Gapminder: Relatorio AutomáticoResultados em 2002
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 71.006 179914212 8131.213
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican Republic
Ecuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
GabonGambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay PeruPhilippines
PolandPortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuelaVietnam West Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
58.2499
Estatistica
0.0008
Valor p
1.0139
0.0001
57.4535
11.0294
0
040
50
60
70
80
300 1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 46.49p valor para ks.test: 0.15654
Regressão linear e destaque no Brasil
2002: lifeExp ~ gdpPercap
1
Comportamento dos dados por Continente
Algeria
Angola
Benin
BotswanaBurkina FasoBurundi
Cameroon
Central African Republic
Chad
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Egypt
Equatorial Guinea
EritreaEthiopia
GabonGambiaGhanaGuinea
Guinea−Bissau
Kenya
LesothoLiberia
Libya
Madagascar
Malawi
Mali
Mauritania
MauritiusMorocco
Mozambique
NamibiaNiger
Nigeria
Reunion
Rwanda
Sao Tome and PrincipeSenegal
Sierra Leone
Somalia
South AfricaSudan
Swaziland
Tanzania
Togo
Tunisia
Uganda
ZambiaZimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
India
Indonesia Iran
Iraq
IsraelJapan
JordanKorea, Dem. Rep.
Korea, Rep. Kuwait
LebanonMalaysia
MongoliaMyanmarNepal
Oman
Pakistan
Philippines Saudi Arabia
Singapore
Sri LankaSyria
Taiwan
ThailandVietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
CanadaChile
Colombia
Costa RicaCuba
Dominican Republic
Ecuador
El SalvadorGuatemala
Haiti
Honduras
JamaicaMexico
Nicaragua
Panama
ParaguayPeru
Puerto Rico
Trinidad and Tobago
United StatesUruguayVenezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
Bulgaria
CroatiaCzech Republic
DenmarkFinlandFranceGermanyGreece
Hungary
Iceland
Ireland
Italy
Montenegro
Netherlands Norway
Poland
Portugal
Romania
SerbiaSlovak Republic
Slovenia
SpainSwedenSwitzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 10.000 20.000 30.000 10.000 20.000 30.000 40.000
0 2.500 5.000 7.500 10.000 12.500 0 10.000 20.000 30.000 40.000
60
65
70
75
80
70.0
72.5
75.0
77.5
80.0
40
50
60
70
40
50
60
70
80
gdpPercap
lifeE
xp
2002: lifeExp ~ gdpPercap, por continente
2
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeru
Philippines
Poland
PortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United Kingdom
United States
Uruguay
VenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
GabonGambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
PolandPortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Brazil
Bulgaria
Canada
Chile
ChinaColombia
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
Egypt
El Salvador
Finland
France
GermanyGreece
Hong Kong, China
Hungary
Iceland
Iran
Ireland
Israel
Italy
Jamaica
Japan
Jordan
Korea, Rep. Kuwait
Lebanon
LibyaMalaysia
Mauritius
Mexico
Montenegro
Morocco
Netherlands
New Zealand
Nicaragua
Norway
Oman
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto Rico
Reunion
RomaniaSaudi Arabia
Serbia
Singapore
Slovak Republic
Slovenia
Spain
Sri Lanka
Sweden
Switzerland
Syria
Taiwan
Tunisia
Turkey
United Kingdom
United States
Uruguay
VenezuelaVietnam
West Bank and Gaza
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
CubaCzech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
GabonGambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
VenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
0 10.000 20.000 30.000 40.00070.0
72.5
75.0
77.5
80.0
82.5
0 10.00020.00030.00040.000
40
50
60
70
80
10.000 20.000 30.000 40.000
70.0
72.5
75.0
77.5
80.0
82.5
10.000 20.000 30.000 40.000
40
50
60
70
80
gdpPercap
lifeE
xp
2002: lifeExp ~ gdpPercap com zoom nos países acima da mediana
3
Avaliando melhor países abaixo da média
Afghanistan
Albania
Algeria
Angola
Argentina Bahrain
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican Republic
Ecuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
GabonGambiaGhana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hungary
India
Indonesia Iran
Iraq
Ireland
JamaicaJordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Slovak Republic
Slovenia
Somalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United StatesUruguay
VenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
ZambiaZimbabweAfghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
GabonGambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep. Kuwait
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
PolandPortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican Republic
Ecuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
GambiaGhana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
IndonesiaIran
Iraq
JamaicaJordan
Kenya
Korea, Dem. Rep.
Lebanon
LesothoLiberia
Libya
Madagascar
Malawi
Mali
Mauritania
Mauritius
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
ParaguayPeruPhilippines
Reunion
Romania
Rwanda
Sao Tome and Principe
Senegal
Serbia
Sierra Leone
Somalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Turkey
Uganda
Uruguay
VenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Ecuador
EgyptEl Salvador
Eritrea
Ethiopia
GambiaGhana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iraq
Jordan
Kenya
Korea, Dem. Rep.
LesothoLiberia
Madagascar
Malawi
Mali
Mauritania
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
ParaguayPeruPhilippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Uganda
Vietnam West Bank and Gaza
Yemen, Rep.
ZambiaZimbabwe
0 10.000 20.000 30.000 40.000
40
50
60
70
0 10.00020.00030.00040.000
40
50
60
70
80
0 1.000 2.000 3.000 4.000 5.000
40
50
60
70
0 1.0002.0003.0004.0005.000
40
50
60
70
80
gdpPercap
lifeE
xp
2002: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
4
Resultados em 1997
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 69.388 168546719 7957.981
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibiaNepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited StatesUruguayVenezuela
Vietnam West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
57.7456
Estatistica
0.0008
Valor p
0.9292
0.0001
62.1476
11.7171
0
0
40
50
60
70
80
300 1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 49.51p valor para ks.test: 0.18534
Regressão linear e destaque no Brasil
1997: lifeExp ~ gdpPercap
5
Comportamento dos dados por Continente
Algeria
Angola
BeninBotswana
Burkina FasoBurundi
Cameroon
Central African Republic
Chad
Comoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritrea
Ethiopia
GabonGambia
Ghana
Guinea
Guinea−Bissau
KenyaLesotho
Liberia
Libya
Madagascar
MalawiMali
Mauritania
MauritiusMorocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and PrincipeSenegal
Sierra LeoneSomalia
South AfricaSudanSwaziland
Tanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesiaIran
Iraq
IsraelJapan
JordanKorea, Dem. Rep.
Korea, Rep. Kuwait
LebanonMalaysia
MongoliaMyanmarNepal
Oman
Pakistan
Philippines Saudi Arabia
Singapore
Sri LankaSyriaTaiwan
ThailandVietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
CanadaChile
Colombia
Costa RicaCuba
Dominican RepublicEcuador
El SalvadorGuatemala
Haiti
Honduras
JamaicaMexico
Nicaragua
Panama
ParaguayPeru
Puerto Rico
Trinidad and Tobago
United StatesUruguayVenezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
Bulgaria
CroatiaCzech Republic
DenmarkFinland
FranceGermanyGreece
Hungary
Iceland
Ireland
Italy
Montenegro
Netherlands Norway
Poland
Portugal
Romania
SerbiaSlovak Republic
Slovenia
SpainSwedenSwitzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 10.000 20.000 30.000 40.000 10.000 20.000 30.000 40.000
0 5.000 10.000 15.000 0 10.000 20.000 30.00055
60
65
70
75
80
70.0
72.5
75.0
77.5
80.0
40
50
60
70
40
50
60
70
80
gdpPercap
lifeE
xp
1997: lifeExp ~ gdpPercap, por continente
6
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
NamibiaNepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto RicoReunion
Romania
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibiaNepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
PolandPortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited StatesUruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Brazil
Bulgaria
Canada
Chile
ChinaColombia
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
El Salvador
Finland
France
Germany
Greece
Honduras
Hong Kong, China
Hungary
Iceland
Iran
Ireland
Israel
Italy
Jamaica
Japan
Jordan
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
LibyaMalaysia
Mauritius
Mexico
Montenegro
Morocco
Netherlands
New Zealand
Nicaragua
Norway
Oman
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto RicoReunion
Romania
Saudi Arabia
Serbia
Singapore
Slovak Republic
Slovenia
Spain
Sri Lanka
Sweden Switzerland
Syria
Taiwan
Trinidad and Tobago
Tunisia
Turkey
United KingdomUnited States
Uruguay
Venezuela
VietnamWest Bank and Gaza
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibiaNepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
VenezuelaVietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000 40.000
69
72
75
78
81
0 10.00020.00030.00040.000
40
50
60
70
80
10.000 20.000 30.000 40.000
69
72
75
78
81
10.000 20.000 30.000 40.000
40
50
60
70
80
gdpPercap
lifeE
xp
1997: lifeExp ~ gdpPercap com zoom nos países acima da mediana
7
Avaliando melhor países abaixo da média
Afghanistan
Albania
Algeria
Angola
Argentina Bahrain
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hungary
India
IndonesiaIran
Iraq
Ireland
JamaicaJordan
Kenya
Korea, Dem. Rep.
Korea, Rep.Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibiaNepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Slovak RepublicSlovenia
Somalia
South Africa
Sri Lanka
SudanSwaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United StatesUruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial Guinea
Eritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
IndonesiaIran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibiaNepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
PolandPortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited StatesUruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
BrazilBulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iran
Iraq
Jamaica
Jordan
Kenya
Korea, Dem. Rep.
Lesotho
Liberia
Madagascar
Malawi
Mali
Mauritania
Mauritius
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
NamibiaNepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
ParaguayPeruPhilippines
Reunion
Romania
Rwanda
Sao Tome and Principe
Senegal
Serbia
Sierra Leone
Somalia
South Africa
Sri Lanka
SudanSwaziland
Syria
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
Vietnam West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Cuba
Djibouti
Dominican Republic
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iraq
Jordan
Kenya
Korea, Dem. Rep.
Lesotho
Liberia
Madagascar
Malawi
Mali
Mauritania
Mongolia
Morocco
Mozambique
MyanmarNamibiaNepal
Nicaragua
Niger
Nigeria
Pakistan
ParaguayPhilippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
SudanSwaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Uganda
Vietnam
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000 40.000
40
50
60
70
0 10.00020.00030.00040.000
40
50
60
70
80
1.000 2.000 3.000 4.000
40
50
60
70
1.000 2.000 3.000 4.000
40
50
60
70
80
gdpPercap
lifeE
xp
1997: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
8
Resultados em 1992
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 67.057 155975974 6950.283
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
AlbaniaAlgeria
Angola
Argentina
AustraliaAustriaBahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
Cambodia Cameroon
Canada
Central African RepublicChad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican Republic Ecuador
EgyptEl Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger Nigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
PolandPortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
VenezuelaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
57.0132
Estatistica
0.0009
Valor p
0.9055
0.0001
62.9655
11.7525
0
0
40
60
80
300 1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 49.66p valor para ks.test: 0.35132
Regressão linear e destaque no Brasil
1992: lifeExp ~ gdpPercap
9
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundi
CameroonCentral African RepublicChad
Comoros
Congo, Dem. Rep.
Congo, Rep.Cote d'IvoireDjibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
GambiaGhana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawiMali
Mauritania
MauritiusMorocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and PrincipeSenegal
Sierra LeoneSomalia
South Africa
SudanSwaziland
Tanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesia
Iran
Iraq
IsraelJapan
JordanKorea, Dem. Rep.Korea, Rep.
Kuwait
LebanonMalaysia
MongoliaMyanmarNepal
Oman
Pakistan
PhilippinesSaudi Arabia
Singapore
Sri LankaSyriaTaiwan
ThailandVietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
Chile
Colombia
Costa RicaCuba
Dominican RepublicEcuadorEl SalvadorGuatemala
Haiti
Honduras
JamaicaMexico
Nicaragua
Panama
ParaguayPeru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and HerzegovinaBulgaria
CroatiaCzech Republic
DenmarkFinlandFrance
GermanyGreece
Hungary
Iceland
Ireland
Italy
Montenegro
Netherlands Norway
Poland
Portugal
Romania
SerbiaSlovak Republic
Slovenia
Spain Sweden Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 10.000 20.000 30.000 10.000 20.000 30.000
0 5.000 10.000 0 10.000 20.000 30.000
60
70
80
65
70
75
30
40
50
60
70
80
40
50
60
70
80
gdpPercap
lifeE
xp
1992: lifeExp ~ gdpPercap, por continente
10
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto RicoReunion
Romania
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
Sweden Switzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United Kingdom United States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
AlbaniaAlgeria
Angola
Argentina
AustraliaAustriaBahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
PeruPhilippines
PolandPortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Brazil
Bulgaria
Canada
Chile
ChinaColombia
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
El Salvador
Finland
France
Germany
Greece
Honduras
Hong Kong, China
Hungary
Iceland
Ireland
Israel
Italy
Jamaica
Japan
Jordan
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Libya
Malaysia
Mauritius
Mexico
Montenegro
Netherlands
New Zealand
Norway
Oman
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto RicoReunion
Romania
Saudi Arabia
Serbia
Singapore
Slovak Republic
Slovenia
Spain
Sri Lanka
Sweden Switzerland
Syria
Taiwan
Thailand
Trinidad and TobagoTunisia
Turkey
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited States
UruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000
67.5
70.0
72.5
75.0
77.5
0 10.000 20.000 30.000
40
60
80
10.000 20.000 30.000
67.5
70.0
72.5
75.0
77.5
10.000 20.000 30.000
40
60
80
gdpPercap
lifeE
xp
1992: lifeExp ~ gdpPercap com zoom nos países acima da mediana
11
Avaliando melhor países abaixo da média
Afghanistan
Albania
Algeria
Angola
Argentina
AustriaBahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritrea
Ethiopia
Finland
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
HondurasHungary
IndiaIndonesia
Iran
Iraq
IrelandIsrael
Jamaica
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
ParaguayPeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United Kingdom United StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
AlbaniaAlgeria
Angola
Argentina
AustraliaAustriaBahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
PeruPhilippines
PolandPortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Brazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Central African Republic
Chad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iran
Iraq
Jamaica
Jordan
Kenya
Korea, Dem. Rep. Lebanon
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger Nigeria
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
Reunion
Romania
Rwanda
Sao Tome and Principe
Senegal
Sierra LeoneSomalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Burkina Faso
Burundi
CambodiaCameroon
Central African Republic
Chad
China
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'IvoireDjibouti
Dominican Republic
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iraq
Jordan
Kenya
Korea, Dem. Rep.
Lesotho
Liberia
Madagascar
MalawiMali
Mauritania
Mongolia
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger Nigeria
Pakistan
ParaguayPeruPhilippines
Rwanda
Sao Tome and Principe
Senegal
Sierra LeoneSomalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Uganda
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000
30
40
50
60
0 10.000 20.000 30.000
40
60
80
1.000 2.000 3.000 4.000
30
40
50
60
1.000 2.000 3.000 4.000
40
60
80
gdpPercap
lifeE
xp
1992: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
12
Resultados em 1987
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 65.205 142938076 7807.096
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
Cambodia Cameroon
Canada
Central African RepublicChad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
55.6664
Estatistica
0.0010
Valor p
0.8139
0.0001
68.3941
13.4125
0
040
50
60
70
80
1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 56.24p valor para ks.test: 0.52868
Regressão linear e destaque no Brasil
1987: lifeExp ~ gdpPercap
13
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundi
Cameroon
Central African RepublicChadComoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawiMali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Tanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesiaIran Iraq
IsraelJapan
JordanKorea, Dem. Rep.Korea, Rep.
Kuwait
LebanonMalaysia
MongoliaMyanmar
Nepal
Oman
Pakistan
PhilippinesSaudi Arabia
SingaporeSri LankaSyria
Taiwan
ThailandVietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
Chile
Colombia
Costa RicaCuba
Dominican RepublicEcuador
El SalvadorGuatemala
Haiti
Honduras
JamaicaMexico
Nicaragua
Panama
ParaguayPeru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and HerzegovinaBulgaria CroatiaCzech Republic
DenmarkFinlandFrance
GermanyGreece
Hungary
Iceland
Ireland
ItalyMontenegro
NetherlandsNorway
Poland
Portugal
RomaniaSerbiaSlovak Republic
Slovenia
Spain Sweden Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 10.000 20.000 10.000 20.000 30.000
0 2.500 5.000 7.500 10.000 10.000 20.000 30.000
60
70
80
65
70
75
40
50
60
70
40
50
60
70
80
gdpPercap
lifeE
xp
1987: lifeExp ~ gdpPercap, por continente
14
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
Sweden Switzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United Kingdom United States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Brazil
Bulgaria
Canada
Chile
ChinaColombia
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
Finland
France
Germany
Greece
Honduras
Hong Kong, China
Hungary
Iceland
Iraq
Ireland
Israel
Italy
Jamaica
Japan
Jordan
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Libya
Malaysia
Mauritius
Mexico
Montenegro
Netherlands
New Zealand
Norway
Oman
Panama
Paraguay
PeruPhilippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Saudi Arabia
Serbia
Singapore
Slovak Republic
Slovenia
Spain
Sri Lanka
SwedenSwitzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
Tunisia
United Kingdom United States
Uruguay
Venezuela
West Bank and Gaza
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
IrelandIsrael
Italy
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.00065
70
75
0 10.000 20.000 30.000
40
50
60
70
80
10.000 20.000 30.000
65
70
75
10.000 20.000 30.000
40
50
60
70
80
gdpPercap
lifeE
xp
1987: lifeExp ~ gdpPercap com zoom nos países acima da mediana
15
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
Argentina Bahrain
BangladeshBenin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Central African RepublicChad
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
CroatiaCzech Republic
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hungary
IndiaIndonesia
IranIraq
Jamaica
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandRomania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Slovak Republic
Somalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto RicoReunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and TobagoTunisia
Turkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Botswana
Burkina Faso
Burundi
Cambodia
Cameroon
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Iran
Jamaica
Jordan
Kenya
Korea, Dem. Rep.
Lebanon
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
Paraguay
PeruPhilippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
Uruguay
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Angola
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Burkina FasoBurundi
CambodiaCameroon
Central African RepublicChad
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Jordan
Kenya
Korea, Dem. Rep.
Lesotho
Liberia
Madagascar
MalawiMali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Uganda
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000
40
50
60
0 10.000 20.000 30.000
40
50
60
70
80
1.000 2.000 3.000 4.000
40
50
60
1.000 2.000 3.000 4.000
40
50
60
70
80
gdpPercap
lifeE
xp
1987: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
16
Resultados em 1982
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 63.336 128962939 7030.836
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican Republic Ecuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India Indonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugalPuerto Rico
Reunion Romania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
53.9649
Estatistica
0.0010
Valor p
0.8758
0.0001
61.6174
12.3743
0
040
50
60
70
1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 52.24p valor para ks.test: 0.78662
Regressão linear e destaque no Brasil
1982: lifeExp ~ gdpPercap
17
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundi
Cameroon
Central African RepublicChadComoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawi
Mali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Tanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesiaIran
Iraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.Kuwait
LebanonMalaysia
MongoliaMyanmar
Nepal
Oman
Pakistan
Philippines Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
Vietnam
West Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
Chile
Colombia
Costa RicaCuba
Dominican RepublicEcuador
El SalvadorGuatemala
Haiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United States
UruguayVenezuela
Albania
AustriaBelgium
Bosnia and HerzegovinaBulgaria CroatiaCzech Republic
DenmarkFinlandFranceGermany
Greece
Hungary
Iceland
IrelandItalyMontenegro
NetherlandsNorway
PolandPortugal
Romania SerbiaSlovak RepublicSlovenia
Spain Sweden Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 10.000 20.000 30.000 10.000 20.000
0 5.000 10.000 15.000 5.000 10.000 15.000 20.000 25.00050
60
70
80
60
65
70
75
40
50
60
70
40
50
60
70
gdpPercap
lifeE
xp
1982: lifeExp ~ gdpPercap, por continente
18
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
Poland
PortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
Sweden Switzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
CubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
Chile
China
Colombia
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
FinlandFrance
Germany
Greece
Honduras
Hong Kong, China
Hungary
Iceland
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Libya
Malaysia
Mauritius
Mexico
Montenegro
Netherlands
New Zealand
Norway
Oman
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
ReunionRomania
Saudi Arabia
Serbia
Singapore
Slovak RepublicSlovenia
Spain
Sri Lanka
Sweden Switzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
Tunisia
Turkey
United Kingdom
United States
Uruguay
Venezuela
West Bank and Gaza
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugal
Puerto Rico
ReunionRomania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000
65
70
75
0 10.000 20.000 30.000
40
50
60
70
10.000 20.000 30.000
65
70
75
10.000 20.000 30.000
40
50
60
70
gdpPercap
lifeE
xp
1982: lifeExp ~ gdpPercap com zoom nos países acima da mediana
19
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
BangladeshBenin
Bolivia
BotswanaBrazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African RepublicChad
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
IraqJordan
Kenya
Korea, Rep.Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Morocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Paraguay
PeruPhilippines
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Turkey
Uganda
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
CubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritrea
EthiopiaGambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Jamaica
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
Paraguay
PeruPhilippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
Uganda
Uruguay
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Angola
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Botswana
Burkina FasoBurundi
Cambodia
Cameroon
Central African RepublicChad
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Jordan
Kenya
Korea, Dem. Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Turkey
Uganda
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 10.000 20.000 30.000
40
45
50
55
60
0 10.000 20.000 30.000
40
50
60
70
1.000 2.000 3.000 4.000
40
45
50
55
60
1.000 2.000 3.000 4.000
40
50
60
70
gdpPercap
lifeE
xp
1982: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
20
Resultados em 1977
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 61.489 114313951 6660.119
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChina Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican Republic Ecuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and Principe Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweBrasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
53.4841
Estatistica
0.0008
Valor p
0.9872
0.0001
54.1788
9.3466
0
030
40
50
60
70
80
300 1.000 3.000 10.000 30.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 38.42p valor para ks.test: 0.16466
Regressão linear e destaque no Brasil
1977: lifeExp ~ gdpPercap
21
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundiCameroon
Central African RepublicChadComoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawi
Mali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
SwazilandTanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
Bangladesh
Cambodia
China
Hong Kong, China
IndiaIndonesiaIran
Iraq
IsraelJapan
JordanKorea, Dem. Rep.Korea, Rep.
KuwaitLebanonMalaysia
MongoliaMyanmar
Nepal
OmanPakistanPhilippines Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
VietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuador
El SalvadorGuatemala
Haiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United States
UruguayVenezuela
Albania
AustriaBelgium
Bosnia and HerzegovinaBulgariaCroatiaCzech Republic
DenmarkFinland
FranceGermany
Greece
Hungary
Iceland
IrelandItalyMontenegro
NetherlandsNorway
PolandPortugalRomaniaSerbiaSlovak RepublicSlovenia
SpainSweden Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 20.000 40.000 60.000 10.000 20.000
0 5.000 10.000 15.000 20.000 5.000 10.000 15.000 20.000 25.000
50
60
70
60
65
70
75
40
50
60
30
40
50
60
70
gdpPercap
lifeE
xp
1977: lifeExp ~ gdpPercap, por continente
22
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
India
Indonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChinaColombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
Chile
ChinaColombia
Costa RicaCroatia
Cuba
Czech Republic
Denmark
Dominican RepublicEcuador
Finland
France
Germany
Greece
Honduras
Hong Kong, China
Hungary
Iceland
Iran
Iraq
Ireland
IsraelItaly
Jamaica
Japan
Jordan
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Libya
MalaysiaMauritiusMexico
Montenegro
Netherlands
New Zealand
Nicaragua
Norway
Oman
Panama
Paraguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe Saudi Arabia
SerbiaSingapore
Slovak RepublicSlovenia
Spain
Sri Lanka
SwedenSwitzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
TunisiaTurkey
United KingdomUnited States
Uruguay
Venezuela
West Bank and Gaza
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 20.000 40.000 60.000
60
65
70
75
0 20.000 40.000 60.000
30
40
50
60
70
20.000 40.000 60.000
60
65
70
75
20.000 40.000 60.000
30
40
50
60
70
gdpPercap
lifeE
xp
1977: lifeExp ~ gdpPercap com zoom nos países acima da mediana
23
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
Argentina
Bahrain
BangladeshBeninBolivia
BotswanaBrazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African RepublicChad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
IraqJordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
MongoliaMorocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
PanamaParaguay
PeruPhilippines
Reunion
Rwanda
Sao Tome and Principe Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChinaColombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugalPuerto Rico
ReunionRomania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
UruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African RepublicChad
Chile
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican Republic Ecuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Jamaica
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia Morocco
Mozambique
Myanmar Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
Paraguay
Peru
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia Turkey
Uganda
Uruguay
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Angola
Bangladesh
BeninBolivia
Bosnia and Herzegovina
Botswana
Burkina FasoBurundi
Cambodia
Cameroon
Central African RepublicChad
China Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
Myanmar Namibia
Nepal
Niger
Nigeria
Pakistan
Paraguay
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia Turkey
Uganda
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 20.000 40.000 60.00030
40
50
60
0 20.000 40.000 60.000
30
40
50
60
70
1.000 2.000 3.000
30
40
50
60
1.000 2.000 3.000
30
40
50
60
70
gdpPercap
lifeE
xp
1977: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
24
Resultados em 1972
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 59.504 100840058 4985.711
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChinaColombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweBrasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
54.3101
Estatistica
0.0005
Valor p
1.0107
0.0001
53.7341
6.1248
0
0
40
50
60
70
80
1.000 10.000 100.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 21.13p valor para ks.test: 0.01532
Regressão linear e destaque no Brasil
1972: lifeExp ~ gdpPercap
25
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundiCameroon
Central African RepublicChadComoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawi
Mali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
SwazilandTanzania
Togo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesia
IranIraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Malaysia
MongoliaMyanmar
Nepal
OmanPakistan
PhilippinesSaudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
Vietnam
West Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuadorEl Salvador
Guatemala
Haiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
BulgariaCroatiaCzech Republic
DenmarkFinland
FranceGermany
GreeceHungary
Iceland
IrelandItalyMontenegro
NetherlandsNorway
PolandPortugalRomaniaSerbia
Slovak RepublicSlovenia
SpainSweden Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 30.000 60.000 90.000 10.000 20.000
0 5.000 10.000 15.000 20.000 5.000 10.000 15.000 20.000
50
60
70
60
65
70
75
40
50
60
40
50
60
70
gdpPercap
lifeE
xp
1972: lifeExp ~ gdpPercap, por continente
26
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
ChileChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
OmanPakistan
PanamaParaguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweAfghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChinaColombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
ChileChina
Colombia
Congo, Rep.
Costa Rica
Croatia
CubaCzech Republic
Denmark
Dominican Republic
EcuadorEl Salvador
Finland
France
Germany
Greece
GuatemalaHonduras
Hong Kong, China
Hungary
Iceland
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
MalaysiaMauritiusMexico
Mongolia
Montenegro
Namibia
Netherlands
New Zealand
Nicaragua
Norway
PanamaParaguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe
Saudi Arabia
Serbia
Singapore
Slovak RepublicSlovenia
South Africa
Spain
Sri Lanka
Sweden
Switzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
Tunisia
Turkey
United KingdomUnited States
Uruguay
Venezuela
West Bank and Gaza
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African Republic
Chad
ChileChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Kuwait
Lebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
Norway
OmanPakistan
PanamaParaguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
60
65
70
75
0 30.000 60.000 90.000
40
50
60
70
0 30.000 60.000 90.000
60
65
70
75
0 30.000 60.000 90.000
40
50
60
70
gdpPercap
lifeE
xp
1972: lifeExp ~ gdpPercap com zoom nos países acima da mediana
27
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
Bangladesh
BeninBolivia
Botswana
Brazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African Republic
Chad
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
IraqJordan
Kenya
Lesotho
Liberia
Libya
Madagascar
Malawi
Mali
Mauritania
MongoliaMorocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
OmanPakistan
Peru
Philippines
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
TunisiaTurkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia
Cameroon
Canada
Central African RepublicChad
ChileChinaColombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
PeruPhilippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and PrincipeSaudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguayVenezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Bangladesh
Benin Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina FasoBurundi
Cambodia
Cameroon
Central African Republic
Chad
ChileChina
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Cuba
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
MyanmarNamibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
PanamaParaguay
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
Uganda
Uruguay
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Bangladesh
Benin Bolivia
Bosnia and Herzegovina
Botswana
Burkina FasoBurundi
Cambodia
Cameroon
Central African Republic
Chad
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Jordan
Kenya
Korea, Dem. Rep.Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
MyanmarNamibia
Nepal
Niger
Nigeria
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
TunisiaTurkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
35
40
45
50
55
0 30.000 60.000 90.000
40
50
60
70
1.000 2.000 3.000
35
40
45
50
55
1.000 2.000 3.000
40
50
60
70
gdpPercap
lifeE
xp
1972: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
28
Resultados em 1967
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 57.632 88049823 3429.864
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
Cambodia Cameroon
Canada
Central African RepublicChad
ChileChina
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican Republic Ecuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweBrasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
51.8668
Estatistica
0.0007
Valor p
1.0468
0.0001
49.5472
6.4765
0
0
40
50
60
70
80
1.000 10.000 100.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 23.05p valor para ks.test: 0.0301
Regressão linear e destaque no Brasil
1967: lifeExp ~ gdpPercap
29
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina FasoBurundiCameroon
Central African RepublicChadComoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawiMali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
SwazilandTanzaniaTogo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesia
IranIraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanonMalaysia
MongoliaMyanmar
Nepal
OmanPakistan
Philippines
Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
VietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuadorEl Salvador
GuatemalaHaiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
BulgariaCroatia
Czech RepublicDenmark
FinlandFranceGermanyGreece
Hungary
IcelandIrelandItaly
Montenegro
NetherlandsNorway
PolandPortugalRomaniaSerbia
Slovak RepublicSlovenia
SpainSweden
Switzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 20.000 40.000 60.000 80.000 5.000 10.000 15.000 20.000
0 5.000 10.000 15.000 5.000 10.000 15.000 20.000
50
60
70
60
70
40
50
60
40
50
60
70
gdpPercap
lifeE
xp
1967: lifeExp ~ gdpPercap, por continente
30
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Canada
Central African Republic
Chad
Chile
ChinaColombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
ChileChina
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
Chile
China
Colombia
Congo, Rep.
Costa Rica
CroatiaCuba
Czech Republic
Denmark
Dominican RepublicEcuadorEl Salvador
Finland
FranceGermanyGreece
Honduras
Hong Kong, ChinaHungary
Iceland
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
KuwaitLebanon
Malaysia
Mauritius
Mexico
Mongolia
Montenegro
Namibia
Netherlands
New Zealand
Nicaragua
Norway
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe
Serbia
Singapore
Slovak Republic
Slovenia
South Africa
Spain
Sri Lanka
Sweden
Switzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
Tunisia
Turkey
United KingdomUnited States
Uruguay
Venezuela
West Bank and Gaza
Zimbabwe Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
Burundi
CambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Finland
France
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 20.000 40.000 60.000 80.000
55
60
65
70
75
0 20.000 40.000 60.000 80.000
40
50
60
70
0 20.000 40.000 60.000 80.000
55
60
65
70
75
0 20.000 40.000 60.000 80.000
40
50
60
70
gdpPercap
lifeE
xp
1967: lifeExp ~ gdpPercap com zoom nos países acima da mediana
31
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
BangladeshBeninBolivia
Botswana
Brazil
Burkina Faso
Burundi
CambodiaCameroon
Central African Republic
Chad
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gabon
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
Iraq
JordanKenya
Korea, Rep.
Lesotho
Liberia
Libya
Madagascar
MalawiMali
Mauritania
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
NigerNigeria
Oman
Pakistan
Peru
Philippines
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina FasoBurundi
CambodiaCameroon
Canada
Central African RepublicChad
ChileChina
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCubaCzech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
OmanPakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
SingaporeSlovak Republic
Slovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Bangladesh
Benin Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina Faso
Burundi
CambodiaCameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic Ecuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Pakistan
Panama
Paraguay
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
BangladeshBenin Bolivia
Bosnia and Herzegovina
Botswana
Burkina Faso
Burundi
Cambodia Cameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
LiberiaMadagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
Myanmar
NepalNiger
Nigeria
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 20.000 40.000 60.000 80.000
35
40
45
50
0 20.000 40.000 60.000 80.000
40
50
60
70
1.000 2.000
35
40
45
50
1.000 2.000
40
50
60
70
gdpPercap
lifeE
xp
1967: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
32
Resultados em 1962
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 55.665 76039390 3336.586
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodia Cameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweBrasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
51.0816
Estatistica
0.0005
Valor p
1.0727
0.0001
47.6206
4.9091
0
030
40
50
60
70
80
1.000 10.000 100.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 14.69p valor para ks.test: 0.01018
Regressão linear e destaque no Brasil
1962: lifeExp ~ gdpPercap
33
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina Faso
BurundiCameroonCentral African Republic
ChadComoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawiMali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
South Africa
Sudan
SwazilandTanzaniaTogo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodiaChina
Hong Kong, China
IndiaIndonesia
IranIraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Malaysia
MongoliaMyanmar
NepalOman
Pakistan
Philippines
Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
VietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuadorEl Salvador
GuatemalaHaiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
BulgariaCroatia
Czech RepublicDenmark
FinlandFranceGermanyGreece
Hungary
IcelandIrelandItaly
Montenegro
NetherlandsNorway
PolandPortugalRomania
Serbia
Slovak RepublicSloveniaSpain
SwedenSwitzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 25.000 50.000 75.000 100.000 5.000 10.000 15.000 20.000
2.000 4.000 6.000 4.000 8.000 12.000 16.000
50
60
70
60
70
40
50
60
30
40
50
60
70
gdpPercap
lifeE
xp
1962: lifeExp ~ gdpPercap, por continente
34
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
Sweden
Switzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweAfghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
ChileColombia
Congo, Rep.
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
El Salvador
Finland
FranceGermanyGreece
Honduras
Hong Kong, ChinaHungary
Iceland
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
LesothoLibya
Malaysia
Mauritius
Mexico
Mongolia
Montenegro
MoroccoNamibia
Netherlands
New Zealand
Nicaragua
Norway
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe
Serbia
Singapore
Slovak Republic
Slovenia
South Africa
Spain
Sri Lanka
Sweden
Switzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
Tunisia
Turkey
United KingdomUnited States
Uruguay
Venezuela
West Bank and Gaza
ZimbabweAfghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
Sweden
Switzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia
Turkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 25.000 50.000 75.000 100.00050
60
70
0 25.000 50.000 75.000100.00030
40
50
60
70
80
0 25.000 50.000 75.000 100.00050
60
70
0 25.000 50.000 75.000 100.000
30
40
50
60
70
80
gdpPercap
lifeE
xp
1962: lifeExp ~ gdpPercap com zoom nos países acima da mediana
35
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
BangladeshBeninBolivia
Botswana
Burkina Faso
BurundiCambodiaCameroon
Central African Republic
Chad
ChinaComoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopiaGabon
Gambia
GhanaGuatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
Iraq
JordanKenyaLesotho
Liberia
Libya
Madagascar
Malawi
Mali
Mauritania
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
NigerNigeria
Oman
PakistanPeru
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
TanzaniaTogo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItalyJamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gambia
GhanaGuatemala
Guinea
Guinea−Bissau
Haiti
Honduras
India
Indonesia
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
LiberiaMadagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
NigerNigeria
Oman
Pakistan
Panama
Paraguay
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Singapore
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Botswana
Burkina Faso
BurundiCambodia Cameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Dominican Republic
Egypt
Equatorial Guinea
EritreaEthiopia
Gambia
Ghana Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
JordanKenya
Korea, Dem. Rep.Korea, Rep.
Lesotho
Liberia Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
Myanmar
NepalNigerNigeria
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 25.000 50.000 75.000 100.000
35
40
45
50
0 25.000 50.000 75.000100.00030
40
50
60
70
80
500 1.000 1.500 2.000
35
40
45
50
500 1.000 1.500 2.000
30
40
50
60
70
80
gdpPercap
lifeE
xp
1962: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
36
Resultados em 1957
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 53.285 65551171 2487.366
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
Benin Bolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodia Cameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran Iraq
IrelandIsraelItaly
JamaicaJapan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
Tunisia Turkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
49.8890
Estatistica
0.0004
Valor p
1.0711
0.0001
46.5774
3.7722
0e+00
2e−0430
40
50
60
70
80
1.000 10.000 100.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 9.23p valor para ks.test: 0.0192
Regressão linear e destaque no Brasil
1957: lifeExp ~ gdpPercap
37
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina Faso
BurundiCameroonCentral African Republic
ChadComoros
Congo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawi
Mali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra LeoneSomalia
South Africa
Sudan
SwazilandTanzaniaTogo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodia
China
Hong Kong, China
IndiaIndonesia
IranIraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Malaysia
MongoliaMyanmar
NepalOman
Pakistan
Philippines
Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
VietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuadorEl Salvador
GuatemalaHaiti
Honduras
Jamaica
Mexico
Nicaragua
PanamaParaguay
Peru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
BulgariaCroatia
Czech RepublicDenmark
FinlandFranceGermanyGreeceHungary
Iceland
IrelandItaly
Montenegro
NetherlandsNorway
Poland
PortugalRomania
Serbia
Slovak RepublicSloveniaSpain
SwedenSwitzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 30.000 60.000 90.000 5.000 10.000 15.000
1.000 2.000 3.000 4.000 5.000 5.000 10.000 15.00040
50
60
70
50
60
70
30
40
50
30
40
50
60
gdpPercap
lifeE
xp
1957: lifeExp ~ gdpPercap, por continente
38
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
ZimbabweAfghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
ComorosCongo, Dem. Rep.Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
HaitiHonduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
JamaicaJapan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
Chile
China
Colombia
Congo, Rep.
Costa Rica
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
Egypt
El Salvador
Finland
FranceGermany
Ghana
Greece
GuatemalaHonduras
Hong Kong, China
Hungary
Iceland
Iran
Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
Kuwait
Lebanon
LesothoLibya
Malaysia
Mauritius
Mexico
Mongolia
Montenegro
MoroccoNamibia
Netherlands
New Zealand
Nicaragua
Norway
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe
Serbia
Singapore
Slovak RepublicSlovenia
South Africa
Spain
Sri Lanka
Sweden
Switzerland
Syria
Taiwan
Thailand
Trinidad and Tobago
TunisiaTurkey
United KingdomUnited States
Uruguay
Venezuela
West Bank and Gaza
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
Australia
Austria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius
Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
50
60
70
0 30.000 60.000 90.000
40
60
80
0 30.000 60.000 90.000
50
60
70
0 30.000 60.000 90.000
40
60
80
gdpPercap
lifeE
xp
1957: lifeExp ~ gdpPercap com zoom nos países acima da mediana
39
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
BangladeshBenin
Bolivia
Botswana
Burkina Faso
BurundiCambodiaCameroon
Central African Republic
Chad
China
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
EritreaEthiopia
Gabon
Gambia
GhanaGuatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
IranIraq
JordanKenyaLesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
NigerNigeria
Oman
PakistanPeru
Philippines
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
Tanzania
Togo
TunisiaTurkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
ChinaColombia
ComorosCongo, Dem. Rep.Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
HaitiHonduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
JamaicaJapan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
MyanmarNamibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
PanamaParaguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina Faso
Burundi
Cambodia
Cameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gambia
GhanaGuatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Libya
Madagascar
Malawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Panama
Paraguay
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Singapore
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
BangladeshBenin
Bolivia
Bosnia and Herzegovina
Botswana
Burkina Faso
BurundiCambodia Cameroon
Central African Republic
Chad
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Dominican Republic
Egypt
Equatorial GuineaEritreaEthiopia
Gambia
Ghana Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
JordanKenya
Korea, Dem. Rep.Korea, Rep.
Lesotho
Liberia MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia Morocco
Mozambique
Myanmar
NepalNigerNigeriaOman
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
TunisiaTurkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
30
35
40
45
0 30.000 60.000 90.000
40
60
80
500 1.000 1.500 2.000
30
35
40
45
500 1.000 1.500 2.000
40
60
80
gdpPercap
lifeE
xp
1957: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
40
Resultados em 1952
Dados do Brasil
country continent lifeExp pop gdpPercapBrazil Americas 50.917 56602560 2108.944
Gráfico com resumo dos resultados do modelo ajustado:
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodia Cameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
Iran Iraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
LesothoLiberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius Mexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkeyUganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Brasil
Termo
(Intercept)
Estimativa
gdpPercap
Desv.Pad.
47.6991
Estatistica
0.0004
Valor p
1.0656
0.0001
44.7615
3.4246
0e+00
8e−0430
40
50
60
70
80
1.000 10.000 100.000gdpPercap (Transformação log10)
lifeE
xp
R² do modelo: 7.73p valor para ks.test: 0.00773
Regressão linear e destaque no Brasil
1952: lifeExp ~ gdpPercap
41
Comportamento dos dados por Continente
Algeria
Angola
Benin
Botswana
Burkina Faso
BurundiCameroonCentral African Republic
ChadComoros
Congo, Dem. Rep.Congo, Rep.
Cote d'Ivoire
Djibouti
Egypt
Equatorial GuineaEritreaEthiopia
Gabon
Gambia
Ghana
GuineaGuinea−Bissau
KenyaLesotho
Liberia
Libya
MadagascarMalawiMali
Mauritania
Mauritius
Morocco
Mozambique
Namibia
NigerNigeria
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra LeoneSomalia
South Africa
SudanSwazilandTanzaniaTogo
Tunisia
UgandaZambia
Zimbabwe
Afghanistan
Bahrain
BangladeshCambodiaChina
Hong Kong, China
IndiaIndonesia
IranIraq
IsraelJapan
Jordan
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Malaysia
Mongolia
MyanmarNepalOman
PakistanPhilippines
Saudi Arabia
SingaporeSri Lanka
Syria
Taiwan
Thailand
VietnamWest Bank and Gaza
Yemen, Rep.
Argentina
Bolivia
Brazil
Canada
ChileColombia
Costa RicaCuba
Dominican RepublicEcuador
El SalvadorGuatemalaHaiti
Honduras
Jamaica
Mexico
Nicaragua
Panama
Paraguay
Peru
Puerto Rico
Trinidad and Tobago
United StatesUruguay
Venezuela
Albania
AustriaBelgium
Bosnia and Herzegovina
BulgariaCroatia
Czech RepublicDenmark
FinlandFranceGermanyGreeceHungary
Iceland
IrelandItaly
Montenegro
NetherlandsNorway
PolandPortugalRomaniaSerbia
Slovak RepublicSloveniaSpain
SwedenSwitzerland
Turkey
United Kingdom
Asia Europe
Africa Americas
0 30.000 60.000 90.000 5.000 10.000 15.000
1.000 2.000 3.000 4.000 5.000 10.000
40
50
60
70
50
60
70
80
30
35
40
45
50
30
40
50
60
gdpPercap
lifeE
xp
1952: lifeExp ~ gdpPercap, por continente
42
Avaliando melhor países acima da média
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African Republic
Chad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
Netherlands
New Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
Sudan
Swaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
Vietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−BissauHaiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
JamaicaJapan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
LesothoLiberiaLibya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
MozambiqueMyanmarNamibiaNepal
NetherlandsNew Zealand
NicaraguaNigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkeyUganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Albania
Algeria
Argentina
Australia
Austria
Bahrain
Belgium
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Canada
Chile
China
Colombia
Comoros
Congo, Rep.
Costa Rica
Cote d'Ivoire
Croatia
Cuba
Czech Republic
Denmark
Dominican Republic
Ecuador
Egypt
El Salvador
FinlandFranceGermany
Ghana
Greece
GuatemalaHonduras
Hong Kong, China
Hungary
Iceland
IranIraq
Ireland
IsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.
Korea, Rep.
KuwaitLebanon
LesothoLibya
Malaysia
Mauritania
MauritiusMexico
Mongolia
Montenegro
MoroccoNamibia
Netherlands
New Zealand
Nicaragua
Norway
Pakistan
Panama
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Reunion
Romania
Sao Tome and Principe
Serbia
Singapore
Slovak RepublicSlovenia
South Africa
Spain
Sri Lanka
Swaziland
Sweden
Switzerland
Syria
Taiwan
Tanzania
Thailand
Trinidad and Tobago
TunisiaTurkey
United KingdomUnited States
Uruguay
Venezuela
Vietnam
West Bank and GazaZambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
Botswana
Brazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech Republic
Denmark
Djibouti
Dominican RepublicEcuador
Egypt
El Salvador
Equatorial GuineaEritrea
Ethiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
Hong Kong, China
Hungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
Jamaica
Japan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
Mozambique
Myanmar
Namibia
Nepal
NetherlandsNew Zealand
Nicaragua
NigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
Peru
Philippines
PolandPortugal
Puerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
Singapore
Slovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkey
Uganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
50
60
70
0 30.000 60.000 90.000
40
60
80
100
0 30.000 60.000 90.000
50
60
70
0 30.000 60.000 90.000
40
60
80
100
gdpPercap
lifeE
xp
1952: lifeExp ~ gdpPercap com zoom nos países acima da mediana
43
Avaliando melhor países abaixo da média
Afghanistan
Algeria
Angola
BangladeshBenin
Bolivia
Botswana
Burkina Faso
BurundiCambodiaCameroon
Central African Republic
Chad
China
Comoros
Congo, Dem. Rep.
Congo, Rep.
Cote d'Ivoire
Djibouti
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gabon
Gambia
GhanaGuatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
IranIraq
JordanKenya
Korea, Rep.
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
NigerNigeriaOman
PakistanPeru
Philippines
Rwanda
Sao Tome and Principe
Saudi Arabia
Senegal
Sierra Leone
Somalia
South Africa
Sudan
Swaziland
Syria
Tanzania
Togo
TunisiaTurkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Angola
Argentina
AustraliaAustria
Bahrain
Bangladesh
Belgium
BeninBolivia
Bosnia and Herzegovina
BotswanaBrazil
Bulgaria
Burkina Faso
BurundiCambodiaCameroon
Canada
Central African RepublicChad
Chile
China
Colombia
ComorosCongo, Dem. Rep.Congo, Rep.
Costa Rica
Cote d'Ivoire
CroatiaCuba
Czech RepublicDenmark
Djibouti
Dominican RepublicEcuador
EgyptEl Salvador
Equatorial GuineaEritreaEthiopia
FinlandFrance
Gabon
Gambia
Germany
Ghana
Greece
Guatemala
GuineaGuinea−BissauHaiti
Honduras
Hong Kong, ChinaHungary
Iceland
IndiaIndonesia
IranIraq
IrelandIsraelItaly
JamaicaJapan
JordanKenya
Korea, Dem. Rep.Korea, Rep.
KuwaitLebanon
LesothoLiberiaLibya
MadagascarMalawi
Malaysia
Mali
Mauritania
MauritiusMexico
Mongolia
Montenegro
Morocco
MozambiqueMyanmarNamibiaNepal
NetherlandsNew Zealand
NicaraguaNigerNigeria
Norway
Oman
Pakistan
Panama
Paraguay
PeruPhilippines
PolandPortugalPuerto Rico
Reunion
Romania
Rwanda
Sao Tome and Principe
Saudi ArabiaSenegal
Serbia
Sierra Leone
SingaporeSlovak RepublicSlovenia
Somalia
South Africa
Spain
Sri Lanka
SudanSwaziland
SwedenSwitzerland
Syria
Taiwan
Tanzania
Thailand
Togo
Trinidad and Tobago
TunisiaTurkeyUganda
United KingdomUnited StatesUruguay
Venezuela
VietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
Algeria
Bangladesh
Benin
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Burkina Faso
BurundiCambodia
Cameroon
Central African Republic
Chad
China
Colombia
Comoros
Congo, Dem. Rep.
Congo, Rep.
Costa Rica
Cote d'Ivoire
Djibouti
Dominican Republic
Egypt
El Salvador
Equatorial Guinea
Eritrea
Ethiopia
Gambia
Ghana
Guatemala
Guinea
Guinea−Bissau
Haiti
Honduras
IndiaIndonesia
Iran
Jamaica
Jordan
Kenya
Korea, Dem. Rep.
Korea, Rep.
Lesotho
Liberia
Libya
MadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius
MongoliaMorocco
Mozambique
Myanmar
Namibia
Nepal
Nicaragua
Niger
Nigeria
Oman
Pakistan
Panama
Philippines
Reunion
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Somalia
Sri Lanka
Sudan
Swaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia
Turkey
UgandaVietnam
West Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
Afghanistan
Albania
BangladeshBenin
Bosnia and Herzegovina
Botswana
Brazil
Burkina Faso
BurundiCambodia Cameroon
Central African RepublicChad
China
Colombia
ComorosCongo, Dem. Rep.
Congo, Rep.Cote d'Ivoire
Dominican Republic
Egypt
Equatorial GuineaEritreaEthiopia
Gambia
Ghana Guatemala
GuineaGuinea−Bissau
Haiti
Honduras
IndiaIndonesia
JordanKenya
Korea, Dem. Rep.Korea, Rep.
Lesotho
LiberiaMadagascarMalawi
Malaysia
Mali
Mauritania
Mauritius
Mongolia Morocco
Mozambique
MyanmarNepalNigerNigeria
Oman
Pakistan
Paraguay
Philippines
Rwanda
Sao Tome and Principe
Senegal
Sierra Leone
Singapore
Somalia
Sri Lanka
SudanSwaziland
Syria
Taiwan
Tanzania
Thailand
Togo
Tunisia Turkey
UgandaVietnamWest Bank and Gaza
Yemen, Rep.
Zambia
Zimbabwe
0 30.000 60.000 90.000
30
35
40
45
0 30.000 60.000 90.000
40
60
80
100
500 1.000 1.500 2.000
30
35
40
45
500 1.000 1.500 2.000
40
60
80
100
gdpPercap
lifeE
xp
1952: lifeExp ~ gdpPercap com zoom nos países abaixo da mediana
44