KUIS UAS
Deswita Nur Alpharofi
2023-12-01
Input Data
Memasukkan dataset yang diberikan dalam bentuk csv yang sudah didownload sebelumnya.
# input data dalam komputer
IQ <- read.csv(file = "E:/SMT 3/MDR/KUIS UAS/avgIQpercountry.csv", header=T)
IQ## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 NA NA
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 NA NA
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 NA NA
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 NA NA
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 NA NA
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 NA NA
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 NA NA
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 NA NA
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 NA NA
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 NA NA
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 NA NA
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 NA NA
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 NA NA
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 NA NA
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 NA 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 NA 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 NA 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 NA 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 NA 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 NA 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 NA 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 NA 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 NA 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 NA 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 NA 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 NA 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 NA 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 NA 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590Inpeksi Data Frame
Sebelum mengolah data perlu menghitung total data. Selain itu dihitung statistik ringkasan, seperti mencari nilai minimum, maksimum, mean, dan lainnya pada setiap kolom data. Penting juga untuk melihat struktur data pada dataset sebelum dilakukan pengolahan data.
# menghitung dimensi (baris dan kolom)
dim(IQ)## [1] 193 10# menghitung statistik ringkasan
summary(IQ)## Rank Country Average.IQ Continent
## Min. : 1 Length:193 Min. : 42.99 Length:193
## 1st Qu.: 49 Class :character 1st Qu.: 74.33 Class :character
## Median : 97 Mode :character Median : 82.24 Mode :character
## Mean : 97 Mean : 82.05
## 3rd Qu.:145 3rd Qu.: 91.60
## Max. :193 Max. :106.48
##
## Literacy.Rate Nobel.Prices HDI..2021.
## Min. :0.1900 Min. : 0.000 Min. :0.3850
## 1st Qu.:0.8000 1st Qu.: 0.000 1st Qu.:0.5995
## Median :0.9500 Median : 0.000 Median :0.7450
## Mean :0.8642 Mean : 5.922 Mean :0.7241
## 3rd Qu.:0.9900 3rd Qu.: 1.000 3rd Qu.:0.8440
## Max. :1.0000 Max. :400.000 Max. :0.9620
## NA's :14
## Mean.years.of.schooling...2021 GNI...2021 Population...2023
## Min. : 2.100 Min. : 732 Length:193
## 1st Qu.: 6.400 1st Qu.: 4593 Class :character
## Median : 9.400 Median : 12672 Mode :character
## Mean : 9.028 Mean : 20812
## 3rd Qu.:11.600 3rd Qu.: 30588
## Max. :14.100 Max. :146830
## NA's :14 NA's :14# melihat struktur data
str(IQ)## 'data.frame': 193 obs. of 10 variables:
## $ Rank : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Country : chr "Japan" "Taiwan" "Singapore" "Hong Kong" ...
## $ Average.IQ : num 106 106 106 105 104 ...
## $ Continent : chr "Asia" "Asia" "Asia" "Asia" ...
## $ Literacy.Rate : num 0.99 0.96 0.97 0.94 0.96 0.98 1 1 1 0.99 ...
## $ Nobel.Prices : int 29 4 0 1 8 0 2 5 0 111 ...
## $ HDI..2021. : num 0.925 NA 0.939 0.952 0.768 0.925 0.808 0.94 0.935 0.942 ...
## $ Mean.years.of.schooling...2021: num 13.4 NA 11.9 12.2 7.6 12.5 12.1 12.9 12.5 14.1 ...
## $ GNI...2021 : num 42274 NA 90919 62607 17504 ...
## $ Population...2023 : chr "123294513" "10143543" "6014723" "7491609" ...Recoding
Setelah melihat struktur data, ternyata pada beberapa kolom terdapat missing value (NA). Oleh karena itu, dilakukan perubahan data dari NA menjadi 0 pada kolom tersebut.
# mengubah nilai NA menjadi 0
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.3.2## Warning: package 'ggplot2' was built under R version 4.3.2## Warning: package 'tibble' was built under R version 4.3.2## Warning: package 'tidyr' was built under R version 4.3.2## Warning: package 'readr' was built under R version 4.3.2## Warning: package 'purrr' was built under R version 4.3.2## Warning: package 'dplyr' was built under R version 4.3.2## Warning: package 'stringr' was built under R version 4.3.2## Warning: package 'forcats' was built under R version 4.3.2## Warning: package 'lubridate' was built under R version 4.3.2## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsIQ %>% filter(is.na(HDI..2021.))## Rank Country Average.IQ Continent Literacy.Rate
## 1 2 Taiwan 106.47 Asia 0.96
## 2 14 Macao 99.82 Asia 0.97
## 3 21 North Korea 98.82 Asia 1.00
## 4 42 New Caledonia 93.92 Oceania 0.97
## 5 45 Bermuda 93.48 North America 0.98
## 6 85 Turks and Caicos Islands 84.29 Central America 0.98
## 7 97 Cayman Islands 82.24 Central America 0.99
## 8 102 Puerto Rico 81.99 Central America 0.93
## 9 108 Northern Mariana Islands 81.36 Oceania 0.97
## 10 125 East Timor 78.49 Asia 0.64
## 11 133 British Virgin Islands 76.69 Central America 0.98
## 12 162 Saint Helena 68.74 Africa 0.97
## 13 168 Somalia 67.67 Africa 0.38
## 14 186 Costa do Marfim 58.16 Africa 0.43
## Nobel.Prices HDI..2021. Mean.years.of.schooling...2021 GNI...2021
## 1 4 NA NA NA
## 2 0 NA NA NA
## 3 0 NA NA NA
## 4 0 NA NA NA
## 5 0 NA NA NA
## 6 0 NA NA NA
## 7 0 NA NA NA
## 8 0 NA NA NA
## 9 0 NA NA NA
## 10 0 NA NA NA
## 11 0 NA NA NA
## 12 0 NA NA NA
## 13 0 NA NA NA
## 14 0 NA NA NA
## Population...2023
## 1 10143543
## 2 704.15
## 3 26160822
## 4 292.991
## 5 63.837
## 6 44.104
## 7 69310
## 8 3260314
## 9 49.796
## 10 1360596
## 11 32291
## 12 6.115
## 13 18143379
## 14 28873034IQ[2,"HDI..2021."] <- 0 ; IQ[14,"HDI..2021."] <- 0 ; IQ[21,"HDI..2021."] <- 0 ; IQ[42,"HDI..2021."] <- 0 ; IQ[45,"HDI..2021."] <- 0 ; IQ[85,"HDI..2021."] <- 0 ; IQ[97,"HDI..2021."] <- 0 ; IQ[102,"HDI..2021."] <- 0 ; IQ[108,"HDI..2021."] <- 0 ; IQ[125,"HDI..2021."] <- 0 ; IQ[133,"HDI..2021."] <- 0 ; IQ[162,"HDI..2021."] <- 0 ; IQ[168,"HDI..2021."] <- 0 ; IQ[186,"HDI..2021."] <- 0
IQ## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 0.000 NA
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 0.000 NA
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 0.000 NA
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 0.000 NA
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 0.000 NA
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 0.000 NA
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 0.000 NA
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 0.000 NA
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 0.000 NA
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 0.000 NA
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 0.000 NA
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 0.000 NA
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 0.000 NA
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 0.000 NA
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 NA 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 NA 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 NA 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 NA 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 NA 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 NA 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 NA 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 NA 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 NA 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 NA 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 NA 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 NA 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 NA 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 NA 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590IQ %>% filter(is.na(Mean.years.of.schooling...2021))## Rank Country Average.IQ Continent Literacy.Rate
## 1 2 Taiwan 106.47 Asia 0.96
## 2 14 Macao 99.82 Asia 0.97
## 3 21 North Korea 98.82 Asia 1.00
## 4 42 New Caledonia 93.92 Oceania 0.97
## 5 45 Bermuda 93.48 North America 0.98
## 6 85 Turks and Caicos Islands 84.29 Central America 0.98
## 7 97 Cayman Islands 82.24 Central America 0.99
## 8 102 Puerto Rico 81.99 Central America 0.93
## 9 108 Northern Mariana Islands 81.36 Oceania 0.97
## 10 125 East Timor 78.49 Asia 0.64
## 11 133 British Virgin Islands 76.69 Central America 0.98
## 12 162 Saint Helena 68.74 Africa 0.97
## 13 168 Somalia 67.67 Africa 0.38
## 14 186 Costa do Marfim 58.16 Africa 0.43
## Nobel.Prices HDI..2021. Mean.years.of.schooling...2021 GNI...2021
## 1 4 0 NA NA
## 2 0 0 NA NA
## 3 0 0 NA NA
## 4 0 0 NA NA
## 5 0 0 NA NA
## 6 0 0 NA NA
## 7 0 0 NA NA
## 8 0 0 NA NA
## 9 0 0 NA NA
## 10 0 0 NA NA
## 11 0 0 NA NA
## 12 0 0 NA NA
## 13 0 0 NA NA
## 14 0 0 NA NA
## Population...2023
## 1 10143543
## 2 704.15
## 3 26160822
## 4 292.991
## 5 63.837
## 6 44.104
## 7 69310
## 8 3260314
## 9 49.796
## 10 1360596
## 11 32291
## 12 6.115
## 13 18143379
## 14 28873034IQ[2,"Mean.years.of.schooling...2021"] <- 0 ; IQ[14,"Mean.years.of.schooling...2021"] <- 0 ; IQ[21,"Mean.years.of.schooling...2021"] <- 0 ; IQ[42,"Mean.years.of.schooling...2021"] <- 0 ; IQ[45,"Mean.years.of.schooling...2021"] <- 0 ; IQ[85,"Mean.years.of.schooling...2021"] <- 0 ; IQ[97,"Mean.years.of.schooling...2021"] <- 0 ; IQ[102,"Mean.years.of.schooling...2021"] <- 0 ; IQ[108,"Mean.years.of.schooling...2021"] <- 0 ; IQ[125,"Mean.years.of.schooling...2021"] <- 0 ; IQ[133,"Mean.years.of.schooling...2021"] <- 0 ; IQ[162,"Mean.years.of.schooling...2021"] <- 0 ; IQ[168,"Mean.years.of.schooling...2021"] <- 0 ; IQ[186,"Mean.years.of.schooling...2021"] <- 0
IQ## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 0.000 0.0
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 0.000 0.0
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 0.000 0.0
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 0.000 0.0
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 0.000 0.0
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 0.000 0.0
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 0.000 0.0
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 0.000 0.0
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 0.000 0.0
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 0.000 0.0
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 0.000 0.0
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 0.000 0.0
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 0.000 0.0
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 0.000 0.0
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 NA 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 NA 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 NA 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 NA 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 NA 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 NA 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 NA 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 NA 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 NA 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 NA 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 NA 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 NA 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 NA 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 NA 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590IQ %>% filter(is.na(GNI...2021))## Rank Country Average.IQ Continent Literacy.Rate
## 1 2 Taiwan 106.47 Asia 0.96
## 2 14 Macao 99.82 Asia 0.97
## 3 21 North Korea 98.82 Asia 1.00
## 4 42 New Caledonia 93.92 Oceania 0.97
## 5 45 Bermuda 93.48 North America 0.98
## 6 85 Turks and Caicos Islands 84.29 Central America 0.98
## 7 97 Cayman Islands 82.24 Central America 0.99
## 8 102 Puerto Rico 81.99 Central America 0.93
## 9 108 Northern Mariana Islands 81.36 Oceania 0.97
## 10 125 East Timor 78.49 Asia 0.64
## 11 133 British Virgin Islands 76.69 Central America 0.98
## 12 162 Saint Helena 68.74 Africa 0.97
## 13 168 Somalia 67.67 Africa 0.38
## 14 186 Costa do Marfim 58.16 Africa 0.43
## Nobel.Prices HDI..2021. Mean.years.of.schooling...2021 GNI...2021
## 1 4 0 0 NA
## 2 0 0 0 NA
## 3 0 0 0 NA
## 4 0 0 0 NA
## 5 0 0 0 NA
## 6 0 0 0 NA
## 7 0 0 0 NA
## 8 0 0 0 NA
## 9 0 0 0 NA
## 10 0 0 0 NA
## 11 0 0 0 NA
## 12 0 0 0 NA
## 13 0 0 0 NA
## 14 0 0 0 NA
## Population...2023
## 1 10143543
## 2 704.15
## 3 26160822
## 4 292.991
## 5 63.837
## 6 44.104
## 7 69310
## 8 3260314
## 9 49.796
## 10 1360596
## 11 32291
## 12 6.115
## 13 18143379
## 14 28873034IQ[2,"GNI...2021"] <- 0 ; IQ[14,"GNI...2021"] <- 0 ; IQ[21,"GNI...2021"] <- 0 ; IQ[42,"GNI...2021"] <- 0 ; IQ[45,"GNI...2021"] <- 0 ; IQ[85,"GNI...2021"] <- 0 ; IQ[97,"GNI...2021"] <- 0 ; IQ[102,"GNI...2021"] <- 0 ; IQ[108,"GNI...2021"] <- 0 ; IQ[125,"GNI...2021"] <- 0 ; IQ[133,"GNI...2021"] <- 0 ; IQ[162,"GNI...2021"] <- 0 ; IQ[168,"GNI...2021"] <- 0 ; IQ[186,"GNI...2021"] <- 0
IQ## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 0.000 0.0
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 0.000 0.0
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 0.000 0.0
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 0.000 0.0
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 0.000 0.0
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 0.000 0.0
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 0.000 0.0
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 0.000 0.0
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 0.000 0.0
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 0.000 0.0
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 0.000 0.0
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 0.000 0.0
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 0.000 0.0
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 0.000 0.0
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 0 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 0 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 0 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 0 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 0 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 0 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 0 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 0 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 0 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 0 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 0 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 0 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 0 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 0 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590IQ[9,"Population...2023"] <- 39315
IQ## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 0.000 0.0
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 0.000 0.0
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 0.000 0.0
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 0.000 0.0
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 0.000 0.0
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 0.000 0.0
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 0.000 0.0
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 0.000 0.0
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 0.000 0.0
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 0.000 0.0
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 0.000 0.0
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 0.000 0.0
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 0.000 0.0
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 0.000 0.0
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 0 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 0 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 0 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 0 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 0 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 0 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 0 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 0 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 0 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 0 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 0 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 0 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 0 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 0 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590summary(IQ)## Rank Country Average.IQ Continent
## Min. : 1 Length:193 Min. : 42.99 Length:193
## 1st Qu.: 49 Class :character 1st Qu.: 74.33 Class :character
## Median : 97 Mode :character Median : 82.24 Mode :character
## Mean : 97 Mean : 82.05
## 3rd Qu.:145 3rd Qu.: 91.60
## Max. :193 Max. :106.48
## Literacy.Rate Nobel.Prices HDI..2021.
## Min. :0.1900 Min. : 0.000 Min. :0.0000
## 1st Qu.:0.8000 1st Qu.: 0.000 1st Qu.:0.5640
## Median :0.9500 Median : 0.000 Median :0.7270
## Mean :0.8642 Mean : 5.922 Mean :0.6716
## 3rd Qu.:0.9900 3rd Qu.: 1.000 3rd Qu.:0.8310
## Max. :1.0000 Max. :400.000 Max. :0.9620
## Mean.years.of.schooling...2021 GNI...2021 Population...2023
## Min. : 0.000 Min. : 0 Length:193
## 1st Qu.: 5.600 1st Qu.: 3696 Class :character
## Median : 9.000 Median : 11732 Mode :character
## Mean : 8.374 Mean : 19302
## 3rd Qu.:11.400 3rd Qu.: 29002
## Max. :14.100 Max. :146830Mengubah Tipe Data
Pada beberapa cara pengolahan data mensyaratkan tipe data berbentuk numeric. Pada struktur data dilihat beberapa kolom tidak bertipe numeric. Oleh karena itu, kolom yang diperlukan pengolahan data tetapi tidak dalam bentuk numeric perlu diubah.
# merubah Rank menjadi data num
is.numeric(IQ$Rank)## [1] TRUEas.numeric(IQ$Rank)## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## [181] 181 182 183 184 185 186 187 188 189 190 191 192 193# merubah Nobel.Prices menjadi data num
is.numeric(IQ$Nobel.Prices)## [1] TRUEas.numeric(IQ$Nobel.Prices)## [1] 29 4 0 1 8 0 2 5 0 111 22 0 2 0 0 28 12 13
## [19] 27 137 0 1 3 22 1 13 11 400 13 32 71 19 0 0 3 2
## [37] 0 11 6 1 21 0 0 8 0 1 2 13 0 0 1 0 1 2
## [55] 0 6 0 0 1 1 0 0 0 0 2 1 0 2 3 0 0 0
## [73] 0 0 5 2 5 0 0 0 0 1 1 0 0 0 0 0 0 0
## [91] 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 1 1 0
## [109] 0 0 0 0 0 1 2 0 1 0 0 0 0 0 0 0 0 0
## [127] 0 0 1 0 0 0 0 0 0 0 4 12 2 1 0 0 1 0
## [145] 2 0 0 2 0 0 0 0 0 0 0 0 0 0 11 0 0 0
## [163] 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0
## [181] 0 0 0 0 1 0 0 0 0 2 2 0 0Melihat Korelasi
Dilakukan untuk melihat korelasi antara peubah-peubah yang berbentuk numeric.
# mengetahui korelasi dari peubah-peubah numerik
data.cor <- data.frame(IQ$Rank,IQ$Average.IQ,IQ$Literacy.Rate,IQ$Nobel.Prices,IQ$Nobel.Prices,IQ$HDI..2021.,IQ$Mean.years.of.schooling...2021)
data.cor## IQ.Rank IQ.Average.IQ IQ.Literacy.Rate IQ.Nobel.Prices IQ.Nobel.Prices.1
## 1 1 106.48 0.99 29 29
## 2 2 106.47 0.96 4 4
## 3 3 105.89 0.97 0 0
## 4 4 105.37 0.94 1 1
## 5 5 104.10 0.96 8 8
## 6 6 102.35 0.98 0 0
## 7 7 101.60 1.00 2 2
## 8 8 101.20 1.00 5 5
## 9 9 101.07 1.00 0 0
## 10 10 100.74 0.99 111 111
## 11 11 100.74 0.99 22 22
## 12 12 100.72 1.00 0 0
## 13 13 99.87 1.00 2 2
## 14 14 99.82 0.97 0 0
## 15 15 99.75 0.78 0 0
## 16 16 99.52 0.99 28 28
## 17 17 99.24 0.99 12 12
## 18 18 99.24 0.99 13 13
## 19 19 99.24 0.99 27 27
## 20 20 99.12 0.99 137 137
## 21 21 98.82 1.00 0 0
## 22 22 98.60 1.00 1 1
## 23 23 98.57 0.99 3 3
## 24 24 98.38 0.98 22 22
## 25 25 98.26 0.99 1 1
## 26 26 97.83 0.99 13 13
## 27 27 97.49 0.99 11 11
## 28 28 97.43 0.99 400 400
## 29 29 97.13 1.00 13 13
## 30 30 97.00 0.99 32 32
## 31 31 96.69 0.99 71 71
## 32 32 96.35 1.00 19 19
## 33 33 96.32 1.00 0 0
## 34 34 96.29 1.00 0 0
## 35 35 95.89 1.00 3 3
## 36 36 95.75 0.99 2 2
## 37 37 95.20 1.00 0 0
## 38 38 95.13 0.99 11 11
## 39 39 94.92 0.99 6 6
## 40 40 94.79 1.00 1 1
## 41 41 94.23 0.99 21 21
## 42 42 93.92 0.97 0 0
## 43 43 93.92 0.85 0 0
## 44 44 93.90 0.98 8 8
## 45 45 93.48 0.98 0 0
## 46 46 93.39 0.99 1 1
## 47 47 92.77 0.95 2 2
## 48 48 92.43 0.97 13 13
## 49 49 91.60 1.00 0 0
## 50 50 91.27 0.94 0 0
## 51 51 91.18 0.93 1 1
## 52 52 91.03 0.98 0 0
## 53 53 90.99 0.98 1 1
## 54 54 90.77 0.95 2 2
## 55 55 90.29 0.96 0 0
## 56 56 90.07 1.00 6 6
## 57 57 89.98 0.99 0 0
## 58 58 89.60 0.98 0 0
## 59 59 89.53 0.95 1 1
## 60 60 89.28 0.80 1 1
## 61 61 89.01 1.00 0 0
## 62 62 88.89 1.00 0 0
## 63 63 88.87 0.94 0 0
## 64 64 88.82 1.00 0 0
## 65 65 88.54 0.98 2 2
## 66 66 88.34 0.98 1 1
## 67 67 87.94 0.64 0 0
## 68 68 87.89 0.97 2 2
## 69 69 87.73 0.95 3 3
## 70 70 87.71 1.00 0 0
## 71 71 87.59 0.98 0 0
## 72 72 87.58 0.97 0 0
## 73 73 87.58 0.95 0 0
## 74 74 86.99 0.96 0 0
## 75 75 86.88 0.99 5 5
## 76 76 86.80 0.96 2 2
## 77 77 86.63 0.98 5 5
## 78 78 86.62 0.93 0 0
## 79 79 86.56 0.91 0 0
## 80 80 85.86 1.00 0 0
## 81 81 85.78 0.99 0 0
## 82 82 85.63 0.99 1 1
## 83 83 84.81 1.00 1 1
## 84 84 84.50 1.00 0 0
## 85 85 84.29 0.98 0 0
## 86 86 84.04 0.96 0 0
## 87 87 83.96 0.89 0 0
## 88 88 83.96 0.94 0 0
## 89 89 83.96 0.98 0 0
## 90 90 83.96 0.84 0 0
## 91 91 83.90 1.00 0 0
## 92 92 83.60 0.96 0 0
## 93 93 83.38 0.93 0 0
## 94 94 83.23 0.88 0 0
## 95 95 83.13 0.95 2 2
## 96 96 82.99 0.95 1 1
## 97 97 82.24 0.99 0 0
## 98 98 82.12 0.38 0 0
## 99 99 82.10 0.61 0 0
## 100 100 82.05 0.92 0 0
## 101 101 82.05 0.93 0 0
## 102 102 81.99 0.93 0 0
## 103 103 81.91 0.98 0 0
## 104 104 81.75 0.98 0 0
## 105 105 81.70 0.94 0 0
## 106 106 81.64 0.97 1 1
## 107 107 81.44 0.94 1 1
## 108 108 81.36 0.97 0 0
## 109 109 80.99 0.80 0 0
## 110 110 80.92 0.91 0 0
## 111 111 80.78 0.98 0 0
## 112 112 80.70 0.98 0 0
## 113 113 80.54 0.99 0 0
## 114 114 80.01 0.87 1 1
## 115 115 80.00 0.56 2 2
## 116 116 79.34 0.96 0 0
## 117 117 79.22 0.81 1 1
## 118 118 79.09 0.99 0 0
## 119 119 79.00 0.95 0 0
## 120 120 78.87 0.40 0 0
## 121 121 78.87 0.59 0 0
## 122 122 78.76 0.95 0 0
## 123 123 78.70 0.94 0 0
## 124 124 78.64 0.96 0 0
## 125 125 78.49 0.64 0 0
## 126 126 78.49 0.95 0 0
## 127 127 78.49 0.63 0 0
## 128 128 78.26 0.95 0 0
## 129 129 77.69 0.97 1 1
## 130 130 77.37 0.56 0 0
## 131 131 77.07 0.78 0 0
## 132 132 76.79 0.65 0 0
## 133 133 76.69 0.98 0 0
## 134 134 76.53 0.95 0 0
## 135 135 76.42 0.74 0 0
## 136 136 76.36 0.95 0 0
## 137 137 76.32 0.76 4 4
## 138 138 76.24 0.72 12 12
## 139 139 76.00 0.80 2 2
## 140 140 75.20 0.78 1 1
## 141 141 75.10 0.71 0 0
## 142 142 75.08 0.89 0 0
## 143 143 74.95 0.80 1 1
## 144 144 74.41 0.86 0 0
## 145 145 74.33 0.61 2 2
## 146 146 74.01 0.87 0 0
## 147 147 73.80 0.38 0 0
## 148 148 73.68 0.90 2 2
## 149 149 72.50 0.59 0 0
## 150 150 72.09 0.85 0 0
## 151 151 70.82 0.19 0 0
## 152 152 70.48 0.99 0 0
## 153 153 69.95 0.71 0 0
## 154 154 69.71 0.38 0 0
## 155 155 69.70 0.66 0 0
## 156 156 69.63 0.88 0 0
## 157 157 69.45 0.88 0 0
## 158 158 68.87 0.79 0 0
## 159 159 68.87 0.95 11 11
## 160 160 68.87 0.87 0 0
## 161 161 68.77 0.74 0 0
## 162 162 68.74 0.97 0 0
## 163 163 68.43 0.85 0 0
## 164 164 68.42 0.49 1 1
## 165 165 68.41 0.68 0 0
## 166 166 67.76 0.75 0 0
## 167 167 67.76 0.60 1 1
## 168 168 67.67 0.38 0 0
## 169 169 67.03 0.72 1 1
## 170 170 66.19 0.91 0 0
## 171 171 66.03 0.94 0 0
## 172 172 65.22 0.92 0 0
## 173 173 64.92 0.77 0 0
## 174 174 63.42 0.96 0 0
## 175 175 62.97 0.83 0 0
## 176 176 62.97 0.79 0 0
## 177 177 62.86 0.70 1 1
## 178 178 62.55 0.83 0 0
## 179 179 62.55 0.37 0 0
## 180 180 62.16 0.88 0 0
## 181 181 59.83 0.67 0 0
## 182 182 59.76 0.33 0 0
## 183 183 59.76 0.52 0 0
## 184 184 58.61 0.32 0 0
## 185 185 58.16 0.77 1 1
## 186 186 58.16 0.43 0 0
## 187 187 53.48 0.30 0 0
## 188 188 52.69 0.82 0 0
## 189 189 52.68 0.58 0 0
## 190 190 47.72 0.79 2 2
## 191 191 45.07 0.48 2 2
## 192 192 45.07 0.48 0 0
## 193 193 42.99 0.65 0 0
## IQ.HDI..2021. IQ.Mean.years.of.schooling...2021
## 1 0.925 13.4
## 2 0.000 0.0
## 3 0.939 11.9
## 4 0.952 12.2
## 5 0.768 7.6
## 6 0.925 12.5
## 7 0.808 12.1
## 8 0.940 12.9
## 9 0.935 12.5
## 10 0.942 14.1
## 11 0.941 12.6
## 12 0.890 13.5
## 13 0.930 13.0
## 14 0.000 0.0
## 15 0.593 5.1
## 16 0.936 13.8
## 17 0.951 12.7
## 18 0.846 12.2
## 19 0.962 13.9
## 20 0.929 13.4
## 21 0.000 0.0
## 22 0.918 12.8
## 23 0.937 12.9
## 24 0.916 12.3
## 25 0.959 13.8
## 26 0.948 13.0
## 27 0.937 12.4
## 28 0.921 13.7
## 29 0.961 13.0
## 30 0.947 12.6
## 31 0.903 11.6
## 32 0.876 13.2
## 33 0.848 12.9
## 34 0.822 12.8
## 35 0.875 13.5
## 36 0.858 12.2
## 37 0.858 10.6
## 38 0.945 11.6
## 39 0.889 12.9
## 40 0.863 13.3
## 41 0.895 10.7
## 42 0.000 0.0
## 43 0.607 7.1
## 44 0.905 10.6
## 45 0.000 0.0
## 46 0.896 12.4
## 47 0.866 9.6
## 48 0.919 13.3
## 49 0.790 9.9
## 50 0.918 12.2
## 51 0.585 6.4
## 52 0.739 9.4
## 53 0.795 11.4
## 54 0.887 11.4
## 55 0.730 9.8
## 56 0.773 11.1
## 57 0.767 11.8
## 58 0.802 11.4
## 59 0.703 8.4
## 60 0.686 7.9
## 61 0.727 11.9
## 62 0.811 12.3
## 63 0.800 8.7
## 64 0.759 11.3
## 65 0.780 10.5
## 66 0.809 8.8
## 67 0.666 5.2
## 68 0.855 10.9
## 69 0.758 9.2
## 70 0.685 11.3
## 71 0.809 9.0
## 72 0.829 9.2
## 73 0.803 10.6
## 74 0.812 12.6
## 75 0.821 11.3
## 76 0.838 8.6
## 77 0.842 11.1
## 78 0.782 10.8
## 79 0.802 10.4
## 80 0.745 11.3
## 81 0.832 12.2
## 82 0.810 11.6
## 83 0.745 10.5
## 84 0.802 12.8
## 85 0.000 0.0
## 86 0.717 8.9
## 87 0.628 7.8
## 88 0.730 10.9
## 89 0.639 10.9
## 90 0.564 5.7
## 91 0.764 12.5
## 92 0.875 11.0
## 93 0.754 8.1
## 94 0.714 8.6
## 95 0.752 8.9
## 96 0.691 11.1
## 97 0.000 0.0
## 98 0.478 3.0
## 99 0.535 5.6
## 100 0.767 9.3
## 101 0.911 12.7
## 102 0.000 0.0
## 103 0.770 10.2
## 104 0.796 11.3
## 105 0.706 8.7
## 106 0.699 9.0
## 107 0.762 9.9
## 108 0.000 0.0
## 109 0.607 5.4
## 110 0.718 7.6
## 111 0.855 10.0
## 112 0.720 10.4
## 113 0.747 7.3
## 114 0.774 10.6
## 115 0.544 4.5
## 116 0.795 9.0
## 117 0.731 7.4
## 118 0.692 11.4
## 119 0.805 10.5
## 120 0.394 2.6
## 121 0.508 3.8
## 122 0.785 10.3
## 123 0.816 11.7
## 124 0.831 7.3
## 125 0.000 0.0
## 126 0.705 8.6
## 127 0.558 4.7
## 128 0.740 8.8
## 129 0.715 9.9
## 130 0.511 2.9
## 131 0.558 5.1
## 132 0.501 5.1
## 133 0.000 0.0
## 134 0.692 9.8
## 135 0.525 5.7
## 136 0.875 11.3
## 137 0.731 9.6
## 138 0.633 6.7
## 139 0.745 8.1
## 140 0.575 6.7
## 141 0.586 5.4
## 142 0.709 9.2
## 143 0.549 6.4
## 144 0.577 5.1
## 145 0.661 7.4
## 146 0.593 8.7
## 147 0.449 2.1
## 148 0.715 8.5
## 149 0.446 3.2
## 150 0.426 3.1
## 151 0.400 2.1
## 152 0.788 9.3
## 153 0.534 4.4
## 154 0.525 4.3
## 155 0.512 4.5
## 156 0.675 7.2
## 157 0.693 10.3
## 158 0.514 6.0
## 159 0.713 11.4
## 160 0.597 5.6
## 161 0.492 4.9
## 162 0.000 0.0
## 163 0.565 7.2
## 164 0.498 3.2
## 165 0.509 4.1
## 166 0.576 6.2
## 167 0.535 7.2
## 168 0.000 0.0
## 169 0.683 5.9
## 170 0.615 7.2
## 171 0.720 8.1
## 172 0.618 6.2
## 173 0.571 6.2
## 174 0.751 10.8
## 175 0.706 9.4
## 176 0.479 7.0
## 177 0.455 3.2
## 178 0.683 8.8
## 179 0.404 4.3
## 180 0.621 7.1
## 181 0.539 5.0
## 182 0.428 2.3
## 183 0.556 4.9
## 184 0.385 5.7
## 185 0.632 8.3
## 186 0.000 0.0
## 187 0.465 2.2
## 188 0.667 7.1
## 189 0.500 4.6
## 190 0.627 5.7
## 191 0.481 5.1
## 192 0.477 4.6
## 193 0.602 5.1cor(data.cor)## IQ.Rank IQ.Average.IQ IQ.Literacy.Rate
## IQ.Rank 1.0000000 -0.9755531 -0.6247320
## IQ.Average.IQ -0.9755531 1.0000000 0.6347257
## IQ.Literacy.Rate -0.6247320 0.6347257 1.0000000
## IQ.Nobel.Prices -0.2206326 0.2056444 0.1190685
## IQ.Nobel.Prices.1 -0.2206326 0.2056444 0.1190685
## IQ.HDI..2021. -0.4401540 0.4201243 0.4728155
## IQ.Mean.years.of.schooling...2021 -0.5398615 0.5182599 0.6245059
## IQ.Nobel.Prices IQ.Nobel.Prices.1
## IQ.Rank -0.2206326 -0.2206326
## IQ.Average.IQ 0.2056444 0.2056444
## IQ.Literacy.Rate 0.1190685 0.1190685
## IQ.Nobel.Prices 1.0000000 1.0000000
## IQ.Nobel.Prices.1 1.0000000 1.0000000
## IQ.HDI..2021. 0.1809095 0.1809095
## IQ.Mean.years.of.schooling...2021 0.2156063 0.2156063
## IQ.HDI..2021.
## IQ.Rank -0.4401540
## IQ.Average.IQ 0.4201243
## IQ.Literacy.Rate 0.4728155
## IQ.Nobel.Prices 0.1809095
## IQ.Nobel.Prices.1 0.1809095
## IQ.HDI..2021. 1.0000000
## IQ.Mean.years.of.schooling...2021 0.9260546
## IQ.Mean.years.of.schooling...2021
## IQ.Rank -0.5398615
## IQ.Average.IQ 0.5182599
## IQ.Literacy.Rate 0.6245059
## IQ.Nobel.Prices 0.2156063
## IQ.Nobel.Prices.1 0.2156063
## IQ.HDI..2021. 0.9260546
## IQ.Mean.years.of.schooling...2021 1.0000000Manipulasi Data
10 Negara dengan Nobel Terbanyak Pada bagian ini ingin melihat 10 negara dengan jumlah Nobel.Prices terbanyak. Dapat dilihat juga rata-rata Literacy.Rate, Average.IQ, HDI..2021., dan GNI…2021 dari 10 negara tersebut.
# mengurutkan negara dengan nobel terbanyak
Country.Nobel1 <- order(IQ$Nobel.Prices,decreasing=T)
Country.Nobel2 <- IQ [Country.Nobel1,]
# 10 negara dengan nobel terbanyak
Country.Nobel2[(1:10),]## Rank Country Average.IQ Continent Literacy.Rate Nobel.Prices
## 28 28 United States 97.43 North America 0.99 400
## 20 20 United Kingdom 99.12 Europe 0.99 137
## 10 10 Germany 100.74 Europe 0.99 111
## 31 31 France 96.69 Europe 0.99 71
## 30 30 Sweden 97.00 Europe 0.99 32
## 1 1 Japan 106.48 Asia 0.99 29
## 16 16 Canada 99.52 North America 0.99 28
## 19 19 Switzerland 99.24 Europe 0.99 27
## 11 11 Netherlands 100.74 Europe 0.99 22
## 24 24 Austria 98.38 Europe 0.98 22
## HDI..2021. Mean.years.of.schooling...2021 GNI...2021 Population...2023
## 28 0.921 13.7 64765 339996564
## 20 0.929 13.4 45225 67736802
## 10 0.942 14.1 54534 83294633
## 31 0.903 11.6 45937 64756584
## 30 0.947 12.6 54489 10612086
## 1 0.925 13.4 42274 123294513
## 16 0.936 13.8 46808 38781292
## 19 0.962 13.9 66933 8796669
## 11 0.941 12.6 55979 17618299
## 24 0.916 12.3 53619 8958961# Rata-rata
X <- Country.Nobel2[(1:10),]
mean(X$Literacy.Rate)## [1] 0.989mean(X$Average.IQ)## [1] 99.534mean(X$HDI..2021.)## [1] 0.9322mean(X$GNI...2021)## [1] 53056.3Pada bagian ini ingin dilihat rata-rata Literacy.Rate, Average.IQ, HDI..2021., dan GNI…2021 pada Benua Asia, Europa, dan Africa.
# Asia
data3 <- IQ %>% filter(Continent == "Asia" & HDI..2021. != 0 & GNI...2021 != 0)
data3## Rank Country Average.IQ Continent Literacy.Rate Nobel.Prices
## 1 1 Japan 106.48 Asia 0.99 29
## 2 3 Singapore 105.89 Asia 0.97 0
## 3 4 Hong Kong 105.37 Asia 0.94 1
## 4 5 China 104.10 Asia 0.96 8
## 5 6 South Korea 102.35 Asia 0.98 0
## 6 15 Cambodia 99.75 Asia 0.78 0
## 7 48 Israel 92.43 Asia 0.97 13
## 8 51 Myanmar 91.18 Asia 0.93 1
## 9 52 Mongolia 91.03 Asia 0.98 0
## 10 59 Vietnam 89.53 Asia 0.95 1
## 11 60 Iraq 89.28 Asia 0.80 1
## 12 61 Uzbekistan 89.01 Asia 1.00 0
## 13 62 Kazakhstan 88.89 Asia 1.00 0
## 14 63 Thailand 88.87 Asia 0.94 0
## 15 64 Armenia 88.82 Asia 1.00 0
## 16 67 Bhutan 87.94 Asia 0.64 0
## 17 70 Tajikistan 87.71 Asia 1.00 0
## 18 72 Brunei 87.58 Asia 0.97 0
## 19 73 Malaysia 87.58 Asia 0.95 0
## 20 78 Sri Lanka 86.62 Asia 0.93 0
## 21 80 Turkmenistan 85.86 Asia 1.00 0
## 22 83 Azerbaijan 84.81 Asia 1.00 1
## 23 92 Bahrain 83.60 Asia 0.96 0
## 24 98 Afghanistan 82.12 Asia 0.38 0
## 25 101 United Arab Emirates 82.05 Asia 0.93 0
## 26 105 Lebanon 81.70 Asia 0.94 0
## 27 106 Philippines 81.64 Asia 0.97 1
## 28 109 Laos 80.99 Asia 0.80 0
## 29 111 Qatar 80.78 Asia 0.98 0
## 30 112 Jordan 80.70 Asia 0.98 0
## 31 113 Maldives 80.54 Asia 0.99 0
## 32 114 Iran 80.01 Asia 0.87 1
## 33 115 Pakistan 80.00 Asia 0.56 2
## 34 118 Kyrgyzstan 79.09 Asia 0.99 0
## 35 123 Oman 78.70 Asia 0.94 0
## 36 124 Kuwait 78.64 Asia 0.96 0
## 37 126 Indonesia 78.49 Asia 0.95 0
## 38 129 Palestine 77.69 Asia 0.97 1
## 39 136 Saudi Arabia 76.36 Asia 0.95 0
## 40 138 India 76.24 Asia 0.72 12
## 41 144 Syria 74.41 Asia 0.86 0
## 42 145 Bangladesh 74.33 Asia 0.61 2
## 43 177 Yemen 62.86 Asia 0.70 1
## 44 193 Nepal 42.99 Asia 0.65 0
## HDI..2021. Mean.years.of.schooling...2021 GNI...2021 Population...2023
## 1 0.925 13.4 42274 123294513
## 2 0.939 11.9 90919 6014723
## 3 0.952 12.2 62607 7491609
## 4 0.768 7.6 17504 1425671352
## 5 0.925 12.5 44501 51784059
## 6 0.593 5.1 4079 16944826
## 7 0.919 13.3 41524 9174520
## 8 0.585 6.4 3851 54577997
## 9 0.739 9.4 10588 3447157
## 10 0.703 8.4 7867 98858950
## 11 0.686 7.9 9977 45504560
## 12 0.727 11.9 7917 35163944
## 13 0.811 12.3 23943 19606634
## 14 0.800 8.7 17030 71801279
## 15 0.759 11.3 13158 2777971
## 16 0.666 5.2 9438 787.425
## 17 0.685 11.3 4548 10143543
## 18 0.829 9.2 64490 452.524
## 19 0.803 10.6 26658 34308525
## 20 0.782 10.8 12578 21893579
## 21 0.745 11.3 13021 6516100
## 22 0.745 10.5 14257 10412652
## 23 0.875 11.0 39497 1485510
## 24 0.478 3.0 1824 42239854
## 25 0.911 12.7 62574 9516871
## 26 0.706 8.7 9526 5353930
## 27 0.699 9.0 8920 117337368
## 28 0.607 5.4 7700 7633779
## 29 0.855 10.0 87134 2716391
## 30 0.720 10.4 9924 11337053
## 31 0.747 7.3 15448 521.022
## 32 0.774 10.6 13001 89172767
## 33 0.544 4.5 4624 240485658
## 34 0.692 11.4 4566 6735348
## 35 0.816 11.7 27054 4644384
## 36 0.831 7.3 52920 4310108
## 37 0.705 8.6 11466 277534123
## 38 0.715 9.9 6583 5040000
## 39 0.875 11.3 46112 36947025
## 40 0.633 6.7 6590 1428627663
## 41 0.577 5.1 4192 23227014
## 42 0.661 7.4 5472 172954319
## 43 0.455 3.2 1314 34449825
## 44 0.602 5.1 3877 30896590mean(data3$Literacy.Rate)## [1] 0.8940909mean(data3$Average.IQ)## [1] 84.88659mean(data3$HDI..2021.)## [1] 0.7400909mean(data3$GNI...2021)## [1] 22114.7# Europe
data4 <- IQ %>% filter(Continent == "Europe" & HDI..2021. != 0 & GNI...2021 != 0)
data4## Rank Country Average.IQ Continent Literacy.Rate Nobel.Prices
## 1 7 Belarus 101.60 Europe 1.00 2
## 2 8 Finland 101.20 Europe 1.00 5
## 3 9 Liechtenstein 101.07 Europe 1.00 0
## 4 10 Germany 100.74 Europe 0.99 111
## 5 11 Netherlands 100.74 Europe 0.99 22
## 6 12 Estonia 100.72 Europe 1.00 0
## 7 13 Luxembourg 99.87 Europe 1.00 2
## 8 18 Hungary 99.24 Europe 0.99 13
## 9 19 Switzerland 99.24 Europe 0.99 27
## 10 20 United Kingdom 99.12 Europe 0.99 137
## 11 22 Slovenia 98.60 Europe 1.00 1
## 12 24 Austria 98.38 Europe 0.98 22
## 13 25 Iceland 98.26 Europe 0.99 1
## 14 26 Denmark 97.83 Europe 0.99 13
## 15 27 Belgium 97.49 Europe 0.99 11
## 16 29 Norway 97.13 Europe 1.00 13
## 17 30 Sweden 97.00 Europe 0.99 32
## 18 31 France 96.69 Europe 0.99 71
## 19 32 Poland 96.35 Europe 1.00 19
## 20 33 Slovakia 96.32 Europe 1.00 0
## 21 35 Lithuania 95.89 Europe 1.00 3
## 22 36 Croatia 95.75 Europe 0.99 2
## 23 37 Andorra 95.20 Europe 1.00 0
## 24 38 Ireland 95.13 Europe 0.99 11
## 25 39 Czech republic 94.92 Europe 0.99 6
## 26 40 Latvia 94.79 Europe 1.00 1
## 27 41 Italy 94.23 Europe 0.99 21
## 28 44 Spain 93.90 Europe 0.98 8
## 29 46 Cyprus 93.39 Europe 0.99 1
## 30 47 Portugal 92.77 Europe 0.95 2
## 31 50 Malta 91.27 Europe 0.94 0
## 32 53 Bulgaria 90.99 Europe 0.98 1
## 33 54 Greece 90.77 Europe 0.95 2
## 34 56 Ukraine 90.07 Europe 1.00 6
## 35 57 Moldavia 89.98 Europe 0.99 0
## 36 58 Serbia 89.60 Europe 0.98 0
## 37 65 Bosnia and Herzegovina 88.54 Europe 0.98 2
## 38 75 Romania 86.88 Europe 0.99 5
## 39 81 Montenegro 85.78 Europe 0.99 0
## 40 103 North Macedonia 81.91 Europe 0.98 0
## 41 104 Albania 81.75 Europe 0.98 0
## HDI..2021. Mean.years.of.schooling...2021 GNI...2021 Population...2023
## 1 0.808 12.1 18849 9498238
## 2 0.940 12.9 49452 5545475
## 3 0.935 12.5 146830 39315
## 4 0.942 14.1 54534 83294633
## 5 0.941 12.6 55979 17618299
## 6 0.890 13.5 38048 1322766
## 7 0.930 13.0 84649 654.768
## 8 0.846 12.2 32789 10156239
## 9 0.962 13.9 66933 8796669
## 10 0.929 13.4 45225 67736802
## 11 0.918 12.8 39746 2119675
## 12 0.916 12.3 53619 8958961
## 13 0.959 13.8 55782 375.319
## 14 0.948 13.0 60365 5910913
## 15 0.937 12.4 52293 11686140
## 16 0.961 13.0 64660 5474360
## 17 0.947 12.6 54489 10612086
## 18 0.903 11.6 45937 64756584
## 19 0.876 13.2 33034 41026068
## 20 0.848 12.9 30690 5795199
## 21 0.875 13.5 37931 2718352
## 22 0.858 12.2 30132 4008617
## 23 0.858 10.6 51167 76.965
## 24 0.945 11.6 76169 5056935
## 25 0.889 12.9 38745 10495295
## 26 0.863 13.3 32803 1830212
## 27 0.895 10.7 42840 58870763
## 28 0.905 10.6 38354 47519628
## 29 0.896 12.4 38188 1260138
## 30 0.866 9.6 33155 10247605
## 31 0.918 12.2 38884 535.065
## 32 0.795 11.4 23079 6687717
## 33 0.887 11.4 29002 10341277
## 34 0.773 11.1 13256 36744634
## 35 0.767 11.8 14875 3435931
## 36 0.802 11.4 19123 7149077
## 37 0.780 10.5 15242 3210848
## 38 0.821 11.3 30027 19892812
## 39 0.832 12.2 20839 626.485
## 40 0.770 10.2 15918 2085679
## 41 0.796 11.3 14131 2832439mean(data4$Literacy.Rate)## [1] 0.9882927mean(data4$Average.IQ)## [1] 94.90488mean(data4$HDI..2021.)## [1] 0.8811463mean(data4$GNI...2021)## [1] 42384.46# Africa
data5 <- IQ %>% filter(Continent == "Africa" & HDI..2021. != 0 & GNI...2021 != 0)
data5## Rank Country Average.IQ Continent Literacy.Rate
## 1 79 Mauritius 86.56 Africa 0.91
## 2 110 Libya 80.92 Africa 0.91
## 3 117 Tunisia 79.22 Africa 0.81
## 4 120 Chad 78.87 Africa 0.40
## 5 121 Sudan 78.87 Africa 0.59
## 6 122 Seychelles 78.76 Africa 0.95
## 7 130 Senegal 77.37 Africa 0.56
## 8 131 Comoros 77.07 Africa 0.78
## 9 132 Madagascar 76.79 Africa 0.65
## 10 135 Uganda 76.42 Africa 0.74
## 11 137 Egypt 76.32 Africa 0.76
## 12 139 Algeria 76.00 Africa 0.80
## 13 140 Kenya 75.20 Africa 0.78
## 14 141 Angola 75.10 Africa 0.71
## 15 143 Tanzania 74.95 Africa 0.80
## 16 146 Zimbabwe 74.01 Africa 0.87
## 17 147 Burkina Faso 73.80 Africa 0.38
## 18 149 Mozambique 72.50 Africa 0.59
## 19 150 Burundi 72.09 Africa 0.85
## 20 151 Niger 70.82 Africa 0.19
## 21 153 Rwanda 69.95 Africa 0.71
## 22 154 Benin 69.71 Africa 0.38
## 23 155 Malawi 69.70 Africa 0.66
## 24 157 Botswana 69.45 Africa 0.88
## 25 158 Lesotho 68.87 Africa 0.79
## 26 159 South Africa 68.87 Africa 0.95
## 27 160 Eswatini 68.87 Africa 0.87
## 28 161 Eritrea 68.77 Africa 0.74
## 29 163 Zambia 68.43 Africa 0.85
## 30 164 Ethiopia 68.42 Africa 0.49
## 31 165 Djibouti 68.41 Africa 0.68
## 32 166 Cameroon 67.76 Africa 0.75
## 33 167 Nigeria 67.76 Africa 0.60
## 34 169 Morocco 67.03 Africa 0.72
## 35 170 Namibia 66.19 Africa 0.91
## 36 172 Sao Tome and Principe 65.22 Africa 0.92
## 37 173 Congo 64.92 Africa 0.77
## 38 175 Gabon 62.97 Africa 0.83
## 39 176 Congo Republic 62.97 Africa 0.79
## 40 179 Central African Republic 62.55 Africa 0.37
## 41 181 Togo 59.83 Africa 0.67
## 42 182 Mali 59.76 Africa 0.33
## 43 183 Mauritania 59.76 Africa 0.52
## 44 184 South Sudan 58.61 Africa 0.32
## 45 185 Ghana 58.16 Africa 0.77
## 46 187 Guinea 53.48 Africa 0.30
## 47 189 Gambia 52.68 Africa 0.58
## 48 191 Liberia 45.07 Africa 0.48
## 49 192 Sierra Leone 45.07 Africa 0.48
## Nobel.Prices HDI..2021. Mean.years.of.schooling...2021 GNI...2021
## 1 0 0.802 10.4 22025
## 2 0 0.718 7.6 15336
## 3 1 0.731 7.4 10258
## 4 0 0.394 2.6 1364
## 5 0 0.508 3.8 3575
## 6 0 0.785 10.3 25831
## 7 0 0.511 2.9 3344
## 8 0 0.558 5.1 3142
## 9 0 0.501 5.1 1484
## 10 0 0.525 5.7 2181
## 11 4 0.731 9.6 11732
## 12 2 0.745 8.1 10800
## 13 1 0.575 6.7 4474
## 14 0 0.586 5.4 5466
## 15 1 0.549 6.4 2664
## 16 0 0.593 8.7 3810
## 17 0 0.449 2.1 2118
## 18 0 0.446 3.2 1198
## 19 0 0.426 3.1 732
## 20 0 0.400 2.1 1240
## 21 0 0.534 4.4 2210
## 22 0 0.525 4.3 3409
## 23 0 0.512 4.5 1466
## 24 0 0.693 10.3 16198
## 25 0 0.514 6.0 2700
## 26 11 0.713 11.4 12948
## 27 0 0.597 5.6 7679
## 28 0 0.492 4.9 1729
## 29 0 0.565 7.2 3218
## 30 1 0.498 3.2 2361
## 31 0 0.509 4.1 5025
## 32 0 0.576 6.2 3621
## 33 1 0.535 7.2 4790
## 34 1 0.683 5.9 7303
## 35 0 0.615 7.2 8634
## 36 0 0.618 6.2 4021
## 37 0 0.571 6.2 2889
## 38 0 0.706 9.4 13367
## 39 0 0.479 7.0 1076
## 40 0 0.404 4.3 966
## 41 0 0.539 5.0 2167
## 42 0 0.428 2.3 2133
## 43 0 0.556 4.9 5075
## 44 0 0.385 5.7 768
## 45 1 0.632 8.3 5745
## 46 0 0.465 2.2 2481
## 47 0 0.500 4.6 2172
## 48 2 0.481 5.1 1289
## 49 0 0.477 4.6 1622
## Population...2023
## 1 1300557
## 2 6888388
## 3 12458223
## 4 18278568
## 5 48109006
## 6 107.66
## 7 17763163
## 8 852.075
## 9 30325732
## 10 48582334
## 11 112716599
## 12 45606481
## 13 55100587
## 14 36684203
## 15 67438106
## 16 16665409
## 17 23251485
## 18 33897354
## 19 13238559
## 20 27202843
## 21 14094683
## 22 13712828
## 23 20931751
## 24 2675353
## 25 2330318
## 26 60414495
## 27 1210822
## 28 3748902
## 29 20569738
## 30 126527060
## 31 1136455
## 32 28647293
## 33 223804632
## 34 37840044
## 35 2604172
## 36 231.856
## 37 6106869
## 38 2436567
## 39 102262809
## 40 5742316
## 41 9053799
## 42 23293699
## 43 4862989
## 44 11088796
## 45 34121985
## 46 14190612
## 47 2773168
## 48 5418377
## 49 8791092mean(data5$Literacy.Rate)## [1] 0.6763265mean(data5$Average.IQ)## [1] 68.79347mean(data5$HDI..2021.)## [1] 0.5578571mean(data5$GNI...2021)## [1] 5343.592Scatter Plot
Dilakukan regresi linier sederhana pada beberapa pasang peubah untuk diketahui hubungan keduanya.
Hubungan Mean.years.of.schooling…2021 dengan average.IQ. Hasil regresi linier sederhana menunjukkan persamaan y = 2.952x + 55.264. Oleh karena itu, dapat diketahui bahwa semakin lama waktu bersekolah semakin tinggi nilai average.IQ suatu negara.
library(tidyverse)
data6 <- IQ %>% filter(Mean.years.of.schooling...2021 != 0)
data6## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 3 Singapore 105.89 Asia
## 3 4 Hong Kong 105.37 Asia
## 4 5 China 104.10 Asia
## 5 6 South Korea 102.35 Asia
## 6 7 Belarus 101.60 Europe
## 7 8 Finland 101.20 Europe
## 8 9 Liechtenstein 101.07 Europe
## 9 10 Germany 100.74 Europe
## 10 11 Netherlands 100.74 Europe
## 11 12 Estonia 100.72 Europe
## 12 13 Luxembourg 99.87 Europe
## 13 15 Cambodia 99.75 Asia
## 14 16 Canada 99.52 North America
## 15 17 Australia 99.24 Oceania
## 16 18 Hungary 99.24 Europe
## 17 19 Switzerland 99.24 Europe
## 18 20 United Kingdom 99.12 Europe
## 19 22 Slovenia 98.60 Europe
## 20 23 New Zealand 98.57 Oceania
## 21 24 Austria 98.38 Europe
## 22 25 Iceland 98.26 Europe
## 23 26 Denmark 97.83 Europe
## 24 27 Belgium 97.49 Europe
## 25 28 United States 97.43 North America
## 26 29 Norway 97.13 Europe
## 27 30 Sweden 97.00 Europe
## 28 31 France 96.69 Europe
## 29 32 Poland 96.35 Europe
## 30 33 Slovakia 96.32 Europe
## 31 34 Russia 96.29 Europe/Asia
## 32 35 Lithuania 95.89 Europe
## 33 36 Croatia 95.75 Europe
## 34 37 Andorra 95.20 Europe
## 35 38 Ireland 95.13 Europe
## 36 39 Czech republic 94.92 Europe
## 37 40 Latvia 94.79 Europe
## 38 41 Italy 94.23 Europe
## 39 43 Vanuatu 93.92 Oceania
## 40 44 Spain 93.90 Europe
## 41 46 Cyprus 93.39 Europe
## 42 47 Portugal 92.77 Europe
## 43 48 Israel 92.43 Asia
## 44 49 Barbados 91.60 Central America
## 45 50 Malta 91.27 Europe
## 46 51 Myanmar 91.18 Asia
## 47 52 Mongolia 91.03 Asia
## 48 53 Bulgaria 90.99 Europe
## 49 54 Greece 90.77 Europe
## 50 55 Suriname 90.29 South America
## 51 56 Ukraine 90.07 Europe
## 52 57 Moldavia 89.98 Europe
## 53 58 Serbia 89.60 Europe
## 54 59 Vietnam 89.53 Asia
## 55 60 Iraq 89.28 Asia
## 56 61 Uzbekistan 89.01 Asia
## 57 62 Kazakhstan 88.89 Asia
## 58 63 Thailand 88.87 Asia
## 59 64 Armenia 88.82 Asia
## 60 65 Bosnia and Herzegovina 88.54 Europe
## 61 66 Costa Rica 88.34 Central America
## 62 67 Bhutan 87.94 Asia
## 63 68 Chile 87.89 South America
## 64 69 Mexico 87.73 North America
## 65 70 Tajikistan 87.71 Asia
## 66 71 Uruguay 87.59 South America
## 67 72 Brunei 87.58 Asia
## 68 73 Malaysia 87.58 Asia
## 69 74 Bahamas 86.99 Central America
## 70 75 Romania 86.88 Europe
## 71 76 Türkiye 86.80 Europe/Asia
## 72 77 Argentina 86.63 South America
## 73 78 Sri Lanka 86.62 Asia
## 74 79 Mauritius 86.56 Africa
## 75 80 Turkmenistan 85.86 Asia
## 76 81 Montenegro 85.78 Europe
## 77 82 Trinidad and Tobago 85.63 Central America
## 78 83 Azerbaijan 84.81 Asia
## 79 84 Georgia 84.50 Europe/Asia
## 80 86 Paraguay 84.04 South America
## 81 87 Federated States of Micronesia 83.96 Oceania
## 82 88 Fiji 83.96 Oceania
## 83 89 Marshall Islands 83.96 Oceania
## 84 90 Solomon Islands 83.96 Oceania
## 85 91 Cuba 83.90 Central America
## 86 92 Bahrain 83.60 Asia
## 87 93 Brazil 83.38 South America
## 88 94 Guyana 83.23 South America
## 89 95 Colombia 83.13 South America
## 90 96 Venezuela 82.99 South America
## 91 98 Afghanistan 82.12 Asia
## 92 99 Haiti 82.10 Central America
## 93 100 Dominican Republic 82.05 Central America
## 94 101 United Arab Emirates 82.05 Asia
## 95 103 North Macedonia 81.91 Europe
## 96 104 Albania 81.75 Europe
## 97 105 Lebanon 81.70 Asia
## 98 106 Philippines 81.64 Asia
## 99 107 Peru 81.44 South America
## 100 109 Laos 80.99 Asia
## 101 110 Libya 80.92 Africa
## 102 111 Qatar 80.78 Asia
## 103 112 Jordan 80.70 Asia
## 104 113 Maldives 80.54 Asia
## 105 114 Iran 80.01 Asia
## 106 115 Pakistan 80.00 Asia
## 107 116 Grenade 79.34 Central America
## 108 117 Tunisia 79.22 Africa
## 109 118 Kyrgyzstan 79.09 Asia
## 110 119 Panama 79.00 Central America
## 111 120 Chad 78.87 Africa
## 112 121 Sudan 78.87 Africa
## 113 122 Seychelles 78.76 Africa
## 114 123 Oman 78.70 Asia
## 115 124 Kuwait 78.64 Asia
## 116 126 Indonesia 78.49 Asia
## 117 127 Papua New Guinea 78.49 Oceania
## 118 128 Ecuador 78.26 South America
## 119 129 Palestine 77.69 Asia
## 120 130 Senegal 77.37 Africa
## 121 131 Comoros 77.07 Africa
## 122 132 Madagascar 76.79 Africa
## 123 134 Bolivia 76.53 South America
## 124 135 Uganda 76.42 Africa
## 125 136 Saudi Arabia 76.36 Asia
## 126 137 Egypt 76.32 Africa
## 127 138 India 76.24 Asia
## 128 139 Algeria 76.00 Africa
## 129 140 Kenya 75.20 Africa
## 130 141 Angola 75.10 Africa
## 131 142 Jamaica 75.08 Central America
## 132 143 Tanzania 74.95 Africa
## 133 144 Syria 74.41 Asia
## 134 145 Bangladesh 74.33 Asia
## 135 146 Zimbabwe 74.01 Africa
## 136 147 Burkina Faso 73.80 Africa
## 137 148 Saint Lucia 73.68 Central America
## 138 149 Mozambique 72.50 Africa
## 139 150 Burundi 72.09 Africa
## 140 151 Niger 70.82 Africa
## 141 152 Antigua and Barbuda 70.48 Central America
## 142 153 Rwanda 69.95 Africa
## 143 154 Benin 69.71 Africa
## 144 155 Malawi 69.70 Africa
## 145 156 El Salvador 69.63 Central America
## 146 157 Botswana 69.45 Africa
## 147 158 Lesotho 68.87 Africa
## 148 159 South Africa 68.87 Africa
## 149 160 Eswatini 68.87 Africa
## 150 161 Eritrea 68.77 Africa
## 151 163 Zambia 68.43 Africa
## 152 164 Ethiopia 68.42 Africa
## 153 165 Djibouti 68.41 Africa
## 154 166 Cameroon 67.76 Africa
## 155 167 Nigeria 67.76 Africa
## 156 169 Morocco 67.03 Africa
## 157 170 Namibia 66.19 Africa
## 158 171 Dominica 66.03 Central America
## 159 172 Sao Tome and Principe 65.22 Africa
## 160 173 Congo 64.92 Africa
## 161 174 Saint Vincent and the Grenadines 63.42 Central America
## 162 175 Gabon 62.97 Africa
## 163 176 Congo Republic 62.97 Africa
## 164 177 Yemen 62.86 Asia
## 165 178 Belize 62.55 Central America
## 166 179 Central African Republic 62.55 Africa
## 167 180 Honduras 62.16 Central America
## 168 181 Togo 59.83 Africa
## 169 182 Mali 59.76 Africa
## 170 183 Mauritania 59.76 Africa
## 171 184 South Sudan 58.61 Africa
## 172 185 Ghana 58.16 Africa
## 173 187 Guinea 53.48 Africa
## 174 188 Nicaragua 52.69 Central America
## 175 189 Gambia 52.68 Africa
## 176 190 Guatemala 47.72 Central America
## 177 191 Liberia 45.07 Africa
## 178 192 Sierra Leone 45.07 Africa
## 179 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.97 0 0.939 11.9
## 3 0.94 1 0.952 12.2
## 4 0.96 8 0.768 7.6
## 5 0.98 0 0.925 12.5
## 6 1.00 2 0.808 12.1
## 7 1.00 5 0.940 12.9
## 8 1.00 0 0.935 12.5
## 9 0.99 111 0.942 14.1
## 10 0.99 22 0.941 12.6
## 11 1.00 0 0.890 13.5
## 12 1.00 2 0.930 13.0
## 13 0.78 0 0.593 5.1
## 14 0.99 28 0.936 13.8
## 15 0.99 12 0.951 12.7
## 16 0.99 13 0.846 12.2
## 17 0.99 27 0.962 13.9
## 18 0.99 137 0.929 13.4
## 19 1.00 1 0.918 12.8
## 20 0.99 3 0.937 12.9
## 21 0.98 22 0.916 12.3
## 22 0.99 1 0.959 13.8
## 23 0.99 13 0.948 13.0
## 24 0.99 11 0.937 12.4
## 25 0.99 400 0.921 13.7
## 26 1.00 13 0.961 13.0
## 27 0.99 32 0.947 12.6
## 28 0.99 71 0.903 11.6
## 29 1.00 19 0.876 13.2
## 30 1.00 0 0.848 12.9
## 31 1.00 0 0.822 12.8
## 32 1.00 3 0.875 13.5
## 33 0.99 2 0.858 12.2
## 34 1.00 0 0.858 10.6
## 35 0.99 11 0.945 11.6
## 36 0.99 6 0.889 12.9
## 37 1.00 1 0.863 13.3
## 38 0.99 21 0.895 10.7
## 39 0.85 0 0.607 7.1
## 40 0.98 8 0.905 10.6
## 41 0.99 1 0.896 12.4
## 42 0.95 2 0.866 9.6
## 43 0.97 13 0.919 13.3
## 44 1.00 0 0.790 9.9
## 45 0.94 0 0.918 12.2
## 46 0.93 1 0.585 6.4
## 47 0.98 0 0.739 9.4
## 48 0.98 1 0.795 11.4
## 49 0.95 2 0.887 11.4
## 50 0.96 0 0.730 9.8
## 51 1.00 6 0.773 11.1
## 52 0.99 0 0.767 11.8
## 53 0.98 0 0.802 11.4
## 54 0.95 1 0.703 8.4
## 55 0.80 1 0.686 7.9
## 56 1.00 0 0.727 11.9
## 57 1.00 0 0.811 12.3
## 58 0.94 0 0.800 8.7
## 59 1.00 0 0.759 11.3
## 60 0.98 2 0.780 10.5
## 61 0.98 1 0.809 8.8
## 62 0.64 0 0.666 5.2
## 63 0.97 2 0.855 10.9
## 64 0.95 3 0.758 9.2
## 65 1.00 0 0.685 11.3
## 66 0.98 0 0.809 9.0
## 67 0.97 0 0.829 9.2
## 68 0.95 0 0.803 10.6
## 69 0.96 0 0.812 12.6
## 70 0.99 5 0.821 11.3
## 71 0.96 2 0.838 8.6
## 72 0.98 5 0.842 11.1
## 73 0.93 0 0.782 10.8
## 74 0.91 0 0.802 10.4
## 75 1.00 0 0.745 11.3
## 76 0.99 0 0.832 12.2
## 77 0.99 1 0.810 11.6
## 78 1.00 1 0.745 10.5
## 79 1.00 0 0.802 12.8
## 80 0.96 0 0.717 8.9
## 81 0.89 0 0.628 7.8
## 82 0.94 0 0.730 10.9
## 83 0.98 0 0.639 10.9
## 84 0.84 0 0.564 5.7
## 85 1.00 0 0.764 12.5
## 86 0.96 0 0.875 11.0
## 87 0.93 0 0.754 8.1
## 88 0.88 0 0.714 8.6
## 89 0.95 2 0.752 8.9
## 90 0.95 1 0.691 11.1
## 91 0.38 0 0.478 3.0
## 92 0.61 0 0.535 5.6
## 93 0.92 0 0.767 9.3
## 94 0.93 0 0.911 12.7
## 95 0.98 0 0.770 10.2
## 96 0.98 0 0.796 11.3
## 97 0.94 0 0.706 8.7
## 98 0.97 1 0.699 9.0
## 99 0.94 1 0.762 9.9
## 100 0.80 0 0.607 5.4
## 101 0.91 0 0.718 7.6
## 102 0.98 0 0.855 10.0
## 103 0.98 0 0.720 10.4
## 104 0.99 0 0.747 7.3
## 105 0.87 1 0.774 10.6
## 106 0.56 2 0.544 4.5
## 107 0.96 0 0.795 9.0
## 108 0.81 1 0.731 7.4
## 109 0.99 0 0.692 11.4
## 110 0.95 0 0.805 10.5
## 111 0.40 0 0.394 2.6
## 112 0.59 0 0.508 3.8
## 113 0.95 0 0.785 10.3
## 114 0.94 0 0.816 11.7
## 115 0.96 0 0.831 7.3
## 116 0.95 0 0.705 8.6
## 117 0.63 0 0.558 4.7
## 118 0.95 0 0.740 8.8
## 119 0.97 1 0.715 9.9
## 120 0.56 0 0.511 2.9
## 121 0.78 0 0.558 5.1
## 122 0.65 0 0.501 5.1
## 123 0.95 0 0.692 9.8
## 124 0.74 0 0.525 5.7
## 125 0.95 0 0.875 11.3
## 126 0.76 4 0.731 9.6
## 127 0.72 12 0.633 6.7
## 128 0.80 2 0.745 8.1
## 129 0.78 1 0.575 6.7
## 130 0.71 0 0.586 5.4
## 131 0.89 0 0.709 9.2
## 132 0.80 1 0.549 6.4
## 133 0.86 0 0.577 5.1
## 134 0.61 2 0.661 7.4
## 135 0.87 0 0.593 8.7
## 136 0.38 0 0.449 2.1
## 137 0.90 2 0.715 8.5
## 138 0.59 0 0.446 3.2
## 139 0.85 0 0.426 3.1
## 140 0.19 0 0.400 2.1
## 141 0.99 0 0.788 9.3
## 142 0.71 0 0.534 4.4
## 143 0.38 0 0.525 4.3
## 144 0.66 0 0.512 4.5
## 145 0.88 0 0.675 7.2
## 146 0.88 0 0.693 10.3
## 147 0.79 0 0.514 6.0
## 148 0.95 11 0.713 11.4
## 149 0.87 0 0.597 5.6
## 150 0.74 0 0.492 4.9
## 151 0.85 0 0.565 7.2
## 152 0.49 1 0.498 3.2
## 153 0.68 0 0.509 4.1
## 154 0.75 0 0.576 6.2
## 155 0.60 1 0.535 7.2
## 156 0.72 1 0.683 5.9
## 157 0.91 0 0.615 7.2
## 158 0.94 0 0.720 8.1
## 159 0.92 0 0.618 6.2
## 160 0.77 0 0.571 6.2
## 161 0.96 0 0.751 10.8
## 162 0.83 0 0.706 9.4
## 163 0.79 0 0.479 7.0
## 164 0.70 1 0.455 3.2
## 165 0.83 0 0.683 8.8
## 166 0.37 0 0.404 4.3
## 167 0.88 0 0.621 7.1
## 168 0.67 0 0.539 5.0
## 169 0.33 0 0.428 2.3
## 170 0.52 0 0.556 4.9
## 171 0.32 0 0.385 5.7
## 172 0.77 1 0.632 8.3
## 173 0.30 0 0.465 2.2
## 174 0.82 0 0.667 7.1
## 175 0.58 0 0.500 4.6
## 176 0.79 2 0.627 5.7
## 177 0.48 2 0.481 5.1
## 178 0.48 0 0.477 4.6
## 179 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 90919 6014723
## 3 62607 7491609
## 4 17504 1425671352
## 5 44501 51784059
## 6 18849 9498238
## 7 49452 5545475
## 8 146830 39315
## 9 54534 83294633
## 10 55979 17618299
## 11 38048 1322766
## 12 84649 654.768
## 13 4079 16944826
## 14 46808 38781292
## 15 49238 26439112
## 16 32789 10156239
## 17 66933 8796669
## 18 45225 67736802
## 19 39746 2119675
## 20 44057 5228100
## 21 53619 8958961
## 22 55782 375.319
## 23 60365 5910913
## 24 52293 11686140
## 25 64765 339996564
## 26 64660 5474360
## 27 54489 10612086
## 28 45937 64756584
## 29 33034 41026068
## 30 30690 5795199
## 31 27166 144444359
## 32 37931 2718352
## 33 30132 4008617
## 34 51167 76.965
## 35 76169 5056935
## 36 38745 10495295
## 37 32803 1830212
## 38 42840 58870763
## 39 3085 334.506
## 40 38354 47519628
## 41 38188 1260138
## 42 33155 10247605
## 43 41524 9174520
## 44 12306 281.996
## 45 38884 535.065
## 46 3851 54577997
## 47 10588 3447157
## 48 23079 6687717
## 49 29002 10341277
## 50 12672 623.237
## 51 13256 36744634
## 52 14875 3435931
## 53 19123 7149077
## 54 7867 98858950
## 55 9977 45504560
## 56 7917 35163944
## 57 23943 19606634
## 58 17030 71801279
## 59 13158 2777971
## 60 15242 3210848
## 61 19974 5212173
## 62 9438 787.425
## 63 24563 19629590
## 64 17896 128455567
## 65 4548 10143543
## 66 21269 3423109
## 67 64490 452.524
## 68 26658 34308525
## 69 30486 412.624
## 70 30027 19892812
## 71 31033 85816199
## 72 20925 45773884
## 73 12578 21893579
## 74 22025 1300557
## 75 13021 6516100
## 76 20839 626.485
## 77 23392 1534937
## 78 14257 10412652
## 79 14664 3728282
## 80 12349 6861524
## 81 3696 115.224
## 82 9980 936.375
## 83 4620 41.996
## 84 2482 740.425
## 85 7879 11194449
## 86 39497 1485510
## 87 14370 216422446
## 88 22465 813.834
## 89 14384 52085168
## 90 4811 28838499
## 91 1824 42239854
## 92 2848 11724764
## 93 17990 11332973
## 94 62574 9516871
## 95 15918 2085679
## 96 14131 2832439
## 97 9526 5353930
## 98 8920 117337368
## 99 12246 34352719
## 100 7700 7633779
## 101 15336 6888388
## 102 87134 2716391
## 103 9924 11337053
## 104 15448 521.022
## 105 13001 89172767
## 106 4624 240485658
## 107 13484 126.184
## 108 10258 12458223
## 109 4566 6735348
## 110 26957 4468087
## 111 1364 18278568
## 112 3575 48109006
## 113 25831 107.66
## 114 27054 4644384
## 115 52920 4310108
## 116 11466 277534123
## 117 4009 10329931
## 118 10312 18190484
## 119 6583 5040000
## 120 3344 17763163
## 121 3142 852.075
## 122 1484 30325732
## 123 8111 12388571
## 124 2181 48582334
## 125 46112 36947025
## 126 11732 112716599
## 127 6590 1428627663
## 128 10800 45606481
## 129 4474 55100587
## 130 5466 36684203
## 131 8834 2825544
## 132 2664 67438106
## 133 4192 23227014
## 134 5472 172954319
## 135 3810 16665409
## 136 2118 23251485
## 137 12048 180.251
## 138 1198 33897354
## 139 732 13238559
## 140 1240 27202843
## 141 16792 94.298
## 142 2210 14094683
## 143 3409 13712828
## 144 1466 20931751
## 145 8296 6364943
## 146 16198 2675353
## 147 2700 2330318
## 148 12948 60414495
## 149 7679 1210822
## 150 1729 3748902
## 151 3218 20569738
## 152 2361 126527060
## 153 5025 1136455
## 154 3621 28647293
## 155 4790 223804632
## 156 7303 37840044
## 157 8634 2604172
## 158 11488 73.161
## 159 4021 231.856
## 160 2889 6106869
## 161 11961 103.699
## 162 13367 2436567
## 163 1076 102262809
## 164 1314 34449825
## 165 6309 410.825
## 166 966 5742316
## 167 5298 10593798
## 168 2167 9053799
## 169 2133 23293699
## 170 5075 4862989
## 171 768 11088796
## 172 5745 34121985
## 173 2481 14190612
## 174 5625 7046311
## 175 2172 2773168
## 176 8723 18092026
## 177 1289 5418377
## 178 1622 8791092
## 179 3877 30896590# membuat scatter plot
plot(data6$Mean.years.of.schooling...2021,data6$Average.IQ)
# membuat garis regresi
abline(lm(data6$Average.IQ~data6$Mean.years.of.schooling...2021))
# persamaan regresi
lm(data6$Average.IQ~data6$Mean.years.of.schooling...2021)##
## Call:
## lm(formula = data6$Average.IQ ~ data6$Mean.years.of.schooling...2021)
##
## Coefficients:
## (Intercept) data6$Mean.years.of.schooling...2021
## 55.264 2.952Hubungan HDI..2021. dengan average.IQ. Hasil regresi linier sederhana menunjukkan persamaan y = 65.97x + 34.14. Oleh karena itu, dapat diketahui bahwa semakin besar nilai HDI (Pendapatan Nasional Bruto) maka semakin tinggi nilai average.IQ suatu negara.
library(tidyverse)
data7 <- IQ %>% filter(HDI..2021. != 0)
data7## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 3 Singapore 105.89 Asia
## 3 4 Hong Kong 105.37 Asia
## 4 5 China 104.10 Asia
## 5 6 South Korea 102.35 Asia
## 6 7 Belarus 101.60 Europe
## 7 8 Finland 101.20 Europe
## 8 9 Liechtenstein 101.07 Europe
## 9 10 Germany 100.74 Europe
## 10 11 Netherlands 100.74 Europe
## 11 12 Estonia 100.72 Europe
## 12 13 Luxembourg 99.87 Europe
## 13 15 Cambodia 99.75 Asia
## 14 16 Canada 99.52 North America
## 15 17 Australia 99.24 Oceania
## 16 18 Hungary 99.24 Europe
## 17 19 Switzerland 99.24 Europe
## 18 20 United Kingdom 99.12 Europe
## 19 22 Slovenia 98.60 Europe
## 20 23 New Zealand 98.57 Oceania
## 21 24 Austria 98.38 Europe
## 22 25 Iceland 98.26 Europe
## 23 26 Denmark 97.83 Europe
## 24 27 Belgium 97.49 Europe
## 25 28 United States 97.43 North America
## 26 29 Norway 97.13 Europe
## 27 30 Sweden 97.00 Europe
## 28 31 France 96.69 Europe
## 29 32 Poland 96.35 Europe
## 30 33 Slovakia 96.32 Europe
## 31 34 Russia 96.29 Europe/Asia
## 32 35 Lithuania 95.89 Europe
## 33 36 Croatia 95.75 Europe
## 34 37 Andorra 95.20 Europe
## 35 38 Ireland 95.13 Europe
## 36 39 Czech republic 94.92 Europe
## 37 40 Latvia 94.79 Europe
## 38 41 Italy 94.23 Europe
## 39 43 Vanuatu 93.92 Oceania
## 40 44 Spain 93.90 Europe
## 41 46 Cyprus 93.39 Europe
## 42 47 Portugal 92.77 Europe
## 43 48 Israel 92.43 Asia
## 44 49 Barbados 91.60 Central America
## 45 50 Malta 91.27 Europe
## 46 51 Myanmar 91.18 Asia
## 47 52 Mongolia 91.03 Asia
## 48 53 Bulgaria 90.99 Europe
## 49 54 Greece 90.77 Europe
## 50 55 Suriname 90.29 South America
## 51 56 Ukraine 90.07 Europe
## 52 57 Moldavia 89.98 Europe
## 53 58 Serbia 89.60 Europe
## 54 59 Vietnam 89.53 Asia
## 55 60 Iraq 89.28 Asia
## 56 61 Uzbekistan 89.01 Asia
## 57 62 Kazakhstan 88.89 Asia
## 58 63 Thailand 88.87 Asia
## 59 64 Armenia 88.82 Asia
## 60 65 Bosnia and Herzegovina 88.54 Europe
## 61 66 Costa Rica 88.34 Central America
## 62 67 Bhutan 87.94 Asia
## 63 68 Chile 87.89 South America
## 64 69 Mexico 87.73 North America
## 65 70 Tajikistan 87.71 Asia
## 66 71 Uruguay 87.59 South America
## 67 72 Brunei 87.58 Asia
## 68 73 Malaysia 87.58 Asia
## 69 74 Bahamas 86.99 Central America
## 70 75 Romania 86.88 Europe
## 71 76 Türkiye 86.80 Europe/Asia
## 72 77 Argentina 86.63 South America
## 73 78 Sri Lanka 86.62 Asia
## 74 79 Mauritius 86.56 Africa
## 75 80 Turkmenistan 85.86 Asia
## 76 81 Montenegro 85.78 Europe
## 77 82 Trinidad and Tobago 85.63 Central America
## 78 83 Azerbaijan 84.81 Asia
## 79 84 Georgia 84.50 Europe/Asia
## 80 86 Paraguay 84.04 South America
## 81 87 Federated States of Micronesia 83.96 Oceania
## 82 88 Fiji 83.96 Oceania
## 83 89 Marshall Islands 83.96 Oceania
## 84 90 Solomon Islands 83.96 Oceania
## 85 91 Cuba 83.90 Central America
## 86 92 Bahrain 83.60 Asia
## 87 93 Brazil 83.38 South America
## 88 94 Guyana 83.23 South America
## 89 95 Colombia 83.13 South America
## 90 96 Venezuela 82.99 South America
## 91 98 Afghanistan 82.12 Asia
## 92 99 Haiti 82.10 Central America
## 93 100 Dominican Republic 82.05 Central America
## 94 101 United Arab Emirates 82.05 Asia
## 95 103 North Macedonia 81.91 Europe
## 96 104 Albania 81.75 Europe
## 97 105 Lebanon 81.70 Asia
## 98 106 Philippines 81.64 Asia
## 99 107 Peru 81.44 South America
## 100 109 Laos 80.99 Asia
## 101 110 Libya 80.92 Africa
## 102 111 Qatar 80.78 Asia
## 103 112 Jordan 80.70 Asia
## 104 113 Maldives 80.54 Asia
## 105 114 Iran 80.01 Asia
## 106 115 Pakistan 80.00 Asia
## 107 116 Grenade 79.34 Central America
## 108 117 Tunisia 79.22 Africa
## 109 118 Kyrgyzstan 79.09 Asia
## 110 119 Panama 79.00 Central America
## 111 120 Chad 78.87 Africa
## 112 121 Sudan 78.87 Africa
## 113 122 Seychelles 78.76 Africa
## 114 123 Oman 78.70 Asia
## 115 124 Kuwait 78.64 Asia
## 116 126 Indonesia 78.49 Asia
## 117 127 Papua New Guinea 78.49 Oceania
## 118 128 Ecuador 78.26 South America
## 119 129 Palestine 77.69 Asia
## 120 130 Senegal 77.37 Africa
## 121 131 Comoros 77.07 Africa
## 122 132 Madagascar 76.79 Africa
## 123 134 Bolivia 76.53 South America
## 124 135 Uganda 76.42 Africa
## 125 136 Saudi Arabia 76.36 Asia
## 126 137 Egypt 76.32 Africa
## 127 138 India 76.24 Asia
## 128 139 Algeria 76.00 Africa
## 129 140 Kenya 75.20 Africa
## 130 141 Angola 75.10 Africa
## 131 142 Jamaica 75.08 Central America
## 132 143 Tanzania 74.95 Africa
## 133 144 Syria 74.41 Asia
## 134 145 Bangladesh 74.33 Asia
## 135 146 Zimbabwe 74.01 Africa
## 136 147 Burkina Faso 73.80 Africa
## 137 148 Saint Lucia 73.68 Central America
## 138 149 Mozambique 72.50 Africa
## 139 150 Burundi 72.09 Africa
## 140 151 Niger 70.82 Africa
## 141 152 Antigua and Barbuda 70.48 Central America
## 142 153 Rwanda 69.95 Africa
## 143 154 Benin 69.71 Africa
## 144 155 Malawi 69.70 Africa
## 145 156 El Salvador 69.63 Central America
## 146 157 Botswana 69.45 Africa
## 147 158 Lesotho 68.87 Africa
## 148 159 South Africa 68.87 Africa
## 149 160 Eswatini 68.87 Africa
## 150 161 Eritrea 68.77 Africa
## 151 163 Zambia 68.43 Africa
## 152 164 Ethiopia 68.42 Africa
## 153 165 Djibouti 68.41 Africa
## 154 166 Cameroon 67.76 Africa
## 155 167 Nigeria 67.76 Africa
## 156 169 Morocco 67.03 Africa
## 157 170 Namibia 66.19 Africa
## 158 171 Dominica 66.03 Central America
## 159 172 Sao Tome and Principe 65.22 Africa
## 160 173 Congo 64.92 Africa
## 161 174 Saint Vincent and the Grenadines 63.42 Central America
## 162 175 Gabon 62.97 Africa
## 163 176 Congo Republic 62.97 Africa
## 164 177 Yemen 62.86 Asia
## 165 178 Belize 62.55 Central America
## 166 179 Central African Republic 62.55 Africa
## 167 180 Honduras 62.16 Central America
## 168 181 Togo 59.83 Africa
## 169 182 Mali 59.76 Africa
## 170 183 Mauritania 59.76 Africa
## 171 184 South Sudan 58.61 Africa
## 172 185 Ghana 58.16 Africa
## 173 187 Guinea 53.48 Africa
## 174 188 Nicaragua 52.69 Central America
## 175 189 Gambia 52.68 Africa
## 176 190 Guatemala 47.72 Central America
## 177 191 Liberia 45.07 Africa
## 178 192 Sierra Leone 45.07 Africa
## 179 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.97 0 0.939 11.9
## 3 0.94 1 0.952 12.2
## 4 0.96 8 0.768 7.6
## 5 0.98 0 0.925 12.5
## 6 1.00 2 0.808 12.1
## 7 1.00 5 0.940 12.9
## 8 1.00 0 0.935 12.5
## 9 0.99 111 0.942 14.1
## 10 0.99 22 0.941 12.6
## 11 1.00 0 0.890 13.5
## 12 1.00 2 0.930 13.0
## 13 0.78 0 0.593 5.1
## 14 0.99 28 0.936 13.8
## 15 0.99 12 0.951 12.7
## 16 0.99 13 0.846 12.2
## 17 0.99 27 0.962 13.9
## 18 0.99 137 0.929 13.4
## 19 1.00 1 0.918 12.8
## 20 0.99 3 0.937 12.9
## 21 0.98 22 0.916 12.3
## 22 0.99 1 0.959 13.8
## 23 0.99 13 0.948 13.0
## 24 0.99 11 0.937 12.4
## 25 0.99 400 0.921 13.7
## 26 1.00 13 0.961 13.0
## 27 0.99 32 0.947 12.6
## 28 0.99 71 0.903 11.6
## 29 1.00 19 0.876 13.2
## 30 1.00 0 0.848 12.9
## 31 1.00 0 0.822 12.8
## 32 1.00 3 0.875 13.5
## 33 0.99 2 0.858 12.2
## 34 1.00 0 0.858 10.6
## 35 0.99 11 0.945 11.6
## 36 0.99 6 0.889 12.9
## 37 1.00 1 0.863 13.3
## 38 0.99 21 0.895 10.7
## 39 0.85 0 0.607 7.1
## 40 0.98 8 0.905 10.6
## 41 0.99 1 0.896 12.4
## 42 0.95 2 0.866 9.6
## 43 0.97 13 0.919 13.3
## 44 1.00 0 0.790 9.9
## 45 0.94 0 0.918 12.2
## 46 0.93 1 0.585 6.4
## 47 0.98 0 0.739 9.4
## 48 0.98 1 0.795 11.4
## 49 0.95 2 0.887 11.4
## 50 0.96 0 0.730 9.8
## 51 1.00 6 0.773 11.1
## 52 0.99 0 0.767 11.8
## 53 0.98 0 0.802 11.4
## 54 0.95 1 0.703 8.4
## 55 0.80 1 0.686 7.9
## 56 1.00 0 0.727 11.9
## 57 1.00 0 0.811 12.3
## 58 0.94 0 0.800 8.7
## 59 1.00 0 0.759 11.3
## 60 0.98 2 0.780 10.5
## 61 0.98 1 0.809 8.8
## 62 0.64 0 0.666 5.2
## 63 0.97 2 0.855 10.9
## 64 0.95 3 0.758 9.2
## 65 1.00 0 0.685 11.3
## 66 0.98 0 0.809 9.0
## 67 0.97 0 0.829 9.2
## 68 0.95 0 0.803 10.6
## 69 0.96 0 0.812 12.6
## 70 0.99 5 0.821 11.3
## 71 0.96 2 0.838 8.6
## 72 0.98 5 0.842 11.1
## 73 0.93 0 0.782 10.8
## 74 0.91 0 0.802 10.4
## 75 1.00 0 0.745 11.3
## 76 0.99 0 0.832 12.2
## 77 0.99 1 0.810 11.6
## 78 1.00 1 0.745 10.5
## 79 1.00 0 0.802 12.8
## 80 0.96 0 0.717 8.9
## 81 0.89 0 0.628 7.8
## 82 0.94 0 0.730 10.9
## 83 0.98 0 0.639 10.9
## 84 0.84 0 0.564 5.7
## 85 1.00 0 0.764 12.5
## 86 0.96 0 0.875 11.0
## 87 0.93 0 0.754 8.1
## 88 0.88 0 0.714 8.6
## 89 0.95 2 0.752 8.9
## 90 0.95 1 0.691 11.1
## 91 0.38 0 0.478 3.0
## 92 0.61 0 0.535 5.6
## 93 0.92 0 0.767 9.3
## 94 0.93 0 0.911 12.7
## 95 0.98 0 0.770 10.2
## 96 0.98 0 0.796 11.3
## 97 0.94 0 0.706 8.7
## 98 0.97 1 0.699 9.0
## 99 0.94 1 0.762 9.9
## 100 0.80 0 0.607 5.4
## 101 0.91 0 0.718 7.6
## 102 0.98 0 0.855 10.0
## 103 0.98 0 0.720 10.4
## 104 0.99 0 0.747 7.3
## 105 0.87 1 0.774 10.6
## 106 0.56 2 0.544 4.5
## 107 0.96 0 0.795 9.0
## 108 0.81 1 0.731 7.4
## 109 0.99 0 0.692 11.4
## 110 0.95 0 0.805 10.5
## 111 0.40 0 0.394 2.6
## 112 0.59 0 0.508 3.8
## 113 0.95 0 0.785 10.3
## 114 0.94 0 0.816 11.7
## 115 0.96 0 0.831 7.3
## 116 0.95 0 0.705 8.6
## 117 0.63 0 0.558 4.7
## 118 0.95 0 0.740 8.8
## 119 0.97 1 0.715 9.9
## 120 0.56 0 0.511 2.9
## 121 0.78 0 0.558 5.1
## 122 0.65 0 0.501 5.1
## 123 0.95 0 0.692 9.8
## 124 0.74 0 0.525 5.7
## 125 0.95 0 0.875 11.3
## 126 0.76 4 0.731 9.6
## 127 0.72 12 0.633 6.7
## 128 0.80 2 0.745 8.1
## 129 0.78 1 0.575 6.7
## 130 0.71 0 0.586 5.4
## 131 0.89 0 0.709 9.2
## 132 0.80 1 0.549 6.4
## 133 0.86 0 0.577 5.1
## 134 0.61 2 0.661 7.4
## 135 0.87 0 0.593 8.7
## 136 0.38 0 0.449 2.1
## 137 0.90 2 0.715 8.5
## 138 0.59 0 0.446 3.2
## 139 0.85 0 0.426 3.1
## 140 0.19 0 0.400 2.1
## 141 0.99 0 0.788 9.3
## 142 0.71 0 0.534 4.4
## 143 0.38 0 0.525 4.3
## 144 0.66 0 0.512 4.5
## 145 0.88 0 0.675 7.2
## 146 0.88 0 0.693 10.3
## 147 0.79 0 0.514 6.0
## 148 0.95 11 0.713 11.4
## 149 0.87 0 0.597 5.6
## 150 0.74 0 0.492 4.9
## 151 0.85 0 0.565 7.2
## 152 0.49 1 0.498 3.2
## 153 0.68 0 0.509 4.1
## 154 0.75 0 0.576 6.2
## 155 0.60 1 0.535 7.2
## 156 0.72 1 0.683 5.9
## 157 0.91 0 0.615 7.2
## 158 0.94 0 0.720 8.1
## 159 0.92 0 0.618 6.2
## 160 0.77 0 0.571 6.2
## 161 0.96 0 0.751 10.8
## 162 0.83 0 0.706 9.4
## 163 0.79 0 0.479 7.0
## 164 0.70 1 0.455 3.2
## 165 0.83 0 0.683 8.8
## 166 0.37 0 0.404 4.3
## 167 0.88 0 0.621 7.1
## 168 0.67 0 0.539 5.0
## 169 0.33 0 0.428 2.3
## 170 0.52 0 0.556 4.9
## 171 0.32 0 0.385 5.7
## 172 0.77 1 0.632 8.3
## 173 0.30 0 0.465 2.2
## 174 0.82 0 0.667 7.1
## 175 0.58 0 0.500 4.6
## 176 0.79 2 0.627 5.7
## 177 0.48 2 0.481 5.1
## 178 0.48 0 0.477 4.6
## 179 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 90919 6014723
## 3 62607 7491609
## 4 17504 1425671352
## 5 44501 51784059
## 6 18849 9498238
## 7 49452 5545475
## 8 146830 39315
## 9 54534 83294633
## 10 55979 17618299
## 11 38048 1322766
## 12 84649 654.768
## 13 4079 16944826
## 14 46808 38781292
## 15 49238 26439112
## 16 32789 10156239
## 17 66933 8796669
## 18 45225 67736802
## 19 39746 2119675
## 20 44057 5228100
## 21 53619 8958961
## 22 55782 375.319
## 23 60365 5910913
## 24 52293 11686140
## 25 64765 339996564
## 26 64660 5474360
## 27 54489 10612086
## 28 45937 64756584
## 29 33034 41026068
## 30 30690 5795199
## 31 27166 144444359
## 32 37931 2718352
## 33 30132 4008617
## 34 51167 76.965
## 35 76169 5056935
## 36 38745 10495295
## 37 32803 1830212
## 38 42840 58870763
## 39 3085 334.506
## 40 38354 47519628
## 41 38188 1260138
## 42 33155 10247605
## 43 41524 9174520
## 44 12306 281.996
## 45 38884 535.065
## 46 3851 54577997
## 47 10588 3447157
## 48 23079 6687717
## 49 29002 10341277
## 50 12672 623.237
## 51 13256 36744634
## 52 14875 3435931
## 53 19123 7149077
## 54 7867 98858950
## 55 9977 45504560
## 56 7917 35163944
## 57 23943 19606634
## 58 17030 71801279
## 59 13158 2777971
## 60 15242 3210848
## 61 19974 5212173
## 62 9438 787.425
## 63 24563 19629590
## 64 17896 128455567
## 65 4548 10143543
## 66 21269 3423109
## 67 64490 452.524
## 68 26658 34308525
## 69 30486 412.624
## 70 30027 19892812
## 71 31033 85816199
## 72 20925 45773884
## 73 12578 21893579
## 74 22025 1300557
## 75 13021 6516100
## 76 20839 626.485
## 77 23392 1534937
## 78 14257 10412652
## 79 14664 3728282
## 80 12349 6861524
## 81 3696 115.224
## 82 9980 936.375
## 83 4620 41.996
## 84 2482 740.425
## 85 7879 11194449
## 86 39497 1485510
## 87 14370 216422446
## 88 22465 813.834
## 89 14384 52085168
## 90 4811 28838499
## 91 1824 42239854
## 92 2848 11724764
## 93 17990 11332973
## 94 62574 9516871
## 95 15918 2085679
## 96 14131 2832439
## 97 9526 5353930
## 98 8920 117337368
## 99 12246 34352719
## 100 7700 7633779
## 101 15336 6888388
## 102 87134 2716391
## 103 9924 11337053
## 104 15448 521.022
## 105 13001 89172767
## 106 4624 240485658
## 107 13484 126.184
## 108 10258 12458223
## 109 4566 6735348
## 110 26957 4468087
## 111 1364 18278568
## 112 3575 48109006
## 113 25831 107.66
## 114 27054 4644384
## 115 52920 4310108
## 116 11466 277534123
## 117 4009 10329931
## 118 10312 18190484
## 119 6583 5040000
## 120 3344 17763163
## 121 3142 852.075
## 122 1484 30325732
## 123 8111 12388571
## 124 2181 48582334
## 125 46112 36947025
## 126 11732 112716599
## 127 6590 1428627663
## 128 10800 45606481
## 129 4474 55100587
## 130 5466 36684203
## 131 8834 2825544
## 132 2664 67438106
## 133 4192 23227014
## 134 5472 172954319
## 135 3810 16665409
## 136 2118 23251485
## 137 12048 180.251
## 138 1198 33897354
## 139 732 13238559
## 140 1240 27202843
## 141 16792 94.298
## 142 2210 14094683
## 143 3409 13712828
## 144 1466 20931751
## 145 8296 6364943
## 146 16198 2675353
## 147 2700 2330318
## 148 12948 60414495
## 149 7679 1210822
## 150 1729 3748902
## 151 3218 20569738
## 152 2361 126527060
## 153 5025 1136455
## 154 3621 28647293
## 155 4790 223804632
## 156 7303 37840044
## 157 8634 2604172
## 158 11488 73.161
## 159 4021 231.856
## 160 2889 6106869
## 161 11961 103.699
## 162 13367 2436567
## 163 1076 102262809
## 164 1314 34449825
## 165 6309 410.825
## 166 966 5742316
## 167 5298 10593798
## 168 2167 9053799
## 169 2133 23293699
## 170 5075 4862989
## 171 768 11088796
## 172 5745 34121985
## 173 2481 14190612
## 174 5625 7046311
## 175 2172 2773168
## 176 8723 18092026
## 177 1289 5418377
## 178 1622 8791092
## 179 3877 30896590# membuat scatter plot
plot(data7$HDI..2021.,data7$Average.IQ)
# membuat garis regresi
abline(lm(data7$Average.IQ~data7$HDI..2021.))
# persamaan regresi
lm(data7$Average.IQ~data7$HDI..2021.)##
## Call:
## lm(formula = data7$Average.IQ ~ data7$HDI..2021.)
##
## Coefficients:
## (Intercept) data7$HDI..2021.
## 34.14 65.97Hubungan GNI…2021 dengan average.IQ. Hasil regresi linier sederhana menunjukkan persamaan y = 3.822e-04x + 7.396e+01. Oleh karena itu, dapat diketahui bahwa semakin besar nilai GNI (Indeks Pembangunan Manusia) maka semakin tinggi nilai average.IQ suatu negara.
library(tidyverse)
data8 <- IQ %>% filter(GNI...2021 != 0)
data8## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 3 Singapore 105.89 Asia
## 3 4 Hong Kong 105.37 Asia
## 4 5 China 104.10 Asia
## 5 6 South Korea 102.35 Asia
## 6 7 Belarus 101.60 Europe
## 7 8 Finland 101.20 Europe
## 8 9 Liechtenstein 101.07 Europe
## 9 10 Germany 100.74 Europe
## 10 11 Netherlands 100.74 Europe
## 11 12 Estonia 100.72 Europe
## 12 13 Luxembourg 99.87 Europe
## 13 15 Cambodia 99.75 Asia
## 14 16 Canada 99.52 North America
## 15 17 Australia 99.24 Oceania
## 16 18 Hungary 99.24 Europe
## 17 19 Switzerland 99.24 Europe
## 18 20 United Kingdom 99.12 Europe
## 19 22 Slovenia 98.60 Europe
## 20 23 New Zealand 98.57 Oceania
## 21 24 Austria 98.38 Europe
## 22 25 Iceland 98.26 Europe
## 23 26 Denmark 97.83 Europe
## 24 27 Belgium 97.49 Europe
## 25 28 United States 97.43 North America
## 26 29 Norway 97.13 Europe
## 27 30 Sweden 97.00 Europe
## 28 31 France 96.69 Europe
## 29 32 Poland 96.35 Europe
## 30 33 Slovakia 96.32 Europe
## 31 34 Russia 96.29 Europe/Asia
## 32 35 Lithuania 95.89 Europe
## 33 36 Croatia 95.75 Europe
## 34 37 Andorra 95.20 Europe
## 35 38 Ireland 95.13 Europe
## 36 39 Czech republic 94.92 Europe
## 37 40 Latvia 94.79 Europe
## 38 41 Italy 94.23 Europe
## 39 43 Vanuatu 93.92 Oceania
## 40 44 Spain 93.90 Europe
## 41 46 Cyprus 93.39 Europe
## 42 47 Portugal 92.77 Europe
## 43 48 Israel 92.43 Asia
## 44 49 Barbados 91.60 Central America
## 45 50 Malta 91.27 Europe
## 46 51 Myanmar 91.18 Asia
## 47 52 Mongolia 91.03 Asia
## 48 53 Bulgaria 90.99 Europe
## 49 54 Greece 90.77 Europe
## 50 55 Suriname 90.29 South America
## 51 56 Ukraine 90.07 Europe
## 52 57 Moldavia 89.98 Europe
## 53 58 Serbia 89.60 Europe
## 54 59 Vietnam 89.53 Asia
## 55 60 Iraq 89.28 Asia
## 56 61 Uzbekistan 89.01 Asia
## 57 62 Kazakhstan 88.89 Asia
## 58 63 Thailand 88.87 Asia
## 59 64 Armenia 88.82 Asia
## 60 65 Bosnia and Herzegovina 88.54 Europe
## 61 66 Costa Rica 88.34 Central America
## 62 67 Bhutan 87.94 Asia
## 63 68 Chile 87.89 South America
## 64 69 Mexico 87.73 North America
## 65 70 Tajikistan 87.71 Asia
## 66 71 Uruguay 87.59 South America
## 67 72 Brunei 87.58 Asia
## 68 73 Malaysia 87.58 Asia
## 69 74 Bahamas 86.99 Central America
## 70 75 Romania 86.88 Europe
## 71 76 Türkiye 86.80 Europe/Asia
## 72 77 Argentina 86.63 South America
## 73 78 Sri Lanka 86.62 Asia
## 74 79 Mauritius 86.56 Africa
## 75 80 Turkmenistan 85.86 Asia
## 76 81 Montenegro 85.78 Europe
## 77 82 Trinidad and Tobago 85.63 Central America
## 78 83 Azerbaijan 84.81 Asia
## 79 84 Georgia 84.50 Europe/Asia
## 80 86 Paraguay 84.04 South America
## 81 87 Federated States of Micronesia 83.96 Oceania
## 82 88 Fiji 83.96 Oceania
## 83 89 Marshall Islands 83.96 Oceania
## 84 90 Solomon Islands 83.96 Oceania
## 85 91 Cuba 83.90 Central America
## 86 92 Bahrain 83.60 Asia
## 87 93 Brazil 83.38 South America
## 88 94 Guyana 83.23 South America
## 89 95 Colombia 83.13 South America
## 90 96 Venezuela 82.99 South America
## 91 98 Afghanistan 82.12 Asia
## 92 99 Haiti 82.10 Central America
## 93 100 Dominican Republic 82.05 Central America
## 94 101 United Arab Emirates 82.05 Asia
## 95 103 North Macedonia 81.91 Europe
## 96 104 Albania 81.75 Europe
## 97 105 Lebanon 81.70 Asia
## 98 106 Philippines 81.64 Asia
## 99 107 Peru 81.44 South America
## 100 109 Laos 80.99 Asia
## 101 110 Libya 80.92 Africa
## 102 111 Qatar 80.78 Asia
## 103 112 Jordan 80.70 Asia
## 104 113 Maldives 80.54 Asia
## 105 114 Iran 80.01 Asia
## 106 115 Pakistan 80.00 Asia
## 107 116 Grenade 79.34 Central America
## 108 117 Tunisia 79.22 Africa
## 109 118 Kyrgyzstan 79.09 Asia
## 110 119 Panama 79.00 Central America
## 111 120 Chad 78.87 Africa
## 112 121 Sudan 78.87 Africa
## 113 122 Seychelles 78.76 Africa
## 114 123 Oman 78.70 Asia
## 115 124 Kuwait 78.64 Asia
## 116 126 Indonesia 78.49 Asia
## 117 127 Papua New Guinea 78.49 Oceania
## 118 128 Ecuador 78.26 South America
## 119 129 Palestine 77.69 Asia
## 120 130 Senegal 77.37 Africa
## 121 131 Comoros 77.07 Africa
## 122 132 Madagascar 76.79 Africa
## 123 134 Bolivia 76.53 South America
## 124 135 Uganda 76.42 Africa
## 125 136 Saudi Arabia 76.36 Asia
## 126 137 Egypt 76.32 Africa
## 127 138 India 76.24 Asia
## 128 139 Algeria 76.00 Africa
## 129 140 Kenya 75.20 Africa
## 130 141 Angola 75.10 Africa
## 131 142 Jamaica 75.08 Central America
## 132 143 Tanzania 74.95 Africa
## 133 144 Syria 74.41 Asia
## 134 145 Bangladesh 74.33 Asia
## 135 146 Zimbabwe 74.01 Africa
## 136 147 Burkina Faso 73.80 Africa
## 137 148 Saint Lucia 73.68 Central America
## 138 149 Mozambique 72.50 Africa
## 139 150 Burundi 72.09 Africa
## 140 151 Niger 70.82 Africa
## 141 152 Antigua and Barbuda 70.48 Central America
## 142 153 Rwanda 69.95 Africa
## 143 154 Benin 69.71 Africa
## 144 155 Malawi 69.70 Africa
## 145 156 El Salvador 69.63 Central America
## 146 157 Botswana 69.45 Africa
## 147 158 Lesotho 68.87 Africa
## 148 159 South Africa 68.87 Africa
## 149 160 Eswatini 68.87 Africa
## 150 161 Eritrea 68.77 Africa
## 151 163 Zambia 68.43 Africa
## 152 164 Ethiopia 68.42 Africa
## 153 165 Djibouti 68.41 Africa
## 154 166 Cameroon 67.76 Africa
## 155 167 Nigeria 67.76 Africa
## 156 169 Morocco 67.03 Africa
## 157 170 Namibia 66.19 Africa
## 158 171 Dominica 66.03 Central America
## 159 172 Sao Tome and Principe 65.22 Africa
## 160 173 Congo 64.92 Africa
## 161 174 Saint Vincent and the Grenadines 63.42 Central America
## 162 175 Gabon 62.97 Africa
## 163 176 Congo Republic 62.97 Africa
## 164 177 Yemen 62.86 Asia
## 165 178 Belize 62.55 Central America
## 166 179 Central African Republic 62.55 Africa
## 167 180 Honduras 62.16 Central America
## 168 181 Togo 59.83 Africa
## 169 182 Mali 59.76 Africa
## 170 183 Mauritania 59.76 Africa
## 171 184 South Sudan 58.61 Africa
## 172 185 Ghana 58.16 Africa
## 173 187 Guinea 53.48 Africa
## 174 188 Nicaragua 52.69 Central America
## 175 189 Gambia 52.68 Africa
## 176 190 Guatemala 47.72 Central America
## 177 191 Liberia 45.07 Africa
## 178 192 Sierra Leone 45.07 Africa
## 179 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.97 0 0.939 11.9
## 3 0.94 1 0.952 12.2
## 4 0.96 8 0.768 7.6
## 5 0.98 0 0.925 12.5
## 6 1.00 2 0.808 12.1
## 7 1.00 5 0.940 12.9
## 8 1.00 0 0.935 12.5
## 9 0.99 111 0.942 14.1
## 10 0.99 22 0.941 12.6
## 11 1.00 0 0.890 13.5
## 12 1.00 2 0.930 13.0
## 13 0.78 0 0.593 5.1
## 14 0.99 28 0.936 13.8
## 15 0.99 12 0.951 12.7
## 16 0.99 13 0.846 12.2
## 17 0.99 27 0.962 13.9
## 18 0.99 137 0.929 13.4
## 19 1.00 1 0.918 12.8
## 20 0.99 3 0.937 12.9
## 21 0.98 22 0.916 12.3
## 22 0.99 1 0.959 13.8
## 23 0.99 13 0.948 13.0
## 24 0.99 11 0.937 12.4
## 25 0.99 400 0.921 13.7
## 26 1.00 13 0.961 13.0
## 27 0.99 32 0.947 12.6
## 28 0.99 71 0.903 11.6
## 29 1.00 19 0.876 13.2
## 30 1.00 0 0.848 12.9
## 31 1.00 0 0.822 12.8
## 32 1.00 3 0.875 13.5
## 33 0.99 2 0.858 12.2
## 34 1.00 0 0.858 10.6
## 35 0.99 11 0.945 11.6
## 36 0.99 6 0.889 12.9
## 37 1.00 1 0.863 13.3
## 38 0.99 21 0.895 10.7
## 39 0.85 0 0.607 7.1
## 40 0.98 8 0.905 10.6
## 41 0.99 1 0.896 12.4
## 42 0.95 2 0.866 9.6
## 43 0.97 13 0.919 13.3
## 44 1.00 0 0.790 9.9
## 45 0.94 0 0.918 12.2
## 46 0.93 1 0.585 6.4
## 47 0.98 0 0.739 9.4
## 48 0.98 1 0.795 11.4
## 49 0.95 2 0.887 11.4
## 50 0.96 0 0.730 9.8
## 51 1.00 6 0.773 11.1
## 52 0.99 0 0.767 11.8
## 53 0.98 0 0.802 11.4
## 54 0.95 1 0.703 8.4
## 55 0.80 1 0.686 7.9
## 56 1.00 0 0.727 11.9
## 57 1.00 0 0.811 12.3
## 58 0.94 0 0.800 8.7
## 59 1.00 0 0.759 11.3
## 60 0.98 2 0.780 10.5
## 61 0.98 1 0.809 8.8
## 62 0.64 0 0.666 5.2
## 63 0.97 2 0.855 10.9
## 64 0.95 3 0.758 9.2
## 65 1.00 0 0.685 11.3
## 66 0.98 0 0.809 9.0
## 67 0.97 0 0.829 9.2
## 68 0.95 0 0.803 10.6
## 69 0.96 0 0.812 12.6
## 70 0.99 5 0.821 11.3
## 71 0.96 2 0.838 8.6
## 72 0.98 5 0.842 11.1
## 73 0.93 0 0.782 10.8
## 74 0.91 0 0.802 10.4
## 75 1.00 0 0.745 11.3
## 76 0.99 0 0.832 12.2
## 77 0.99 1 0.810 11.6
## 78 1.00 1 0.745 10.5
## 79 1.00 0 0.802 12.8
## 80 0.96 0 0.717 8.9
## 81 0.89 0 0.628 7.8
## 82 0.94 0 0.730 10.9
## 83 0.98 0 0.639 10.9
## 84 0.84 0 0.564 5.7
## 85 1.00 0 0.764 12.5
## 86 0.96 0 0.875 11.0
## 87 0.93 0 0.754 8.1
## 88 0.88 0 0.714 8.6
## 89 0.95 2 0.752 8.9
## 90 0.95 1 0.691 11.1
## 91 0.38 0 0.478 3.0
## 92 0.61 0 0.535 5.6
## 93 0.92 0 0.767 9.3
## 94 0.93 0 0.911 12.7
## 95 0.98 0 0.770 10.2
## 96 0.98 0 0.796 11.3
## 97 0.94 0 0.706 8.7
## 98 0.97 1 0.699 9.0
## 99 0.94 1 0.762 9.9
## 100 0.80 0 0.607 5.4
## 101 0.91 0 0.718 7.6
## 102 0.98 0 0.855 10.0
## 103 0.98 0 0.720 10.4
## 104 0.99 0 0.747 7.3
## 105 0.87 1 0.774 10.6
## 106 0.56 2 0.544 4.5
## 107 0.96 0 0.795 9.0
## 108 0.81 1 0.731 7.4
## 109 0.99 0 0.692 11.4
## 110 0.95 0 0.805 10.5
## 111 0.40 0 0.394 2.6
## 112 0.59 0 0.508 3.8
## 113 0.95 0 0.785 10.3
## 114 0.94 0 0.816 11.7
## 115 0.96 0 0.831 7.3
## 116 0.95 0 0.705 8.6
## 117 0.63 0 0.558 4.7
## 118 0.95 0 0.740 8.8
## 119 0.97 1 0.715 9.9
## 120 0.56 0 0.511 2.9
## 121 0.78 0 0.558 5.1
## 122 0.65 0 0.501 5.1
## 123 0.95 0 0.692 9.8
## 124 0.74 0 0.525 5.7
## 125 0.95 0 0.875 11.3
## 126 0.76 4 0.731 9.6
## 127 0.72 12 0.633 6.7
## 128 0.80 2 0.745 8.1
## 129 0.78 1 0.575 6.7
## 130 0.71 0 0.586 5.4
## 131 0.89 0 0.709 9.2
## 132 0.80 1 0.549 6.4
## 133 0.86 0 0.577 5.1
## 134 0.61 2 0.661 7.4
## 135 0.87 0 0.593 8.7
## 136 0.38 0 0.449 2.1
## 137 0.90 2 0.715 8.5
## 138 0.59 0 0.446 3.2
## 139 0.85 0 0.426 3.1
## 140 0.19 0 0.400 2.1
## 141 0.99 0 0.788 9.3
## 142 0.71 0 0.534 4.4
## 143 0.38 0 0.525 4.3
## 144 0.66 0 0.512 4.5
## 145 0.88 0 0.675 7.2
## 146 0.88 0 0.693 10.3
## 147 0.79 0 0.514 6.0
## 148 0.95 11 0.713 11.4
## 149 0.87 0 0.597 5.6
## 150 0.74 0 0.492 4.9
## 151 0.85 0 0.565 7.2
## 152 0.49 1 0.498 3.2
## 153 0.68 0 0.509 4.1
## 154 0.75 0 0.576 6.2
## 155 0.60 1 0.535 7.2
## 156 0.72 1 0.683 5.9
## 157 0.91 0 0.615 7.2
## 158 0.94 0 0.720 8.1
## 159 0.92 0 0.618 6.2
## 160 0.77 0 0.571 6.2
## 161 0.96 0 0.751 10.8
## 162 0.83 0 0.706 9.4
## 163 0.79 0 0.479 7.0
## 164 0.70 1 0.455 3.2
## 165 0.83 0 0.683 8.8
## 166 0.37 0 0.404 4.3
## 167 0.88 0 0.621 7.1
## 168 0.67 0 0.539 5.0
## 169 0.33 0 0.428 2.3
## 170 0.52 0 0.556 4.9
## 171 0.32 0 0.385 5.7
## 172 0.77 1 0.632 8.3
## 173 0.30 0 0.465 2.2
## 174 0.82 0 0.667 7.1
## 175 0.58 0 0.500 4.6
## 176 0.79 2 0.627 5.7
## 177 0.48 2 0.481 5.1
## 178 0.48 0 0.477 4.6
## 179 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 90919 6014723
## 3 62607 7491609
## 4 17504 1425671352
## 5 44501 51784059
## 6 18849 9498238
## 7 49452 5545475
## 8 146830 39315
## 9 54534 83294633
## 10 55979 17618299
## 11 38048 1322766
## 12 84649 654.768
## 13 4079 16944826
## 14 46808 38781292
## 15 49238 26439112
## 16 32789 10156239
## 17 66933 8796669
## 18 45225 67736802
## 19 39746 2119675
## 20 44057 5228100
## 21 53619 8958961
## 22 55782 375.319
## 23 60365 5910913
## 24 52293 11686140
## 25 64765 339996564
## 26 64660 5474360
## 27 54489 10612086
## 28 45937 64756584
## 29 33034 41026068
## 30 30690 5795199
## 31 27166 144444359
## 32 37931 2718352
## 33 30132 4008617
## 34 51167 76.965
## 35 76169 5056935
## 36 38745 10495295
## 37 32803 1830212
## 38 42840 58870763
## 39 3085 334.506
## 40 38354 47519628
## 41 38188 1260138
## 42 33155 10247605
## 43 41524 9174520
## 44 12306 281.996
## 45 38884 535.065
## 46 3851 54577997
## 47 10588 3447157
## 48 23079 6687717
## 49 29002 10341277
## 50 12672 623.237
## 51 13256 36744634
## 52 14875 3435931
## 53 19123 7149077
## 54 7867 98858950
## 55 9977 45504560
## 56 7917 35163944
## 57 23943 19606634
## 58 17030 71801279
## 59 13158 2777971
## 60 15242 3210848
## 61 19974 5212173
## 62 9438 787.425
## 63 24563 19629590
## 64 17896 128455567
## 65 4548 10143543
## 66 21269 3423109
## 67 64490 452.524
## 68 26658 34308525
## 69 30486 412.624
## 70 30027 19892812
## 71 31033 85816199
## 72 20925 45773884
## 73 12578 21893579
## 74 22025 1300557
## 75 13021 6516100
## 76 20839 626.485
## 77 23392 1534937
## 78 14257 10412652
## 79 14664 3728282
## 80 12349 6861524
## 81 3696 115.224
## 82 9980 936.375
## 83 4620 41.996
## 84 2482 740.425
## 85 7879 11194449
## 86 39497 1485510
## 87 14370 216422446
## 88 22465 813.834
## 89 14384 52085168
## 90 4811 28838499
## 91 1824 42239854
## 92 2848 11724764
## 93 17990 11332973
## 94 62574 9516871
## 95 15918 2085679
## 96 14131 2832439
## 97 9526 5353930
## 98 8920 117337368
## 99 12246 34352719
## 100 7700 7633779
## 101 15336 6888388
## 102 87134 2716391
## 103 9924 11337053
## 104 15448 521.022
## 105 13001 89172767
## 106 4624 240485658
## 107 13484 126.184
## 108 10258 12458223
## 109 4566 6735348
## 110 26957 4468087
## 111 1364 18278568
## 112 3575 48109006
## 113 25831 107.66
## 114 27054 4644384
## 115 52920 4310108
## 116 11466 277534123
## 117 4009 10329931
## 118 10312 18190484
## 119 6583 5040000
## 120 3344 17763163
## 121 3142 852.075
## 122 1484 30325732
## 123 8111 12388571
## 124 2181 48582334
## 125 46112 36947025
## 126 11732 112716599
## 127 6590 1428627663
## 128 10800 45606481
## 129 4474 55100587
## 130 5466 36684203
## 131 8834 2825544
## 132 2664 67438106
## 133 4192 23227014
## 134 5472 172954319
## 135 3810 16665409
## 136 2118 23251485
## 137 12048 180.251
## 138 1198 33897354
## 139 732 13238559
## 140 1240 27202843
## 141 16792 94.298
## 142 2210 14094683
## 143 3409 13712828
## 144 1466 20931751
## 145 8296 6364943
## 146 16198 2675353
## 147 2700 2330318
## 148 12948 60414495
## 149 7679 1210822
## 150 1729 3748902
## 151 3218 20569738
## 152 2361 126527060
## 153 5025 1136455
## 154 3621 28647293
## 155 4790 223804632
## 156 7303 37840044
## 157 8634 2604172
## 158 11488 73.161
## 159 4021 231.856
## 160 2889 6106869
## 161 11961 103.699
## 162 13367 2436567
## 163 1076 102262809
## 164 1314 34449825
## 165 6309 410.825
## 166 966 5742316
## 167 5298 10593798
## 168 2167 9053799
## 169 2133 23293699
## 170 5075 4862989
## 171 768 11088796
## 172 5745 34121985
## 173 2481 14190612
## 174 5625 7046311
## 175 2172 2773168
## 176 8723 18092026
## 177 1289 5418377
## 178 1622 8791092
## 179 3877 30896590# membuat scatter plot
plot(data8$GNI...2021,data8$Average.IQ)
# membuat garis regresi
abline(lm(data8$Average.IQ~data8$GNI...2021))
# persamaan regresi
lm(data8$Average.IQ~data8$GNI...2021)##
## Call:
## lm(formula = data8$Average.IQ ~ data8$GNI...2021)
##
## Coefficients:
## (Intercept) data8$GNI...2021
## 7.396e+01 3.822e-04