Datasets:

electricsheepafrica
/

Africa-Employment-in-agriculture-female-percentage-of-female-employment-modeled-ILO-estimate

Country Name stringlengths 4 24	Country Code stringlengths 3 3	1960 float64 3.65 96.5 ⌀	1961 float64 3.65 96.5 ⌀	1962 float64 3.65 96.5 ⌀	1963 float64 3.65 96.5 ⌀	1964 float64 3.65 96.5 ⌀	1965 float64 3.65 96.5 ⌀	1966 float64 3.65 96.5 ⌀	1967 float64 3.65 96.5 ⌀	1968 float64 3.65 96.5 ⌀	1969 float64 3.65 96.5 ⌀	1970 float64 3.65 96.5 ⌀	1971 float64 3.65 96.5 ⌀	1972 float64 3.65 96.5 ⌀	1973 float64 3.65 96.5 ⌀	1974 float64 3.65 96.5 ⌀	1975 float64 3.65 96.5 ⌀	1976 float64 3.65 96.5 ⌀	1977 float64 3.65 96.5 ⌀	1978 float64 3.65 96.5 ⌀	1979 float64 3.65 96.5 ⌀	1980 float64 3.65 96.5 ⌀	1981 float64 3.65 96.5 ⌀	1982 float64 3.65 96.5 ⌀	1983 float64 3.65 96.5 ⌀	1984 float64 3.65 96.5 ⌀	1985 float64 3.65 96.5 ⌀	1986 float64 3.65 96.5 ⌀	1987 float64 3.65 96.5 ⌀	1988 float64 3.65 96.5 ⌀	1989 float64 3.65 96.5 ⌀	1990 float64 3.65 96.5 ⌀	1991 float64 3.65 96.5 ⌀	1992 float64 3.59 96.5 ⌀	1993 float64 3.56 96.7 ⌀	1994 float64 3.5 96.8 ⌀	1995 float64 3.44 96.7 ⌀	1996 float64 3.38 96.9 ⌀	1997 float64 3.28 96.9 ⌀	1998 float64 3.17 96.8 ⌀	1999 float64 3.01 96.7 ⌀	2000 float64 2.87 96.7 ⌀	2001 float64 2.72 96.8 ⌀	2002 float64 2.55 96.6 ⌀	2003 float64 2.39 96.6 ⌀	2004 float64 2.26 96.2 ⌀	2005 float64 2.14 96.1 ⌀	2006 float64 2.01 95.9 ⌀	2007 float64 1.89 95.8 ⌀	2008 float64 1.76 95.6 ⌀	2009 float64 1.66 95.3 ⌀	2010 float64 1.57 95 ⌀	2011 float64 1.46 94.8 ⌀	2012 float64 1.38 94.5 ⌀	2013 float64 1.3 94.1 ⌀	2014 float64 1.22 93.9 ⌀	2015 float64 1.15 93.9 ⌀	2016 float64 1.08 93.9 ⌀	2017 float64 1.02 93.9 ⌀	2018 float64 0.97 93.5 ⌀	2019 float64 0.92 92.9 ⌀	2020 float64 0.91 92.4 ⌀	2021 float64 0.91 92.4 ⌀	2022 float64 0.86 92.2 ⌀	2023 float64 0.83 92 ⌀	2024 float64 0.83 92 ⌀
Angola	AGO	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.729942	48.579364	48.842361	48.665913	48.306471	47.696239	47.252407	46.847379	46.620576	46.259255	45.931225	44.952359	45.10872	44.29387	46.189989	48.047354	49.769921	51.684792	53.537049	56.68095	60.410016	63.431254	66.759697	69.538585	67.782847	65.990983	64.028559	61.874345	59.575405	60.337321	61.266306	60.607368	60.524646	60.524646
Burundi	BDI	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.495484	96.468679	96.658628	96.769654	96.741229	96.852188	96.905236	96.762891	96.739455	96.705476	96.798596	96.617427	96.613383	96.21352	96.076589	95.876783	95.751198	95.625215	95.310348	95.029315	94.833107	94.517697	94.122906	93.868016	93.948815	93.947024	93.92436	93.498627	92.942929	92.413263	92.446657	92.204097	92.022853	92.022853
Benin	BEN	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	51.155592	50.798192	50.478403	50.066539	49.655584	49.109139	48.462902	47.838029	47.019049	46.049875	45.178375	44.26373	43.482344	42.614532	41.948251	41.141981	40.045356	39.004614	38.461443	37.823951	36.162635	32.923986	29.597028	26.663508	24.303887	21.775882	19.341804	17.072794	16.469866	16.27366	16.193934	15.461873	15.128247	15.128247
Burkina Faso	BFA	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.274625	52.153985	51.855282	51.602329	51.112998	50.217645	49.513439	48.6206	47.803022	47.363843	46.335484	45.506179	44.256118	43.349585	42.027665	40.986426	40.293841	39.355807	38.798662	37.671511	36.674207	35.733762	34.860851	34.265827	33.541023	32.726854	31.827382	30.942278	30.214674	30.101498	30.202365	28.551692	28.546385	28.546385
Botswana	BWA	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.894169	10.810777	10.809962	10.813389	10.60364	10.22739	11.576416	12.803112	14.900314	17.154346	14.113366	13.202803	12.360678	15.589759	19.173115	23.267611	21.891922	20.79918	19.976888	17.966361	16.447902	15.66808	14.161554	12.920393	12.383061	11.135899	10.234125	9.382078	8.544444	13.498226	10.33628	9.020896	7.474483	7.474483
Central African Republic	CAF	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.21912	83.332294	83.252452	83.066806	82.749312	82.815518	82.477234	82.168796	82.104715	82.128641	81.572572	81.171553	81.29421	80.711068	80.490482	79.922268	79.364571	79.090144	78.222139	77.62732	76.985372	76.345412	78.753243	78.248597	77.488841	76.826589	76.187694	75.563615	75.083414	74.981755	75.062088	74.536325	74.401654	74.401654
Cote d'Ivoire	CIV	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.588319	52.364947	52.212319	52.052189	51.706995	51.297015	50.736757	50.287185	49.792062	49.322335	49.176361	48.91311	48.506216	47.790325	47.248953	46.741079	46.177458	45.55147	44.78131	44.008613	43.816226	42.71766	41.418895	40.128537	38.417059	37.03186	35.765739	37.77291	39.597544	39.664744	39.832755	39.228856	38.84092	38.84092
Cameroon	CMR	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.425431	72.36031	72.315598	72.226402	72.0148	71.719558	71.407544	71.01629	70.509758	69.98515	69.037247	68.974967	68.605524	67.987836	67.456966	66.810051	66.029359	64.431288	62.785824	61.109284	59.225829	57.303167	55.325198	53.297773	52.15436	51.055603	50.013881	48.902967	47.792541	47.191039	46.672613	46.757053	46.233095	46.233095
Congo, Dem. Rep.	COD	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.59169	81.802838	82.022154	82.041158	81.921833	81.799601	82.041341	81.996066	82.195829	82.148208	82.517215	82.091839	81.486813	80.816834	79.917622	78.634273	77.272384	76.035697	74.913275	73.512544	72.115497	70.761167	69.565459	68.387564	67.364166	66.900682	66.384789	65.723956	64.998355	64.835876	64.930201	64.221877	63.722646	63.722646
Congo, Rep.	COG	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.65307	47.477438	47.266438	47.388726	47.268582	47.069833	46.48311	45.76382	46.062055	45.625001	44.581229	43.485022	42.850089	42.248697	41.256763	40.182816	39.339655	38.818851	37.39447	36.645919	35.718319	34.692165	34.005203	32.974457	32.047985	31.454769	31.477313	31.51051	30.866302	31.010434	31.062934	30.337737	29.880269	29.880269
Comoros	COM	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.51056	68.118543	67.839298	67.952441	67.611856	67.494538	67.099454	66.801244	66.421973	65.734036	65.136498	64.507804	63.808266	63.075954	60.75237	58.213486	55.610686	52.874747	50.508544	47.53564	44.559685	41.747512	38.803139	36.049064	36.461558	36.468719	36.307093	35.836374	35.558647	35.402548	35.492236	34.911625	34.721372	34.721372
Cabo Verde	CPV	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.477946	31.054913	30.659903	30.160275	29.623687	29.155197	28.462368	27.820835	27.109351	26.262245	25.585009	24.766471	23.938277	23.091066	22.365067	21.707699	20.898077	20.283362	19.757324	18.045446	16.407254	14.955715	13.537551	12.199662	10.969165	9.377193	7.884264	6.43996	5.390769	5.432428	5.396671	5.08562	4.942961	4.942961
Djibouti	DJI	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.654449	3.58505	3.562626	3.497003	3.443788	3.383007	3.277552	3.169748	3.013076	2.869554	2.72299	2.54899	2.39423	2.262096	2.143446	2.013493	1.888058	1.762613	1.664316	1.569187	1.464847	1.381286	1.295849	1.219739	1.145831	1.077821	1.020652	0.967055	0.918068	0.913558	0.907598	0.85793	0.826078	0.826078
Algeria	DZA	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.65754	14.468909	14.405557	14.352837	14.2081	13.958822	13.940857	13.417655	13.322619	13.415033	12.939674	12.24496	11.511762	10.838484	9.287533	7.821439	6.471042	5.414524	4.284877	3.517273	2.874831	3.517531	4.274899	3.8098	3.218971	2.951878	3.736916	3.620176	3.440735	3.416602	3.443922	3.254981	3.177615	3.177615
Egypt, Arab Rep.	EGY	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	48.705678	52.354449	46.447464	46.970893	42.475197	40.508629	40.516382	35.332843	31.911695	39.394428	31.929969	27.554398	39.052974	46.782243	46.621935	43.321779	46.52094	45.607001	46.026305	42.85029	43.36452	37.608663	42.861106	43.20675	40.16146	38.37127	36.977164	21.389582	21.385013	19.530916	18.9837	17.139678	16.757195	16.757195
Eritrea	ERI	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.456464	71.860331	71.41552	70.642207	70.605325	70.015014	69.174435	69.649924	69.868275	70.334733	69.095604	68.613565	68.979949	68.517273	67.967494	67.849809	67.619328	68.527992	67.890978	68.061705	66.93221	66.560215	67.419716	65.497841	67.074089	66.09525	66.897931	65.499159	64.888098	64.924851	65.035716	64.342189	63.977642	63.977642
Ethiopia	ETH	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	69.738266	70.005075	69.315033	69.088144	68.610693	67.705469	67.390519	67.832502	67.586269	68.620247	69.314696	70.799619	72.463741	72.616117	73.423484	72.549874	71.463228	70.354851	69.190524	67.913333	66.701896	65.157391	63.609783	62.344481	61.030125	59.796225	58.687386	57.668932	56.298253	55.174037	54.301384	53.740722	53.065041	53.065041
Gabon	GAB	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.08297	63.170091	62.666153	61.872773	61.155772	60.513547	59.64816	59.356938	59.406275	59.053968	59.074996	58.732659	58.109001	57.548461	56.688962	56.586188	55.615374	55.386825	55.208291	53.858412	52.542085	51.529885	50.369402	49.279468	48.111084	47.062883	46.035518	44.807626	43.62241	43.597822	43.43518	42.6026	42.337455	42.337455
Ghana	GHA	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	58.833684	57.544871	56.408895	55.430063	54.431639	53.331861	52.086866	51.026258	49.817519	51.987854	52.079187	52.027882	51.795138	51.576751	51.083657	50.858879	47.770728	44.41263	41.19888	37.816459	38.617573	40.227267	41.575802	34.612543	27.618651	33.264319	39.165987	37.21111	35.275075	33.943471	32.921267	30.100919	29.87922	29.87922
Guinea	GIN	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.578046	77.2859	77.191713	77.074705	76.964952	76.77451	76.417215	75.927337	75.749456	75.313295	74.617112	74.206111	73.392053	72.947992	72.491031	72.23058	71.386508	70.902274	70.84567	70.339926	69.651532	68.939007	68.360824	67.821669	67.095694	66.250663	65.563498	64.831608	64.238106	64.183034	64.194333	63.42803	62.968934	62.968934
Gambia, The	GMB	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.305392	61.134803	60.969616	60.935353	60.840443	60.500993	59.88446	59.256124	58.629706	57.793579	56.886354	56.806987	55.798994	54.748777	54.657383	54.093151	53.143065	52.383949	51.424391	50.514592	50.756544	49.806125	48.979463	48.517222	47.705416	47.268802	46.075651	44.691209	43.59474	43.491023	43.390412	42.348506	40.94197	40.94197
Guinea-Bissau	GNB	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.136327	69.157175	69.044443	68.83373	68.512501	67.877927	67.109645	68.21141	67.929762	67.217862	66.419199	66.626073	66.318718	65.711437	65.09582	64.386599	63.767798	63.234753	62.60379	62.060996	60.790436	60.815863	59.977772	59.79475	59.032335	57.948599	57.23465	56.257946	55.487581	55.30207	55.420884	54.688822	54.099592	54.099592
Equatorial Guinea	GNQ	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	72.760993	71.910143	72.833409	70.796214	71.430854	70.287814	68.120301	68.381191	65.917907	64.561988	62.451069	61.856145	60.881594	59.572343	58.719226	58.761104	58.009121	57.075939	57.56276	58.301156	58.14837	57.85215	58.739419	59.021166	60.277001	61.278747	61.706502	61.251036	61.727742	61.843863	62.005622	61.301771	61.649672	61.649672
Kenya	KEN	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.692243	58.449062	58.185884	57.751929	57.300518	56.748282	56.258381	55.611941	55.01072	54.322208	53.328813	52.436873	51.481337	50.492911	49.486468	48.642516	47.521256	46.631106	45.882281	44.834709	43.873398	42.883421	41.928474	40.896455	39.835246	38.854111	37.896086	36.800056	35.739351	35.616941	35.667889	34.800574	34.249074	34.249074
Liberia	LBR	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.917064	53.858051	53.76875	53.638292	53.934984	53.413572	52.744992	52.668299	52.097169	51.387718	51.729606	50.910387	52.294912	51.425669	50.727247	50.056553	49.169984	48.454208	48.016615	47.468045	46.628215	45.762616	44.493667	44.056015	43.603813	43.563639	42.833367	42.661323	42.676482	42.627748	42.653731	41.800887	41.209726	41.209726
Libya	LBY	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.286724	12.249441	12.259716	12.195353	12.245898	12.130738	12.044001	11.777669	11.785773	11.706431	11.577559	11.7149	11.354602	11.112338	10.724438	10.398108	9.940999	9.752018	9.415858	9.166184	8.425071	8.79321	8.711877	8.538192	8.156248	8.001234	7.706271	7.516003	7.415236	7.387968	7.409646	7.050021	6.913398	6.913398
Lesotho	LSO	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	46.073361	45.694188	45.336244	44.884966	45.299481	45.486131	45.474512	44.26175	42.950468	41.208877	39.14265	37.321657	35.352953	33.491615	31.429478	29.48821	26.708006	24.704133	24.186588	23.821438	23.292466	22.628186	22.029904	21.452297	20.810526	20.019357	19.525117	19.005879	18.339942	18.460253	18.600758	17.994014	17.714304	17.714304
Morocco	MAR	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.454475	63.561497	63.369572	62.706231	62.676324	61.574093	61.393653	60.458731	59.960916	59.437792	58.31463	57.181049	56.997902	60.568114	61.637647	61.579645	60.279584	59.448874	59.839241	60.68279	61.375269	60.21108	58.096932	57.25248	55.639818	54.575795	53.116861	51.75484	50.509849	49.901614	49.534643	47.031789	47.466288	47.466288
Madagascar	MDG	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.254011	80.194719	80.101131	80.118544	79.980609	79.834999	79.766254	79.765575	79.799098	79.938039	80.046051	82.478769	83.254419	83.17078	82.483475	80.509627	78.430887	75.587322	73.773009	71.469076	68.859746	65.946408	69.066572	71.311284	73.150229	72.496321	71.832775	71.366709	70.617172	70.294588	70.186547	69.048873	68.514055	68.514055
Mali	MLI	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.08572	69.057904	68.83157	68.504881	68.313661	67.810125	67.373582	66.751369	66.056518	66.05289	64.533676	64.148333	63.217841	63.199824	62.511289	62.229185	64.332119	66.268308	68.080372	69.700909	71.542379	73.445321	74.986797	66.077302	61.901818	63.190245	62.040598	63.505805	65.02257	65.498999	66.337197	65.822667	65.511497	65.511497
Mozambique	MOZ	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.460433	92.506433	92.37596	92.323817	92.271326	92.098486	91.807278	91.501564	91.063229	90.916574	90.28748	90.194079	89.882872	89.454847	88.97235	88.368135	87.798998	87.274951	86.804424	86.177532	85.589311	84.744371	84.124562	83.114682	82.052754	81.546745	80.924173	80.378904	80.006147	79.94095	80.031679	79.598849	79.170603	79.170603
Mauritania	MRT	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	39.085321	38.967916	38.679712	38.488475	38.110099	37.697712	37.468309	36.553249	35.993666	35.529237	34.935724	34.268014	33.516902	32.72376	32.089769	31.428194	30.759592	30.138658	29.328705	28.817965	28.292476	27.314507	26.615629	25.651764	24.816661	24.318439	23.576672	27.181938	30.791209	30.652487	30.737001	29.84373	29.311254	29.311254
Mauritius	MUS	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	13.518225	12.627577	12.215772	11.813363	12.568129	11.118541	10.235814	9.627128	8.613353	8.66654	10.816186	8.823299	12.557953	8.157079	8.911611	8.039265	7.806669	7.645876	8.114543	7.536387	6.306241	6.370974	5.610823	5.691014	5.662486	6.002528	4.881524	4.049421	3.75105	3.180076	2.999186	3.250459	3.159061	3.159061
Malawi	MWI	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.012547	81.15724	80.844852	80.818387	80.261882	79.94405	79.64159	79.391755	79.114131	78.873309	79.019186	78.683625	78.1416	77.547694	77.113173	76.477556	75.470919	74.552245	73.872082	73.146645	72.505803	72.225522	71.551635	70.77129	70.274279	69.803226	69.199011	68.490399	67.703348	67.62556	67.688287	67.091054	66.810098	66.810098
Namibia	NAM	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	52.16589	51.114831	50.358415	49.251834	46.149522	42.823226	39.381934	35.949889	32.590861	29.211405	28.439924	27.366371	26.414536	25.305758	26.105773	26.73478	27.735297	28.42856	29.557105	30.347154	28.367977	26.598527	30.828715	30.28601	23.658734	17.890068	19.4446	21.022715	20.537793	20.411504	20.523454	19.878053	19.652712	19.652712
Niger	NER	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.173593	76.134693	76.135453	76.069935	76.001437	76.051699	76.026226	75.744343	75.802765	75.896585	75.559332	75.330428	75.262791	75.279179	74.843485	74.505975	74.352159	73.867095	73.704357	73.050704	72.897662	72.668833	72.038125	71.432617	70.852262	69.926027	69.151502	68.107805	67.228277	67.069764	67.274521	66.678009	66.388372	66.388372
Nigeria	NGA	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.530468	47.255288	46.991648	46.693584	46.431287	46.011171	45.520752	44.934677	44.397129	43.697422	42.826745	41.8971	40.994908	40.059039	38.946342	37.7887	36.710703	35.637521	34.567782	33.407486	32.40122	30.54483	28.68199	28.788771	29.020434	29.444175	29.937467	30.280912	30.717482	29.555363	28.471115	25.607459	25.596339	25.596339
Rwanda	RWA	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.407915	93.339494	93.439874	94.100406	95.622337	94.954048	94.346629	94.078228	94.283734	94.22437	93.913641	93.475599	93.23849	92.601859	91.909722	91.306547	90.856607	89.927599	89.303328	88.472563	87.444871	86.425422	83.341257	79.065345	74.641389	69.639407	63.795513	61.463527	57.254602	60.349991	65.950518	65.104832	64.653345	64.653345
Sudan	SDN	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.443387	79.323324	79.209124	78.982157	78.123032	77.054422	76.050603	75.294976	74.493743	73.529459	71.911536	70.065708	68.69958	67.650774	66.287668	65.228574	62.31537	61.697943	61.612286	60.257631	60.540823	58.914946	58.223225	56.363094	54.913107	54.704642	53.56773	53.040552	51.400346	50.683107	50.514269	48.647414	48.647414	48.647414
Senegal	SEN	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.91888	50.780161	50.627115	50.548511	50.126411	49.825675	49.331329	48.622738	47.824606	47.079525	46.077582	45.386257	44.343543	43.258888	42.218234	41.133359	40.054406	38.912572	38.01163	36.878042	35.748776	34.083664	32.098987	29.53407	26.940079	30.282898	23.082293	16.773706	17.72426	17.768416	17.591013	16.789945	16.52321	16.52321
Sierra Leone	SLE	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	72.735771	73.099502	72.915613	72.830851	72.988866	72.72169	72.802007	72.44365	72.333982	71.774313	71.986737	69.87419	68.972834	71.055335	70.297427	69.408495	67.984565	66.723847	65.572113	64.039077	62.44491	60.211005	57.743381	55.849459	54.596148	51.405429	48.198254	45.489293	44.128396	43.771544	43.627142	42.739761	42.248491	42.248491
Somalia	SOM	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	54.86608	55.488289	55.191531	55.240136	54.722026	54.020066	53.685681	52.695649	51.64154	50.467585	49.36386	48.152023	47.110639	45.968745	44.838321	44.03503	41.716838	41.203768	40.866722	40.493733	40.394117	39.950965	38.373209	36.857476	35.172084	33.748341	32.032564	30.984153	29.854787	29.569807	29.67719	28.794226	28.238981	28.238981
South Sudan	SSD	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.428947	83.26492	83.114463	83.020166	82.854428	82.682335	82.340419	82.162541	81.923108	81.462245	80.924436	80.3654	79.739914	79.073649	78.311916	77.479559	76.6381	75.805812	75.582735	74.344283	73.139695	72.059852	71.378819	71.052298	71.752667	72.309569	72.884175	73.280186	73.391819	73.330496	73.470337	72.940106	72.712307	72.712307
Sao Tome and Principe	STP	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.801262	28.473945	28.149159	27.779425	27.424023	26.987714	26.487603	25.967591	25.295877	24.67746	24.193334	23.285696	22.327761	21.368766	20.407918	19.413834	18.567879	17.649624	16.850011	15.977117	15.302597	14.777714	14.121752	13.519484	12.994639	12.750143	12.093933	11.534657	11.146473	11.058229	11.06756	10.651289	10.391069	10.391069
Eswatini	SWZ	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	20.221861	19.956214	19.586313	19.375486	19.113383	18.734324	18.285672	17.94075	17.595545	17.38471	16.960704	16.538907	16.058112	15.523886	15.121983	14.699132	14.262518	13.849192	13.4641	13.147414	12.854472	12.547553	12.237098	11.939768	11.608312	11.31752	11.072756	10.867756	10.620371	10.525651	10.372394	10.202257	10.016411	10.016411
Seychelles	SYC	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null
Chad	TCD	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	86.121275	85.747163	86.08095	85.509693	85.42853	85.354911	85.020889	84.468937	84.46771	84.467492	83.725325	83.021801	82.340695	81.207555	80.384913	80.189789	79.780418	79.30645	78.540898	77.83641	76.95905	75.96155	75.074363	73.962338	72.950423	72.579129	71.971468	70.808277	70.073323	69.751015	69.794275	69.242506	68.856859	68.856859
Togo	TGO	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.06961	55.035894	55.395303	54.614899	54.01033	53.258042	52.097288	52.088868	51.433905	51.003648	50.251023	49.193229	47.894224	47.373046	47.447796	47.262163	44.574657	41.277722	36.598155	33.689652	31.363622	30.957557	30.477898	30.021647	29.541211	29.148359	28.597451	27.363958	26.463055	26.299927	26.263068	25.494184	24.985801	24.985801
Tunisia	TUN	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.839163	26.648275	26.488661	26.317008	26.002845	25.416537	24.966848	24.511005	23.963224	23.425514	22.829455	22.430131	21.73211	21.029642	20.733282	21.509179	20.345276	18.593193	19.541036	20.090757	14.905555	15.500609	11.780712	10.475175	9.701127	10.888488	10.119717	10.273137	10.414591	10.379561	10.437887	9.851581	9.163363	9.163363
Tanzania	TZA	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.475823	87.419273	87.298338	87.212742	86.999241	86.811354	86.686669	86.496645	86.124216	85.687145	84.914581	83.45289	81.885237	80.140336	78.247166	76.219991	75.780393	75.17458	74.629383	73.921295	73.13522	72.585909	71.712372	70.837577	70.260637	69.615195	68.924496	68.299747	67.587388	67.287862	67.663784	67.004334	66.778	66.778
Uganda	UGA	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.944255	87.869848	87.725323	87.550864	87.23638	86.967757	86.78924	86.573356	86.198075	86.012956	85.682224	85.194516	84.733108	84.23859	83.743914	82.96287	82.265918	81.492301	81.155067	80.730779	80.00765	79.464884	78.756798	78.506914	77.579883	76.673537	75.731772	72.744048	69.254595	70.797953	72.353193	71.830444	71.437445	71.437445
South Africa	ZAF	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.856078	25.825572	25.665215	25.454066	25.18066	24.921955	24.637859	24.360284	23.964203	23.430463	22.609055	21.744022	21.41761	20.645475	20.107493	19.563584	19.231104	20.021176	19.975812	18.366684	20.120475	18.035305	16.468638	14.681904	16.060194	16.278791	17.591931	16.514107	17.381126	22.816158	22.402768	19.849948	19.767362	19.767362
Zambia	ZMB	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.730988	72.604401	72.467209	72.386518	72.07494	71.633319	71.088737	70.318175	68.69492	66.524909	66.749865	66.899264	66.888454	66.806293	66.614115	65.971501	65.194201	64.334376	62.887068	61.68631	60.495394	59.106097	58.033353	56.772198	56.020099	59.235173	62.540354	66.996537	62.634452	64.485801	62.680846	59.71743	59.081352	59.081352
Zimbabwe	ZWE	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	72.98809	73.360509	73.095494	72.690323	72.422248	71.848217	71.860748	71.704715	71.770123	73.319606	73.740658	75.705924	78.611102	79.966977	79.215218	76.709165	76.886546	76.384607	75.502802	73.265903	71.652231	71.723899	71.631125	71.620209	71.064844	70.489107	69.123445	67.842242	66.858414	64.003467	60.103286	60.190871	59.243296	59.243296

Africa Employment in agriculture, female (% of female employment) (modeled ILO estimate) Dataset

Overview

This dataset contains employment in agriculture, female (% of female employment) (modeled ilo estimate) data for African countries from the World Bank.

Data Details

Indicator Code: SL.AGR.EMPL.FE.ZS
Description: Employment in agriculture, female (% of female employment) (modeled ILO estimate)
Geographic Coverage: 53 African countries
Time Period: 1991-2023
Data Points: 1,748 observations
Coverage: 49.80% of possible country-year combinations

File Formats

Main Dataset (`sl_agr_empl_fe_zs_africa.csv`)

Rows: 54 countries
Columns: 65 years (1960-2024)
Structure: Countries as rows, years as columns
Missing Value Treatment: Interpolation → Forward Fill → Backward Fill
Use Case: Cross-sectional analysis, heatmaps, correlation analysis

Data Quality

Coverage Statistics

Total Observations: 1,748
Possible Observations: 3,510
Coverage Rate: 49.80%

Countries with No Data

1 countries have no observations: Seychelles

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('sl_agr_empl_fe_zs_africa.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('sl_agr_empl_fe_zs_africa.csv', row.names=c(1,2))

Source

World Bank Open Data - Employment in agriculture, female (% of female employment) (modeled ILO estimate)

Original File: API_SL.AGR.EMPL.FE.ZS_DS2_en_excel_v2_122646.xls
Processed: 2025-08-24

License

This dataset is derived from World Bank Open Data and is available under the Creative Commons Attribution 4.0 International License.

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