.7	5.43	5.91	4.59	4.59	-0.24	8.1	6.78	7.37	6	6	-53.05	8.2	3.16	3.55	2.77	3	33.33	7.2	3.42	4.01	2.83	3.03	30.15	7.5	3.05	3.23	2.75	2.75	-16.41	8.3	3.05	3.44	2.66	3	-7.69	7.9	3.81	4	3.61	4	-13.61	8.6	1.2	1.25	0.97	0.97	-3.28	8.6	3.26	4	3.21	4	3.09	8.4	5.69	6.17	5.21	5.5	-26.37	5.8	3.92	7	3.13	7	180	6.2	3.25	3.57	2.93	3.25	-13.33	9	3	3.2	2.75	2.75	-21.43	8.9	1.16	1.24	1.1	1.24	8.1	9.1	HDX	2026-04-06
LBY	Libya	West	Tripoli	Tripoli center	32.85	13.23	gid_328500000132300000	2021-08-01T00:00:00	2,021	8	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	13.46	null	null	7.52	null	null	2.45	3.71	null	null	null	2.34	null	2.7	2.5	2.66	2.33	2.5	25.16	9.5	2.49	2.58	2.41	2.52	18	9.9	1.23	1.27	1.2	1.24	-0.9	9.1	2.4	2.56	2.24	2.49	24.65	9	3.97	4.13	3.81	4.09	10.91	8.6	3.75	4.05	3.45	3.7	5.79	10	11.09	14.19	10.04	14.19	77.32	9.9	3.96	4.5	3.76	4.5	33.27	8.5	11.99	13.46	11.33	13.46	49.56	10	41.43	43.07	40.08	43.07	23.21	9.6	3.94	4.13	3.76	3.78	20.7	10	7.49	7.75	7.22	7.52	47.16	9.1	2.19	2.33	2.06	2.23	2.35	9.3	2.16	2.29	2.03	2.05	-8.07	9.7	1.7	1.89	1.51	1.75	26.47	8.4	2.55	2.74	2.36	2.45	6.99	8.4	3.43	3.71	3.2	3.71	6	8.7	1.34	1.42	1.26	1.26	16.16	8.8	3.01	3.14	2.87	3.01	26.4	8.9	6.21	6.63	5.78	6.38	-3.73	8.7	2.6	2.99	2.2	2.34	4	7.8	2.87	3	2.74	2.91	22.27	10	2.63	2.79	2.47	2.7	2.66	9.2	0.97	1.01	0.93	1.01	23.16	9.3	HDX	2026-04-06
LBY	Libya	East	Benghazi	Benghazi	32.13	20.08	gid_321300000200800000	2020-04-01T00:00:00	2,020	4	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1.56	2.58	4.81	null	3.4	9.94	null	4.63	4.41	null	null	4.75	3.81	1.63	null	null	4.63	2.88	2.98	1.98	2.53	1.78	2.53	55.48	10	1.76	2.18	1.33	2.05	25.22	9.9	1.3	1.56	1.23	1.56	-10.86	10	1.92	2.2	1.81	2.2	29.82	9.6	4.69	4.99	4.42	4.99	-20.99	10	3.47	4.81	3.13	4.81	74.91	10	11.24	11.86	10.62	10.83	-4.85	9.9	3.38	3.58	3.17	3.4	-14.14	9.9	8.46	9.94	7.93	9.94	69.05	10	34	36.14	31.86	35.48	19.28	9.9	3.52	3.83	3.29	3.83	12.84	10	4.65	4.94	4.36	4.41	7.3	10	3.05	3.36	2.74	2.98	13.79	10	2.89	3.18	2.6	2.73	4.05	9.7	1.39	1.46	1.31	1.4	15.21	10	3.66	4.75	3.35	4.75	46.6	9.2	3.46	3.81	3.16	3.81	6.42	10	1.03	1.12	0.94	1.02	-31.73	10	2.57	2.71	2.44	2.63	9.34	9.6	4.75	5.1	4.4	5.05	2.2	10	2.05	4.63	1.56	4.63	48.4	10	2.05	2.3	1.96	2.3	0.36	10	2.34	2.98	2.23	2.98	63.74	10	0.86	0.98	0.83	0.98	23.11	9.7	HDX	2026-04-06
LBY	Libya	East	Benghazi	Benghazi	32.13	20.08	gid_321300000200800000	2026-03-01T00:00:00	2,026	3	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.33	3.46	3.21	3.32	8.62	9.8	3.23	3.41	3.04	3.23	5.49	10	1.54	1.58	1.5	1.55	-0.86	9.4	3.1	3.25	2.95	3.12	0.9	9.1	5.95	6.39	5.52	5.96	-23.11	9.7	6.41	6.98	5.83	6.39	6.49	9.5	20.3	21.73	18.88	20.16	15.86	10	6.23	6.64	5.81	6.2	-8.66	8.9	15.87	16.67	15.07	15.89	4.65	9.6	71.48	76.29	66.67	72.33	5.21	9.8	5.76	5.95	5.57	5.8	5.19	9.6	12	12.98	11.01	11.87	14.28	9.7	3.48	3.71	3.25	3.48	-10.39	10	3.62	4.04	3.2	3.62	-6.67	10	2.85	3.14	2.56	2.85	17.78	8.8	4.45	4.83	4.07	4.47	-12.22	8.5	6.02	6.28	5.76	6.04	2.54	9	1.83	2.19	1.46	1.82	-11.86	9.7	4.81	4.94	4.68	4.84	-10.67	9	8.59	9.06	8.12	8.62	9.39	9.3	2.79	3.55	2.02	2.73	3.45	8.8	4.11	4.31	3.91	4.07	11.99	9.6	3.33	3.5	3.17	3.32	13.05	9.6	1.46	1.52	1.39	1.46	2.21	9.3	HDX	2026-04-06
LBY	Libya	South	Murzuq	Murzuq	25.91	13.92	gid_259100000139200000	2020-10-01T00:00:00	2,020	10	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.41	3.56	3.26	3.45	-2.02	7.5	3.41	3.66	3.16	3.45	-2.08	6.3	1.74	1.83	1.65	1.82	10.58	5.9	3.37	3.51	3.24	3.42	-1.14	7.4	5.46	5.68	5.24	5.55	-16.11	2.8	6.45	7.28	5.73	7.28	53.61	7.1	11.73	14.08	11.25	14.08	9.62	7.8	4.18	4.36	4.01	4.04	-15.42	4.2	13.65	14.38	12.92	13.51	6.63	8.5	35.43	36.77	34.08	35.99	-10.02	9.1	5.44	5.66	5.22	5.32	-8.85	6.3	5.98	6.28	5.67	5.88	4.29	5.3	3.04	3.3	2.78	2.97	-16.9	4	2.8	3.05	2.55	2.85	-19.31	5.4	2.14	2.25	2.04	2.24	-6.32	7.1	3.35	3.62	3.08	3.37	-5.14	6.9	4.59	4.8	4.39	4.7	-7.4	5.5	1.79	1.93	1.65	1.82	5.5	3.8	3.71	3.89	3.52	3.71	23.95	7.9	7.31	7.56	7.06	7.44	-5.02	1.6	3.53	4.11	2.96	3.46	10.19	2.9	3.26	3.39	3.13	3.24	1.89	8.5	3.38	3.61	3.18	3.61	18.16	6.1	1.13	1.16	1.11	1.16	0.05	8.7	HDX	2026-04-06
LBY	Libya	West	Tripoli	Abusliem	32.87	13.23	gid_328700000132300000	2018-03-01T00:00:00	2,018	3	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1	2.5	3.5	11.5	4	null	27	3.5	3.8	2.5	null	null	null	null	3.3	6.5	null	null	1.8	2.67	2.88	2.46	2.5	1.37	8	2.48	2.63	2.32	2.6	6.44	6.4	1.25	1.28	1	1	4.54	7.2	2.99	3.21	2.5	2.5	-0.18	8	3.6	5.06	3.33	5.06	45.53	3.9	2.75	3.5	2.56	3.5	11.66	7.5	9.57	11.5	8.82	11.5	9.3	8.2	4.11	4.44	3.78	4	-10.73	4.8	10.92	11.87	9.97	11.17	9.03	8.6	37.06	38.49	35.63	37.16	11.54	9.2	3.83	4.09	3.5	3.5	-35	7.2	3.77	4.03	3.53	4.03	46.29	7	2.26	2.53	1.99	2.5	7.83	5.5	2.26	2.47	2.05	2.4	0.44	4.7	1.15	1.42	1.06	1.42	-11.26	7.5	1.83	1.96	1.7	1.96	-11.58	7.3	3.01	3.22	2.79	2.84	0.48	7	1	1.17	0.95	1.17	25.48	5.8	3.79	4.03	3.56	3.77	29.29	8.2	6.53	7.09	5.97	6.5	-3.13	4	2.98	3.28	2.69	2.78	10.51	4.7	1.07	1.22	0.92	1.22	-16.78	8.6	1.53	1.8	1.43	1.8	-1.39	6.9	0.86	0.91	0.82	0.91	5.23	8.8	HDX	2026-04-06
LBY	Libya	West	Tripoli	Tripoli center	32.85	13.23	gid_328500000132300000	2024-10-01T00:00:00	2,024	10	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	4.63	1.67	4.38	9.75	25	4.63	23.56	82.5	7.75	7.81	5.13	2.13	5	6.25	1	null	null	4.13	5.5	3	4.38	4.75	4	4.63	80.86	10	3.43	3.52	3.25	3.25	10.54	9.9	1.67	1.68	1.66	1.67	40.34	9.8	4.3	4.62	3.99	4.38	62.83	9.2	3.93	4.62	3.6	4.62	8.61	10	10.05	11.35	8.75	9.75	84.31	10	21.68	25	20.17	25	52.63	9.9	5.15	5.55	4.63	4.63	-9.04	9.6	24.18	25.44	22.92	23.56	121.64	9.9	83.04	85.36	80.71	82.5	48.02	9.8	6.38	7.75	5.69	7.75	93.75	10	7.72	8.08	7.37	7.81	1.03	9.8	4.24	4.97	3.89	4.97	98.67	10	3.09	3.28	2.9	3.28	19.27	9.7	2.01	2.2	1.82	2.13	0.95	8.8	5.86	6.23	5	5	90.11	8.8	6	6.32	5.69	6.25	56.25	9.4	1	1.01	0.99	1	23.46	10	5.52	5.74	5.29	5.56	37.4	9.4	8.27	8.87	7.67	8.41	38.83	10	4.19	4.79	3.59	4.13	73.53	10	5.36	6.21	4.52	5.5	39.59	9.9	3.15	3.51	2.8	3	-1.32	9.9	1.7	1.76	1.64	1.69	56.08	9.5	HDX	2026-04-06
LBY	Libya	South	Wadi Ashshati	Wadi Alshati	27.55	14.27	gid_275500000142700000	2022-07-01T00:00:00	2,022	7	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.05	3.27	2.82	3.08	76.16	9.9	3.06	3.35	2.78	3.12	76.34	10	1.59	1.64	1.54	1.62	29.38	10	3.24	3.5	2.97	3.2	83.1	8.9	4.92	5.35	4.48	4.98	25.62	10	5.75	6.4	5.1	6.28	63.46	8.6	14.23	15.05	13.4	13.49	-3.64	9.8	4.25	4.57	3.93	4.34	44.64	9.4	10.84	11.53	10.15	11.18	-3.74	9.3	45.76	47.11	44.13	44.13	-1.93	9.7	4.99	5.27	4.7	4.98	42.36	8.6	10.74	11.12	10.36	11.01	33.96	9.5	3.28	3.71	2.79	2.79	66.14	10	3.34	3.81	2.82	2.82	71.65	9.2	2.54	2.69	2.33	2.33	33.07	9.6	3.25	3.56	2.95	3.13	17.65	8.5	5.61	5.71	5.5	5.56	67.34	10	1.04	1.14	0.94	1.05	4.56	10	3.97	4.13	3.8	4.1	36.62	8.9	7.03	7.43	6.63	7.24	0.19	10	3.57	4.64	2.5	3.5	74.86	9.7	3.12	3.59	2.98	3.59	43.47	9.3	3.98	4.2	3.76	3.98	50.72	9.7	1.17	1.2	1.14	1.15	20.32	9.3	HDX	2026-04-06
LBY	Libya	West	Aljfara	Janzour	32.83	13.03	gid_328300000130300000	2025-04-01T00:00:00	2,025	4	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	3.47	3.75	3.2	3.54	-0.69	7.3	3.29	3.66	2.91	3.33	3.05	5.9	1.38	1.42	1.34	1.42	1.38	5.6	3.48	3.68	3.28	3.66	1.51	7.2	3.27	3.47	3.07	3.07	-18.36	2.5	5.46	6.01	4.91	5.87	-3.27	7.1	15.94	16.89	14.99	16.23	1.13	7.4	4.19	4.41	3.97	4.28	-18.98	3.9	17.17	18.74	15.59	18.24	3.55	8.3	67.84	70.42	65.19	65.19	-4.59	9	6.83	7.04	6.62	7.04	20.2	6.2	7.8	8.17	7.27	7.27	-2.33	5.1	4.18	4.62	3.74	4.38	58.05	2.9	3.85	4.21	3.49	4.06	45.57	3	2.91	3.11	2.71	3.04	6.86	7	4.71	5.1	4.33	4.94	57.71	6.8	4.8	5.08	4.52	4.91	-7.35	5.3	0.99	1	0.98	1	-1.87	3.5	4.42	4.66	4.18	4.54	-8.99	7.6	6.03	6.42	5.64	6.07	-20.72	1.3	3.56	3.78	3.34	3.49	19.01	2.2	4.24	4.43	4.05	4.15	0.67	8.4	3.8	4.04	3.55	3.92	17.19	5.9	1.34	1.4	1.29	1.38	4.13	8.6	HDX	2026-04-06
LBY	Libya	East	Almarj	AlMarj	32.49	20.83	gid_324900000208300000	2021-10-01T00:00:00	2,021	10	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1	null	null	15	7.5	12	39	3.5	8.13	2	2.38	2.5	3	null	3.5	7	3	3.25	2.5	2.48	2.6	2.36	2.49	37.62	10	2.42	2.51	2.34	2.51	39.02	9.9	1	1.01	0.99	1	0	10	2.37	2.54	2.2	2.4	74.46	9.8	4.38	4.89	4.09	4.89	19.54	10	4.96	5.38	4.54	4.92	-18.02	9.5	15.33	16.55	14.11	15	17.65	10	7.04	7.27	6.8	7.03	85.63	9.8	11.01	12	10.1	12	19.41	9.6	35.41	39	33.59	39	15.12	9.9	3.52	3.71	3.32	3.5	-22.22	9.8	8.1	8.41	7.8	8.13	44.4	9.8	2	2.21	1.79	2	-9.35	10	2.01	2.21	1.8	2.05	-0.53	9.9	1.99	2.38	1.79	2.38	11.74	8.9	2.28	2.5	2.05	2.5	5.04	8.9	3.56	3.92	3.43	3.92	64.88	9.9	1.44	1.58	1.3	1.46	-17.55	10	3.13	3.5	2.99	3.5	55.56	9.3	6.99	7.48	6.51	7	15.67	10	2.04	3	1.43	3	71.43	9.7	2.83	3.25	2.64	3.25	52.58	9.6	3.03	3.26	2.5	2.5	17.37	9.8	0.98	1.04	0.95	1.04	21.46	9.5	HDX	2026-04-06
LBY	Libya	East	Derna	Derna	32.76	22.64	gid_327600000226400000	2023-09-01T00:00:00	2,023	9	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1	null	6.88	null	5.71	null	null	4.5	null	null	null	null	null	1.88	5	null	null	4	2.5	2.66	2.84	2.49	2.75	-8.42	9.2	2.69	2.87	2.51	2.68	-11.48	8.1	1.24	1.26	1.19	1.19	-1.05	8.3	2.48	2.66	2.32	2.66	-7.47	8.9	3.67	3.86	3.47	3.72	-6.99	7.4	5.69	6.88	5.09	6.88	37.6	7.9	14.72	16.01	13.79	16.01	14.39	8.4	5.71	6.26	5.16	5.71	52.27	7.3	11.91	13.91	9.99	13.91	-4.05	8.9	55.06	57.76	52.35	56.26	17.6	9.6	3.94	4.5	3.66	4.5	21.64	7.2	7.79	8.28	7.31	7.79	-30.04	8.9	2.5	2.68	2.33	2.62	30.84	7.9	2.73	2.96	2.49	2.77	30.96	7.3	2.65	2.95	2.36	2.65	17.74	8.3	2.8	3.01	2.59	2.77	10.89	7.8	4.16	4.41	3.91	4.26	0.79	8.2	1.81	2.11	1.52	1.88	-37.33	8.4	4	5	3.85	5	3.89	8.4	5	5.35	4.55	4.55	-20.62	7.1	1.5	1.71	1.3	1.56	4.13	5.3	3.74	4.02	3.45	4	3.09	8.9	2.91	3.15	2.5	2.5	-16.67	7.9	1.06	1.12	1.02	1.12	1.41	9	HDX	2026-04-06
LBY	Libya	South	Aljufra	Aljufra	27.98	16.91	gid_279800000169100000	2017-11-01T00:00:00	2,017	11	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	2.53	2.73	2.33	2.72	null	7.3	2.58	2.78	2.39	2.78	null	5.9	1.05	1.1	1	1.09	null	5.6	2.6	2.9	2.34	2.9	null	7.2	3.98	4.4	3.76	4.4	null	2.5	4.16	4.44	3.89	4.32	null	7.1	11.94	13.15	11.21	13.15	null	7.4	4.92	5.33	4.3	4.3	null	3.9	11.6	12.34	10.95	12.34	null	8.3	32.82	33.51	32.13	33.49	null	9	4.48	4.82	4.15	4.19	null	6.2	3.81	4.15	3.47	3.96	null	5.1	2.25	2.72	2.04	2.72	null	2.9	2.34	2.69	2.15	2.69	null	3	1.88	1.99	1.76	1.91	null	7	3.02	3.35	2.7	3.05	null	6.8	3.6	3.81	3.4	3.65	null	5.3	1.35	1.39	1.32	1.39	null	3.5	3.95	4.31	3.72	4.31	null	7.6	7.58	8.32	6.84	7.65	null	1.3	2.37	2.81	1.92	2.73	null	2.2	1.5	1.61	1.4	1.55	null	8.4	1.67	1.93	1.62	1.93	null	5.9	0.96	1.02	0.92	1.02	null	8.6	HDX	2026-04-06
LBY	Libya	East	Ejdabia	Ejdabia	30.76	20.22	gid_307600000202200000	2021-09-01T00:00:00	2,021	9	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	2.5	1.25	null	null	17	4	21	null	3.5	null	2.25	2	2.5	null	1.25	3.5	null	4.5	2.5	null	2.5	2.75	2.26	2.5	62.9	9.9	2.49	2.7	2.29	2.41	50.06	9.9	1.25	1.28	1.23	1.25	0	9.6	2.52	2.64	2.41	2.5	66.67	9.7	3.46	3.72	3.2	3.54	5.99	10	3.44	3.74	3.14	3.61	-61.02	8.9	14.37	17	12.91	17	78.95	10	4.36	4.68	4	4	-6.76	9.7	22.12	25.9	18.33	21	110	9.4	41.07	43.01	38.68	38.68	10.52	10	2.5	3.5	2.29	3.5	0	9.4	7.53	7.91	7.16	7.43	52.01	9.9	2.31	2.54	2.08	2.25	-10	9.9	2.05	2.24	1.86	2.23	18.44	10	1.53	2	1.32	2	26.28	9.3	2.53	2.73	2.34	2.5	-16.67	8.6	3.35	3.65	3.24	3.65	21.83	9.9	1.32	1.54	1.1	1.25	-15.19	9.6	3.37	3.51	3.23	3.5	28.5	9.1	5.9	6.14	5.66	5.9	-9.98	9.3	1.82	2.15	1.5	2.14	7.04	10	2.53	2.7	2.37	2.5	11.11	9.4	2.5	2.61	2.39	2.59	21.39	9.7	1.09	1.12	1.06	1.1	24.99	9.4	HDX	2026-04-06
LBY	Libya	West	Zwara	Sabratha	32.79	12.48	gid_327900000124800000	2022-01-01T00:00:00	2,022	1	LYD	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Inde...	2017-01-01T00:00:00	2026-01-01T00:00:00	49.44	30.33	0.91	null	1.25	2.5	3.5	14.25	5.67	null	42	4.25	null	2.5	1.69	null	null	1	null	7	null	3	2.75	2.48	2.61	2.35	2.43	14.06	10	2.52	2.62	2.43	2.51	17.13	10	1.25	1.3	1.2	1.25	25	9.7	2.5	2.62	2.38	2.5	27.02	9.2	3.74	4.02	3.46	3.82	0.46	10	3.56	3.79	3.33	3.5	0	9	13.34	14.33	12.36	14.25	3.16	9.9	5.41	5.74	5.08	5.67	59.39	9.8	11.29	12.27	9.53	9.53	5.88	9.5	42.59	44.5	40.68	42	-4.55	10	4.42	4.76	4.09	4.25	9.04	9.1	10.29	10.74	9.54	9.54	63.11	10	2.3	2.51	2.08	2.5	-14.87	9.8	2.25	2.49	2.01	2.46	5.49	10	1.77	1.92	1.62	1.69	12.67	9	2.53	2.7	2.37	2.47	13.59	8.7	4.24	4.44	4.04	4.27	28.19	9.7	0.99	1.02	0.97	1	-33.33	10	3.89	4.07	3.71	3.83	17.04	9.2	6.76	7.07	6.45	6.62	-10.27	10	2.49	3.03	1.95	2.78	-4.81	9.7	2.95	3.11	2.78	3	0	9.5	2.7	2.82	2.58	2.75	-11.75	9.8	1.01	1.05	0.97	1	6.53	9.4	HDX	2026-04-06

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Libya - Real Time Prices

Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-04-01

Abstract

Real Time Prices (RTP) is a live dataset compiled and updated weekly by the World Bank Development Economics Data Group (DECDG) using a combination of direct price measurement and Machine Learning estimation of missing price data. The historical and current estimates are based on price information gathered from the World Food Program (WFP), UN-Food and Agricultural Organization (FAO), select National Statistical Offices, and are continually updated and revised as more price information becomes available. Real-time exchange rate data used in this process are from official and public sources.

RTP includes three sub-series, Real Time Food Prices (RTFP) includes prices on a variety of food items that primarily include country-specific staple foods, Real Time Energy Prices (RTEP) includes fuel prices, and Real Time Exchange Rates (RTFX) and includes unofficial exchange rate estimates as well as possible other unofficial deflators.

Each row in this dataset represents country-level aggregates. Temporal coverage is indicated by the dates, start_dense_data column(s). Geographic scope: LBY.

Curated into ML-ready Parquet format by Electric Sheep Africa.

Dataset Characteristics


Domain	Food security and nutrition
Unit of observation	Country-level aggregates
Rows (total)	4,662
Columns	185 (172 numeric, 10 categorical, 3 datetime)
Train split	3,729 rows
Test split	932 rows
Geographic scope	LBY
Publisher	World Bank Group
HDX last updated	2026-04-01

Variables

Geographic — iso3 (LBY), country (Libya), lat (range 24.2–32.92), lon (range 9.49–23.96), year (range 2017.0–2026.0) and 33 others.

Temporal — dates, month (range 1.0–12.0).

Demographic — data_coverage (range 49.44–49.44), data_coverage_recent (range 30.33–30.33).

Identifier / Metadata — adm1_name (West, South, East), adm2_name (Tripoli, Al Jabal Al Gharbi, Murzuq), mkt_name (Abusliem, Tarhuna, Murzuq), geo_id (gid_328700000132300000, gid_324300000136400000, gid_259100000139200000), esa_source (HDX) and 1 others.

Other — components (beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Index Weight = 8), meat_lamb (1 KG, Index Weight = 8), milk (1 L, Index Weight = 8), oil (1 L, Index Weight = 8), onions (1 KG, Index Weight = 4), onions_fao (1 Kg, Index Weight = 4), pasta (500 G, Index Weight = 16), potatoes (1 KG, Index Weight = 8), rice (1 KG, Index Weight = 8), salt (1 KG, Index Weight = 8), sugar (1 KG, Index Weight = 8), tea (250 G, Index Weight = 32), tomatoes (1 KG, Index Weight = 8), tomatoes_paste (400 G, Index Weight = 20), wheat_flour (1 KG, Index Weight = 8)), start_dense_data, beans (range 0.83–6.12), bread (range 0.31–6.25), chickpeas (range 0.44–8.0) and 132 others.

Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-libya-real-time-prices")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

Schema

Column	Type	Null %	Range / Sample Values
`iso3`	object	0.0%	LBY
`country`	object	0.0%	Libya
`adm1_name`	object	0.0%	West, South, East
`adm2_name`	object	0.0%	Tripoli, Al Jabal Al Gharbi, Murzuq
`mkt_name`	object	0.0%	Abusliem, Tarhuna, Murzuq
`lat`	float64	2.4%	24.2 – 32.92 (mean 30.9788)
`lon`	float64	2.4%	9.49 – 23.96 (mean 14.7739)
`geo_id`	object	0.0%	gid_328700000132300000, gid_324300000136400000, gid_259100000139200000
`dates`	datetime64[ns]	0.0%
`year`	int64	0.0%	2017.0 – 2026.0 (mean 2021.1351)
`month`	int64	0.0%	1.0 – 12.0 (mean 6.3784)
`currency`	object	0.0%	LYD
`components`	object	0.0%	beans (400 G, Index Weight = 10), beans_fao (400 gms, Index Weight = 0.01), bread (5 pcs, Index Weight = 16), chickpeas (400 G, Index Weight = 20), chili (1 KG, Index Weight = 8), couscous (1 KG, Index Weight = 8), eggs (30 pcs, Index Weight = 2.67), fish_tuna_canned (200 G, Index Weight = 40), meat_chicken (1 KG, Index Weight = 8), meat_lamb (1 KG, Index Weight = 8), milk (1 L, Index Weight = 8), oil (1 L, Index Weight = 8), onions (1 KG, Index Weight = 4), onions_fao (1 Kg, Index Weight = 4), pasta (500 G, Index Weight = 16), potatoes (1 KG, Index Weight = 8), rice (1 KG, Index Weight = 8), salt (1 KG, Index Weight = 8), sugar (1 KG, Index Weight = 8), tea (250 G, Index Weight = 32), tomatoes (1 KG, Index Weight = 8), tomatoes_paste (400 G, Index Weight = 20), wheat_flour (1 KG, Index Weight = 8)
`start_dense_data`	datetime64[ns]	0.0%
`last_survey_point`	datetime64[ns]	0.0%
`data_coverage`	float64	0.0%	49.44 – 49.44 (mean 49.44)
`data_coverage_recent`	float64	0.0%	30.33 – 30.33 (mean 30.33)
`index_confidence_score`	float64	0.0%	0.91 – 0.91 (mean 0.91)
`spatially_interpolated`	int64	0.0%	0.0 – 0.0 (mean 0.0)
`beans`	float64	62.1%	0.83 – 6.12 (mean 2.6651)
`bread`	float64	58.6%	0.31 – 6.25 (mean 1.3812)
`chickpeas`	float64	60.8%	0.44 – 8.0 (mean 2.6052)
`couscous`	float64	53.9%	1.25 – 18.88 (mean 4.8176)
`eggs`	float64	58.2%	1.17 – 27.0 (mean 13.4605)
`fish_tuna_canned`	float64	51.5%	1.5 – 12.18 (mean 4.3806)
`meat_chicken`	float64	50.0%	2.5 – 42.0 (mean 12.7803)
`meat_lamb`	float64	62.6%	2.0 – 100.0 (mean 43.5603)
`milk`	float64	56.9%	1.38 – 10.0 (mean 4.4341)
`oil`	float64	54.1%	0.01 – 17.0 (mean 7.0906)
`onions`	float64	61.5%	0.75 – 9.0 (mean 2.7086)
`pasta`	float64	61.3%	0.94 – 7.5 (mean 2.1179)
`potatoes`	float64	51.9%
`rice`	float64	52.1%
`salt`	float64	58.3%
`sugar`	float64	61.0%
`tea`	float64	64.3%
`tomatoes`	float64	49.5%
`tomatoes_paste`	float64	54.7%
`wheat_flour`	float64	50.7%
`o_beans`	float64	0.0%
`h_beans`	float64	0.0%
`l_beans`	float64	0.0%
`c_beans`	float64	0.0%
`inflation_beans`	float64	10.8%
`trust_beans`	float64	0.0%
`o_beans_fao`	float64	0.0%
`h_beans_fao`	float64	0.0%
`l_beans_fao`	float64	0.0%
`c_beans_fao`	float64	0.0%
`inflation_beans_fao`	float64	10.8%
`trust_beans_fao`	float64	0.0%
`o_bread`	float64	0.0%
`h_bread`	float64	0.0%
`l_bread`	float64	0.0%
`c_bread`	float64	0.0%
`inflation_bread`	float64	10.8%
`trust_bread`	float64	0.0%
`o_chickpeas`	float64	0.0%
`h_chickpeas`	float64	0.0%
`l_chickpeas`	float64	0.0%
`c_chickpeas`	float64	0.0%
`inflation_chickpeas`	float64	10.8%
`trust_chickpeas`	float64	0.0%
`o_chili`	float64	0.0%
`h_chili`	float64	0.0%
`l_chili`	float64	0.0%
`c_chili`	float64	0.0%
`inflation_chili`	float64	10.8%
`trust_chili`	float64	0.0%
`o_couscous`	float64	0.0%
`h_couscous`	float64	0.0%
`l_couscous`	float64	0.0%
`c_couscous`	float64	0.0%
`inflation_couscous`	float64	10.8%
`trust_couscous`	float64	0.0%
`o_eggs`	float64	0.0%
`h_eggs`	float64	0.0%
`l_eggs`	float64	0.0%
`c_eggs`	float64	0.0%
`inflation_eggs`	float64	10.8%
`trust_eggs`	float64	0.0%
`o_fish_tuna_canned`	float64	0.0%
`h_fish_tuna_canned`	float64	0.0%
`l_fish_tuna_canned`	float64	0.0%
`c_fish_tuna_canned`	float64	0.0%
`inflation_fish_tuna_canned`	float64	10.8%
`trust_fish_tuna_canned`	float64	0.0%
`o_meat_chicken`	float64	0.0%
`h_meat_chicken`	float64	0.0%
`l_meat_chicken`	float64	0.0%
`c_meat_chicken`	float64	0.0%
`inflation_meat_chicken`	float64	10.8%
`trust_meat_chicken`	float64	0.0%
`o_meat_lamb`	float64	0.0%
`h_meat_lamb`	float64	0.0%
`l_meat_lamb`	float64	0.0%
`c_meat_lamb`	float64	0.0%
`inflation_meat_lamb`	float64	10.8%
`trust_meat_lamb`	float64	0.0%
`o_milk`	float64	0.0%
`h_milk`	float64	0.0%
`l_milk`	float64	0.0%
`c_milk`	float64	0.0%
`inflation_milk`	float64	10.8%
`trust_milk`	float64	0.0%
`o_oil`	float64	0.0%
`h_oil`	float64	0.0%
`l_oil`	float64	0.0%
`c_oil`	float64	0.0%
`inflation_oil`	float64	10.8%
`trust_oil`	float64	0.0%
`o_onions`	float64	0.0%
`h_onions`	float64	0.0%
`l_onions`	float64	0.0%
`c_onions`	float64	0.0%
`inflation_onions`	float64	10.8%
`trust_onions`	float64	0.0%
`o_onions_fao`	float64	0.0%
`h_onions_fao`	float64	0.0%
`l_onions_fao`	float64	0.0%
`c_onions_fao`	float64	0.0%
`inflation_onions_fao`	float64	10.8%
`trust_onions_fao`	float64	0.0%
`o_pasta`	float64	0.0%
`h_pasta`	float64	0.0%
`l_pasta`	float64	0.0%
`c_pasta`	float64	0.0%
`inflation_pasta`	float64	10.8%
`trust_pasta`	float64	0.0%
`o_potatoes`	float64	0.0%
`h_potatoes`	float64	0.0%
`l_potatoes`	float64	0.0%
`c_potatoes`	float64	0.0%
`inflation_potatoes`	float64	10.8%
`trust_potatoes`	float64	0.0%
`o_rice`	float64	0.0%
`h_rice`	float64	0.0%
`l_rice`	float64	0.0%
`c_rice`	float64	0.0%
`inflation_rice`	float64	10.8%
`trust_rice`	float64	0.0%
`o_salt`	float64	0.0%
`h_salt`	float64	0.0%
`l_salt`	float64	0.0%
`c_salt`	float64	0.0%
`inflation_salt`	float64	10.8%
`trust_salt`	float64	0.0%
`o_sugar`	float64	0.0%
`h_sugar`	float64	0.0%
`l_sugar`	float64	0.0%
`c_sugar`	float64	0.0%
`inflation_sugar`	float64	10.8%
`trust_sugar`	float64	0.0%
`o_tea`	float64	0.0%
`h_tea`	float64	0.0%
`l_tea`	float64	0.0%
`c_tea`	float64	0.0%
`inflation_tea`	float64	10.8%
`trust_tea`	float64	0.0%
`o_tomatoes`	float64	0.0%
`h_tomatoes`	float64	0.0%
`l_tomatoes`	float64	0.0%
`c_tomatoes`	float64	0.0%
`inflation_tomatoes`	float64	10.8%
`trust_tomatoes`	float64	0.0%
`o_tomatoes_paste`	float64	0.0%
`h_tomatoes_paste`	float64	0.0%
`l_tomatoes_paste`	float64	0.0%
`c_tomatoes_paste`	float64	0.0%
`inflation_tomatoes_paste`	float64	10.8%
`trust_tomatoes_paste`	float64	0.0%
`o_wheat_flour`	float64	0.0%
`h_wheat_flour`	float64	0.0%
`l_wheat_flour`	float64	0.0%
`c_wheat_flour`	float64	0.0%
`inflation_wheat_flour`	float64	10.8%
`trust_wheat_flour`	float64	0.0%
`o_food_price_index`	float64	0.0%
`h_food_price_index`	float64	0.0%
`l_food_price_index`	float64	0.0%
`c_food_price_index`	float64	0.0%
`inflation_food_price_index`	float64	10.8%
`trust_food_price_index`	float64	0.0%
`esa_source`	object	0.0%	HDX
`esa_processed`	object	0.0%	2026-04-06

Numeric Summary

Column	Min	Max	Mean	Median
`lat`	24.2	32.92	30.9788	32.33
`lon`	9.49	23.96	14.7739	13.35
`year`	2017.0	2026.0	2021.1351	2021.0
`month`	1.0	12.0	6.3784	6.0
`data_coverage`	49.44	49.44	49.44	49.44
`data_coverage_recent`	30.33	30.33	30.33	30.33
`index_confidence_score`	0.91	0.91	0.91	0.91
`spatially_interpolated`	0.0	0.0	0.0	0.0
`beans`	0.83	6.12	2.6651	2.5
`bread`	0.31	6.25	1.3812	1.25
`chickpeas`	0.44	8.0	2.6052	2.5
`couscous`	1.25	18.88	4.8176	4.0
`eggs`	1.17	27.0	13.4605	13.25
`fish_tuna_canned`	1.5	12.18	4.3806	4.25
`meat_chicken`	2.5	42.0	12.7803	11.48

Curation

Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 675 column(s) with >80% missing values were removed: apples, bananas, beans_egyptian, beans_fao, bread_fao, bulgur.... 3 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.

Limitations

Data originates from World Bank Group and has not been independently validated by ESA.
Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
The following columns have >20% missing values and should be treated with caution in modelling: beans, bread, chickpeas, couscous, eggs, fish_tuna_canned, meat_chicken, meat_lamb....
Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

Citation

@dataset{hdx_africa_libya_real_time_prices,
  title     = {Libya - Real Time Prices},
  author    = {World Bank Group},
  year      = {2026},
  url       = {https://data.humdata.org/dataset/libya-real-time-prices},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.

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Food security, agriculture, and nutrition data for Africa. Sources: FAOSTAT, FEWS NET, WFP food prices, HungerMap. • 345 items • Updated 7 days ago