date
timestamp[ns]date
2003-01-15 00:00:00
2026-01-15 00:00:00
admin1
stringclasses
10 values
admin2
stringclasses
94 values
market
stringclasses
209 values
market_id
int64
369
10.5k
latitude
float64
-17.9
-8.47
longitude
float64
22.1
33.5
category
stringclasses
8 values
commodity
stringclasses
29 values
commodity_id
int64
50
1.31k
unit
stringclasses
13 values
priceflag
stringclasses
3 values
pricetype
stringclasses
1 value
currency
stringclasses
1 value
price
float64
0.14
800
usdprice
float64
0.03
33.4
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-07 00:00:00
2026-04-07 00:00:00
2011-02-15T00:00:00
Eastern
Lundazi
Lundazi
385
-12.3
33.17
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1.11
0.23
HDX
2026-04-07
2014-11-15T00:00:00
North-Western
Kabompo
Kabompo Musamba
1,438
-13.59
24.2
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
3.53
0.55
HDX
2026-04-07
2025-02-15T00:00:00
Southern
Kalomo
Kalomo
375
-17.05
26.5
milk and dairy
Milk (fresh)
758
500 ML
actual
Retail
ZMW
16
0.57
HDX
2026-04-07
2022-02-15T00:00:00
Central
Kabwe
Kabwe
1,439
-14.44
28.44
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
4.59
0.25
HDX
2026-04-07
2024-07-15T00:00:00
Southern
Kazungula
Mukuni
9,955
-17.9
25.94
pulses and nuts
Beans
50
KG
aggregate
Retail
ZMW
42
1.64
HDX
2026-04-07
2025-06-15T00:00:00
Luapula
Nchelenge
Nchelenge
402
-9.35
28.73
oil and fats
Oil (cooking, local)
1,270
2.5 L
actual
Retail
ZMW
161
6.59
HDX
2026-04-07
2021-05-15T00:00:00
Lusaka
Chongwe
Chongwe Main Market
1,435
-15.33
28.67
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
60
2.68
HDX
2026-04-07
2021-11-15T00:00:00
Northern
Mungwi
Mungwi
1,453
-10.17
31.38
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
3
0.17
HDX
2026-04-07
2013-08-15T00:00:00
Western
Mongu
Mongu
395
-15.27
23.13
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
2.52
0.46
HDX
2026-04-07
2014-03-15T00:00:00
Southern
Livingstone
Livingstone
382
-17.85
25.87
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2.1
0.35
HDX
2026-04-07
2024-06-15T00:00:00
Eastern
Chipata
Mutenguleni
9,945
-13.75
32.46
cereals and tubers
Maize meal (white, breakfast)
265
25 KG
aggregate
Retail
ZMW
350
13.43
HDX
2026-04-07
2024-10-15T00:00:00
Western
Mulobezi
Mulobezi
10,033
-16.78
25.17
miscellaneous food
Salt
185
KG
actual
Retail
ZMW
12.5
0.47
HDX
2026-04-07
2025-03-15T00:00:00
Copperbelt
Masaiti
Nyenyezi
10,019
-13.5
28.66
pulses and nuts
Soy Chunks
1,298
90 G
actual
Retail
ZMW
6.67
0.23
HDX
2026-04-07
2020-04-15T00:00:00
Western
Mongu
Mongu
395
-15.27
23.13
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
33.02
1.79
HDX
2026-04-07
2018-12-15T00:00:00
Eastern
Vubwi
Chadiza
393
-13.95
32.85
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
18.52
1.55
HDX
2026-04-07
2020-05-15T00:00:00
Northern
Chilubi
Chilubi
1,433
-11.15
29.9
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
12.5
0.68
HDX
2026-04-07
2016-04-15T00:00:00
Luapula
Chiengi
Chiengi
1,431
-8.52
29
cereals and tubers
Rice (local)
71
KG
actual
Retail
ZMW
10
1.09
HDX
2026-04-07
2024-04-15T00:00:00
Northern
Chilubi
Chilubi
1,433
-11.15
29.9
meat, fish and eggs
Eggs
92
30 pcs
actual
Retail
ZMW
75
2.99
HDX
2026-04-07
2025-03-15T00:00:00
Copperbelt
Masaiti
Nyenyezi
10,019
-13.5
28.66
meat, fish and eggs
Eggs
92
30 pcs
actual
Retail
ZMW
93.33
3.25
HDX
2026-04-07
2024-04-15T00:00:00
Muchiga
Chinsali
Chinsali
1,434
-10.55
32.07
cereals and tubers
Maize (white)
67
Tin (20 L)
actual
Retail
ZMW
180
7.18
HDX
2026-04-07
2024-08-15T00:00:00
Southern
Gwembe
Gwembe
1,436
-16.5
27.6
meat, fish and eggs
Fish (fresh)
401
KG
actual
Retail
ZMW
60
2.28
HDX
2026-04-07
2024-06-15T00:00:00
Eastern
Nyimba
Nyimba
1,457
-14.56
30.82
meat, fish and eggs
Meat (mixed, cut)
1,312
KG
actual
Retail
ZMW
60
2.3
HDX
2026-04-07
2012-12-15T00:00:00
Central
Serenje
Serenje
520
-13.23
30.23
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
3.42
0.65
HDX
2026-04-07
2016-12-15T00:00:00
Copperbelt
Mufulira
Mufulira
398
-12.55
28.23
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
3.92
0.4
HDX
2026-04-07
2025-01-15T00:00:00
Copperbelt
Chingola
Twatasha
9,913
-12.56
27.84
pulses and nuts
Soy Chunks
1,298
90 G
actual
Retail
ZMW
8
0.29
HDX
2026-04-07
2024-12-15T00:00:00
Southern
Gwembe
Gwembe
1,436
-16.5
27.6
meat, fish and eggs
Fish (kapenta)
887
90 G
actual
Retail
ZMW
27.5
0.99
HDX
2026-04-07
2013-06-15T00:00:00
Muchiga
Chinsali
Chinsali
1,434
-10.55
32.07
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
2.72
0.5
HDX
2026-04-07
2024-06-15T00:00:00
Western
Mwandi
Mwandi
10,036
-17.52
24.82
oil and fats
Oil (cooking, local)
1,270
5 L
aggregate
Retail
ZMW
260
9.98
HDX
2026-04-07
2020-12-15T00:00:00
Central
Mumbwa
Mumbwa
399
-14.98
27.07
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
4.4
0.21
HDX
2026-04-07
2025-02-15T00:00:00
Lusaka
Chirundu
Chirundu Main Market
9,922
-16.03
28.85
meat, fish and eggs
Fish (kapenta)
887
90 G
actual
Retail
ZMW
30
1.07
HDX
2026-04-07
2024-10-15T00:00:00
Western
Luampa
Luampa
9,976
-15.05
24.45
oil and fats
Oil (cooking, local)
1,270
750 ML
actual
Retail
ZMW
40.5
1.53
HDX
2026-04-07
2014-04-15T00:00:00
Muchiga
Chama
Chama Square
1,428
-11.22
33.16
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
11.76
1.89
HDX
2026-04-07
2020-02-15T00:00:00
Central
Itezhi-tezhi
Itezhi Tezhi Modern Market
1,437
-15.74
26.03
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
5.56
0.38
HDX
2026-04-07
2024-11-15T00:00:00
Lusaka
Chongwe
Chongwe Main Market
1,435
-15.33
28.67
milk and dairy
Milk (fresh)
758
500 ML
actual
Retail
ZMW
15
0.55
HDX
2026-04-07
2025-02-15T00:00:00
Western
Kaoma
Kaoma
377
-14.8
24.79
cereals and tubers
Rice
52
KG
actual
Retail
ZMW
40
1.42
HDX
2026-04-07
2018-03-15T00:00:00
Southern
Livingstone
Livingstone
382
-17.85
25.87
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
25.29
2.65
HDX
2026-04-07
2019-10-15T00:00:00
Muchiga
Chinsali
Chinsali
1,434
-10.55
32.07
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
10.87
0.82
HDX
2026-04-07
2015-09-15T00:00:00
North-Western
Mwinilunga
Mwinilunga
401
-11.85
24.37
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
2
0.2
HDX
2026-04-07
2021-01-15T00:00:00
Eastern
Chipata
Chipata
370
-13.63
32.65
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
5.94
0.28
HDX
2026-04-07
2024-08-15T00:00:00
Copperbelt
Luanshya
Mikomfwa
9,984
-13.15
28.43
miscellaneous food
Salt
185
KG
actual
Retail
ZMW
13
0.49
HDX
2026-04-07
2018-02-15T00:00:00
Luapula
Mwense
Mwense
400
-10.38
28.68
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
13.89
1.42
HDX
2026-04-07
2021-12-15T00:00:00
Southern
Gwembe
Gwembe
1,436
-16.5
27.6
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
5
0.31
HDX
2026-04-07
2007-05-15T00:00:00
Western
Kaoma
Kaoma
377
-14.8
24.79
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
0.75
0.19
HDX
2026-04-07
2017-04-15T00:00:00
Luapula
Kawambwa
Kawambwa
380
-9.78
29.08
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
14.04
1.49
HDX
2026-04-07
2024-08-15T00:00:00
Western
Sesheke
Sesheke
1,458
-17.48
24.29
vegetables and fruits
Rape leaves
1,230
KG
actual
Retail
ZMW
9
0.34
HDX
2026-04-07
2025-01-15T00:00:00
Eastern
Katete
Azezele Kacheka
9,950
-14.1
31.88
meat, fish and eggs
Eggs
92
30 pcs
actual
Retail
ZMW
90.83
3.25
HDX
2026-04-07
2025-01-15T00:00:00
Muchiga
Mpika
Chilonga
10,026
-12.03
31.34
cereals and tubers
Maize meal (white, breakfast)
265
25 KG
actual
Retail
ZMW
251.67
9.01
HDX
2026-04-07
2019-12-15T00:00:00
Central
Kabwe
Kabwe
1,439
-14.44
28.44
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
20
1.38
HDX
2026-04-07
2016-02-15T00:00:00
Lusaka
Chongwe
Chongwe Main Market
1,435
-15.33
28.67
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2.42
0.21
HDX
2026-04-07
2005-02-15T00:00:00
Eastern
Petauke
Petauke Main Market
404
-14.26
31.33
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
0.67
0.14
HDX
2026-04-07
2024-11-15T00:00:00
Muchiga
Shiwamg'andu
Chafilwa
9,998
-11.22
31.83
miscellaneous food
Sugar
97
KG
actual
Retail
ZMW
33
1.2
HDX
2026-04-07
2015-10-15T00:00:00
North-Western
Chavuma
Chavuma Main
1,429
-13.08
22.69
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
2
0.17
HDX
2026-04-07
2025-06-15T00:00:00
Lusaka
Kafue
Matanda Kafue
1,440
-15.77
28.18
pulses and nuts
Beans
50
KG
actual
Retail
ZMW
69
2.82
HDX
2026-04-07
2024-12-15T00:00:00
North-Western
Mufumbwe
Mufumbwe
1,452
-13.14
25
vegetables and fruits
Bananas
254
KG
actual
Retail
ZMW
10
0.36
HDX
2026-04-07
2025-05-15T00:00:00
Western
Sesheke
Sesheke
1,458
-17.48
24.29
oil and fats
Oil (cooking, local)
1,270
2.5 L
actual
Retail
ZMW
160
6
HDX
2026-04-07
2018-06-15T00:00:00
North-Western
Kasempa
Kasempa Main
379
-13.45
25.83
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1.67
0.17
HDX
2026-04-07
2015-08-15T00:00:00
Southern
Gwembe
Gwembe
1,436
-16.5
27.6
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
18.18
2.29
HDX
2026-04-07
2024-09-15T00:00:00
Southern
Pemba
Muzoka
9,989
-16.68
27.32
cereals and tubers
Maize meal (white, breakfast)
265
25 KG
actual
Retail
ZMW
308.33
11.69
HDX
2026-04-07
2024-09-15T00:00:00
Southern
Chikankanta
Chikankata Mission
9,907
-16.23
28.14
meat, fish and eggs
Eggs
92
30 pcs
actual
Retail
ZMW
80
3.03
HDX
2026-04-07
2017-05-15T00:00:00
Central
Mumbwa
Mumbwa
399
-14.98
27.07
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
3.97
0.43
HDX
2026-04-07
2004-04-15T00:00:00
Southern
Kalomo
Kalomo
375
-17.05
26.5
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
0.67
0.14
HDX
2026-04-07
2025-02-15T00:00:00
Lusaka
Kafue
Matanda Kafue
1,440
-15.77
28.18
miscellaneous food
Sugar
97
KG
actual
Retail
ZMW
35.5
1.26
HDX
2026-04-07
2024-12-15T00:00:00
Southern
Kalomo
Kalomo
375
-17.05
26.5
cereals and tubers
Maize (white)
67
Tin (20 L)
actual
Retail
ZMW
210
7.57
HDX
2026-04-07
2016-04-15T00:00:00
Southern
Choma
Choma
371
-16.82
26.98
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
15.08
1.64
HDX
2026-04-07
2015-08-15T00:00:00
Muchiga
Chinsali
Chinsali
1,434
-10.55
32.07
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1.33
0.17
HDX
2026-04-07
2016-04-15T00:00:00
Southern
Monze
Monze
396
-16.28
27.48
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
2.78
0.3
HDX
2026-04-07
2019-07-15T00:00:00
Southern
Monze
Monze
396
-16.28
27.48
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
16.39
1.31
HDX
2026-04-07
2016-06-15T00:00:00
Luapula
Mwense
Mwense
400
-10.38
28.68
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1.33
0.12
HDX
2026-04-07
2016-01-15T00:00:00
Central
Kapiri Mposhi
Kapiri-Mposhi
1,441
-13.97
28.68
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2.2
0.2
HDX
2026-04-07
2025-01-15T00:00:00
Central
Mkushi
Mkushi Itala
392
-13.61
29.4
miscellaneous food
Salt
185
KG
actual
Retail
ZMW
10.5
0.38
HDX
2026-04-07
2004-08-15T00:00:00
North-Western
Solwezi
Solwezi
521
-12.18
26.4
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
0.49
0.1
HDX
2026-04-07
2024-09-15T00:00:00
Eastern
Petauke
Petauke Main Market
404
-14.26
31.33
meat, fish and eggs
Eggs
92
30 pcs
actual
Retail
ZMW
105
3.98
HDX
2026-04-07
2017-09-15T00:00:00
Western
Kalabo
Kalabo
1,462
-15
22.67
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2.76
0.29
HDX
2026-04-07
2015-04-15T00:00:00
Copperbelt
Ndola
Ndola
1,456
-12.97
28.63
cereals and tubers
Rice (local)
71
KG
actual
Retail
ZMW
10.24
1.39
HDX
2026-04-07
2025-01-15T00:00:00
Eastern
Chipata
Kapata
9,918
-13.63
32.65
cereals and tubers
Maize meal (white, breakfast)
265
25 KG
actual
Retail
ZMW
353
12.64
HDX
2026-04-07
2007-11-15T00:00:00
Luapula
Kawambwa
Kawambwa
380
-9.78
29.08
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1
0.27
HDX
2026-04-07
2025-04-15T00:00:00
Copperbelt
Chingola
Chingola
369
-12.53
27.85
cereals and tubers
Maize (white)
67
Tin (20 L)
actual
Retail
ZMW
260
9.17
HDX
2026-04-07
2013-08-15T00:00:00
Southern
Livingstone
Livingstone
382
-17.85
25.87
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
1.75
0.32
HDX
2026-04-07
2021-04-15T00:00:00
Luapula
Mwense
Mwense
400
-10.38
28.68
cereals and tubers
Rice (local)
71
KG
actual
Retail
ZMW
25
1.13
HDX
2026-04-07
2025-02-15T00:00:00
Southern
Monze
Chisekesi
10,025
-16.44
27.48
pulses and nuts
Soy Chunks
1,298
90 G
actual
Retail
ZMW
10
0.36
HDX
2026-04-07
2024-11-15T00:00:00
Central
Chibombo
Chibombo Turn Off
10,039
-14.69
28.1
pulses and nuts
Beans
50
KG
actual
Retail
ZMW
40
1.46
HDX
2026-04-07
2019-06-15T00:00:00
Central
Mumbwa
Mumbwa
399
-14.98
27.07
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
15.26
1.17
HDX
2026-04-07
2024-07-15T00:00:00
Eastern
Nyimba
Chipembe
9,941
-14.53
30.96
miscellaneous food
Sugar
97
KG
aggregate
Retail
ZMW
34.67
1.35
HDX
2026-04-07
2014-02-15T00:00:00
Luapula
Mwense
Mwense
400
-10.38
28.68
pulses and nuts
Groundnuts (shelled)
119
KG
actual
Retail
ZMW
11.54
2.02
HDX
2026-04-07
2019-09-15T00:00:00
Eastern
Nyimba
Nyimba
1,457
-14.56
30.82
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
5.4
0.41
HDX
2026-04-07
2013-12-15T00:00:00
Eastern
Petauke
Petauke Main Market
404
-14.26
31.33
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2.2
0.4
HDX
2026-04-07
2025-03-15T00:00:00
Western
Limulunga
Mufanasiyi Limulunga
9,969
-15.13
23.15
cereals and tubers
Rice
52
KG
actual
Retail
ZMW
30
1.05
HDX
2026-04-07
2025-02-15T00:00:00
Luapula
Mansa
Mansa
389
-11.2
28.88
milk and dairy
Milk (fresh)
758
500 ML
actual
Retail
ZMW
18
0.64
HDX
2026-04-07
2024-10-15T00:00:00
Lusaka
Luangwa
Chitope
9,980
-15.19
30.22
cereals and tubers
Rice
52
KG
actual
Retail
ZMW
33
1.25
HDX
2026-04-07
2012-07-15T00:00:00
Luapula
Chiengi
Chiengi
1,431
-8.52
29
cereals and tubers
Maize meal (white, breakfast)
265
KG
actual
Retail
ZMW
2.2
0.46
HDX
2026-04-07
2013-07-15T00:00:00
Copperbelt
Ndola
Ndola
1,456
-12.97
28.63
cereals and tubers
Cassava meal
217
KG
actual
Retail
ZMW
10
1.82
HDX
2026-04-07
2014-11-15T00:00:00
Southern
Livingstone
Livingstone
382
-17.85
25.87
cereals and tubers
Millet
73
KG
actual
Retail
ZMW
6
0.94
HDX
2026-04-07
2024-01-15T00:00:00
Lusaka
Luangwa
Luangwa Zaro Market
383
-15.62
30.41
oil and fats
Oil (cooking, imported)
821
750 ML
actual
Retail
ZMW
36
1.38
HDX
2026-04-07
2006-03-15T00:00:00
Copperbelt
Kalulushi
Kalulushi Main
376
-12.85
28.06
cereals and tubers
Maize (white)
67
KG
actual
Retail
ZMW
1.26
0.39
HDX
2026-04-07
2025-01-15T00:00:00
Southern
Choma
Kalukungu
10,067
-16.84
26.95
meat, fish and eggs
Fish (kapenta)
887
90 G
actual
Retail
ZMW
40
1.43
HDX
2026-04-07
2012-08-15T00:00:00
Eastern
Petauke
Petauke Main Market
404
-14.26
31.33
pulses and nuts
Beans (dry)
262
KG
actual
Retail
ZMW
9.48
1.93
HDX
2026-04-07
2024-12-15T00:00:00
Copperbelt
Mpongwe
Mpongwe Ibenga
10,029
-13.36
28.42
cereals and tubers
Maize meal
54
400 G
actual
Retail
ZMW
11.67
0.42
HDX
2026-04-07
2012-09-15T00:00:00
Luapula
Kawambwa
Kawambwa
380
-9.78
29.08
cereals and tubers
Millet
73
KG
actual
Retail
ZMW
1.5
0.3
HDX
2026-04-07
2013-09-15T00:00:00
Luapula
Mwense
Mwense
400
-10.38
28.68
cereals and tubers
Maize meal (white, roller)
264
KG
actual
Retail
ZMW
2
0.37
HDX
2026-04-07
2013-10-15T00:00:00
Central
Kabwe
Kabwe
1,439
-14.44
28.44
cereals and tubers
Cassava meal
217
KG
actual
Retail
ZMW
4
0.77
HDX
2026-04-07