Datasets:

electricsheepafrica
/

Ores-and-metals-exports-percentage-of-merchandise-exports

year int64 1.96k 2.02k	Algeria float64 0.17 3.94	Angola float64 0.06 12.2	Benin float64 0.01 13.8	Botswana float64 0.78 23.2	Burkina Faso float64 0.02 5.88	Burundi float64 0.38 10.2	Cabo Verde float64 0 24.5	Cameroon float64 1.77 21.2	Central African Republic float64 0 61.6	Chad float64 0.12 1.02	Comoros float64 0 6.55	Congo, Dem. Rep. float64 31.1 83.1	Congo, Rep. float64 0.01 5.84	Cote d'Ivoire float64 0.13 1.99	Djibouti float64 0.22 0.72	Egypt, Arab Rep. float64 0.17 8.12	Equatorial Guinea float64 0.06 7.46	Eritrea float64 1.75 8.33	Eswatini float64 0.14 5.79	Ethiopia float64 0.07 4.97	Gabon float64 1.06 40.1	Gambia, The float64 0 19.7	Ghana float64 1.37 29.8	Guinea float64 25.8 77.3	Guinea-Bissau float64 0.01 0.63	Kenya float64 0.7 6.78	Lesotho float64 0.01 46.9	Liberia float64 0.06 79.4	Libya float64 0 1.25	Madagascar float64 1.27 39.3	Malawi float64 0 11.4	Mali float64 0.02 1.12	Mauritania float64 0.01 94.3	Mauritius float64 0 3.72	Morocco float64 4.41 60.8	Mozambique float64 1.66 64	Namibia float64 7.21 34.5	Niger float64 0.07 87.8	Nigeria float64 0 7.16	Rwanda float64 6.34 47.7	Sao Tome and Principe float64 0 3.16	Senegal float64 2.81 28.6	Seychelles float64 0 11.7	Sierra Leone float64 0.12 86.4	Somalia float64 0 0.31	South Africa float64 6.41 37.8	South Sudan null	Sudan float64 0.08 2.24	Tanzania float64 0.11 25.4	Togo float64 8.53 76.7	Tunisia float64 1.06 30.5	Uganda float64 0.11 4.45	Zambia float64 46.6 99.1	Zimbabwe float64 7.03 46
1,960	1.767079	3.879104	0.188999	6.969489	3.87219	0.418375	18.138993	21.16691	0.001765	0.900206	0.051544	31.132046	3.504812	1.992654	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	17.648021	0.008257	13.820328	65.386959	0.19035	1.051499	0.00702	61.021551	0.204013	4.240464	0.203367	0.771372	0.012715	0.000044	37.251156	1.761832	10.873591	0.145014	1.08572	12.381839	0.014655	5.520834	4.45339	19.992845	0.099272	16.140238	null	0.148902	0.861841	11.813349	22.831813	2.17008	97.908325	17.114318
1,961	1.767079	3.879104	0.188999	6.969489	3.87219	0.418375	18.138993	21.16691	0.001765	0.900206	0.051544	31.132046	3.504812	1.992654	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	17.648021	0.008257	13.820328	65.386959	0.19035	1.051499	0.00702	61.021551	0.204013	4.240464	0.203367	0.771372	0.012715	0.000044	37.251156	1.761832	10.873591	0.145014	1.08572	12.381839	0.014655	5.520834	4.45339	19.992845	0.099272	16.140238	null	0.148902	0.861841	11.813349	22.831813	2.17008	97.908325	17.114318
1,962	1.767079	3.879104	0.188999	6.969489	3.87219	0.418375	18.138993	21.16691	0.001765	0.900206	0.051544	31.132046	3.504812	1.992654	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	17.648021	0.008257	13.820328	65.386959	0.19035	1.051499	0.00702	61.021551	0.204013	4.240464	0.203367	0.771372	0.012715	0.000044	37.251156	1.761832	10.873591	0.145014	1.08572	12.381839	0.014655	5.520834	4.45339	19.992845	0.099272	16.140238	null	0.148902	0.861841	11.813349	22.831813	2.17008	97.908325	17.114318
1,963	1.767079	5.060771	0.228891	6.969489	3.467597	0.418375	18.138993	19.03073	0.002112	1.016183	0.05004	44.579439	1.232474	1.186893	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	28.626882	0.008257	8.305723	65.386959	0.19035	1.051499	0.00702	61.021551	0.080752	4.171	0.203367	0.669486	68.21509	0.000044	34.951614	1.761832	10.873591	0.301478	5.741797	12.381839	0.014655	6.186492	4.45339	19.992845	0.110365	16.140238	null	0.148902	0.861841	24.012303	22.075731	2.17008	97.908325	17.114318
1,964	1.767079	6.242438	0.007895	6.969489	1.955267	0.418375	18.138993	15.327344	0.005986	0.712758	0.048537	58.026831	1.010577	0.960836	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	30.770262	0.008257	10.894516	65.386959	0.19035	1.051499	0.00702	64.750669	0.034068	3.674506	0.203367	0.204922	94.33336	0.000044	37.431072	1.761832	10.873591	0.235764	7.009789	12.381839	0.014655	8.446518	4.45339	17.847144	0.121458	16.140238	null	0.333056	0.861841	26.22996	24.037114	2.17008	97.908325	17.114318
1,965	1.767079	7.424105	0.609784	6.969489	1.34895	0.418375	18.138993	17.386767	0.003025	1.006394	0.047033	71.474224	1.761646	1.654407	0.223071	1.087571	0.143861	8.328372	0.433078	0.070245	36.976634	0.007077	12.034059	65.386959	0.19035	1.051499	0.00702	68.479787	0.076055	4.208099	0.203367	0.899686	93.705956	0.000044	39.383415	1.761832	10.873591	0.348906	6.524862	12.381839	0.014655	8.65793	4.45339	17.537017	0.132551	16.140238	null	0.659835	0.861841	33.035164	30.50004	2.17008	97.908325	17.114318
1,966	1.767079	8.605772	0.383987	6.969489	1.457817	0.54803	18.138993	16.198487	0.000065	0.745506	0.04553	72.738242	1.835272	1.93277	0.223071	1.160721	0.143861	8.328372	0.433078	0.070245	40.14253	0.005898	14.961144	65.386959	0.19035	1.051499	0.00702	72.208905	0.097561	3.684521	0.203367	1.12163	92.781578	0.000044	36.614356	1.761832	10.873591	0.157929	6.441938	12.381839	0.014655	7.574964	4.45339	17.226889	0.143644	16.140238	null	0.846224	0.861841	42.663853	26.212051	2.17008	97.908325	17.114318
1,967	2.85484	9.787439	13.75576	6.969489	0.196107	0.677686	18.138993	14.999034	0.000297	0.606209	0.044026	74.00226	2.24626	1.503953	0.223071	2.481517	0.143861	8.328372	0.433078	0.070245	33.902788	0.004718	13.780148	65.386959	0.19035	1.051499	0.00702	75.938023	0.03819	3.310099	0.111342	0.936215	89.062954	0.000044	35.95022	1.761832	10.873591	0.212996	6.174158	12.381839	0.014655	8.023393	4.45339	16.916762	0.136389	16.140238	null	0.530436	0.861841	38.534328	22.906538	2.17008	96.657084	17.114318
1,968	3.942601	10.969106	2.957475	6.969489	0.132677	0.807341	18.138993	11.764865	0.000529	0.121817	0.042523	75.266277	1.302676	1.134934	0.223071	0.848407	0.143861	8.328372	0.433078	0.070245	26.871743	0.003539	18.294628	65.386959	0.19035	1.051499	0.00702	75.172789	0.036835	2.932477	0.261596	0.40499	89.695103	0.000044	33.527439	1.761832	10.873591	0.362089	7.155461	12.381839	0.014655	7.301673	4.45339	16.606634	0.129134	16.140238	null	0.439986	0.861841	34.133781	20.921772	2.17008	97.460623	17.114318
1,969	3.314497	12.150773	0.670467	6.969489	0.067748	0.936997	18.138993	11.024816	0.02357	0.703119	0.041019	76.530295	0.712083	0.977172	0.223071	0.605969	0.143861	8.328372	0.433078	0.070245	25.427699	0.002359	22.147883	65.386959	0.19035	1.051499	0.00702	74.407555	0.05357	4.20979	0.22184	0.796294	89.007714	0.000044	32.346103	1.761832	10.873591	0.252019	4.759452	12.381839	0.014655	9.873521	4.45339	16.296506	0.121878	16.140238	null	0.446248	0.861841	29.733233	17.392739	2.17008	98.264163	17.114318
1,970	2.529101	12.122046	0.12067	6.969489	0.133783	1.066652	18.138993	10.889359	0.053792	0.219049	0.039516	77.794313	0.12149	1.052589	0.223071	0.554521	0.143861	8.328372	0.433078	0.070245	13.676167	0.00118	12.869047	65.386959	0.19035	1.051499	0.00702	73.642322	0.051105	5.011107	0.379134	0.747487	88.320325	0.000044	32.609778	1.761832	10.873591	0.164841	4.201011	12.381839	0.014655	9.282659	4.45339	15.986379	0.114623	16.140238	null	0.391772	0.861841	24.878228	18.994134	2.17008	99.067702	17.114318
1,971	3.336877	10.129732	0.126442	6.969489	0.111222	1.196308	18.138993	9.326271	0.006423	0.159457	0.038012	74.918037	2.386457	0.808515	0.223071	0.438633	0.143861	8.328372	0.433078	0.070245	22.053856	0	15.014755	65.386959	0.467454	1.051499	0.00702	74.985423	0.004232	4.236335	0.220717	0.72875	83.698521	0.000027	31.093347	1.761832	10.873591	18.737217	2.179123	12.381839	0.014655	12.740167	4.45339	15.676251	0.31006	16.140238	null	0.365302	0.861841	30.746561	16.593311	2.17008	98.044931	17.114318
1,972	2.256866	7.764274	0.310374	6.969489	0.174484	1.325963	18.138993	9.950983	0.007782	0.527118	0.036508	72.041761	1.404003	0.781446	0.223071	0.311055	0.143861	8.328372	0.433078	0.070245	19.088881	0	17.810907	65.386959	0.459645	1.051499	0.00702	77.564789	0.018664	4.507647	0.099946	1.000738	81.382538	0.000056	29.893438	1.761832	10.873591	17.371546	1.477288	12.381839	0.014655	10.248954	5.945463	15.366124	0.005479	16.140238	null	0.313522	0.861841	37.568797	11.647429	2.17008	98.530358	17.114318
1,973	1.176856	6.705172	0.355578	6.969489	0.121379	1.455619	18.138993	7.011958	0.009141	0.512918	0.035005	74.525837	1.706487	0.5369	0.223071	0.174869	0.143861	8.328372	0.433078	0.070245	16.123905	0	11.130419	65.386959	0.444981	1.051499	0.00702	76.08596	0.023424	3.720371	0.088113	0.977169	80.109002	0.000352	27.969785	1.761832	10.873591	39.382285	0.789972	12.381839	0.014655	13.407462	3.676223	14.294346	0.016312	16.140238	null	0.247636	0.861841	47.148167	10.923564	2.17008	98.298662	17.114318
1,974	1.427075	4.146125	0.407421	6.969489	0.138692	1.585274	18.138993	5.230432	0.007719	0.281722	0.033501	80.114957	0.278245	0.557263	0.223071	0.31528	0.143861	8.328372	0.433078	0.070245	13.158929	0	8.561637	65.386959	0.430316	1.051499	0.00702	73.146532	0.003752	5.100499	0.126432	0.953601	78.835467	0.000336	60.82718	1.761832	10.873591	50.103375	0.528861	12.381839	0.014655	28.617973	2.539894	14.266844	0.040927	16.140238	null	0.398721	0.861841	76.706573	15.021915	2.17008	97.626106	17.114318
1,975	1.235961	3.128267	0.371435	6.969489	0.056735	0.849993	18.138993	7.556623	0.006298	0.823366	0.031998	70.672016	1.698386	0.518261	0.223071	0.523715	0.143861	8.328372	0.433078	0.070245	10.193953	0	8.16708	65.386959	0.415652	1.051499	0.00702	79.352089	0.000482	6.385456	0.102171	0.228826	77.561932	0.000325	59.392908	1.761832	10.873591	60.858573	0.461152	12.381839	0.014655	24.016238	4.303408	14.177173	0.013858	15.364009	null	0.59464	0.861841	65.505841	16.009673	2.17008	97.542255	17.114318
1,976	2.374189	2.110408	0.33545	6.969489	0.303907	0.43079	18.138993	5.914917	0.004877	0.823366	0.030494	56.311505	1.373137	0.313585	0.223071	1.688058	0.143861	8.328372	0.433078	0.070245	12.152661	0	16.84322	65.386959	0.400988	1.051499	0.00702	75.611592	0.000488	5.423958	0.020967	0.10722	76.288397	0.000015	45.297581	1.761832	10.873591	64.316223	0.292568	12.381839	0.014655	17.982836	6.797732	6.652299	0.03274	19.111183	null	0.817881	0.861841	52.888529	10.201496	2.17008	98.302318	17.114318
1,977	1.00852	1.092549	0.299464	6.969489	0.041584	0.439202	18.138993	4.392069	0.157086	0.823366	0.028991	59.141219	5.835591	0.206251	0.223071	2.155558	0.143861	8.328372	0.433078	0.070245	9.34842	0	12.446841	65.386959	0.386324	0.700331	0.00702	65.973795	0.000494	4.701129	0.01227	0.108139	75.014862	0.001857	44.540708	1.761832	10.873591	74.537935	0.283061	12.381839	0.014655	11.949435	5.779019	10.047779	0.072542	17.838626	null	0.539138	0.388927	48.938278	7.490987	2.065722	97.261476	17.114318
1,978	0.910961	0.074691	0.263479	6.969489	0.044655	0.447614	18.138993	2.411448	0.130405	0.823366	0.027487	51.787261	0.192048	0.21645	0.223071	5.094163	0.143861	8.328372	0.433078	0.070245	18.339864	0.057719	15.109385	65.386959	0.371659	0.856729	0.00702	62.741077	0.0005	5.401424	0.026708	0.121305	73.741326	0.004614	40.241776	1.761832	10.873591	83.953371	0.329222	12.381839	0.014655	18.076213	7.292472	13.44326	0.004854	14.281842	null	0.260395	0.498502	39.231631	5.66954	1.961364	95.75719	17.114318
1,979	0.70329	0.057958	0.227493	6.969489	0.039459	0.456026	24.48257	5.033619	0.174445	0.823366	0.025984	52.298129	0.404159	0.343926	0.223071	5.030223	0.143861	8.328372	0.433078	0.070245	13.093984	0.115437	11.162137	65.386959	0.356995	0.761098	0.00702	61.514476	0.000506	3.934316	0.027562	0.068844	72.467791	0.031965	40.080522	1.761832	10.873591	87.802752	0.184992	12.381839	0.014655	16.590154	6.374203	16.83874	0.064444	13.386201	null	0.676315	0.610301	46.721935	3.704487	1.857006	97.634182	17.114318
1,980	0.463848	0.10377	1.146296	6.969489	0.106404	0.464439	10.213157	1.880141	0.218484	0.823366	0.02448	52.808998	0.239944	0.312607	0.223071	2.473761	0.143861	8.328372	0.433078	0.070245	12.054676	0.173156	16.652818	65.386959	0.342331	2.477028	0.00702	57.59784	0.000512	3.585725	0.023851	0.060565	71.194256	0.059315	40.541419	1.761832	10.873591	83.796099	0.167949	12.381839	0.014655	19.974929	4.350671	20.234221	0.011945	6.957611	null	0.535862	5.414337	40.35782	3.616305	1.752647	96.958821	17.114318
1,981	0.580071	0.223166	0.610394	6.969489	0.119325	0.472851	9.824987	1.827329	3.342861	0.823366	0.022977	53.319866	0.188453	0.281288	0.223071	4.158017	0.057027	8.328372	0.433078	0.070245	5.303136	0.230874	29.822637	65.386959	0.327667	4.011628	0.00702	66.732741	0.000519	5.012149	0.041758	0.094631	69.920721	0.086665	39.141963	1.761832	10.873591	79.789447	0.150906	12.381839	0.014655	14.129795	2.150782	23.629701	0.019615	7.657949	null	0.453468	4.925477	50.783745	2.679746	1.648289	96.283461	17.114318
1,982	0.663802	0.889769	0.074492	6.969489	0.032067	0.481263	9.436818	1.774517	6.467239	0.823366	0.021473	53.830735	0.136962	0.198704	0.223071	3.863179	0.074465	8.328372	0.433078	0.070245	5.116589	0.288593	25.614303	65.386959	0.313002	2.396928	0.00702	71.198347	0.000525	4.189568	0.019014	0.128697	68.647186	0.114016	34.981109	1.761832	10.873591	79.801407	0.133004	12.381839	0.014655	13.582655	0.315332	27.025182	0.036151	7.725933	null	0.473418	4.122658	46.429807	2.901816	1.543931	95.608101	17.114318
1,983	0.601897	1.556373	0.074688	6.969489	0.061346	0.489675	9.048648	3.394974	9.591616	0.823366	0.019969	54.341603	0.085472	0.186146	0.223071	3.160609	7.45971	8.328372	0.433078	0.070245	7.035632	0.346311	10.841741	65.386959	0.298338	2.130049	0.00702	67.478675	0.000531	3.192711	0.022245	0.125226	67.373651	0.141366	29.499863	1.761832	10.873591	79.813367	0.115102	12.381839	0.014655	13.035515	0.648798	30.420662	0.036151	7.700087	null	0.383819	3.319839	42.075868	2.770363	1.439573	94.932741	17.114318
1,984	0.512363	2.222976	0.074883	6.969489	0.084529	0.498087	8.660478	5.015431	12.715993	0.823366	0.018466	54.852472	0.109908	0.190199	0.223071	4.299574	7.45971	8.328372	0.433078	0.070245	6.943311	0.40403	2.962608	65.386959	0.283674	2.063852	0.00702	64.76153	0.000537	2.603454	0.016771	0.121756	66.100115	0.168716	30.467407	1.761832	10.873591	79.825327	0.136875	12.381839	0.014655	12.488375	0.08755	36.114271	0.036151	8.69425	null	0.29422	2.51702	44.190776	2.679137	1.335215	94.25738	17.114318
1,985	0.399498	2.88958	0.075079	6.969489	0.107713	0.5065	7.994287	6.635889	15.84037	0.823366	0.016962	55.36334	0.110812	0.194252	0.223071	4.061623	7.45971	8.328372	0.433078	0.070245	6.850991	0.461748	3.82809	65.386959	0.26901	2.445062	0.00702	63.474048	0.000629	5.34807	0.004673	0.118285	64.82658	0.196067	27.734917	1.761832	10.873591	79.837287	0.049699	12.381839	0.014655	11.941235	0.032206	33.942008	0.036151	8.87049	null	0.431962	1.714201	46.305683	2.509468	1.230857	93.58202	16.255483
1,986	0.777389	3.556184	0.075275	6.969489	0.130896	0.514912	7.328096	8.256346	18.964747	0.823366	0.015459	55.874209	0.10459	0.190643	0.223071	5.78686	7.45971	8.328372	0.433078	0.070245	6.758671	0.519467	4.693571	65.386959	0.254345	2.050675	0.00702	62.186565	0.000721	5.811037	0.042383	0.114815	63.553045	0.223417	21.292177	1.761832	10.873591	79.849248	0.027907	12.381839	0.014655	11.394096	0.961839	31.769745	0.036151	9.046729	null	0.427123	0.911382	48.420591	2.528295	1.126499	92.90666	15.408488
1,987	0.490492	4.222787	0.075471	6.969489	0.154079	0.523324	6.661906	8.552115	22.089124	0.823366	0.013955	56.385077	0.097593	0.187033	0.266812	8.119023	7.45971	8.328372	0.433078	0.070245	6.66635	0.577185	5.559052	65.386959	0.239681	2.597217	0.00702	60.899083	0.00124	6.274004	0.025587	0.111344	62.27951	0.250767	17.872815	1.761832	10.873591	79.861208	0.067392	12.381839	0.014655	8.21467	0.156761	29.597482	0.036151	9.222969	null	0.422284	0.108562	46.059442	2.144316	1.022141	92.2313	15.533965
1,988	0.468753	4.889391	0.075666	6.969489	0.177263	0.531736	5.995715	7.994403	25.213502	0.823366	0.012452	56.895946	0.090596	0.183424	0.269169	7.720363	7.45971	8.328372	0.433078	0.070245	6.57403	0.634904	6.424533	65.386959	0.225017	2.699771	0.00702	59.611601	0.001537	6.736971	0.027178	0.101827	61.005975	0.278118	16.800067	1.761832	10.873591	79.873168	0.061398	12.381839	0.014655	8.687324	0.142786	27.425219	0.036151	9.399209	null	0.417445	0.132412	50.140264	1.979036	0.917783	91.555939	15.659442
1,989	0.447015	5.555994	0.075862	6.969489	0.200446	0.540148	5.329525	7.43669	28.337879	0.823366	0.010948	57.406814	0.083599	0.179815	0.271526	7.321702	7.45971	8.328372	0.433078	0.070245	6.481709	0.692622	7.290015	65.386959	0.210353	2.802326	0.00702	58.324118	0.001835	7.199938	0.028768	0.09231	59.732439	0.139238	15.727318	1.761832	10.873591	79.885128	0.055404	12.381839	0.014655	9.159979	0.128812	25.252956	0.036151	9.575448	null	0.412607	0.156262	49.852239	1.813757	0.813425	90.880579	15.784919
1,990	0.425276	6.222598	0.076058	6.969489	0.223629	0.548561	4.663334	6.878978	31.462256	0.823366	0.009445	57.917683	0.076602	0.176206	0.273882	6.923042	7.45971	8.328372	0.433078	0.070245	6.389389	0.750341	8.155496	65.386959	0.195688	2.90488	0.00702	57.036636	0.002132	7.662904	0.030359	0.082793	58.458904	0.213152	14.65457	1.761832	10.873591	79.897088	0.04941	12.381839	0.014655	9.632634	0.114837	23.080693	0.036151	9.751688	null	0.407768	0.180111	49.564213	1.648477	0.709067	90.205219	15.910397
1,991	0.403537	4.856049	0.076254	6.969489	0.246813	0.556973	3.997144	7.176307	34.586633	0.823366	0.007941	58.428552	0.069605	0.172597	0.276239	6.524381	7.45971	8.328372	0.433078	0.070245	6.297069	0.808059	9.020977	65.386959	0.181024	3.306119	0.00702	55.749154	0.00243	7.038393	0.022372	0.073276	57.185369	0.09295	13.581821	1.761832	10.873591	79.909048	0.043416	12.381839	0.014655	10.105288	0.100863	20.90843	0.036151	9.927928	null	0.402929	0.203961	49.276188	1.062706	0.604709	89.529859	14.295441
1,992	0.381799	4.71976	0.07645	6.969489	0.269996	0.565385	3.330953	7.473637	37.71101	0.823366	0.006438	58.93942	0.062607	0.168988	0.278596	6.125721	7.45971	8.328372	0.433078	0.070245	6.204748	0.865778	9.886458	65.386959	0.16636	2.370971	0.00702	54.461671	0.002728	6.509901	0.080351	0.063759	55.911834	0.061945	12.509073	1.761832	10.873591	79.921008	0.037422	12.381839	0.014655	10.577943	0.086888	18.736167	0.036151	10.104167	null	0.39809	0.227811	46.897592	1.299773	0.500351	88.854498	15.104396
1,993	0.309518	4.583471	0.076645	6.969489	0.293179	0.573797	2.664762	7.770966	40.835387	0.823366	0.004934	59.450289	0.05561	0.165378	0.280953	5.72706	7.45971	8.328372	0.433078	0.070245	6.112428	0.923496	8.939863	65.386959	0.151696	2.880214	0.00702	53.174189	0.003025	6.208258	0.13833	0.054242	54.638299	0.098598	11.436325	1.761832	10.873591	79.932968	0.031428	12.381839	0.014655	11.050597	0.21595	16.563904	0.036151	7.685037	null	0.393251	0.25166	44.518996	1.447956	0.395992	88.179138	12.422019
1,994	0.327072	4.447182	0.076841	6.969489	0.316363	0.380369	1.998572	8.068296	41.19627	0.823366	0.00343	59.961157	1.087153	0.161769	0.283309	5.3284	7.45971	8.328372	0.433078	0.070245	3.405693	0.981215	7.993268	65.386959	0.137031	2.604813	0.00702	51.886707	0.003323	3.589487	0.19631	0.044724	53.364764	0.148838	12.572469	1.761832	10.873591	79.944928	0.025434	12.381839	0.014655	11.523252	0.209616	14.391641	0.036151	6.412971	null	0.388413	0.27551	42.1404	1.34778	0.291634	87.358628	9.877702
1,995	0.515464	4.310893	0.077037	6.969489	0.339546	0.729505	1.332381	8.365626	30.119068	0.823366	0.001927	60.472026	0.325082	0.15816	0.285666	6.410267	7.45971	8.328372	0.433078	0.070245	2.716883	1.038933	7.046672	65.386959	0.122367	2.79811	0.00702	50.599224	0.00362	6.9345	0.126761	0.035207	52.091228	0.188291	11.545755	2.300123	10.873591	79.956888	0.01944	12.381839	0.014655	11.995907	0.067732	12.219378	0.036151	7.999628	null	0.383574	0.299359	32.143713	1.72008	0.631145	86.538118	11.589519
1,996	0.682564	4.174604	0.077233	6.969489	0.432632	0.873261	0.666191	6.365072	25.569769	0.823366	0.000423	60.982894	0.301032	0.129861	0.288023	5.946052	7.45971	8.328372	0.433078	0.21191	2.028072	6.47658	6.100077	73.153906	0.107703	2.744785	0.00702	49.311742	0.003918	15.527382	0.062608	0.02569	50.817693	0.209414	12.658848	3.958688	10.873591	64.219445	0.013446	12.381839	0.014655	12.468561	0.320388	10.047115	0.036151	11.376649	null	0.360169	0.323209	36.499366	1.593112	0.10709	78.35399	9.656729
1,997	0.537862	4.038315	0.077428	6.969489	0.369624	1.072521	0	5.739268	35.58665	0.823366	1.109178	61.493763	0.276982	0.158625	0.29038	4.961313	7.45971	8.328372	0.433078	0.353575	5.717583	0.980601	11.356381	67.364759	0.093039	2.814785	0.00702	48.02426	0.004215	6.640617	0.130537	0.021745	49.544158	0.449677	15.081455	2.26263	10.873591	70.458401	0.014642	6.338978	0.014655	12.997226	0.100496	7.874852	0.036151	8.095	null	0.747696	0.347059	34.654924	1.246301	0.115775	77.400665	9.78241
1,998	0.706626	3.902027	0.077624	6.969489	0.222625	0.503907	0.17289	5.690148	0.836028	0.823366	0.555535	62.004631	0.252932	0.130443	0.292736	5.503383	7.45971	8.328372	0.433078	0.783629	2.677675	0.474664	6.868373	65.0739	0.078374	2.641518	0.00702	46.736777	0.004513	7.151173	0.029126	0.030436	48.270623	0.422164	10.263659	1.960195	10.873591	67.261644	0.004554	8.612581	0.014655	8.292689	0.01016	5.702589	0.036151	9.481202	null	0.382416	0.88668	40.165118	1.24284	1.829823	69.896377	10.245176
1,999	0.466549	3.765738	0.386105	6.969489	0.083941	0.988147	0	5.641029	1.297117	0.823366	0.001892	62.5155	0.228882	0.128113	0.295093	4.385052	7.45971	8.328372	0.433078	1.541683	2.326613	0.131063	7.690667	61.604954	0.06371	2.897575	0.00702	45.449295	0.00481	3.77572	0.052923	0.022365	46.997088	0.435929	9.281118	1.657759	10.873591	59.247328	0.002676	11.294215	0.014655	9.827613	0.012243	3.530326	0.036151	21.230727	null	1.338672	0.771191	26.647731	1.360552	0.709101	62.86731	10.707942
2,000	0.254197	3.629449	0.065885	6.969489	0.03182	0.737869	0	5.59191	7.564874	0.823366	0.004234	63.026368	0.204832	0.1686	0.29745	3.872454	7.45971	8.328372	0.433078	0.862183	1.727582	0	11.915863	51.716479	0.049046	3.159929	0.00702	44.161813	0.005108	2.069152	0.216158	0.12102	45.723552	0.232152	8.748496	17.304583	10.873591	40.673333	0.008705	24.375601	0.014655	4.752454	0.006202	1.358063	0.036151	10.645658	null	0.460938	0.443288	25.505792	1.541013	4.451969	64.440888	8.651917
2,001	0.314753	3.49316	0.096014	5.4806	0.043581	8.750861	0.020962	5.374322	20.203633	0.823366	0.005245	63.537237	0.180782	0.213894	0.299806	4.559339	7.45971	3.025742	0.4479	0.614877	1.503921	0	10.863607	53.999586	0.034382	3.503607	0.052503	42.874331	0.005405	1.268993	0.242546	0.036033	58.940132	0.206718	8.468605	54.885052	9.221833	41.162496	0.012765	37.456987	0.001068	4.483579	0.023208	0.736532	0.036151	22.831993	null	0.1791	6.439723	20.508684	1.394008	3.248131	60.421526	17.678935
2,002	0.42704	3.356871	0.113156	4.914413	0.050593	2.976467	0.041923	4.324236	21.748667	0.823366	0.002088	64.048105	0.156733	0.163404	0.302163	4.584649	7.45971	4.798017	0.236438	1.28505	1.774459	0.409252	6.666089	53.91343	0.019717	2.178588	0.065761	41.586848	0.005703	1.373297	0.269745	0.025151	61.911927	0.215656	8.165449	45.071052	10.657343	45.424539	0.028526	35.088176	0.000692	5.916231	0.007591	0.115002	0.036151	11.234689	null	0.330233	8.749388	16.741694	1.386704	1.813038	59.323969	30.716748
2,003	0.382587	3.220582	0.168932	10.7245	0.021316	0.631444	0.014636	4.157543	36.563893	0.823366	0.333645	64.558974	0.132683	0.157326	0.30452	3.127308	7.45971	1.754836	0.198614	0.710764	1.055631	0.818504	2.468571	65.604553	0.005053	2.954356	0.097403	40.299366	0.006001	1.411854	0.103045	0.032552	57.905226	0.215656	7.060297	54.8764	7.207763	50.257518	0.002844	26.642858	0.000317	3.366923	0.000488	7.307053	0.036151	19.027742	null	0.410996	6.170058	9.241361	1.335784	0.345182	60.026228	23.151671
2,004	0.41482	3.084293	0.374632	11.210651	0.15154	0.731754	0.092899	5.065538	36.789367	0.823366	0.665202	65.069843	0.108633	0.233206	0.306877	3.600709	7.45971	1.754836	0.210349	0.962038	5.508411	0.985834	1.497374	77.295677	0.087867	5.508201	0.047535	39.011884	0.006298	2.491195	0.32171	0.054556	59.826749	0.362424	8.192709	61.525886	19.466651	33.979871	0.003811	34.191105	0.089584	3.858269	0.001997	14.499105	0.036151	21.985266	null	0.597515	8.330736	12.69167	1.06996	0.371713	46.551578	21.527134
2,005	0.491152	2.948004	0.549277	11.450603	0.326763	1.34043	0.024662	4.782054	17.771776	0.823366	0.1496	65.580711	0.084583	0.212418	0.309233	2.806826	7.45971	1.754836	0.451466	1.062184	3.59284	0.042572	3.604069	65.043314	0.628835	1.935685	0.192705	37.724401	0.006596	3.939787	0.195519	0.040106	68.581378	0.462902	8.734659	59.411925	14.592936	31.315022	0.004779	35.137616	0.08632	2.807991	0.01211	21.691156	0.036151	22.262985	null	0.402155	7.651851	10.268549	1.152872	2.417993	67.437681	16.827719
2,006	0.721648	2.811715	0.64211	16.63292	0.252858	2.128389	0.252611	4.907594	15.71467	0.823366	0.273864	66.09158	0.060533	0.160242	0.31159	2.257485	7.45971	1.754836	0.240304	0.654346	3.151004	0.803704	2.161021	55.851832	0.628835	2.459407	0.337875	36.436919	0.006893	3.606948	0.10352	0.044677	61.219862	0.781936	9.301868	59.895625	25.675943	32.919404	0.005746	31.440756	0.053083	6.805359	0.017029	28.883207	0.036151	28.468659	null	0.349035	11.13754	11.531917	1.241001	2.112826	80.837562	7.034093
2,007	0.508916	2.675426	1.160233	23.217784	0.178954	2.062941	0	6.16186	26.576756	0.823366	0.398128	66.602448	0.036483	0.380227	0.313947	2.773453	7.45971	1.754836	0.540541	4.973346	3.600595	0	2.87234	73.441972	0.628835	2.826778	0.483045	35.149437	0.007191	3.313742	0.015842	0.193358	53.858346	0.727021	10.257417	63.960017	34.515893	47.914689	0.404776	46.301612	0.019846	4.099418	0.010544	36.075259	0.036151	29.334894	null	0.335208	12.626905	12.795286	1.369551	2.171892	78.115678	22.429192
2,008	0.632777	1.919229	1.780643	18.955065	0.211109	5.27097	0.332676	12.708129	35.656004	0.823366	0.522392	67.113317	0.028295	0.642278	0.316303	6.475424	7.45971	1.754836	0.719408	0.935604	2.211111	19.709164	3.513683	51.537122	0.628835	3.221609	0.255445	33.861954	0.007172	2.994299	0.021169	0.195917	55.490453	0.849435	15.452065	57.176702	30.924712	43.110644	0.331172	27.933112	0.01689	4.209458	0.006446	43.26731	0.036151	29.041384	null	0.545179	12.736492	18.355883	1.718518	2.239751	79.785715	18.233451
2,009	0.470472	2.002031	0.717989	15.701105	0.273755	3.592469	0.665353	7.390408	61.635315	0.823366	0.037292	67.624185	0.018679	0.403566	0.31866	7.130174	7.45971	1.754836	0.384052	1.261544	3.031126	17.484205	1.749049	47.379238	0.628835	1.965244	0.104317	32.574472	0.000158	2.821396	0.787664	0.15866	11.351217	0.651406	8.366513	3.89577	26.399303	55.565018	0.198133	25.063747	0.02175	3.071381	0.003997	50.459362	0.036151	29.219868	null	0.2495	17.8324	19.407152	1.24527	2.46285	78.594941	25.720945
2,010	0.291217	2.037629	0.998346	14.812813	0.491641	4.64547	0.886652	3.605104	57.831727	0.823366	0.813906	68.135054	0.021009	0.313153	0.340681	6.009642	7.45971	1.754836	0.436096	1.763524	2.486881	9.994345	4.014895	43.221355	0.628835	1.985246	0.442932	31.28699	0.000392	8.40793	9.787593	0.121403	35.354781	0.355999	11.559851	54.435032	27.244054	50.300298	1.081326	35.880009	0.014637	3.52641	0.053885	57.651413	0.036151	28.240991	null	0.214431	25.427431	13.049519	1.560587	1.903847	82.328342	38.133475
2,011	0.255946	1.82031	3.571896	8.657653	0.32272	5.713704	0.942328	6.446019	60.68016	0.823366	0.847734	68.645922	0.019355	0.18915	0.362703	5.759736	7.45971	1.754836	0.512942	1.641483	3.857911	9.379456	1.365136	39.063472	0.628835	2.058747	0.192081	29.999507	0.209103	9.628715	8.817172	0.756623	7.614343	0.725063	13.167688	50.616489	27.072416	68.904579	0.316956	45.16682	0.179058	3.709118	0.018188	64.843465	0.036151	28.045441	null	0.40028	22.577872	14.205882	1.652923	1.128174	78.592854	40.64352
2,012	0.24608	1.566716	2.233927	9.368617	0.104225	7.47997	0.00009	2.132668	57.808522	0.823366	0.110774	69.156791	0.014074	0.235681	0.384724	5.695069	7.45971	1.754836	5.786376	0.861648	1.216831	0.457866	1.472633	34.905588	0.628835	2.132248	0.176395	28.712025	0.417814	19.102948	10.96382	1.017445	51.224923	0.866349	12.081704	38.954009	28.525801	0.070957	0.433519	39.873582	0.120437	4.105102	0.117272	72.035516	0.036151	25.299985	null	1.040791	16.299321	17.971555	1.690411	1.106428	69.677264	40.262383
2,013	0.167012	1.707311	2.874459	9.176759	1.06833	5.345486	0.195153	2.078483	45.711289	0.823366	0.020365	69.667659	0.01468	0.34095	0.406745	4.973371	7.45971	1.754836	3.744287	0.126243	1.386821	1.163324	2.068656	30.747705	0.628835	2.205748	4.113361	27.424543	0.626525	29.946914	11.37402	0.797713	64.263391	0.65507	9.088692	31.027442	27.069238	49.345601	0.628498	47.728427	1.138038	4.114048	0.024657	79.227567	0.036151	27.872476	null	0.083633	10.08057	19.060328	1.497402	0.886735	70.595031	32.993964
2,014	0.179691	2.183667	4.37904	6.878428	3.919856	2.698965	0.001327	3.963614	0.293929	0.823366	0.061803	70.178528	0.013686	0.434255	0.428766	4.103535	7.45971	1.754836	2.011807	0.549836	1.092318	2.505105	1.736054	34.444296	0.628835	3.146579	46.939751	26.13706	0.835236	35.820151	3.018771	0.577981	50.550271	0.598448	7.838792	34.424835	24.444887	45.905543	0.369046	45.312223	0.133214	4.625508	0.011149	86.419619	0.036151	24.229379	null	0.558259	13.340328	19.951824	1.590157	0.604684	73.011302	29.952752
2,015	0.309062	3.243921	1.934246	7.234556	2.64908	2.140531	0.000751	4.573875	0.012361	0.823366	0.044443	70.689396	0.01204	0.225932	0.450788	4.439595	7.45971	1.754836	0.157897	0.463645	1.579383	0.131946	1.531149	36.690737	0.628835	4.087411	31.425424	24.849578	1.043947	33.988952	0.177886	0.358249	40.975024	0.444338	8.161552	38.166697	26.240287	50.904337	0.336963	29.177974	1.310079	8.132984	0.008983	0.988737	0.036151	23.273381	null	0.421694	9.71497	12.996392	1.398874	0.481704	74.791734	31.122018
2,016	0.251775	3.543058	2.334837	4.034068	3.700525	3.86879	0.000625	7.282053	2.197323	0.823366	0.016678	69.276852	0.018484	0.18295	0.472809	3.663417	7.45971	1.754836	0.137877	0.489306	1.825539	0.421155	1.903824	25.824159	0.628835	4.264898	0.257535	23.562096	1.252658	24.927516	1.037003	0.138516	42.437323	0.324032	6.412154	32.537016	20.693833	45.194391	0.171032	22.40941	1.100647	6.693165	0.022074	0.522503	0.036151	22.069404	null	2.239023	7.390388	14.82442	1.624687	0.459349	73.230738	31.152914
2,017	0.165401	3.288811	0.536547	2.568604	5.876851	5.67386	0.000451	5.590938	3.717711	0.823366	0.126858	56.505371	2.287555	0.533847	0.49483	3.858754	7.45971	1.754836	0.208812	0.538936	3.315918	0.319246	1.945033	25.824159	0.628835	5.363544	0.329156	22.274613	1.252658	23.305013	0.229143	0.35527	41.03898	0.373357	7.036586	30.259615	19.815673	33.647321	0.137564	29.41363	3.156858	7.512565	0.265276	9.236076	0.036151	24.185244	null	0.818729	2.372464	8.633882	1.821838	0.374878	79.530355	31.208664
2,018	0.165401	2.959998	0.221962	1.011522	5.856068	8.700856	0.007287	3.699454	13.91174	0.823366	0.087726	45.231343	0.927425	1.124449	0.516851	3.937603	7.45971	1.754836	0.241374	0.815477	3.118365	1.96371	2.795898	25.824159	0.628835	5.995356	1.235584	9.403138	0.664788	25.039752	0.520621	0.190304	35.974305	0.665569	6.173632	27.261953	28.284315	23.331597	0.309227	30.314438	1.690427	6.896237	0.208781	19.708507	0.036151	25.610143	null	0.686044	1.334728	11.705615	1.836452	0.350412	77.460608	30.073459
2,019	0.165401	3.544525	0.133769	0.782898	4.916587	7.821455	0.162557	2.87678	4.848621	0.823366	0.318173	67.135296	1.559122	1.410871	0.538873	3.428589	7.45971	1.754836	0.191501	0.417259	4.314656	6.860564	3.041297	25.824159	0.628835	4.985782	0.223235	29.358033	0.710524	27.078596	0.352027	0.15758	48.493635	1.023974	5.432347	30.578335	32.486412	31.695631	0.300891	14.878311	0.625425	6.62308	0.209249	19.708507	0.036151	28.4546	null	0.686044	1.19349	8.534268	1.750456	0.266865	74.582575	35.16748
2,020	0.165401	5.372857	0.073024	1.489642	2.689693	5.873533	0.0009	3.303226	16.705595	0.823366	0.750108	74.147684	0.831441	1.432869	0.560894	3.630175	7.45971	1.754836	0.171358	0.324962	6.199898	7.45945	2.972038	25.824159	0.628835	5.132656	0.179631	43.233383	0.710524	17.512675	0.553708	0.15758	42.400941	2.132512	5.49442	34.924124	31.175003	36.04834	0.301989	8.242676	0.144772	6.752348	0.335908	19.708507	0.036151	31.438917	null	0.686044	7.168427	12.389474	1.83167	0.252232	78.801006	44.758812
2,021	0.165401	4.734467	0.19442	2.503396	3.438993	10.216274	0.173683	2.020336	19.948394	0.823366	6.548547	71.023662	4.640295	1.018443	0.582915	3.547538	7.45971	1.754836	0.258105	0.349818	6.754619	2.005147	2.90278	25.824159	0.628835	6.387468	0.192322	0.158186	0.710524	31.361235	1.01525	0.15758	62.978569	3.607451	5.898036	34.787911	27.473274	25.904182	0.896062	14.474202	0.11126	7.26296	0.623681	19.708507	0.036151	37.778036	null	0.686044	3.952846	14.794032	2.027201	0.744614	79.25205	46.0301
2,022	0.165401	4.130153	0.357912	4.937377	1.435289	4.026529	0.005763	2.020336	12.202715	0.823366	6.548547	83.109693	1.436574	1.10726	0.71955	2.916941	7.45971	1.754836	0.427201	0.670251	6.433934	7.164899	1.875228	25.824159	0.628835	6.782612	0.190641	0.655893	0.710524	38.691074	1.272101	0.15758	39.470645	3.71676	5.850066	30.467566	26.518438	32.226334	1.013901	20.917932	0.256021	8.673107	0.708125	19.708507	0.036151	31.545004	null	0.686044	5.479985	28.443316	1.776286	1.37574	75.602488	40.184864
2,023	0.165401	4.34075	0.262688	10.746517	0.322415	4.026529	0.000058	2.020336	12.668967	0.823366	6.548547	76.344498	1.436574	0.932913	0.527329	4.708936	7.45971	1.754836	0.606121	0.72059	23.314547	18.340758	3.7979	25.824159	0.628835	5.32428	0.178601	0.060569	0.710524	39.306206	1.200892	0.15758	38.052719	2.713579	4.407889	23.286893	24.347602	43.98107	1.175842	20.917932	0.181793	7.911609	11.690004	19.708507	0.036151	29.116928	null	0.686044	4.971811	26.97519	1.425898	1.451879	71.356586	42.977778
2,024	0.165401	4.34075	0.262688	10.746517	0.247415	4.026529	0.000058	2.020336	12.668967	0.823366	6.548547	76.344498	1.436574	0.932913	0.527329	5.407856	7.45971	1.754836	0.606121	0.72059	23.314547	18.340758	3.7979	25.824159	0.628835	5.32428	0.178601	0.060569	0.710524	39.306206	1.200892	0.15758	38.052719	2.282648	4.407889	23.286893	32.287334	43.98107	1.175842	20.917932	0.181793	7.911609	11.690004	19.708507	0.036151	29.171257	null	0.686044	4.971811	19.598616	1.425898	1.451879	71.356586	33.844159

Africa: Ores and metals exports (% of merchandise exports)

Dataset summary

This dataset provides values for "Ores and metals exports (% of merchandise exports)" across African countries, standardized and made ML-ready.
Geographic scope: 54 African countries.
Temporal coverage: 1960–2024 (annual).
Units: As defined by the World Bank indicator.

Source & licensing

Source: World Bank – World Development Indicators (WDI), Indicator code: TX.VAL.MMTL.ZS.UN.
License: World Bank Open Data terms. Users are responsible for compliance with the World Bank Data Terms of Use.

Intended uses

Cross-country analyses and visualization related to trade, logistics, and economic indicators.
As an input feature for ML models in trade, development, and economic domains.
Educational and exploratory data analysis.

Use with caution for early years and countries with imputed values.

Processing summary

Missing values in the pivot were handled via:

Linear interpolation along years (limit_direction="both")
Forward fill
Backward fill Countries with no observations across all years remain entirely NaN.

Coverage and data quality notes

Earliest non-missing observation (across all countries): 1962.
Countries with no observations (all NaN in pivot):
- South Sudan.

Downloads last month: 39

Size of downloaded dataset files:

65.9 kB

Size of the auto-converted Parquet files:

51.2 kB

Number of rows: