Datasets:

electricsheepafrica
/

Africa-Automated-Teller-Machines-ATMs-per-100000-adults

Country Name stringlengths 4 24	Country Code stringlengths 3 3	1960 float64 0 34.7 ⌀	1961 float64 0 34.7 ⌀	1962 float64 0 34.7 ⌀	1963 float64 0 34.7 ⌀	1964 float64 0 34.7 ⌀	1965 float64 0 34.7 ⌀	1966 float64 0 34.7 ⌀	1967 float64 0 34.7 ⌀	1968 float64 0 34.7 ⌀	1969 float64 0 34.7 ⌀	1970 float64 0 34.7 ⌀	1971 float64 0 34.7 ⌀	1972 float64 0 34.7 ⌀	1973 float64 0 34.7 ⌀	1974 float64 0 34.7 ⌀	1975 float64 0 34.7 ⌀	1976 float64 0 34.7 ⌀	1977 float64 0 34.7 ⌀	1978 float64 0 34.7 ⌀	1979 float64 0 34.7 ⌀	1980 float64 0 34.7 ⌀	1981 float64 0 34.7 ⌀	1982 float64 0 34.7 ⌀	1983 float64 0 34.7 ⌀	1984 float64 0 34.7 ⌀	1985 float64 0 34.7 ⌀	1986 float64 0 34.7 ⌀	1987 float64 0 34.7 ⌀	1988 float64 0 34.7 ⌀	1989 float64 0 34.7 ⌀	1990 float64 0 34.7 ⌀	1991 float64 0 34.7 ⌀	1992 float64 0 34.7 ⌀	1993 float64 0 34.7 ⌀	1994 float64 0 34.7 ⌀	1995 float64 0 34.7 ⌀	1996 float64 0 34.7 ⌀	1997 float64 0 34.7 ⌀	1998 float64 0 34.7 ⌀	1999 float64 0 34.7 ⌀	2000 float64 0 34.7 ⌀	2001 float64 0 34.7 ⌀	2002 float64 0 34.7 ⌀	2003 float64 0 34.7 ⌀	2004 float64 0 34.7 ⌀	2005 float64 0 34.4 ⌀	2006 float64 0 36.7 ⌀	2007 float64 0 38.8 ⌀	2008 float64 0.07 43 ⌀	2009 float64 0.1 49.7 ⌀	2010 float64 0.3 54 ⌀	2011 float64 0.31 55.9 ⌀	2012 float64 0.36 55.9 ⌀	2013 float64 0.45 65.4 ⌀	2014 float64 0.54 67.2 ⌀	2015 float64 0.62 67.2 ⌀	2016 float64 0.71 73 ⌀	2017 float64 0.56 80.3 ⌀	2018 float64 0.56 83.6 ⌀	2019 float64 0.77 89.5 ⌀	2020 float64 0.8 88.6 ⌀	2021 float64 0.88 91.8 ⌀	2022 float64 0.85 93.6 ⌀	2023 float64 0.93 93.6 ⌀	2024 float64 0.93 93.6 ⌀
Angola	AGO	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	0.837595	1.424141	2.973378	4.301882	6.091217	8.14707	10.168595	12.376827	14.738074	16.456228	17.596348	18.1954	18.394238	18.427533	18.209356	17.698584	17.218016	17.166018	16.322102	17.524009	17.524009
Burundi	BDI	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.052037	0.049771	0.047828	0.045991	0.065951	0.270543	0.496948	0.675075	0.93649	1.473251	1.433654	1.384362	1.414566	1.66315	1.542039	1.639856	1.489809	1.453829	1.688167	1.688167	1.688167
Benin	BEN	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.401953	3.572454	3.761528	3.724032	4.727	4.640192	4.252435	4.140383	3.967681	4.118079	4.118079
Burkina Faso	BFA	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.317411	4.656664	5.199225	4.056064	5.000781	4.381819	4.37834	4.420023	4.378658	4.378658
Botswana	BWA	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	14.818676	15.87018	18.81135	31.55929	28.533685	27.220747	28.689983	26.324661	25.714292	26.849426	27.777722	30.937369	30.679552	32.215279	40.61998	41.273457	43.249901	33.574266	35.481817	35.622315	35.622315
Central African Republic	CAF	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.125381	0.329782	0.69271	0.977305	0.978649	1.225065	0.69365	0.852951	1.161027	1.375747	1.375747	1.375747	1.375747	1.375747	1.375747	1.375747	1.375747
Cote d'Ivoire	CIV	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	7.463186	6.967547	7.150257	7.07515	8.956723	8.17868	7.460742	7.278225	5.673302	5.673302	5.673302
Cameroon	CMR	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.322867	0.596021	0.687349	0.886948	1.212998	1.537352	1.798498	2.342506	2.582032	3.158305	3.581569	3.93814	4.286887	4.374699	4.811225	4.606225	5.039133	5.039133	5.039133	5.039133	5.039133
Congo, Dem. Rep.	COD	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.098057	0.405479	0.487847	0.653472	0.72144	1.107523	1.312646	1.199333	1.351642	1.400872	1.400872	1.400872	1.400872	1.400872	1.400872	1.400872
Congo, Rep.	COG	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.343059	0.379747	0.366954	0.398625	0.42781	0.413756	0.521172	0.899961	1.29974	3.847928	5.108566	5.767142	8.725091	10.176628	12.714099	13.839009	13.529896	13.539152	13.581378	13.581378	13.581378
Comoros	COM	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.632081	0.612323	0.593456	1.150897	1.116411	1.62492	2.102878	7.40115	5.948855	6.26159	5.384147	5.236079	5.315968	5.396386	5.271459	5.567343	6.048033	5.125738	6.557301	7.542658	7.542658
Cabo Verde	CPV	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	12.288358	14.18426	18.790635	25.882045	32.299646	35.223162	39.764795	41.691286	43.822158	43.224953	44.471723	43.144383	42.898859	44.152615	46.35506	48.97651	46.815158	48.208744	48.416418	49.033611	49.033611
Djibouti	DJI	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.792233	0.778599	0.94994	0.923567	1.078394	2.098269	2.724475	2.98777	3.885916	4.89716	6.626262	7.966008	9.089336	11.439619	12.417473	11.582528	15.197487	15.548036	15.508923	18.615509	18.615509
Algeria	DZA	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.272412	1.512919	2.40552	3.74824	4.233021	5.3673	5.968368	6.133876	6.243939	6.556721	7.671708	8.424055	8.65264	9.210913	9.616676	9.393123	9.377801	9.369488	8.130129	11.957852	11.957852
Egypt, Arab Rep.	EGY	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	2.551069	3.221839	4.274617	5.220875	6.220903	7.379424	8.281612	8.827413	9.846004	10.412888	11.443031	12.987658	14.823824	16.705954	17.667641	18.936	20.784174	25.993176	29.489636	30.646555	30.646555
Eritrea	ERI	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
Ethiopia	ETH	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.020035	0.019393	0.030484	0.040798	0.067898	0.097302	0.295861	0.31457	0.45639	1.337312	2.218234	3.099157	3.980079	4.861001	5.741923	6.622845	7.503768	8.38469	9.265612	10.23086	10.23086
Gabon	GAB	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.453869	5.832324	6.285057	6.481708	7.468298	8.955133	10.194353	11.761523	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193	12.848193
Ghana	GHA	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.64657	3.689891	3.741282	3.873701	5.208087	7.725361	7.77627	9.743873	10.638741	10.983722	11.202913	10.842974	11.13684	11.057649	10.686495	10.572166	10.572166
Guinea	GIN	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.081899	0.240722	0.255064	0.324868	0.445864	0.541711	0.737126	0.971841	1.175881	1.43234	1.782366	2.185541	2.356802	2.359779	2.4164	2.4665	2.485431	2.528256	2.690714	2.673074	2.673074
Gambia, The	GMB	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.554629	0.538397	0.835514	1.31621	2.846087	3.044714	3.689193	4.73594	5.019611	5.281079	5.360528	7.161813	8.313008	7.094091	7.658064	8.106103	8.582057	8.566417	8.353516	8.353516
Guinea-Bissau	GNB	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.469508	1.428143	2.027322	3.93682	4.22471	4.003965	4.834824	5.060133	5.177143	5.975314	6.136119	6.531417	7.454726	7.086315	7.086315
Equatorial Guinea	GNQ	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	0.694981	2.144185	2.039177	2.540772	4.710766	5.32934	4.585557	4.78139	6.537855	8.171947	9.358629	9.590612	9.796589	11.476692	12.689316	12.715792	12.715792	12.715792
Kenya	KEN	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.65365	1.612344	2.978332	4.729133	5.996127	7.252785	8.88096	9.080773	9.511702	9.6396	9.82966	9.928439	9.41601	9.71682	9.464283	7.981701	7.602752	7.019043	6.848434	6.596919	6.596919
Liberia	LBR	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.117431	1.489272	1.447294	1.382117	1.287404	1.577283	1.738576	1.965242	1.921	2.710843	3.391617	3.689823	3.693202	3.851846	3.868225	3.876132	3.876132
Libya	LBY	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.545531	3.438948	3.417854	3.378586	3.407912	3.460177	3.360036	3.635187	4.335424	4.232057	4.136021	4.058171	3.983197	3.901643	9.007924	9.188818	9.281149	11.394634	17.031946	17.031946	17.031946
Lesotho	LSO	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	2.667578	3.554237	3.701031	4.707497	5.52765	6.409841	7.119525	7.883417	8.999872	10.680824	11.135242	12.95284	14.636456	14.346452	14.191531	13.765652	13.624906	13.501739	13.663526	13.94446	13.94446
Morocco	MAR	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	8.415499	14.941133	12.887597	14.292029	16.293128	18.273611	19.699583	21.4136	22.959308	24.314196	25.330241	26.143818	26.91683	27.319082	27.975688	28.844983	28.913037	29.276657	29.519966	29.519966	29.519966
Madagascar	MDG	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.267539	0.565805	0.723627	0.969	1.188496	1.291341	1.353305	1.511411	1.657715	1.742196	1.983236	2.215323	2.478539	2.71788	2.860318	2.980202	3.056265	3.081581	3.1149	3.493007	3.493007
Mali	MLI	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	2.621441	3.117118	3.265518	3.877017	3.883769	4.192814	4.503205	4.573909	5.058279	5.122548	4.784301	4.62536	4.450256	4.355529	4.355529
Mozambique	MOZ	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	1.923863	2.237286	3.307189	3.68936	4.29373	4.785664	5.822172	6.584785	7.111458	7.81094	9.240139	10.667966	10.957525	10.997368	10.767117	10.359794	9.770099	9.062064	8.447533	7.662763	7.662763
Mauritania	MRT	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	4.523427	5.051166	7.020429	8.582735	10.225764	10.929549	11.109952	11.345423	11.270671	11.92005	11.807615	11.425931	10.728046	10.728046
Mauritius	MUS	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	30.792834	33.707998	34.754464	38.807594	37.985278	39.48402	40.874405	43.505308	44.441309	44.990867	45.132262	45.652351	44.542647	43.54822	43.261638	42.893964	42.173807	42.627967	42.209627	41.826703	41.826703
Malawi	MWI	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	0.742086	1.462265	1.411297	1.498699	1.755207	2.650361	3.024587	3.905198	4.430368	4.788434	5.069678	5.236057	4.980128	4.996011	4.872346	4.718501	4.530484	4.404661	4.336636	4.336636	4.336636
Namibia	NAM	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.576868	9.923981	29.900272	41.999192	49.776573	51.442086	49.847361	53.921618	57.02854	58.625036	68.077473	70.84563	72.951253	72.998221	73.553768	74.035754	75.578539	67.433766	67.433766
Niger	NER	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.29001	1.475108	1.586706	1.706669	1.789946	1.781036	1.83535	1.867787	1.902058	1.936954	1.936954
Nigeria	NGA	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	0.673183	1.760185	4.425389	8.543818	11.337608	11.102414	11.794485	11.336426	13.125263	15.968179	16.01204	16.530719	16.122799	16.723749	17.002997	15.981165	15.992121	14.118148	13.565156	13.565156
Rwanda	RWA	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.040068	0.232948	0.226112	0.292903	0.391377	0.812204	1.409111	2.719107	4.623495	5.150952	5.539663	5.548061	5.669157	5.579747	5.106084	4.953314	4.1874	4.096432	4.093252	3.95219	3.95219
Sudan	SDN	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.485924	1.091686	1.557197	2.030556	3.458155	3.681696	4.078285	4.221873	4.39226	4.719489	5.077869	5.389565	6.417826	6.417826	6.417826	6.417826	6.417826	6.417826	6.417826
Senegal	SEN	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.460352	5.426666	5.730541	5.811728	6.271957	6.058266	6.731604	6.898018	7.200099	7.086907	7.086907
Sierra Leone	SLE	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.290905	0.395199	0.383129	0.371593	0.360446	0.448174	0.535901	0.623629	0.711356	0.799084	0.886811	0.974538	1.062266	1.149993	1.237721	1.332593	1.332593
Somalia	SOM	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
South Sudan	SSD	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.592607	0.612943	0.683288	1.04301	1.028297	0.878512	0.556247	0.561069	0.767512	0.795757	0.875079	0.84883	0.932855	0.932855
Sao Tome and Principe	STP	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	17.620165	19.999091	19.654088	22.815824	24.9761	22.797122	26.461808	25.898978	23.746389	22.334838	30.647331	30.516159	29.662274	29.662274
Eswatini	SWZ	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	7.0827	11.896321	14.550074	15.581178	19.32082	19.67481	22.882819	23.848009	27.999236	29.597503	36.264163	36.238526	36.458717	35.415091	38.84231	35.738813	37.914866	39.760918	39.247568	41.395728	41.395728
Seychelles	SYC	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.735432	34.378888	36.675596	37.877592	43.014056	45.653762	45.597623	46.53886	51.860303	65.376569	67.151491	67.0129	73.013818	80.331128	83.609785	89.505183	88.646618	91.773189	93.575764	93.575764	93.575764
Chad	TCD	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.077573	0.074945	0.090682	0.280265	0.338082	0.425297	0.473693	0.396031	0.763046	0.762999	1.026973	1.300029	1.433954	1.456447	1.345967	1.473678	1.634791	1.773602	1.773602	1.773602
Togo	TGO	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	4.603325	5.210273	5.735788	5.298122	5.553106	6.05711	6.389944	6.427355	7.077338	6.972307	6.972307
Tunisia	TUN	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	8.136478	9.470815	10.819234	13.826768	15.425582	17.197156	19.995579	20.668646	21.690678	22.511987	23.830339	25.686233	27.026666	29.254872	30.043268	31.555193	32.287526	32.637593	32.723701	32.723701	32.723701
Tanzania	TZA	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	2.392015	3.287456	4.014131	4.702275	5.180633	5.629878	5.75113	6.111189	6.60362	6.922128	6.637409	6.189985	5.942791	5.711235	5.614618	5.565868	5.565868
Uganda	UGA	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.131883	1.59123	1.874018	2.183825	2.668281	3.418461	3.696606	3.958686	4.320563	4.98792	4.585014	4.777116	4.67089	4.30575	4.252871	4.146057	4.004149	3.780085	3.667992	3.64464	3.64464
South Africa	ZAF	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	28.506743	23.984228	25.409925	29.167447	41.705053	49.670217	53.994023	55.917099	55.880052	57.026952	64.405572	67.225212	67.881296	67.642036	67.086045	65.63457	59.041899	53.941275	50.38358	50.455293	50.455293
Zambia	ZMB	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	0.922265	1.383861	2.110172	2.839116	4.328864	6.080421	6.637206	6.815399	8.112352	9.050137	10.115323	10.863657	11.054977	11.175628	11.151965	9.791036	9.681034	8.516923	8.104005	8.497972	8.497972
Zimbabwe	ZWE	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.256669	7.748698	7.547939	8.054096	5.481829	4.488312	4.985988	4.872091	5.99449	7.024193	6.849051	6.59778	6.289558	6.030793	5.769661	5.670011	3.860108	3.707478	3.707478

Africa Automated Teller Machines (ATMs) (per 100,000 adults) Dataset

Overview

This dataset contains automated teller machines (atms) (per 100,000 adults) data for African countries from the World Bank.

Data Details

Indicator Code: FB.ATM.TOTL.P5
Description: Automated Teller Machines (ATMs) (per 100,000 adults)
Geographic Coverage: 52 African countries
Time Period: 2004-2023
Data Points: 858 observations
Coverage: 24.44% of possible country-year combinations

File Formats

Main Dataset (`fb_atm_totl_p5_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: 858
Coverage Rate: 24.44%
Earliest Data: 2004
Latest Data: 2023

Countries with No Data

2 countries have no observations: Eritrea, Somalia

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('fb_atm_totl_p5_africa.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('fb_atm_totl_p5_africa.csv', row.names=c(1,2))

Source

World Bank Open Data - Automated Teller Machines (ATMs) (per 100,000 adults)

Original File: API_FB.ATM.TOTL.P5_DS2_en_excel_v2_21147.xls
Processed: 2025-08-18

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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