Data behind: Raw indicators behind the country scores

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Raw indicators behind the country scores

How it's computed: Every sourced indicator per country, before scoring. Scores (Route A, Route B, liveability, combined) are computed in the browser from these columns with the weights shown; see the method section.
Source: Epoch AI (Notable AI Models, Frontier AI Models, GPU Clusters); UNDP HDI, V-Dem, Ember/Energy Institute, FAO/World Bank, USGS via Our World in Data; UCDP/PRIO · link [2] [3] [4] [5] [6] [7] [8] [9] [10]
As of: 24 Oct 2026 · fetched 24 Oct 2026

193 rows

Country	Frontier Models	Notable Models	Notable Models2023	H100e	Mineral Share	Electricity TWh	Water Per Capita	Land Km2	Hdi	Rule Of Law	Liberal Democracy	Conflict Years5
Afghanistan	0	0	0	0	0	0.99	1,161.9355	652,230	0.496	0.084	0.018	12
Albania	0	0	0	0	0	8.34	10,972.265	27,400	0.81	0.592	0.382	0
Algeria	0	0	0	0	0	96.36	247.30971	2,381,740	0.763	0.25	0.126	0
Andorra	0	0	0	0	0	—	3,959.601	470	0.913	—	—	0
Angola	0	0	0	0	0	15.59	4,153.217	1,246,700	0.616	0.381	0.163	3
Antigua and Barbuda	0	0	0	0	0	0.37	560.1034	440	0.851	—	—	0
Argentina	0	1	0	0	7.87	153.15	6,430.5986	2,736,690	0.865	0.577	0.524	0
Armenia	0	0	0	0	0	9.72	2,310.0498	28,199.44	0.811	0.453	0.371	0
Australia	0	6	2	637	32.83	286.34	18,909.46	7,692,020	0.958	0.99	0.793	0
Austria	0	1	0	0	0	73.22	6,082.825	82,520	0.93	0.932	0.757	0
Azerbaijan	0	0	0	0	0	28.09	800.1573	82,650	0.789	0.053	0.053	3
Bahamas	0	0	0	0	0	2.25	1,760.838	10,010	0.82	—	—	0
Bahrain	0	0	0	0	0	37.95	2.623479	800	0.899	0.245	0.062	0
Bangladesh	0	0	0	0	0	103.4	619.88995	129,980	0.685	0.311	0.116	0
Barbados	0	0	0	0	0	1.11	283.3684	430	0.811	0.927	0.679	0
Belarus	0	0	0	0	0	46.37	3,684.4104	202,983	0.824	0.116	0.038	0
Belgium	0	2	0	0	0	72.89	1,027.3788	30,494	0.951	0.964	0.794	0
Belize	0	0	0	0	0	0.47	37,891.11	22,810	0.721	—	—	0
Benin	0	0	0	0	0	1.01	748.57367	112,760	0.515	0.77	0.323	4
Bhutan	0	0	0	0	0	11	99,882.96	38,140	0.698	0.871	0.457	0
Bolivia	0	0	0	0	0	13.63	25,130.092	1,083,300	0.733	0.281	0.352	0
Bosnia and Herzegovina	0	0	0	0	0	14.44	11,077.127	51,200	0.804	0.462	0.339	0
Botswana	0	0	0	0	0	3.43	983.6501	566,730	0.731	0.822	0.52	0
Brazil	0	0	0	1,252	7.57	750.53	26,917.867	8,358,140	0.786	0.862	0.704	0
Brunei	0	0	0	0	0	5.56	18,666.139	5,270	0.837	—	—	0
Bulgaria	0	0	0	0	0	37.96	3,248.2112	108,560	0.845	0.56	0.499	0
Burkina Faso	0	0	0	0	0	1.69	555.33246	273,600	0.459	0.482	0.103	10
Burundi	0	0	0	0	0	0.49	755.19305	25,680	0.439	0.083	0.06	4
Cambodia	0	0	0	0	0	17.76	7,010.9253	176,520	0.606	0.068	0.051	1
Cameroon	0	0	0	0	0	7.26	9,879.574	472,710	0.588	0.086	0.114	12
Canada	7	57	7	3,109	3.62	652.44	73,170.484	8,788,700	0.939	0.963	0.736	0
Cape Verde	0	0	0	0	0	0.52	577.2106	4,030	0.668	0.798	0.631	0
Central African Republic	0	0	0	0	0	0.14	27,657.693	622,980	0.414	0.118	0.102	6
Chad	0	0	0	0	0	0.37	812.7739	1,259,200	0.416	0.016	0.062	4
Chile	0	0	0	0	21.83	88.5	45,261.51	742,831.6	0.878	0.951	0.781	0
China	7	189	118	109,411	96.56	10,583.36	1,991.892	9,388,210	0.797	0.209	0.039	0
Colombia	0	0	0	0	0	90.36	41,458.934	1,109,500	0.788	0.749	0.555	5
Comoros	0	0	0	0	0	0.14	1,438.5247	1,861	0.603	0.175	0.132	0
Congo	0	0	0	0	0	5.46	36,784.785	341,500	0.649	0.182	0.115	0
Costa Rica	0	0	0	0	0	12.81	22,236.37	51,060	0.833	0.935	0.809	0
Cote d'Ivoire	0	0	0	0	0	10.79	2,528.047	318,000	0.582	0.395	0.228	0
Croatia	0	1	0	0	0	14.7	9,777.881	55,960	0.889	0.802	0.593	0
Cuba	0	0	0	0	1.12	19.43	3,446.7107	103,800	0.762	0.123	0.057	0
Cyprus	0	0	0	0	0	5.91	585.8627	9,240	0.913	0.88	0.664	0
Czechia	2	3	0	182	0	75.5	1,232.1827	77,167.31	0.915	0.945	0.794	0
Democratic Republic of Congo	0	0	0	0	68.51	15.92	8,789.322	2,267,050	0.522	0.108	0.115	10
Denmark	0	2	0	3,032	0	33.3	1,016.42596	40,000	0.962	0.997	0.884	0
Djibouti	0	0	0	0	0	0.2	263.82996	23,180	0.513	0.295	0.118	0
Dominica	0	0	0	0	0	0.15	2,992.8472	750	0.761	—	—	0
Dominican Republic	0	0	0	0	0	22.68	2,092.4724	48,198.02	0.776	0.564	0.505	0
East Timor	0	0	0	0	0	0.51	5,999.4375	14,870	0.634	0.717	0.549	0
Ecuador	0	0	0	0	0	36.6	24,820.61	248,360	0.777	0.372	0.386	0
Egypt	0	0	0	0	0	245.71	8.879556	995,450	0.754	0.321	0.115	2
El Salvador	0	0	0	0	0	6.46	2,488.727	20,720	0.678	0.082	0.09	0
Equatorial Guinea	0	0	0	0	0	1.49	14,416.053	28,050	0.674	0.046	0.047	0
Eritrea	0	0	0	0	0	0.45	821.24756	121,178.2	0.503	0.064	0.009	0
Estonia	0	0	0	0	0	6.11	9,422.911	42,730	0.905	0.985	0.837	0
Eswatini	0	0	0	0	0	0.61	2,165.8572	17,200	0.695	0.225	0.097	0
Ethiopia	0	0	0	0	0	33.37	973.00867	1,128,498.8	0.497	0.315	0.1	10
Fiji	0	0	0	0	0	1.15	31,052.117	18,270	0.731	0.749	0.398	0
Finland	0	6	1	11,846	0	82.3	19,258.092	303,960	0.948	0.985	0.808	0
France	1	50	10	18,403	0	569.98	2,933.2197	538,950	0.92	0.967	0.8	0
Gabon	0	0	0	0	0	2.6	67,468.97	257,670	0.733	0.416	0.178	0
Gambia	0	0	0	0	0	0.51	1,137.8851	10,120	0.524	0.796	0.522	0
Georgia	0	0	0	0	0	13.5	15,657.904	69,490	0.844	0.543	0.275	0
Germany	4	31	5	26,050	0	500.47	1,286.4008	349,430	0.959	0.991	0.782	0
Ghana	0	0	0	0	0	24.27	914.05054	227,533	0.628	0.568	0.606	0
Greece	0	0	0	0	0	58.27	5,556.7236	128,900	0.908	0.808	0.568	0
Grenada	0	0	0	0	0	0.24	1,710.6737	340	0.791	—	—	0
Guatemala	0	0	0	0	0	15.79	6,118.3745	107,160	0.662	0.695	0.523	0
Guinea	0	0	0	0	0	4.03	16,079.53	245,720	0.5	0.106	0.095	0
Guinea-Bissau	0	0	0	0	0	0.08	7,599.0405	28,120	0.514	0.169	0.095	0
Guyana	0	0	0	0	0	1.38	293,316.88	211,140	0.776	0.52	0.328	0
Haiti	0	0	0	0	0	0.86	1,130.689	27,560	0.554	0.171	0.098	2
Honduras	0	0	0	0	0	12.48	8,664.097	111,890	0.645	0.526	0.38	0
Hong Kong	1	15	6	400	0	37.44	—	1,050	0.955	0.756	0.142	0
Hungary	0	0	0	0	0	40.24	624.66986	91,260	0.87	0.605	0.315	0
Iceland	0	0	0	5,240	0	19.05	445,022.7	100,830	0.972	0.983	0.72	0
India	0	2	1	4,409	5.73	2,081.6	1,014.43555	2,973,190	0.685	0.397	0.26	12
Indonesia	0	0	0	0	16.08	371.54	7,239.8813	1,892,555.5	0.728	0.338	0.296	5
Iran	0	0	0	0	0	395.78	1,435.3654	1,622,500	0.799	0.209	0.103	9
Iraq	0	0	0	0	0	149.73	798.7193	434,130	0.695	0.199	0.22	5
Ireland	0	1	0	0	0	30.95	9,399.874	68,890	0.949	0.983	0.822	0
Israel	1	12	4	3,072	0	82.1	80.03073	21,640	0.919	0.889	0.588	15
Italy	0	3	0	8,220	0	264.7	3,092.504	295,720	0.915	0.865	0.642	0
Jamaica	0	0	0	0	0	4.92	3,812.0645	10,830	0.72	0.847	0.679	0
Japan	1	11	2	18,746	0	1,029.86	3,436.5637	364,569.28	0.925	0.956	0.734	0
Jordan	0	0	0	0	0	23.67	60.588493	88,794	0.754	0.774	0.274	0
Kazakhstan	0	0	0	0	0	123.69	3,211.942	2,699,700	0.837	0.217	0.131	0
Kenya	0	0	0	0	0	14.04	381.5495	580,876.3	0.628	0.64	0.446	5
Kiribati	0	0	0	0	0	0.04	—	810	0.644	—	—	0
Kuwait	0	0	0	0	0	92.49	0	17,820	0.852	0.691	0.127	0
Kyrgyzstan	0	0	0	0	0	15.78	7,014.8325	191,800	0.72	0.353	0.178	2
Laos	0	0	0	0	0	52.31	25,188.494	230,800	0.617	0.346	0.11	0
Latvia	0	0	0	0	0	6.27	9,013.597	62,230	0.889	0.973	0.751	0
Lebanon	0	0	0	0	0	5.34	835.58344	10,230	0.752	0.289	0.267	0
Lesotho	0	0	0	0	0	0	2,287.729	30,360	0.55	0.716	0.512	0
Liberia	0	0	0	0	0	0.57	37,221.117	96,320	0.51	0.36	0.417	0
Libya	0	0	0	0	0	34.59	96.90184	1,759,540	0.721	0.125	0.098	0
Liechtenstein	0	0	0	0	0	—	—	160	0.938	—	—	0
Lithuania	0	0	0	0	0	8.89	5,459.7354	62,600	0.895	0.92	0.712	0
Luxembourg	0	0	0	252	0	1.54	1,531.1521	2,574.46	0.922	0.979	0.777	0
Madagascar	0	0	0	0	5.69	2.43	11,071.955	581,800	0.487	0.148	0.187	0
Malawi	0	0	0	0	0	1.83	784.68634	94,280	0.517	0.567	0.462	0
Malaysia	0	1	0	0	0	201.09	16,716.87	328,550	0.819	0.698	0.355	0
Maldives	0	0	0	0	0	0.85	57.24033	298	0.766	0.763	0.416	0
Mali	0	0	0	0	0	5.96	2,600.4827	1,220,190	0.419	0.421	0.15	13
Malta	0	0	0	0	0	2.19	95.08334	320	0.924	0.83	0.621	0
Marshall Islands	0	0	0	0	0	—	—	180	0.733	—	—	0
Mauritania	0	0	0	0	0	2.07	82.040565	1,030,700	0.563	0.117	0.127	0
Mauritius	0	0	0	0	0	3.41	2,178.9702	1,997	0.806	0.792	0.639	0
Mexico	0	0	0	0	0.08	356.97	3,180.08	1,943,950	0.789	0.355	0.221	0
Micronesia (country)	0	0	0	0	0	—	—	700	0.615	—	—	0
Moldova	0	0	0	0	0	6.16	640.65704	32,930	0.785	0.789	0.449	0
Mongolia	0	0	0	0	0	9.69	10,134.698	1,558,499.8	0.747	0.483	0.424	0
Montenegro	0	0	0	0	0	2.46	—	13,450	0.862	0.754	0.5	0
Morocco	0	0	0	0	0.4	44.5	776.8746	446,300	0.71	0.526	0.251	0
Mozambique	0	0	0	0	3.57	19.79	3,071.388	786,380	0.493	0.29	0.175	6
Myanmar	0	0	0	0	0	21.71	18,654.389	652,670	0.609	0.062	0.015	27
Namibia	0	0	0	0	0	1.64	2,131.7373	823,290	0.665	0.817	0.519	0
Nauru	0	0	0	0	0	0.05	847.3858	20	0.703	—	—	0
Nepal	0	0	0	0	0	11.13	6,669.934	143,350	0.622	0.662	0.505	0
Netherlands	0	5	2	947	0	134.96	621.43445	33,670	0.955	0.969	0.774	0
New Zealand	0	0	0	0	0	43.34	64,348.543	263,310	0.938	0.989	0.787	0
Nicaragua	0	0	0	0	0	4.52	23,208.74	120,340	0.706	0.008	0.019	0
Niger	0	0	0	0	0	0.95	138.27449	1,266,700	0.419	0.578	0.177	10
Nigeria	0	0	0	0	0	41.54	990.36127	910,770	0.56	0.289	0.311	15
North Macedonia	0	0	0	0	0	6.82	2,948.0618	25,220	0.815	0.368	0.374	0
Norway	0	1	0	20,480	0.35	160.81	70,000.2	364,270	0.97	0.986	0.847	0
Oman	0	0	0	0	0	52.84	295.96893	309,500	0.858	0.613	0.14	0
Pakistan	0	0	0	0	0	195.03	225.6867	770,880	0.544	0.261	0.176	17
Palau	0	0	0	0	0	—	—	460	0.786	—	—	0
Palestine	0	0	0	0	0	0.99	164.94849	6,025	0.674	—	—	0
Panama	0	0	0	0	0	13.43	31,040.002	74,180	0.839	0.692	0.575	0
Papua New Guinea	0	0	0	0	1.02	4.73	78,505.02	452,860	0.576	0.511	0.384	0
Paraguay	0	0	0	0	0	45.35	17,306.504	396,012.03	0.756	0.391	0.376	0
Peru	0	0	0	0	0	60.44	49,021.016	1,280,000	0.794	0.592	0.506	0
Philippines	0	0	0	0	1.61	123.12	4,203.0693	298,170	0.72	0.386	0.291	9
Poland	0	2	0	1,237	0	173.26	1,455.6614	306,270	0.906	0.879	0.645	0
Portugal	0	0	0	0	0.13	51.13	3,641.824	91,605.6	0.89	0.887	0.717	0
Qatar	0	0	0	0	0	56.18	21.073761	11,490	0.886	0.573	0.091	0
Romania	0	0	0	0	0	49.81	2,224.847	230,080	0.845	0.694	0.464	0
Russia	0	1	0	1,772	4.15	1,192.79	29,895.256	16,376,870	0.832	0.121	0.056	7
Rwanda	0	0	0	0	0	1.13	695.9182	24,670	0.578	0.377	0.09	4
Saint Kitts and Nevis	0	0	0	0	0	0.23	513.8196	260	0.84	—	—	0
Saint Lucia	0	0	0	0	0	0.4	1,678.0306	610	0.748	—	—	0
Saint Vincent and the Grenadines	0	0	0	0	0	0.15	979.9502	390	0.798	—	—	0
Samoa	0	0	0	0	0	0.16	—	2,780	0.708	—	—	0
San Marino	0	0	0	0	0	—	—	60	0.915	—	—	0
Sao Tome and Principe	0	0	0	0	0	0.09	9,633.018	960	0.637	0.742	0.519	0
Saudi Arabia	0	4	3	8,391	0	454.64	74.59155	2,149,690	0.9	0.396	0.047	0
Senegal	0	0	0	0	0	7.63	1,461.665	192,530	0.53	0.691	0.484	0
Serbia	0	0	0	0	0	36.62	1,261.4696	84,090	0.833	0.367	0.208	0
Seychelles	0	0	0	0	0	0.63	—	460	0.848	0.976	0.68	0
Sierra Leone	0	0	0	0	0	0.21	19,331.127	72,180	0.467	0.535	0.348	0
Singapore	1	17	9	1,216	0	60.15	106.43918	718	0.946	0.974	0.36	0
Slovakia	0	0	0	0	0	29.1	2,319.6936	48,080	0.88	0.727	0.573	0
Slovenia	0	0	0	76	0	14.84	8,839.644	20,134.5	0.931	0.9	0.589	0
Solomon Islands	0	0	0	0	0	0.11	57,229.48	27,990	0.584	0.669	0.539	0
Somalia	0	0	0	0	0	0.43	337.04272	627,340	0.404	0.168	0.128	7
South Africa	0	0	0	0	0.36	242.76	718.1972	1,213,090	0.741	0.694	0.633	0
South Korea	2	28	16	6,286	0	624.66	1,255.018	97,600	0.937	0.917	0.739	0
South Sudan	0	0	0	0	0	0.56	2,359.0947	631,930	0.388	0.076	0.064	2
Spain	1	2	1	4,480	0	287.89	2,327.0364	499,697.4	0.918	0.947	0.741	0
Sri Lanka	0	0	0	0	0.17	17.25	2,380.4158	61,860	0.776	0.829	0.613	0
Sudan	0	0	0	0	0	14.77	80.99897	1,868,000	0.511	0.174	0.034	5
Suriname	0	0	0	0	0	1.74	158,866.69	160,507.61	0.722	0.803	0.626	0
Sweden	0	2	2	4,932	0	170.71	16,305.994	407,270	0.959	0.989	0.853	0
Switzerland	2	12	1	17,236	0	65.02	4,602.8936	39,509.63	0.97	0.995	0.843	0
Syria	0	0	0	0	0	24.88	317.51157	183,630	0.564	0.282	0.054	14
Tajikistan	0	0	0	0	0	24.67	6,232.431	138,790	0.691	0.039	0.043	2
Tanzania	0	0	0	0	4	8.84	1,298.0627	885,800	0.555	0.712	0.297	0
Thailand	0	0	0	2,270	0	188.24	3,129.6992	510,890	0.798	0.416	0.314	6
Togo	0	0	0	0	0	0.71	1,425.2754	54,390	0.571	0.207	0.157	4
Tonga	0	0	0	0	0	0.07	—	720	0.769	—	—	0
Trinidad and Tobago	0	0	0	0	0	9.55	2,811.5288	5,130	0.807	0.886	0.668	0
Tunisia	0	0	0	0	0	22.31	346.14114	155,360	0.746	0.596	0.265	0
Turkey	0	0	0	0	1.32	353.86	2,671.2195	769,630	0.853	0.157	0.11	5
Turkmenistan	0	0	0	0	0	33.01	194.32399	469,930	0.764	0.053	0.034	0
Tuvalu	0	0	0	0	0	—	—	30	0.689	—	—	0
Uganda	0	0	0	0	0	5.81	824.3027	200,520	0.582	0.214	0.165	1
Ukraine	0	0	0	0	0.04	111.51	1,342.3059	579,400	0.779	0.387	0.24	6
United Arab Emirates	1	3	3	1,749	0	177.26	14.888371	71,020	0.94	0.638	0.077	0
United Kingdom	10	89	10	7,972	0	292.31	2,143.8286	241,930	0.946	0.955	0.689	2
United States	96	697	257	1,250,989	0.45	4,519.79	8,437.219	9,147,420	0.938	0.924	0.571	2
Uruguay	0	0	0	0	0	11.94	27,190.316	175,020	0.862	0.945	0.79	0
Uzbekistan	0	0	0	0	0	86.7	467.67282	440,650	0.74	0.147	0.079	0
Vanuatu	0	0	0	0	0	0.08	31,944.188	12,190	0.621	0.822	0.623	0
Venezuela	0	0	0	0	0	80.13	28,532.928	882,050	0.709	0.009	0.042	0
Vietnam	0	0	0	50	0	309.99	3,605.7146	313,429	0.766	0.319	0.102	0
Yemen	0	0	0	0	0	5.25	54.94092	527,970	0.47	0.065	0.043	9
Zambia	0	0	0	0	0.48	19.72	3,979.5686	743,390	0.595	0.654	0.375	0
Zimbabwe	0	0	0	0	9.58	10.26	762.9571	386,850	0.598	0.177	0.147	0