In [8]:

display(pre("Note: This data is sampled"))
df

<pre />

Out[8]:

	Country	Region	Happiness Rank	Happiness Score	Standard Error	Economy (GDP per Capita)	Family	Health (Life Expectancy)	Freedom	Trust (Government Corruption)	Generosity	Dystopia Residual
0	Switzerland	Western Europe	1	7.587	0.03411	1.39651	1.34951	0.94143	0.66557	0.41978	0.29678	2.51738
1	Iceland	Western Europe	2	7.561	0.04884	1.30232	1.40223	0.94784	0.62877	0.14145	0.43630	2.70201
2	Denmark	Western Europe	3	7.527	0.03328	1.32548	1.36058	0.87464	0.64938	0.48357	0.34139	2.49204
3	Norway	Western Europe	4	7.522	0.03880	1.45900	1.33095	0.88521	0.66973	0.36503	0.34699	2.46531
4	Canada	North America	5	7.427	0.03553	1.32629	1.32261	0.90563	0.63297	0.32957	0.45811	2.45176
5	Finland	Western Europe	6	7.406	0.03140	1.29025	1.31826	0.88911	0.64169	0.41372	0.23351	2.61955
6	Netherlands	Western Europe	7	7.378	0.02799	1.32944	1.28017	0.89284	0.61576	0.31814	0.47610	2.46570
7	Sweden	Western Europe	8	7.364	0.03157	1.33171	1.28907	0.91087	0.65980	0.43844	0.36262	2.37119
8	New Zealand	Australia and New Zealand	9	7.286	0.03371	1.25018	1.31967	0.90837	0.63938	0.42922	0.47501	2.26425
9	Australia	Australia and New Zealand	10	7.284	0.04083	1.33358	1.30923	0.93156	0.65124	0.35637	0.43562	2.26646
10	Israel	Middle East and Northern Africa	11	7.278	0.03470	1.22857	1.22393	0.91387	0.41319	0.07785	0.33172	3.08854
11	Costa Rica	Latin America and Caribbean	12	7.226	0.04454	0.95578	1.23788	0.86027	0.63376	0.10583	0.25497	3.17728
12	Austria	Western Europe	13	7.200	0.03751	1.33723	1.29704	0.89042	0.62433	0.18676	0.33088	2.53320
13	Mexico	Latin America and Caribbean	14	7.187	0.04176	1.02054	0.91451	0.81444	0.48181	0.21312	0.14074	3.60214
14	United States	North America	15	7.119	0.03839	1.39451	1.24711	0.86179	0.54604	0.15890	0.40105	2.51011
15	Brazil	Latin America and Caribbean	16	6.983	0.04076	0.98124	1.23287	0.69702	0.49049	0.17521	0.14574	3.26001
16	Luxembourg	Western Europe	17	6.946	0.03499	1.56391	1.21963	0.91894	0.61583	0.37798	0.28034	1.96961
17	Ireland	Western Europe	18	6.940	0.03676	1.33596	1.36948	0.89533	0.61777	0.28703	0.45901	1.97570
18	Belgium	Western Europe	19	6.937	0.03595	1.30782	1.28566	0.89667	0.58450	0.22540	0.22250	2.41484
19	United Arab Emirates	Middle East and Northern Africa	20	6.901	0.03729	1.42727	1.12575	0.80925	0.64157	0.38583	0.26428	2.24743
20	United Kingdom	Western Europe	21	6.867	0.01866	1.26637	1.28548	0.90943	0.59625	0.32067	0.51912	1.96994
21	Oman	Middle East and Northern Africa	22	6.853	0.05335	1.36011	1.08182	0.76276	0.63274	0.32524	0.21542	2.47489
22	Venezuela	Latin America and Caribbean	23	6.810	0.06476	1.04424	1.25596	0.72052	0.42908	0.11069	0.05841	3.19131
23	Singapore	Southeastern Asia	24	6.798	0.03780	1.52186	1.02000	1.02525	0.54252	0.49210	0.31105	1.88501
24	Panama	Latin America and Caribbean	25	6.786	0.04910	1.06353	1.19850	0.79661	0.54210	0.09270	0.24434	2.84848
25	Germany	Western Europe	26	6.750	0.01848	1.32792	1.29937	0.89186	0.61477	0.21843	0.28214	2.11569
26	Chile	Latin America and Caribbean	27	6.670	0.05800	1.10715	1.12447	0.85857	0.44132	0.12869	0.33363	2.67585
27	Qatar	Middle East and Northern Africa	28	6.611	0.06257	1.69042	1.07860	0.79733	0.64040	0.52208	0.32573	1.55674
28	France	Western Europe	29	6.575	0.03512	1.27778	1.26038	0.94579	0.55011	0.20646	0.12332	2.21126
29	Argentina	Latin America and Caribbean	30	6.574	0.04612	1.05351	1.24823	0.78723	0.44974	0.08484	0.11451	2.83600
30	Czech Republic	Central and Eastern Europe	31	6.505	0.04168	1.17898	1.20643	0.84483	0.46364	0.02652	0.10686	2.67782
31	Uruguay	Latin America and Caribbean	32	6.485	0.04539	1.06166	1.20890	0.81160	0.60362	0.24558	0.23240	2.32142
32	Colombia	Latin America and Caribbean	33	6.477	0.05051	0.91861	1.24018	0.69077	0.53466	0.05120	0.18401	2.85737
33	Thailand	Southeastern Asia	34	6.455	0.03557	0.96690	1.26504	0.73850	0.55664	0.03187	0.57630	2.31945
34	Saudi Arabia	Middle East and Northern Africa	35	6.411	0.04633	1.39541	1.08393	0.72025	0.31048	0.32524	0.13706	2.43872
35	Spain	Western Europe	36	6.329	0.03468	1.23011	1.31379	0.95562	0.45951	0.06398	0.18227	2.12367
36	Malta	Western Europe	37	6.302	0.04206	1.20740	1.30203	0.88721	0.60365	0.13586	0.51752	1.64880
37	Taiwan	Eastern Asia	38	6.298	0.03868	1.29098	1.07617	0.87530	0.39740	0.08129	0.25376	2.32323
38	Kuwait	Middle East and Northern Africa	39	6.295	0.04456	1.55422	1.16594	0.72492	0.55499	0.25609	0.16228	1.87634
39	Suriname	Latin America and Caribbean	40	6.269	0.09811	0.99534	0.97200	0.60820	0.59657	0.13633	0.16991	2.79094
40	Trinidad and Tobago	Latin America and Caribbean	41	6.168	0.10895	1.21183	1.18354	0.61483	0.55884	0.01140	0.31844	2.26882
41	El Salvador	Latin America and Caribbean	42	6.130	0.05618	0.76454	1.02507	0.67737	0.40350	0.11776	0.10692	3.03500
42	Guatemala	Latin America and Caribbean	43	6.123	0.05224	0.74553	1.04356	0.64425	0.57733	0.09472	0.27489	2.74255
43	Uzbekistan	Central and Eastern Europe	44	6.003	0.04361	0.63244	1.34043	0.59772	0.65821	0.30826	0.22837	2.23741
44	Slovakia	Central and Eastern Europe	45	5.995	0.04267	1.16891	1.26999	0.78902	0.31751	0.03431	0.16893	2.24639
45	Japan	Eastern Asia	46	5.987	0.03581	1.27074	1.25712	0.99111	0.49615	0.18060	0.10705	1.68435
46	South Korea	Eastern Asia	47	5.984	0.04098	1.24461	0.95774	0.96538	0.33208	0.07857	0.18557	2.21978
47	Ecuador	Latin America and Caribbean	48	5.975	0.04528	0.86402	0.99903	0.79075	0.48574	0.18090	0.11541	2.53942
48	Bahrain	Middle East and Northern Africa	49	5.960	0.05412	1.32376	1.21624	0.74716	0.45492	0.30600	0.17362	1.73797
49	Italy	Western Europe	50	5.948	0.03914	1.25114	1.19777	0.95446	0.26236	0.02901	0.22823	2.02518
50	Bolivia	Latin America and Caribbean	51	5.890	0.05642	0.68133	0.97841	0.53920	0.57414	0.08800	0.20536	2.82334
51	Moldova	Central and Eastern Europe	52	5.889	0.03799	0.59448	1.01528	0.61826	0.32818	0.01615	0.20951	3.10712
52	Paraguay	Latin America and Caribbean	53	5.878	0.04563	0.75985	1.30477	0.66098	0.53899	0.08242	0.34240	2.18896
53	Kazakhstan	Central and Eastern Europe	54	5.855	0.04114	1.12254	1.12241	0.64368	0.51649	0.08454	0.11827	2.24729
54	Slovenia	Central and Eastern Europe	55	5.848	0.04251	1.18498	1.27385	0.87337	0.60855	0.03787	0.25328	1.61583
55	Lithuania	Central and Eastern Europe	56	5.833	0.03843	1.14723	1.25745	0.73128	0.21342	0.01031	0.02641	2.44649
56	Nicaragua	Latin America and Caribbean	57	5.828	0.05371	0.59325	1.14184	0.74314	0.55475	0.19317	0.27815	2.32407
57	Peru	Latin America and Caribbean	58	5.824	0.04615	0.90019	0.97459	0.73017	0.41496	0.05989	0.14982	2.59450
58	Belarus	Central and Eastern Europe	59	5.813	0.03938	1.03192	1.23289	0.73608	0.37938	0.19090	0.11046	2.13090
59	Poland	Central and Eastern Europe	60	5.791	0.04263	1.12555	1.27948	0.77903	0.53122	0.04212	0.16759	1.86565
60	Malaysia	Southeastern Asia	61	5.770	0.04330	1.12486	1.07023	0.72394	0.53024	0.10501	0.33075	1.88541
61	Croatia	Central and Eastern Europe	62	5.759	0.04394	1.08254	0.79624	0.78805	0.25883	0.02430	0.05444	2.75414
62	Libya	Middle East and Northern Africa	63	5.754	0.07832	1.13145	1.11862	0.70380	0.41668	0.11023	0.18295	2.09066
63	Russia	Central and Eastern Europe	64	5.716	0.03135	1.13764	1.23617	0.66926	0.36679	0.03005	0.00199	2.27394
64	Jamaica	Latin America and Caribbean	65	5.709	0.13693	0.81038	1.15102	0.68741	0.50442	0.02299	0.21230	2.32038
65	North Cyprus	Western Europe	66	5.695	0.05635	1.20806	1.07008	0.92356	0.49027	0.14280	0.26169	1.59888
66	Cyprus	Western Europe	67	5.689	0.05580	1.20813	0.89318	0.92356	0.40672	0.06146	0.30638	1.88931
67	Algeria	Middle East and Northern Africa	68	5.605	0.05099	0.93929	1.07772	0.61766	0.28579	0.17383	0.07822	2.43209
68	Kosovo	Central and Eastern Europe	69	5.589	0.05018	0.80148	0.81198	0.63132	0.24749	0.04741	0.28310	2.76579
69	Turkmenistan	Central and Eastern Europe	70	5.548	0.04175	0.95847	1.22668	0.53886	0.47610	0.30844	0.16979	1.86984
70	Mauritius	Sub-Saharan Africa	71	5.477	0.07197	1.00761	0.98521	0.70950	0.56066	0.07521	0.37744	1.76145
71	Hong Kong	Eastern Asia	72	5.474	0.05051	1.38604	1.05818	1.01328	0.59608	0.37124	0.39478	0.65429
72	Estonia	Central and Eastern Europe	73	5.429	0.04013	1.15174	1.22791	0.77361	0.44888	0.15184	0.08680	1.58782
73	Indonesia	Southeastern Asia	74	5.399	0.02596	0.82827	1.08708	0.63793	0.46611	0.00000	0.51535	1.86399
74	Vietnam	Southeastern Asia	75	5.360	0.03107	0.63216	0.91226	0.74676	0.59444	0.10441	0.16860	2.20173
75	Turkey	Middle East and Northern Africa	76	5.332	0.03864	1.06098	0.94632	0.73172	0.22815	0.15746	0.12253	2.08528
76	Kyrgyzstan	Central and Eastern Europe	77	5.286	0.03823	0.47428	1.15115	0.65088	0.43477	0.04232	0.30030	2.23270
77	Nigeria	Sub-Saharan Africa	78	5.268	0.04192	0.65435	0.90432	0.16007	0.34334	0.04030	0.27233	2.89319
78	Bhutan	Southern Asia	79	5.253	0.03225	0.77042	1.10395	0.57407	0.53206	0.15445	0.47998	1.63794
79	Azerbaijan	Central and Eastern Europe	80	5.212	0.03363	1.02389	0.93793	0.64045	0.37030	0.16065	0.07799	2.00073
80	Pakistan	Southern Asia	81	5.194	0.03726	0.59543	0.41411	0.51466	0.12102	0.10464	0.33671	3.10709
81	Jordan	Middle East and Northern Africa	82	5.192	0.04524	0.90198	1.05392	0.69639	0.40661	0.14293	0.11053	1.87996
82	Montenegro	Central and Eastern Europe	82	5.192	0.05235	0.97438	0.90557	0.72521	0.18260	0.14296	0.16140	2.10017
83	China	Eastern Asia	84	5.140	0.02424	0.89012	0.94675	0.81658	0.51697	0.02781	0.08185	1.86040
84	Zambia	Sub-Saharan Africa	85	5.129	0.06988	0.47038	0.91612	0.29924	0.48827	0.12468	0.19591	2.63430
85	Romania	Central and Eastern Europe	86	5.124	0.06607	1.04345	0.88588	0.76890	0.35068	0.00649	0.13748	1.93129
86	Serbia	Central and Eastern Europe	87	5.123	0.04864	0.92053	1.00964	0.74836	0.20107	0.02617	0.19231	2.02500
87	Portugal	Western Europe	88	5.102	0.04802	1.15991	1.13935	0.87519	0.51469	0.01078	0.13719	1.26462
88	Latvia	Central and Eastern Europe	89	5.098	0.04640	1.11312	1.09562	0.72437	0.29671	0.06332	0.18226	1.62215
89	Philippines	Southeastern Asia	90	5.073	0.04934	0.70532	1.03516	0.58114	0.62545	0.12279	0.24991	1.75360
90	Somaliland region	Sub-Saharan Africa	91	5.057	0.06161	0.18847	0.95152	0.43873	0.46582	0.39928	0.50318	2.11032
91	Morocco	Middle East and Northern Africa	92	5.013	0.03420	0.73479	0.64095	0.60954	0.41691	0.08546	0.07172	2.45373
92	Macedonia	Central and Eastern Europe	93	5.007	0.05376	0.91851	1.00232	0.73545	0.33457	0.05327	0.22359	1.73933
93	Mozambique	Sub-Saharan Africa	94	4.971	0.07896	0.08308	1.02626	0.09131	0.34037	0.15603	0.22269	3.05137
94	Albania	Central and Eastern Europe	95	4.959	0.05013	0.87867	0.80434	0.81325	0.35733	0.06413	0.14272	1.89894
95	Bosnia and Herzegovina	Central and Eastern Europe	96	4.949	0.06913	0.83223	0.91916	0.79081	0.09245	0.00227	0.24808	2.06367
96	Lesotho	Sub-Saharan Africa	97	4.898	0.09438	0.37545	1.04103	0.07612	0.31767	0.12504	0.16388	2.79832
97	Dominican Republic	Latin America and Caribbean	98	4.885	0.07446	0.89537	1.17202	0.66825	0.57672	0.14234	0.21684	1.21305
98	Laos	Southeastern Asia	99	4.876	0.06698	0.59066	0.73803	0.54909	0.59591	0.24249	0.42192	1.73799
99	Mongolia	Eastern Asia	100	4.874	0.03313	0.82819	1.30060	0.60268	0.43626	0.02666	0.33230	1.34759
100	Swaziland	Sub-Saharan Africa	101	4.867	0.08742	0.71206	1.07284	0.07566	0.30658	0.03060	0.18259	2.48676
101	Greece	Western Europe	102	4.857	0.05062	1.15406	0.92933	0.88213	0.07699	0.01397	0.00000	1.80101
102	Lebanon	Middle East and Northern Africa	103	4.839	0.04337	1.02564	0.80001	0.83947	0.33916	0.04582	0.21854	1.57059
103	Hungary	Central and Eastern Europe	104	4.800	0.06107	1.12094	1.20215	0.75905	0.32112	0.02758	0.12800	1.24074
104	Honduras	Latin America and Caribbean	105	4.788	0.05648	0.59532	0.95348	0.69510	0.40148	0.06825	0.23027	1.84408
105	Tajikistan	Central and Eastern Europe	106	4.786	0.03198	0.39047	0.85563	0.57379	0.47216	0.15072	0.22974	2.11399
106	Tunisia	Middle East and Northern Africa	107	4.739	0.03589	0.88113	0.60429	0.73793	0.26268	0.06358	0.06431	2.12466
107	Palestinian Territories	Middle East and Northern Africa	108	4.715	0.04394	0.59867	0.92558	0.66015	0.24499	0.12905	0.11251	2.04384
108	Bangladesh	Southern Asia	109	4.694	0.03077	0.39753	0.43106	0.60164	0.40820	0.12569	0.21222	2.51767
109	Iran	Middle East and Northern Africa	110	4.686	0.04449	1.00880	0.54447	0.69805	0.30033	0.05863	0.38086	1.69440
110	Ukraine	Central and Eastern Europe	111	4.681	0.04412	0.79907	1.20278	0.67390	0.25123	0.02961	0.15275	1.57140
111	Iraq	Middle East and Northern Africa	112	4.677	0.05232	0.98549	0.81889	0.60237	0.00000	0.13788	0.17922	1.95335
112	South Africa	Sub-Saharan Africa	113	4.642	0.04585	0.92049	1.18468	0.27688	0.33207	0.08884	0.11973	1.71956
113	Ghana	Sub-Saharan Africa	114	4.633	0.04742	0.54558	0.67954	0.40132	0.42342	0.04355	0.23087	2.30919
114	Zimbabwe	Sub-Saharan Africa	115	4.610	0.04290	0.27100	1.03276	0.33475	0.25861	0.08079	0.18987	2.44191
115	Liberia	Sub-Saharan Africa	116	4.571	0.11068	0.07120	0.78968	0.34201	0.28531	0.06232	0.24362	2.77729
116	India	Southern Asia	117	4.565	0.02043	0.64499	0.38174	0.51529	0.39786	0.08492	0.26475	2.27513
117	Sudan	Sub-Saharan Africa	118	4.550	0.06740	0.52107	1.01404	0.36878	0.10081	0.14660	0.19062	2.20857
118	Haiti	Latin America and Caribbean	119	4.518	0.07331	0.26673	0.74302	0.38847	0.24425	0.17175	0.46187	2.24173
119	Congo (Kinshasa)	Sub-Saharan Africa	120	4.517	0.03680	0.00000	1.00120	0.09806	0.22605	0.07625	0.24834	2.86712
120	Nepal	Southern Asia	121	4.514	0.03607	0.35997	0.86449	0.56874	0.38282	0.05907	0.32296	1.95637
121	Ethiopia	Sub-Saharan Africa	122	4.512	0.03780	0.19073	0.60406	0.44055	0.43450	0.15048	0.24325	2.44876
122	Sierra Leone	Sub-Saharan Africa	123	4.507	0.07068	0.33024	0.95571	0.00000	0.40840	0.08786	0.21488	2.51009
123	Mauritania	Sub-Saharan Africa	124	4.436	0.03947	0.45407	0.86908	0.35874	0.24232	0.17461	0.21900	2.11773
124	Kenya	Sub-Saharan Africa	125	4.419	0.04734	0.36471	0.99876	0.41435	0.42215	0.05839	0.37542	1.78555
125	Djibouti	Sub-Saharan Africa	126	4.369	0.08096	0.44025	0.59207	0.36291	0.46074	0.28105	0.18093	2.05125
126	Armenia	Central and Eastern Europe	127	4.350	0.04763	0.76821	0.77711	0.72990	0.19847	0.03900	0.07855	1.75873
127	Botswana	Sub-Saharan Africa	128	4.332	0.04934	0.99355	1.10464	0.04776	0.49495	0.12474	0.10461	1.46181
128	Myanmar	Southeastern Asia	129	4.307	0.04351	0.27108	0.70905	0.48246	0.44017	0.19034	0.79588	1.41805
129	Georgia	Central and Eastern Europe	130	4.297	0.04221	0.74190	0.38562	0.72926	0.40577	0.38331	0.05547	1.59541
130	Malawi	Sub-Saharan Africa	131	4.292	0.06130	0.01604	0.41134	0.22562	0.43054	0.06977	0.33128	2.80791
131	Sri Lanka	Southern Asia	132	4.271	0.03751	0.83524	1.01905	0.70806	0.53726	0.09179	0.40828	0.67108
132	Cameroon	Sub-Saharan Africa	133	4.252	0.04678	0.42250	0.88767	0.23402	0.49309	0.05786	0.20618	1.95071
133	Bulgaria	Central and Eastern Europe	134	4.218	0.04828	1.01216	1.10614	0.76649	0.30587	0.00872	0.11921	0.89991
134	Egypt	Middle East and Northern Africa	135	4.194	0.03260	0.88180	0.74700	0.61712	0.17288	0.06324	0.11291	1.59927
135	Yemen	Middle East and Northern Africa	136	4.077	0.04367	0.54649	0.68093	0.40064	0.35571	0.07854	0.09131	1.92313
136	Angola	Sub-Saharan Africa	137	4.033	0.04758	0.75778	0.86040	0.16683	0.10384	0.07122	0.12344	1.94939
137	Mali	Sub-Saharan Africa	138	3.995	0.05602	0.26074	1.03526	0.20583	0.38857	0.12352	0.18798	1.79293
138	Congo (Brazzaville)	Sub-Saharan Africa	139	3.989	0.06682	0.67866	0.66290	0.31051	0.41466	0.11686	0.12388	1.68135
139	Comoros	Sub-Saharan Africa	140	3.956	0.04797	0.23906	0.79273	0.36315	0.22917	0.19900	0.17441	1.95812
140	Uganda	Sub-Saharan Africa	141	3.931	0.04317	0.21102	1.13299	0.33861	0.45727	0.07267	0.29066	1.42766
141	Senegal	Sub-Saharan Africa	142	3.904	0.03608	0.36498	0.97619	0.43540	0.36772	0.10713	0.20843	1.44395
142	Gabon	Sub-Saharan Africa	143	3.896	0.04547	1.06024	0.90528	0.43372	0.31914	0.11091	0.06822	0.99895
143	Niger	Sub-Saharan Africa	144	3.845	0.03602	0.06940	0.77265	0.29707	0.47692	0.15639	0.19387	1.87877
144	Cambodia	Southeastern Asia	145	3.819	0.05069	0.46038	0.62736	0.61114	0.66246	0.07247	0.40359	0.98195
145	Tanzania	Sub-Saharan Africa	146	3.781	0.05061	0.28520	1.00268	0.38215	0.32878	0.05747	0.34377	1.38079
146	Madagascar	Sub-Saharan Africa	147	3.681	0.03633	0.20824	0.66801	0.46721	0.19184	0.08124	0.21333	1.85100
147	Central African Republic	Sub-Saharan Africa	148	3.678	0.06112	0.07850	0.00000	0.06699	0.48879	0.08289	0.23835	2.72230
148	Chad	Sub-Saharan Africa	149	3.667	0.03830	0.34193	0.76062	0.15010	0.23501	0.05269	0.18386	1.94296
149	Guinea	Sub-Saharan Africa	150	3.656	0.03590	0.17417	0.46475	0.24009	0.37725	0.12139	0.28657	1.99172
150	Ivory Coast	Sub-Saharan Africa	151	3.655	0.05141	0.46534	0.77115	0.15185	0.46866	0.17922	0.20165	1.41723
151	Burkina Faso	Sub-Saharan Africa	152	3.587	0.04324	0.25812	0.85188	0.27125	0.39493	0.12832	0.21747	1.46494
152	Afghanistan	Southern Asia	153	3.575	0.03084	0.31982	0.30285	0.30335	0.23414	0.09719	0.36510	1.95210
153	Rwanda	Sub-Saharan Africa	154	3.465	0.03464	0.22208	0.77370	0.42864	0.59201	0.55191	0.22628	0.67042
154	Benin	Sub-Saharan Africa	155	3.340	0.03656	0.28665	0.35386	0.31910	0.48450	0.08010	0.18260	1.63328
155	Syria	Middle East and Northern Africa	156	3.006	0.05015	0.66320	0.47489	0.72193	0.15684	0.18906	0.47179	0.32858
156	Burundi	Sub-Saharan Africa	157	2.905	0.08658	0.01530	0.41587	0.22396	0.11850	0.10062	0.19727	1.83302
157	Togo	Sub-Saharan Africa	158	2.839	0.06727	0.20868	0.13995	0.28443	0.36453	0.10731	0.16681	1.56726

Data Explorer¶